makecal dailywave:        59936
Multiple cal products found for mjd        59936 will use last:     39870034
  dark:     39860002
  flat:     39870003
  bpm:     39860002
  sparse:     39870034
  modelpsf:     39870034
  fiber:     13400051
  badfiber:           25
  fixfiber:            0
  wave:     13400053
  multiwave:     39880000
  lsf:     40030031
  flux:            0
  det:     13390003
  littrow:     13400052
  persist:     13400061
  persistmodel:            0
  response:            0
makecal bpm:     39860002
 bpm file: 
/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/cal/apogee-n/bpm/apBPM-c-39860002.fits
 already made
makecal fiber:     13400051
 psf file: 
/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/cal/apogee-n/psf/apPSF-c-13400051.fits
 already made
Making dailywave: 59936
60 arclamps

***** Processing the frames and finding the lines *****


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Start:  2022-12-23 14:45:16
Getting daily wavelength solution for MJD=59936
 
Step 1: Find the arclamp frames to use
--------------------------------------
Using MJDs (8): 59929,59930,59931,59932,59933,59934,59935,59936
60 arclamp exposures for these nights
 
Step 2: Fit wavelength solutions simultaneously
------------------------------------------------
Solving wavelength solutions simultaneously using all arclamp exposures
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/60 43670005
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690004.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690005.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690006.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690007.fits NOT FOUND
21/60 43690068
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
Can't open file:  /uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690068.fits
/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690068.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690069.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
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/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690070.fits NOT FOUND
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HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
HTTP error code 401.  Please check you ~/.netrc has the correct authorization
Can't open file:  /uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690071.fits
/uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/exposures/apogee-n/59931/ap1D-43690071.fits NOT FOUND
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Setting BAD=1 for  4505  of  63558  outlier lines
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Setting BAD=1 for  1077  of  17523  outlier lines
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Setting BAD=1 for  4550  of  63558  outlier lines
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Reading existing Lines data 43720057
Setting BAD=1 for  836  of  17523  outlier lines
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Reading existing Lines data 43720058
Setting BAD=1 for  4329  of  63558  outlier lines
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Reading existing Lines data 43730004
Setting BAD=1 for  953  of  17523  outlier lines
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Reading existing Lines data 43730005
Setting BAD=1 for  4572  of  63558  outlier lines
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Reading existing Lines data 43730006
Setting BAD=1 for  915  of  17523  outlier lines
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Setting BAD=1 for  4183  of  63558  outlier lines
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Setting BAD=1 for  1190  of  17523  outlier lines
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Setting BAD=1 for  4562  of  63558  outlier lines
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Setting BAD=1 for  912  of  17523  outlier lines
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Setting BAD=1 for  4269  of  63558  outlier lines
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Setting BAD=1 for  1072  of  17523  outlier lines
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Setting BAD=1 for  4336  of  63558  outlier lines
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Setting BAD=1 for  958  of  17523  outlier lines
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Reading existing Lines data 43740060
Setting BAD=1 for  4630  of  63558  outlier lines
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Reading existing Lines data 43740061
Setting BAD=1 for  762  of  17523  outlier lines
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Reading existing Lines data 43740062
Setting BAD=1 for  4264  of  63558  outlier lines
 Frame: 43740062  Nlines: 63558  
8 frames were bad
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 143670007  4908  106  0.0406
chip-frameid: 143670008  12662  108  0.0407
chip-frameid: 143670051  4911  119  0.0399
chip-frameid: 143670052  12651  87  0.0391
chip-frameid: 143670053  4941  121  0.0392
chip-frameid: 143670054  12625  116  0.0412
chip-frameid: 143680005  4953  129  0.0386
chip-frameid: 143680006  12646  87  0.0406
chip-frameid: 143680007  4919  120  0.0394
chip-frameid: 143680008  12604  117  0.0408
chip-frameid: 143680038  4942  125  0.0399
chip-frameid: 143680039  12640  89  0.0382
chip-frameid: 143680040  5000  125  0.0408
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chip-frameid: 143700004  5010  117  0.0378
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chip-frameid: 143710004  5024  99  0.0395
chip-frameid: 143710005  12656  88  0.0384
chip-frameid: 143710006  5016  104  0.0387
chip-frameid: 143710007  12626  91  0.0403
chip-frameid: 143710086  4837  124  0.0390
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chip-frameid: 143710089  12623  108  0.0404
chip-frameid: 143720005  4995  120  0.0405
chip-frameid: 143720006  12630  103  0.0390
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chip-frameid: 143720008  12600  110  0.0404
chip-frameid: 143720055  5074  116  0.0397
chip-frameid: 143720056  12644  89  0.0393
chip-frameid: 143720057  5105  117  0.0375
chip-frameid: 143720058  12616  102  0.0410
chip-frameid: 143730004  5077  113  0.0395
chip-frameid: 143730005  12664  89  0.0396
chip-frameid: 143730006  4958  127  0.0381
chip-frameid: 143730007  12628  108  0.0401
chip-frameid: 143730094  4894  116  0.0405
chip-frameid: 143730095  12644  91  0.0392
chip-frameid: 143730096  5010  124  0.0378
chip-frameid: 143730097  12616  114  0.0409
chip-frameid: 143740006  5040  108  0.0411
chip-frameid: 143740007  12674  106  0.0380
chip-frameid: 143740008  5130  133  0.0391
chip-frameid: 143740009  12585  100  0.0404
chip-frameid: 143740059  5106  136  0.0384
chip-frameid: 143740060  12626  90  0.0396
chip-frameid: 143740061  5127  112  0.0380
chip-frameid: 143740062  12655  96  0.0403
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 243670007  4918  60  0.0297
chip-frameid: 243670008  20400  271  0.0486
chip-frameid: 243670051  4733  91  0.0308
chip-frameid: 243670052  20233  300  0.0473
chip-frameid: 243670053  4903  88  0.0288
chip-frameid: 243670054  20380  327  0.0485
chip-frameid: 243680005  4766  79  0.0310
chip-frameid: 243680006  20300  290  0.0483
chip-frameid: 243680007  4906  75  0.0287
chip-frameid: 243680008  20439  278  0.0476
chip-frameid: 243680038  4717  93  0.0306
chip-frameid: 243680039  20208  298  0.0475
chip-frameid: 243680040  4902  79  0.0291
chip-frameid: 243680041  20353  287  0.0472
chip-frameid: 243700004  4823  48  0.0306
chip-frameid: 243700005  20344  275  0.0469
chip-frameid: 243700006  4917  57  0.0288
chip-frameid: 243700007  20372  257  0.0485
chip-frameid: 243710004  4819  63  0.0286
chip-frameid: 243710005  20337  258  0.0467
chip-frameid: 243710006  4934  62  0.0285
chip-frameid: 243710007  20377  270  0.0484
chip-frameid: 243710086  4663  86  0.0306
chip-frameid: 243710087  20245  307  0.0477
chip-frameid: 243710088  4916  97  0.0279
chip-frameid: 243710089  20361  328  0.0481
chip-frameid: 243720005  4772  84  0.0309
chip-frameid: 243720006  20208  268  0.0465
chip-frameid: 243720007  4924  60  0.0277
chip-frameid: 243720008  20360  273  0.0480
chip-frameid: 243720055  4764  79  0.0277
chip-frameid: 243720056  20274  278  0.0485
chip-frameid: 243720057  4914  56  0.0296
chip-frameid: 243720058  20324  297  0.0491
chip-frameid: 243730004  4822  69  0.0284
chip-frameid: 243730005  20249  286  0.0472
chip-frameid: 243730006  4902  62  0.0290
chip-frameid: 243730007  20386  308  0.0490
chip-frameid: 243730094  4712  79  0.0306
chip-frameid: 243730095  20181  290  0.0482
chip-frameid: 243730096  4897  49  0.0312
chip-frameid: 243730097  20333  324  0.0478
chip-frameid: 243740006  4784  43  0.0283
chip-frameid: 243740007  20252  288  0.0473
chip-frameid: 243740008  4904  54  0.0282
chip-frameid: 243740009  20338  327  0.0477
chip-frameid: 243740059  4785  55  0.0304
chip-frameid: 243740060  20207  332  0.0467
chip-frameid: 243740061  4930  50  0.0292
chip-frameid: 243740062  20368  312  0.0472
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
chip-frameid: 343670007  6679  88  0.0213
chip-frameid: 343670008  26316  480  0.0308
chip-frameid: 343670051  6678  101  0.0222
chip-frameid: 343670052  26066  489  0.0298
chip-frameid: 343670053  6684  97  0.0203
chip-frameid: 343670054  26218  467  0.0307
chip-frameid: 343680005  6667  94  0.0219
chip-frameid: 343680006  26078  472  0.0304
chip-frameid: 343680007  6702  104  0.0218
chip-frameid: 343680008  26346  482  0.0306
chip-frameid: 343680038  6668  95  0.0222
chip-frameid: 343680039  26140  484  0.0295
chip-frameid: 343680040  6708  95  0.0196
chip-frameid: 343680041  26248  480  0.0316
chip-frameid: 343700004  6672  92  0.0212
chip-frameid: 343700005  26140  452  0.0296
chip-frameid: 343700006  6680  82  0.0214
chip-frameid: 343700007  26273  448  0.0308
chip-frameid: 343710004  6622  87  0.0209
chip-frameid: 343710005  26134  448  0.0299
chip-frameid: 343710006  6682  75  0.0197
chip-frameid: 343710007  26283  476  0.0306
chip-frameid: 343710086  6680  94  0.0219
chip-frameid: 343710087  26150  510  0.0300
chip-frameid: 343710088  6687  95  0.0227
chip-frameid: 343710089  26200  483  0.0313
chip-frameid: 343720005  6679  97  0.0211
chip-frameid: 343720006  26085  476  0.0302
chip-frameid: 343720007  6723  100  0.0207
chip-frameid: 343720008  26236  491  0.0315
chip-frameid: 343720055  6650  88  0.0211
chip-frameid: 343720056  26090  470  0.0299
chip-frameid: 343720057  6668  84  0.0198
chip-frameid: 343720058  26289  458  0.0312
chip-frameid: 343730004  6671  83  0.0205
chip-frameid: 343730005  26073  504  0.0297
chip-frameid: 343730006  6748  74  0.0201
chip-frameid: 343730007  26361  472  0.0310
chip-frameid: 343730094  6727  76  0.0221
chip-frameid: 343730095  26171  445  0.0305
chip-frameid: 343730096  6704  85  0.0207
chip-frameid: 343730097  26340  513  0.0309
chip-frameid: 343740006  6627  110  0.0215
chip-frameid: 343740007  26111  433  0.0305
chip-frameid: 343740008  6684  78  0.0204
chip-frameid: 343740009  26299  537  0.0309
chip-frameid: 343740059  6674  111  0.0214
chip-frameid: 343740060  26095  498  0.0299
chip-frameid: 343740061  6704  72  0.0215
chip-frameid: 343740062  26271  485  0.0310
29775 of 2108106 lines marked as BAD=2
 
Looping over 300 rows
--- Row 1/300 row=0 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  0
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=0 ---
Niter:  0 row:  0 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 -0.0009539085813230486 0.01978815060647321 0.039969735290660495
[ 1.22130191e-10 -1.03246819e-05 -2.82754164e-01  1.61504837e+04
 -1.45181183e+02  8.40690020e-13  1.53755203e+02]
Niter:  1 row:  0 ngroup:  1 nlines:  258 gd:  246
[ 1.22130191e-10 -1.03246819e-05 -2.82754164e-01  1.61504837e+04
 -1.45181183e+02  8.40690020e-13  1.53755203e+02]
res:  246 -0.0007161995563365053 0.018652815965651826 0.030736106825330067
[ 1.22676596e-10 -1.03247492e-05 -2.82760516e-01  1.61504887e+04
 -1.45129393e+02  2.32245351e-11  1.53752412e+02]
Niter:  2 row:  0 ngroup:  1 nlines:  258 gd:  243
[ 1.22676596e-10 -1.03247492e-05 -2.82760516e-01  1.61504887e+04
 -1.45129393e+02  2.32245351e-11  1.53752412e+02]
res:  243 -0.00039554620070703095 0.018745590160506254 0.02926782559690977
[ 1.22781317e-10 -1.03245903e-05 -2.82763066e-01  1.61504911e+04
 -1.45093002e+02  9.97222541e-11  1.53749016e+02]
Niter:  3 row:  0 ngroup:  1 nlines:  258 gd:  242
[ 1.22781317e-10 -1.03245903e-05 -2.82763066e-01  1.61504911e+04
 -1.45093002e+02  9.97222541e-11  1.53749016e+02]
res:  242 -0.0005754461981268832 0.018702425889387086 0.028804870237446083
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
Niter:  4 row:  0 ngroup:  1 nlines:  258 gd:  242
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
res:  242 -0.0005754461981268832 0.018702425889387086 0.028804870237446083
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
Niter:  5 row:  0 ngroup:  1 nlines:  258 gd:  242
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
res:  242 -0.0005754461981268832 0.018702425889387086 0.028804870237446083
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
Niter:  6 row:  0 ngroup:  1 nlines:  258 gd:  242
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
res:  242 -0.0005754461981268832 0.018702425889387086 0.028804870237446083
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
Final values:
res:  -0.0005754461981268832 0.028804870237446083
pars:  [ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
0 [ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02]
elapsed: 3.0 sec.
Niter:  0 row:  0 ngroup:  26 nlines:  6576 gd:  6576
[ 1.22802823e-10 -1.03246373e-05 -2.82763252e-01  1.61504923e+04
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02 -1.45088112e+02  1.01077016e-10
  1.53751563e+02 -1.45088112e+02  1.01077016e-10  1.53751563e+02
 -1.45088112e+02  1.01077016e-10  1.53751563e+02 -1.45088112e+02
  1.01077016e-10  1.53751563e+02]
res:  6576 0.000665381454382441 0.017432257241125626 0.041264058569378766
[ 1.22802811e-10 -1.03246383e-05 -2.82763280e-01  1.61504914e+04
 -1.45098226e+02  2.83774219e-02  1.53744874e+02 -1.44594758e+02
  5.07182652e-01  1.54264340e+02 -1.45144642e+02 -5.15965481e-03
  1.53734498e+02 -1.44643741e+02  4.80053477e-01  1.54219572e+02
 -1.45100780e+02 -1.11012628e-02  1.53750191e+02 -1.44585452e+02
  5.16131870e-01  1.54254681e+02 -1.45081865e+02  2.03179799e-02
  1.53743534e+02 -1.44623656e+02  5.04683422e-01  1.54214479e+02
 -1.45098399e+02  3.75462196e-02  1.53760408e+02 -1.44629774e+02
  5.14698873e-01  1.54249301e+02 -1.45102157e+02  3.23660338e-02
  1.53760687e+02 -1.44624937e+02  5.16195157e-01  1.54240536e+02
 -1.45176836e+02 -2.87556716e-02  1.53725080e+02 -1.44651324e+02
  4.75989236e-01  1.54235532e+02 -1.45085524e+02  1.12434668e-02
  1.53767643e+02 -1.44648046e+02  4.79695369e-01  1.54247653e+02
 -1.45111126e+02 -1.04364045e-02  1.53726243e+02 -1.44655895e+02
  4.87926124e-01  1.54238540e+02 -1.45126308e+02  1.43697015e-03
  1.53736264e+02 -1.44614122e+02  5.16746337e-01  1.54256647e+02
 -1.45146833e+02 -1.88616323e-02  1.53722538e+02 -1.44636131e+02
  4.71523140e-01  1.54239420e+02 -1.45133156e+02 -1.28598343e-03
  1.53753144e+02 -1.44639346e+02  4.91412384e-01  1.54239045e+02
 -1.45167879e+02 -1.51369324e-02  1.53750750e+02 -1.44653952e+02
  4.85078075e-01  1.54220019e+02]
Niter:  1 row:  0 ngroup:  26 nlines:  6576 gd:  6130
[ 1.22802811e-10 -1.03246383e-05 -2.82763280e-01  1.61504914e+04
 -1.45098226e+02  2.83774219e-02  1.53744874e+02 -1.44594758e+02
  5.07182652e-01  1.54264340e+02 -1.45144642e+02 -5.15965481e-03
  1.53734498e+02 -1.44643741e+02  4.80053477e-01  1.54219572e+02
 -1.45100780e+02 -1.11012628e-02  1.53750191e+02 -1.44585452e+02
  5.16131870e-01  1.54254681e+02 -1.45081865e+02  2.03179799e-02
  1.53743534e+02 -1.44623656e+02  5.04683422e-01  1.54214479e+02
 -1.45098399e+02  3.75462196e-02  1.53760408e+02 -1.44629774e+02
  5.14698873e-01  1.54249301e+02 -1.45102157e+02  3.23660338e-02
  1.53760687e+02 -1.44624937e+02  5.16195157e-01  1.54240536e+02
 -1.45176836e+02 -2.87556716e-02  1.53725080e+02 -1.44651324e+02
  4.75989236e-01  1.54235532e+02 -1.45085524e+02  1.12434668e-02
  1.53767643e+02 -1.44648046e+02  4.79695369e-01  1.54247653e+02
 -1.45111126e+02 -1.04364045e-02  1.53726243e+02 -1.44655895e+02
  4.87926124e-01  1.54238540e+02 -1.45126308e+02  1.43697015e-03
  1.53736264e+02 -1.44614122e+02  5.16746337e-01  1.54256647e+02
 -1.45146833e+02 -1.88616323e-02  1.53722538e+02 -1.44636131e+02
  4.71523140e-01  1.54239420e+02 -1.45133156e+02 -1.28598343e-03
  1.53753144e+02 -1.44639346e+02  4.91412384e-01  1.54239045e+02
 -1.45167879e+02 -1.51369324e-02  1.53750750e+02 -1.44653952e+02
  4.85078075e-01  1.54220019e+02]
res:  6130 -0.0016787071226644912 0.017572728962477413 0.02796707235141463
[ 1.22802799e-10 -1.03246394e-05 -2.82763309e-01  1.61504930e+04
 -1.45090422e+02  2.61838822e-03  1.53753404e+02 -1.44588534e+02
  4.92021404e-01  1.54248916e+02 -1.45141927e+02 -2.19038422e-02
  1.53732066e+02 -1.44630236e+02  4.74042802e-01  1.54220191e+02
 -1.45092658e+02 -2.41282184e-02  1.53753595e+02 -1.44602868e+02
  4.95340176e-01  1.54251526e+02 -1.45095077e+02  1.04373118e-02
  1.53750127e+02 -1.44617526e+02  4.91296921e-01  1.54205842e+02
 -1.45097642e+02  1.36824833e-02  1.53753991e+02 -1.44613408e+02
  5.06426703e-01  1.54248325e+02 -1.45113041e+02  9.44034614e-03
  1.53759981e+02 -1.44632701e+02  5.02362170e-01  1.54235264e+02
 -1.45166288e+02 -3.94970466e-02  1.53727385e+02 -1.44653225e+02
  4.71710652e-01  1.54236456e+02 -1.45096722e+02  1.70311261e-03
  1.53772366e+02 -1.44642942e+02  4.75144571e-01  1.54246111e+02
 -1.45107787e+02 -2.44984958e-02  1.53725946e+02 -1.44640920e+02
  4.67619623e-01  1.54241714e+02 -1.45106074e+02 -1.98473086e-02
  1.53748888e+02 -1.44610289e+02  4.90598469e-01  1.54251614e+02
 -1.45138999e+02 -3.63935917e-02  1.53726206e+02 -1.44650049e+02
  4.75855010e-01  1.54233975e+02 -1.45122437e+02 -2.85006376e-02
  1.53755337e+02 -1.44619057e+02  4.69664015e-01  1.54236757e+02
 -1.45138844e+02 -3.69955124e-02  1.53741939e+02 -1.44654150e+02
  4.73888868e-01  1.54208539e+02]
Niter:  2 row:  0 ngroup:  26 nlines:  6576 gd:  6134
[ 1.22802799e-10 -1.03246394e-05 -2.82763309e-01  1.61504930e+04
 -1.45090422e+02  2.61838822e-03  1.53753404e+02 -1.44588534e+02
  4.92021404e-01  1.54248916e+02 -1.45141927e+02 -2.19038422e-02
  1.53732066e+02 -1.44630236e+02  4.74042802e-01  1.54220191e+02
 -1.45092658e+02 -2.41282184e-02  1.53753595e+02 -1.44602868e+02
  4.95340176e-01  1.54251526e+02 -1.45095077e+02  1.04373118e-02
  1.53750127e+02 -1.44617526e+02  4.91296921e-01  1.54205842e+02
 -1.45097642e+02  1.36824833e-02  1.53753991e+02 -1.44613408e+02
  5.06426703e-01  1.54248325e+02 -1.45113041e+02  9.44034614e-03
  1.53759981e+02 -1.44632701e+02  5.02362170e-01  1.54235264e+02
 -1.45166288e+02 -3.94970466e-02  1.53727385e+02 -1.44653225e+02
  4.71710652e-01  1.54236456e+02 -1.45096722e+02  1.70311261e-03
  1.53772366e+02 -1.44642942e+02  4.75144571e-01  1.54246111e+02
 -1.45107787e+02 -2.44984958e-02  1.53725946e+02 -1.44640920e+02
  4.67619623e-01  1.54241714e+02 -1.45106074e+02 -1.98473086e-02
  1.53748888e+02 -1.44610289e+02  4.90598469e-01  1.54251614e+02
 -1.45138999e+02 -3.63935917e-02  1.53726206e+02 -1.44650049e+02
  4.75855010e-01  1.54233975e+02 -1.45122437e+02 -2.85006376e-02
  1.53755337e+02 -1.44619057e+02  4.69664015e-01  1.54236757e+02
 -1.45138844e+02 -3.69955124e-02  1.53741939e+02 -1.44654150e+02
  4.73888868e-01  1.54208539e+02]
res:  6134 -0.001800401960281306 0.01753846461633657 0.02797097166735239
[ 1.22802786e-10 -1.03246404e-05 -2.82763337e-01  1.61504947e+04
 -1.45077626e+02  8.32538431e-03  1.53758129e+02 -1.44581593e+02
  4.97718837e-01  1.54249227e+02 -1.45134964e+02 -2.46339614e-02
  1.53736794e+02 -1.44623281e+02  4.79755473e-01  1.54224912e+02
 -1.45085689e+02 -2.62933799e-02  1.53758324e+02 -1.44595896e+02
  4.93153896e-01  1.54256249e+02 -1.45088108e+02  8.34446432e-03
  1.53754864e+02 -1.44610570e+02  4.97000250e-01  1.54210566e+02
 -1.45090695e+02  1.93890024e-02  1.53758720e+02 -1.44594673e+02
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  1.53764707e+02 -1.44625737e+02  5.04270048e-01  1.54239988e+02
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  4.77420617e-01  1.54241186e+02 -1.45089766e+02  3.76862107e-03
  1.53777091e+02 -1.44635983e+02  4.80852937e-01  1.54253092e+02
 -1.45095323e+02 -2.25897098e-02  1.53730670e+02 -1.44633943e+02
  4.73326446e-01  1.54246444e+02 -1.45099130e+02 -1.41189553e-02
  1.53753622e+02 -1.44597408e+02  4.92741976e-01  1.54256335e+02
 -1.45132046e+02 -3.48132896e-02  1.53730940e+02 -1.44648871e+02
  4.81572110e-01  1.54238705e+02 -1.45115479e+02 -2.63180185e-02
  1.53760064e+02 -1.44612111e+02  4.71583532e-01  1.54241491e+02
 -1.45131885e+02 -4.23551883e-02  1.53744670e+02 -1.44647171e+02
  4.79611864e-01  1.54211271e+02]
Niter:  3 row:  0 ngroup:  26 nlines:  6576 gd:  6135
[ 1.22802786e-10 -1.03246404e-05 -2.82763337e-01  1.61504947e+04
 -1.45077626e+02  8.32538431e-03  1.53758129e+02 -1.44581593e+02
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 -1.45085689e+02 -2.62933799e-02  1.53758324e+02 -1.44595896e+02
  4.93153896e-01  1.54256249e+02 -1.45088108e+02  8.34446432e-03
  1.53754864e+02 -1.44610570e+02  4.97000250e-01  1.54210566e+02
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  5.12143138e-01  1.54253044e+02 -1.45106086e+02  1.17874125e-02
  1.53764707e+02 -1.44625737e+02  5.04270048e-01  1.54239988e+02
 -1.45159301e+02 -3.77774052e-02  1.53734253e+02 -1.44646239e+02
  4.77420617e-01  1.54241186e+02 -1.45089766e+02  3.76862107e-03
  1.53777091e+02 -1.44635983e+02  4.80852937e-01  1.54253092e+02
 -1.45095323e+02 -2.25897098e-02  1.53730670e+02 -1.44633943e+02
  4.73326446e-01  1.54246444e+02 -1.45099130e+02 -1.41189553e-02
  1.53753622e+02 -1.44597408e+02  4.92741976e-01  1.54256335e+02
 -1.45132046e+02 -3.48132896e-02  1.53730940e+02 -1.44648871e+02
  4.81572110e-01  1.54238705e+02 -1.45115479e+02 -2.63180185e-02
  1.53760064e+02 -1.44612111e+02  4.71583532e-01  1.54241491e+02
 -1.45131885e+02 -4.23551883e-02  1.53744670e+02 -1.44647171e+02
  4.79611864e-01  1.54211271e+02]
res:  6135 -0.0018328674850636162 0.017512419756712916 0.027905657429708876
[ 1.22698624e-10 -1.03251587e-05 -2.82763571e-01  1.61504963e+04
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  5.02965223e-01  1.54240859e+02 -1.45133034e+02 -2.14965718e-02
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  4.98451121e-01  1.54247837e+02 -1.45086240e+02  1.36210358e-02
  1.53746873e+02 -1.44608611e+02  5.02242197e-01  1.54202157e+02
 -1.45088654e+02  2.46401321e-02  1.53750517e+02 -1.44592806e+02
  5.17410201e-01  1.54244521e+02 -1.45104109e+02  1.70522899e-02
  1.53756385e+02 -1.44623842e+02  5.09511398e-01  1.54231613e+02
 -1.45157574e+02 -3.25406178e-02  1.53725893e+02 -1.44644486e+02
  4.82696287e-01  1.54232979e+02 -1.45087801e+02  9.02994134e-03
  1.53768739e+02 -1.44634016e+02  4.86129825e-01  1.54244593e+02
 -1.45090147e+02 -1.73326770e-02  1.53722261e+02 -1.44632146e+02
  4.78573662e-01  1.54238188e+02 -1.45097055e+02 -8.78332547e-03
  1.53745536e+02 -1.44595364e+02  4.98009400e-01  1.54247897e+02
 -1.45130058e+02 -2.95723689e-02  1.53722865e+02 -1.44646768e+02
  4.86893118e-01  1.54230488e+02 -1.45113508e+02 -2.10617843e-02
  1.53751781e+02 -1.44610080e+02  4.76854986e-01  1.54233418e+02
 -1.45129941e+02 -3.92155417e-02  1.53735366e+02 -1.44645446e+02
  4.84926011e-01  1.54202962e+02]
Niter:  4 row:  0 ngroup:  26 nlines:  6576 gd:  6138
[ 1.22698624e-10 -1.03251587e-05 -2.82763571e-01  1.61504963e+04
 -1.45075649e+02  1.35781739e-02  1.53749739e+02 -1.44579543e+02
  5.02965223e-01  1.54240859e+02 -1.45133034e+02 -2.14965718e-02
  1.53728520e+02 -1.44621270e+02  4.85079008e-01  1.54216423e+02
 -1.45083800e+02 -2.30094889e-02  1.53750093e+02 -1.44594048e+02
  4.98451121e-01  1.54247837e+02 -1.45086240e+02  1.36210358e-02
  1.53746873e+02 -1.44608611e+02  5.02242197e-01  1.54202157e+02
 -1.45088654e+02  2.46401321e-02  1.53750517e+02 -1.44592806e+02
  5.17410201e-01  1.54244521e+02 -1.45104109e+02  1.70522899e-02
  1.53756385e+02 -1.44623842e+02  5.09511398e-01  1.54231613e+02
 -1.45157574e+02 -3.25406178e-02  1.53725893e+02 -1.44644486e+02
  4.82696287e-01  1.54232979e+02 -1.45087801e+02  9.02994134e-03
  1.53768739e+02 -1.44634016e+02  4.86129825e-01  1.54244593e+02
 -1.45090147e+02 -1.73326770e-02  1.53722261e+02 -1.44632146e+02
  4.78573662e-01  1.54238188e+02 -1.45097055e+02 -8.78332547e-03
  1.53745536e+02 -1.44595364e+02  4.98009400e-01  1.54247897e+02
 -1.45130058e+02 -2.95723689e-02  1.53722865e+02 -1.44646768e+02
  4.86893118e-01  1.54230488e+02 -1.45113508e+02 -2.10617843e-02
  1.53751781e+02 -1.44610080e+02  4.76854986e-01  1.54233418e+02
 -1.45129941e+02 -3.92155417e-02  1.53735366e+02 -1.44645446e+02
  4.84926011e-01  1.54202962e+02]
res:  6138 -0.0019096349005849333 0.017511494159407448 0.027949048123863618
[ 1.22698612e-10 -1.03251597e-05 -2.82763600e-01  1.61504979e+04
 -1.45067020e+02  1.90706564e-02  1.53753454e+02 -1.44570969e+02
  5.08435597e-01  1.54244612e+02 -1.45124364e+02 -1.78650175e-02
  1.53732263e+02 -1.44612676e+02  4.90552230e-01  1.54222386e+02
 -1.45075099e+02 -1.91989326e-02  1.53753835e+02 -1.44585310e+02
  5.03929002e-01  1.54253979e+02 -1.45077518e+02  1.91014523e-02
  1.53750676e+02 -1.44599957e+02  5.07720687e-01  1.54205903e+02
 -1.45080091e+02  3.01234108e-02  1.53754267e+02 -1.44584088e+02
  5.22904337e-01  1.54248214e+02 -1.45095470e+02  2.25298956e-02
  1.53758146e+02 -1.44615135e+02  5.14988703e-01  1.54237544e+02
 -1.45148742e+02 -2.70489564e-02  1.53729619e+02 -1.44641635e+02
  4.88192505e-01  1.54236731e+02 -1.45079155e+02  1.45081502e-02
  1.53772466e+02 -1.44625379e+02  4.91617626e-01  1.54248301e+02
 -1.45079136e+02 -1.18634476e-02  1.53728168e+02 -1.44623366e+02
  4.84057211e-01  1.54241953e+02 -1.45088501e+02 -3.26914858e-03
  1.53749313e+02 -1.44586768e+02  5.03478240e-01  1.54251608e+02
 -1.45121434e+02 -2.41070803e-02  1.53726643e+02 -1.44638229e+02
  4.92379137e-01  1.54236491e+02 -1.45104875e+02 -1.55834277e-02
  1.53757755e+02 -1.44601480e+02  4.82337666e-01  1.54237193e+02
 -1.45121277e+02 -3.54947758e-02  1.53740257e+02 -1.44636587e+02
  4.90421409e-01  1.54206704e+02]
Niter:  5 row:  0 ngroup:  26 nlines:  6576 gd:  6137
[ 1.22698612e-10 -1.03251597e-05 -2.82763600e-01  1.61504979e+04
 -1.45067020e+02  1.90706564e-02  1.53753454e+02 -1.44570969e+02
  5.08435597e-01  1.54244612e+02 -1.45124364e+02 -1.78650175e-02
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 -1.45075099e+02 -1.91989326e-02  1.53753835e+02 -1.44585310e+02
  5.03929002e-01  1.54253979e+02 -1.45077518e+02  1.91014523e-02
  1.53750676e+02 -1.44599957e+02  5.07720687e-01  1.54205903e+02
 -1.45080091e+02  3.01234108e-02  1.53754267e+02 -1.44584088e+02
  5.22904337e-01  1.54248214e+02 -1.45095470e+02  2.25298956e-02
  1.53758146e+02 -1.44615135e+02  5.14988703e-01  1.54237544e+02
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  4.88192505e-01  1.54236731e+02 -1.45079155e+02  1.45081502e-02
  1.53772466e+02 -1.44625379e+02  4.91617626e-01  1.54248301e+02
 -1.45079136e+02 -1.18634476e-02  1.53728168e+02 -1.44623366e+02
  4.84057211e-01  1.54241953e+02 -1.45088501e+02 -3.26914858e-03
  1.53749313e+02 -1.44586768e+02  5.03478240e-01  1.54251608e+02
 -1.45121434e+02 -2.41070803e-02  1.53726643e+02 -1.44638229e+02
  4.92379137e-01  1.54236491e+02 -1.45104875e+02 -1.55834277e-02
  1.53757755e+02 -1.44601480e+02  4.82337666e-01  1.54237193e+02
 -1.45121277e+02 -3.54947758e-02  1.53740257e+02 -1.44636587e+02
  4.90421409e-01  1.54206704e+02]
res:  6137 -0.001774683293660928 0.017545611759487656 0.027917124400956665
[ 1.22515195e-10 -1.03256048e-05 -2.82761618e-01  1.61504995e+04
 -1.45077285e+02  2.42830735e-02  1.53756904e+02 -1.44581155e+02
  5.13800756e-01  1.54248144e+02 -1.45134670e+02 -1.27066527e-02
  1.53735845e+02 -1.44622939e+02  4.95715227e-01  1.54225904e+02
 -1.45085458e+02 -1.39008631e-02  1.53757453e+02 -1.44595689e+02
  5.09113970e-01  1.54260365e+02 -1.45087885e+02  2.43214976e-02
  1.53754531e+02 -1.44610189e+02  5.13069511e-01  1.54209385e+02
 -1.45090353e+02  3.54132189e-02  1.53757931e+02 -1.44594501e+02
  5.28048100e-01  1.54251560e+02 -1.45105677e+02  2.78886577e-02
  1.53761727e+02 -1.44625443e+02  5.20412290e-01  1.54241115e+02
 -1.45159302e+02 -2.19029318e-02  1.53733124e+02 -1.44652152e+02
  4.93380772e-01  1.54240371e+02 -1.45089398e+02  1.98449495e-02
  1.53775985e+02 -1.44635660e+02  4.96857108e-01  1.54251693e+02
 -1.45089471e+02 -6.47703624e-03  1.53731558e+02 -1.44633837e+02
  4.89298566e-01  1.54245559e+02 -1.45098631e+02  1.73019385e-03
  1.53753086e+02 -1.44596851e+02  5.08857731e-01  1.54255055e+02
 -1.45131681e+02 -1.87081821e-02  1.53730420e+02 -1.44648309e+02
  4.97541387e-01  1.54240035e+02 -1.45115151e+02 -1.03096279e-02
  1.53761271e+02 -1.44611613e+02  4.87637929e-01  1.54240977e+02
 -1.45131542e+02 -3.03141113e-02  1.53743958e+02 -1.44647033e+02
  4.95476087e-01  1.54210254e+02]
Niter:  6 row:  0 ngroup:  26 nlines:  6576 gd:  6141
[ 1.22515195e-10 -1.03256048e-05 -2.82761618e-01  1.61504995e+04
 -1.45077285e+02  2.42830735e-02  1.53756904e+02 -1.44581155e+02
  5.13800756e-01  1.54248144e+02 -1.45134670e+02 -1.27066527e-02
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 -1.45085458e+02 -1.39008631e-02  1.53757453e+02 -1.44595689e+02
  5.09113970e-01  1.54260365e+02 -1.45087885e+02  2.43214976e-02
  1.53754531e+02 -1.44610189e+02  5.13069511e-01  1.54209385e+02
 -1.45090353e+02  3.54132189e-02  1.53757931e+02 -1.44594501e+02
  5.28048100e-01  1.54251560e+02 -1.45105677e+02  2.78886577e-02
  1.53761727e+02 -1.44625443e+02  5.20412290e-01  1.54241115e+02
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  4.93380772e-01  1.54240371e+02 -1.45089398e+02  1.98449495e-02
  1.53775985e+02 -1.44635660e+02  4.96857108e-01  1.54251693e+02
 -1.45089471e+02 -6.47703624e-03  1.53731558e+02 -1.44633837e+02
  4.89298566e-01  1.54245559e+02 -1.45098631e+02  1.73019385e-03
  1.53753086e+02 -1.44596851e+02  5.08857731e-01  1.54255055e+02
 -1.45131681e+02 -1.87081821e-02  1.53730420e+02 -1.44648309e+02
  4.97541387e-01  1.54240035e+02 -1.45115151e+02 -1.03096279e-02
  1.53761271e+02 -1.44611613e+02  4.87637929e-01  1.54240977e+02
 -1.45131542e+02 -3.03141113e-02  1.53743958e+02 -1.44647033e+02
  4.95476087e-01  1.54210254e+02]
res:  6141 -0.001687728317847359 0.017518837984425772 0.0279737284077327
[ 1.22504568e-10 -1.03256048e-05 -2.82761618e-01  1.61504995e+04
 -1.45077285e+02  2.42830735e-02  1.53756904e+02 -1.44581155e+02
  5.13800756e-01  1.54248144e+02 -1.45134670e+02 -1.27066527e-02
  1.53735845e+02 -1.44622939e+02  4.95715227e-01  1.54225904e+02
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  5.09113970e-01  1.54260365e+02 -1.45087885e+02  2.43214976e-02
  1.53754531e+02 -1.44610189e+02  5.13069511e-01  1.54209385e+02
 -1.45090353e+02  3.54132189e-02  1.53757931e+02 -1.44594501e+02
  5.28048100e-01  1.54251560e+02 -1.45105677e+02  2.78886577e-02
  1.53761727e+02 -1.44625443e+02  5.20412290e-01  1.54241115e+02
 -1.45159302e+02 -2.19029318e-02  1.53733124e+02 -1.44652152e+02
  4.93380772e-01  1.54240371e+02 -1.45089398e+02  1.98449495e-02
  1.53775985e+02 -1.44635660e+02  4.96857108e-01  1.54251693e+02
 -1.45089471e+02 -6.47703624e-03  1.53731558e+02 -1.44633837e+02
  4.89298566e-01  1.54245559e+02 -1.45098631e+02  1.73019385e-03
  1.53753086e+02 -1.44596851e+02  5.08857731e-01  1.54255055e+02
 -1.45131681e+02 -1.87081821e-02  1.53730420e+02 -1.44648309e+02
  4.97541387e-01  1.54240035e+02 -1.45115151e+02 -1.03096279e-02
  1.53761271e+02 -1.44611613e+02  4.87637929e-01  1.54240977e+02
 -1.45131542e+02 -3.03141113e-02  1.53743958e+02 -1.44647033e+02
  4.95476087e-01  1.54210254e+02]
Saving figure to  wave_resid_43670005_fiber0.png
Final values:
res:  -0.001687728317847359 0.0279737284077327
pars:  [ 1.22504568e-10 -1.03256048e-05 -2.82761618e-01  1.61504995e+04
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  5.13800756e-01  1.54248144e+02 -1.45134670e+02 -1.27066527e-02
  1.53735845e+02 -1.44622939e+02  4.95715227e-01  1.54225904e+02
 -1.45085458e+02 -1.39008631e-02  1.53757453e+02 -1.44595689e+02
  5.09113970e-01  1.54260365e+02 -1.45087885e+02  2.43214976e-02
  1.53754531e+02 -1.44610189e+02  5.13069511e-01  1.54209385e+02
 -1.45090353e+02  3.54132189e-02  1.53757931e+02 -1.44594501e+02
  5.28048100e-01  1.54251560e+02 -1.45105677e+02  2.78886577e-02
  1.53761727e+02 -1.44625443e+02  5.20412290e-01  1.54241115e+02
 -1.45159302e+02 -2.19029318e-02  1.53733124e+02 -1.44652152e+02
  4.93380772e-01  1.54240371e+02 -1.45089398e+02  1.98449495e-02
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 -1.45089471e+02 -6.47703624e-03  1.53731558e+02 -1.44633837e+02
  4.89298566e-01  1.54245559e+02 -1.45098631e+02  1.73019385e-03
  1.53753086e+02 -1.44596851e+02  5.08857731e-01  1.54255055e+02
 -1.45131681e+02 -1.87081821e-02  1.53730420e+02 -1.44648309e+02
  4.97541387e-01  1.54240035e+02 -1.45115151e+02 -1.03096279e-02
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 -1.45131542e+02 -3.03141113e-02  1.53743958e+02 -1.44647033e+02
  4.95476087e-01  1.54210254e+02]
0 [ 1.22504568e-10 -1.03256048e-05 -2.82761618e-01  1.61504995e+04
 -1.45077285e+02  2.42830735e-02  1.53756904e+02 -1.44581155e+02
  5.13800756e-01  1.54248144e+02 -1.45134670e+02 -1.27066527e-02
  1.53735845e+02 -1.44622939e+02  4.95715227e-01  1.54225904e+02
 -1.45085458e+02 -1.39008631e-02  1.53757453e+02 -1.44595689e+02
  5.09113970e-01  1.54260365e+02 -1.45087885e+02  2.43214976e-02
  1.53754531e+02 -1.44610189e+02  5.13069511e-01  1.54209385e+02
 -1.45090353e+02  3.54132189e-02  1.53757931e+02 -1.44594501e+02
  5.28048100e-01  1.54251560e+02 -1.45105677e+02  2.78886577e-02
  1.53761727e+02 -1.44625443e+02  5.20412290e-01  1.54241115e+02
 -1.45159302e+02 -2.19029318e-02  1.53733124e+02 -1.44652152e+02
  4.93380772e-01  1.54240371e+02 -1.45089398e+02  1.98449495e-02
  1.53775985e+02 -1.44635660e+02  4.96857108e-01  1.54251693e+02
 -1.45089471e+02 -6.47703624e-03  1.53731558e+02 -1.44633837e+02
  4.89298566e-01  1.54245559e+02 -1.45098631e+02  1.73019385e-03
  1.53753086e+02 -1.44596851e+02  5.08857731e-01  1.54255055e+02
 -1.45131681e+02 -1.87081821e-02  1.53730420e+02 -1.44648309e+02
  4.97541387e-01  1.54240035e+02 -1.45115151e+02 -1.03096279e-02
  1.53761271e+02 -1.44611613e+02  4.87637929e-01  1.54240977e+02
 -1.45131542e+02 -3.03141113e-02  1.53743958e+02 -1.44647033e+02
  4.95476087e-01  1.54210254e+02]
--- Row 2/300 row=1 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  1
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=1 ---
Niter:  0 row:  1 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 0.0008818625610729214 0.018628300704222056 0.04649271718882045
[ 1.21650364e-10 -1.03240434e-05 -2.82754003e-01  1.61504822e+04
 -1.45185189e+02 -8.33097175e-13  1.53765832e+02]
Niter:  1 row:  1 ngroup:  1 nlines:  257 gd:  232
[ 1.21650364e-10 -1.03240434e-05 -2.82754003e-01  1.61504822e+04
 -1.45185189e+02 -8.33097175e-13  1.53765832e+02]
res:  232 -0.0008953215365181677 0.018101651454344392 0.02841776773831209
[ 1.22351260e-10 -1.03254759e-05 -2.82764552e-01  1.61504887e+04
 -1.45131526e+02 -9.99591168e-12  1.53720677e+02]
Niter:  2 row:  1 ngroup:  1 nlines:  257 gd:  233
[ 1.22351260e-10 -1.03254759e-05 -2.82764552e-01  1.61504887e+04
 -1.45131526e+02 -9.99591168e-12  1.53720677e+02]
res:  233 -0.0009160293157037813 0.017825410823206767 0.028744373822996203
[ 1.22471860e-10 -1.03255393e-05 -2.82766261e-01  1.61504898e+04
 -1.45118540e+02  3.63471940e-11  1.53716261e+02]
Niter:  3 row:  1 ngroup:  1 nlines:  257 gd:  231
[ 1.22471860e-10 -1.03255393e-05 -2.82766261e-01  1.61504898e+04
 -1.45118540e+02  3.63471940e-11  1.53716261e+02]
res:  231 -0.0013589662485173903 0.01728350614394003 0.02789708310692684
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
Niter:  4 row:  1 ngroup:  1 nlines:  257 gd:  231
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
res:  231 -0.0013589662485173903 0.01728350614394003 0.02789708310692684
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
Niter:  5 row:  1 ngroup:  1 nlines:  257 gd:  231
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
res:  231 -0.0013589662485173903 0.01728350614394003 0.02789708310692684
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
Niter:  6 row:  1 ngroup:  1 nlines:  257 gd:  231
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
res:  231 -0.0013589662485173903 0.01728350614394003 0.02789708310692684
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
Final values:
res:  -0.0013589662485173903 0.02789708310692684
pars:  [ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
1 [ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02]
elapsed: 3.0 sec.
Niter:  0 row:  1 ngroup:  26 nlines:  6541 gd:  6541
[ 1.22638408e-10 -1.03254864e-05 -2.82769145e-01  1.61504911e+04
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02 -1.45100462e+02 -3.47674166e-11
  1.53707902e+02 -1.45100462e+02 -3.47674166e-11  1.53707902e+02
 -1.45100462e+02 -3.47674166e-11  1.53707902e+02 -1.45100462e+02
 -3.47674166e-11  1.53707902e+02]
res:  6541 0.001500077938544564 0.017905173808685504 0.04389316029696354
[ 1.22638420e-10 -1.03254854e-05 -2.82769117e-01  1.61504895e+04
 -1.45093385e+02  2.39058303e-02  1.53701185e+02 -1.44629768e+02
  4.87714144e-01  1.54179763e+02 -1.45077499e+02  2.55538098e-02
  1.53682753e+02 -1.44620593e+02  4.85318936e-01  1.54176460e+02
 -1.45094245e+02 -2.18601010e-02  1.53715506e+02 -1.44607945e+02
  5.13241279e-01  1.54202141e+02 -1.45087072e+02  1.42527956e-02
  1.53699268e+02 -1.44620658e+02  4.96790618e-01  1.54174116e+02
 -1.45118110e+02  3.61003019e-02  1.53711956e+02 -1.44615248e+02
  4.94173263e-01  1.54200061e+02 -1.45092268e+02  3.51494942e-02
  1.53707769e+02 -1.44618375e+02  5.16728581e-01  1.54193646e+02
 -1.45151692e+02  3.38853272e-03  1.53684051e+02 -1.44593769e+02
  4.77934093e-01  1.54170526e+02 -1.45069768e+02  2.83154074e-03
  1.53702100e+02 -1.44624752e+02  5.03645736e-01  1.54213401e+02
 -1.45115315e+02 -1.06840076e-02  1.53683628e+02 -1.44604199e+02
  4.82555986e-01  1.54175803e+02 -1.45102187e+02  5.10697096e-03
  1.53700222e+02 -1.44588287e+02  5.08935194e-01  1.54197303e+02
 -1.45142795e+02 -4.00010720e-02  1.53681283e+02 -1.44570975e+02
  4.49840519e-01  1.54169052e+02 -1.45105720e+02  1.24305857e-02
  1.53697070e+02 -1.44661064e+02  4.97173074e-01  1.54184926e+02
 -1.45146666e+02 -4.02235061e-02  1.53697495e+02 -1.44636502e+02
  4.89825897e-01  1.54176212e+02]
Niter:  1 row:  1 ngroup:  26 nlines:  6541 gd:  6074
[ 1.22638420e-10 -1.03254854e-05 -2.82769117e-01  1.61504895e+04
 -1.45093385e+02  2.39058303e-02  1.53701185e+02 -1.44629768e+02
  4.87714144e-01  1.54179763e+02 -1.45077499e+02  2.55538098e-02
  1.53682753e+02 -1.44620593e+02  4.85318936e-01  1.54176460e+02
 -1.45094245e+02 -2.18601010e-02  1.53715506e+02 -1.44607945e+02
  5.13241279e-01  1.54202141e+02 -1.45087072e+02  1.42527956e-02
  1.53699268e+02 -1.44620658e+02  4.96790618e-01  1.54174116e+02
 -1.45118110e+02  3.61003019e-02  1.53711956e+02 -1.44615248e+02
  4.94173263e-01  1.54200061e+02 -1.45092268e+02  3.51494942e-02
  1.53707769e+02 -1.44618375e+02  5.16728581e-01  1.54193646e+02
 -1.45151692e+02  3.38853272e-03  1.53684051e+02 -1.44593769e+02
  4.77934093e-01  1.54170526e+02 -1.45069768e+02  2.83154074e-03
  1.53702100e+02 -1.44624752e+02  5.03645736e-01  1.54213401e+02
 -1.45115315e+02 -1.06840076e-02  1.53683628e+02 -1.44604199e+02
  4.82555986e-01  1.54175803e+02 -1.45102187e+02  5.10697096e-03
  1.53700222e+02 -1.44588287e+02  5.08935194e-01  1.54197303e+02
 -1.45142795e+02 -4.00010720e-02  1.53681283e+02 -1.44570975e+02
  4.49840519e-01  1.54169052e+02 -1.45105720e+02  1.24305857e-02
  1.53697070e+02 -1.44661064e+02  4.97173074e-01  1.54184926e+02
 -1.45146666e+02 -4.02235061e-02  1.53697495e+02 -1.44636502e+02
  4.89825897e-01  1.54176212e+02]
res:  6074 -0.0007822422885510605 0.017698446439680993 0.028755491216936036
[ 1.22638432e-10 -1.03254844e-05 -2.82769089e-01  1.61504879e+04
 -1.45108861e+02 -7.30143385e-03  1.53698435e+02 -1.44616589e+02
  4.67735347e-01  1.54174232e+02 -1.45117782e+02 -1.90045613e-02
  1.53682947e+02 -1.44643861e+02  4.55918952e-01  1.54166612e+02
 -1.45104719e+02 -4.52436460e-02  1.53706129e+02 -1.44614486e+02
  4.80002725e-01  1.54193119e+02 -1.45096189e+02 -3.10068399e-02
  1.53694797e+02 -1.44628712e+02  4.83863884e-01  1.54162344e+02
 -1.45123526e+02 -1.07596617e-02  1.53695069e+02 -1.44627393e+02
  4.73772841e-01  1.54194931e+02 -1.45099155e+02 -1.68746159e-02
  1.53697187e+02 -1.44625527e+02  4.84944381e-01  1.54187316e+02
 -1.45142727e+02 -5.17325833e-02  1.53679284e+02 -1.44599233e+02
  4.50388610e-01  1.54169763e+02 -1.45082697e+02 -1.53883483e-02
  1.53704381e+02 -1.44589906e+02  4.63903817e-01  1.54199217e+02
 -1.45126800e+02 -3.53351815e-02  1.53672979e+02 -1.44615906e+02
  4.69717559e-01  1.54171221e+02 -1.45107922e+02 -3.39715718e-02
  1.53696973e+02 -1.44586061e+02  4.63122226e-01  1.54199098e+02
 -1.45158364e+02 -7.48155286e-02  1.53668543e+02 -1.44584333e+02
  4.43436171e-01  1.54157167e+02 -1.45115563e+02 -1.74164598e-02
  1.53687408e+02 -1.44651737e+02  4.68470117e-01  1.54182853e+02
 -1.45156164e+02 -6.89537508e-02  1.53684228e+02 -1.44638740e+02
  4.45922011e-01  1.54161215e+02]
Niter:  2 row:  1 ngroup:  26 nlines:  6541 gd:  6080
[ 1.22638432e-10 -1.03254844e-05 -2.82769089e-01  1.61504879e+04
 -1.45108861e+02 -7.30143385e-03  1.53698435e+02 -1.44616589e+02
  4.67735347e-01  1.54174232e+02 -1.45117782e+02 -1.90045613e-02
  1.53682947e+02 -1.44643861e+02  4.55918952e-01  1.54166612e+02
 -1.45104719e+02 -4.52436460e-02  1.53706129e+02 -1.44614486e+02
  4.80002725e-01  1.54193119e+02 -1.45096189e+02 -3.10068399e-02
  1.53694797e+02 -1.44628712e+02  4.83863884e-01  1.54162344e+02
 -1.45123526e+02 -1.07596617e-02  1.53695069e+02 -1.44627393e+02
  4.73772841e-01  1.54194931e+02 -1.45099155e+02 -1.68746159e-02
  1.53697187e+02 -1.44625527e+02  4.84944381e-01  1.54187316e+02
 -1.45142727e+02 -5.17325833e-02  1.53679284e+02 -1.44599233e+02
  4.50388610e-01  1.54169763e+02 -1.45082697e+02 -1.53883483e-02
  1.53704381e+02 -1.44589906e+02  4.63903817e-01  1.54199217e+02
 -1.45126800e+02 -3.53351815e-02  1.53672979e+02 -1.44615906e+02
  4.69717559e-01  1.54171221e+02 -1.45107922e+02 -3.39715718e-02
  1.53696973e+02 -1.44586061e+02  4.63122226e-01  1.54199098e+02
 -1.45158364e+02 -7.48155286e-02  1.53668543e+02 -1.44584333e+02
  4.43436171e-01  1.54157167e+02 -1.45115563e+02 -1.74164598e-02
  1.53687408e+02 -1.44651737e+02  4.68470117e-01  1.54182853e+02
 -1.45156164e+02 -6.89537508e-02  1.53684228e+02 -1.44638740e+02
  4.45922011e-01  1.54161215e+02]
res:  6080 -0.0008621118086011847 0.017719592095090775 0.028796922224605965
[ 1.22638445e-10 -1.03254833e-05 -2.82769060e-01  1.61504863e+04
 -1.45115824e+02 -1.70506902e-02  1.53693701e+02 -1.44623522e+02
  4.62041398e-01  1.54169503e+02 -1.45124724e+02 -3.24352362e-02
  1.53680410e+02 -1.44650822e+02  4.50224855e-01  1.54161886e+02
 -1.45111661e+02 -5.50720343e-02  1.53701406e+02 -1.44621437e+02
  4.74291419e-01  1.54188397e+02 -1.45103140e+02 -4.44693468e-02
  1.53690065e+02 -1.44635666e+02  4.78151839e-01  1.54157623e+02
 -1.45130480e+02 -1.64597196e-02  1.53690346e+02 -1.44634344e+02
  4.68081928e-01  1.54190207e+02 -1.45100541e+02 -3.14622803e-02
  1.53692456e+02 -1.44632468e+02  4.79258789e-01  1.54182592e+02
 -1.45144199e+02 -7.54195928e-02  1.53679183e+02 -1.44606176e+02
  4.44682755e-01  1.54165045e+02 -1.45089645e+02 -2.48715561e-02
  1.53699654e+02 -1.44596865e+02  4.53323677e-01  1.54194494e+02
 -1.45128439e+02 -4.54044115e-02  1.53668252e+02 -1.44622863e+02
  4.64004008e-01  1.54166498e+02 -1.45114884e+02 -3.96687925e-02
  1.53692248e+02 -1.44593006e+02  4.57431113e-01  1.54194371e+02
 -1.45165312e+02 -8.05197658e-02  1.53663813e+02 -1.44591299e+02
  4.37744264e-01  1.54152449e+02 -1.45117098e+02 -2.31135864e-02
  1.53682682e+02 -1.44647231e+02  4.62753965e-01  1.54178127e+02
 -1.45163086e+02 -7.85348155e-02  1.53679499e+02 -1.44645688e+02
  4.36140263e-01  1.54156483e+02]
Niter:  3 row:  1 ngroup:  26 nlines:  6541 gd:  6078
[ 1.22638445e-10 -1.03254833e-05 -2.82769060e-01  1.61504863e+04
 -1.45115824e+02 -1.70506902e-02  1.53693701e+02 -1.44623522e+02
  4.62041398e-01  1.54169503e+02 -1.45124724e+02 -3.24352362e-02
  1.53680410e+02 -1.44650822e+02  4.50224855e-01  1.54161886e+02
 -1.45111661e+02 -5.50720343e-02  1.53701406e+02 -1.44621437e+02
  4.74291419e-01  1.54188397e+02 -1.45103140e+02 -4.44693468e-02
  1.53690065e+02 -1.44635666e+02  4.78151839e-01  1.54157623e+02
 -1.45130480e+02 -1.64597196e-02  1.53690346e+02 -1.44634344e+02
  4.68081928e-01  1.54190207e+02 -1.45100541e+02 -3.14622803e-02
  1.53692456e+02 -1.44632468e+02  4.79258789e-01  1.54182592e+02
 -1.45144199e+02 -7.54195928e-02  1.53679183e+02 -1.44606176e+02
  4.44682755e-01  1.54165045e+02 -1.45089645e+02 -2.48715561e-02
  1.53699654e+02 -1.44596865e+02  4.53323677e-01  1.54194494e+02
 -1.45128439e+02 -4.54044115e-02  1.53668252e+02 -1.44622863e+02
  4.64004008e-01  1.54166498e+02 -1.45114884e+02 -3.96687925e-02
  1.53692248e+02 -1.44593006e+02  4.57431113e-01  1.54194371e+02
 -1.45165312e+02 -8.05197658e-02  1.53663813e+02 -1.44591299e+02
  4.37744264e-01  1.54152449e+02 -1.45117098e+02 -2.31135864e-02
  1.53682682e+02 -1.44647231e+02  4.62753965e-01  1.54178127e+02
 -1.45163086e+02 -7.85348155e-02  1.53679499e+02 -1.44645688e+02
  4.36140263e-01  1.54156483e+02]
res:  6078 -0.0006759632924513426 0.017626623815885978 0.028666440257015556
[ 1.22929224e-10 -1.03248327e-05 -2.82770383e-01  1.61504846e+04
 -1.45109833e+02 -2.21140169e-02  1.53701459e+02 -1.44617575e+02
  4.57131714e-01  1.54177520e+02 -1.45118718e+02 -3.74563829e-02
  1.53688448e+02 -1.44644668e+02  4.45296069e-01  1.54170050e+02
 -1.45105700e+02 -6.00235390e-02  1.53709671e+02 -1.44615486e+02
  4.69471514e-01  1.54196753e+02 -1.45097053e+02 -4.94400225e-02
  1.53697929e+02 -1.44629668e+02  4.73231823e-01  1.54166019e+02
 -1.45124481e+02 -2.14128346e-02  1.53698625e+02 -1.44628345e+02
  4.63099917e-01  1.54198447e+02 -1.45094582e+02 -3.98018063e-02
  1.53700336e+02 -1.44626546e+02  4.74237600e-01  1.54190904e+02
 -1.45138060e+02 -8.03925962e-02  1.53687076e+02 -1.44600283e+02
  4.39747484e-01  1.54173626e+02 -1.45083707e+02 -3.30754956e-02
  1.53707720e+02 -1.44590828e+02  4.48385358e-01  1.54202840e+02
 -1.45122582e+02 -5.03730546e-02  1.53676330e+02 -1.44616746e+02
  4.59116516e-01  1.54174760e+02 -1.45108840e+02 -4.46672585e-02
  1.53700452e+02 -1.44587099e+02  4.52425231e-01  1.54202501e+02
 -1.45159353e+02 -8.54520328e-02  1.53671767e+02 -1.44585149e+02
  4.32722915e-01  1.54160978e+02 -1.45111206e+02 -2.81175665e-02
  1.53690909e+02 -1.44641316e+02  4.57859363e-01  1.54186326e+02
 -1.45157239e+02 -8.36040430e-02  1.53687545e+02 -1.44639766e+02
  4.31267864e-01  1.54164347e+02]
Niter:  4 row:  1 ngroup:  26 nlines:  6541 gd:  6073
[ 1.22929224e-10 -1.03248327e-05 -2.82770383e-01  1.61504846e+04
 -1.45109833e+02 -2.21140169e-02  1.53701459e+02 -1.44617575e+02
  4.57131714e-01  1.54177520e+02 -1.45118718e+02 -3.74563829e-02
  1.53688448e+02 -1.44644668e+02  4.45296069e-01  1.54170050e+02
 -1.45105700e+02 -6.00235390e-02  1.53709671e+02 -1.44615486e+02
  4.69471514e-01  1.54196753e+02 -1.45097053e+02 -4.94400225e-02
  1.53697929e+02 -1.44629668e+02  4.73231823e-01  1.54166019e+02
 -1.45124481e+02 -2.14128346e-02  1.53698625e+02 -1.44628345e+02
  4.63099917e-01  1.54198447e+02 -1.45094582e+02 -3.98018063e-02
  1.53700336e+02 -1.44626546e+02  4.74237600e-01  1.54190904e+02
 -1.45138060e+02 -8.03925962e-02  1.53687076e+02 -1.44600283e+02
  4.39747484e-01  1.54173626e+02 -1.45083707e+02 -3.30754956e-02
  1.53707720e+02 -1.44590828e+02  4.48385358e-01  1.54202840e+02
 -1.45122582e+02 -5.03730546e-02  1.53676330e+02 -1.44616746e+02
  4.59116516e-01  1.54174760e+02 -1.45108840e+02 -4.46672585e-02
  1.53700452e+02 -1.44587099e+02  4.52425231e-01  1.54202501e+02
 -1.45159353e+02 -8.54520328e-02  1.53671767e+02 -1.44585149e+02
  4.32722915e-01  1.54160978e+02 -1.45111206e+02 -2.81175665e-02
  1.53690909e+02 -1.44641316e+02  4.57859363e-01  1.54186326e+02
 -1.45157239e+02 -8.36040430e-02  1.53687545e+02 -1.44639766e+02
  4.31267864e-01  1.54164347e+02]
res:  6073 -0.0007365122346527642 0.017560583335580304 0.02858318973601075
[ 1.22929236e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
Niter:  5 row:  1 ngroup:  26 nlines:  6541 gd:  6074
[ 1.22929236e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
res:  6074 -0.0007912956916698022 0.017625871987547725 0.028598027696259083
[ 1.22940042e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
Niter:  6 row:  1 ngroup:  26 nlines:  6541 gd:  6072
[ 1.22940042e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
res:  6072 -0.0008242560106737074 0.017644788640609477 0.02856692552822247
[ 1.22942165e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
Saving figure to  wave_resid_43670005_fiber1.png
Final values:
res:  -0.0008242560106737074 0.02856692552822247
pars:  [ 1.22942165e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
  1.53683824e+02 -1.44653806e+02  4.39567410e-01  1.54165462e+02
 -1.45114543e+02 -6.57479356e-02  1.53707140e+02 -1.44624341e+02
  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
  1.53693319e+02 -1.44638573e+02  4.67500052e-01  1.54163500e+02
 -1.45133353e+02 -2.71377482e-02  1.53694017e+02 -1.44637271e+02
  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
  1.53695712e+02 -1.44635421e+02  4.68517053e-01  1.54186313e+02
 -1.45147078e+02 -8.61138801e-02  1.53680041e+02 -1.44609111e+02
  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
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  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
1 [ 1.22942165e-10 -1.03248337e-05 -2.82770355e-01  1.61504830e+04
 -1.45118687e+02 -2.78270980e-02  1.53696819e+02 -1.44626440e+02
  4.51399229e-01  1.54172900e+02 -1.45127623e+02 -4.31744764e-02
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  4.63725809e-01  1.54192163e+02 -1.45106043e+02 -5.51643249e-02
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  4.57375306e-01  1.54193848e+02 -1.45103497e+02 -4.61603976e-02
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  4.34015284e-01  1.54169030e+02 -1.45092552e+02 -3.94526934e-02
  1.53705245e+02 -1.44599834e+02  4.42653045e-01  1.54198245e+02
 -1.45131372e+02 -5.61008100e-02  1.53671734e+02 -1.44625771e+02
  4.53378707e-01  1.54170162e+02 -1.45117829e+02 -5.03868424e-02
  1.53695871e+02 -1.44595902e+02  4.42466778e-01  1.54197897e+02
 -1.45168235e+02 -9.11789998e-02  1.53667150e+02 -1.44594135e+02
  4.27001964e-01  1.54156391e+02 -1.45120043e+02 -3.79858618e-02
  1.53686308e+02 -1.44650213e+02  4.52123982e-01  1.54181719e+02
 -1.45166019e+02 -8.93145423e-02  1.53682938e+02 -1.44648609e+02
  4.25530210e-01  1.54157375e+02]
--- Row 3/300 row=2 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  2
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=2 ---
Niter:  0 row:  2 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0011095922327513108 0.018582539123599418 0.04073031635243537
[ 1.21897161e-10 -1.03238349e-05 -2.82760966e-01  1.61505130e+04
 -1.45109492e+02  4.52247826e-13  1.53772051e+02]
Niter:  1 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21897161e-10 -1.03238349e-05 -2.82760966e-01  1.61505130e+04
 -1.45109492e+02  4.52247826e-13  1.53772051e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Niter:  2 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Niter:  3 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Niter:  4 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Niter:  5 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Niter:  6 row:  2 ngroup:  1 nlines:  249 gd:  238
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
res:  238 -0.0005645933943014825 0.019358071744136396 0.030781609426780553
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
Final values:
res:  -0.0005645933943014825 0.030781609426780553
pars:  [ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
2 [ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02]
elapsed: 3.0 sec.
Niter:  0 row:  2 ngroup:  26 nlines:  6530 gd:  6530
[ 1.21964479e-10 -1.03233743e-05 -2.82759377e-01  1.61505145e+04
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02 -1.45122728e+02 -6.24354432e-11
  1.53793466e+02 -1.45122728e+02 -6.24354432e-11  1.53793466e+02
 -1.45122728e+02 -6.24354432e-11  1.53793466e+02 -1.45122728e+02
 -6.24354432e-11  1.53793466e+02]
res:  6530 0.0006961843755561858 0.01870347209387546 0.04191170026990296
[ 1.21964491e-10 -1.03233753e-05 -2.82759349e-01  1.61505129e+04
 -1.45116501e+02  2.07375490e-04  1.53793513e+02 -1.44650880e+02
  4.89961786e-01  1.54284500e+02 -1.45149728e+02 -3.33608356e-02
  1.53764881e+02 -1.44637038e+02  4.85928559e-01  1.54256015e+02
 -1.45102780e+02 -1.53363463e-02  1.53786553e+02 -1.44636548e+02
  5.16931403e-01  1.54278733e+02 -1.45102251e+02  1.87985873e-03
  1.53782156e+02 -1.44650798e+02  4.92472664e-01  1.54246277e+02
 -1.45134825e+02  2.20105628e-02  1.53781718e+02 -1.44629680e+02
  4.84766325e-01  1.54271553e+02 -1.45102817e+02  2.19794598e-02
  1.53787166e+02 -1.44662765e+02  5.18587139e-01  1.54270705e+02
 -1.45183493e+02 -2.46092351e-02  1.53761708e+02 -1.44688809e+02
  4.69477544e-01  1.54259803e+02 -1.45129065e+02  4.37145154e-03
  1.53792910e+02 -1.44641582e+02  4.91995549e-01  1.54289173e+02
 -1.45159690e+02 -1.52715512e-02  1.53762196e+02 -1.44660670e+02
  4.76416105e-01  1.54278438e+02 -1.45128483e+02  5.45416984e-03
  1.53784182e+02 -1.44608000e+02  4.79272029e-01  1.54280178e+02
 -1.45200144e+02 -3.82367482e-02  1.53767284e+02 -1.44631990e+02
  4.65309940e-01  1.54267544e+02 -1.45160774e+02 -1.37307210e-02
  1.53786685e+02 -1.44647540e+02  4.86860413e-01  1.54266050e+02
 -1.45178723e+02 -2.12964099e-02  1.53772450e+02 -1.44652738e+02
  4.55055777e-01  1.54263015e+02]
Niter:  1 row:  2 ngroup:  26 nlines:  6530 gd:  6140
[ 1.21964491e-10 -1.03233753e-05 -2.82759349e-01  1.61505129e+04
 -1.45116501e+02  2.07375490e-04  1.53793513e+02 -1.44650880e+02
  4.89961786e-01  1.54284500e+02 -1.45149728e+02 -3.33608356e-02
  1.53764881e+02 -1.44637038e+02  4.85928559e-01  1.54256015e+02
 -1.45102780e+02 -1.53363463e-02  1.53786553e+02 -1.44636548e+02
  5.16931403e-01  1.54278733e+02 -1.45102251e+02  1.87985873e-03
  1.53782156e+02 -1.44650798e+02  4.92472664e-01  1.54246277e+02
 -1.45134825e+02  2.20105628e-02  1.53781718e+02 -1.44629680e+02
  4.84766325e-01  1.54271553e+02 -1.45102817e+02  2.19794598e-02
  1.53787166e+02 -1.44662765e+02  5.18587139e-01  1.54270705e+02
 -1.45183493e+02 -2.46092351e-02  1.53761708e+02 -1.44688809e+02
  4.69477544e-01  1.54259803e+02 -1.45129065e+02  4.37145154e-03
  1.53792910e+02 -1.44641582e+02  4.91995549e-01  1.54289173e+02
 -1.45159690e+02 -1.52715512e-02  1.53762196e+02 -1.44660670e+02
  4.76416105e-01  1.54278438e+02 -1.45128483e+02  5.45416984e-03
  1.53784182e+02 -1.44608000e+02  4.79272029e-01  1.54280178e+02
 -1.45200144e+02 -3.82367482e-02  1.53767284e+02 -1.44631990e+02
  4.65309940e-01  1.54267544e+02 -1.45160774e+02 -1.37307210e-02
  1.53786685e+02 -1.44647540e+02  4.86860413e-01  1.54266050e+02
 -1.45178723e+02 -2.12964099e-02  1.53772450e+02 -1.44652738e+02
  4.55055777e-01  1.54263015e+02]
res:  6140 -0.0008273546882264782 0.01868396825466334 0.029803561704550265
[ 1.21964504e-10 -1.03233763e-05 -2.82759377e-01  1.61505145e+04
 -1.45122766e+02 -2.53592551e-06  1.53793434e+02 -1.44632259e+02
  4.84976043e-01  1.54288067e+02 -1.45162098e+02 -4.92053782e-02
  1.53767745e+02 -1.44635219e+02  4.74953148e-01  1.54253274e+02
 -1.45102624e+02 -3.39768991e-02  1.53791585e+02 -1.44620345e+02
  5.00671404e-01  1.54275761e+02 -1.45086958e+02 -1.06731256e-02
  1.53782035e+02 -1.44637287e+02  4.90298095e-01  1.54253304e+02
 -1.45121159e+02  1.95601895e-02  1.53786516e+02 -1.44603058e+02
  4.88472280e-01  1.54279705e+02 -1.45111942e+02 -1.80809503e-03
  1.53777861e+02 -1.44662816e+02  5.00616339e-01  1.54269738e+02
 -1.45176011e+02 -2.63806722e-02  1.53767502e+02 -1.44672927e+02
  4.54264535e-01  1.54251157e+02 -1.45127255e+02 -5.15967125e-03
  1.53792822e+02 -1.44629630e+02  4.95144893e-01  1.54288245e+02
 -1.45153081e+02 -3.47776658e-02  1.53754941e+02 -1.44641827e+02
  4.76722458e-01  1.54278818e+02 -1.45121537e+02 -4.28474896e-03
  1.53782939e+02 -1.44616447e+02  4.70557440e-01  1.54281391e+02
 -1.45209654e+02 -3.20598244e-02  1.53763806e+02 -1.44631372e+02
  4.59973823e-01  1.54268747e+02 -1.45149216e+02 -2.21685893e-02
  1.53793742e+02 -1.44647839e+02  4.65062045e-01  1.54271283e+02
 -1.45158697e+02 -4.46564421e-02  1.53770090e+02 -1.44657858e+02
  4.46593648e-01  1.54261716e+02]
Niter:  2 row:  2 ngroup:  26 nlines:  6530 gd:  6152
[ 1.21964504e-10 -1.03233763e-05 -2.82759377e-01  1.61505145e+04
 -1.45122766e+02 -2.53592551e-06  1.53793434e+02 -1.44632259e+02
  4.84976043e-01  1.54288067e+02 -1.45162098e+02 -4.92053782e-02
  1.53767745e+02 -1.44635219e+02  4.74953148e-01  1.54253274e+02
 -1.45102624e+02 -3.39768991e-02  1.53791585e+02 -1.44620345e+02
  5.00671404e-01  1.54275761e+02 -1.45086958e+02 -1.06731256e-02
  1.53782035e+02 -1.44637287e+02  4.90298095e-01  1.54253304e+02
 -1.45121159e+02  1.95601895e-02  1.53786516e+02 -1.44603058e+02
  4.88472280e-01  1.54279705e+02 -1.45111942e+02 -1.80809503e-03
  1.53777861e+02 -1.44662816e+02  5.00616339e-01  1.54269738e+02
 -1.45176011e+02 -2.63806722e-02  1.53767502e+02 -1.44672927e+02
  4.54264535e-01  1.54251157e+02 -1.45127255e+02 -5.15967125e-03
  1.53792822e+02 -1.44629630e+02  4.95144893e-01  1.54288245e+02
 -1.45153081e+02 -3.47776658e-02  1.53754941e+02 -1.44641827e+02
  4.76722458e-01  1.54278818e+02 -1.45121537e+02 -4.28474896e-03
  1.53782939e+02 -1.44616447e+02  4.70557440e-01  1.54281391e+02
 -1.45209654e+02 -3.20598244e-02  1.53763806e+02 -1.44631372e+02
  4.59973823e-01  1.54268747e+02 -1.45149216e+02 -2.21685893e-02
  1.53793742e+02 -1.44647839e+02  4.65062045e-01  1.54271283e+02
 -1.45158697e+02 -4.46564421e-02  1.53770090e+02 -1.44657858e+02
  4.46593648e-01  1.54261716e+02]
res:  6152 -0.0009585478173903539 0.0187450902267301 0.029965145118117098
[ 1.21964516e-10 -1.03233774e-05 -2.82759405e-01  1.61505161e+04
 -1.45115817e+02  5.70723393e-03  1.53798161e+02 -1.44625308e+02
  4.90710660e-01  1.54292792e+02 -1.45155140e+02 -4.77636647e-02
  1.53772479e+02 -1.44628263e+02  4.80665006e-01  1.54257999e+02
 -1.45089269e+02 -2.82894951e-02  1.53798488e+02 -1.44613380e+02
  5.01943697e-01  1.54278178e+02 -1.45080007e+02 -1.35339328e-02
  1.53786765e+02 -1.44630320e+02  4.91780289e-01  1.54258030e+02
 -1.45114203e+02  2.52829925e-02  1.53791247e+02 -1.44596095e+02
  4.94173479e-01  1.54286644e+02 -1.45104983e+02 -5.76908246e-05
  1.53782594e+02 -1.44655868e+02  5.06315351e-01  1.54274471e+02
 -1.45169051e+02 -2.06690110e-02  1.53772224e+02 -1.44665968e+02
  4.55201737e-01  1.54253758e+02 -1.45120316e+02  5.62928776e-04
  1.53797553e+02 -1.44622667e+02  5.00848308e-01  1.54292974e+02
 -1.45146131e+02 -2.90679955e-02  1.53757373e+02 -1.44634878e+02
  4.82421506e-01  1.54283545e+02 -1.45114590e+02 -7.09741784e-03
  1.53787669e+02 -1.44609492e+02  4.76252784e-01  1.54286117e+02
 -1.45202697e+02 -2.63615067e-02  1.53768536e+02 -1.44624415e+02
  4.61677418e-01  1.54273478e+02 -1.45142266e+02 -2.05043155e-02
  1.53798473e+02 -1.44640918e+02  4.67025044e-01  1.54278464e+02
 -1.45151742e+02 -5.13402997e-02  1.53772460e+02 -1.44650895e+02
  4.48337729e-01  1.54266452e+02]
Niter:  3 row:  2 ngroup:  26 nlines:  6530 gd:  6154
[ 1.21964516e-10 -1.03233774e-05 -2.82759405e-01  1.61505161e+04
 -1.45115817e+02  5.70723393e-03  1.53798161e+02 -1.44625308e+02
  4.90710660e-01  1.54292792e+02 -1.45155140e+02 -4.77636647e-02
  1.53772479e+02 -1.44628263e+02  4.80665006e-01  1.54257999e+02
 -1.45089269e+02 -2.82894951e-02  1.53798488e+02 -1.44613380e+02
  5.01943697e-01  1.54278178e+02 -1.45080007e+02 -1.35339328e-02
  1.53786765e+02 -1.44630320e+02  4.91780289e-01  1.54258030e+02
 -1.45114203e+02  2.52829925e-02  1.53791247e+02 -1.44596095e+02
  4.94173479e-01  1.54286644e+02 -1.45104983e+02 -5.76908246e-05
  1.53782594e+02 -1.44655868e+02  5.06315351e-01  1.54274471e+02
 -1.45169051e+02 -2.06690110e-02  1.53772224e+02 -1.44665968e+02
  4.55201737e-01  1.54253758e+02 -1.45120316e+02  5.62928776e-04
  1.53797553e+02 -1.44622667e+02  5.00848308e-01  1.54292974e+02
 -1.45146131e+02 -2.90679955e-02  1.53757373e+02 -1.44634878e+02
  4.82421506e-01  1.54283545e+02 -1.45114590e+02 -7.09741784e-03
  1.53787669e+02 -1.44609492e+02  4.76252784e-01  1.54286117e+02
 -1.45202697e+02 -2.63615067e-02  1.53768536e+02 -1.44624415e+02
  4.61677418e-01  1.54273478e+02 -1.45142266e+02 -2.05043155e-02
  1.53798473e+02 -1.44640918e+02  4.67025044e-01  1.54278464e+02
 -1.45151742e+02 -5.13402997e-02  1.53772460e+02 -1.44650895e+02
  4.48337729e-01  1.54266452e+02]
res:  6154 -0.0007722277368884534 0.018372825858023134 0.029861216572394572
[ 1.22521565e-10 -1.03242305e-05 -2.82765802e-01  1.61505177e+04
 -1.45091279e+02  1.01668357e-02  1.53766503e+02 -1.44600404e+02
  4.96193838e-01  1.54261160e+02 -1.45130919e+02 -4.32928011e-02
  1.53740847e+02 -1.44603835e+02  4.85434422e-01  1.54226378e+02
 -1.45064959e+02 -2.43499246e-02  1.53766861e+02 -1.44589277e+02
  5.05862420e-01  1.54246581e+02 -1.45055643e+02 -9.17772063e-03
  1.53755173e+02 -1.44605912e+02  4.96077468e-01  1.54226408e+02
 -1.45089849e+02  3.03524849e-02  1.53759587e+02 -1.44571763e+02
  4.98591854e-01  1.54255001e+02 -1.45080743e+02  3.80336485e-03
  1.53750934e+02 -1.44631436e+02  5.10340260e-01  1.54242872e+02
 -1.45144822e+02 -1.58847767e-02  1.53740539e+02 -1.44641700e+02
  4.55903341e-01  1.54222086e+02 -1.45095612e+02  5.64579859e-03
  1.53765905e+02 -1.44598505e+02  5.05115609e-01  1.54261390e+02
 -1.45121661e+02 -2.46302983e-02  1.53725749e+02 -1.44610431e+02
  4.86552297e-01  1.54251951e+02 -1.45090067e+02 -5.28615657e-03
  1.53756068e+02 -1.44585174e+02  4.80569485e-01  1.54254485e+02
 -1.45178326e+02 -2.21232218e-02  1.53736921e+02 -1.44600092e+02
  4.65966054e-01  1.54241920e+02 -1.45117799e+02 -1.53178729e-02
  1.53766856e+02 -1.44615701e+02  4.71748057e-01  1.54246832e+02
 -1.45127487e+02 -4.63310811e-02  1.53740773e+02 -1.44626502e+02
  4.53094025e-01  1.54234936e+02]
Niter:  4 row:  2 ngroup:  26 nlines:  6530 gd:  6127
[ 1.22521565e-10 -1.03242305e-05 -2.82765802e-01  1.61505177e+04
 -1.45091279e+02  1.01668357e-02  1.53766503e+02 -1.44600404e+02
  4.96193838e-01  1.54261160e+02 -1.45130919e+02 -4.32928011e-02
  1.53740847e+02 -1.44603835e+02  4.85434422e-01  1.54226378e+02
 -1.45064959e+02 -2.43499246e-02  1.53766861e+02 -1.44589277e+02
  5.05862420e-01  1.54246581e+02 -1.45055643e+02 -9.17772063e-03
  1.53755173e+02 -1.44605912e+02  4.96077468e-01  1.54226408e+02
 -1.45089849e+02  3.03524849e-02  1.53759587e+02 -1.44571763e+02
  4.98591854e-01  1.54255001e+02 -1.45080743e+02  3.80336485e-03
  1.53750934e+02 -1.44631436e+02  5.10340260e-01  1.54242872e+02
 -1.45144822e+02 -1.58847767e-02  1.53740539e+02 -1.44641700e+02
  4.55903341e-01  1.54222086e+02 -1.45095612e+02  5.64579859e-03
  1.53765905e+02 -1.44598505e+02  5.05115609e-01  1.54261390e+02
 -1.45121661e+02 -2.46302983e-02  1.53725749e+02 -1.44610431e+02
  4.86552297e-01  1.54251951e+02 -1.45090067e+02 -5.28615657e-03
  1.53756068e+02 -1.44585174e+02  4.80569485e-01  1.54254485e+02
 -1.45178326e+02 -2.21232218e-02  1.53736921e+02 -1.44600092e+02
  4.65966054e-01  1.54241920e+02 -1.45117799e+02 -1.53178729e-02
  1.53766856e+02 -1.44615701e+02  4.71748057e-01  1.54246832e+02
 -1.45127487e+02 -4.63310811e-02  1.53740773e+02 -1.44626502e+02
  4.53094025e-01  1.54234936e+02]
res:  6127 -0.0007977316645337851 0.0182793835629127 0.029398393981457608
[ 1.22521577e-10 -1.03242315e-05 -2.82765774e-01  1.61505161e+04
 -1.45100699e+02  4.42806613e-03  1.53763069e+02 -1.44609984e+02
  4.90568961e-01  1.54257738e+02 -1.45140379e+02 -4.91878852e-02
  1.53737397e+02 -1.44613237e+02  4.79534907e-01  1.54220587e+02
 -1.45080908e+02 -3.02176703e-02  1.53761211e+02 -1.44598748e+02
  5.04721585e-01  1.54243041e+02 -1.45065064e+02 -1.50745633e-02
  1.53751727e+02 -1.44615436e+02  4.90189155e-01  1.54222990e+02
 -1.45099223e+02  1.58330211e-02  1.53756135e+02 -1.44575516e+02
  4.92693794e-01  1.54249330e+02 -1.45090206e+02 -6.43580502e-03
  1.53747494e+02 -1.44640985e+02  5.04474111e-01  1.54239425e+02
 -1.45154289e+02 -2.17971457e-02  1.53737121e+02 -1.44651136e+02
  4.53483641e-01  1.54216411e+02 -1.45104986e+02 -2.62864769e-04
  1.53764771e+02 -1.44608006e+02  4.99243632e-01  1.54257965e+02
 -1.45131052e+02 -3.04111406e-02  1.53722310e+02 -1.44619819e+02
  4.80679277e-01  1.54248498e+02 -1.45093945e+02 -1.21082869e-02
  1.53752621e+02 -1.44594541e+02  4.79208546e-01  1.54251061e+02
 -1.45187730e+02 -3.17031749e-02  1.53733477e+02 -1.44609465e+02
  4.56140767e-01  1.54236060e+02 -1.45127162e+02 -2.53845050e-02
  1.53763413e+02 -1.44625189e+02  4.65851603e-01  1.54240963e+02
 -1.45136941e+02 -5.22618592e-02  1.53737343e+02 -1.44636016e+02
  4.47183841e-01  1.54231496e+02]
Niter:  5 row:  2 ngroup:  26 nlines:  6530 gd:  6125
[ 1.22521577e-10 -1.03242315e-05 -2.82765774e-01  1.61505161e+04
 -1.45100699e+02  4.42806613e-03  1.53763069e+02 -1.44609984e+02
  4.90568961e-01  1.54257738e+02 -1.45140379e+02 -4.91878852e-02
  1.53737397e+02 -1.44613237e+02  4.79534907e-01  1.54220587e+02
 -1.45080908e+02 -3.02176703e-02  1.53761211e+02 -1.44598748e+02
  5.04721585e-01  1.54243041e+02 -1.45065064e+02 -1.50745633e-02
  1.53751727e+02 -1.44615436e+02  4.90189155e-01  1.54222990e+02
 -1.45099223e+02  1.58330211e-02  1.53756135e+02 -1.44575516e+02
  4.92693794e-01  1.54249330e+02 -1.45090206e+02 -6.43580502e-03
  1.53747494e+02 -1.44640985e+02  5.04474111e-01  1.54239425e+02
 -1.45154289e+02 -2.17971457e-02  1.53737121e+02 -1.44651136e+02
  4.53483641e-01  1.54216411e+02 -1.45104986e+02 -2.62864769e-04
  1.53764771e+02 -1.44608006e+02  4.99243632e-01  1.54257965e+02
 -1.45131052e+02 -3.04111406e-02  1.53722310e+02 -1.44619819e+02
  4.80679277e-01  1.54248498e+02 -1.45093945e+02 -1.21082869e-02
  1.53752621e+02 -1.44594541e+02  4.79208546e-01  1.54251061e+02
 -1.45187730e+02 -3.17031749e-02  1.53733477e+02 -1.44609465e+02
  4.56140767e-01  1.54236060e+02 -1.45127162e+02 -2.53845050e-02
  1.53763413e+02 -1.44625189e+02  4.65851603e-01  1.54240963e+02
 -1.45136941e+02 -5.22618592e-02  1.53737343e+02 -1.44636016e+02
  4.47183841e-01  1.54231496e+02]
res:  6125 -0.0007081033736540121 0.01813544313336024 0.029342447377483424
[ 1.22754308e-10 -1.03247324e-05 -2.82767330e-01  1.61505177e+04
 -1.45099418e+02  9.52160858e-03  1.53758539e+02 -1.44608640e+02
  4.95935504e-01  1.54253224e+02 -1.45139351e+02 -4.41373035e-02
  1.53732857e+02 -1.44612067e+02  4.84655750e-01  1.54216080e+02
 -1.45080009e+02 -2.52764099e-02  1.53756669e+02 -1.44597850e+02
  5.09705409e-01  1.54238509e+02 -1.45063896e+02 -1.00717650e-02
  1.53747213e+02 -1.44614449e+02  4.95216512e-01  1.54218481e+02
 -1.45098091e+02  1.63935984e-02  1.53751590e+02 -1.44574412e+02
  4.97730760e-01  1.54244800e+02 -1.45089181e+02 -1.54166481e-03
  1.53742950e+02 -1.44639810e+02  5.09429859e-01  1.54234900e+02
 -1.45153288e+02 -1.66733775e-02  1.53732596e+02 -1.44650096e+02
  4.58376184e-01  1.54211841e+02 -1.45103513e+02  4.94179501e-03
  1.53760237e+02 -1.44607068e+02  5.04247482e-01  1.54253463e+02
 -1.45129802e+02 -2.53400849e-02  1.53717779e+02 -1.44618570e+02
  4.85670269e-01  1.54243985e+02 -1.45092554e+02 -7.04577104e-03
  1.53748101e+02 -1.44593403e+02  4.84285134e-01  1.54246545e+02
 -1.45186606e+02 -2.66277128e-02  1.53728953e+02 -1.44615005e+02
  4.61082711e-01  1.54231540e+02 -1.45125909e+02 -2.01806900e-02
  1.53758889e+02 -1.44623358e+02  4.70963963e-01  1.54236435e+02
 -1.45135866e+02 -4.70971850e-02  1.53732801e+02 -1.44634993e+02
  4.52305826e-01  1.54227001e+02]
Niter:  6 row:  2 ngroup:  26 nlines:  6530 gd:  6120
[ 1.22754308e-10 -1.03247324e-05 -2.82767330e-01  1.61505177e+04
 -1.45099418e+02  9.52160858e-03  1.53758539e+02 -1.44608640e+02
  4.95935504e-01  1.54253224e+02 -1.45139351e+02 -4.41373035e-02
  1.53732857e+02 -1.44612067e+02  4.84655750e-01  1.54216080e+02
 -1.45080009e+02 -2.52764099e-02  1.53756669e+02 -1.44597850e+02
  5.09705409e-01  1.54238509e+02 -1.45063896e+02 -1.00717650e-02
  1.53747213e+02 -1.44614449e+02  4.95216512e-01  1.54218481e+02
 -1.45098091e+02  1.63935984e-02  1.53751590e+02 -1.44574412e+02
  4.97730760e-01  1.54244800e+02 -1.45089181e+02 -1.54166481e-03
  1.53742950e+02 -1.44639810e+02  5.09429859e-01  1.54234900e+02
 -1.45153288e+02 -1.66733775e-02  1.53732596e+02 -1.44650096e+02
  4.58376184e-01  1.54211841e+02 -1.45103513e+02  4.94179501e-03
  1.53760237e+02 -1.44607068e+02  5.04247482e-01  1.54253463e+02
 -1.45129802e+02 -2.53400849e-02  1.53717779e+02 -1.44618570e+02
  4.85670269e-01  1.54243985e+02 -1.45092554e+02 -7.04577104e-03
  1.53748101e+02 -1.44593403e+02  4.84285134e-01  1.54246545e+02
 -1.45186606e+02 -2.66277128e-02  1.53728953e+02 -1.44615005e+02
  4.61082711e-01  1.54231540e+02 -1.45125909e+02 -2.01806900e-02
  1.53758889e+02 -1.44623358e+02  4.70963963e-01  1.54236435e+02
 -1.45135866e+02 -4.70971850e-02  1.53732801e+02 -1.44634993e+02
  4.52305826e-01  1.54227001e+02]
res:  6120 -0.0007151063791752676 0.01813023773047462 0.029259988478021533
[ 1.22754774e-10 -1.03247324e-05 -2.82767330e-01  1.61505177e+04
 -1.45099418e+02  9.52160858e-03  1.53758539e+02 -1.44608640e+02
  4.95935504e-01  1.54253224e+02 -1.45139351e+02 -4.41373035e-02
  1.53732857e+02 -1.44612067e+02  4.84655750e-01  1.54216080e+02
 -1.45080009e+02 -2.52764099e-02  1.53756669e+02 -1.44597850e+02
  5.09705409e-01  1.54238509e+02 -1.45063896e+02 -1.00717650e-02
  1.53747213e+02 -1.44614449e+02  4.95216512e-01  1.54218481e+02
 -1.45098091e+02  1.63935984e-02  1.53751590e+02 -1.44574412e+02
  4.97730760e-01  1.54244800e+02 -1.45089181e+02 -1.54166481e-03
  1.53742950e+02 -1.44639810e+02  5.09429859e-01  1.54234900e+02
 -1.45153288e+02 -1.66733775e-02  1.53732596e+02 -1.44650096e+02
  4.58376184e-01  1.54211841e+02 -1.45103513e+02  4.94179501e-03
  1.53760237e+02 -1.44607068e+02  5.04247482e-01  1.54253463e+02
 -1.45129802e+02 -2.53400849e-02  1.53717779e+02 -1.44618570e+02
  4.85670269e-01  1.54243985e+02 -1.45092554e+02 -7.04577104e-03
  1.53748101e+02 -1.44593403e+02  4.84285134e-01  1.54246545e+02
 -1.45186606e+02 -2.66277128e-02  1.53728953e+02 -1.44615005e+02
  4.61082711e-01  1.54231540e+02 -1.45125909e+02 -2.01806900e-02
  1.53758889e+02 -1.44623358e+02  4.70963963e-01  1.54236435e+02
 -1.45135866e+02 -4.70971850e-02  1.53732801e+02 -1.44634993e+02
  4.52305826e-01  1.54227001e+02]
Saving figure to  wave_resid_43670005_fiber2.png
Final values:
res:  -0.0007151063791752676 0.029259988478021533
pars:  [ 1.22754774e-10 -1.03247324e-05 -2.82767330e-01  1.61505177e+04
 -1.45099418e+02  9.52160858e-03  1.53758539e+02 -1.44608640e+02
  4.95935504e-01  1.54253224e+02 -1.45139351e+02 -4.41373035e-02
  1.53732857e+02 -1.44612067e+02  4.84655750e-01  1.54216080e+02
 -1.45080009e+02 -2.52764099e-02  1.53756669e+02 -1.44597850e+02
  5.09705409e-01  1.54238509e+02 -1.45063896e+02 -1.00717650e-02
  1.53747213e+02 -1.44614449e+02  4.95216512e-01  1.54218481e+02
 -1.45098091e+02  1.63935984e-02  1.53751590e+02 -1.44574412e+02
  4.97730760e-01  1.54244800e+02 -1.45089181e+02 -1.54166481e-03
  1.53742950e+02 -1.44639810e+02  5.09429859e-01  1.54234900e+02
 -1.45153288e+02 -1.66733775e-02  1.53732596e+02 -1.44650096e+02
  4.58376184e-01  1.54211841e+02 -1.45103513e+02  4.94179501e-03
  1.53760237e+02 -1.44607068e+02  5.04247482e-01  1.54253463e+02
 -1.45129802e+02 -2.53400849e-02  1.53717779e+02 -1.44618570e+02
  4.85670269e-01  1.54243985e+02 -1.45092554e+02 -7.04577104e-03
  1.53748101e+02 -1.44593403e+02  4.84285134e-01  1.54246545e+02
 -1.45186606e+02 -2.66277128e-02  1.53728953e+02 -1.44615005e+02
  4.61082711e-01  1.54231540e+02 -1.45125909e+02 -2.01806900e-02
  1.53758889e+02 -1.44623358e+02  4.70963963e-01  1.54236435e+02
 -1.45135866e+02 -4.70971850e-02  1.53732801e+02 -1.44634993e+02
  4.52305826e-01  1.54227001e+02]
2 [ 1.22754774e-10 -1.03247324e-05 -2.82767330e-01  1.61505177e+04
 -1.45099418e+02  9.52160858e-03  1.53758539e+02 -1.44608640e+02
  4.95935504e-01  1.54253224e+02 -1.45139351e+02 -4.41373035e-02
  1.53732857e+02 -1.44612067e+02  4.84655750e-01  1.54216080e+02
 -1.45080009e+02 -2.52764099e-02  1.53756669e+02 -1.44597850e+02
  5.09705409e-01  1.54238509e+02 -1.45063896e+02 -1.00717650e-02
  1.53747213e+02 -1.44614449e+02  4.95216512e-01  1.54218481e+02
 -1.45098091e+02  1.63935984e-02  1.53751590e+02 -1.44574412e+02
  4.97730760e-01  1.54244800e+02 -1.45089181e+02 -1.54166481e-03
  1.53742950e+02 -1.44639810e+02  5.09429859e-01  1.54234900e+02
 -1.45153288e+02 -1.66733775e-02  1.53732596e+02 -1.44650096e+02
  4.58376184e-01  1.54211841e+02 -1.45103513e+02  4.94179501e-03
  1.53760237e+02 -1.44607068e+02  5.04247482e-01  1.54253463e+02
 -1.45129802e+02 -2.53400849e-02  1.53717779e+02 -1.44618570e+02
  4.85670269e-01  1.54243985e+02 -1.45092554e+02 -7.04577104e-03
  1.53748101e+02 -1.44593403e+02  4.84285134e-01  1.54246545e+02
 -1.45186606e+02 -2.66277128e-02  1.53728953e+02 -1.44615005e+02
  4.61082711e-01  1.54231540e+02 -1.45125909e+02 -2.01806900e-02
  1.53758889e+02 -1.44623358e+02  4.70963963e-01  1.54236435e+02
 -1.45135866e+02 -4.70971850e-02  1.53732801e+02 -1.44634993e+02
  4.52305826e-01  1.54227001e+02]
--- Row 4/300 row=3 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  3
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=3 ---
Niter:  0 row:  3 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 0.00048276098823407665 0.01642247711060918 0.0399571184978851
[ 1.22156814e-10 -1.03236962e-05 -2.82763003e-01  1.61505241e+04
 -1.45129602e+02 -9.08564163e-14  1.53766544e+02]
Niter:  1 row:  3 ngroup:  1 nlines:  255 gd:  233
[ 1.22156814e-10 -1.03236962e-05 -2.82763003e-01  1.61505241e+04
 -1.45129602e+02 -9.08564163e-14  1.53766544e+02]
res:  233 -0.0012073790712747723 0.016779922945715953 0.026513501073228526
[ 1.22175140e-10 -1.03241667e-05 -2.82765011e-01  1.61505285e+04
 -1.45119985e+02 -2.51640481e-11  1.53757054e+02]
Niter:  2 row:  3 ngroup:  1 nlines:  255 gd:  232
[ 1.22175140e-10 -1.03241667e-05 -2.82765011e-01  1.61505285e+04
 -1.45119985e+02 -2.51640481e-11  1.53757054e+02]
res:  232 -0.0011854405802296242 0.01662124712674995 0.02606022209724379
[ 1.22314235e-10 -1.03242417e-05 -2.82767005e-01  1.61505298e+04
 -1.45105042e+02  9.05519147e-11  1.53751688e+02]
Niter:  3 row:  3 ngroup:  1 nlines:  255 gd:  233
[ 1.22314235e-10 -1.03242417e-05 -2.82767005e-01  1.61505298e+04
 -1.45105042e+02  9.05519147e-11  1.53751688e+02]
res:  233 -0.0012211101002321811 0.016363658873160603 0.026408679412941147
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
Niter:  4 row:  3 ngroup:  1 nlines:  255 gd:  233
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
res:  233 -0.0012211101002321811 0.016363658873160603 0.026408679412941147
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
Niter:  5 row:  3 ngroup:  1 nlines:  255 gd:  233
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
res:  233 -0.0012211101002321811 0.016363658873160603 0.026408679412941147
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
Niter:  6 row:  3 ngroup:  1 nlines:  255 gd:  233
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
res:  233 -0.0012211101002321811 0.016363658873160603 0.026408679412941147
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
Final values:
res:  -0.0012211101002321811 0.026408679412941147
pars:  [ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
3 [ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02]
elapsed: 3.0 sec.
Niter:  0 row:  3 ngroup:  26 nlines:  6538 gd:  6538
[ 1.22322726e-10 -1.03242743e-05 -2.82767021e-01  1.61505309e+04
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02 -1.45101236e+02  1.45826755e-11
  1.53754752e+02 -1.45101236e+02  1.45826755e-11  1.53754752e+02
 -1.45101236e+02  1.45826755e-11  1.53754752e+02 -1.45101236e+02
  1.45826755e-11  1.53754752e+02]
res:  6538 0.0007061918595354655 0.01817276481688168 0.04251903319333643
[ 1.22322738e-10 -1.03242753e-05 -2.82766993e-01  1.61505293e+04
 -1.45090571e+02  1.77428522e-02  1.53752506e+02 -1.44613482e+02
  5.26778971e-01  1.54237586e+02 -1.45138624e+02 -2.96928045e-03
  1.53742436e+02 -1.44612311e+02  4.90103008e-01  1.54222339e+02
 -1.45112897e+02 -9.08189939e-03  1.53750965e+02 -1.44619434e+02
  5.04269806e-01  1.54241678e+02 -1.45079073e+02  1.33513030e-02
  1.53749464e+02 -1.44640051e+02  5.19552443e-01  1.54205629e+02
 -1.45074476e+02  2.65143019e-03  1.53750778e+02 -1.44611075e+02
  5.06742961e-01  1.54240580e+02 -1.45097579e+02  2.83786911e-02
  1.53742728e+02 -1.44623837e+02  5.25695660e-01  1.54234342e+02
 -1.45140194e+02 -5.29117802e-02  1.53735804e+02 -1.44614501e+02
  4.93651983e-01  1.54223352e+02 -1.45099600e+02  9.23396277e-03
  1.53759753e+02 -1.44583095e+02  4.85748902e-01  1.54236734e+02
 -1.45158183e+02 -3.50774682e-03  1.53729306e+02 -1.44628201e+02
  4.88868709e-01  1.54232498e+02 -1.45118257e+02 -6.64276725e-04
  1.53744286e+02 -1.44595782e+02  4.97151437e-01  1.54248397e+02
 -1.45143039e+02 -2.92132987e-03  1.53735052e+02 -1.44633791e+02
  4.85586853e-01  1.54239374e+02 -1.45090146e+02  2.96016325e-03
  1.53748498e+02 -1.44625883e+02  5.04743027e-01  1.54220392e+02
 -1.45149574e+02 -3.14971659e-02  1.53728263e+02 -1.44607488e+02
  4.83926198e-01  1.54206575e+02]
Niter:  1 row:  3 ngroup:  26 nlines:  6538 gd:  6089
[ 1.22322738e-10 -1.03242753e-05 -2.82766993e-01  1.61505293e+04
 -1.45090571e+02  1.77428522e-02  1.53752506e+02 -1.44613482e+02
  5.26778971e-01  1.54237586e+02 -1.45138624e+02 -2.96928045e-03
  1.53742436e+02 -1.44612311e+02  4.90103008e-01  1.54222339e+02
 -1.45112897e+02 -9.08189939e-03  1.53750965e+02 -1.44619434e+02
  5.04269806e-01  1.54241678e+02 -1.45079073e+02  1.33513030e-02
  1.53749464e+02 -1.44640051e+02  5.19552443e-01  1.54205629e+02
 -1.45074476e+02  2.65143019e-03  1.53750778e+02 -1.44611075e+02
  5.06742961e-01  1.54240580e+02 -1.45097579e+02  2.83786911e-02
  1.53742728e+02 -1.44623837e+02  5.25695660e-01  1.54234342e+02
 -1.45140194e+02 -5.29117802e-02  1.53735804e+02 -1.44614501e+02
  4.93651983e-01  1.54223352e+02 -1.45099600e+02  9.23396277e-03
  1.53759753e+02 -1.44583095e+02  4.85748902e-01  1.54236734e+02
 -1.45158183e+02 -3.50774682e-03  1.53729306e+02 -1.44628201e+02
  4.88868709e-01  1.54232498e+02 -1.45118257e+02 -6.64276725e-04
  1.53744286e+02 -1.44595782e+02  4.97151437e-01  1.54248397e+02
 -1.45143039e+02 -2.92132987e-03  1.53735052e+02 -1.44633791e+02
  4.85586853e-01  1.54239374e+02 -1.45090146e+02  2.96016325e-03
  1.53748498e+02 -1.44625883e+02  5.04743027e-01  1.54220392e+02
 -1.45149574e+02 -3.14971659e-02  1.53728263e+02 -1.44607488e+02
  4.83926198e-01  1.54206575e+02]
res:  6089 -0.0005535503751161741 0.017940329654265952 0.02910950940962743
[ 1.22322751e-10 -1.03242763e-05 -2.82766965e-01  1.61505277e+04
 -1.45103714e+02 -7.23643204e-03  1.53743209e+02 -1.44617940e+02
  4.88321465e-01  1.54235895e+02 -1.45133996e+02 -3.70758558e-02
  1.53732366e+02 -1.44609964e+02  4.69482831e-01  1.54215633e+02
 -1.45104382e+02 -2.36275046e-02  1.53742254e+02 -1.44607498e+02
  5.01777641e-01  1.54234751e+02 -1.45093658e+02  9.22979726e-04
  1.53739969e+02 -1.44635704e+02  4.81917064e-01  1.54201670e+02
 -1.45087208e+02 -1.43147438e-02  1.53743168e+02 -1.44620799e+02
  4.86731813e-01  1.54228171e+02 -1.45091381e+02  2.81711926e-03
  1.53739847e+02 -1.44646877e+02  5.01749842e-01  1.54225624e+02
 -1.45127024e+02 -5.14971947e-02  1.53724721e+02 -1.44618382e+02
  4.81121826e-01  1.54213089e+02 -1.45112899e+02 -2.23811087e-02
  1.53760415e+02 -1.44608657e+02  4.74821967e-01  1.54232432e+02
 -1.45146861e+02 -2.28745952e-02  1.53721996e+02 -1.44637592e+02
  4.50317588e-01  1.54223457e+02 -1.45116515e+02 -6.76145717e-03
  1.53737113e+02 -1.44594027e+02  4.74939602e-01  1.54240427e+02
 -1.45148689e+02 -4.07698189e-02  1.53719727e+02 -1.44614437e+02
  4.42850353e-01  1.54219099e+02 -1.45097142e+02 -1.47717248e-02
  1.53749025e+02 -1.44623119e+02  4.82128532e-01  1.54211447e+02
 -1.45158615e+02 -3.73382433e-02  1.53719503e+02 -1.44640320e+02
  4.61621375e-01  1.54211905e+02]
Niter:  2 row:  3 ngroup:  26 nlines:  6538 gd:  6086
[ 1.22322751e-10 -1.03242763e-05 -2.82766965e-01  1.61505277e+04
 -1.45103714e+02 -7.23643204e-03  1.53743209e+02 -1.44617940e+02
  4.88321465e-01  1.54235895e+02 -1.45133996e+02 -3.70758558e-02
  1.53732366e+02 -1.44609964e+02  4.69482831e-01  1.54215633e+02
 -1.45104382e+02 -2.36275046e-02  1.53742254e+02 -1.44607498e+02
  5.01777641e-01  1.54234751e+02 -1.45093658e+02  9.22979726e-04
  1.53739969e+02 -1.44635704e+02  4.81917064e-01  1.54201670e+02
 -1.45087208e+02 -1.43147438e-02  1.53743168e+02 -1.44620799e+02
  4.86731813e-01  1.54228171e+02 -1.45091381e+02  2.81711926e-03
  1.53739847e+02 -1.44646877e+02  5.01749842e-01  1.54225624e+02
 -1.45127024e+02 -5.14971947e-02  1.53724721e+02 -1.44618382e+02
  4.81121826e-01  1.54213089e+02 -1.45112899e+02 -2.23811087e-02
  1.53760415e+02 -1.44608657e+02  4.74821967e-01  1.54232432e+02
 -1.45146861e+02 -2.28745952e-02  1.53721996e+02 -1.44637592e+02
  4.50317588e-01  1.54223457e+02 -1.45116515e+02 -6.76145717e-03
  1.53737113e+02 -1.44594027e+02  4.74939602e-01  1.54240427e+02
 -1.45148689e+02 -4.07698189e-02  1.53719727e+02 -1.44614437e+02
  4.42850353e-01  1.54219099e+02 -1.45097142e+02 -1.47717248e-02
  1.53749025e+02 -1.44623119e+02  4.82128532e-01  1.54211447e+02
 -1.45158615e+02 -3.73382433e-02  1.53719503e+02 -1.44640320e+02
  4.61621375e-01  1.54211905e+02]
res:  6086 -0.0005277317841319018 0.0179563638930631 0.02900076363982615
[ 1.22322763e-10 -1.03242773e-05 -2.82766937e-01  1.61505260e+04
 -1.45110700e+02 -2.11642224e-02  1.53738453e+02 -1.44624908e+02
  4.70247044e-01  1.54231141e+02 -1.45134774e+02 -4.27734390e-02
  1.53727605e+02 -1.44616975e+02  4.63792995e-01  1.54213278e+02
 -1.45111384e+02 -3.32593938e-02  1.53737495e+02 -1.44614503e+02
  4.96084617e-01  1.54232091e+02 -1.45113261e+02 -8.95592620e-03
  1.53735212e+02 -1.44630345e+02  4.63678075e-01  1.54199213e+02
 -1.45094200e+02 -2.37309934e-02  1.53738408e+02 -1.44633534e+02
  4.81030461e-01  1.54223420e+02 -1.45098377e+02 -6.73336956e-03
  1.53737306e+02 -1.44653860e+02  4.87480793e-01  1.54223272e+02
 -1.45134042e+02 -5.28372573e-02  1.53719962e+02 -1.44625391e+02
  4.75432917e-01  1.54208332e+02 -1.45119888e+02 -4.04844269e-02
  1.53755655e+02 -1.44621699e+02  4.69140438e-01  1.54232436e+02
 -1.45153872e+02 -2.85695396e-02  1.53719548e+02 -1.44644603e+02
  4.36923023e-01  1.54218708e+02 -1.45117851e+02 -1.24591810e-02
  1.53734524e+02 -1.44601022e+02  4.69230234e-01  1.54237959e+02
 -1.45155682e+02 -5.50312659e-02  1.53712616e+02 -1.44615371e+02
  4.29433321e-01  1.54214346e+02 -1.45104138e+02 -2.04745207e-02
  1.53744263e+02 -1.44630109e+02  4.76441214e-01  1.54206687e+02
 -1.45165600e+02 -3.92616952e-02  1.53714749e+02 -1.44647323e+02
  4.55939303e-01  1.54207161e+02]
Niter:  3 row:  3 ngroup:  26 nlines:  6538 gd:  6081
[ 1.22322763e-10 -1.03242773e-05 -2.82766937e-01  1.61505260e+04
 -1.45110700e+02 -2.11642224e-02  1.53738453e+02 -1.44624908e+02
  4.70247044e-01  1.54231141e+02 -1.45134774e+02 -4.27734390e-02
  1.53727605e+02 -1.44616975e+02  4.63792995e-01  1.54213278e+02
 -1.45111384e+02 -3.32593938e-02  1.53737495e+02 -1.44614503e+02
  4.96084617e-01  1.54232091e+02 -1.45113261e+02 -8.95592620e-03
  1.53735212e+02 -1.44630345e+02  4.63678075e-01  1.54199213e+02
 -1.45094200e+02 -2.37309934e-02  1.53738408e+02 -1.44633534e+02
  4.81030461e-01  1.54223420e+02 -1.45098377e+02 -6.73336956e-03
  1.53737306e+02 -1.44653860e+02  4.87480793e-01  1.54223272e+02
 -1.45134042e+02 -5.28372573e-02  1.53719962e+02 -1.44625391e+02
  4.75432917e-01  1.54208332e+02 -1.45119888e+02 -4.04844269e-02
  1.53755655e+02 -1.44621699e+02  4.69140438e-01  1.54232436e+02
 -1.45153872e+02 -2.85695396e-02  1.53719548e+02 -1.44644603e+02
  4.36923023e-01  1.54218708e+02 -1.45117851e+02 -1.24591810e-02
  1.53734524e+02 -1.44601022e+02  4.69230234e-01  1.54237959e+02
 -1.45155682e+02 -5.50312659e-02  1.53712616e+02 -1.44615371e+02
  4.29433321e-01  1.54214346e+02 -1.45104138e+02 -2.04745207e-02
  1.53744263e+02 -1.44630109e+02  4.76441214e-01  1.54206687e+02
 -1.45165600e+02 -3.92616952e-02  1.53714749e+02 -1.44647323e+02
  4.55939303e-01  1.54207161e+02]
res:  6081 -0.000499713304634497 0.017799132149775687 0.02883174220715779
[ 1.22660970e-10 -1.03248083e-05 -2.82769394e-01  1.61505276e+04
 -1.45105084e+02 -1.86526688e-02  1.53730119e+02 -1.44618873e+02
  4.74921448e-01  1.54222841e+02 -1.45126229e+02 -3.78596382e-02
  1.53719247e+02 -1.44611771e+02  4.68700901e-01  1.54204957e+02
 -1.45106090e+02 -2.80057806e-02  1.53729158e+02 -1.44609257e+02
  5.00931641e-01  1.54223839e+02 -1.45107840e+02 -4.15700116e-03
  1.53727962e+02 -1.44624581e+02  4.68690095e-01  1.54190879e+02
 -1.45088781e+02 -1.87127746e-02  1.53730035e+02 -1.44628223e+02
  4.86037412e-01  1.54213854e+02 -1.45093041e+02 -1.56278824e-03
  1.53728960e+02 -1.44648079e+02  4.92589303e-01  1.54214984e+02
 -1.45129153e+02 -4.78010922e-02  1.53711570e+02 -1.44620328e+02
  4.80191137e-01  1.54199989e+02 -1.45114421e+02 -3.54671813e-02
  1.53747324e+02 -1.44616448e+02  4.73792937e-01  1.54224093e+02
 -1.45148822e+02 -2.36868456e-02  1.53711162e+02 -1.44639484e+02
  4.41724069e-01  1.54210335e+02 -1.45112613e+02 -7.61855211e-03
  1.53726184e+02 -1.44595636e+02  4.74420429e-01  1.54230791e+02
 -1.45150278e+02 -5.01714147e-02  1.53704298e+02 -1.44610020e+02
  4.34765965e-01  1.54206048e+02 -1.45098820e+02 -1.54793300e-02
  1.53735905e+02 -1.44624665e+02  4.81278323e-01  1.54198331e+02
 -1.45160196e+02 -3.39612337e-02  1.53706440e+02 -1.44642123e+02
  4.60673786e-01  1.54198895e+02]
Niter:  4 row:  3 ngroup:  26 nlines:  6538 gd:  6076
[ 1.22660970e-10 -1.03248083e-05 -2.82769394e-01  1.61505276e+04
 -1.45105084e+02 -1.86526688e-02  1.53730119e+02 -1.44618873e+02
  4.74921448e-01  1.54222841e+02 -1.45126229e+02 -3.78596382e-02
  1.53719247e+02 -1.44611771e+02  4.68700901e-01  1.54204957e+02
 -1.45106090e+02 -2.80057806e-02  1.53729158e+02 -1.44609257e+02
  5.00931641e-01  1.54223839e+02 -1.45107840e+02 -4.15700116e-03
  1.53727962e+02 -1.44624581e+02  4.68690095e-01  1.54190879e+02
 -1.45088781e+02 -1.87127746e-02  1.53730035e+02 -1.44628223e+02
  4.86037412e-01  1.54213854e+02 -1.45093041e+02 -1.56278824e-03
  1.53728960e+02 -1.44648079e+02  4.92589303e-01  1.54214984e+02
 -1.45129153e+02 -4.78010922e-02  1.53711570e+02 -1.44620328e+02
  4.80191137e-01  1.54199989e+02 -1.45114421e+02 -3.54671813e-02
  1.53747324e+02 -1.44616448e+02  4.73792937e-01  1.54224093e+02
 -1.45148822e+02 -2.36868456e-02  1.53711162e+02 -1.44639484e+02
  4.41724069e-01  1.54210335e+02 -1.45112613e+02 -7.61855211e-03
  1.53726184e+02 -1.44595636e+02  4.74420429e-01  1.54230791e+02
 -1.45150278e+02 -5.01714147e-02  1.53704298e+02 -1.44610020e+02
  4.34765965e-01  1.54206048e+02 -1.45098820e+02 -1.54793300e-02
  1.53735905e+02 -1.44624665e+02  4.81278323e-01  1.54198331e+02
 -1.45160196e+02 -3.39612337e-02  1.53706440e+02 -1.44642123e+02
  4.60673786e-01  1.54198895e+02]
res:  6076 -0.0003924086322513176 0.017740127022079832 0.028734757749543434
[ 1.22660982e-10 -1.03248093e-05 -2.82769365e-01  1.61505260e+04
 -1.45119702e+02 -3.01677257e-02  1.53726808e+02 -1.44627509e+02
  4.64929865e-01  1.54219546e+02 -1.45125909e+02 -4.37440134e-02
  1.53715909e+02 -1.44620455e+02  4.62822806e-01  1.54201653e+02
 -1.45114754e+02 -3.39129808e-02  1.53725840e+02 -1.44617929e+02
  4.95057707e-01  1.54220576e+02 -1.45116523e+02 -1.00306216e-02
  1.53725699e+02 -1.44633220e+02  4.62799101e-01  1.54185120e+02
 -1.45118619e+02 -2.45885434e-02  1.53726703e+02 -1.44636887e+02
  4.80159167e-01  1.54209436e+02 -1.45101712e+02 -7.45654026e-03
  1.53725672e+02 -1.44656745e+02  4.86680906e-01  1.54211706e+02
 -1.45137884e+02 -5.36956948e-02  1.53708250e+02 -1.44629032e+02
  4.74324628e-01  1.54196685e+02 -1.45123058e+02 -4.13584742e-02
  1.53743998e+02 -1.44619424e+02  4.67933708e-01  1.54220782e+02
 -1.45157519e+02 -3.32070821e-02  1.53705570e+02 -1.44648182e+02
  4.35853269e-01  1.54207061e+02 -1.45121287e+02 -9.33827014e-03
  1.53722871e+02 -1.44604286e+02  4.68528614e-01  1.54228544e+02
 -1.45153314e+02 -5.60500006e-02  1.53698765e+02 -1.44618688e+02
  4.28835296e-01  1.54200625e+02 -1.45113908e+02 -2.49770674e-02
  1.53732566e+02 -1.44633311e+02  4.71722235e-01  1.54195014e+02
 -1.45168862e+02 -4.37386854e-02  1.53703143e+02 -1.44650804e+02
  4.54805788e-01  1.54195660e+02]
Niter:  5 row:  3 ngroup:  26 nlines:  6538 gd:  6071
[ 1.22660982e-10 -1.03248093e-05 -2.82769365e-01  1.61505260e+04
 -1.45119702e+02 -3.01677257e-02  1.53726808e+02 -1.44627509e+02
  4.64929865e-01  1.54219546e+02 -1.45125909e+02 -4.37440134e-02
  1.53715909e+02 -1.44620455e+02  4.62822806e-01  1.54201653e+02
 -1.45114754e+02 -3.39129808e-02  1.53725840e+02 -1.44617929e+02
  4.95057707e-01  1.54220576e+02 -1.45116523e+02 -1.00306216e-02
  1.53725699e+02 -1.44633220e+02  4.62799101e-01  1.54185120e+02
 -1.45118619e+02 -2.45885434e-02  1.53726703e+02 -1.44636887e+02
  4.80159167e-01  1.54209436e+02 -1.45101712e+02 -7.45654026e-03
  1.53725672e+02 -1.44656745e+02  4.86680906e-01  1.54211706e+02
 -1.45137884e+02 -5.36956948e-02  1.53708250e+02 -1.44629032e+02
  4.74324628e-01  1.54196685e+02 -1.45123058e+02 -4.13584742e-02
  1.53743998e+02 -1.44619424e+02  4.67933708e-01  1.54220782e+02
 -1.45157519e+02 -3.32070821e-02  1.53705570e+02 -1.44648182e+02
  4.35853269e-01  1.54207061e+02 -1.45121287e+02 -9.33827014e-03
  1.53722871e+02 -1.44604286e+02  4.68528614e-01  1.54228544e+02
 -1.45153314e+02 -5.60500006e-02  1.53698765e+02 -1.44618688e+02
  4.28835296e-01  1.54200625e+02 -1.45113908e+02 -2.49770674e-02
  1.53732566e+02 -1.44633311e+02  4.71722235e-01  1.54195014e+02
 -1.45168862e+02 -4.37386854e-02  1.53703143e+02 -1.44650804e+02
  4.54805788e-01  1.54195660e+02]
res:  6071 -0.00033043421990441857 0.017756587081748876 0.028624433282620914
[ 1.22933099e-10 -1.03252994e-05 -2.82771821e-01  1.61505276e+04
 -1.45111564e+02 -2.52918684e-02  1.53717477e+02 -1.44618891e+02
  4.69795044e-01  1.54210235e+02 -1.45118065e+02 -3.87213526e-02
  1.53706576e+02 -1.44612542e+02  4.67833192e-01  1.54192332e+02
 -1.45106779e+02 -2.85557344e-02  1.53716512e+02 -1.44609989e+02
  5.00003576e-01  1.54211287e+02 -1.45108414e+02 -5.13909601e-03
  1.53716334e+02 -1.44624843e+02  4.67911153e-01  1.54173843e+02
 -1.45110882e+02 -1.94786682e-02  1.53717352e+02 -1.44628897e+02
  4.85260727e-01  1.54200071e+02 -1.45093691e+02 -2.19448758e-03
  1.53716314e+02 -1.44648326e+02  4.91897014e-01  1.54202396e+02
 -1.45130210e+02 -4.85526736e-02  1.53698873e+02 -1.44621226e+02
  4.79176756e-01  1.54187342e+02 -1.45114951e+02 -3.62370336e-02
  1.53734680e+02 -1.44611678e+02  4.72678912e-01  1.54211444e+02
 -1.45149731e+02 -3.52555786e-02  1.53696204e+02 -1.44640332e+02
  4.40750704e-01  1.54197669e+02 -1.45113353e+02 -4.33960459e-03
  1.53713536e+02 -1.44596241e+02  4.73811783e-01  1.54219241e+02
 -1.45145339e+02 -5.10879351e-02  1.53689459e+02 -1.44616237e+02
  4.34282731e-01  1.54191288e+02 -1.45106034e+02 -2.32602352e-02
  1.53723232e+02 -1.44625216e+02  4.76749583e-01  1.54185668e+02
 -1.45160785e+02 -3.84114107e-02  1.53693826e+02 -1.44642896e+02
  4.59640628e-01  1.54186340e+02]
Niter:  6 row:  3 ngroup:  26 nlines:  6538 gd:  6069
[ 1.22933099e-10 -1.03252994e-05 -2.82771821e-01  1.61505276e+04
 -1.45111564e+02 -2.52918684e-02  1.53717477e+02 -1.44618891e+02
  4.69795044e-01  1.54210235e+02 -1.45118065e+02 -3.87213526e-02
  1.53706576e+02 -1.44612542e+02  4.67833192e-01  1.54192332e+02
 -1.45106779e+02 -2.85557344e-02  1.53716512e+02 -1.44609989e+02
  5.00003576e-01  1.54211287e+02 -1.45108414e+02 -5.13909601e-03
  1.53716334e+02 -1.44624843e+02  4.67911153e-01  1.54173843e+02
 -1.45110882e+02 -1.94786682e-02  1.53717352e+02 -1.44628897e+02
  4.85260727e-01  1.54200071e+02 -1.45093691e+02 -2.19448758e-03
  1.53716314e+02 -1.44648326e+02  4.91897014e-01  1.54202396e+02
 -1.45130210e+02 -4.85526736e-02  1.53698873e+02 -1.44621226e+02
  4.79176756e-01  1.54187342e+02 -1.45114951e+02 -3.62370336e-02
  1.53734680e+02 -1.44611678e+02  4.72678912e-01  1.54211444e+02
 -1.45149731e+02 -3.52555786e-02  1.53696204e+02 -1.44640332e+02
  4.40750704e-01  1.54197669e+02 -1.45113353e+02 -4.33960459e-03
  1.53713536e+02 -1.44596241e+02  4.73811783e-01  1.54219241e+02
 -1.45145339e+02 -5.10879351e-02  1.53689459e+02 -1.44616237e+02
  4.34282731e-01  1.54191288e+02 -1.45106034e+02 -2.32602352e-02
  1.53723232e+02 -1.44625216e+02  4.76749583e-01  1.54185668e+02
 -1.45160785e+02 -3.84114107e-02  1.53693826e+02 -1.44642896e+02
  4.59640628e-01  1.54186340e+02]
res:  6069 -0.00034562349628686206 0.01777023113481846 0.028586942216043975
[ 1.22938147e-10 -1.03252994e-05 -2.82771821e-01  1.61505276e+04
 -1.45111564e+02 -2.52918684e-02  1.53717477e+02 -1.44618891e+02
  4.69795044e-01  1.54210235e+02 -1.45118065e+02 -3.87213526e-02
  1.53706576e+02 -1.44612542e+02  4.67833192e-01  1.54192332e+02
 -1.45106779e+02 -2.85557344e-02  1.53716512e+02 -1.44609989e+02
  5.00003576e-01  1.54211287e+02 -1.45108414e+02 -5.13909601e-03
  1.53716334e+02 -1.44624843e+02  4.67911153e-01  1.54173843e+02
 -1.45110882e+02 -1.94786682e-02  1.53717352e+02 -1.44628897e+02
  4.85260727e-01  1.54200071e+02 -1.45093691e+02 -2.19448758e-03
  1.53716314e+02 -1.44648326e+02  4.91897014e-01  1.54202396e+02
 -1.45130210e+02 -4.85526736e-02  1.53698873e+02 -1.44621226e+02
  4.79176756e-01  1.54187342e+02 -1.45114951e+02 -3.62370336e-02
  1.53734680e+02 -1.44611678e+02  4.72678912e-01  1.54211444e+02
 -1.45149731e+02 -3.52555786e-02  1.53696204e+02 -1.44640332e+02
  4.40750704e-01  1.54197669e+02 -1.45113353e+02 -4.33960459e-03
  1.53713536e+02 -1.44596241e+02  4.73811783e-01  1.54219241e+02
 -1.45145339e+02 -5.10879351e-02  1.53689459e+02 -1.44616237e+02
  4.34282731e-01  1.54191288e+02 -1.45106034e+02 -2.32602352e-02
  1.53723232e+02 -1.44625216e+02  4.76749583e-01  1.54185668e+02
 -1.45160785e+02 -3.84114107e-02  1.53693826e+02 -1.44642896e+02
  4.59640628e-01  1.54186340e+02]
Saving figure to  wave_resid_43670005_fiber3.png
Final values:
res:  -0.00034562349628686206 0.028586942216043975
pars:  [ 1.22938147e-10 -1.03252994e-05 -2.82771821e-01  1.61505276e+04
 -1.45111564e+02 -2.52918684e-02  1.53717477e+02 -1.44618891e+02
  4.69795044e-01  1.54210235e+02 -1.45118065e+02 -3.87213526e-02
  1.53706576e+02 -1.44612542e+02  4.67833192e-01  1.54192332e+02
 -1.45106779e+02 -2.85557344e-02  1.53716512e+02 -1.44609989e+02
  5.00003576e-01  1.54211287e+02 -1.45108414e+02 -5.13909601e-03
  1.53716334e+02 -1.44624843e+02  4.67911153e-01  1.54173843e+02
 -1.45110882e+02 -1.94786682e-02  1.53717352e+02 -1.44628897e+02
  4.85260727e-01  1.54200071e+02 -1.45093691e+02 -2.19448758e-03
  1.53716314e+02 -1.44648326e+02  4.91897014e-01  1.54202396e+02
 -1.45130210e+02 -4.85526736e-02  1.53698873e+02 -1.44621226e+02
  4.79176756e-01  1.54187342e+02 -1.45114951e+02 -3.62370336e-02
  1.53734680e+02 -1.44611678e+02  4.72678912e-01  1.54211444e+02
 -1.45149731e+02 -3.52555786e-02  1.53696204e+02 -1.44640332e+02
  4.40750704e-01  1.54197669e+02 -1.45113353e+02 -4.33960459e-03
  1.53713536e+02 -1.44596241e+02  4.73811783e-01  1.54219241e+02
 -1.45145339e+02 -5.10879351e-02  1.53689459e+02 -1.44616237e+02
  4.34282731e-01  1.54191288e+02 -1.45106034e+02 -2.32602352e-02
  1.53723232e+02 -1.44625216e+02  4.76749583e-01  1.54185668e+02
 -1.45160785e+02 -3.84114107e-02  1.53693826e+02 -1.44642896e+02
  4.59640628e-01  1.54186340e+02]
3 [ 1.22938147e-10 -1.03252994e-05 -2.82771821e-01  1.61505276e+04
 -1.45111564e+02 -2.52918684e-02  1.53717477e+02 -1.44618891e+02
  4.69795044e-01  1.54210235e+02 -1.45118065e+02 -3.87213526e-02
  1.53706576e+02 -1.44612542e+02  4.67833192e-01  1.54192332e+02
 -1.45106779e+02 -2.85557344e-02  1.53716512e+02 -1.44609989e+02
  5.00003576e-01  1.54211287e+02 -1.45108414e+02 -5.13909601e-03
  1.53716334e+02 -1.44624843e+02  4.67911153e-01  1.54173843e+02
 -1.45110882e+02 -1.94786682e-02  1.53717352e+02 -1.44628897e+02
  4.85260727e-01  1.54200071e+02 -1.45093691e+02 -2.19448758e-03
  1.53716314e+02 -1.44648326e+02  4.91897014e-01  1.54202396e+02
 -1.45130210e+02 -4.85526736e-02  1.53698873e+02 -1.44621226e+02
  4.79176756e-01  1.54187342e+02 -1.45114951e+02 -3.62370336e-02
  1.53734680e+02 -1.44611678e+02  4.72678912e-01  1.54211444e+02
 -1.45149731e+02 -3.52555786e-02  1.53696204e+02 -1.44640332e+02
  4.40750704e-01  1.54197669e+02 -1.45113353e+02 -4.33960459e-03
  1.53713536e+02 -1.44596241e+02  4.73811783e-01  1.54219241e+02
 -1.45145339e+02 -5.10879351e-02  1.53689459e+02 -1.44616237e+02
  4.34282731e-01  1.54191288e+02 -1.45106034e+02 -2.32602352e-02
  1.53723232e+02 -1.44625216e+02  4.76749583e-01  1.54185668e+02
 -1.45160785e+02 -3.84114107e-02  1.53693826e+02 -1.44642896e+02
  4.59640628e-01  1.54186340e+02]
--- Row 5/300 row=4 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  4
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=4 ---
Niter:  0 row:  4 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 0.000704317740201077 0.016910714360165002 0.03946218834897663
[ 1.23091738e-10 -1.03233788e-05 -2.82769198e-01  1.61505397e+04
 -1.45144646e+02  2.06469851e-13  1.53778863e+02]
Niter:  1 row:  4 ngroup:  1 nlines:  256 gd:  240
[ 1.23091738e-10 -1.03233788e-05 -2.82769198e-01  1.61505397e+04
 -1.45144646e+02  2.06469851e-13  1.53778863e+02]
res:  240 -0.0005691190826837556 0.017298986478635925 0.027999928724860353
[ 1.23338588e-10 -1.03235770e-05 -2.82773655e-01  1.61505458e+04
 -1.45081320e+02  6.96804937e-12  1.53769339e+02]
Niter:  2 row:  4 ngroup:  1 nlines:  256 gd:  239
[ 1.23338588e-10 -1.03235770e-05 -2.82773655e-01  1.61505458e+04
 -1.45081320e+02  6.96804937e-12  1.53769339e+02]
res:  239 -0.00042220054638164584 0.01753210774404579 0.02753081787433492
[ 1.23505399e-10 -1.03236458e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
Niter:  3 row:  4 ngroup:  1 nlines:  256 gd:  238
[ 1.23505399e-10 -1.03236458e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
res:  238 -0.000773413709794113 0.017700329357467126 0.027116334953475766
[ 1.23558075e-10 -1.03236458e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
Niter:  4 row:  4 ngroup:  1 nlines:  256 gd:  238
[ 1.23558075e-10 -1.03236458e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
res:  238 -0.0008518316926711123 0.017570395262737293 0.02711511458532621
[ 1.23536134e-10 -1.03235822e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
Niter:  5 row:  4 ngroup:  1 nlines:  256 gd:  238
[ 1.23536134e-10 -1.03235822e-05 -2.82776122e-01  1.61505471e+04
 -1.45063683e+02  6.52884875e-12  1.53761791e+02]
res:  238 -0.0004543345412457711 0.01771454789559357 0.02711292760699755
[ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02]
Niter:  6 row:  4 ngroup:  1 nlines:  256 gd:  238
[ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02]
res:  238 -0.0004543345412457711 0.01771454789559357 0.02711292760699755
[ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02]
Final values:
res:  -0.0004543345412457711 0.02711292760699755
pars:  [ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02]
4 [ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02]
elapsed: 2.9 sec.
Niter:  0 row:  4 ngroup:  26 nlines:  6531 gd:  6531
[ 1.23572307e-10 -1.03234678e-05 -2.82776246e-01  1.61505470e+04
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02 -1.45062423e+02  5.34655676e-11
  1.53764142e+02 -1.45062423e+02  5.34655676e-11  1.53764142e+02
 -1.45062423e+02  5.34655676e-11  1.53764142e+02 -1.45062423e+02
  5.34655676e-11  1.53764142e+02]
res:  6531 0.0007861587819206761 0.017152264847027254 0.04078203568688937
[ 1.23572294e-10 -1.03234688e-05 -2.82776275e-01  1.61505486e+04
 -1.45068078e+02  3.13336801e-02  1.53776217e+02 -1.44625179e+02
  5.15896614e-01  1.54273397e+02 -1.45118832e+02  8.52419981e-03
  1.53757239e+02 -1.44605992e+02  4.78615202e-01  1.54236716e+02
 -1.45073375e+02 -4.11169402e-03  1.53763739e+02 -1.44570461e+02
  5.41116953e-01  1.54276338e+02 -1.45073545e+02  2.13670300e-02
  1.53779344e+02 -1.44616169e+02  4.94293323e-01  1.54247879e+02
 -1.45067818e+02  3.48237860e-02  1.53766280e+02 -1.44589557e+02
  5.02991666e-01  1.54262247e+02 -1.45065340e+02  2.62833904e-02
  1.53775361e+02 -1.44608541e+02  5.14131731e-01  1.54258498e+02
 -1.45158223e+02 -1.91661014e-02  1.53747992e+02 -1.44564619e+02
  4.87668690e-01  1.54245465e+02 -1.45068644e+02  3.21488318e-02
  1.53790310e+02 -1.44611006e+02  5.17593799e-01  1.54267049e+02
 -1.45064688e+02 -1.04126520e-02  1.53756181e+02 -1.44574276e+02
  5.05063980e-01  1.54273493e+02 -1.45079574e+02  3.13136266e-02
  1.53763153e+02 -1.44549647e+02  5.14253151e-01  1.54261267e+02
 -1.45113825e+02 -2.02077624e-02  1.53755632e+02 -1.44606038e+02
  4.62601278e-01  1.54250677e+02 -1.45073131e+02  8.93108810e-03
  1.53773078e+02 -1.44603625e+02  5.03607543e-01  1.54270170e+02
 -1.45080690e+02 -1.03936372e-02  1.53767070e+02 -1.44613234e+02
  4.82420579e-01  1.54252407e+02]
Niter:  1 row:  4 ngroup:  26 nlines:  6531 gd:  6090
[ 1.23572294e-10 -1.03234688e-05 -2.82776275e-01  1.61505486e+04
 -1.45068078e+02  3.13336801e-02  1.53776217e+02 -1.44625179e+02
  5.15896614e-01  1.54273397e+02 -1.45118832e+02  8.52419981e-03
  1.53757239e+02 -1.44605992e+02  4.78615202e-01  1.54236716e+02
 -1.45073375e+02 -4.11169402e-03  1.53763739e+02 -1.44570461e+02
  5.41116953e-01  1.54276338e+02 -1.45073545e+02  2.13670300e-02
  1.53779344e+02 -1.44616169e+02  4.94293323e-01  1.54247879e+02
 -1.45067818e+02  3.48237860e-02  1.53766280e+02 -1.44589557e+02
  5.02991666e-01  1.54262247e+02 -1.45065340e+02  2.62833904e-02
  1.53775361e+02 -1.44608541e+02  5.14131731e-01  1.54258498e+02
 -1.45158223e+02 -1.91661014e-02  1.53747992e+02 -1.44564619e+02
  4.87668690e-01  1.54245465e+02 -1.45068644e+02  3.21488318e-02
  1.53790310e+02 -1.44611006e+02  5.17593799e-01  1.54267049e+02
 -1.45064688e+02 -1.04126520e-02  1.53756181e+02 -1.44574276e+02
  5.05063980e-01  1.54273493e+02 -1.45079574e+02  3.13136266e-02
  1.53763153e+02 -1.44549647e+02  5.14253151e-01  1.54261267e+02
 -1.45113825e+02 -2.02077624e-02  1.53755632e+02 -1.44606038e+02
  4.62601278e-01  1.54250677e+02 -1.45073131e+02  8.93108810e-03
  1.53773078e+02 -1.44603625e+02  5.03607543e-01  1.54270170e+02
 -1.45080690e+02 -1.03936372e-02  1.53767070e+02 -1.44613234e+02
  4.82420579e-01  1.54252407e+02]
res:  6090 -0.0008810384260868886 0.017243209647858748 0.028017033069901814
[ 1.23572282e-10 -1.03234698e-05 -2.82776303e-01  1.61505502e+04
 -1.45048531e+02  1.51658491e-02  1.53775726e+02 -1.44612701e+02
  4.93172043e-01  1.54270256e+02 -1.45105295e+02  3.10527678e-03
  1.53762570e+02 -1.44612425e+02  4.73089841e-01  1.54240841e+02
 -1.45074068e+02 -1.51058936e-02  1.53766492e+02 -1.44578790e+02
  5.29376014e-01  1.54266843e+02 -1.45045350e+02  2.95127770e-03
  1.53780317e+02 -1.44603479e+02  5.21965609e-01  1.54248360e+02
 -1.45060389e+02  2.87065691e-02  1.53768822e+02 -1.44578794e+02
  4.91623032e-01  1.54264317e+02 -1.45051717e+02  2.01819640e-02
  1.53778864e+02 -1.44602955e+02  4.87225479e-01  1.54257085e+02
 -1.45154085e+02 -1.69814238e-02  1.53744873e+02 -1.44566201e+02
  4.94276186e-01  1.54246180e+02 -1.45052328e+02  7.87322700e-03
  1.53787757e+02 -1.44612720e+02  5.25094837e-01  1.54263938e+02
 -1.45077219e+02  5.80208134e-04  1.53758572e+02 -1.44587194e+02
  4.94614574e-01  1.54272712e+02 -1.45078878e+02  1.51043401e-02
  1.53775832e+02 -1.44558683e+02  5.03013492e-01  1.54266496e+02
 -1.45119547e+02 -1.39104151e-02  1.53760691e+02 -1.44634265e+02
  4.52088709e-01  1.54247140e+02 -1.45080702e+02  7.50751022e-03
  1.53780336e+02 -1.44592128e+02  4.73825796e-01  1.54270842e+02
 -1.45082370e+02 -2.90514859e-02  1.53768716e+02 -1.44605440e+02
  4.81452859e-01  1.54253947e+02]
Niter:  2 row:  4 ngroup:  26 nlines:  6531 gd:  6091
[ 1.23572282e-10 -1.03234698e-05 -2.82776303e-01  1.61505502e+04
 -1.45048531e+02  1.51658491e-02  1.53775726e+02 -1.44612701e+02
  4.93172043e-01  1.54270256e+02 -1.45105295e+02  3.10527678e-03
  1.53762570e+02 -1.44612425e+02  4.73089841e-01  1.54240841e+02
 -1.45074068e+02 -1.51058936e-02  1.53766492e+02 -1.44578790e+02
  5.29376014e-01  1.54266843e+02 -1.45045350e+02  2.95127770e-03
  1.53780317e+02 -1.44603479e+02  5.21965609e-01  1.54248360e+02
 -1.45060389e+02  2.87065691e-02  1.53768822e+02 -1.44578794e+02
  4.91623032e-01  1.54264317e+02 -1.45051717e+02  2.01819640e-02
  1.53778864e+02 -1.44602955e+02  4.87225479e-01  1.54257085e+02
 -1.45154085e+02 -1.69814238e-02  1.53744873e+02 -1.44566201e+02
  4.94276186e-01  1.54246180e+02 -1.45052328e+02  7.87322700e-03
  1.53787757e+02 -1.44612720e+02  5.25094837e-01  1.54263938e+02
 -1.45077219e+02  5.80208134e-04  1.53758572e+02 -1.44587194e+02
  4.94614574e-01  1.54272712e+02 -1.45078878e+02  1.51043401e-02
  1.53775832e+02 -1.44558683e+02  5.03013492e-01  1.54266496e+02
 -1.45119547e+02 -1.39104151e-02  1.53760691e+02 -1.44634265e+02
  4.52088709e-01  1.54247140e+02 -1.45080702e+02  7.50751022e-03
  1.53780336e+02 -1.44592128e+02  4.73825796e-01  1.54270842e+02
 -1.45082370e+02 -2.90514859e-02  1.53768716e+02 -1.44605440e+02
  4.81452859e-01  1.54253947e+02]
res:  6091 -0.0009334734459116589 0.017217944412550423 0.027996725786452067
[ 1.23572269e-10 -1.03234709e-05 -2.82776331e-01  1.61505518e+04
 -1.45041585e+02  1.70790184e-02  1.53780453e+02 -1.44605783e+02
  4.98872825e-01  1.54274984e+02 -1.45098363e+02  4.50407682e-03
  1.53767296e+02 -1.44605477e+02  4.78782280e-01  1.54245563e+02
 -1.45067128e+02 -9.38289860e-03  1.53771212e+02 -1.44578045e+02
  5.35086096e-01  1.54271560e+02 -1.45032844e+02  8.64433088e-03
  1.53785039e+02 -1.44596509e+02  5.36004077e-01  1.54253079e+02
 -1.45053440e+02  3.44101843e-02  1.53775719e+02 -1.44571849e+02
  4.97315305e-01  1.54269043e+02 -1.45044750e+02  2.58976870e-02
  1.53783591e+02 -1.44596007e+02  4.88805663e-01  1.54259720e+02
 -1.45147122e+02 -1.12760318e-02  1.53749596e+02 -1.44559229e+02
  4.99998221e-01  1.54250908e+02 -1.45045378e+02  9.73229335e-03
  1.53792486e+02 -1.44605752e+02  5.30793215e-01  1.54268660e+02
 -1.45070268e+02  6.28712825e-03  1.53763301e+02 -1.44580242e+02
  4.92120212e-01  1.54275186e+02 -1.45071918e+02  1.30656385e-02
  1.53780557e+02 -1.44551706e+02  5.08707481e-01  1.54271223e+02
 -1.45112596e+02 -8.19849382e-03  1.53767501e+02 -1.44633536e+02
  4.57809182e-01  1.54249664e+02 -1.45073752e+02  1.32129529e-02
  1.53787100e+02 -1.44579148e+02  4.75556294e-01  1.54275563e+02
 -1.45075418e+02 -2.33547553e-02  1.53773447e+02 -1.44598488e+02
  4.87172488e-01  1.54258678e+02]
Niter:  3 row:  4 ngroup:  26 nlines:  6531 gd:  6093
[ 1.23572269e-10 -1.03234709e-05 -2.82776331e-01  1.61505518e+04
 -1.45041585e+02  1.70790184e-02  1.53780453e+02 -1.44605783e+02
  4.98872825e-01  1.54274984e+02 -1.45098363e+02  4.50407682e-03
  1.53767296e+02 -1.44605477e+02  4.78782280e-01  1.54245563e+02
 -1.45067128e+02 -9.38289860e-03  1.53771212e+02 -1.44578045e+02
  5.35086096e-01  1.54271560e+02 -1.45032844e+02  8.64433088e-03
  1.53785039e+02 -1.44596509e+02  5.36004077e-01  1.54253079e+02
 -1.45053440e+02  3.44101843e-02  1.53775719e+02 -1.44571849e+02
  4.97315305e-01  1.54269043e+02 -1.45044750e+02  2.58976870e-02
  1.53783591e+02 -1.44596007e+02  4.88805663e-01  1.54259720e+02
 -1.45147122e+02 -1.12760318e-02  1.53749596e+02 -1.44559229e+02
  4.99998221e-01  1.54250908e+02 -1.45045378e+02  9.73229335e-03
  1.53792486e+02 -1.44605752e+02  5.30793215e-01  1.54268660e+02
 -1.45070268e+02  6.28712825e-03  1.53763301e+02 -1.44580242e+02
  4.92120212e-01  1.54275186e+02 -1.45071918e+02  1.30656385e-02
  1.53780557e+02 -1.44551706e+02  5.08707481e-01  1.54271223e+02
 -1.45112596e+02 -8.19849382e-03  1.53767501e+02 -1.44633536e+02
  4.57809182e-01  1.54249664e+02 -1.45073752e+02  1.32129529e-02
  1.53787100e+02 -1.44579148e+02  4.75556294e-01  1.54275563e+02
 -1.45075418e+02 -2.33547553e-02  1.53773447e+02 -1.44598488e+02
  4.87172488e-01  1.54258678e+02]
res:  6093 -0.0005208512702665757 0.017060149912140332 0.02798321698979638
[ 1.23454513e-10 -1.03234709e-05 -2.82776331e-01  1.61505518e+04
 -1.45041585e+02  1.70790184e-02  1.53780453e+02 -1.44605783e+02
  4.98872825e-01  1.54274984e+02 -1.45098363e+02  4.50407682e-03
  1.53767296e+02 -1.44605477e+02  4.78782280e-01  1.54245563e+02
 -1.45067128e+02 -9.38289860e-03  1.53771212e+02 -1.44578045e+02
  5.35086096e-01  1.54271560e+02 -1.45032844e+02  8.64433088e-03
  1.53785039e+02 -1.44596509e+02  5.36004077e-01  1.54253079e+02
 -1.45053440e+02  3.44101843e-02  1.53775719e+02 -1.44571849e+02
  4.97315305e-01  1.54269043e+02 -1.45044750e+02  2.58976870e-02
  1.53783591e+02 -1.44596007e+02  4.88805663e-01  1.54259720e+02
 -1.45147122e+02 -1.12760318e-02  1.53749596e+02 -1.44559229e+02
  4.99998221e-01  1.54250908e+02 -1.45045378e+02  9.73229335e-03
  1.53792486e+02 -1.44605752e+02  5.30793215e-01  1.54268660e+02
 -1.45070268e+02  6.28712825e-03  1.53763301e+02 -1.44580242e+02
  4.92120212e-01  1.54275186e+02 -1.45071918e+02  1.30656385e-02
  1.53780557e+02 -1.44551706e+02  5.08707481e-01  1.54271223e+02
 -1.45112596e+02 -8.19849382e-03  1.53767501e+02 -1.44633536e+02
  4.57809182e-01  1.54249664e+02 -1.45073752e+02  1.32129529e-02
  1.53787100e+02 -1.44579148e+02  4.75556294e-01  1.54275563e+02
 -1.45075418e+02 -2.33547553e-02  1.53773447e+02 -1.44598488e+02
  4.87172488e-01  1.54258678e+02]
Niter:  4 row:  4 ngroup:  26 nlines:  6531 gd:  6086
[ 1.23454513e-10 -1.03234709e-05 -2.82776331e-01  1.61505518e+04
 -1.45041585e+02  1.70790184e-02  1.53780453e+02 -1.44605783e+02
  4.98872825e-01  1.54274984e+02 -1.45098363e+02  4.50407682e-03
  1.53767296e+02 -1.44605477e+02  4.78782280e-01  1.54245563e+02
 -1.45067128e+02 -9.38289860e-03  1.53771212e+02 -1.44578045e+02
  5.35086096e-01  1.54271560e+02 -1.45032844e+02  8.64433088e-03
  1.53785039e+02 -1.44596509e+02  5.36004077e-01  1.54253079e+02
 -1.45053440e+02  3.44101843e-02  1.53775719e+02 -1.44571849e+02
  4.97315305e-01  1.54269043e+02 -1.45044750e+02  2.58976870e-02
  1.53783591e+02 -1.44596007e+02  4.88805663e-01  1.54259720e+02
 -1.45147122e+02 -1.12760318e-02  1.53749596e+02 -1.44559229e+02
  4.99998221e-01  1.54250908e+02 -1.45045378e+02  9.73229335e-03
  1.53792486e+02 -1.44605752e+02  5.30793215e-01  1.54268660e+02
 -1.45070268e+02  6.28712825e-03  1.53763301e+02 -1.44580242e+02
  4.92120212e-01  1.54275186e+02 -1.45071918e+02  1.30656385e-02
  1.53780557e+02 -1.44551706e+02  5.08707481e-01  1.54271223e+02
 -1.45112596e+02 -8.19849382e-03  1.53767501e+02 -1.44633536e+02
  4.57809182e-01  1.54249664e+02 -1.45073752e+02  1.32129529e-02
  1.53787100e+02 -1.44579148e+02  4.75556294e-01  1.54275563e+02
 -1.45075418e+02 -2.33547553e-02  1.53773447e+02 -1.44598488e+02
  4.87172488e-01  1.54258678e+02]
res:  6086 -0.0009810354422370438 0.01710978323535528 0.027853040661856305
[ 1.23454500e-10 -1.03234719e-05 -2.82776359e-01  1.61505535e+04
 -1.45029891e+02  2.27602634e-02  1.53782641e+02 -1.44594404e+02
  5.04575451e-01  1.54274956e+02 -1.45086812e+02  1.02239271e-02
  1.53767241e+02 -1.44593734e+02  4.80053790e-01  1.54245472e+02
 -1.45055444e+02 -3.65707454e-03  1.53773136e+02 -1.44565920e+02
  5.37049028e-01  1.54271381e+02 -1.45020985e+02  1.43183450e-02
  1.53784937e+02 -1.44584548e+02  5.41668183e-01  1.54255056e+02
 -1.45041698e+02  4.00978009e-02  1.53775719e+02 -1.44560157e+02
  5.02990194e-01  1.54269014e+02 -1.45032819e+02  3.16083990e-02
  1.53785723e+02 -1.44584261e+02  4.94481676e-01  1.54261862e+02
 -1.45135236e+02 -5.57340308e-03  1.53749490e+02 -1.44547274e+02
  5.05724212e-01  1.54253076e+02 -1.45033587e+02  1.16292547e-02
  1.53794603e+02 -1.44593812e+02  5.36489362e-01  1.54270721e+02
 -1.45058467e+02  1.19906342e-02  1.53763320e+02 -1.44568439e+02
  4.97848923e-01  1.54277408e+02 -1.45060058e+02  1.48868165e-02
  1.53780513e+02 -1.44539716e+02  5.14395977e-01  1.54271197e+02
 -1.45100843e+02 -2.47589318e-03  1.53767528e+02 -1.44621516e+02
  4.63529785e-01  1.54251859e+02 -1.45061977e+02  1.89072000e-02
  1.53787018e+02 -1.44567409e+02  4.77040806e-01  1.54275433e+02
 -1.45063640e+02 -1.76615949e-02  1.53773503e+02 -1.44586698e+02
  4.92876463e-01  1.54258697e+02]
Niter:  5 row:  4 ngroup:  26 nlines:  6531 gd:  6083
[ 1.23454500e-10 -1.03234719e-05 -2.82776359e-01  1.61505535e+04
 -1.45029891e+02  2.27602634e-02  1.53782641e+02 -1.44594404e+02
  5.04575451e-01  1.54274956e+02 -1.45086812e+02  1.02239271e-02
  1.53767241e+02 -1.44593734e+02  4.80053790e-01  1.54245472e+02
 -1.45055444e+02 -3.65707454e-03  1.53773136e+02 -1.44565920e+02
  5.37049028e-01  1.54271381e+02 -1.45020985e+02  1.43183450e-02
  1.53784937e+02 -1.44584548e+02  5.41668183e-01  1.54255056e+02
 -1.45041698e+02  4.00978009e-02  1.53775719e+02 -1.44560157e+02
  5.02990194e-01  1.54269014e+02 -1.45032819e+02  3.16083990e-02
  1.53785723e+02 -1.44584261e+02  4.94481676e-01  1.54261862e+02
 -1.45135236e+02 -5.57340308e-03  1.53749490e+02 -1.44547274e+02
  5.05724212e-01  1.54253076e+02 -1.45033587e+02  1.16292547e-02
  1.53794603e+02 -1.44593812e+02  5.36489362e-01  1.54270721e+02
 -1.45058467e+02  1.19906342e-02  1.53763320e+02 -1.44568439e+02
  4.97848923e-01  1.54277408e+02 -1.45060058e+02  1.48868165e-02
  1.53780513e+02 -1.44539716e+02  5.14395977e-01  1.54271197e+02
 -1.45100843e+02 -2.47589318e-03  1.53767528e+02 -1.44621516e+02
  4.63529785e-01  1.54251859e+02 -1.45061977e+02  1.89072000e-02
  1.53787018e+02 -1.44567409e+02  4.77040806e-01  1.54275433e+02
 -1.45063640e+02 -1.76615949e-02  1.53773503e+02 -1.44586698e+02
  4.92876463e-01  1.54258697e+02]
res:  6083 -0.0007535253898822702 0.016990674837870756 0.027786327514417706
[ 1.23374097e-10 -1.03234719e-05 -2.82776359e-01  1.61505535e+04
 -1.45029891e+02  2.27602634e-02  1.53782641e+02 -1.44594404e+02
  5.04575451e-01  1.54274956e+02 -1.45086812e+02  1.02239271e-02
  1.53767241e+02 -1.44593734e+02  4.80053790e-01  1.54245472e+02
 -1.45055444e+02 -3.65707454e-03  1.53773136e+02 -1.44565920e+02
  5.37049028e-01  1.54271381e+02 -1.45020985e+02  1.43183450e-02
  1.53784937e+02 -1.44584548e+02  5.41668183e-01  1.54255056e+02
 -1.45041698e+02  4.00978009e-02  1.53775719e+02 -1.44560157e+02
  5.02990194e-01  1.54269014e+02 -1.45032819e+02  3.16083990e-02
  1.53785723e+02 -1.44584261e+02  4.94481676e-01  1.54261862e+02
 -1.45135236e+02 -5.57340308e-03  1.53749490e+02 -1.44547274e+02
  5.05724212e-01  1.54253076e+02 -1.45033587e+02  1.16292547e-02
  1.53794603e+02 -1.44593812e+02  5.36489362e-01  1.54270721e+02
 -1.45058467e+02  1.19906342e-02  1.53763320e+02 -1.44568439e+02
  4.97848923e-01  1.54277408e+02 -1.45060058e+02  1.48868165e-02
  1.53780513e+02 -1.44539716e+02  5.14395977e-01  1.54271197e+02
 -1.45100843e+02 -2.47589318e-03  1.53767528e+02 -1.44621516e+02
  4.63529785e-01  1.54251859e+02 -1.45061977e+02  1.89072000e-02
  1.53787018e+02 -1.44567409e+02  4.77040806e-01  1.54275433e+02
 -1.45063640e+02 -1.76615949e-02  1.53773503e+02 -1.44586698e+02
  4.92876463e-01  1.54258697e+02]
Niter:  6 row:  4 ngroup:  26 nlines:  6531 gd:  6084
[ 1.23374097e-10 -1.03234719e-05 -2.82776359e-01  1.61505535e+04
 -1.45029891e+02  2.27602634e-02  1.53782641e+02 -1.44594404e+02
  5.04575451e-01  1.54274956e+02 -1.45086812e+02  1.02239271e-02
  1.53767241e+02 -1.44593734e+02  4.80053790e-01  1.54245472e+02
 -1.45055444e+02 -3.65707454e-03  1.53773136e+02 -1.44565920e+02
  5.37049028e-01  1.54271381e+02 -1.45020985e+02  1.43183450e-02
  1.53784937e+02 -1.44584548e+02  5.41668183e-01  1.54255056e+02
 -1.45041698e+02  4.00978009e-02  1.53775719e+02 -1.44560157e+02
  5.02990194e-01  1.54269014e+02 -1.45032819e+02  3.16083990e-02
  1.53785723e+02 -1.44584261e+02  4.94481676e-01  1.54261862e+02
 -1.45135236e+02 -5.57340308e-03  1.53749490e+02 -1.44547274e+02
  5.05724212e-01  1.54253076e+02 -1.45033587e+02  1.16292547e-02
  1.53794603e+02 -1.44593812e+02  5.36489362e-01  1.54270721e+02
 -1.45058467e+02  1.19906342e-02  1.53763320e+02 -1.44568439e+02
  4.97848923e-01  1.54277408e+02 -1.45060058e+02  1.48868165e-02
  1.53780513e+02 -1.44539716e+02  5.14395977e-01  1.54271197e+02
 -1.45100843e+02 -2.47589318e-03  1.53767528e+02 -1.44621516e+02
  4.63529785e-01  1.54251859e+02 -1.45061977e+02  1.89072000e-02
  1.53787018e+02 -1.44567409e+02  4.77040806e-01  1.54275433e+02
 -1.45063640e+02 -1.76615949e-02  1.53773503e+02 -1.44586698e+02
  4.92876463e-01  1.54258697e+02]
res:  6084 -0.0009995224590966245 0.017088272752516787 0.02778813090766284
[ 1.23264256e-10 -1.03238772e-05 -2.82774966e-01  1.61505519e+04
 -1.45051594e+02  1.62194790e-02  1.53775120e+02 -1.44618321e+02
  4.97843030e-01  1.54267466e+02 -1.45110478e+02  3.45227903e-03
  1.53759739e+02 -1.44617745e+02  4.73420733e-01  1.54237918e+02
 -1.45079172e+02 -1.04977336e-02  1.53765518e+02 -1.44590564e+02
  5.29008615e-01  1.54263716e+02 -1.45045002e+02  7.70468179e-03
  1.53777377e+02 -1.44608839e+02  5.35171733e-01  1.54247490e+02
 -1.45065587e+02  3.34365621e-02  1.53768293e+02 -1.44583983e+02
  4.96430194e-01  1.54261541e+02 -1.45057018e+02  2.48601518e-02
  1.53779095e+02 -1.44607967e+02  4.87875567e-01  1.54253814e+02
 -1.45159295e+02 -1.22899234e-02  1.53741918e+02 -1.44571393e+02
  4.98777087e-01  1.54245570e+02 -1.45057519e+02  4.96330744e-03
  1.53787179e+02 -1.44618010e+02  5.29815654e-01  1.54263253e+02
 -1.45082347e+02  5.25986246e-03  1.53755914e+02 -1.44592485e+02
  4.90959469e-01  1.54270670e+02 -1.45083992e+02  8.45044360e-03
  1.53773031e+02 -1.44563985e+02  5.07764764e-01  1.54263716e+02
 -1.45124821e+02 -9.28926884e-03  1.53760133e+02 -1.44646278e+02
  4.56664709e-01  1.54244399e+02 -1.45085779e+02  1.22129874e-02
  1.53779487e+02 -1.44591494e+02  4.69034610e-01  1.54267825e+02
 -1.45087484e+02 -2.42783891e-02  1.53766143e+02 -1.44610536e+02
  4.86090193e-01  1.54251269e+02]
Saving figure to  wave_resid_43670005_fiber4.png
Final values:
res:  -0.0009995224590966245 0.02778813090766284
pars:  [ 1.23264256e-10 -1.03238772e-05 -2.82774966e-01  1.61505519e+04
 -1.45051594e+02  1.62194790e-02  1.53775120e+02 -1.44618321e+02
  4.97843030e-01  1.54267466e+02 -1.45110478e+02  3.45227903e-03
  1.53759739e+02 -1.44617745e+02  4.73420733e-01  1.54237918e+02
 -1.45079172e+02 -1.04977336e-02  1.53765518e+02 -1.44590564e+02
  5.29008615e-01  1.54263716e+02 -1.45045002e+02  7.70468179e-03
  1.53777377e+02 -1.44608839e+02  5.35171733e-01  1.54247490e+02
 -1.45065587e+02  3.34365621e-02  1.53768293e+02 -1.44583983e+02
  4.96430194e-01  1.54261541e+02 -1.45057018e+02  2.48601518e-02
  1.53779095e+02 -1.44607967e+02  4.87875567e-01  1.54253814e+02
 -1.45159295e+02 -1.22899234e-02  1.53741918e+02 -1.44571393e+02
  4.98777087e-01  1.54245570e+02 -1.45057519e+02  4.96330744e-03
  1.53787179e+02 -1.44618010e+02  5.29815654e-01  1.54263253e+02
 -1.45082347e+02  5.25986246e-03  1.53755914e+02 -1.44592485e+02
  4.90959469e-01  1.54270670e+02 -1.45083992e+02  8.45044360e-03
  1.53773031e+02 -1.44563985e+02  5.07764764e-01  1.54263716e+02
 -1.45124821e+02 -9.28926884e-03  1.53760133e+02 -1.44646278e+02
  4.56664709e-01  1.54244399e+02 -1.45085779e+02  1.22129874e-02
  1.53779487e+02 -1.44591494e+02  4.69034610e-01  1.54267825e+02
 -1.45087484e+02 -2.42783891e-02  1.53766143e+02 -1.44610536e+02
  4.86090193e-01  1.54251269e+02]
4 [ 1.23264256e-10 -1.03238772e-05 -2.82774966e-01  1.61505519e+04
 -1.45051594e+02  1.62194790e-02  1.53775120e+02 -1.44618321e+02
  4.97843030e-01  1.54267466e+02 -1.45110478e+02  3.45227903e-03
  1.53759739e+02 -1.44617745e+02  4.73420733e-01  1.54237918e+02
 -1.45079172e+02 -1.04977336e-02  1.53765518e+02 -1.44590564e+02
  5.29008615e-01  1.54263716e+02 -1.45045002e+02  7.70468179e-03
  1.53777377e+02 -1.44608839e+02  5.35171733e-01  1.54247490e+02
 -1.45065587e+02  3.34365621e-02  1.53768293e+02 -1.44583983e+02
  4.96430194e-01  1.54261541e+02 -1.45057018e+02  2.48601518e-02
  1.53779095e+02 -1.44607967e+02  4.87875567e-01  1.54253814e+02
 -1.45159295e+02 -1.22899234e-02  1.53741918e+02 -1.44571393e+02
  4.98777087e-01  1.54245570e+02 -1.45057519e+02  4.96330744e-03
  1.53787179e+02 -1.44618010e+02  5.29815654e-01  1.54263253e+02
 -1.45082347e+02  5.25986246e-03  1.53755914e+02 -1.44592485e+02
  4.90959469e-01  1.54270670e+02 -1.45083992e+02  8.45044360e-03
  1.53773031e+02 -1.44563985e+02  5.07764764e-01  1.54263716e+02
 -1.45124821e+02 -9.28926884e-03  1.53760133e+02 -1.44646278e+02
  4.56664709e-01  1.54244399e+02 -1.45085779e+02  1.22129874e-02
  1.53779487e+02 -1.44591494e+02  4.69034610e-01  1.54267825e+02
 -1.45087484e+02 -2.42783891e-02  1.53766143e+02 -1.44610536e+02
  4.86090193e-01  1.54251269e+02]
--- Row 6/300 row=5 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  5
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=5 ---
Niter:  0 row:  5 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.00014273152282839874 0.018572120208773413 0.04299109738602569
[ 1.23162828e-10 -1.03243078e-05 -2.82780623e-01  1.61505936e+04
 -1.45027423e+02 -9.80370344e-14  1.53747944e+02]
Niter:  1 row:  5 ngroup:  1 nlines:  248 gd:  228
[ 1.23162828e-10 -1.03243078e-05 -2.82780623e-01  1.61505936e+04
 -1.45027423e+02 -9.80370344e-14  1.53747944e+02]
res:  228 0.0004009848835266894 0.017881172359011543 0.030412826327373767
[ 1.22899942e-10 -1.03247042e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
Niter:  2 row:  5 ngroup:  1 nlines:  248 gd:  227
[ 1.22899942e-10 -1.03247042e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
res:  227 0.0002301775984960841 0.017780279978978797 0.030010600330473362
[ 1.22887562e-10 -1.03247042e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
Niter:  3 row:  5 ngroup:  1 nlines:  248 gd:  227
[ 1.22887562e-10 -1.03247042e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
res:  227 0.0004904079924017424 0.017797653733396146 0.030010656267728288
[ 1.22897916e-10 -1.03247223e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
Niter:  4 row:  5 ngroup:  1 nlines:  248 gd:  227
[ 1.22897916e-10 -1.03247223e-05 -2.82774953e-01  1.61505912e+04
 -1.45081528e+02 -1.69841439e-11  1.53762089e+02]
res:  227 0.0008467700490655261 0.0183543949488012 0.030004548855621517
[ 1.22944285e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
Niter:  5 row:  5 ngroup:  1 nlines:  248 gd:  228
[ 1.22944285e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
res:  228 0.0009502091825197567 0.01866758526466583 0.030418847012269365
[ 1.22956865e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
Niter:  6 row:  5 ngroup:  1 nlines:  248 gd:  229
[ 1.22956865e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
res:  229 0.0007324532452912536 0.01888838332888554 0.030849767726368042
[ 1.22998930e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
Final values:
res:  0.0007324532452912536 0.030849767726368042
pars:  [ 1.22998930e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
5 [ 1.22998930e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
 -1.45080984e+02 -1.17682643e-08  1.53768449e+02]
elapsed: 2.9 sec.
Niter:  0 row:  5 ngroup:  26 nlines:  6524 gd:  6524
[ 1.22998930e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
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 -1.45080984e+02 -1.17682643e-08  1.53768449e+02 -1.45080984e+02
 -1.17682643e-08  1.53768449e+02]
res:  6524 0.0008554428450224805 0.017535014959321416 0.04169587940007121
[ 1.22998918e-10 -1.03245536e-05 -2.82774911e-01  1.61505895e+04
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Niter:  1 row:  5 ngroup:  26 nlines:  6524 gd:  6053
[ 1.22998918e-10 -1.03245536e-05 -2.82774911e-01  1.61505895e+04
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 -1.45097456e+02 -4.40164884e-02  1.53747472e+02 -1.44632715e+02
  4.79279605e-01  1.54229602e+02]
res:  6053 -0.00046199714961403515 0.01753726342394657 0.028076733980916913
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Niter:  2 row:  5 ngroup:  26 nlines:  6524 gd:  6053
[ 1.22998906e-10 -1.03245526e-05 -2.82774939e-01  1.61505912e+04
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res:  6053 -0.0005360783025025739 0.01761046780484321 0.028038603476178266
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Niter:  3 row:  5 ngroup:  26 nlines:  6524 gd:  6054
[ 1.22998893e-10 -1.03245515e-05 -2.82774967e-01  1.61505928e+04
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res:  6054 -0.0004312700484661036 0.017563832705491222 0.028050740891694587
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Niter:  4 row:  5 ngroup:  26 nlines:  6524 gd:  6052
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res:  6052 -0.0006114225498095038 0.017560397595843824 0.028014729705976897
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  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
Niter:  5 row:  5 ngroup:  26 nlines:  6524 gd:  6053
[ 1.22979458e-10 -1.03245505e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
res:  6053 -0.0005780933197456761 0.017535621115712274 0.02803008395536773
[ 1.22969211e-10 -1.03245505e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
Niter:  6 row:  5 ngroup:  26 nlines:  6524 gd:  6053
[ 1.22969211e-10 -1.03245505e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
res:  6053 -0.0006180923064675881 0.01756914112593222 0.028029881985471298
[ 1.22975172e-10 -1.03245381e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
Saving figure to  wave_resid_43670005_fiber5.png
Final values:
res:  -0.0006180923064675881 0.028029881985471298
pars:  [ 1.22975172e-10 -1.03245381e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
5 [ 1.22975172e-10 -1.03245381e-05 -2.82774996e-01  1.61505944e+04
 -1.45068462e+02  1.14072193e-02  1.53779375e+02 -1.44560303e+02
  5.19973734e-01  1.54252460e+02 -1.45096663e+02  1.68291816e-03
  1.53740137e+02 -1.44604544e+02  4.62310128e-01  1.54234905e+02
 -1.45044489e+02 -1.18095117e-02  1.53763113e+02 -1.44532540e+02
  5.34819429e-01  1.54266802e+02 -1.45039369e+02  3.48177015e-03
  1.53767216e+02 -1.44572748e+02  4.96600058e-01  1.54233937e+02
 -1.45038710e+02  2.85611350e-02  1.53761807e+02 -1.44527144e+02
  5.22241403e-01  1.54268913e+02 -1.45034648e+02  1.21844961e-02
  1.53762590e+02 -1.44559903e+02  4.76995394e-01  1.54249351e+02
 -1.45138197e+02 -7.07897775e-03  1.53749331e+02 -1.44607548e+02
  4.87984504e-01  1.54248192e+02 -1.45070283e+02  2.16226756e-03
  1.53768401e+02 -1.44564501e+02  5.33877446e-01  1.54254400e+02
 -1.45091322e+02  2.17923209e-02  1.53747964e+02 -1.44575397e+02
  5.03312594e-01  1.54250331e+02 -1.45082950e+02  1.18591900e-02
  1.53755010e+02 -1.44535007e+02  5.00747025e-01  1.54253701e+02
 -1.45085033e+02 -1.97230588e-02  1.53740087e+02 -1.44590817e+02
  4.96184717e-01  1.54230403e+02 -1.45056009e+02 -1.84207811e-02
  1.53765391e+02 -1.44609461e+02  4.80745705e-01  1.54236996e+02
 -1.45059757e+02 -2.66610569e-02  1.53755282e+02 -1.44584016e+02
  4.70491353e-01  1.54230574e+02]
--- Row 7/300 row=6 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  6
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=6 ---
Niter:  0 row:  6 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 -0.0004294114733056631 0.018196393466496374 0.04038971345567072
[ 1.22241116e-10 -1.03223792e-05 -2.82766903e-01  1.61505558e+04
 -1.45143652e+02 -9.31878362e-14  1.53803310e+02]
Niter:  1 row:  6 ngroup:  1 nlines:  253 gd:  236
[ 1.22241116e-10 -1.03223792e-05 -2.82766903e-01  1.61505558e+04
 -1.45143652e+02 -9.31878362e-14  1.53803310e+02]
res:  236 -0.0028641439475904917 0.017322285242698854 0.029133612953248993
[ 1.22220359e-10 -1.03223198e-05 -2.82767406e-01  1.61505569e+04
 -1.45131973e+02  9.11499162e-11  1.53794326e+02]
Niter:  2 row:  6 ngroup:  1 nlines:  253 gd:  234
[ 1.22220359e-10 -1.03223198e-05 -2.82767406e-01  1.61505569e+04
 -1.45131973e+02  9.11499162e-11  1.53794326e+02]
res:  234 -0.0019654825409816112 0.01796552527230233 0.028250871072167113
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
Niter:  3 row:  6 ngroup:  1 nlines:  253 gd:  234
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
res:  234 -0.0019654825409816112 0.01796552527230233 0.028250871072167113
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
Niter:  4 row:  6 ngroup:  1 nlines:  253 gd:  234
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
res:  234 -0.0019654825409816112 0.01796552527230233 0.028250871072167113
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
Niter:  5 row:  6 ngroup:  1 nlines:  253 gd:  234
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
res:  234 -0.0019654825409816112 0.01796552527230233 0.028250871072167113
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
Niter:  6 row:  6 ngroup:  1 nlines:  253 gd:  234
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
res:  234 -0.0019654825409816112 0.01796552527230233 0.028250871072167113
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
Final values:
res:  -0.0019654825409816112 0.028250871072167113
pars:  [ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
6 [ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02]
elapsed: 3.0 sec.
Niter:  0 row:  6 ngroup:  26 nlines:  6555 gd:  6555
[ 1.22312818e-10 -1.03221181e-05 -2.82770156e-01  1.61505557e+04
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02 -1.45107320e+02  2.15050681e-10
  1.53778629e+02 -1.45107320e+02  2.15050681e-10  1.53778629e+02
 -1.45107320e+02  2.15050681e-10  1.53778629e+02 -1.45107320e+02
  2.15050681e-10  1.53778629e+02]
res:  6555 0.0011441160459071398 0.018420788572257152 0.042787346695993204
[ 1.22312830e-10 -1.03221191e-05 -2.82770128e-01  1.61505541e+04
 -1.45120675e+02 -5.75867233e-03  1.53783561e+02 -1.44623994e+02
  4.97873017e-01  1.54277862e+02 -1.45120964e+02 -1.03785743e-02
  1.53759984e+02 -1.44638357e+02  4.62040265e-01  1.54245230e+02
 -1.45102564e+02 -3.62525070e-02  1.53778166e+02 -1.44637627e+02
  4.92452268e-01  1.54267959e+02 -1.45104157e+02 -1.58372848e-02
  1.53772102e+02 -1.44619199e+02  5.03732140e-01  1.54256006e+02
 -1.45092459e+02  1.58665544e-02  1.53785070e+02 -1.44598447e+02
  4.99526490e-01  1.54272261e+02 -1.45074290e+02  1.30262118e-02
  1.53777614e+02 -1.44631142e+02  4.90179819e-01  1.54268472e+02
 -1.45158150e+02  1.15798014e-03  1.53757030e+02 -1.44665974e+02
  4.83527785e-01  1.54255339e+02 -1.45075775e+02 -8.05396514e-03
  1.53780383e+02 -1.44638430e+02  5.01724178e-01  1.54264380e+02
 -1.45125244e+02 -2.56650306e-02  1.53763999e+02 -1.44609352e+02
  4.70417084e-01  1.54270148e+02 -1.45115988e+02 -2.32860938e-02
  1.53783755e+02 -1.44603636e+02  4.84991627e-01  1.54278362e+02
 -1.45142142e+02 -3.07683597e-02  1.53758522e+02 -1.44625521e+02
  4.41884975e-01  1.54254178e+02 -1.45113040e+02 -3.90725076e-02
  1.53774103e+02 -1.44645626e+02  4.85086639e-01  1.54258036e+02
 -1.45147597e+02 -2.01612072e-02  1.53759841e+02 -1.44645778e+02
  4.86187027e-01  1.54252477e+02]
Niter:  1 row:  6 ngroup:  26 nlines:  6555 gd:  6142
[ 1.22312830e-10 -1.03221191e-05 -2.82770128e-01  1.61505541e+04
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  4.92452268e-01  1.54267959e+02 -1.45104157e+02 -1.58372848e-02
  1.53772102e+02 -1.44619199e+02  5.03732140e-01  1.54256006e+02
 -1.45092459e+02  1.58665544e-02  1.53785070e+02 -1.44598447e+02
  4.99526490e-01  1.54272261e+02 -1.45074290e+02  1.30262118e-02
  1.53777614e+02 -1.44631142e+02  4.90179819e-01  1.54268472e+02
 -1.45158150e+02  1.15798014e-03  1.53757030e+02 -1.44665974e+02
  4.83527785e-01  1.54255339e+02 -1.45075775e+02 -8.05396514e-03
  1.53780383e+02 -1.44638430e+02  5.01724178e-01  1.54264380e+02
 -1.45125244e+02 -2.56650306e-02  1.53763999e+02 -1.44609352e+02
  4.70417084e-01  1.54270148e+02 -1.45115988e+02 -2.32860938e-02
  1.53783755e+02 -1.44603636e+02  4.84991627e-01  1.54278362e+02
 -1.45142142e+02 -3.07683597e-02  1.53758522e+02 -1.44625521e+02
  4.41884975e-01  1.54254178e+02 -1.45113040e+02 -3.90725076e-02
  1.53774103e+02 -1.44645626e+02  4.85086639e-01  1.54258036e+02
 -1.45147597e+02 -2.01612072e-02  1.53759841e+02 -1.44645778e+02
  4.86187027e-01  1.54252477e+02]
res:  6142 -0.0012819587791454978 0.018786751166771865 0.029524070652993967
[ 1.22312843e-10 -1.03221201e-05 -2.82770156e-01  1.61505557e+04
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  1.53763243e+02 -1.44659301e+02  4.38957381e-01  1.54236264e+02
 -1.45086865e+02 -4.39675494e-02  1.53777805e+02 -1.44608759e+02
  4.91431801e-01  1.54266396e+02 -1.45099735e+02 -2.66689117e-02
  1.53779804e+02 -1.44619716e+02  4.84233078e-01  1.54247416e+02
 -1.45093018e+02  2.93735575e-03  1.53786118e+02 -1.44598741e+02
  4.85450703e-01  1.54268912e+02 -1.45114744e+02  2.37088933e-03
  1.53774402e+02 -1.44638101e+02  4.67090869e-01  1.54274193e+02
 -1.45143553e+02 -3.20746427e-02  1.53761896e+02 -1.44649587e+02
  4.77699451e-01  1.54251310e+02 -1.45079303e+02 -3.13681334e-02
  1.53779473e+02 -1.44618662e+02  4.84008459e-01  1.54270528e+02
 -1.45120253e+02 -3.86403937e-02  1.53759700e+02 -1.44619066e+02
  4.50020422e-01  1.54262974e+02 -1.45102122e+02 -2.27037382e-02
  1.53774592e+02 -1.44596433e+02  4.74808382e-01  1.54272125e+02
 -1.45153478e+02 -4.79888598e-02  1.53756766e+02 -1.44634541e+02
  4.34811475e-01  1.54254031e+02 -1.45089542e+02 -3.51067478e-02
  1.53769295e+02 -1.44622141e+02  4.61779463e-01  1.54256409e+02
 -1.45142729e+02 -3.16551209e-02  1.53760941e+02 -1.44645164e+02
  4.64073896e-01  1.54249072e+02]
Niter:  2 row:  6 ngroup:  26 nlines:  6555 gd:  6144
[ 1.22312843e-10 -1.03221201e-05 -2.82770156e-01  1.61505557e+04
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  4.91431801e-01  1.54266396e+02 -1.45099735e+02 -2.66689117e-02
  1.53779804e+02 -1.44619716e+02  4.84233078e-01  1.54247416e+02
 -1.45093018e+02  2.93735575e-03  1.53786118e+02 -1.44598741e+02
  4.85450703e-01  1.54268912e+02 -1.45114744e+02  2.37088933e-03
  1.53774402e+02 -1.44638101e+02  4.67090869e-01  1.54274193e+02
 -1.45143553e+02 -3.20746427e-02  1.53761896e+02 -1.44649587e+02
  4.77699451e-01  1.54251310e+02 -1.45079303e+02 -3.13681334e-02
  1.53779473e+02 -1.44618662e+02  4.84008459e-01  1.54270528e+02
 -1.45120253e+02 -3.86403937e-02  1.53759700e+02 -1.44619066e+02
  4.50020422e-01  1.54262974e+02 -1.45102122e+02 -2.27037382e-02
  1.53774592e+02 -1.44596433e+02  4.74808382e-01  1.54272125e+02
 -1.45153478e+02 -4.79888598e-02  1.53756766e+02 -1.44634541e+02
  4.34811475e-01  1.54254031e+02 -1.45089542e+02 -3.51067478e-02
  1.53769295e+02 -1.44622141e+02  4.61779463e-01  1.54256409e+02
 -1.45142729e+02 -3.16551209e-02  1.53760941e+02 -1.44645164e+02
  4.64073896e-01  1.54249072e+02]
res:  6144 -0.001370651725665084 0.01883487753730151 0.029528043040120824
[ 1.22312855e-10 -1.03221212e-05 -2.82770184e-01  1.61505573e+04
 -1.45100387e+02 -2.58515685e-03  1.53783313e+02 -1.44600185e+02
  4.77961412e-01  1.54270925e+02 -1.45107076e+02 -4.19723266e-02
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 -1.45079913e+02 -3.82710185e-02  1.53782530e+02 -1.44601769e+02
  4.97127212e-01  1.54271124e+02 -1.45092768e+02 -2.50206600e-02
  1.53784527e+02 -1.44606139e+02  4.85685762e-01  1.54252132e+02
 -1.45086063e+02  8.63549190e-03  1.53790845e+02 -1.44591760e+02
  4.86785683e-01  1.54273645e+02 -1.45107798e+02  8.08395447e-03
  1.53776792e+02 -1.44631128e+02  4.72790451e-01  1.54278914e+02
 -1.45136600e+02 -3.06752979e-02  1.53766620e+02 -1.44636068e+02
  4.83399452e-01  1.54256045e+02 -1.45072347e+02 -2.56753518e-02
  1.53784205e+02 -1.44611718e+02  4.85014321e-01  1.54275256e+02
 -1.45113317e+02 -3.29265067e-02  1.53764425e+02 -1.44612132e+02
  4.55720077e-01  1.54267700e+02 -1.45095167e+02 -1.70015697e-02
  1.53779313e+02 -1.44589473e+02  4.80485819e-01  1.54276855e+02
 -1.45146512e+02 -4.22869011e-02  1.53761491e+02 -1.44633865e+02
  4.40509126e-01  1.54258760e+02 -1.45082589e+02 -2.94118561e-02
  1.53774018e+02 -1.44615176e+02  4.67450985e-01  1.54261140e+02
 -1.45135781e+02 -2.59610341e-02  1.53767930e+02 -1.44638211e+02
  4.69764382e-01  1.54253799e+02]
Niter:  3 row:  6 ngroup:  26 nlines:  6555 gd:  6147
[ 1.22312855e-10 -1.03221212e-05 -2.82770184e-01  1.61505573e+04
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  4.97127212e-01  1.54271124e+02 -1.45092768e+02 -2.50206600e-02
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 -1.45086063e+02  8.63549190e-03  1.53790845e+02 -1.44591760e+02
  4.86785683e-01  1.54273645e+02 -1.45107798e+02  8.08395447e-03
  1.53776792e+02 -1.44631128e+02  4.72790451e-01  1.54278914e+02
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  4.83399452e-01  1.54256045e+02 -1.45072347e+02 -2.56753518e-02
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  4.55720077e-01  1.54267700e+02 -1.45095167e+02 -1.70015697e-02
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  4.40509126e-01  1.54258760e+02 -1.45082589e+02 -2.94118561e-02
  1.53774018e+02 -1.44615176e+02  4.67450985e-01  1.54261140e+02
 -1.45135781e+02 -2.59610341e-02  1.53767930e+02 -1.44638211e+02
  4.69764382e-01  1.54253799e+02]
res:  6147 -0.001419238524249522 0.01888475479790941 0.029573122366154996
[ 1.22326090e-10 -1.03221212e-05 -2.82770184e-01  1.61505573e+04
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  4.86785683e-01  1.54273645e+02 -1.45107798e+02  8.08395447e-03
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  4.83399452e-01  1.54256045e+02 -1.45072347e+02 -2.56753518e-02
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  4.55720077e-01  1.54267700e+02 -1.45095167e+02 -1.70015697e-02
  1.53779313e+02 -1.44589473e+02  4.80485819e-01  1.54276855e+02
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 -1.45135781e+02 -2.59610341e-02  1.53767930e+02 -1.44638211e+02
  4.69764382e-01  1.54253799e+02]
Niter:  4 row:  6 ngroup:  26 nlines:  6555 gd:  6148
[ 1.22326090e-10 -1.03221212e-05 -2.82770184e-01  1.61505573e+04
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  4.86785683e-01  1.54273645e+02 -1.45107798e+02  8.08395447e-03
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  4.40509126e-01  1.54258760e+02 -1.45082589e+02 -2.94118561e-02
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 -1.45135781e+02 -2.59610341e-02  1.53767930e+02 -1.44638211e+02
  4.69764382e-01  1.54253799e+02]
res:  6148 -0.0013557870406657457 0.01883782903314568 0.029583998385059453
[ 1.22326102e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
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  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
Niter:  5 row:  6 ngroup:  26 nlines:  6555 gd:  6151
[ 1.22326102e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
res:  6151 -0.0014370295939443167 0.018859075204090914 0.029632075836217922
[ 1.22339428e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
Niter:  6 row:  6 ngroup:  26 nlines:  6555 gd:  6149
[ 1.22339428e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
res:  6149 -0.0014455713262577774 0.018837902051018318 0.029598844412152898
[ 1.22341645e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
Saving figure to  wave_resid_43670005_fiber6.png
Final values:
res:  -0.0014455713262577774 0.029598844412152898
pars:  [ 1.22341645e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
6 [ 1.22341645e-10 -1.03221222e-05 -2.82770213e-01  1.61505589e+04
 -1.45093983e+02  3.11737134e-03  1.53788583e+02 -1.44593777e+02
  4.83659749e-01  1.54276185e+02 -1.45100671e+02 -4.05622384e-02
  1.53775456e+02 -1.44645935e+02  4.41136670e-01  1.54246256e+02
 -1.45073503e+02 -3.25736617e-02  1.53790198e+02 -1.44595362e+02
  5.02817335e-01  1.54276385e+02 -1.45086358e+02 -2.32915630e-02
  1.53789793e+02 -1.44599738e+02  4.91356792e-01  1.54257401e+02
 -1.45079656e+02  1.43299457e-02  1.53796107e+02 -1.44585361e+02
  4.92468035e-01  1.54278901e+02 -1.45101389e+02  1.37843709e-02
  1.53779832e+02 -1.44624720e+02  4.78479788e-01  1.54284181e+02
 -1.45130189e+02 -3.38370488e-02  1.53771886e+02 -1.44629662e+02
  4.89095536e-01  1.54261302e+02 -1.45065937e+02 -1.99738223e-02
  1.53789462e+02 -1.44605309e+02  4.86811877e-01  1.54280518e+02
 -1.45106906e+02 -2.72127825e-02  1.53769690e+02 -1.44605724e+02
  4.61428541e-01  1.54272964e+02 -1.45088757e+02 -1.13000531e-02
  1.53784580e+02 -1.44583068e+02  4.86173764e-01  1.54282115e+02
 -1.45140109e+02 -3.65865556e-02  1.53766758e+02 -1.44627460e+02
  4.46206929e-01  1.54264020e+02 -1.45076177e+02 -2.37074259e-02
  1.53779284e+02 -1.44608770e+02  4.73131634e-01  1.54266398e+02
 -1.45129374e+02 -2.02645616e-02  1.53773190e+02 -1.44631804e+02
  4.75460602e-01  1.54259060e+02]
--- Row 8/300 row=7 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  7
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=7 ---
Niter:  0 row:  7 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 0.00013466702239384176 0.015196896632915013 0.037821375241876024
[ 1.22606246e-10 -1.03242791e-05 -2.82779493e-01  1.61505866e+04
 -1.45088714e+02  4.12319717e-14  1.53721923e+02]
Niter:  1 row:  7 ngroup:  1 nlines:  254 gd:  231
[ 1.22606246e-10 -1.03242791e-05 -2.82779493e-01  1.61505866e+04
 -1.45088714e+02  4.12319717e-14  1.53721923e+02]
res:  231 -0.00129184907200397 0.015756670410155493 0.025619406470861073
[ 1.22422064e-10 -1.03245893e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
Niter:  2 row:  7 ngroup:  1 nlines:  254 gd:  228
[ 1.22422064e-10 -1.03245893e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
res:  228 -0.0011483805865282193 0.015575001658362453 0.02454505282217291
[ 1.22400225e-10 -1.03245893e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
Niter:  3 row:  7 ngroup:  1 nlines:  254 gd:  228
[ 1.22400225e-10 -1.03245893e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
res:  228 -0.001136850296461489 0.01562216374622949 0.024544596262295604
[ 1.22418069e-10 -1.03246199e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
Niter:  4 row:  7 ngroup:  1 nlines:  254 gd:  228
[ 1.22418069e-10 -1.03246199e-05 -2.82778216e-01  1.61505956e+04
 -1.45052430e+02 -1.46553114e-11  1.53742753e+02]
res:  228 -0.0006184950234455755 0.016104176107546664 0.024519113731772776
[ 1.22323501e-10 -1.03246260e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
Niter:  5 row:  7 ngroup:  1 nlines:  254 gd:  232
[ 1.22323501e-10 -1.03246260e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
res:  232 -0.0005713993559766095 0.016103756969641836 0.025937326834225755
[ 1.22318816e-10 -1.03246260e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
Niter:  6 row:  7 ngroup:  1 nlines:  254 gd:  232
[ 1.22318816e-10 -1.03246260e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
res:  232 -0.000628087959739787 0.016098209464871616 0.025937288869914945
[ 1.22319699e-10 -1.03246192e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
Final values:
res:  -0.000628087959739787 0.025937288869914945
pars:  [ 1.22319699e-10 -1.03246192e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
7 [ 1.22319699e-10 -1.03246192e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02]
elapsed: 3.0 sec.
Niter:  0 row:  7 ngroup:  26 nlines:  6564 gd:  6564
[ 1.22319699e-10 -1.03246192e-05 -2.82778800e-01  1.61505956e+04
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02 -1.45037967e+02 -7.01914195e-09
  1.53734457e+02 -1.45037967e+02 -7.01914195e-09  1.53734457e+02
 -1.45037967e+02 -7.01914195e-09  1.53734457e+02 -1.45037967e+02
 -7.01914195e-09  1.53734457e+02]
res:  6564 0.0007756256291031605 0.017095603931011283 0.04043783322264895
[ 1.22319712e-10 -1.03246182e-05 -2.82778772e-01  1.61505940e+04
 -1.45056668e+02  2.57318986e-02  1.53732864e+02 -1.44592523e+02
  5.05205823e-01  1.54226167e+02 -1.45096765e+02 -1.42286843e-02
  1.53718482e+02 -1.44602703e+02  4.77213109e-01  1.54203970e+02
 -1.45058724e+02 -1.09308123e-02  1.53744056e+02 -1.44572101e+02
  5.08472129e-01  1.54227534e+02 -1.45045326e+02 -6.08216544e-03
  1.53720173e+02 -1.44644863e+02  4.90847511e-01  1.54194220e+02
 -1.45083226e+02  2.06962892e-02  1.53727201e+02 -1.44587804e+02
  4.93115449e-01  1.54206341e+02 -1.45068580e+02  3.98022683e-03
  1.53734451e+02 -1.44572758e+02  4.86144581e-01  1.54218323e+02
 -1.45128252e+02 -3.10878362e-02  1.53716515e+02 -1.44611210e+02
  4.69537692e-01  1.54193633e+02 -1.45102887e+02 -5.67262152e-03
  1.53734314e+02 -1.44561566e+02  4.84915966e-01  1.54231612e+02
 -1.45068534e+02 -3.48966061e-02  1.53710190e+02 -1.44614868e+02
  4.60636186e-01  1.54209091e+02 -1.45076475e+02 -1.46197643e-02
  1.53741717e+02 -1.44573561e+02  4.81405118e-01  1.54220675e+02
 -1.45113340e+02 -2.21069257e-02  1.53701796e+02 -1.44626061e+02
  4.60663216e-01  1.54199794e+02 -1.45081645e+02 -4.91337234e-03
  1.53740471e+02 -1.44627426e+02  4.79104072e-01  1.54212045e+02
 -1.45137231e+02 -2.92490103e-02  1.53711527e+02 -1.44571947e+02
  4.58615477e-01  1.54181589e+02]
Niter:  1 row:  7 ngroup:  26 nlines:  6564 gd:  6099
[ 1.22319712e-10 -1.03246182e-05 -2.82778772e-01  1.61505940e+04
 -1.45056668e+02  2.57318986e-02  1.53732864e+02 -1.44592523e+02
  5.05205823e-01  1.54226167e+02 -1.45096765e+02 -1.42286843e-02
  1.53718482e+02 -1.44602703e+02  4.77213109e-01  1.54203970e+02
 -1.45058724e+02 -1.09308123e-02  1.53744056e+02 -1.44572101e+02
  5.08472129e-01  1.54227534e+02 -1.45045326e+02 -6.08216544e-03
  1.53720173e+02 -1.44644863e+02  4.90847511e-01  1.54194220e+02
 -1.45083226e+02  2.06962892e-02  1.53727201e+02 -1.44587804e+02
  4.93115449e-01  1.54206341e+02 -1.45068580e+02  3.98022683e-03
  1.53734451e+02 -1.44572758e+02  4.86144581e-01  1.54218323e+02
 -1.45128252e+02 -3.10878362e-02  1.53716515e+02 -1.44611210e+02
  4.69537692e-01  1.54193633e+02 -1.45102887e+02 -5.67262152e-03
  1.53734314e+02 -1.44561566e+02  4.84915966e-01  1.54231612e+02
 -1.45068534e+02 -3.48966061e-02  1.53710190e+02 -1.44614868e+02
  4.60636186e-01  1.54209091e+02 -1.45076475e+02 -1.46197643e-02
  1.53741717e+02 -1.44573561e+02  4.81405118e-01  1.54220675e+02
 -1.45113340e+02 -2.21069257e-02  1.53701796e+02 -1.44626061e+02
  4.60663216e-01  1.54199794e+02 -1.45081645e+02 -4.91337234e-03
  1.53740471e+02 -1.44627426e+02  4.79104072e-01  1.54212045e+02
 -1.45137231e+02 -2.92490103e-02  1.53711527e+02 -1.44571947e+02
  4.58615477e-01  1.54181589e+02]
res:  6099 -0.0009009472687466769 0.01690853685249749 0.027371170056930946
[ 1.22319724e-10 -1.03246172e-05 -2.82778744e-01  1.61505923e+04
 -1.45057449e+02 -3.74876645e-03  1.53726946e+02 -1.44582266e+02
  4.73150786e-01  1.54221852e+02 -1.45100885e+02 -3.94216135e-02
  1.53709563e+02 -1.44602040e+02  4.59445890e-01  1.54198539e+02
 -1.45071340e+02 -4.96081812e-02  1.53739809e+02 -1.44553976e+02
  4.76285015e-01  1.54214594e+02 -1.45079238e+02 -3.87977002e-02
  1.53718913e+02 -1.44641714e+02  4.56055925e-01  1.54186296e+02
 -1.45083500e+02 -1.02033209e-02  1.53719360e+02 -1.44603893e+02
  4.93479069e-01  1.54197510e+02 -1.45074848e+02 -2.91255733e-02
  1.53724780e+02 -1.44573662e+02  4.62021404e-01  1.54214369e+02
 -1.45146730e+02 -5.17949195e-02  1.53707856e+02 -1.44624723e+02
  4.48801912e-01  1.54188521e+02 -1.45085280e+02 -3.73602432e-02
  1.53726854e+02 -1.44562082e+02  4.72228190e-01  1.54211806e+02
 -1.45082586e+02 -5.41113082e-02  1.53702612e+02 -1.44588917e+02
  4.44459033e-01  1.54194605e+02 -1.45089516e+02 -3.11057500e-02
  1.53733267e+02 -1.44587085e+02  4.81433051e-01  1.54209398e+02
 -1.45121558e+02 -3.79580221e-02  1.53696397e+02 -1.44624547e+02
  4.34151620e-01  1.54197528e+02 -1.45093865e+02 -2.90866797e-02
  1.53725747e+02 -1.44629547e+02  4.54998375e-01  1.54192384e+02
 -1.45134535e+02 -4.58061739e-02  1.53706691e+02 -1.44595891e+02
  4.28951347e-01  1.54173162e+02]
Niter:  2 row:  7 ngroup:  26 nlines:  6564 gd:  6100
[ 1.22319724e-10 -1.03246172e-05 -2.82778744e-01  1.61505923e+04
 -1.45057449e+02 -3.74876645e-03  1.53726946e+02 -1.44582266e+02
  4.73150786e-01  1.54221852e+02 -1.45100885e+02 -3.94216135e-02
  1.53709563e+02 -1.44602040e+02  4.59445890e-01  1.54198539e+02
 -1.45071340e+02 -4.96081812e-02  1.53739809e+02 -1.44553976e+02
  4.76285015e-01  1.54214594e+02 -1.45079238e+02 -3.87977002e-02
  1.53718913e+02 -1.44641714e+02  4.56055925e-01  1.54186296e+02
 -1.45083500e+02 -1.02033209e-02  1.53719360e+02 -1.44603893e+02
  4.93479069e-01  1.54197510e+02 -1.45074848e+02 -2.91255733e-02
  1.53724780e+02 -1.44573662e+02  4.62021404e-01  1.54214369e+02
 -1.45146730e+02 -5.17949195e-02  1.53707856e+02 -1.44624723e+02
  4.48801912e-01  1.54188521e+02 -1.45085280e+02 -3.73602432e-02
  1.53726854e+02 -1.44562082e+02  4.72228190e-01  1.54211806e+02
 -1.45082586e+02 -5.41113082e-02  1.53702612e+02 -1.44588917e+02
  4.44459033e-01  1.54194605e+02 -1.45089516e+02 -3.11057500e-02
  1.53733267e+02 -1.44587085e+02  4.81433051e-01  1.54209398e+02
 -1.45121558e+02 -3.79580221e-02  1.53696397e+02 -1.44624547e+02
  4.34151620e-01  1.54197528e+02 -1.45093865e+02 -2.90866797e-02
  1.53725747e+02 -1.44629547e+02  4.54998375e-01  1.54192384e+02
 -1.45134535e+02 -4.58061739e-02  1.53706691e+02 -1.44595891e+02
  4.28951347e-01  1.54173162e+02]
res:  6100 -0.0009303946881118463 0.016841706284139946 0.027340578350817196
[ 1.22319736e-10 -1.03246161e-05 -2.82778715e-01  1.61505907e+04
 -1.45064419e+02 -1.33520168e-02  1.53722213e+02 -1.44589207e+02
  4.59890269e-01  1.54217125e+02 -1.45102143e+02 -4.51233246e-02
  1.53704832e+02 -1.44609004e+02  4.53739737e-01  1.54193811e+02
 -1.45078306e+02 -5.87070100e-02  1.53735078e+02 -1.44560962e+02
  4.66732418e-01  1.54209880e+02 -1.45086212e+02 -4.80890002e-02
  1.53714174e+02 -1.44648686e+02  4.41651417e-01  1.54181565e+02
 -1.45085013e+02 -1.98826012e-02  1.53714623e+02 -1.44610878e+02
  4.91953215e-01  1.54192780e+02 -1.45081799e+02 -3.48141363e-02
  1.53720057e+02 -1.44575644e+02  4.48843659e-01  1.54209642e+02
 -1.45153688e+02 -6.86805669e-02  1.53703125e+02 -1.44631708e+02
  4.39181299e-01  1.54183777e+02 -1.45087145e+02 -5.07896150e-02
  1.53722130e+02 -1.44569048e+02  4.66537341e-01  1.54207076e+02
 -1.45089530e+02 -5.98249692e-02  1.53697881e+02 -1.44595884e+02
  4.38735564e-01  1.54187772e+02 -1.45096479e+02 -3.67981404e-02
  1.53730643e+02 -1.44594059e+02  4.75732240e-01  1.54204669e+02
 -1.45123127e+02 -4.36468126e-02  1.53693886e+02 -1.44625377e+02
  4.24780569e-01  1.54194945e+02 -1.45100833e+02 -3.47798386e-02
  1.53721009e+02 -1.44631568e+02  4.49292300e-01  1.54185455e+02
 -1.45141486e+02 -5.15155734e-02  1.53701969e+02 -1.44602866e+02
  4.23238452e-01  1.54168431e+02]
Niter:  3 row:  7 ngroup:  26 nlines:  6564 gd:  6097
[ 1.22319736e-10 -1.03246161e-05 -2.82778715e-01  1.61505907e+04
 -1.45064419e+02 -1.33520168e-02  1.53722213e+02 -1.44589207e+02
  4.59890269e-01  1.54217125e+02 -1.45102143e+02 -4.51233246e-02
  1.53704832e+02 -1.44609004e+02  4.53739737e-01  1.54193811e+02
 -1.45078306e+02 -5.87070100e-02  1.53735078e+02 -1.44560962e+02
  4.66732418e-01  1.54209880e+02 -1.45086212e+02 -4.80890002e-02
  1.53714174e+02 -1.44648686e+02  4.41651417e-01  1.54181565e+02
 -1.45085013e+02 -1.98826012e-02  1.53714623e+02 -1.44610878e+02
  4.91953215e-01  1.54192780e+02 -1.45081799e+02 -3.48141363e-02
  1.53720057e+02 -1.44575644e+02  4.48843659e-01  1.54209642e+02
 -1.45153688e+02 -6.86805669e-02  1.53703125e+02 -1.44631708e+02
  4.39181299e-01  1.54183777e+02 -1.45087145e+02 -5.07896150e-02
  1.53722130e+02 -1.44569048e+02  4.66537341e-01  1.54207076e+02
 -1.45089530e+02 -5.98249692e-02  1.53697881e+02 -1.44595884e+02
  4.38735564e-01  1.54187772e+02 -1.45096479e+02 -3.67981404e-02
  1.53730643e+02 -1.44594059e+02  4.75732240e-01  1.54204669e+02
 -1.45123127e+02 -4.36468126e-02  1.53693886e+02 -1.44625377e+02
  4.24780569e-01  1.54194945e+02 -1.45100833e+02 -3.47798386e-02
  1.53721009e+02 -1.44631568e+02  4.49292300e-01  1.54185455e+02
 -1.45141486e+02 -5.15155734e-02  1.53701969e+02 -1.44602866e+02
  4.23238452e-01  1.54168431e+02]
res:  6097 -0.0010226010053884238 0.016787394094535557 0.027208980846773114
[ 1.22619370e-10 -1.03240770e-05 -2.82779553e-01  1.61505891e+04
 -1.45067368e+02 -2.25819682e-02  1.53732355e+02 -1.44591797e+02
  4.54729205e-01  1.54227635e+02 -1.45104886e+02 -5.02395955e-02
  1.53715089e+02 -1.44611778e+02  4.48654699e-01  1.54204299e+02
 -1.45081186e+02 -6.38304450e-02  1.53745268e+02 -1.44563947e+02
  4.61585345e-01  1.54221019e+02 -1.45089073e+02 -5.32545658e-02
  1.53723942e+02 -1.44651478e+02  4.36506923e-01  1.54191800e+02
 -1.45087836e+02 -2.50108206e-02  1.53724524e+02 -1.44613764e+02
  4.86917764e-01  1.54203039e+02 -1.45084496e+02 -3.99746929e-02
  1.53730724e+02 -1.44578346e+02  4.39823731e-01  1.54220101e+02
 -1.45156463e+02 -8.28656002e-02  1.53713392e+02 -1.44634616e+02
  4.34081236e-01  1.54193297e+02 -1.45083604e+02 -5.58872913e-02
  1.53732715e+02 -1.44571854e+02  4.61392992e-01  1.54217427e+02
 -1.45092249e+02 -6.48970007e-02  1.53708023e+02 -1.44598651e+02
  4.33698289e-01  1.54198553e+02 -1.45099254e+02 -4.19521909e-02
  1.53740588e+02 -1.44596933e+02  4.70609013e-01  1.54215024e+02
 -1.45125868e+02 -4.88270870e-02  1.53703730e+02 -1.44628403e+02
  4.19636933e-01  1.54205037e+02 -1.45103667e+02 -3.99562007e-02
  1.53730815e+02 -1.44634398e+02  4.44226648e-01  1.54195887e+02
 -1.45144308e+02 -5.65377712e-02  1.53712719e+02 -1.44605761e+02
  4.18160899e-01  1.54178795e+02]
Niter:  4 row:  7 ngroup:  26 nlines:  6564 gd:  6093
[ 1.22619370e-10 -1.03240770e-05 -2.82779553e-01  1.61505891e+04
 -1.45067368e+02 -2.25819682e-02  1.53732355e+02 -1.44591797e+02
  4.54729205e-01  1.54227635e+02 -1.45104886e+02 -5.02395955e-02
  1.53715089e+02 -1.44611778e+02  4.48654699e-01  1.54204299e+02
 -1.45081186e+02 -6.38304450e-02  1.53745268e+02 -1.44563947e+02
  4.61585345e-01  1.54221019e+02 -1.45089073e+02 -5.32545658e-02
  1.53723942e+02 -1.44651478e+02  4.36506923e-01  1.54191800e+02
 -1.45087836e+02 -2.50108206e-02  1.53724524e+02 -1.44613764e+02
  4.86917764e-01  1.54203039e+02 -1.45084496e+02 -3.99746929e-02
  1.53730724e+02 -1.44578346e+02  4.39823731e-01  1.54220101e+02
 -1.45156463e+02 -8.28656002e-02  1.53713392e+02 -1.44634616e+02
  4.34081236e-01  1.54193297e+02 -1.45083604e+02 -5.58872913e-02
  1.53732715e+02 -1.44571854e+02  4.61392992e-01  1.54217427e+02
 -1.45092249e+02 -6.48970007e-02  1.53708023e+02 -1.44598651e+02
  4.33698289e-01  1.54198553e+02 -1.45099254e+02 -4.19521909e-02
  1.53740588e+02 -1.44596933e+02  4.70609013e-01  1.54215024e+02
 -1.45125868e+02 -4.88270870e-02  1.53703730e+02 -1.44628403e+02
  4.19636933e-01  1.54205037e+02 -1.45103667e+02 -3.99562007e-02
  1.53730815e+02 -1.44634398e+02  4.44226648e-01  1.54195887e+02
 -1.45144308e+02 -5.65377712e-02  1.53712719e+02 -1.44605761e+02
  4.18160899e-01  1.54178795e+02]
res:  6093 -0.0009362212776977685 0.016741348622417718 0.027137013043788533
[ 1.22619382e-10 -1.03240760e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
Niter:  5 row:  7 ngroup:  26 nlines:  6564 gd:  6092
[ 1.22619382e-10 -1.03240760e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
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  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
res:  6092 -0.0009624543690733844 0.01674124995679449 0.027122404613168394
[ 1.22623020e-10 -1.03240760e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
Niter:  6 row:  7 ngroup:  26 nlines:  6564 gd:  6092
[ 1.22623020e-10 -1.03240760e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
res:  6092 -0.0009698172407297534 0.016736387166019995 0.027122389892399183
[ 1.22622002e-10 -1.03240724e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
Saving figure to  wave_resid_43670005_fiber7.png
Final values:
res:  -0.0009698172407297534 0.027122389892399183
pars:  [ 1.22622002e-10 -1.03240724e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
7 [ 1.22622002e-10 -1.03240724e-05 -2.82779525e-01  1.61505887e+04
 -1.45069090e+02 -2.37389181e-02  1.53730890e+02 -1.44593537e+02
  4.53232663e-01  1.54226164e+02 -1.45106621e+02 -5.17526933e-02
  1.53713623e+02 -1.44613512e+02  4.39527336e-01  1.54202828e+02
 -1.45082914e+02 -6.53378669e-02  1.53743801e+02 -1.44565668e+02
  4.60087589e-01  1.54221579e+02 -1.45090800e+02 -5.47583481e-02
  1.53724785e+02 -1.44653211e+02  4.35006181e-01  1.54190333e+02
 -1.45089569e+02 -2.65139564e-02  1.53725328e+02 -1.44615492e+02
  4.89286090e-01  1.54201528e+02 -1.45086235e+02 -4.14691318e-02
  1.53733257e+02 -1.44580084e+02  4.38639304e-01  1.54218630e+02
 -1.45158195e+02 -8.36078815e-02  1.53711927e+02 -1.44636343e+02
  4.32577815e-01  1.54194143e+02 -1.45085912e+02 -5.73985744e-02
  1.53731241e+02 -1.44573586e+02  4.59883946e-01  1.54215960e+02
 -1.45088626e+02 -6.64029340e-02  1.53706558e+02 -1.44600384e+02
  4.32187674e-01  1.54199134e+02 -1.45100987e+02 -4.34524336e-02
  1.53739126e+02 -1.44598660e+02  4.69109246e-01  1.54211304e+02
 -1.45127603e+02 -5.03268375e-02  1.53700213e+02 -1.44630120e+02
  4.18136745e-01  1.54203508e+02 -1.45105395e+02 -4.14558296e-02
  1.53729355e+02 -1.44636131e+02  4.42720729e-01  1.54194418e+02
 -1.45146036e+02 -5.80488019e-02  1.53711248e+02 -1.44607487e+02
  4.16656096e-01  1.54179425e+02]
--- Row 9/300 row=8 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  8
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=8 ---
Niter:  0 row:  8 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 -0.0009275735455958056 0.017587595009899815 0.038835302739096286
[ 1.22930824e-10 -1.03214061e-05 -2.82778276e-01  1.61505841e+04
 -1.45087196e+02  8.12126143e-14  1.53784228e+02]
Niter:  1 row:  8 ngroup:  1 nlines:  254 gd:  237
[ 1.22930824e-10 -1.03214061e-05 -2.82778276e-01  1.61505841e+04
 -1.45087196e+02  8.12126143e-14  1.53784228e+02]
res:  237 0.0008288943799925619 0.016551151069506886 0.027195967458888713
[ 1.23217942e-10 -1.03211468e-05 -2.82784753e-01  1.61505877e+04
 -1.45010385e+02 -1.58780548e-11  1.53775366e+02]
Niter:  2 row:  8 ngroup:  1 nlines:  254 gd:  238
[ 1.23217942e-10 -1.03211468e-05 -2.82784753e-01  1.61505877e+04
 -1.45010385e+02 -1.58780548e-11  1.53775366e+02]
res:  238 0.0006438581376642105 0.016723713969440723 0.02753245449548155
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
Niter:  3 row:  8 ngroup:  1 nlines:  254 gd:  238
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
res:  238 0.0006438581376642105 0.016723713969440723 0.027532454495450293
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
Niter:  4 row:  8 ngroup:  1 nlines:  254 gd:  238
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
res:  238 0.0006438581376642105 0.016723713969440723 0.027532454495450293
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
Niter:  5 row:  8 ngroup:  1 nlines:  254 gd:  238
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
res:  238 0.0006438581376642105 0.016723713969440723 0.027532454495450293
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
Niter:  6 row:  8 ngroup:  1 nlines:  254 gd:  238
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
res:  238 0.0006438581376642105 0.016723713969440723 0.027532454495450293
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
Final values:
res:  0.0006438581376642105 0.027532454495450293
pars:  [ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
8 [ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02]
elapsed: 3.0 sec.
Niter:  0 row:  8 ngroup:  26 nlines:  6565 gd:  6565
[ 1.23235462e-10 -1.03211843e-05 -2.82784912e-01  1.61505887e+04
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02 -1.45005971e+02 -2.61258187e-11
  1.53777670e+02 -1.45005971e+02 -2.61258187e-11  1.53777670e+02
 -1.45005971e+02 -2.61258187e-11  1.53777670e+02 -1.45005971e+02
 -2.61258187e-11  1.53777670e+02]
res:  6565 0.0009920741667883703 0.01823632496598293 0.04261882802262481
[ 1.23235450e-10 -1.03211854e-05 -2.82784884e-01  1.61505871e+04
 -1.45026270e+02  1.09633952e-02  1.53764643e+02 -1.44544509e+02
  4.92179222e-01  1.54280099e+02 -1.45027696e+02 -7.59865886e-03
  1.53751684e+02 -1.44554997e+02  4.86710848e-01  1.54242823e+02
 -1.44979697e+02 -2.38628703e-02  1.53767843e+02 -1.44506393e+02
  4.90717404e-01  1.54269409e+02 -1.44980233e+02  2.09906008e-02
  1.53767984e+02 -1.44534497e+02  5.04134769e-01  1.54248024e+02
 -1.45006385e+02  2.04891628e-02  1.53767075e+02 -1.44556529e+02
  5.13233046e-01  1.54263426e+02 -1.45033381e+02 -1.00648891e-02
  1.53766441e+02 -1.44513402e+02  5.18043588e-01  1.54270353e+02
 -1.45041683e+02 -3.35127921e-03  1.53761663e+02 -1.44522179e+02
  4.41659361e-01  1.54243557e+02 -1.45002165e+02 -7.20263192e-03
  1.53779402e+02 -1.44512342e+02  4.95898207e-01  1.54277430e+02
 -1.45052219e+02 -2.09140503e-02  1.53742402e+02 -1.44474344e+02
  4.69787709e-01  1.54258506e+02 -1.45032491e+02  1.63853508e-03
  1.53771279e+02 -1.44481648e+02  4.96596296e-01  1.54261337e+02
 -1.45027113e+02 -1.61867066e-02  1.53733984e+02 -1.44522525e+02
  4.43386809e-01  1.54259766e+02 -1.45019317e+02 -1.30282044e-02
  1.53764162e+02 -1.44540316e+02  4.72968822e-01  1.54257267e+02
 -1.45027041e+02 -4.96192526e-02  1.53763371e+02 -1.44572299e+02
  4.79358910e-01  1.54239500e+02]
Niter:  1 row:  8 ngroup:  26 nlines:  6565 gd:  6131
[ 1.23235450e-10 -1.03211854e-05 -2.82784884e-01  1.61505871e+04
 -1.45026270e+02  1.09633952e-02  1.53764643e+02 -1.44544509e+02
  4.92179222e-01  1.54280099e+02 -1.45027696e+02 -7.59865886e-03
  1.53751684e+02 -1.44554997e+02  4.86710848e-01  1.54242823e+02
 -1.44979697e+02 -2.38628703e-02  1.53767843e+02 -1.44506393e+02
  4.90717404e-01  1.54269409e+02 -1.44980233e+02  2.09906008e-02
  1.53767984e+02 -1.44534497e+02  5.04134769e-01  1.54248024e+02
 -1.45006385e+02  2.04891628e-02  1.53767075e+02 -1.44556529e+02
  5.13233046e-01  1.54263426e+02 -1.45033381e+02 -1.00648891e-02
  1.53766441e+02 -1.44513402e+02  5.18043588e-01  1.54270353e+02
 -1.45041683e+02 -3.35127921e-03  1.53761663e+02 -1.44522179e+02
  4.41659361e-01  1.54243557e+02 -1.45002165e+02 -7.20263192e-03
  1.53779402e+02 -1.44512342e+02  4.95898207e-01  1.54277430e+02
 -1.45052219e+02 -2.09140503e-02  1.53742402e+02 -1.44474344e+02
  4.69787709e-01  1.54258506e+02 -1.45032491e+02  1.63853508e-03
  1.53771279e+02 -1.44481648e+02  4.96596296e-01  1.54261337e+02
 -1.45027113e+02 -1.61867066e-02  1.53733984e+02 -1.44522525e+02
  4.43386809e-01  1.54259766e+02 -1.45019317e+02 -1.30282044e-02
  1.53764162e+02 -1.44540316e+02  4.72968822e-01  1.54257267e+02
 -1.45027041e+02 -4.96192526e-02  1.53763371e+02 -1.44572299e+02
  4.79358910e-01  1.54239500e+02]
res:  6131 -0.0005102191917103482 0.017923712577612605 0.028916509512988672
[ 1.23235437e-10 -1.03211864e-05 -2.82784912e-01  1.61505863e+04
 -1.45016262e+02 -8.65685161e-03  1.53767980e+02 -1.44521996e+02
  4.78850697e-01  1.54267448e+02 -1.45030365e+02 -3.01818450e-02
  1.53742348e+02 -1.44543001e+02  4.72234437e-01  1.54241684e+02
 -1.44997924e+02 -4.50284812e-02  1.53761069e+02 -1.44521433e+02
  4.73816847e-01  1.54268359e+02 -1.44988727e+02 -8.78515237e-03
  1.53768743e+02 -1.44538041e+02  4.85169484e-01  1.54230970e+02
 -1.45009400e+02 -1.20202403e-03  1.53767072e+02 -1.44510566e+02
  4.84802831e-01  1.54254642e+02 -1.45019190e+02 -1.67777852e-02
  1.53762810e+02 -1.44507228e+02  4.81049612e-01  1.54257833e+02
 -1.45053865e+02 -2.18784374e-02  1.53755061e+02 -1.44538677e+02
  4.30010111e-01  1.54246805e+02 -1.45003912e+02 -2.76525429e-02
  1.53770462e+02 -1.44517401e+02  4.65944121e-01  1.54268504e+02
 -1.45048190e+02 -2.79252779e-02  1.53732034e+02 -1.44494442e+02
  4.57085573e-01  1.54254148e+02 -1.44995610e+02 -2.93485091e-02
  1.53765052e+02 -1.44477987e+02  4.71103218e-01  1.54252734e+02
 -1.45030667e+02 -4.48686714e-02  1.53738754e+02 -1.44532070e+02
  4.31741686e-01  1.54242154e+02 -1.45018711e+02 -3.27075041e-02
  1.53761385e+02 -1.44538081e+02  4.63688038e-01  1.54246926e+02
 -1.45037300e+02 -4.67657121e-02  1.53751703e+02 -1.44580014e+02
  4.49522240e-01  1.54233829e+02]
Niter:  2 row:  8 ngroup:  26 nlines:  6565 gd:  6105
[ 1.23235437e-10 -1.03211864e-05 -2.82784912e-01  1.61505863e+04
 -1.45016262e+02 -8.65685161e-03  1.53767980e+02 -1.44521996e+02
  4.78850697e-01  1.54267448e+02 -1.45030365e+02 -3.01818450e-02
  1.53742348e+02 -1.44543001e+02  4.72234437e-01  1.54241684e+02
 -1.44997924e+02 -4.50284812e-02  1.53761069e+02 -1.44521433e+02
  4.73816847e-01  1.54268359e+02 -1.44988727e+02 -8.78515237e-03
  1.53768743e+02 -1.44538041e+02  4.85169484e-01  1.54230970e+02
 -1.45009400e+02 -1.20202403e-03  1.53767072e+02 -1.44510566e+02
  4.84802831e-01  1.54254642e+02 -1.45019190e+02 -1.67777852e-02
  1.53762810e+02 -1.44507228e+02  4.81049612e-01  1.54257833e+02
 -1.45053865e+02 -2.18784374e-02  1.53755061e+02 -1.44538677e+02
  4.30010111e-01  1.54246805e+02 -1.45003912e+02 -2.76525429e-02
  1.53770462e+02 -1.44517401e+02  4.65944121e-01  1.54268504e+02
 -1.45048190e+02 -2.79252779e-02  1.53732034e+02 -1.44494442e+02
  4.57085573e-01  1.54254148e+02 -1.44995610e+02 -2.93485091e-02
  1.53765052e+02 -1.44477987e+02  4.71103218e-01  1.54252734e+02
 -1.45030667e+02 -4.48686714e-02  1.53738754e+02 -1.44532070e+02
  4.31741686e-01  1.54242154e+02 -1.45018711e+02 -3.27075041e-02
  1.53761385e+02 -1.44538081e+02  4.63688038e-01  1.54246926e+02
 -1.45037300e+02 -4.67657121e-02  1.53751703e+02 -1.44580014e+02
  4.49522240e-01  1.54233829e+02]
res:  6105 -0.0005116838729009032 0.017974974602111615 0.028458430541113442
[ 1.23235425e-10 -1.03211874e-05 -2.82784940e-01  1.61505879e+04
 -1.45009294e+02 -2.96937223e-03  1.53774858e+02 -1.44515035e+02
  4.84524953e-01  1.54272169e+02 -1.45023415e+02 -3.31441468e-02
  1.53747075e+02 -1.44536012e+02  4.77941972e-01  1.54246404e+02
 -1.44997141e+02 -4.34542561e-02  1.53765796e+02 -1.44520245e+02
  4.79524910e-01  1.54273087e+02 -1.44981737e+02 -3.09207232e-03
  1.53775880e+02 -1.44531071e+02  4.90864859e-01  1.54235697e+02
 -1.45002422e+02  4.49116437e-03  1.53774148e+02 -1.44489098e+02
  4.86511092e-01  1.54256958e+02 -1.45005661e+02 -1.10757773e-02
  1.53769701e+02 -1.44493861e+02  4.86727584e-01  1.54260027e+02
 -1.45046907e+02 -1.61844895e-02  1.53759787e+02 -1.44537562e+02
  4.35705393e-01  1.54251539e+02 -1.44990743e+02 -2.61092617e-02
  1.53775193e+02 -1.44510425e+02  4.71638514e-01  1.54273228e+02
 -1.45035060e+02 -2.22088178e-02  1.53736764e+02 -1.44487476e+02
  4.62788978e-01  1.54258808e+02 -1.44981348e+02 -2.80820776e-02
  1.53769778e+02 -1.44471020e+02  4.67721474e-01  1.54257459e+02
 -1.45023678e+02 -4.31612662e-02  1.53745847e+02 -1.44525081e+02
  4.37450778e-01  1.54246884e+02 -1.45011742e+02 -2.70049338e-02
  1.53766109e+02 -1.44524754e+02  4.65251554e-01  1.54251653e+02
 -1.45030354e+02 -4.10652376e-02  1.53754184e+02 -1.44573039e+02
  4.51180506e-01  1.54238557e+02]
Niter:  3 row:  8 ngroup:  26 nlines:  6565 gd:  6109
[ 1.23235425e-10 -1.03211874e-05 -2.82784940e-01  1.61505879e+04
 -1.45009294e+02 -2.96937223e-03  1.53774858e+02 -1.44515035e+02
  4.84524953e-01  1.54272169e+02 -1.45023415e+02 -3.31441468e-02
  1.53747075e+02 -1.44536012e+02  4.77941972e-01  1.54246404e+02
 -1.44997141e+02 -4.34542561e-02  1.53765796e+02 -1.44520245e+02
  4.79524910e-01  1.54273087e+02 -1.44981737e+02 -3.09207232e-03
  1.53775880e+02 -1.44531071e+02  4.90864859e-01  1.54235697e+02
 -1.45002422e+02  4.49116437e-03  1.53774148e+02 -1.44489098e+02
  4.86511092e-01  1.54256958e+02 -1.45005661e+02 -1.10757773e-02
  1.53769701e+02 -1.44493861e+02  4.86727584e-01  1.54260027e+02
 -1.45046907e+02 -1.61844895e-02  1.53759787e+02 -1.44537562e+02
  4.35705393e-01  1.54251539e+02 -1.44990743e+02 -2.61092617e-02
  1.53775193e+02 -1.44510425e+02  4.71638514e-01  1.54273228e+02
 -1.45035060e+02 -2.22088178e-02  1.53736764e+02 -1.44487476e+02
  4.62788978e-01  1.54258808e+02 -1.44981348e+02 -2.80820776e-02
  1.53769778e+02 -1.44471020e+02  4.67721474e-01  1.54257459e+02
 -1.45023678e+02 -4.31612662e-02  1.53745847e+02 -1.44525081e+02
  4.37450778e-01  1.54246884e+02 -1.45011742e+02 -2.70049338e-02
  1.53766109e+02 -1.44524754e+02  4.65251554e-01  1.54251653e+02
 -1.45030354e+02 -4.10652376e-02  1.53754184e+02 -1.44573039e+02
  4.51180506e-01  1.54238557e+02]
res:  6109 -0.0004581362682074541 0.017840757849626243 0.028436617669771503
[ 1.23171675e-10 -1.03215869e-05 -2.82784534e-01  1.61505895e+04
 -1.45012216e+02  2.34913471e-03  1.53775478e+02 -1.44517884e+02
  4.89875779e-01  1.54272114e+02 -1.45026166e+02 -2.78529306e-02
  1.53747096e+02 -1.44539159e+02  4.83237346e-01  1.54246330e+02
 -1.45001858e+02 -3.81604974e-02  1.53765829e+02 -1.44523071e+02
  4.84809877e-01  1.54273128e+02 -1.44984883e+02  2.22745102e-03
  1.53775988e+02 -1.44534039e+02  4.96199687e-01  1.54235742e+02
 -1.45005454e+02  9.82928474e-03  1.53774224e+02 -1.44492348e+02
  4.91866599e-01  1.54257132e+02 -1.45008529e+02 -5.76154211e-03
  1.53769709e+02 -1.44496914e+02  4.92105710e-01  1.54260123e+02
 -1.45049747e+02 -1.08462863e-02  1.53759803e+02 -1.44540434e+02
  4.41037607e-01  1.54251692e+02 -1.44993718e+02 -2.08082067e-02
  1.53775272e+02 -1.44513444e+02  4.76978041e-01  1.54273229e+02
 -1.45036464e+02 -1.68871073e-02  1.53736856e+02 -1.44490381e+02
  4.68080977e-01  1.54259388e+02 -1.44984560e+02 -2.27713386e-02
  1.53769785e+02 -1.44473933e+02  4.73036022e-01  1.54257447e+02
 -1.45026810e+02 -3.78156770e-02  1.53745939e+02 -1.44528209e+02
  4.42766213e-01  1.54246959e+02 -1.45014678e+02 -2.17108922e-02
  1.53766091e+02 -1.44527757e+02  4.70524079e-01  1.54251662e+02
 -1.45033061e+02 -3.57619605e-02  1.53754263e+02 -1.44576043e+02
  4.56542879e-01  1.54238606e+02]
Niter:  4 row:  8 ngroup:  26 nlines:  6565 gd:  6105
[ 1.23171675e-10 -1.03215869e-05 -2.82784534e-01  1.61505895e+04
 -1.45012216e+02  2.34913471e-03  1.53775478e+02 -1.44517884e+02
  4.89875779e-01  1.54272114e+02 -1.45026166e+02 -2.78529306e-02
  1.53747096e+02 -1.44539159e+02  4.83237346e-01  1.54246330e+02
 -1.45001858e+02 -3.81604974e-02  1.53765829e+02 -1.44523071e+02
  4.84809877e-01  1.54273128e+02 -1.44984883e+02  2.22745102e-03
  1.53775988e+02 -1.44534039e+02  4.96199687e-01  1.54235742e+02
 -1.45005454e+02  9.82928474e-03  1.53774224e+02 -1.44492348e+02
  4.91866599e-01  1.54257132e+02 -1.45008529e+02 -5.76154211e-03
  1.53769709e+02 -1.44496914e+02  4.92105710e-01  1.54260123e+02
 -1.45049747e+02 -1.08462863e-02  1.53759803e+02 -1.44540434e+02
  4.41037607e-01  1.54251692e+02 -1.44993718e+02 -2.08082067e-02
  1.53775272e+02 -1.44513444e+02  4.76978041e-01  1.54273229e+02
 -1.45036464e+02 -1.68871073e-02  1.53736856e+02 -1.44490381e+02
  4.68080977e-01  1.54259388e+02 -1.44984560e+02 -2.27713386e-02
  1.53769785e+02 -1.44473933e+02  4.73036022e-01  1.54257447e+02
 -1.45026810e+02 -3.78156770e-02  1.53745939e+02 -1.44528209e+02
  4.42766213e-01  1.54246959e+02 -1.45014678e+02 -2.17108922e-02
  1.53766091e+02 -1.44527757e+02  4.70524079e-01  1.54251662e+02
 -1.45033061e+02 -3.57619605e-02  1.53754263e+02 -1.44576043e+02
  4.56542879e-01  1.54238606e+02]
res:  6105 -0.0004515350865403889 0.017833193043770734 0.028372448309457947
[ 1.23171676e-10 -1.03215880e-05 -2.82784534e-01  1.61505895e+04
 -1.45012216e+02  2.34913468e-03  1.53775478e+02 -1.44517884e+02
  4.89875779e-01  1.54272114e+02 -1.45026166e+02 -2.78529306e-02
  1.53747096e+02 -1.44539159e+02  4.83237346e-01  1.54246330e+02
 -1.45001858e+02 -3.81604974e-02  1.53765829e+02 -1.44523071e+02
  4.84809877e-01  1.54273128e+02 -1.44984883e+02  2.22745100e-03
  1.53775988e+02 -1.44534039e+02  4.96199687e-01  1.54235742e+02
 -1.45005454e+02  9.82928471e-03  1.53774224e+02 -1.44492348e+02
  4.91866599e-01  1.54257132e+02 -1.45008529e+02 -5.76154118e-03
  1.53769709e+02 -1.44496914e+02  4.92105710e-01  1.54260123e+02
 -1.45049747e+02 -1.08462873e-02  1.53759803e+02 -1.44540434e+02
  4.41037607e-01  1.54251692e+02 -1.44993718e+02 -2.08082067e-02
  1.53775272e+02 -1.44513444e+02  4.76978041e-01  1.54273229e+02
 -1.45036464e+02 -1.68871073e-02  1.53736856e+02 -1.44490381e+02
  4.68080977e-01  1.54259388e+02 -1.44984560e+02 -2.27713387e-02
  1.53769785e+02 -1.44473933e+02  4.73036022e-01  1.54257447e+02
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  4.42766213e-01  1.54246959e+02 -1.45014678e+02 -2.17108922e-02
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 -1.45033061e+02 -3.57619606e-02  1.53754263e+02 -1.44576043e+02
  4.56542879e-01  1.54238606e+02]
Niter:  5 row:  8 ngroup:  26 nlines:  6565 gd:  6105
[ 1.23171676e-10 -1.03215880e-05 -2.82784534e-01  1.61505895e+04
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  4.84809877e-01  1.54273128e+02 -1.44984883e+02  2.22745100e-03
  1.53775988e+02 -1.44534039e+02  4.96199687e-01  1.54235742e+02
 -1.45005454e+02  9.82928471e-03  1.53774224e+02 -1.44492348e+02
  4.91866599e-01  1.54257132e+02 -1.45008529e+02 -5.76154118e-03
  1.53769709e+02 -1.44496914e+02  4.92105710e-01  1.54260123e+02
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  1.53775272e+02 -1.44513444e+02  4.76978041e-01  1.54273229e+02
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  4.68080977e-01  1.54259388e+02 -1.44984560e+02 -2.27713387e-02
  1.53769785e+02 -1.44473933e+02  4.73036022e-01  1.54257447e+02
 -1.45026810e+02 -3.78156771e-02  1.53745939e+02 -1.44528209e+02
  4.42766213e-01  1.54246959e+02 -1.45014678e+02 -2.17108922e-02
  1.53766091e+02 -1.44527757e+02  4.70524079e-01  1.54251662e+02
 -1.45033061e+02 -3.57619606e-02  1.53754263e+02 -1.44576043e+02
  4.56542879e-01  1.54238606e+02]
res:  6105 -0.0004986948715668404 0.017726488935295492 0.02833743784742267
[ 1.23209038e-10 -1.03218585e-05 -2.82785328e-01  1.61505911e+04
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  4.95450039e-01  1.54268100e+02 -1.45019642e+02 -2.21056077e-02
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 -1.44994841e+02 -3.24434717e-02  1.53761899e+02 -1.44514650e+02
  4.90529406e-01  1.54269199e+02 -1.44976532e+02  7.85620217e-03
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  1.53765759e+02 -1.44488489e+02  4.97699686e-01  1.54256219e+02
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  4.46713675e-01  1.54247847e+02 -1.44985326e+02 -1.51451833e-02
  1.53771375e+02 -1.44505075e+02  4.82630171e-01  1.54269259e+02
 -1.45026827e+02 -1.11123372e-02  1.53732319e+02 -1.44482007e+02
  4.73776495e-01  1.54255867e+02 -1.44976178e+02 -1.70850571e-02
  1.53765831e+02 -1.44465564e+02  4.78653776e-01  1.54253470e+02
 -1.45018446e+02 -3.22040910e-02  1.53742050e+02 -1.44519837e+02
  4.48511999e-01  1.54243051e+02 -1.45006309e+02 -1.60388306e-02
  1.53762118e+02 -1.44519394e+02  4.76238785e-01  1.54247716e+02
 -1.45024632e+02 -3.00097718e-02  1.53750365e+02 -1.44567550e+02
  4.62106321e-01  1.54234681e+02]
Niter:  6 row:  8 ngroup:  26 nlines:  6565 gd:  6104
[ 1.23209038e-10 -1.03218585e-05 -2.82785328e-01  1.61505911e+04
 -1.45003867e+02  7.96090770e-03  1.53771993e+02 -1.44509406e+02
  4.95450039e-01  1.54268100e+02 -1.45019642e+02 -2.21056077e-02
  1.53743155e+02 -1.44530727e+02  4.88980614e-01  1.54242298e+02
 -1.44994841e+02 -3.24434717e-02  1.53761899e+02 -1.44514650e+02
  4.90529406e-01  1.54269199e+02 -1.44976532e+02  7.85620217e-03
  1.53772097e+02 -1.44525542e+02  5.01842267e-01  1.54231806e+02
 -1.44997059e+02  1.54947496e-02  1.53770313e+02 -1.44483963e+02
  4.97491614e-01  1.54253301e+02 -1.45000048e+02  1.10517284e-03
  1.53765759e+02 -1.44488489e+02  4.97699686e-01  1.54256219e+02
 -1.45041355e+02 -6.35134355e-03  1.53755855e+02 -1.44531962e+02
  4.46713675e-01  1.54247847e+02 -1.44985326e+02 -1.51451833e-02
  1.53771375e+02 -1.44505075e+02  4.82630171e-01  1.54269259e+02
 -1.45026827e+02 -1.11123372e-02  1.53732319e+02 -1.44482007e+02
  4.73776495e-01  1.54255867e+02 -1.44976178e+02 -1.70850571e-02
  1.53765831e+02 -1.44465564e+02  4.78653776e-01  1.54253470e+02
 -1.45018446e+02 -3.22040910e-02  1.53742050e+02 -1.44519837e+02
  4.48511999e-01  1.54243051e+02 -1.45006309e+02 -1.60388306e-02
  1.53762118e+02 -1.44519394e+02  4.76238785e-01  1.54247716e+02
 -1.45024632e+02 -3.00097718e-02  1.53750365e+02 -1.44567550e+02
  4.62106321e-01  1.54234681e+02]
res:  6104 -0.00048238003910228144 0.017715448937451583 0.028319682051106253
[ 1.23205419e-10 -1.03218585e-05 -2.82785328e-01  1.61505911e+04
 -1.45003867e+02  7.96090770e-03  1.53771993e+02 -1.44509406e+02
  4.95450039e-01  1.54268100e+02 -1.45019642e+02 -2.21056077e-02
  1.53743155e+02 -1.44530727e+02  4.88980614e-01  1.54242298e+02
 -1.44994841e+02 -3.24434717e-02  1.53761899e+02 -1.44514650e+02
  4.90529406e-01  1.54269199e+02 -1.44976532e+02  7.85620217e-03
  1.53772097e+02 -1.44525542e+02  5.01842267e-01  1.54231806e+02
 -1.44997059e+02  1.54947496e-02  1.53770313e+02 -1.44483963e+02
  4.97491614e-01  1.54253301e+02 -1.45000048e+02  1.10517284e-03
  1.53765759e+02 -1.44488489e+02  4.97699686e-01  1.54256219e+02
 -1.45041355e+02 -6.35134355e-03  1.53755855e+02 -1.44531962e+02
  4.46713675e-01  1.54247847e+02 -1.44985326e+02 -1.51451833e-02
  1.53771375e+02 -1.44505075e+02  4.82630171e-01  1.54269259e+02
 -1.45026827e+02 -1.11123372e-02  1.53732319e+02 -1.44482007e+02
  4.73776495e-01  1.54255867e+02 -1.44976178e+02 -1.70850571e-02
  1.53765831e+02 -1.44465564e+02  4.78653776e-01  1.54253470e+02
 -1.45018446e+02 -3.22040910e-02  1.53742050e+02 -1.44519837e+02
  4.48511999e-01  1.54243051e+02 -1.45006309e+02 -1.60388306e-02
  1.53762118e+02 -1.44519394e+02  4.76238785e-01  1.54247716e+02
 -1.45024632e+02 -3.00097718e-02  1.53750365e+02 -1.44567550e+02
  4.62106321e-01  1.54234681e+02]
Saving figure to  wave_resid_43670005_fiber8.png
Final values:
res:  -0.00048238003910228144 0.028319682051106253
pars:  [ 1.23205419e-10 -1.03218585e-05 -2.82785328e-01  1.61505911e+04
 -1.45003867e+02  7.96090770e-03  1.53771993e+02 -1.44509406e+02
  4.95450039e-01  1.54268100e+02 -1.45019642e+02 -2.21056077e-02
  1.53743155e+02 -1.44530727e+02  4.88980614e-01  1.54242298e+02
 -1.44994841e+02 -3.24434717e-02  1.53761899e+02 -1.44514650e+02
  4.90529406e-01  1.54269199e+02 -1.44976532e+02  7.85620217e-03
  1.53772097e+02 -1.44525542e+02  5.01842267e-01  1.54231806e+02
 -1.44997059e+02  1.54947496e-02  1.53770313e+02 -1.44483963e+02
  4.97491614e-01  1.54253301e+02 -1.45000048e+02  1.10517284e-03
  1.53765759e+02 -1.44488489e+02  4.97699686e-01  1.54256219e+02
 -1.45041355e+02 -6.35134355e-03  1.53755855e+02 -1.44531962e+02
  4.46713675e-01  1.54247847e+02 -1.44985326e+02 -1.51451833e-02
  1.53771375e+02 -1.44505075e+02  4.82630171e-01  1.54269259e+02
 -1.45026827e+02 -1.11123372e-02  1.53732319e+02 -1.44482007e+02
  4.73776495e-01  1.54255867e+02 -1.44976178e+02 -1.70850571e-02
  1.53765831e+02 -1.44465564e+02  4.78653776e-01  1.54253470e+02
 -1.45018446e+02 -3.22040910e-02  1.53742050e+02 -1.44519837e+02
  4.48511999e-01  1.54243051e+02 -1.45006309e+02 -1.60388306e-02
  1.53762118e+02 -1.44519394e+02  4.76238785e-01  1.54247716e+02
 -1.45024632e+02 -3.00097718e-02  1.53750365e+02 -1.44567550e+02
  4.62106321e-01  1.54234681e+02]
8 [ 1.23205419e-10 -1.03218585e-05 -2.82785328e-01  1.61505911e+04
 -1.45003867e+02  7.96090770e-03  1.53771993e+02 -1.44509406e+02
  4.95450039e-01  1.54268100e+02 -1.45019642e+02 -2.21056077e-02
  1.53743155e+02 -1.44530727e+02  4.88980614e-01  1.54242298e+02
 -1.44994841e+02 -3.24434717e-02  1.53761899e+02 -1.44514650e+02
  4.90529406e-01  1.54269199e+02 -1.44976532e+02  7.85620217e-03
  1.53772097e+02 -1.44525542e+02  5.01842267e-01  1.54231806e+02
 -1.44997059e+02  1.54947496e-02  1.53770313e+02 -1.44483963e+02
  4.97491614e-01  1.54253301e+02 -1.45000048e+02  1.10517284e-03
  1.53765759e+02 -1.44488489e+02  4.97699686e-01  1.54256219e+02
 -1.45041355e+02 -6.35134355e-03  1.53755855e+02 -1.44531962e+02
  4.46713675e-01  1.54247847e+02 -1.44985326e+02 -1.51451833e-02
  1.53771375e+02 -1.44505075e+02  4.82630171e-01  1.54269259e+02
 -1.45026827e+02 -1.11123372e-02  1.53732319e+02 -1.44482007e+02
  4.73776495e-01  1.54255867e+02 -1.44976178e+02 -1.70850571e-02
  1.53765831e+02 -1.44465564e+02  4.78653776e-01  1.54253470e+02
 -1.45018446e+02 -3.22040910e-02  1.53742050e+02 -1.44519837e+02
  4.48511999e-01  1.54243051e+02 -1.45006309e+02 -1.60388306e-02
  1.53762118e+02 -1.44519394e+02  4.76238785e-01  1.54247716e+02
 -1.45024632e+02 -3.00097718e-02  1.53750365e+02 -1.44567550e+02
  4.62106321e-01  1.54234681e+02]
--- Row 10/300 row=9 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  9
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=9 ---
Niter:  0 row:  9 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -0.0002030227724389988 0.017014166683111398 0.03592483302916128
[ 1.22304974e-10 -1.03219790e-05 -2.82776541e-01  1.61505912e+04
 -1.45070535e+02  4.80179862e-13  1.53790411e+02]
Niter:  1 row:  9 ngroup:  1 nlines:  250 gd:  238
[ 1.22304974e-10 -1.03219790e-05 -2.82776541e-01  1.61505912e+04
 -1.45070535e+02  4.80179862e-13  1.53790411e+02]
res:  238 -0.0023259918480107444 0.016388802732762997 0.02737159727936516
[ 1.22960988e-10 -1.03219423e-05 -2.82786589e-01  1.61505955e+04
 -1.44987131e+02  1.07933442e-11  1.53756683e+02]
Niter:  2 row:  9 ngroup:  1 nlines:  250 gd:  239
[ 1.22960988e-10 -1.03219423e-05 -2.82786589e-01  1.61505955e+04
 -1.44987131e+02  1.07933442e-11  1.53756683e+02]
res:  239 -0.0021709921265937737 0.016740542668230773 0.027613378510885373
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
Niter:  3 row:  9 ngroup:  1 nlines:  250 gd:  239
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
res:  239 -0.0021709921265937737 0.016740542668230773 0.027613378510885373
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
Niter:  4 row:  9 ngroup:  1 nlines:  250 gd:  239
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
res:  239 -0.0021709921265937737 0.016740542668230773 0.027613378510885373
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
Niter:  5 row:  9 ngroup:  1 nlines:  250 gd:  239
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
res:  239 -0.0021709921265937737 0.016740542668230773 0.027613378510885373
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
Niter:  6 row:  9 ngroup:  1 nlines:  250 gd:  239
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
res:  239 -0.0021709921265937737 0.016740542668230773 0.027613378510885373
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
Final values:
res:  -0.0021709921265937737 0.027613378510885373
pars:  [ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
9 [ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02]
elapsed: 3.0 sec.
Niter:  0 row:  9 ngroup:  26 nlines:  6504 gd:  6504
[ 1.23092372e-10 -1.03219822e-05 -2.82788594e-01  1.61505964e+04
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02 -1.44972793e+02  5.63997774e-11
  1.53750300e+02 -1.44972793e+02  5.63997774e-11  1.53750300e+02
 -1.44972793e+02  5.63997774e-11  1.53750300e+02 -1.44972793e+02
  5.63997774e-11  1.53750300e+02]
res:  6504 0.0009160839781543473 0.018077741428896843 0.04186479989728854
[ 1.23092385e-10 -1.03219832e-05 -2.82788566e-01  1.61505947e+04
 -1.44986346e+02  1.28365235e-02  1.53751129e+02 -1.44489210e+02
  5.15190249e-01  1.54239794e+02 -1.45014807e+02 -1.76765652e-02
  1.53751491e+02 -1.44532636e+02  4.81648615e-01  1.54225053e+02
 -1.44992443e+02 -2.13429080e-02  1.53756051e+02 -1.44502604e+02
  5.23423463e-01  1.54258857e+02 -1.44961526e+02 -1.26491409e-03
  1.53753888e+02 -1.44480295e+02  5.28261621e-01  1.54229990e+02
 -1.44981780e+02  1.92664380e-02  1.53753641e+02 -1.44510709e+02
  5.02971246e-01  1.54250826e+02 -1.45004131e+02  3.18981541e-02
  1.53766478e+02 -1.44475198e+02  5.04914579e-01  1.54242124e+02
 -1.45061830e+02 -3.61416790e-02  1.53728669e+02 -1.44563410e+02
  4.75075513e-01  1.54227342e+02 -1.44991695e+02  2.26340487e-02
  1.53766108e+02 -1.44518935e+02  5.06238603e-01  1.54254779e+02
 -1.44990889e+02  3.03047896e-03  1.53728075e+02 -1.44509481e+02
  4.88181537e-01  1.54249835e+02 -1.44996812e+02  2.07549695e-03
  1.53756919e+02 -1.44453642e+02  4.93488973e-01  1.54248224e+02
 -1.45009760e+02 -1.28994826e-02  1.53718732e+02 -1.44518394e+02
  4.69807005e-01  1.54230590e+02 -1.45012523e+02 -3.33247948e-02
  1.53743305e+02 -1.44524886e+02  4.96507435e-01  1.54243203e+02
 -1.45019437e+02 -4.44828677e-02  1.53743997e+02 -1.44552525e+02
  4.74720392e-01  1.54230250e+02]
Niter:  1 row:  9 ngroup:  26 nlines:  6504 gd:  6096
[ 1.23092385e-10 -1.03219832e-05 -2.82788566e-01  1.61505947e+04
 -1.44986346e+02  1.28365235e-02  1.53751129e+02 -1.44489210e+02
  5.15190249e-01  1.54239794e+02 -1.45014807e+02 -1.76765652e-02
  1.53751491e+02 -1.44532636e+02  4.81648615e-01  1.54225053e+02
 -1.44992443e+02 -2.13429080e-02  1.53756051e+02 -1.44502604e+02
  5.23423463e-01  1.54258857e+02 -1.44961526e+02 -1.26491409e-03
  1.53753888e+02 -1.44480295e+02  5.28261621e-01  1.54229990e+02
 -1.44981780e+02  1.92664380e-02  1.53753641e+02 -1.44510709e+02
  5.02971246e-01  1.54250826e+02 -1.45004131e+02  3.18981541e-02
  1.53766478e+02 -1.44475198e+02  5.04914579e-01  1.54242124e+02
 -1.45061830e+02 -3.61416790e-02  1.53728669e+02 -1.44563410e+02
  4.75075513e-01  1.54227342e+02 -1.44991695e+02  2.26340487e-02
  1.53766108e+02 -1.44518935e+02  5.06238603e-01  1.54254779e+02
 -1.44990889e+02  3.03047896e-03  1.53728075e+02 -1.44509481e+02
  4.88181537e-01  1.54249835e+02 -1.44996812e+02  2.07549695e-03
  1.53756919e+02 -1.44453642e+02  4.93488973e-01  1.54248224e+02
 -1.45009760e+02 -1.28994826e-02  1.53718732e+02 -1.44518394e+02
  4.69807005e-01  1.54230590e+02 -1.45012523e+02 -3.33247948e-02
  1.53743305e+02 -1.44524886e+02  4.96507435e-01  1.54243203e+02
 -1.45019437e+02 -4.44828677e-02  1.53743997e+02 -1.44552525e+02
  4.74720392e-01  1.54230250e+02]
res:  6096 -0.0008868568011166644 0.018033243803984078 0.02921873579633231
[ 1.23092372e-10 -1.03219842e-05 -2.82788537e-01  1.61505931e+04
 -1.44986810e+02 -1.14160015e-02  1.53743122e+02 -1.44512510e+02
  4.84415929e-01  1.54234691e+02 -1.45027428e+02 -4.56558855e-02
  1.53741053e+02 -1.44535526e+02  4.52537252e-01  1.54210838e+02
 -1.45009823e+02 -4.58436092e-02  1.53753026e+02 -1.44530820e+02
  4.95820934e-01  1.54247455e+02 -1.44985255e+02 -2.69693992e-02
  1.53745636e+02 -1.44500177e+02  5.00225124e-01  1.54216520e+02
 -1.44973494e+02 -7.30302598e-03  1.53739765e+02 -1.44531232e+02
  4.80006560e-01  1.54244161e+02 -1.45018856e+02  9.90079347e-03
  1.53763421e+02 -1.44499543e+02  4.76611646e-01  1.54227043e+02
 -1.45047739e+02 -4.64464955e-02  1.53727708e+02 -1.44531013e+02
  4.60213340e-01  1.54219470e+02 -1.45009574e+02 -1.29846222e-02
  1.53755811e+02 -1.44510036e+02  4.53240314e-01  1.54249839e+02
 -1.45010767e+02 -5.14808912e-03  1.53714279e+02 -1.44522015e+02
  4.59453742e-01  1.54233457e+02 -1.44999236e+02 -1.64702994e-02
  1.53749170e+02 -1.44471104e+02  4.74967858e-01  1.54237111e+02
 -1.45022684e+02 -3.93815474e-02  1.53715132e+02 -1.44515839e+02
  4.50422248e-01  1.54214508e+02 -1.45018286e+02 -5.11892291e-02
  1.53741231e+02 -1.44523218e+02  4.60328054e-01  1.54235656e+02
 -1.45027095e+02 -5.51293736e-02  1.53734549e+02 -1.44552269e+02
  4.38569708e-01  1.54220172e+02]
Niter:  2 row:  9 ngroup:  26 nlines:  6504 gd:  6085
[ 1.23092372e-10 -1.03219842e-05 -2.82788537e-01  1.61505931e+04
 -1.44986810e+02 -1.14160015e-02  1.53743122e+02 -1.44512510e+02
  4.84415929e-01  1.54234691e+02 -1.45027428e+02 -4.56558855e-02
  1.53741053e+02 -1.44535526e+02  4.52537252e-01  1.54210838e+02
 -1.45009823e+02 -4.58436092e-02  1.53753026e+02 -1.44530820e+02
  4.95820934e-01  1.54247455e+02 -1.44985255e+02 -2.69693992e-02
  1.53745636e+02 -1.44500177e+02  5.00225124e-01  1.54216520e+02
 -1.44973494e+02 -7.30302598e-03  1.53739765e+02 -1.44531232e+02
  4.80006560e-01  1.54244161e+02 -1.45018856e+02  9.90079347e-03
  1.53763421e+02 -1.44499543e+02  4.76611646e-01  1.54227043e+02
 -1.45047739e+02 -4.64464955e-02  1.53727708e+02 -1.44531013e+02
  4.60213340e-01  1.54219470e+02 -1.45009574e+02 -1.29846222e-02
  1.53755811e+02 -1.44510036e+02  4.53240314e-01  1.54249839e+02
 -1.45010767e+02 -5.14808912e-03  1.53714279e+02 -1.44522015e+02
  4.59453742e-01  1.54233457e+02 -1.44999236e+02 -1.64702994e-02
  1.53749170e+02 -1.44471104e+02  4.74967858e-01  1.54237111e+02
 -1.45022684e+02 -3.93815474e-02  1.53715132e+02 -1.44515839e+02
  4.50422248e-01  1.54214508e+02 -1.45018286e+02 -5.11892291e-02
  1.53741231e+02 -1.44523218e+02  4.60328054e-01  1.54235656e+02
 -1.45027095e+02 -5.51293736e-02  1.53734549e+02 -1.44552269e+02
  4.38569708e-01  1.54220172e+02]
res:  6085 -0.0009057478000613628 0.01806874690009863 0.029013338158056925
[ 1.23092360e-10 -1.03219853e-05 -2.82788509e-01  1.61505915e+04
 -1.44993817e+02 -1.71198229e-02  1.53738368e+02 -1.44525488e+02
  4.78714576e-01  1.54229931e+02 -1.45034427e+02 -6.42392622e-02
  1.53736292e+02 -1.44542540e+02  4.46835377e-01  1.54206077e+02
 -1.45016827e+02 -5.15444338e-02  1.53748263e+02 -1.44537797e+02
  4.86005617e-01  1.54242694e+02 -1.44992283e+02 -3.26742628e-02
  1.53740876e+02 -1.44513441e+02  4.94532264e-01  1.54211760e+02
 -1.44974913e+02 -1.69708365e-02  1.53735006e+02 -1.44538231e+02
  4.74293673e-01  1.54241706e+02 -1.45025838e+02  4.20927946e-03
  1.53760873e+02 -1.44506551e+02  4.66574055e-01  1.54222280e+02
 -1.45054751e+02 -5.21654846e-02  1.53722949e+02 -1.44531519e+02
  4.54526429e-01  1.54216883e+02 -1.45016561e+02 -2.74194040e-02
  1.53751050e+02 -1.44517053e+02  4.47546667e-01  1.54245072e+02
 -1.45017760e+02 -1.08438516e-02  1.53709517e+02 -1.44529018e+02
  4.53749750e-01  1.54228700e+02 -1.45006236e+02 -2.21753949e-02
  1.53744404e+02 -1.44478125e+02  4.69252345e-01  1.54232355e+02
 -1.45029696e+02 -4.50766021e-02  1.53712706e+02 -1.44522860e+02
  4.44731842e-01  1.54207356e+02 -1.45019170e+02 -5.68878806e-02
  1.53736480e+02 -1.44530214e+02  4.50070471e-01  1.54230896e+02
 -1.45034095e+02 -6.08140476e-02  1.53729778e+02 -1.44559264e+02
  4.32864574e-01  1.54215419e+02]
Niter:  3 row:  9 ngroup:  26 nlines:  6504 gd:  6087
[ 1.23092360e-10 -1.03219853e-05 -2.82788509e-01  1.61505915e+04
 -1.44993817e+02 -1.71198229e-02  1.53738368e+02 -1.44525488e+02
  4.78714576e-01  1.54229931e+02 -1.45034427e+02 -6.42392622e-02
  1.53736292e+02 -1.44542540e+02  4.46835377e-01  1.54206077e+02
 -1.45016827e+02 -5.15444338e-02  1.53748263e+02 -1.44537797e+02
  4.86005617e-01  1.54242694e+02 -1.44992283e+02 -3.26742628e-02
  1.53740876e+02 -1.44513441e+02  4.94532264e-01  1.54211760e+02
 -1.44974913e+02 -1.69708365e-02  1.53735006e+02 -1.44538231e+02
  4.74293673e-01  1.54241706e+02 -1.45025838e+02  4.20927946e-03
  1.53760873e+02 -1.44506551e+02  4.66574055e-01  1.54222280e+02
 -1.45054751e+02 -5.21654846e-02  1.53722949e+02 -1.44531519e+02
  4.54526429e-01  1.54216883e+02 -1.45016561e+02 -2.74194040e-02
  1.53751050e+02 -1.44517053e+02  4.47546667e-01  1.54245072e+02
 -1.45017760e+02 -1.08438516e-02  1.53709517e+02 -1.44529018e+02
  4.53749750e-01  1.54228700e+02 -1.45006236e+02 -2.21753949e-02
  1.53744404e+02 -1.44478125e+02  4.69252345e-01  1.54232355e+02
 -1.45029696e+02 -4.50766021e-02  1.53712706e+02 -1.44522860e+02
  4.44731842e-01  1.54207356e+02 -1.45019170e+02 -5.68878806e-02
  1.53736480e+02 -1.44530214e+02  4.50070471e-01  1.54230896e+02
 -1.45034095e+02 -6.08140476e-02  1.53729778e+02 -1.44559264e+02
  4.32864574e-01  1.54215419e+02]
res:  6087 -0.000954359476963873 0.017917129165653023 0.028951395012492557
[ 1.22926594e-10 -1.03224034e-05 -2.82785196e-01  1.61505931e+04
 -1.45017159e+02 -1.15961865e-02  1.53752798e+02 -1.44548753e+02
  4.84403117e-01  1.54244418e+02 -1.45057622e+02 -5.82623032e-02
  1.53750784e+02 -1.44566014e+02  4.52363170e-01  1.54220591e+02
 -1.45040112e+02 -4.57399988e-02  1.53762799e+02 -1.44560552e+02
  4.92009110e-01  1.54257229e+02 -1.45016074e+02 -2.71567093e-02
  1.53755363e+02 -1.44536735e+02  5.00292227e-01  1.54226224e+02
 -1.44998249e+02 -1.12916837e-02  1.53749484e+02 -1.44561441e+02
  4.79769129e-01  1.54256210e+02 -1.45048706e+02  1.01042497e-02
  1.53775242e+02 -1.44529986e+02  4.70436385e-01  1.54236803e+02
 -1.45078299e+02 -4.69020243e-02  1.53737455e+02 -1.44555116e+02
  4.60450016e-01  1.54232309e+02 -1.45039444e+02 -2.11940659e-02
  1.53765570e+02 -1.44540589e+02  4.53383486e-01  1.54259660e+02
 -1.45040832e+02 -5.24025875e-03  1.53724077e+02 -1.44552274e+02
  4.59448580e-01  1.54243130e+02 -1.45029385e+02 -1.65978607e-02
  1.53758991e+02 -1.44501738e+02  4.74760753e-01  1.54246820e+02
 -1.45053180e+02 -3.90461732e-02  1.53727283e+02 -1.44546462e+02
  4.48569210e-01  1.54220883e+02 -1.45042602e+02 -5.12989328e-02
  1.53750850e+02 -1.44553422e+02  4.55869081e-01  1.54245391e+02
 -1.45057297e+02 -5.48840269e-02  1.53744467e+02 -1.44582351e+02
  4.38509705e-01  1.54229845e+02]
Niter:  4 row:  9 ngroup:  26 nlines:  6504 gd:  6079
[ 1.22926594e-10 -1.03224034e-05 -2.82785196e-01  1.61505931e+04
 -1.45017159e+02 -1.15961865e-02  1.53752798e+02 -1.44548753e+02
  4.84403117e-01  1.54244418e+02 -1.45057622e+02 -5.82623032e-02
  1.53750784e+02 -1.44566014e+02  4.52363170e-01  1.54220591e+02
 -1.45040112e+02 -4.57399988e-02  1.53762799e+02 -1.44560552e+02
  4.92009110e-01  1.54257229e+02 -1.45016074e+02 -2.71567093e-02
  1.53755363e+02 -1.44536735e+02  5.00292227e-01  1.54226224e+02
 -1.44998249e+02 -1.12916837e-02  1.53749484e+02 -1.44561441e+02
  4.79769129e-01  1.54256210e+02 -1.45048706e+02  1.01042497e-02
  1.53775242e+02 -1.44529986e+02  4.70436385e-01  1.54236803e+02
 -1.45078299e+02 -4.69020243e-02  1.53737455e+02 -1.44555116e+02
  4.60450016e-01  1.54232309e+02 -1.45039444e+02 -2.11940659e-02
  1.53765570e+02 -1.44540589e+02  4.53383486e-01  1.54259660e+02
 -1.45040832e+02 -5.24025875e-03  1.53724077e+02 -1.44552274e+02
  4.59448580e-01  1.54243130e+02 -1.45029385e+02 -1.65978607e-02
  1.53758991e+02 -1.44501738e+02  4.74760753e-01  1.54246820e+02
 -1.45053180e+02 -3.90461732e-02  1.53727283e+02 -1.44546462e+02
  4.48569210e-01  1.54220883e+02 -1.45042602e+02 -5.12989328e-02
  1.53750850e+02 -1.44553422e+02  4.55869081e-01  1.54245391e+02
 -1.45057297e+02 -5.48840269e-02  1.53744467e+02 -1.44582351e+02
  4.38509705e-01  1.54229845e+02]
res:  6079 -0.0009412933704879833 0.017917394843607326 0.028814303787786964
[ 1.22926581e-10 -1.03224044e-05 -2.82785167e-01  1.61505915e+04
 -1.45022787e+02 -1.74775923e-02  1.53747702e+02 -1.44554338e+02
  4.78519103e-01  1.54241676e+02 -1.45063255e+02 -6.41503821e-02
  1.53745676e+02 -1.44578078e+02  4.46474350e-01  1.54215483e+02
 -1.45045742e+02 -5.16274112e-02  1.53760002e+02 -1.44566152e+02
  4.86113580e-01  1.54252121e+02 -1.45027682e+02 -3.74560387e-02
  1.53750269e+02 -1.44536831e+02  4.94400977e-01  1.54221117e+02
 -1.45003856e+02 -1.71745632e-02  1.53744385e+02 -1.44567051e+02
  4.73890238e-01  1.54251109e+02 -1.45054303e+02  4.21061233e-03
  1.53770149e+02 -1.44535542e+02  4.66340347e-01  1.54231693e+02
 -1.45083800e+02 -5.27779762e-02  1.53732349e+02 -1.44560614e+02
  4.58550974e-01  1.54228543e+02 -1.45045128e+02 -2.70850289e-02
  1.53760472e+02 -1.44546189e+02  4.47498878e-01  1.54254549e+02
 -1.45046423e+02 -1.11216797e-02  1.53721340e+02 -1.44557906e+02
  4.53575393e-01  1.54238028e+02 -1.45035062e+02 -2.24807146e-02
  1.53753883e+02 -1.44507336e+02  4.68883724e-01  1.54241720e+02
 -1.45065492e+02 -4.49389030e-02  1.53722178e+02 -1.44552083e+02
  4.40284556e-01  1.54216781e+02 -1.45054148e+02 -5.71803200e-02
  1.53745755e+02 -1.44558986e+02  4.49983250e-01  1.54240277e+02
 -1.45062907e+02 -5.70437961e-02  1.53741975e+02 -1.44587987e+02
  4.28227941e-01  1.54222402e+02]
Niter:  5 row:  9 ngroup:  26 nlines:  6504 gd:  6078
[ 1.22926581e-10 -1.03224044e-05 -2.82785167e-01  1.61505915e+04
 -1.45022787e+02 -1.74775923e-02  1.53747702e+02 -1.44554338e+02
  4.78519103e-01  1.54241676e+02 -1.45063255e+02 -6.41503821e-02
  1.53745676e+02 -1.44578078e+02  4.46474350e-01  1.54215483e+02
 -1.45045742e+02 -5.16274112e-02  1.53760002e+02 -1.44566152e+02
  4.86113580e-01  1.54252121e+02 -1.45027682e+02 -3.74560387e-02
  1.53750269e+02 -1.44536831e+02  4.94400977e-01  1.54221117e+02
 -1.45003856e+02 -1.71745632e-02  1.53744385e+02 -1.44567051e+02
  4.73890238e-01  1.54251109e+02 -1.45054303e+02  4.21061233e-03
  1.53770149e+02 -1.44535542e+02  4.66340347e-01  1.54231693e+02
 -1.45083800e+02 -5.27779762e-02  1.53732349e+02 -1.44560614e+02
  4.58550974e-01  1.54228543e+02 -1.45045128e+02 -2.70850289e-02
  1.53760472e+02 -1.44546189e+02  4.47498878e-01  1.54254549e+02
 -1.45046423e+02 -1.11216797e-02  1.53721340e+02 -1.44557906e+02
  4.53575393e-01  1.54238028e+02 -1.45035062e+02 -2.24807146e-02
  1.53753883e+02 -1.44507336e+02  4.68883724e-01  1.54241720e+02
 -1.45065492e+02 -4.49389030e-02  1.53722178e+02 -1.44552083e+02
  4.40284556e-01  1.54216781e+02 -1.45054148e+02 -5.71803200e-02
  1.53745755e+02 -1.44558986e+02  4.49983250e-01  1.54240277e+02
 -1.45062907e+02 -5.70437961e-02  1.53741975e+02 -1.44587987e+02
  4.28227941e-01  1.54222402e+02]
res:  6078 -0.000856502390888636 0.018009874454037345 0.028762973055263638
[ 1.22823588e-10 -1.03228137e-05 -2.82783468e-01  1.61505931e+04
 -1.45034434e+02 -1.20814544e-02  1.53753690e+02 -1.44565920e+02
  4.83998968e-01  1.54249207e+02 -1.45074798e+02 -5.85219386e-02
  1.53751754e+02 -1.44589943e+02  4.51876313e-01  1.54221572e+02
 -1.45057343e+02 -4.60891428e-02  1.53766189e+02 -1.44577397e+02
  4.91750298e-01  1.54258223e+02 -1.45039491e+02 -3.21120496e-02
  1.53756332e+02 -1.44548323e+02  4.99930296e-01  1.54227164e+02
 -1.45015488e+02 -1.17013486e-02  1.53750445e+02 -1.44578599e+02
  4.79248567e-01  1.54257184e+02 -1.45065624e+02  9.78687983e-03
  1.53776087e+02 -1.44547234e+02  4.71798393e-01  1.54237809e+02
 -1.45095555e+02 -4.75222236e-02  1.53738422e+02 -1.44572408e+02
  4.64224352e-01  1.54234566e+02 -1.45056472e+02 -2.13215524e-02
  1.53766574e+02 -1.44557966e+02  4.53059860e-01  1.54260735e+02
 -1.45057883e+02 -5.67885540e-03  1.53727529e+02 -1.44569492e+02
  4.59067548e-01  1.54244028e+02 -1.45046586e+02 -1.70599532e-02
  1.53760061e+02 -1.44519165e+02  4.74277693e-01  1.54247749e+02
 -1.45077363e+02 -3.92834060e-02  1.53728345e+02 -1.44563905e+02
  4.45740103e-01  1.54222897e+02 -1.45065703e+02 -5.17427754e-02
  1.53751674e+02 -1.44570515e+02  4.55521081e-01  1.54246349e+02
 -1.45074453e+02 -5.14887678e-02  1.53748209e+02 -1.44599461e+02
  4.33646062e-01  1.54228353e+02]
Niter:  6 row:  9 ngroup:  26 nlines:  6504 gd:  6079
[ 1.22823588e-10 -1.03228137e-05 -2.82783468e-01  1.61505931e+04
 -1.45034434e+02 -1.20814544e-02  1.53753690e+02 -1.44565920e+02
  4.83998968e-01  1.54249207e+02 -1.45074798e+02 -5.85219386e-02
  1.53751754e+02 -1.44589943e+02  4.51876313e-01  1.54221572e+02
 -1.45057343e+02 -4.60891428e-02  1.53766189e+02 -1.44577397e+02
  4.91750298e-01  1.54258223e+02 -1.45039491e+02 -3.21120496e-02
  1.53756332e+02 -1.44548323e+02  4.99930296e-01  1.54227164e+02
 -1.45015488e+02 -1.17013486e-02  1.53750445e+02 -1.44578599e+02
  4.79248567e-01  1.54257184e+02 -1.45065624e+02  9.78687983e-03
  1.53776087e+02 -1.44547234e+02  4.71798393e-01  1.54237809e+02
 -1.45095555e+02 -4.75222236e-02  1.53738422e+02 -1.44572408e+02
  4.64224352e-01  1.54234566e+02 -1.45056472e+02 -2.13215524e-02
  1.53766574e+02 -1.44557966e+02  4.53059860e-01  1.54260735e+02
 -1.45057883e+02 -5.67885540e-03  1.53727529e+02 -1.44569492e+02
  4.59067548e-01  1.54244028e+02 -1.45046586e+02 -1.70599532e-02
  1.53760061e+02 -1.44519165e+02  4.74277693e-01  1.54247749e+02
 -1.45077363e+02 -3.92834060e-02  1.53728345e+02 -1.44563905e+02
  4.45740103e-01  1.54222897e+02 -1.45065703e+02 -5.17427754e-02
  1.53751674e+02 -1.44570515e+02  4.55521081e-01  1.54246349e+02
 -1.45074453e+02 -5.14887678e-02  1.53748209e+02 -1.44599461e+02
  4.33646062e-01  1.54228353e+02]
res:  6079 -0.0007298705595530919 0.017947086410458724 0.028773747201725583
[ 1.22720021e-10 -1.03230884e-05 -2.82781529e-01  1.61505947e+04
 -1.45045042e+02 -6.47378256e-03  1.53763125e+02 -1.44576480e+02
  4.89704902e-01  1.54259593e+02 -1.45086147e+02 -5.26426465e-02
  1.53763578e+02 -1.44600716e+02  4.57492291e-01  1.54231079e+02
 -1.45067924e+02 -4.03120815e-02  1.53775763e+02 -1.44587677e+02
  4.97640931e-01  1.54267744e+02 -1.45050228e+02 -2.65775038e-02
  1.53765816e+02 -1.44558813e+02  5.05682561e-01  1.54236635e+02
 -1.45026093e+02 -6.00570496e-03  1.53759925e+02 -1.44589134e+02
  4.84829239e-01  1.54266680e+02 -1.45075966e+02  1.56148326e-02
  1.53785479e+02 -1.44557883e+02  4.77486019e-01  1.54247329e+02
 -1.45106258e+02 -4.20617892e-02  1.53747921e+02 -1.44583134e+02
  4.70156427e-01  1.54244023e+02 -1.45066839e+02 -1.53036507e-02
  1.53776085e+02 -1.44568674e+02  4.58851014e-01  1.54270305e+02
 -1.45068335e+02 -2.27702881e-05  1.53737112e+02 -1.44574411e+02
  4.68743966e-01  1.54253469e+02 -1.45057098e+02 -1.14165812e-02
  1.53769628e+02 -1.44529916e+02  4.79498824e-01  1.54257214e+02
 -1.45088146e+02 -3.33808413e-02  1.53740272e+02 -1.44574655e+02
  4.55374125e-01  1.54234684e+02 -1.45076244e+02 -4.60931266e-02
  1.53761061e+02 -1.44581046e+02  4.61285880e-01  1.54258233e+02
 -1.45084983e+02 -4.57160129e-02  1.53757829e+02 -1.44609932e+02
  4.39271726e-01  1.54237770e+02]
Saving figure to  wave_resid_43670005_fiber9.png
Final values:
res:  -0.0007298705595530919 0.028773747201725583
pars:  [ 1.22720021e-10 -1.03230884e-05 -2.82781529e-01  1.61505947e+04
 -1.45045042e+02 -6.47378256e-03  1.53763125e+02 -1.44576480e+02
  4.89704902e-01  1.54259593e+02 -1.45086147e+02 -5.26426465e-02
  1.53763578e+02 -1.44600716e+02  4.57492291e-01  1.54231079e+02
 -1.45067924e+02 -4.03120815e-02  1.53775763e+02 -1.44587677e+02
  4.97640931e-01  1.54267744e+02 -1.45050228e+02 -2.65775038e-02
  1.53765816e+02 -1.44558813e+02  5.05682561e-01  1.54236635e+02
 -1.45026093e+02 -6.00570496e-03  1.53759925e+02 -1.44589134e+02
  4.84829239e-01  1.54266680e+02 -1.45075966e+02  1.56148326e-02
  1.53785479e+02 -1.44557883e+02  4.77486019e-01  1.54247329e+02
 -1.45106258e+02 -4.20617892e-02  1.53747921e+02 -1.44583134e+02
  4.70156427e-01  1.54244023e+02 -1.45066839e+02 -1.53036507e-02
  1.53776085e+02 -1.44568674e+02  4.58851014e-01  1.54270305e+02
 -1.45068335e+02 -2.27702881e-05  1.53737112e+02 -1.44574411e+02
  4.68743966e-01  1.54253469e+02 -1.45057098e+02 -1.14165812e-02
  1.53769628e+02 -1.44529916e+02  4.79498824e-01  1.54257214e+02
 -1.45088146e+02 -3.33808413e-02  1.53740272e+02 -1.44574655e+02
  4.55374125e-01  1.54234684e+02 -1.45076244e+02 -4.60931266e-02
  1.53761061e+02 -1.44581046e+02  4.61285880e-01  1.54258233e+02
 -1.45084983e+02 -4.57160129e-02  1.53757829e+02 -1.44609932e+02
  4.39271726e-01  1.54237770e+02]
9 [ 1.22720021e-10 -1.03230884e-05 -2.82781529e-01  1.61505947e+04
 -1.45045042e+02 -6.47378256e-03  1.53763125e+02 -1.44576480e+02
  4.89704902e-01  1.54259593e+02 -1.45086147e+02 -5.26426465e-02
  1.53763578e+02 -1.44600716e+02  4.57492291e-01  1.54231079e+02
 -1.45067924e+02 -4.03120815e-02  1.53775763e+02 -1.44587677e+02
  4.97640931e-01  1.54267744e+02 -1.45050228e+02 -2.65775038e-02
  1.53765816e+02 -1.44558813e+02  5.05682561e-01  1.54236635e+02
 -1.45026093e+02 -6.00570496e-03  1.53759925e+02 -1.44589134e+02
  4.84829239e-01  1.54266680e+02 -1.45075966e+02  1.56148326e-02
  1.53785479e+02 -1.44557883e+02  4.77486019e-01  1.54247329e+02
 -1.45106258e+02 -4.20617892e-02  1.53747921e+02 -1.44583134e+02
  4.70156427e-01  1.54244023e+02 -1.45066839e+02 -1.53036507e-02
  1.53776085e+02 -1.44568674e+02  4.58851014e-01  1.54270305e+02
 -1.45068335e+02 -2.27702881e-05  1.53737112e+02 -1.44574411e+02
  4.68743966e-01  1.54253469e+02 -1.45057098e+02 -1.14165812e-02
  1.53769628e+02 -1.44529916e+02  4.79498824e-01  1.54257214e+02
 -1.45088146e+02 -3.33808413e-02  1.53740272e+02 -1.44574655e+02
  4.55374125e-01  1.54234684e+02 -1.45076244e+02 -4.60931266e-02
  1.53761061e+02 -1.44581046e+02  4.61285880e-01  1.54258233e+02
 -1.45084983e+02 -4.57160129e-02  1.53757829e+02 -1.44609932e+02
  4.39271726e-01  1.54237770e+02]
--- Row 11/300 row=10 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  10
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=10 ---
Niter:  0 row:  10 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.003419657185077085 0.015802122605236946 0.038080582142960444
[ 1.23199269e-10 -1.03232039e-05 -2.82784083e-01  1.61505994e+04
 -1.45081179e+02 -3.51867336e-13  1.53759353e+02]
Niter:  1 row:  10 ngroup:  1 nlines:  251 gd:  226
[ 1.23199269e-10 -1.03232039e-05 -2.82784083e-01  1.61505994e+04
 -1.45081179e+02 -3.51867336e-13  1.53759353e+02]
res:  226 0.0016739934144425206 0.014810982756898738 0.02349047593145827
[ 1.23048020e-10 -1.03225242e-05 -2.82783086e-01  1.61506064e+04
 -1.45039115e+02  2.00173904e-12  1.53786764e+02]
Niter:  2 row:  10 ngroup:  1 nlines:  251 gd:  223
[ 1.23048020e-10 -1.03225242e-05 -2.82783086e-01  1.61506064e+04
 -1.45039115e+02  2.00173904e-12  1.53786764e+02]
res:  223 0.0016781074464233825 0.014876474506309023 0.022143562286307625
[ 1.22866997e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
Niter:  3 row:  10 ngroup:  1 nlines:  251 gd:  223
[ 1.22866997e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
res:  223 0.0016780814457888482 0.014876510920657893 0.022143562286211057
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
Niter:  4 row:  10 ngroup:  1 nlines:  251 gd:  223
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
res:  223 0.0016780814457888482 0.014876510920657893 0.022143562286211057
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
Niter:  5 row:  10 ngroup:  1 nlines:  251 gd:  223
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
res:  223 0.0016780814457888482 0.014876510920657893 0.022143562286211057
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
Niter:  6 row:  10 ngroup:  1 nlines:  251 gd:  223
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
res:  223 0.0016780814457888482 0.014876510920657893 0.022143562286211057
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
Final values:
res:  0.0016780814457888482 0.022143562286211057
pars:  [ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
10 [ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02]
elapsed: 3.0 sec.
Niter:  0 row:  10 ngroup:  26 nlines:  6606 gd:  6606
[ 1.22866999e-10 -1.03216543e-05 -2.82782300e-01  1.61506071e+04
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02 -1.45011383e+02 -8.71804010e-11
  1.53803086e+02 -1.45011383e+02 -8.71804010e-11  1.53803086e+02
 -1.45011383e+02 -8.71804010e-11  1.53803086e+02 -1.45011383e+02
 -8.71804010e-11  1.53803086e+02]
res:  6606 0.0008486975739288027 0.017529760004435957 0.0421250632832419
[ 1.22866986e-10 -1.03216553e-05 -2.82782329e-01  1.61506087e+04
 -1.45013516e+02  3.48424442e-02  1.53812121e+02 -1.44561995e+02
  5.20325400e-01  1.54304270e+02 -1.45057471e+02 -3.58842009e-04
  1.53801680e+02 -1.44535312e+02  5.08428449e-01  1.54276925e+02
 -1.45040512e+02 -9.52607327e-03  1.53823337e+02 -1.44525361e+02
  5.09513506e-01  1.54309114e+02 -1.45037923e+02  4.79621109e-03
  1.53794649e+02 -1.44561911e+02  4.92551242e-01  1.54274903e+02
 -1.45061522e+02  1.67676172e-03  1.53819775e+02 -1.44509156e+02
  5.16236295e-01  1.54307625e+02 -1.45016295e+02  2.70325239e-02
  1.53809128e+02 -1.44535451e+02  5.21100063e-01  1.54293381e+02
 -1.45068490e+02 -6.98847662e-03  1.53800954e+02 -1.44557964e+02
  4.70896637e-01  1.54289855e+02 -1.45033327e+02  2.05568907e-02
  1.53827710e+02 -1.44559771e+02  5.17879452e-01  1.54296598e+02
 -1.45045275e+02  3.21398970e-02  1.53790886e+02 -1.44594622e+02
  4.91701697e-01  1.54301243e+02 -1.45039007e+02  2.23026396e-02
  1.53808243e+02 -1.44504102e+02  5.05583926e-01  1.54286275e+02
 -1.45057919e+02  1.36590786e-04  1.53792875e+02 -1.44584249e+02
  4.76635651e-01  1.54283942e+02 -1.45049644e+02 -3.29364755e-03
  1.53811143e+02 -1.44566422e+02  5.07309770e-01  1.54290298e+02
 -1.45079091e+02 -1.03726443e-02  1.53801907e+02 -1.44568986e+02
  4.72427255e-01  1.54274901e+02]
Niter:  1 row:  10 ngroup:  26 nlines:  6606 gd:  6136
[ 1.22866986e-10 -1.03216553e-05 -2.82782329e-01  1.61506087e+04
 -1.45013516e+02  3.48424442e-02  1.53812121e+02 -1.44561995e+02
  5.20325400e-01  1.54304270e+02 -1.45057471e+02 -3.58842009e-04
  1.53801680e+02 -1.44535312e+02  5.08428449e-01  1.54276925e+02
 -1.45040512e+02 -9.52607327e-03  1.53823337e+02 -1.44525361e+02
  5.09513506e-01  1.54309114e+02 -1.45037923e+02  4.79621109e-03
  1.53794649e+02 -1.44561911e+02  4.92551242e-01  1.54274903e+02
 -1.45061522e+02  1.67676172e-03  1.53819775e+02 -1.44509156e+02
  5.16236295e-01  1.54307625e+02 -1.45016295e+02  2.70325239e-02
  1.53809128e+02 -1.44535451e+02  5.21100063e-01  1.54293381e+02
 -1.45068490e+02 -6.98847662e-03  1.53800954e+02 -1.44557964e+02
  4.70896637e-01  1.54289855e+02 -1.45033327e+02  2.05568907e-02
  1.53827710e+02 -1.44559771e+02  5.17879452e-01  1.54296598e+02
 -1.45045275e+02  3.21398970e-02  1.53790886e+02 -1.44594622e+02
  4.91701697e-01  1.54301243e+02 -1.45039007e+02  2.23026396e-02
  1.53808243e+02 -1.44504102e+02  5.05583926e-01  1.54286275e+02
 -1.45057919e+02  1.36590786e-04  1.53792875e+02 -1.44584249e+02
  4.76635651e-01  1.54283942e+02 -1.45049644e+02 -3.29364755e-03
  1.53811143e+02 -1.44566422e+02  5.07309770e-01  1.54290298e+02
 -1.45079091e+02 -1.03726443e-02  1.53801907e+02 -1.44568986e+02
  4.72427255e-01  1.54274901e+02]
res:  6136 -0.0011475500941742212 0.017774633632143377 0.028423073970318045
[ 1.22866974e-10 -1.03216564e-05 -2.82782357e-01  1.61506103e+04
 -1.45004827e+02  1.33198576e-02  1.53810671e+02 -1.44541515e+02
  5.03265611e-01  1.54301642e+02 -1.45042324e+02 -1.99299599e-02
  1.53801667e+02 -1.44538152e+02  4.76179349e-01  1.54283985e+02
 -1.45047162e+02 -2.28308555e-02  1.53821017e+02 -1.44527561e+02
  4.90084904e-01  1.54312164e+02 -1.45035358e+02 -1.33327429e-02
  1.53806739e+02 -1.44581690e+02  4.80357361e-01  1.54266051e+02
 -1.45042399e+02  1.30551454e-03  1.53814158e+02 -1.44520969e+02
  5.05158089e-01  1.54304229e+02 -1.45003320e+02  7.35330258e-03
  1.53808763e+02 -1.44530009e+02  4.97793670e-01  1.54290862e+02
 -1.45066470e+02 -2.07968608e-02  1.53795308e+02 -1.44558104e+02
  4.45695745e-01  1.54285295e+02 -1.45031180e+02  1.94424826e-03
  1.53824936e+02 -1.44545920e+02  5.06806764e-01  1.54309203e+02
 -1.45029726e+02  1.62945230e-02  1.53790117e+02 -1.44593371e+02
  4.93687472e-01  1.54304093e+02 -1.45037412e+02  4.23909776e-03
  1.53804811e+02 -1.44495478e+02  5.06143565e-01  1.54293102e+02
 -1.45056716e+02 -1.32413006e-02  1.53793878e+02 -1.44580995e+02
  4.54439499e-01  1.54293602e+02 -1.45055598e+02 -1.41899930e-02
  1.53810834e+02 -1.44550789e+02  4.90967087e-01  1.54294458e+02
 -1.45052021e+02 -2.98356510e-02  1.53806663e+02 -1.44551260e+02
  4.61446497e-01  1.54272168e+02]
Niter:  2 row:  10 ngroup:  26 nlines:  6606 gd:  6139
[ 1.22866974e-10 -1.03216564e-05 -2.82782357e-01  1.61506103e+04
 -1.45004827e+02  1.33198576e-02  1.53810671e+02 -1.44541515e+02
  5.03265611e-01  1.54301642e+02 -1.45042324e+02 -1.99299599e-02
  1.53801667e+02 -1.44538152e+02  4.76179349e-01  1.54283985e+02
 -1.45047162e+02 -2.28308555e-02  1.53821017e+02 -1.44527561e+02
  4.90084904e-01  1.54312164e+02 -1.45035358e+02 -1.33327429e-02
  1.53806739e+02 -1.44581690e+02  4.80357361e-01  1.54266051e+02
 -1.45042399e+02  1.30551454e-03  1.53814158e+02 -1.44520969e+02
  5.05158089e-01  1.54304229e+02 -1.45003320e+02  7.35330258e-03
  1.53808763e+02 -1.44530009e+02  4.97793670e-01  1.54290862e+02
 -1.45066470e+02 -2.07968608e-02  1.53795308e+02 -1.44558104e+02
  4.45695745e-01  1.54285295e+02 -1.45031180e+02  1.94424826e-03
  1.53824936e+02 -1.44545920e+02  5.06806764e-01  1.54309203e+02
 -1.45029726e+02  1.62945230e-02  1.53790117e+02 -1.44593371e+02
  4.93687472e-01  1.54304093e+02 -1.45037412e+02  4.23909776e-03
  1.53804811e+02 -1.44495478e+02  5.06143565e-01  1.54293102e+02
 -1.45056716e+02 -1.32413006e-02  1.53793878e+02 -1.44580995e+02
  4.54439499e-01  1.54293602e+02 -1.45055598e+02 -1.41899930e-02
  1.53810834e+02 -1.44550789e+02  4.90967087e-01  1.54294458e+02
 -1.45052021e+02 -2.98356510e-02  1.53806663e+02 -1.44551260e+02
  4.61446497e-01  1.54272168e+02]
res:  6139 -0.0012477532254706603 0.017889408863993594 0.028418354938539087
[ 1.22866962e-10 -1.03216574e-05 -2.82782385e-01  1.61506119e+04
 -1.44997852e+02  1.05820025e-02  1.53815401e+02 -1.44534533e+02
  5.04808924e-01  1.54306366e+02 -1.45035345e+02 -1.85880342e-02
  1.53806391e+02 -1.44531174e+02  4.73652657e-01  1.54293048e+02
 -1.45040192e+02 -1.71222015e-02  1.53825745e+02 -1.44520586e+02
  4.91535953e-01  1.54316889e+02 -1.45028380e+02 -1.20387879e-02
  1.53813555e+02 -1.44574734e+02  4.86058915e-01  1.54270787e+02
 -1.45035421e+02  7.01793383e-03  1.53818889e+02 -1.44514001e+02
  5.10846323e-01  1.54308957e+02 -1.44996369e+02  9.07622847e-03
  1.53813488e+02 -1.44523031e+02  4.95974847e-01  1.54295596e+02
 -1.45053608e+02 -1.92186357e-02  1.53800038e+02 -1.44551142e+02
  4.43160102e-01  1.54290027e+02 -1.45024236e+02  7.64206716e-03
  1.53829659e+02 -1.44526543e+02  5.12519959e-01  1.54316318e+02
 -1.45022765e+02  1.80993342e-02  1.53794846e+02 -1.44586399e+02
  5.03262808e-01  1.54308825e+02 -1.45024888e+02  6.14834344e-03
  1.53809540e+02 -1.44488512e+02  5.11839916e-01  1.54297828e+02
 -1.45049751e+02 -1.16838057e-02  1.53798606e+02 -1.44574032e+02
  4.56439030e-01  1.54300630e+02 -1.45048620e+02 -1.23207370e-02
  1.53815550e+02 -1.44538095e+02  4.89192865e-01  1.54299187e+02
 -1.45045064e+02 -2.41056221e-02  1.53813663e+02 -1.44544295e+02
  4.67142453e-01  1.54276891e+02]
Niter:  3 row:  10 ngroup:  26 nlines:  6606 gd:  6142
[ 1.22866962e-10 -1.03216574e-05 -2.82782385e-01  1.61506119e+04
 -1.44997852e+02  1.05820025e-02  1.53815401e+02 -1.44534533e+02
  5.04808924e-01  1.54306366e+02 -1.45035345e+02 -1.85880342e-02
  1.53806391e+02 -1.44531174e+02  4.73652657e-01  1.54293048e+02
 -1.45040192e+02 -1.71222015e-02  1.53825745e+02 -1.44520586e+02
  4.91535953e-01  1.54316889e+02 -1.45028380e+02 -1.20387879e-02
  1.53813555e+02 -1.44574734e+02  4.86058915e-01  1.54270787e+02
 -1.45035421e+02  7.01793383e-03  1.53818889e+02 -1.44514001e+02
  5.10846323e-01  1.54308957e+02 -1.44996369e+02  9.07622847e-03
  1.53813488e+02 -1.44523031e+02  4.95974847e-01  1.54295596e+02
 -1.45053608e+02 -1.92186357e-02  1.53800038e+02 -1.44551142e+02
  4.43160102e-01  1.54290027e+02 -1.45024236e+02  7.64206716e-03
  1.53829659e+02 -1.44526543e+02  5.12519959e-01  1.54316318e+02
 -1.45022765e+02  1.80993342e-02  1.53794846e+02 -1.44586399e+02
  5.03262808e-01  1.54308825e+02 -1.45024888e+02  6.14834344e-03
  1.53809540e+02 -1.44488512e+02  5.11839916e-01  1.54297828e+02
 -1.45049751e+02 -1.16838057e-02  1.53798606e+02 -1.44574032e+02
  4.56439030e-01  1.54300630e+02 -1.45048620e+02 -1.23207370e-02
  1.53815550e+02 -1.44538095e+02  4.89192865e-01  1.54299187e+02
 -1.45045064e+02 -2.41056221e-02  1.53813663e+02 -1.44544295e+02
  4.67142453e-01  1.54276891e+02]
res:  6142 -0.00113785229405039 0.017461758494391688 0.02828804412581094
[ 1.22945872e-10 -1.03225140e-05 -2.82786767e-01  1.61506135e+04
 -1.44973194e+02  1.46864106e-02  1.53780577e+02 -1.44509952e+02
  5.09068366e-01  1.54271238e+02 -1.45010792e+02 -1.40772093e-02
  1.53771276e+02 -1.44506529e+02  4.77546352e-01  1.54257941e+02
 -1.45015683e+02 -1.24571837e-02  1.53790806e+02 -1.44496048e+02
  4.95680168e-01  1.54281807e+02 -1.45003815e+02 -7.38429121e-03
  1.53778686e+02 -1.44550224e+02  4.90581190e-01  1.54236233e+02
 -1.45006691e+02  1.16494262e-02  1.53784085e+02 -1.44489535e+02
  5.14954853e-01  1.54274000e+02 -1.44971904e+02  1.35986571e-02
  1.53778402e+02 -1.44498530e+02  5.00735923e-01  1.54260944e+02
 -1.45029039e+02 -1.48743175e-02  1.53765190e+02 -1.44526635e+02
  4.45419807e-01  1.54255248e+02 -1.44996013e+02  1.18853480e-02
  1.53794537e+02 -1.44497475e+02  5.17331284e-01  1.54281665e+02
 -1.44998150e+02  2.26168648e-02  1.53759923e+02 -1.44561874e+02
  5.07686970e-01  1.54274076e+02 -1.45000430e+02  1.10490906e-02
  1.53774652e+02 -1.44464033e+02  5.15966139e-01  1.54262777e+02
 -1.45025161e+02 -7.53483538e-03  1.53765108e+02 -1.44549485e+02
  4.60946849e-01  1.54267198e+02 -1.45024077e+02 -7.98706469e-03
  1.53780042e+02 -1.44509781e+02  4.93405918e-01  1.54264322e+02
 -1.45020472e+02 -1.89082897e-02  1.53778888e+02 -1.44519798e+02
  4.71508463e-01  1.54241753e+02]
Niter:  4 row:  10 ngroup:  26 nlines:  6606 gd:  6121
[ 1.22945872e-10 -1.03225140e-05 -2.82786767e-01  1.61506135e+04
 -1.44973194e+02  1.46864106e-02  1.53780577e+02 -1.44509952e+02
  5.09068366e-01  1.54271238e+02 -1.45010792e+02 -1.40772093e-02
  1.53771276e+02 -1.44506529e+02  4.77546352e-01  1.54257941e+02
 -1.45015683e+02 -1.24571837e-02  1.53790806e+02 -1.44496048e+02
  4.95680168e-01  1.54281807e+02 -1.45003815e+02 -7.38429121e-03
  1.53778686e+02 -1.44550224e+02  4.90581190e-01  1.54236233e+02
 -1.45006691e+02  1.16494262e-02  1.53784085e+02 -1.44489535e+02
  5.14954853e-01  1.54274000e+02 -1.44971904e+02  1.35986571e-02
  1.53778402e+02 -1.44498530e+02  5.00735923e-01  1.54260944e+02
 -1.45029039e+02 -1.48743175e-02  1.53765190e+02 -1.44526635e+02
  4.45419807e-01  1.54255248e+02 -1.44996013e+02  1.18853480e-02
  1.53794537e+02 -1.44497475e+02  5.17331284e-01  1.54281665e+02
 -1.44998150e+02  2.26168648e-02  1.53759923e+02 -1.44561874e+02
  5.07686970e-01  1.54274076e+02 -1.45000430e+02  1.10490906e-02
  1.53774652e+02 -1.44464033e+02  5.15966139e-01  1.54262777e+02
 -1.45025161e+02 -7.53483538e-03  1.53765108e+02 -1.44549485e+02
  4.60946849e-01  1.54267198e+02 -1.45024077e+02 -7.98706469e-03
  1.53780042e+02 -1.44509781e+02  4.93405918e-01  1.54264322e+02
 -1.45020472e+02 -1.89082897e-02  1.53778888e+02 -1.44519798e+02
  4.71508463e-01  1.54241753e+02]
res:  6121 -0.0013851511093889712 0.017483987451669236 0.02793242129519071
[ 1.22945859e-10 -1.03225151e-05 -2.82786795e-01  1.61506152e+04
 -1.44966145e+02  1.64545990e-02  1.53784490e+02 -1.44502845e+02
  5.14603055e-01  1.54277305e+02 -1.45003689e+02 -8.52186433e-03
  1.53775133e+02 -1.44499490e+02  4.83081356e-01  1.54259637e+02
 -1.45008545e+02 -1.51408637e-02  1.53794698e+02 -1.44483062e+02
  4.97261030e-01  1.54285685e+02 -1.44996698e+02 -6.04145284e-03
  1.53780579e+02 -1.44543172e+02  4.96131930e-01  1.54242498e+02
 -1.44998157e+02  1.71996433e-02  1.53787964e+02 -1.44482435e+02
  5.20508664e-01  1.54280211e+02 -1.44964840e+02  1.58274821e-02
  1.53782252e+02 -1.44491468e+02  5.06298188e-01  1.54264874e+02
 -1.45022033e+02 -9.31774447e-03  1.53769088e+02 -1.44519580e+02
  4.53707459e-01  1.54261397e+02 -1.44992727e+02  9.08656189e-03
  1.53798387e+02 -1.44488327e+02  5.22891544e-01  1.54285598e+02
 -1.44991119e+02  2.81647215e-02  1.53766033e+02 -1.44549399e+02
  5.13253229e-01  1.54278052e+02 -1.44998930e+02  1.26629670e-02
  1.53778541e+02 -1.44456919e+02  5.21513794e-01  1.54266652e+02
 -1.45018095e+02 -1.01250554e-02  1.53767578e+02 -1.44542395e+02
  4.66500566e-01  1.54274181e+02 -1.45016998e+02 -6.38932127e-03
  1.53783844e+02 -1.44500862e+02  4.98952583e-01  1.54270549e+02
 -1.45013473e+02 -1.71127897e-02  1.53782784e+02 -1.44512711e+02
  4.77062352e-01  1.54243649e+02]
Niter:  5 row:  10 ngroup:  26 nlines:  6606 gd:  6121
[ 1.22945859e-10 -1.03225151e-05 -2.82786795e-01  1.61506152e+04
 -1.44966145e+02  1.64545990e-02  1.53784490e+02 -1.44502845e+02
  5.14603055e-01  1.54277305e+02 -1.45003689e+02 -8.52186433e-03
  1.53775133e+02 -1.44499490e+02  4.83081356e-01  1.54259637e+02
 -1.45008545e+02 -1.51408637e-02  1.53794698e+02 -1.44483062e+02
  4.97261030e-01  1.54285685e+02 -1.44996698e+02 -6.04145284e-03
  1.53780579e+02 -1.44543172e+02  4.96131930e-01  1.54242498e+02
 -1.44998157e+02  1.71996433e-02  1.53787964e+02 -1.44482435e+02
  5.20508664e-01  1.54280211e+02 -1.44964840e+02  1.58274821e-02
  1.53782252e+02 -1.44491468e+02  5.06298188e-01  1.54264874e+02
 -1.45022033e+02 -9.31774447e-03  1.53769088e+02 -1.44519580e+02
  4.53707459e-01  1.54261397e+02 -1.44992727e+02  9.08656189e-03
  1.53798387e+02 -1.44488327e+02  5.22891544e-01  1.54285598e+02
 -1.44991119e+02  2.81647215e-02  1.53766033e+02 -1.44549399e+02
  5.13253229e-01  1.54278052e+02 -1.44998930e+02  1.26629670e-02
  1.53778541e+02 -1.44456919e+02  5.21513794e-01  1.54266652e+02
 -1.45018095e+02 -1.01250554e-02  1.53767578e+02 -1.44542395e+02
  4.66500566e-01  1.54274181e+02 -1.45016998e+02 -6.38932127e-03
  1.53783844e+02 -1.44500862e+02  4.98952583e-01  1.54270549e+02
 -1.45013473e+02 -1.71127897e-02  1.53782784e+02 -1.44512711e+02
  4.77062352e-01  1.54243649e+02]
res:  6121 -0.0011525212903507054 0.017558602302415238 0.0279093897002613
[ 1.22930180e-10 -1.03229936e-05 -2.82787049e-01  1.61506168e+04
 -1.44965523e+02  2.15798997e-02  1.53779372e+02 -1.44502296e+02
  5.19731907e-01  1.54274119e+02 -1.45003120e+02 -3.37050758e-03
  1.53769868e+02 -1.44498899e+02  4.88198331e-01  1.54254334e+02
 -1.45007892e+02 -1.00076215e-02  1.53789518e+02 -1.44476625e+02
  5.02372791e-01  1.54280443e+02 -1.44996109e+02 -8.74346313e-04
  1.53775463e+02 -1.44542403e+02  5.01291611e-01  1.54237559e+02
 -1.44991554e+02  2.23306086e-02  1.53782867e+02 -1.44481781e+02
  5.25632937e-01  1.54274977e+02 -1.44964034e+02  2.10054563e-02
  1.53776998e+02 -1.44490906e+02  5.11458278e-01  1.54259833e+02
 -1.45021404e+02 -4.18416026e-03  1.53763954e+02 -1.44518876e+02
  4.58903547e-01  1.54256228e+02 -1.44991859e+02  1.06557072e-02
  1.53793115e+02 -1.44487725e+02  5.28042989e-01  1.54280553e+02
 -1.44990377e+02  3.33345418e-02  1.53760900e+02 -1.44548736e+02
  5.18396077e-01  1.54272869e+02 -1.44998240e+02  1.78412116e-02
  1.53773390e+02 -1.44456248e+02  5.26616076e-01  1.54261421e+02
 -1.45017381e+02 -4.98257934e-03  1.53762409e+02 -1.44541676e+02
  4.71653986e-01  1.54269113e+02 -1.45016426e+02 -1.23331829e-03
  1.53778389e+02 -1.44500232e+02  5.04097862e-01  1.54265476e+02
 -1.45012701e+02 -1.19293065e-02  1.53777683e+02 -1.44512028e+02
  4.82211207e-01  1.54238439e+02]
Niter:  6 row:  10 ngroup:  26 nlines:  6606 gd:  6124
[ 1.22930180e-10 -1.03229936e-05 -2.82787049e-01  1.61506168e+04
 -1.44965523e+02  2.15798997e-02  1.53779372e+02 -1.44502296e+02
  5.19731907e-01  1.54274119e+02 -1.45003120e+02 -3.37050758e-03
  1.53769868e+02 -1.44498899e+02  4.88198331e-01  1.54254334e+02
 -1.45007892e+02 -1.00076215e-02  1.53789518e+02 -1.44476625e+02
  5.02372791e-01  1.54280443e+02 -1.44996109e+02 -8.74346313e-04
  1.53775463e+02 -1.44542403e+02  5.01291611e-01  1.54237559e+02
 -1.44991554e+02  2.23306086e-02  1.53782867e+02 -1.44481781e+02
  5.25632937e-01  1.54274977e+02 -1.44964034e+02  2.10054563e-02
  1.53776998e+02 -1.44490906e+02  5.11458278e-01  1.54259833e+02
 -1.45021404e+02 -4.18416026e-03  1.53763954e+02 -1.44518876e+02
  4.58903547e-01  1.54256228e+02 -1.44991859e+02  1.06557072e-02
  1.53793115e+02 -1.44487725e+02  5.28042989e-01  1.54280553e+02
 -1.44990377e+02  3.33345418e-02  1.53760900e+02 -1.44548736e+02
  5.18396077e-01  1.54272869e+02 -1.44998240e+02  1.78412116e-02
  1.53773390e+02 -1.44456248e+02  5.26616076e-01  1.54261421e+02
 -1.45017381e+02 -4.98257934e-03  1.53762409e+02 -1.44541676e+02
  4.71653986e-01  1.54269113e+02 -1.45016426e+02 -1.23331829e-03
  1.53778389e+02 -1.44500232e+02  5.04097862e-01  1.54265476e+02
 -1.45012701e+02 -1.19293065e-02  1.53777683e+02 -1.44512028e+02
  4.82211207e-01  1.54238439e+02]
res:  6124 -0.0010388423906988464 0.017525178083815263 0.02795510197603448
[ 1.22914418e-10 -1.03229936e-05 -2.82787049e-01  1.61506168e+04
 -1.44965523e+02  2.15798997e-02  1.53779372e+02 -1.44502296e+02
  5.19731907e-01  1.54274119e+02 -1.45003120e+02 -3.37050758e-03
  1.53769868e+02 -1.44498899e+02  4.88198331e-01  1.54254334e+02
 -1.45007892e+02 -1.00076215e-02  1.53789518e+02 -1.44476625e+02
  5.02372791e-01  1.54280443e+02 -1.44996109e+02 -8.74346313e-04
  1.53775463e+02 -1.44542403e+02  5.01291611e-01  1.54237559e+02
 -1.44991554e+02  2.23306086e-02  1.53782867e+02 -1.44481781e+02
  5.25632937e-01  1.54274977e+02 -1.44964034e+02  2.10054563e-02
  1.53776998e+02 -1.44490906e+02  5.11458278e-01  1.54259833e+02
 -1.45021404e+02 -4.18416026e-03  1.53763954e+02 -1.44518876e+02
  4.58903547e-01  1.54256228e+02 -1.44991859e+02  1.06557072e-02
  1.53793115e+02 -1.44487725e+02  5.28042989e-01  1.54280553e+02
 -1.44990377e+02  3.33345418e-02  1.53760900e+02 -1.44548736e+02
  5.18396077e-01  1.54272869e+02 -1.44998240e+02  1.78412116e-02
  1.53773390e+02 -1.44456248e+02  5.26616076e-01  1.54261421e+02
 -1.45017381e+02 -4.98257934e-03  1.53762409e+02 -1.44541676e+02
  4.71653986e-01  1.54269113e+02 -1.45016426e+02 -1.23331829e-03
  1.53778389e+02 -1.44500232e+02  5.04097862e-01  1.54265476e+02
 -1.45012701e+02 -1.19293065e-02  1.53777683e+02 -1.44512028e+02
  4.82211207e-01  1.54238439e+02]
Saving figure to  wave_resid_43670005_fiber10.png
Final values:
res:  -0.0010388423906988464 0.02795510197603448
pars:  [ 1.22914418e-10 -1.03229936e-05 -2.82787049e-01  1.61506168e+04
 -1.44965523e+02  2.15798997e-02  1.53779372e+02 -1.44502296e+02
  5.19731907e-01  1.54274119e+02 -1.45003120e+02 -3.37050758e-03
  1.53769868e+02 -1.44498899e+02  4.88198331e-01  1.54254334e+02
 -1.45007892e+02 -1.00076215e-02  1.53789518e+02 -1.44476625e+02
  5.02372791e-01  1.54280443e+02 -1.44996109e+02 -8.74346313e-04
  1.53775463e+02 -1.44542403e+02  5.01291611e-01  1.54237559e+02
 -1.44991554e+02  2.23306086e-02  1.53782867e+02 -1.44481781e+02
  5.25632937e-01  1.54274977e+02 -1.44964034e+02  2.10054563e-02
  1.53776998e+02 -1.44490906e+02  5.11458278e-01  1.54259833e+02
 -1.45021404e+02 -4.18416026e-03  1.53763954e+02 -1.44518876e+02
  4.58903547e-01  1.54256228e+02 -1.44991859e+02  1.06557072e-02
  1.53793115e+02 -1.44487725e+02  5.28042989e-01  1.54280553e+02
 -1.44990377e+02  3.33345418e-02  1.53760900e+02 -1.44548736e+02
  5.18396077e-01  1.54272869e+02 -1.44998240e+02  1.78412116e-02
  1.53773390e+02 -1.44456248e+02  5.26616076e-01  1.54261421e+02
 -1.45017381e+02 -4.98257934e-03  1.53762409e+02 -1.44541676e+02
  4.71653986e-01  1.54269113e+02 -1.45016426e+02 -1.23331829e-03
  1.53778389e+02 -1.44500232e+02  5.04097862e-01  1.54265476e+02
 -1.45012701e+02 -1.19293065e-02  1.53777683e+02 -1.44512028e+02
  4.82211207e-01  1.54238439e+02]
10 [ 1.22914418e-10 -1.03229936e-05 -2.82787049e-01  1.61506168e+04
 -1.44965523e+02  2.15798997e-02  1.53779372e+02 -1.44502296e+02
  5.19731907e-01  1.54274119e+02 -1.45003120e+02 -3.37050758e-03
  1.53769868e+02 -1.44498899e+02  4.88198331e-01  1.54254334e+02
 -1.45007892e+02 -1.00076215e-02  1.53789518e+02 -1.44476625e+02
  5.02372791e-01  1.54280443e+02 -1.44996109e+02 -8.74346313e-04
  1.53775463e+02 -1.44542403e+02  5.01291611e-01  1.54237559e+02
 -1.44991554e+02  2.23306086e-02  1.53782867e+02 -1.44481781e+02
  5.25632937e-01  1.54274977e+02 -1.44964034e+02  2.10054563e-02
  1.53776998e+02 -1.44490906e+02  5.11458278e-01  1.54259833e+02
 -1.45021404e+02 -4.18416026e-03  1.53763954e+02 -1.44518876e+02
  4.58903547e-01  1.54256228e+02 -1.44991859e+02  1.06557072e-02
  1.53793115e+02 -1.44487725e+02  5.28042989e-01  1.54280553e+02
 -1.44990377e+02  3.33345418e-02  1.53760900e+02 -1.44548736e+02
  5.18396077e-01  1.54272869e+02 -1.44998240e+02  1.78412116e-02
  1.53773390e+02 -1.44456248e+02  5.26616076e-01  1.54261421e+02
 -1.45017381e+02 -4.98257934e-03  1.53762409e+02 -1.44541676e+02
  4.71653986e-01  1.54269113e+02 -1.45016426e+02 -1.23331829e-03
  1.53778389e+02 -1.44500232e+02  5.04097862e-01  1.54265476e+02
 -1.45012701e+02 -1.19293065e-02  1.53777683e+02 -1.44512028e+02
  4.82211207e-01  1.54238439e+02]
--- Row 12/300 row=11 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  11
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=11 ---
Niter:  0 row:  11 ngroup:  1 nlines:  237 gd:  237
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  237 -0.0024978570927487453 0.014723700976901455 0.03985361202625656
[ 1.22529782e-10 -1.03220792e-05 -2.82784056e-01  1.61506221e+04
 -1.45076110e+02 -1.22357812e-13  1.53776447e+02]
Niter:  1 row:  11 ngroup:  1 nlines:  237 gd:  218
[ 1.22529782e-10 -1.03220792e-05 -2.82784056e-01  1.61506221e+04
 -1.45076110e+02 -1.22357812e-13  1.53776447e+02]
res:  218 -0.0006359891885949764 0.015306915031032986 0.022377473659795276
[ 1.22705136e-10 -1.03220619e-05 -2.82786449e-01  1.61506223e+04
 -1.45034242e+02 -5.94140280e-10  1.53767689e+02]
Niter:  2 row:  11 ngroup:  1 nlines:  237 gd:  219
[ 1.22705136e-10 -1.03220619e-05 -2.82786449e-01  1.61506223e+04
 -1.45034242e+02 -5.94140280e-10  1.53767689e+02]
res:  219 -0.0007632042579643894 0.01521651686016412 0.022663023572705884
[ 1.22544979e-10 -1.03218647e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
Niter:  3 row:  11 ngroup:  1 nlines:  237 gd:  220
[ 1.22544979e-10 -1.03218647e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
res:  220 -0.0007149580960685853 0.01537248344902764 0.023046740817639643
[ 1.22523248e-10 -1.03218647e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
Niter:  4 row:  11 ngroup:  1 nlines:  237 gd:  220
[ 1.22523248e-10 -1.03218647e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
res:  220 -0.0009989037680497859 0.015272512275259942 0.023047388196071033
[ 1.22535625e-10 -1.03218380e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
Niter:  5 row:  11 ngroup:  1 nlines:  237 gd:  220
[ 1.22535625e-10 -1.03218380e-05 -2.82783420e-01  1.61506232e+04
 -1.45040788e+02 -5.80304412e-10  1.53785748e+02]
res:  220 -0.001189985759992851 0.015533637213593465 0.02304278911198417
[ 1.22571208e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02]
Niter:  6 row:  11 ngroup:  1 nlines:  237 gd:  219
[ 1.22571208e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02]
res:  219 -0.0012731531278404873 0.015468086527107516 0.02266702940474201
[ 1.22592593e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02]
Final values:
res:  -0.0012731531278404873 0.02266702940474201
pars:  [ 1.22592593e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02]
11 [ 1.22592593e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02]
elapsed: 3.0 sec.
Niter:  0 row:  11 ngroup:  26 nlines:  6507 gd:  6507
[ 1.22592593e-10 -1.03218364e-05 -2.82783882e-01  1.61506232e+04
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02 -1.45042474e+02  9.58221057e-09
  1.53784099e+02 -1.45042474e+02  9.58221057e-09  1.53784099e+02
 -1.45042474e+02  9.58221057e-09  1.53784099e+02 -1.45042474e+02
  9.58221057e-09  1.53784099e+02]
res:  6507 0.00016153584510902874 0.01772685054129397 0.041261398811527794
[ 1.22592605e-10 -1.03218374e-05 -2.82783854e-01  1.61506216e+04
 -1.45076842e+02 -1.57450780e-03  1.53783073e+02 -1.44517772e+02
  4.90192127e-01  1.54286270e+02 -1.45093801e+02 -3.82140396e-02
  1.53767182e+02 -1.44586983e+02  4.79803062e-01  1.54257092e+02
 -1.45055829e+02 -4.75388701e-02  1.53803198e+02 -1.44558459e+02
  4.86583421e-01  1.54285398e+02 -1.45022318e+02 -3.21452514e-02
  1.53786325e+02 -1.44537378e+02  4.97223228e-01  1.54240095e+02
 -1.45038287e+02  1.52619309e-02  1.53798096e+02 -1.44547210e+02
  4.81805157e-01  1.54273417e+02 -1.45025843e+02 -2.89061080e-02
  1.53799473e+02 -1.44540698e+02  4.95312959e-01  1.54270531e+02
 -1.45112918e+02 -7.02669613e-02  1.53768239e+02 -1.44559595e+02
  4.56926714e-01  1.54270549e+02 -1.45038224e+02 -1.14862092e-02
  1.53795102e+02 -1.44561377e+02  4.85178663e-01  1.54295965e+02
 -1.45083284e+02 -1.99261074e-02  1.53763902e+02 -1.44567448e+02
  4.94756107e-01  1.54274215e+02 -1.45045265e+02 -1.57708484e-02
  1.53776820e+02 -1.44545225e+02  4.84826851e-01  1.54279446e+02
 -1.45079382e+02 -6.54033910e-02  1.53774040e+02 -1.44592723e+02
  4.53513918e-01  1.54255181e+02 -1.45078650e+02 -2.50560864e-02
  1.53793895e+02 -1.44562890e+02  4.85216468e-01  1.54260258e+02
 -1.45110581e+02 -6.23727642e-02  1.53771023e+02 -1.44613921e+02
  4.55469532e-01  1.54266520e+02]
Niter:  1 row:  11 ngroup:  26 nlines:  6507 gd:  6065
[ 1.22592605e-10 -1.03218374e-05 -2.82783854e-01  1.61506216e+04
 -1.45076842e+02 -1.57450780e-03  1.53783073e+02 -1.44517772e+02
  4.90192127e-01  1.54286270e+02 -1.45093801e+02 -3.82140396e-02
  1.53767182e+02 -1.44586983e+02  4.79803062e-01  1.54257092e+02
 -1.45055829e+02 -4.75388701e-02  1.53803198e+02 -1.44558459e+02
  4.86583421e-01  1.54285398e+02 -1.45022318e+02 -3.21452514e-02
  1.53786325e+02 -1.44537378e+02  4.97223228e-01  1.54240095e+02
 -1.45038287e+02  1.52619309e-02  1.53798096e+02 -1.44547210e+02
  4.81805157e-01  1.54273417e+02 -1.45025843e+02 -2.89061080e-02
  1.53799473e+02 -1.44540698e+02  4.95312959e-01  1.54270531e+02
 -1.45112918e+02 -7.02669613e-02  1.53768239e+02 -1.44559595e+02
  4.56926714e-01  1.54270549e+02 -1.45038224e+02 -1.14862092e-02
  1.53795102e+02 -1.44561377e+02  4.85178663e-01  1.54295965e+02
 -1.45083284e+02 -1.99261074e-02  1.53763902e+02 -1.44567448e+02
  4.94756107e-01  1.54274215e+02 -1.45045265e+02 -1.57708484e-02
  1.53776820e+02 -1.44545225e+02  4.84826851e-01  1.54279446e+02
 -1.45079382e+02 -6.54033910e-02  1.53774040e+02 -1.44592723e+02
  4.53513918e-01  1.54255181e+02 -1.45078650e+02 -2.50560864e-02
  1.53793895e+02 -1.44562890e+02  4.85216468e-01  1.54260258e+02
 -1.45110581e+02 -6.23727642e-02  1.53771023e+02 -1.44613921e+02
  4.55469532e-01  1.54266520e+02]
res:  6065 -0.0009678331607574364 0.017689246546069626 0.02830642458252446
[ 1.22592617e-10 -1.03218385e-05 -2.82783882e-01  1.61506232e+04
 -1.45053404e+02 -4.26078183e-03  1.53784894e+02 -1.44502245e+02
  4.93680010e-01  1.54286002e+02 -1.45091868e+02 -3.65623689e-02
  1.53771908e+02 -1.44566200e+02  4.41273411e-01  1.54256224e+02
 -1.45048182e+02 -5.34725609e-02  1.53805072e+02 -1.44549798e+02
  4.88338750e-01  1.54281295e+02 -1.45031178e+02 -3.50010730e-02
  1.53788628e+02 -1.44533598e+02  4.84833326e-01  1.54244348e+02
 -1.45034781e+02 -8.46825134e-03  1.53790381e+02 -1.44541591e+02
  4.59443258e-01  1.54276719e+02 -1.45006436e+02 -3.29428727e-02
  1.53802225e+02 -1.44527403e+02  4.71987847e-01  1.54267774e+02
 -1.45084182e+02 -8.01570832e-02  1.53773120e+02 -1.44544916e+02
  4.48295851e-01  1.54265006e+02 -1.45029999e+02 -7.24672000e-03
  1.53791006e+02 -1.44549826e+02  4.71362007e-01  1.54298623e+02
 -1.45052436e+02 -2.27661491e-02  1.53765945e+02 -1.44561989e+02
  4.71698740e-01  1.54272843e+02 -1.45047438e+02 -2.07285688e-02
  1.53781732e+02 -1.44531115e+02  4.78749220e-01  1.54271974e+02
 -1.45071807e+02 -6.87790499e-02  1.53776194e+02 -1.44556411e+02
  4.39671093e-01  1.54256735e+02 -1.45072884e+02 -3.36663116e-02
  1.53790569e+02 -1.44557213e+02  4.73773519e-01  1.54273879e+02
 -1.45071520e+02 -7.36243920e-02  1.53777086e+02 -1.44589859e+02
  4.36420242e-01  1.54270527e+02]
Niter:  2 row:  11 ngroup:  26 nlines:  6507 gd:  6059
[ 1.22592617e-10 -1.03218385e-05 -2.82783882e-01  1.61506232e+04
 -1.45053404e+02 -4.26078183e-03  1.53784894e+02 -1.44502245e+02
  4.93680010e-01  1.54286002e+02 -1.45091868e+02 -3.65623689e-02
  1.53771908e+02 -1.44566200e+02  4.41273411e-01  1.54256224e+02
 -1.45048182e+02 -5.34725609e-02  1.53805072e+02 -1.44549798e+02
  4.88338750e-01  1.54281295e+02 -1.45031178e+02 -3.50010730e-02
  1.53788628e+02 -1.44533598e+02  4.84833326e-01  1.54244348e+02
 -1.45034781e+02 -8.46825134e-03  1.53790381e+02 -1.44541591e+02
  4.59443258e-01  1.54276719e+02 -1.45006436e+02 -3.29428727e-02
  1.53802225e+02 -1.44527403e+02  4.71987847e-01  1.54267774e+02
 -1.45084182e+02 -8.01570832e-02  1.53773120e+02 -1.44544916e+02
  4.48295851e-01  1.54265006e+02 -1.45029999e+02 -7.24672000e-03
  1.53791006e+02 -1.44549826e+02  4.71362007e-01  1.54298623e+02
 -1.45052436e+02 -2.27661491e-02  1.53765945e+02 -1.44561989e+02
  4.71698740e-01  1.54272843e+02 -1.45047438e+02 -2.07285688e-02
  1.53781732e+02 -1.44531115e+02  4.78749220e-01  1.54271974e+02
 -1.45071807e+02 -6.87790499e-02  1.53776194e+02 -1.44556411e+02
  4.39671093e-01  1.54256735e+02 -1.45072884e+02 -3.36663116e-02
  1.53790569e+02 -1.44557213e+02  4.73773519e-01  1.54273879e+02
 -1.45071520e+02 -7.36243920e-02  1.53777086e+02 -1.44589859e+02
  4.36420242e-01  1.54270527e+02]
res:  6059 -0.0008951481468102429 0.0176001168856601 0.02817901005399232
[ 1.22592630e-10 -1.03218395e-05 -2.82783910e-01  1.61506248e+04
 -1.45046461e+02  1.42741435e-03  1.53789632e+02 -1.44495276e+02
  4.99388916e-01  1.54290727e+02 -1.45084930e+02 -3.08571452e-02
  1.53776633e+02 -1.44546571e+02  4.46965522e-01  1.54260960e+02
 -1.45041239e+02 -4.77730751e-02  1.53809787e+02 -1.44536506e+02
  4.94029609e-01  1.54286023e+02 -1.45029838e+02 -2.93031910e-02
  1.53793363e+02 -1.44526617e+02  4.86768719e-01  1.54249083e+02
 -1.45027816e+02 -6.61110725e-03  1.53795109e+02 -1.44534618e+02
  4.65135642e-01  1.54283851e+02 -1.44999466e+02 -2.72375661e-02
  1.53806954e+02 -1.44520450e+02  4.77678983e-01  1.54272511e+02
 -1.45077184e+02 -7.44715780e-02  1.53777840e+02 -1.44525419e+02
  4.49616724e-01  1.54267515e+02 -1.45023043e+02 -1.53918483e-03
  1.53795739e+02 -1.44542840e+02  4.73266518e-01  1.54305598e+02
 -1.45045460e+02 -2.12719286e-02  1.53770674e+02 -1.44555024e+02
  4.73794621e-01  1.54275163e+02 -1.45040474e+02 -1.50237401e-02
  1.53788811e+02 -1.44524126e+02  4.80419826e-01  1.54276700e+02
 -1.45064840e+02 -6.30770052e-02  1.53780923e+02 -1.44538468e+02
  4.45365525e-01  1.54261467e+02 -1.45065932e+02 -3.17050236e-02
  1.53793013e+02 -1.44550257e+02  4.79473778e-01  1.54278613e+02
 -1.45058924e+02 -7.20317081e-02  1.53781820e+02 -1.44564655e+02
  4.38432221e-01  1.54275251e+02]
Niter:  3 row:  11 ngroup:  26 nlines:  6507 gd:  6060
[ 1.22592630e-10 -1.03218395e-05 -2.82783910e-01  1.61506248e+04
 -1.45046461e+02  1.42741435e-03  1.53789632e+02 -1.44495276e+02
  4.99388916e-01  1.54290727e+02 -1.45084930e+02 -3.08571452e-02
  1.53776633e+02 -1.44546571e+02  4.46965522e-01  1.54260960e+02
 -1.45041239e+02 -4.77730751e-02  1.53809787e+02 -1.44536506e+02
  4.94029609e-01  1.54286023e+02 -1.45029838e+02 -2.93031910e-02
  1.53793363e+02 -1.44526617e+02  4.86768719e-01  1.54249083e+02
 -1.45027816e+02 -6.61110725e-03  1.53795109e+02 -1.44534618e+02
  4.65135642e-01  1.54283851e+02 -1.44999466e+02 -2.72375661e-02
  1.53806954e+02 -1.44520450e+02  4.77678983e-01  1.54272511e+02
 -1.45077184e+02 -7.44715780e-02  1.53777840e+02 -1.44525419e+02
  4.49616724e-01  1.54267515e+02 -1.45023043e+02 -1.53918483e-03
  1.53795739e+02 -1.44542840e+02  4.73266518e-01  1.54305598e+02
 -1.45045460e+02 -2.12719286e-02  1.53770674e+02 -1.44555024e+02
  4.73794621e-01  1.54275163e+02 -1.45040474e+02 -1.50237401e-02
  1.53788811e+02 -1.44524126e+02  4.80419826e-01  1.54276700e+02
 -1.45064840e+02 -6.30770052e-02  1.53780923e+02 -1.44538468e+02
  4.45365525e-01  1.54261467e+02 -1.45065932e+02 -3.17050236e-02
  1.53793013e+02 -1.44550257e+02  4.79473778e-01  1.54278613e+02
 -1.45058924e+02 -7.20317081e-02  1.53781820e+02 -1.44564655e+02
  4.38432221e-01  1.54275251e+02]
res:  6060 -0.0006719121774949599 0.017506200852949405 0.028141469534851225
[ 1.22830074e-10 -1.03224968e-05 -2.82786411e-01  1.61506264e+04
 -1.45040280e+02  5.96172213e-03  1.53776299e+02 -1.44489458e+02
  5.04233285e-01  1.54277323e+02 -1.45078690e+02 -2.59620501e-02
  1.53763197e+02 -1.44540860e+02  4.51628231e-01  1.54247683e+02
 -1.45035067e+02 -4.29700857e-02  1.53796285e+02 -1.44530870e+02
  4.98532330e-01  1.54272669e+02 -1.45023931e+02 -2.45611522e-02
  1.53780065e+02 -1.44521119e+02  4.91254264e-01  1.54235794e+02
 -1.45021993e+02 -1.88630103e-03  1.53781725e+02 -1.44528810e+02
  4.69792689e-01  1.54270554e+02 -1.44993665e+02 -2.23552322e-02
  1.53793611e+02 -1.44514377e+02  4.82297271e-01  1.54259186e+02
 -1.45071865e+02 -6.99226751e-02  1.53764393e+02 -1.44519962e+02
  4.54599577e-01  1.54254160e+02 -1.45017041e+02  3.42624449e-03
  1.53782381e+02 -1.44537251e+02  4.78275942e-01  1.54292256e+02
 -1.45039811e+02 -1.65114771e-02  1.53757328e+02 -1.44549157e+02
  4.78559408e-01  1.54261724e+02 -1.45034661e+02 -1.02833924e-02
  1.53777477e+02 -1.44518610e+02  4.85052478e-01  1.54263300e+02
 -1.45059123e+02 -5.84066839e-02  1.53767565e+02 -1.44532817e+02
  4.50050209e-01  1.54248074e+02 -1.45059785e+02 -2.68964285e-02
  1.53779628e+02 -1.44544257e+02  4.84342814e-01  1.54265301e+02
 -1.45053190e+02 -6.73649626e-02  1.53768535e+02 -1.44554493e+02
  4.40494749e-01  1.54261842e+02]
Niter:  4 row:  11 ngroup:  26 nlines:  6507 gd:  6048
[ 1.22830074e-10 -1.03224968e-05 -2.82786411e-01  1.61506264e+04
 -1.45040280e+02  5.96172213e-03  1.53776299e+02 -1.44489458e+02
  5.04233285e-01  1.54277323e+02 -1.45078690e+02 -2.59620501e-02
  1.53763197e+02 -1.44540860e+02  4.51628231e-01  1.54247683e+02
 -1.45035067e+02 -4.29700857e-02  1.53796285e+02 -1.44530870e+02
  4.98532330e-01  1.54272669e+02 -1.45023931e+02 -2.45611522e-02
  1.53780065e+02 -1.44521119e+02  4.91254264e-01  1.54235794e+02
 -1.45021993e+02 -1.88630103e-03  1.53781725e+02 -1.44528810e+02
  4.69792689e-01  1.54270554e+02 -1.44993665e+02 -2.23552322e-02
  1.53793611e+02 -1.44514377e+02  4.82297271e-01  1.54259186e+02
 -1.45071865e+02 -6.99226751e-02  1.53764393e+02 -1.44519962e+02
  4.54599577e-01  1.54254160e+02 -1.45017041e+02  3.42624449e-03
  1.53782381e+02 -1.44537251e+02  4.78275942e-01  1.54292256e+02
 -1.45039811e+02 -1.65114771e-02  1.53757328e+02 -1.44549157e+02
  4.78559408e-01  1.54261724e+02 -1.45034661e+02 -1.02833924e-02
  1.53777477e+02 -1.44518610e+02  4.85052478e-01  1.54263300e+02
 -1.45059123e+02 -5.84066839e-02  1.53767565e+02 -1.44532817e+02
  4.50050209e-01  1.54248074e+02 -1.45059785e+02 -2.68964285e-02
  1.53779628e+02 -1.44544257e+02  4.84342814e-01  1.54265301e+02
 -1.45053190e+02 -6.73649626e-02  1.53768535e+02 -1.44554493e+02
  4.40494749e-01  1.54261842e+02]
res:  6048 -0.0008317660885950318 0.01750365512089047 0.027942123439008416
[ 1.22830087e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
Niter:  5 row:  11 ngroup:  26 nlines:  6507 gd:  6050
[ 1.22830087e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
res:  6050 -0.0008909410607884638 0.017523721551697236 0.02797309319290381
[ 1.22839881e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
Niter:  6 row:  11 ngroup:  26 nlines:  6507 gd:  6051
[ 1.22839881e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
res:  6051 -0.0009015956547955284 0.0175184162962978 0.027989153191443347
[ 1.22838704e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
Saving figure to  wave_resid_43670005_fiber11.png
Final values:
res:  -0.0009015956547955284 0.027989153191443347
pars:  [ 1.22838704e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
11 [ 1.22838704e-10 -1.03224978e-05 -2.82786439e-01  1.61506280e+04
 -1.45033536e+02  1.59208796e-02  1.53781086e+02 -1.44482679e+02
  5.06093132e-01  1.54282090e+02 -1.45071955e+02 -2.03655183e-02
  1.53767969e+02 -1.44534078e+02  4.57208972e-01  1.54252463e+02
 -1.45028322e+02 -3.73813572e-02  1.53798893e+02 -1.44524093e+02
  5.04099936e-01  1.54277437e+02 -1.45023606e+02 -1.89713457e-02
  1.53784848e+02 -1.44514331e+02  4.96826994e-01  1.54240569e+02
 -1.45015219e+02  3.69498842e-03  1.53786495e+02 -1.44528092e+02
  4.75374093e-01  1.54275337e+02 -1.44986887e+02 -1.67666659e-02
  1.53798381e+02 -1.44507620e+02  4.83877811e-01  1.54263972e+02
 -1.45065061e+02 -7.17049518e-02  1.53769151e+02 -1.44513173e+02
  4.60196915e-01  1.54258936e+02 -1.45010276e+02  9.02917827e-03
  1.53787162e+02 -1.44530461e+02  4.83869053e-01  1.54297025e+02
 -1.45033022e+02 -1.05868160e-02  1.53762097e+02 -1.44542385e+02
  4.84148405e-01  1.54266490e+02 -1.45027887e+02 -8.53542588e-03
  1.53782760e+02 -1.44511806e+02  4.90632900e-01  1.54268067e+02
 -1.45052348e+02 -5.28188774e-02  1.53772334e+02 -1.44526028e+02
  4.55631945e-01  1.54252857e+02 -1.45053027e+02 -2.13047150e-02
  1.53784395e+02 -1.44537495e+02  4.89935093e-01  1.54270082e+02
 -1.45046409e+02 -6.97267513e-02  1.53773307e+02 -1.44546643e+02
  4.41583979e-01  1.54266606e+02]
--- Row 13/300 row=12 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  12
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=12 ---
Niter:  0 row:  12 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.00012747034088533837 0.016232079561632418 0.04088493477674343
[ 1.22719722e-10 -1.03226630e-05 -2.82786840e-01  1.61506205e+04
 -1.45082809e+02  1.24655965e-13  1.53750907e+02]
Niter:  1 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22719722e-10 -1.03226630e-05 -2.82786840e-01  1.61506205e+04
 -1.45082809e+02  1.24655965e-13  1.53750907e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Niter:  2 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Niter:  3 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Niter:  4 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Niter:  5 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Niter:  6 row:  12 ngroup:  1 nlines:  252 gd:  228
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
res:  228 -0.0015559133598799235 0.01667577623084071 0.026486376524835747
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
Final values:
res:  -0.0015559133598799235 0.026486376524835747
pars:  [ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
12 [ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02]
elapsed: 3.0 sec.
Niter:  0 row:  12 ngroup:  26 nlines:  6598 gd:  6598
[ 1.22557627e-10 -1.03227117e-05 -2.82785578e-01  1.61506309e+04
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02 -1.45039412e+02 -7.31112737e-12
  1.53785663e+02 -1.45039412e+02 -7.31112737e-12  1.53785663e+02
 -1.45039412e+02 -7.31112737e-12  1.53785663e+02 -1.45039412e+02
 -7.31112737e-12  1.53785663e+02]
res:  6598 -0.000328460720993462 0.01768058072138956 0.04181552008939973
[ 1.22557639e-10 -1.03227128e-05 -2.82785607e-01  1.61506325e+04
 -1.45035606e+02  4.25309610e-02  1.53789339e+02 -1.44518485e+02
  4.99624440e-01  1.54278627e+02 -1.45103470e+02 -4.80095282e-03
  1.53787218e+02 -1.44557226e+02  4.70207927e-01  1.54262782e+02
 -1.45032348e+02 -8.09101396e-03  1.53790392e+02 -1.44565310e+02
  5.18285213e-01  1.54291729e+02 -1.45029583e+02 -1.38591363e-02
  1.53772587e+02 -1.44604639e+02  4.95455338e-01  1.54249246e+02
 -1.45019541e+02  1.75819263e-02  1.53787802e+02 -1.44544667e+02
  5.13720113e-01  1.54270867e+02 -1.45016550e+02  3.59767906e-02
  1.53784398e+02 -1.44545881e+02  5.10371563e-01  1.54277144e+02
 -1.45074638e+02 -4.46861317e-02  1.53773801e+02 -1.44581981e+02
  4.72521998e-01  1.54261435e+02 -1.45050145e+02 -3.39695793e-03
  1.53802528e+02 -1.44533986e+02  5.13017035e-01  1.54285827e+02
 -1.45052239e+02 -8.88667613e-03  1.53762375e+02 -1.44579493e+02
  4.74920060e-01  1.54271500e+02 -1.45033763e+02 -2.00354664e-02
  1.53789508e+02 -1.44540281e+02  5.05286116e-01  1.54292988e+02
 -1.45073963e+02 -1.50001977e-02  1.53759928e+02 -1.44544010e+02
  4.58772174e-01  1.54268606e+02 -1.45026745e+02  1.15618282e-02
  1.53776632e+02 -1.44584370e+02  4.86697561e-01  1.54262150e+02
 -1.45075410e+02 -3.16541202e-02  1.53775545e+02 -1.44576167e+02
  4.79422571e-01  1.54251545e+02]
Niter:  1 row:  12 ngroup:  26 nlines:  6598 gd:  6132
[ 1.22557639e-10 -1.03227128e-05 -2.82785607e-01  1.61506325e+04
 -1.45035606e+02  4.25309610e-02  1.53789339e+02 -1.44518485e+02
  4.99624440e-01  1.54278627e+02 -1.45103470e+02 -4.80095282e-03
  1.53787218e+02 -1.44557226e+02  4.70207927e-01  1.54262782e+02
 -1.45032348e+02 -8.09101396e-03  1.53790392e+02 -1.44565310e+02
  5.18285213e-01  1.54291729e+02 -1.45029583e+02 -1.38591363e-02
  1.53772587e+02 -1.44604639e+02  4.95455338e-01  1.54249246e+02
 -1.45019541e+02  1.75819263e-02  1.53787802e+02 -1.44544667e+02
  5.13720113e-01  1.54270867e+02 -1.45016550e+02  3.59767906e-02
  1.53784398e+02 -1.44545881e+02  5.10371563e-01  1.54277144e+02
 -1.45074638e+02 -4.46861317e-02  1.53773801e+02 -1.44581981e+02
  4.72521998e-01  1.54261435e+02 -1.45050145e+02 -3.39695793e-03
  1.53802528e+02 -1.44533986e+02  5.13017035e-01  1.54285827e+02
 -1.45052239e+02 -8.88667613e-03  1.53762375e+02 -1.44579493e+02
  4.74920060e-01  1.54271500e+02 -1.45033763e+02 -2.00354664e-02
  1.53789508e+02 -1.44540281e+02  5.05286116e-01  1.54292988e+02
 -1.45073963e+02 -1.50001977e-02  1.53759928e+02 -1.44544010e+02
  4.58772174e-01  1.54268606e+02 -1.45026745e+02  1.15618282e-02
  1.53776632e+02 -1.44584370e+02  4.86697561e-01  1.54262150e+02
 -1.45075410e+02 -3.16541202e-02  1.53775545e+02 -1.44576167e+02
  4.79422571e-01  1.54251545e+02]
res:  6132 -0.0010355663480368094 0.017782783743314212 0.028820769604476944
[ 1.22557627e-10 -1.03227138e-05 -2.82785635e-01  1.61506341e+04
 -1.45019551e+02  2.50419048e-02  1.53795172e+02 -1.44530124e+02
  5.02869403e-01  1.54287502e+02 -1.45076767e+02 -1.01638297e-02
  1.53779027e+02 -1.44543066e+02  4.71127079e-01  1.54258812e+02
 -1.45019720e+02 -1.53568477e-02  1.53788345e+02 -1.44557703e+02
  5.10922829e-01  1.54290440e+02 -1.45010096e+02 -1.69913622e-02
  1.53784580e+02 -1.44590677e+02  4.85691704e-01  1.54254440e+02
 -1.45007437e+02  8.13393079e-03  1.53785435e+02 -1.44520338e+02
  4.93429909e-01  1.54280278e+02 -1.45028023e+02  1.61878628e-02
  1.53790142e+02 -1.44546513e+02  5.06469441e-01  1.54286904e+02
 -1.45063304e+02 -3.06970946e-02  1.53772970e+02 -1.44573864e+02
  4.50065233e-01  1.54265252e+02 -1.45043199e+02  3.88206812e-04
  1.53798913e+02 -1.44546591e+02  5.08952931e-01  1.54285582e+02
 -1.45041412e+02 -2.33653109e-02  1.53769166e+02 -1.44564645e+02
  4.62539562e-01  1.54275197e+02 -1.45042394e+02 -1.28813355e-02
  1.53780285e+02 -1.44536068e+02  4.98125137e-01  1.54298275e+02
 -1.45060255e+02 -2.08870709e-02  1.53767041e+02 -1.44537579e+02
  4.53188838e-01  1.54275251e+02 -1.45028254e+02  1.84432350e-02
  1.53785801e+02 -1.44559632e+02  4.68379914e-01  1.54270901e+02
 -1.45069961e+02 -4.05269512e-02  1.53778998e+02 -1.44567761e+02
  4.64514964e-01  1.54247520e+02]
Niter:  2 row:  12 ngroup:  26 nlines:  6598 gd:  6130
[ 1.22557627e-10 -1.03227138e-05 -2.82785635e-01  1.61506341e+04
 -1.45019551e+02  2.50419048e-02  1.53795172e+02 -1.44530124e+02
  5.02869403e-01  1.54287502e+02 -1.45076767e+02 -1.01638297e-02
  1.53779027e+02 -1.44543066e+02  4.71127079e-01  1.54258812e+02
 -1.45019720e+02 -1.53568477e-02  1.53788345e+02 -1.44557703e+02
  5.10922829e-01  1.54290440e+02 -1.45010096e+02 -1.69913622e-02
  1.53784580e+02 -1.44590677e+02  4.85691704e-01  1.54254440e+02
 -1.45007437e+02  8.13393079e-03  1.53785435e+02 -1.44520338e+02
  4.93429909e-01  1.54280278e+02 -1.45028023e+02  1.61878628e-02
  1.53790142e+02 -1.44546513e+02  5.06469441e-01  1.54286904e+02
 -1.45063304e+02 -3.06970946e-02  1.53772970e+02 -1.44573864e+02
  4.50065233e-01  1.54265252e+02 -1.45043199e+02  3.88206812e-04
  1.53798913e+02 -1.44546591e+02  5.08952931e-01  1.54285582e+02
 -1.45041412e+02 -2.33653109e-02  1.53769166e+02 -1.44564645e+02
  4.62539562e-01  1.54275197e+02 -1.45042394e+02 -1.28813355e-02
  1.53780285e+02 -1.44536068e+02  4.98125137e-01  1.54298275e+02
 -1.45060255e+02 -2.08870709e-02  1.53767041e+02 -1.44537579e+02
  4.53188838e-01  1.54275251e+02 -1.45028254e+02  1.84432350e-02
  1.53785801e+02 -1.44559632e+02  4.68379914e-01  1.54270901e+02
 -1.45069961e+02 -4.05269512e-02  1.53778998e+02 -1.44567761e+02
  4.64514964e-01  1.54247520e+02]
res:  6130 -0.0010636271181283519 0.017909814303493476 0.028748450401925276
[ 1.22557615e-10 -1.03227148e-05 -2.82785663e-01  1.61506358e+04
 -1.45012590e+02  2.26563479e-02  1.53802030e+02 -1.44523166e+02
  5.08560713e-01  1.54292219e+02 -1.45063875e+02 -8.24269467e-03
  1.53783749e+02 -1.44530141e+02  4.76816599e-01  1.54263529e+02
 -1.45012768e+02 -2.13142330e-02  1.53793073e+02 -1.44550730e+02
  5.12502367e-01  1.54295171e+02 -1.44996807e+02 -1.12782304e-02
  1.53791555e+02 -1.44583717e+02  4.91395181e-01  1.54259170e+02
 -1.45000475e+02  6.34093304e-03  1.53790167e+02 -1.44513358e+02
  4.99113958e-01  1.54285007e+02 -1.45027123e+02  2.18848589e-02
  1.53794867e+02 -1.44539546e+02  5.12156185e-01  1.54293777e+02
 -1.45056328e+02 -2.09036467e-02  1.53777697e+02 -1.44566895e+02
  4.47235000e-01  1.54269970e+02 -1.45036253e+02  6.07252341e-03
  1.53803640e+02 -1.44545605e+02  5.14673789e-01  1.54288120e+02
 -1.45034443e+02 -2.20032106e-02  1.53773886e+02 -1.44557637e+02
  4.68245208e-01  1.54279918e+02 -1.45041088e+02 -7.19399958e-03
  1.53785009e+02 -1.44529097e+02  5.03813036e-01  1.54305216e+02
 -1.45053270e+02 -1.96544410e-02  1.53771762e+02 -1.44530621e+02
  4.58880480e-01  1.54279985e+02 -1.45021303e+02  2.41613286e-02
  1.53790526e+02 -1.44552687e+02  4.74075612e-01  1.54280042e+02
 -1.45062971e+02 -3.82498948e-02  1.53783729e+02 -1.44560791e+02
  4.62784283e-01  1.54252248e+02]
Niter:  3 row:  12 ngroup:  26 nlines:  6598 gd:  6131
[ 1.22557615e-10 -1.03227148e-05 -2.82785663e-01  1.61506358e+04
 -1.45012590e+02  2.26563479e-02  1.53802030e+02 -1.44523166e+02
  5.08560713e-01  1.54292219e+02 -1.45063875e+02 -8.24269467e-03
  1.53783749e+02 -1.44530141e+02  4.76816599e-01  1.54263529e+02
 -1.45012768e+02 -2.13142330e-02  1.53793073e+02 -1.44550730e+02
  5.12502367e-01  1.54295171e+02 -1.44996807e+02 -1.12782304e-02
  1.53791555e+02 -1.44583717e+02  4.91395181e-01  1.54259170e+02
 -1.45000475e+02  6.34093304e-03  1.53790167e+02 -1.44513358e+02
  4.99113958e-01  1.54285007e+02 -1.45027123e+02  2.18848589e-02
  1.53794867e+02 -1.44539546e+02  5.12156185e-01  1.54293777e+02
 -1.45056328e+02 -2.09036467e-02  1.53777697e+02 -1.44566895e+02
  4.47235000e-01  1.54269970e+02 -1.45036253e+02  6.07252341e-03
  1.53803640e+02 -1.44545605e+02  5.14673789e-01  1.54288120e+02
 -1.45034443e+02 -2.20032106e-02  1.53773886e+02 -1.44557637e+02
  4.68245208e-01  1.54279918e+02 -1.45041088e+02 -7.19399958e-03
  1.53785009e+02 -1.44529097e+02  5.03813036e-01  1.54305216e+02
 -1.45053270e+02 -1.96544410e-02  1.53771762e+02 -1.44530621e+02
  4.58880480e-01  1.54279985e+02 -1.45021303e+02  2.41613286e-02
  1.53790526e+02 -1.44552687e+02  4.74075612e-01  1.54280042e+02
 -1.45062971e+02 -3.82498948e-02  1.53783729e+02 -1.44560791e+02
  4.62784283e-01  1.54252248e+02]
res:  6131 -0.0007523735685026622 0.018041032916698896 0.028736497908545662
[ 1.22775634e-10 -1.03228128e-05 -2.82790955e-01  1.61506342e+04
 -1.44983099e+02  1.59152569e-02  1.53767952e+02 -1.44493066e+02
  5.01578186e-01  1.54257934e+02 -1.45034254e+02 -1.47020109e-02
  1.53749649e+02 -1.44500220e+02  4.69896868e-01  1.54229358e+02
 -1.44983490e+02 -2.78104669e-02  1.53758954e+02 -1.44521103e+02
  5.05626875e-01  1.54261110e+02 -1.44966861e+02 -1.79122393e-02
  1.53757475e+02 -1.44554258e+02  4.84523039e-01  1.54225043e+02
 -1.44970938e+02 -1.73705717e-05  1.53756076e+02 -1.44483652e+02
  4.91612639e-01  1.54250892e+02 -1.44997066e+02  1.52688142e-02
  1.53760716e+02 -1.44510079e+02  5.04902285e-01  1.54259644e+02
 -1.45026473e+02 -2.70059980e-02  1.53743581e+02 -1.44537057e+02
  4.40280563e-01  1.54235806e+02 -1.45007165e+02 -1.46218289e-03
  1.53769495e+02 -1.44515955e+02  5.08899941e-01  1.54253957e+02
 -1.45004805e+02 -2.78204241e-02  1.53739727e+02 -1.44527160e+02
  4.61773218e-01  1.54245722e+02 -1.45011660e+02 -1.44424337e-02
  1.53750919e+02 -1.44499154e+02  4.96430035e-01  1.54271135e+02
 -1.45023223e+02 -2.61694740e-02  1.53737623e+02 -1.44501274e+02
  4.51874386e-01  1.54245919e+02 -1.44992130e+02  1.79912159e-02
  1.53756471e+02 -1.44523460e+02  4.67173913e-01  1.54245956e+02
 -1.45032955e+02 -4.43665404e-02  1.53749669e+02 -1.44531149e+02
  4.56501945e-01  1.54218141e+02]
Niter:  4 row:  12 ngroup:  26 nlines:  6598 gd:  6148
[ 1.22775634e-10 -1.03228128e-05 -2.82790955e-01  1.61506342e+04
 -1.44983099e+02  1.59152569e-02  1.53767952e+02 -1.44493066e+02
  5.01578186e-01  1.54257934e+02 -1.45034254e+02 -1.47020109e-02
  1.53749649e+02 -1.44500220e+02  4.69896868e-01  1.54229358e+02
 -1.44983490e+02 -2.78104669e-02  1.53758954e+02 -1.44521103e+02
  5.05626875e-01  1.54261110e+02 -1.44966861e+02 -1.79122393e-02
  1.53757475e+02 -1.44554258e+02  4.84523039e-01  1.54225043e+02
 -1.44970938e+02 -1.73705717e-05  1.53756076e+02 -1.44483652e+02
  4.91612639e-01  1.54250892e+02 -1.44997066e+02  1.52688142e-02
  1.53760716e+02 -1.44510079e+02  5.04902285e-01  1.54259644e+02
 -1.45026473e+02 -2.70059980e-02  1.53743581e+02 -1.44537057e+02
  4.40280563e-01  1.54235806e+02 -1.45007165e+02 -1.46218289e-03
  1.53769495e+02 -1.44515955e+02  5.08899941e-01  1.54253957e+02
 -1.45004805e+02 -2.78204241e-02  1.53739727e+02 -1.44527160e+02
  4.61773218e-01  1.54245722e+02 -1.45011660e+02 -1.44424337e-02
  1.53750919e+02 -1.44499154e+02  4.96430035e-01  1.54271135e+02
 -1.45023223e+02 -2.61694740e-02  1.53737623e+02 -1.44501274e+02
  4.51874386e-01  1.54245919e+02 -1.44992130e+02  1.79912159e-02
  1.53756471e+02 -1.44523460e+02  4.67173913e-01  1.54245956e+02
 -1.45032955e+02 -4.43665404e-02  1.53749669e+02 -1.44531149e+02
  4.56501945e-01  1.54218141e+02]
res:  6148 -0.0011226367651033797 0.018117489372343698 0.028971515829235364
[ 1.22775646e-10 -1.03228139e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
Niter:  5 row:  12 ngroup:  26 nlines:  6598 gd:  6149
[ 1.22775646e-10 -1.03228139e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
res:  6149 -0.0011369061885488918 0.018115588200089405 0.028986410453635182
[ 1.22777846e-10 -1.03228139e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
Niter:  6 row:  12 ngroup:  26 nlines:  6598 gd:  6149
[ 1.22777846e-10 -1.03228139e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
res:  6149 -0.0011167462234880077 0.01811935064233694 0.028986393938892442
[ 1.22776256e-10 -1.03228160e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
Saving figure to  wave_resid_43670005_fiber12.png
Final values:
res:  -0.0011167462234880077 0.028986393938892442
pars:  [ 1.22776256e-10 -1.03228160e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
12 [ 1.22776256e-10 -1.03228160e-05 -2.82790930e-01  1.61506325e+04
 -1.44992698e+02  6.15217498e-03  1.53761232e+02 -1.44503277e+02
  4.92721848e-01  1.54251232e+02 -1.45043935e+02 -1.99527835e-02
  1.53742923e+02 -1.44509874e+02  4.65211471e-01  1.54222621e+02
 -1.44986844e+02 -3.71525996e-02  1.53754326e+02 -1.44530715e+02
  4.88135458e-01  1.54256484e+02 -1.44976587e+02 -2.31333614e-02
  1.53752817e+02 -1.44563853e+02  4.80148427e-01  1.54220422e+02
 -1.44980607e+02 -5.26947954e-03  1.53751449e+02 -1.44493213e+02
  4.82322389e-01  1.54246277e+02 -1.45006878e+02  1.00480934e-02
  1.53756073e+02 -1.44519608e+02  4.99763446e-01  1.54252905e+02
 -1.45036319e+02 -3.22840489e-02  1.53738929e+02 -1.44546910e+02
  4.31347072e-01  1.54229091e+02 -1.45016590e+02 -2.32332363e-03
  1.53764867e+02 -1.44525840e+02  5.03595455e-01  1.54251639e+02
 -1.45020224e+02 -3.28736111e-02  1.53735073e+02 -1.44537098e+02
  4.56524436e-01  1.54241095e+02 -1.45021315e+02 -2.32197236e-02
  1.53746244e+02 -1.44509093e+02  4.87297613e-01  1.54266497e+02
 -1.45033098e+02 -2.71768506e-02  1.53732933e+02 -1.44516162e+02
  4.42913598e-01  1.54243563e+02 -1.45001565e+02  9.17548163e-03
  1.53751785e+02 -1.44533087e+02  4.61991954e-01  1.54241348e+02
 -1.45042688e+02 -4.96646786e-02  1.53745026e+02 -1.44534428e+02
  4.51232659e-01  1.54213529e+02]
--- Row 14/300 row=13 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  13
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=13 ---
Niter:  0 row:  13 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.0004010123520856723 0.018287356475411798 0.03699981176939615
[ 1.23283013e-10 -1.03229325e-05 -2.82790457e-01  1.61506572e+04
 -1.44997975e+02 -1.64399657e-13  1.53785760e+02]
Niter:  1 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23283013e-10 -1.03229325e-05 -2.82790457e-01  1.61506572e+04
 -1.44997975e+02 -1.64399657e-13  1.53785760e+02]
res:  229 -0.0007971046898092027 0.01820361569753004 0.027622902908273485
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Niter:  2 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
res:  229 -0.000797105182755331 0.018203605270173284 0.027622902908277056
[ 1.23076188e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Niter:  3 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23076188e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
res:  229 -0.0007971058248585905 0.01820361478257837 0.027622902908171865
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Niter:  4 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
res:  229 -0.0007971058248585905 0.01820361478257837 0.027622902908171865
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Niter:  5 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
res:  229 -0.0007971058248585905 0.01820361478257837 0.027622902908171865
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Niter:  6 row:  13 ngroup:  1 nlines:  242 gd:  229
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
res:  229 -0.0007971058248585905 0.01820361478257837 0.027622902908171865
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
Final values:
res:  -0.0007971058248585905 0.027622902908171865
pars:  [ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
13 [ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02]
elapsed: 3.0 sec.
Niter:  0 row:  13 ngroup:  26 nlines:  6324 gd:  6324
[ 1.23076186e-10 -1.03229436e-05 -2.82794285e-01  1.61506612e+04
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02 -1.44944173e+02 -1.36001010e-11
  1.53765304e+02 -1.44944173e+02 -1.36001010e-11  1.53765304e+02
 -1.44944173e+02 -1.36001010e-11  1.53765304e+02 -1.44944173e+02
 -1.36001010e-11  1.53765304e+02]
res:  6324 0.000352302277860872 0.01741187242714659 0.041243768743311454
[ 1.23076174e-10 -1.03229446e-05 -2.82794257e-01  1.61506596e+04
 -1.44946312e+02  8.31960030e-03  1.53759044e+02 -1.44461229e+02
  4.95519872e-01  1.54264695e+02 -1.44998742e+02 -3.00561337e-02
  1.53759308e+02 -1.44534026e+02  4.99673770e-01  1.54245051e+02
 -1.44975075e+02 -2.18053627e-02  1.53774255e+02 -1.44459819e+02
  5.06903835e-01  1.54273278e+02 -1.44915641e+02 -1.04699573e-02
  1.53761335e+02 -1.44484399e+02  4.80376833e-01  1.54227616e+02
 -1.44962698e+02  5.62619529e-03  1.53776555e+02 -1.44466329e+02
  5.09167908e-01  1.54257664e+02 -1.45003693e+02  8.96531411e-03
  1.53761031e+02 -1.44479784e+02  4.90498318e-01  1.54253393e+02
 -1.45055991e+02 -1.65480488e-02  1.53748453e+02 -1.44500935e+02
  4.86077858e-01  1.54245174e+02 -1.44965847e+02 -1.66716961e-02
  1.53784997e+02 -1.44477591e+02  4.86126608e-01  1.54258122e+02
 -1.45024367e+02 -3.52748152e-02  1.53746557e+02 -1.44536558e+02
  4.99115927e-01  1.54256883e+02 -1.44970508e+02 -1.96681059e-02
  1.53767399e+02 -1.44485420e+02  4.80827318e-01  1.54247313e+02
 -1.45028119e+02 -3.92890971e-02  1.53750184e+02 -1.44488008e+02
  4.65274436e-01  1.54245122e+02 -1.44975810e+02 -3.53831192e-02
  1.53764013e+02 -1.44492025e+02  4.97421411e-01  1.54256936e+02
 -1.45003125e+02 -5.70065168e-02  1.53755891e+02 -1.44500335e+02
  4.68885044e-01  1.54238612e+02]
Niter:  1 row:  13 ngroup:  26 nlines:  6324 gd:  5887
[ 1.23076174e-10 -1.03229446e-05 -2.82794257e-01  1.61506596e+04
 -1.44946312e+02  8.31960030e-03  1.53759044e+02 -1.44461229e+02
  4.95519872e-01  1.54264695e+02 -1.44998742e+02 -3.00561337e-02
  1.53759308e+02 -1.44534026e+02  4.99673770e-01  1.54245051e+02
 -1.44975075e+02 -2.18053627e-02  1.53774255e+02 -1.44459819e+02
  5.06903835e-01  1.54273278e+02 -1.44915641e+02 -1.04699573e-02
  1.53761335e+02 -1.44484399e+02  4.80376833e-01  1.54227616e+02
 -1.44962698e+02  5.62619529e-03  1.53776555e+02 -1.44466329e+02
  5.09167908e-01  1.54257664e+02 -1.45003693e+02  8.96531411e-03
  1.53761031e+02 -1.44479784e+02  4.90498318e-01  1.54253393e+02
 -1.45055991e+02 -1.65480488e-02  1.53748453e+02 -1.44500935e+02
  4.86077858e-01  1.54245174e+02 -1.44965847e+02 -1.66716961e-02
  1.53784997e+02 -1.44477591e+02  4.86126608e-01  1.54258122e+02
 -1.45024367e+02 -3.52748152e-02  1.53746557e+02 -1.44536558e+02
  4.99115927e-01  1.54256883e+02 -1.44970508e+02 -1.96681059e-02
  1.53767399e+02 -1.44485420e+02  4.80827318e-01  1.54247313e+02
 -1.45028119e+02 -3.92890971e-02  1.53750184e+02 -1.44488008e+02
  4.65274436e-01  1.54245122e+02 -1.44975810e+02 -3.53831192e-02
  1.53764013e+02 -1.44492025e+02  4.97421411e-01  1.54256936e+02
 -1.45003125e+02 -5.70065168e-02  1.53755891e+02 -1.44500335e+02
  4.68885044e-01  1.54238612e+02]
res:  5887 -0.0010180779308939236 0.017285870370869816 0.02785026816677972
[ 1.23076186e-10 -1.03229457e-05 -2.82794285e-01  1.61506603e+04
 -1.44941959e+02 -7.55283015e-03  1.53762423e+02 -1.44469095e+02
  4.79276200e-01  1.54263329e+02 -1.45003862e+02 -4.24228689e-02
  1.53753428e+02 -1.44524893e+02  4.82813575e-01  1.54235742e+02
 -1.44965505e+02 -2.73500086e-02  1.53770750e+02 -1.44481162e+02
  4.91848514e-01  1.54259604e+02 -1.44929199e+02 -8.33386605e-03
  1.53756969e+02 -1.44480076e+02  4.99007323e-01  1.54225797e+02
 -1.44966445e+02  2.25801970e-03  1.53769584e+02 -1.44453478e+02
  5.01483916e-01  1.54264238e+02 -1.44998017e+02  1.60789939e-02
  1.53757924e+02 -1.44471843e+02  4.78402124e-01  1.54251878e+02
 -1.45023804e+02 -2.82885013e-02  1.53745809e+02 -1.44481550e+02
  4.64495678e-01  1.54248609e+02 -1.44969085e+02 -9.82509596e-03
  1.53778392e+02 -1.44477367e+02  4.72968946e-01  1.54259141e+02
 -1.45003785e+02 -3.66843746e-02  1.53748980e+02 -1.44517218e+02
  4.78836206e-01  1.54251772e+02 -1.44979491e+02 -1.05337350e-02
  1.53769284e+02 -1.44492994e+02  4.74162276e-01  1.54243604e+02
 -1.45023907e+02 -5.77121718e-02  1.53748814e+02 -1.44484323e+02
  4.56876615e-01  1.54243761e+02 -1.44984636e+02 -3.54088468e-02
  1.53759766e+02 -1.44489170e+02  4.99478875e-01  1.54250061e+02
 -1.45020867e+02 -6.09553360e-02  1.53753038e+02 -1.44501834e+02
  4.49069098e-01  1.54238322e+02]
Niter:  2 row:  13 ngroup:  26 nlines:  6324 gd:  5887
[ 1.23076186e-10 -1.03229457e-05 -2.82794285e-01  1.61506603e+04
 -1.44941959e+02 -7.55283015e-03  1.53762423e+02 -1.44469095e+02
  4.79276200e-01  1.54263329e+02 -1.45003862e+02 -4.24228689e-02
  1.53753428e+02 -1.44524893e+02  4.82813575e-01  1.54235742e+02
 -1.44965505e+02 -2.73500086e-02  1.53770750e+02 -1.44481162e+02
  4.91848514e-01  1.54259604e+02 -1.44929199e+02 -8.33386605e-03
  1.53756969e+02 -1.44480076e+02  4.99007323e-01  1.54225797e+02
 -1.44966445e+02  2.25801970e-03  1.53769584e+02 -1.44453478e+02
  5.01483916e-01  1.54264238e+02 -1.44998017e+02  1.60789939e-02
  1.53757924e+02 -1.44471843e+02  4.78402124e-01  1.54251878e+02
 -1.45023804e+02 -2.82885013e-02  1.53745809e+02 -1.44481550e+02
  4.64495678e-01  1.54248609e+02 -1.44969085e+02 -9.82509596e-03
  1.53778392e+02 -1.44477367e+02  4.72968946e-01  1.54259141e+02
 -1.45003785e+02 -3.66843746e-02  1.53748980e+02 -1.44517218e+02
  4.78836206e-01  1.54251772e+02 -1.44979491e+02 -1.05337350e-02
  1.53769284e+02 -1.44492994e+02  4.74162276e-01  1.54243604e+02
 -1.45023907e+02 -5.77121718e-02  1.53748814e+02 -1.44484323e+02
  4.56876615e-01  1.54243761e+02 -1.44984636e+02 -3.54088468e-02
  1.53759766e+02 -1.44489170e+02  4.99478875e-01  1.54250061e+02
 -1.45020867e+02 -6.09553360e-02  1.53753038e+02 -1.44501834e+02
  4.49069098e-01  1.54238322e+02]
res:  5887 -0.0010901245523200487 0.017287112163103302 0.027818110576445027
[ 1.23076199e-10 -1.03229467e-05 -2.82794314e-01  1.61506602e+04
 -1.44942231e+02 -7.97754819e-03  1.53761854e+02 -1.44475164e+02
  4.75400105e-01  1.54262759e+02 -1.45004136e+02 -4.28410363e-02
  1.53752860e+02 -1.44512959e+02  4.69083842e-01  1.54233008e+02
 -1.44965779e+02 -2.77662911e-02  1.53770181e+02 -1.44481435e+02
  4.91425808e-01  1.54256465e+02 -1.44929468e+02 -8.75800210e-03
  1.53756400e+02 -1.44480350e+02  4.98585261e-01  1.54225227e+02
 -1.44966718e+02  1.83890326e-03  1.53769015e+02 -1.44453752e+02
  4.97313486e-01  1.54263668e+02 -1.44998289e+02  1.56571020e-02
  1.53757356e+02 -1.44472118e+02  4.73789937e-01  1.54251310e+02
 -1.45024077e+02 -3.61899397e-02  1.53745239e+02 -1.44481822e+02
  4.64066928e-01  1.54248040e+02 -1.44969359e+02 -1.02470538e-02
  1.53777822e+02 -1.44477638e+02  4.72552524e-01  1.54258572e+02
 -1.44998430e+02 -3.70996733e-02  1.53748410e+02 -1.44517490e+02
  4.73884087e-01  1.54251202e+02 -1.44979765e+02 -6.70029397e-03
  1.53768714e+02 -1.44493270e+02  4.70126520e-01  1.54243035e+02
 -1.45024180e+02 -5.81305956e-02  1.53748245e+02 -1.44484594e+02
  4.52333431e-01  1.54243191e+02 -1.44984909e+02 -3.58351047e-02
  1.53759195e+02 -1.44489443e+02  4.99058345e-01  1.54249491e+02
 -1.45028243e+02 -6.13751026e-02  1.53752468e+02 -1.44502108e+02
  4.44862502e-01  1.54237752e+02]
Niter:  3 row:  13 ngroup:  26 nlines:  6324 gd:  5888
[ 1.23076199e-10 -1.03229467e-05 -2.82794314e-01  1.61506602e+04
 -1.44942231e+02 -7.97754819e-03  1.53761854e+02 -1.44475164e+02
  4.75400105e-01  1.54262759e+02 -1.45004136e+02 -4.28410363e-02
  1.53752860e+02 -1.44512959e+02  4.69083842e-01  1.54233008e+02
 -1.44965779e+02 -2.77662911e-02  1.53770181e+02 -1.44481435e+02
  4.91425808e-01  1.54256465e+02 -1.44929468e+02 -8.75800210e-03
  1.53756400e+02 -1.44480350e+02  4.98585261e-01  1.54225227e+02
 -1.44966718e+02  1.83890326e-03  1.53769015e+02 -1.44453752e+02
  4.97313486e-01  1.54263668e+02 -1.44998289e+02  1.56571020e-02
  1.53757356e+02 -1.44472118e+02  4.73789937e-01  1.54251310e+02
 -1.45024077e+02 -3.61899397e-02  1.53745239e+02 -1.44481822e+02
  4.64066928e-01  1.54248040e+02 -1.44969359e+02 -1.02470538e-02
  1.53777822e+02 -1.44477638e+02  4.72552524e-01  1.54258572e+02
 -1.44998430e+02 -3.70996733e-02  1.53748410e+02 -1.44517490e+02
  4.73884087e-01  1.54251202e+02 -1.44979765e+02 -6.70029397e-03
  1.53768714e+02 -1.44493270e+02  4.70126520e-01  1.54243035e+02
 -1.45024180e+02 -5.81305956e-02  1.53748245e+02 -1.44484594e+02
  4.52333431e-01  1.54243191e+02 -1.44984909e+02 -3.58351047e-02
  1.53759195e+02 -1.44489443e+02  4.99058345e-01  1.54249491e+02
 -1.45028243e+02 -6.13751026e-02  1.53752468e+02 -1.44502108e+02
  4.44862502e-01  1.54237752e+02]
res:  5888 -0.0010174512235607835 0.017203520836119424 0.027824499160240167
[ 1.23207750e-10 -1.03234996e-05 -2.82795739e-01  1.61506618e+04
 -1.44939316e+02 -2.98106281e-03  1.53753365e+02 -1.44471683e+02
  4.80353008e-01  1.54254258e+02 -1.45001001e+02 -3.79290796e-02
  1.53744477e+02 -1.44501099e+02  4.73936440e-01  1.54224616e+02
 -1.44962680e+02 -2.27779766e-02  1.53761762e+02 -1.44478405e+02
  4.96390672e-01  1.54248089e+02 -1.44926931e+02 -3.89050406e-03
  1.53747896e+02 -1.44477292e+02  5.03581061e-01  1.54216684e+02
 -1.44963777e+02  6.95584777e-03  1.53760596e+02 -1.44450635e+02
  5.02201948e-01  1.54255219e+02 -1.44995406e+02  2.06282269e-02
  1.53748982e+02 -1.44468944e+02  4.78598364e-01  1.54242931e+02
 -1.45021130e+02 -3.11828000e-02  1.53736728e+02 -1.44478834e+02
  4.68906867e-01  1.54239585e+02 -1.44966389e+02 -5.31718946e-03
  1.53769299e+02 -1.44474781e+02  4.77521931e-01  1.54250152e+02
 -1.44995401e+02 -3.21093693e-02  1.53739896e+02 -1.44514693e+02
  4.72777828e-01  1.54242746e+02 -1.44976553e+02 -1.65286910e-03
  1.53760210e+02 -1.44489828e+02  4.69938935e-01  1.54234560e+02
 -1.45021172e+02 -5.31259630e-02  1.53739821e+02 -1.44481911e+02
  4.57127586e-01  1.54234755e+02 -1.44981808e+02 -3.08367162e-02
  1.53750639e+02 -1.44486312e+02  5.03834383e-01  1.54241031e+02
 -1.45025723e+02 -5.64715375e-02  1.53744013e+02 -1.44499022e+02
  4.50071338e-01  1.54229210e+02]
Niter:  4 row:  13 ngroup:  26 nlines:  6324 gd:  5879
[ 1.23207750e-10 -1.03234996e-05 -2.82795739e-01  1.61506618e+04
 -1.44939316e+02 -2.98106281e-03  1.53753365e+02 -1.44471683e+02
  4.80353008e-01  1.54254258e+02 -1.45001001e+02 -3.79290796e-02
  1.53744477e+02 -1.44501099e+02  4.73936440e-01  1.54224616e+02
 -1.44962680e+02 -2.27779766e-02  1.53761762e+02 -1.44478405e+02
  4.96390672e-01  1.54248089e+02 -1.44926931e+02 -3.89050406e-03
  1.53747896e+02 -1.44477292e+02  5.03581061e-01  1.54216684e+02
 -1.44963777e+02  6.95584777e-03  1.53760596e+02 -1.44450635e+02
  5.02201948e-01  1.54255219e+02 -1.44995406e+02  2.06282269e-02
  1.53748982e+02 -1.44468944e+02  4.78598364e-01  1.54242931e+02
 -1.45021130e+02 -3.11828000e-02  1.53736728e+02 -1.44478834e+02
  4.68906867e-01  1.54239585e+02 -1.44966389e+02 -5.31718946e-03
  1.53769299e+02 -1.44474781e+02  4.77521931e-01  1.54250152e+02
 -1.44995401e+02 -3.21093693e-02  1.53739896e+02 -1.44514693e+02
  4.72777828e-01  1.54242746e+02 -1.44976553e+02 -1.65286910e-03
  1.53760210e+02 -1.44489828e+02  4.69938935e-01  1.54234560e+02
 -1.45021172e+02 -5.31259630e-02  1.53739821e+02 -1.44481911e+02
  4.57127586e-01  1.54234755e+02 -1.44981808e+02 -3.08367162e-02
  1.53750639e+02 -1.44486312e+02  5.03834383e-01  1.54241031e+02
 -1.45025723e+02 -5.64715375e-02  1.53744013e+02 -1.44499022e+02
  4.50071338e-01  1.54229210e+02]
res:  5879 -0.0011171252917847596 0.017210546204296406 0.027677288178685915
[ 1.23207737e-10 -1.03234986e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
Niter:  5 row:  13 ngroup:  26 nlines:  6324 gd:  5878
[ 1.23207737e-10 -1.03234986e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
res:  5878 -0.0011010854177584406 0.017205923126311973 0.027661908278039427
[ 1.23202654e-10 -1.03234986e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
Niter:  6 row:  13 ngroup:  26 nlines:  6324 gd:  5878
[ 1.23202654e-10 -1.03234986e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
res:  5878 -0.0011339550974298618 0.01721981783157389 0.027661848474670625
[ 1.23205032e-10 -1.03234918e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
Saving figure to  wave_resid_43670005_fiber13.png
Final values:
res:  -0.0011339550974298618 0.027661848474670625
pars:  [ 1.23205032e-10 -1.03234918e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
13 [ 1.23205032e-10 -1.03234918e-05 -2.82795711e-01  1.61506615e+04
 -1.44940936e+02 -4.21669330e-03  1.53752577e+02 -1.44473314e+02
  4.79126488e-01  1.54253472e+02 -1.45002621e+02 -3.91658089e-02
  1.53741225e+02 -1.44505510e+02  4.72693775e-01  1.54223823e+02
 -1.44964302e+02 -2.40159728e-02  1.53758663e+02 -1.44486145e+02
  4.95156795e-01  1.54247300e+02 -1.44928550e+02 -5.12501861e-03
  1.53747108e+02 -1.44478912e+02  5.02345999e-01  1.54215897e+02
 -1.44965398e+02  2.10290656e-03  1.53759807e+02 -1.44452254e+02
  5.00966539e-01  1.54254426e+02 -1.44997025e+02  1.93908093e-02
  1.53748189e+02 -1.44470565e+02  4.77370449e-01  1.54242139e+02
 -1.45022747e+02 -3.24197671e-02  1.53738079e+02 -1.44480451e+02
  4.67669966e-01  1.54238797e+02 -1.44968008e+02 -6.55624146e-03
  1.53768510e+02 -1.44476402e+02  4.76288017e-01  1.54249363e+02
 -1.44997019e+02 -3.33378609e-02  1.53739108e+02 -1.44516311e+02
  4.73306010e-01  1.54241953e+02 -1.44978172e+02 -2.88917624e-03
  1.53759421e+02 -1.44497795e+02  4.70267175e-01  1.54233772e+02
 -1.45022789e+02 -5.43564692e-02  1.53739107e+02 -1.44483529e+02
  4.55905035e-01  1.54231797e+02 -1.44983430e+02 -3.20732696e-02
  1.53749854e+02 -1.44487938e+02  5.02601740e-01  1.54240240e+02
 -1.45027345e+02 -5.76957421e-02  1.53743224e+02 -1.44500639e+02
  4.48824672e-01  1.54228425e+02]
--- Row 15/300 row=14 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  14
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=14 ---
Niter:  0 row:  14 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 -0.0006536404507642146 0.01652094973178464 0.04411266736254817
[ 1.22429048e-10 -1.03226726e-05 -2.82786694e-01  1.61506391e+04
 -1.45051223e+02 -1.93875430e-13  1.53810967e+02]
Niter:  1 row:  14 ngroup:  1 nlines:  253 gd:  228
[ 1.22429048e-10 -1.03226726e-05 -2.82786694e-01  1.61506391e+04
 -1.45051223e+02 -1.93875430e-13  1.53810967e+02]
res:  228 -0.0009744299877638696 0.016519326349225594 0.02622854367185111
[ 1.22623470e-10 -1.03228027e-05 -2.82785136e-01  1.61506411e+04
 -1.45046749e+02 -3.48425172e-11  1.53825220e+02]
Niter:  2 row:  14 ngroup:  1 nlines:  253 gd:  231
[ 1.22623470e-10 -1.03228027e-05 -2.82785136e-01  1.61506411e+04
 -1.45046749e+02 -3.48425172e-11  1.53825220e+02]
res:  231 -0.002089859732222976 0.01726042543668882 0.027244053825235568
[ 1.22288766e-10 -1.03227712e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
Niter:  3 row:  14 ngroup:  1 nlines:  253 gd:  232
[ 1.22288766e-10 -1.03227712e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
res:  232 -0.002130925518940785 0.01731471102721116 0.027634195046452807
[ 1.22295421e-10 -1.03227712e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
Niter:  4 row:  14 ngroup:  1 nlines:  253 gd:  232
[ 1.22295421e-10 -1.03227712e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
res:  232 -0.0020888609033136163 0.01724913668476802 0.02763455737044772
[ 1.22290749e-10 -1.03227780e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
Niter:  5 row:  14 ngroup:  1 nlines:  253 gd:  232
[ 1.22290749e-10 -1.03227780e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
res:  232 -0.002112579477397958 0.017295475110586267 0.027634262763485958
[ 1.22296430e-10 -1.03227780e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
Niter:  6 row:  14 ngroup:  1 nlines:  253 gd:  232
[ 1.22296430e-10 -1.03227780e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
res:  232 -0.0020880058018519776 0.017239383194464608 0.027634563407127867
[ 1.22292438e-10 -1.03227838e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
Final values:
res:  -0.0020880058018519776 0.027634563407127867
pars:  [ 1.22292438e-10 -1.03227838e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
14 [ 1.22292438e-10 -1.03227838e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02]
elapsed: 3.0 sec.
Niter:  0 row:  14 ngroup:  26 nlines:  6641 gd:  6641
[ 1.22292438e-10 -1.03227838e-05 -2.82780613e-01  1.61506411e+04
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02 -1.45070387e+02  6.21213172e-10
  1.53841182e+02 -1.45070387e+02  6.21213172e-10  1.53841182e+02
 -1.45070387e+02  6.21213172e-10  1.53841182e+02 -1.45070387e+02
  6.21213172e-10  1.53841182e+02]
res:  6641 0.0004855140832660254 0.018551722676420468 0.04153443718310012
[ 1.22292426e-10 -1.03227848e-05 -2.82780641e-01  1.61506427e+04
 -1.45081897e+02  1.26044733e-02  1.53856709e+02 -1.44586644e+02
  4.98845785e-01  1.54349269e+02 -1.45139871e+02  1.30851952e-03
  1.53841899e+02 -1.44598162e+02  5.16159009e-01  1.54324807e+02
 -1.45066727e+02 -2.45376966e-02  1.53843368e+02 -1.44577459e+02
  5.20373066e-01  1.54354898e+02 -1.45079718e+02 -5.15673627e-04
  1.53858040e+02 -1.44637411e+02  5.30799425e-01  1.54320935e+02
 -1.45066044e+02  2.67132775e-02  1.53859955e+02 -1.44566906e+02
  4.90604214e-01  1.54342074e+02 -1.45083374e+02  4.09066801e-03
  1.53863109e+02 -1.44592882e+02  5.15521863e-01  1.54336141e+02
 -1.45101408e+02 -2.02852212e-02  1.53832980e+02 -1.44599677e+02
  4.76818841e-01  1.54315500e+02 -1.45085411e+02  2.91039225e-02
  1.53867930e+02 -1.44616354e+02  5.11425091e-01  1.54347902e+02
 -1.45092310e+02 -1.35808492e-02  1.53834423e+02 -1.44610918e+02
  4.99481110e-01  1.54341881e+02 -1.45086971e+02 -4.47146481e-03
  1.53847827e+02 -1.44581958e+02  5.11561211e-01  1.54335800e+02
 -1.45102683e+02 -1.05421115e-02  1.53819708e+02 -1.44585907e+02
  4.66129422e-01  1.54327076e+02 -1.45089376e+02  3.08899724e-03
  1.53852949e+02 -1.44595096e+02  5.04498446e-01  1.54318557e+02
 -1.45102054e+02 -4.39426736e-02  1.53852494e+02 -1.44565040e+02
  4.75354370e-01  1.54315643e+02]
Niter:  1 row:  14 ngroup:  26 nlines:  6641 gd:  6257
[ 1.22292426e-10 -1.03227848e-05 -2.82780641e-01  1.61506427e+04
 -1.45081897e+02  1.26044733e-02  1.53856709e+02 -1.44586644e+02
  4.98845785e-01  1.54349269e+02 -1.45139871e+02  1.30851952e-03
  1.53841899e+02 -1.44598162e+02  5.16159009e-01  1.54324807e+02
 -1.45066727e+02 -2.45376966e-02  1.53843368e+02 -1.44577459e+02
  5.20373066e-01  1.54354898e+02 -1.45079718e+02 -5.15673627e-04
  1.53858040e+02 -1.44637411e+02  5.30799425e-01  1.54320935e+02
 -1.45066044e+02  2.67132775e-02  1.53859955e+02 -1.44566906e+02
  4.90604214e-01  1.54342074e+02 -1.45083374e+02  4.09066801e-03
  1.53863109e+02 -1.44592882e+02  5.15521863e-01  1.54336141e+02
 -1.45101408e+02 -2.02852212e-02  1.53832980e+02 -1.44599677e+02
  4.76818841e-01  1.54315500e+02 -1.45085411e+02  2.91039225e-02
  1.53867930e+02 -1.44616354e+02  5.11425091e-01  1.54347902e+02
 -1.45092310e+02 -1.35808492e-02  1.53834423e+02 -1.44610918e+02
  4.99481110e-01  1.54341881e+02 -1.45086971e+02 -4.47146481e-03
  1.53847827e+02 -1.44581958e+02  5.11561211e-01  1.54335800e+02
 -1.45102683e+02 -1.05421115e-02  1.53819708e+02 -1.44585907e+02
  4.66129422e-01  1.54327076e+02 -1.45089376e+02  3.08899724e-03
  1.53852949e+02 -1.44595096e+02  5.04498446e-01  1.54318557e+02
 -1.45102054e+02 -4.39426736e-02  1.53852494e+02 -1.44565040e+02
  4.75354370e-01  1.54315643e+02]
res:  6257 -0.0008769825453782687 0.018641174101503566 0.03011598019099029
[ 1.22292414e-10 -1.03227838e-05 -2.82780669e-01  1.61506443e+04
 -1.45050788e+02  1.13926553e-02  1.53855178e+02 -1.44593566e+02
  4.92056312e-01  1.54342677e+02 -1.45110812e+02 -2.53585910e-02
  1.53839120e+02 -1.44575553e+02  4.93518646e-01  1.54327763e+02
 -1.45055917e+02 -1.74948054e-02  1.53839698e+02 -1.44584175e+02
  5.13629895e-01  1.54352452e+02 -1.45078698e+02 -6.58401590e-03
  1.53860385e+02 -1.44615121e+02  5.20492877e-01  1.54324061e+02
 -1.45069699e+02  1.47141936e-02  1.53861231e+02 -1.44559895e+02
  4.84953724e-01  1.54342731e+02 -1.45061748e+02  8.34162770e-03
  1.53863508e+02 -1.44584135e+02  5.03792026e-01  1.54337100e+02
 -1.45108509e+02 -3.87220933e-02  1.53839980e+02 -1.44581459e+02
  4.72244738e-01  1.54318215e+02 -1.45066172e+02 -1.33314623e-02
  1.53866086e+02 -1.44599381e+02  5.00496877e-01  1.54355216e+02
 -1.45098402e+02 -1.19179533e-02  1.53834850e+02 -1.44585318e+02
  4.73777272e-01  1.54339837e+02 -1.45085001e+02 -4.90292902e-03
  1.53849521e+02 -1.44572374e+02  4.82255373e-01  1.54337128e+02
 -1.45104056e+02 -1.74931837e-02  1.53814190e+02 -1.44586612e+02
  4.50491646e-01  1.54331629e+02 -1.45083755e+02 -6.81707203e-03
  1.53857131e+02 -1.44605790e+02  4.86264314e-01  1.54324096e+02
 -1.45078477e+02 -4.82429652e-02  1.53851049e+02 -1.44571294e+02
  4.63422299e-01  1.54318301e+02]
Niter:  2 row:  14 ngroup:  26 nlines:  6641 gd:  6251
[ 1.22292414e-10 -1.03227838e-05 -2.82780669e-01  1.61506443e+04
 -1.45050788e+02  1.13926553e-02  1.53855178e+02 -1.44593566e+02
  4.92056312e-01  1.54342677e+02 -1.45110812e+02 -2.53585910e-02
  1.53839120e+02 -1.44575553e+02  4.93518646e-01  1.54327763e+02
 -1.45055917e+02 -1.74948054e-02  1.53839698e+02 -1.44584175e+02
  5.13629895e-01  1.54352452e+02 -1.45078698e+02 -6.58401590e-03
  1.53860385e+02 -1.44615121e+02  5.20492877e-01  1.54324061e+02
 -1.45069699e+02  1.47141936e-02  1.53861231e+02 -1.44559895e+02
  4.84953724e-01  1.54342731e+02 -1.45061748e+02  8.34162770e-03
  1.53863508e+02 -1.44584135e+02  5.03792026e-01  1.54337100e+02
 -1.45108509e+02 -3.87220933e-02  1.53839980e+02 -1.44581459e+02
  4.72244738e-01  1.54318215e+02 -1.45066172e+02 -1.33314623e-02
  1.53866086e+02 -1.44599381e+02  5.00496877e-01  1.54355216e+02
 -1.45098402e+02 -1.19179533e-02  1.53834850e+02 -1.44585318e+02
  4.73777272e-01  1.54339837e+02 -1.45085001e+02 -4.90292902e-03
  1.53849521e+02 -1.44572374e+02  4.82255373e-01  1.54337128e+02
 -1.45104056e+02 -1.74931837e-02  1.53814190e+02 -1.44586612e+02
  4.50491646e-01  1.54331629e+02 -1.45083755e+02 -6.81707203e-03
  1.53857131e+02 -1.44605790e+02  4.86264314e-01  1.54324096e+02
 -1.45078477e+02 -4.82429652e-02  1.53851049e+02 -1.44571294e+02
  4.63422299e-01  1.54318301e+02]
res:  6251 -0.0008957219397416338 0.018659852896234952 0.029975582923615466
[ 1.22292401e-10 -1.03227827e-05 -2.82780698e-01  1.61506459e+04
 -1.45043765e+02  1.29592786e-02  1.53859945e+02 -1.44586566e+02
  4.93123340e-01  1.54347437e+02 -1.45103813e+02 -2.38120420e-02
  1.53841543e+02 -1.44568539e+02  4.99235271e-01  1.54332519e+02
 -1.45048897e+02 -1.17832449e-02  1.53844459e+02 -1.44577139e+02
  5.19350178e-01  1.54357209e+02 -1.45071711e+02 -4.63126758e-03
  1.53865145e+02 -1.44608106e+02  5.12970818e-01  1.54328817e+02
 -1.45062686e+02  2.04364269e-02  1.53865989e+02 -1.44552883e+02
  4.90654212e-01  1.54347483e+02 -1.45054734e+02  1.40643883e-02
  1.53868259e+02 -1.44577120e+02  5.09491142e-01  1.54341856e+02
 -1.45101491e+02 -3.72925543e-02  1.53844731e+02 -1.44568890e+02
  4.77934132e-01  1.54322971e+02 -1.45059155e+02 -1.10333124e-02
  1.53870842e+02 -1.44585602e+02  5.02008770e-01  1.54359972e+02
 -1.45091403e+02 -6.19676287e-03  1.53839611e+02 -1.44578304e+02
  4.70823498e-01  1.54344601e+02 -1.45078000e+02  8.08348334e-04
  1.53854285e+02 -1.44558965e+02  4.83200103e-01  1.54341892e+02
 -1.45097045e+02 -1.17917701e-02  1.53818947e+02 -1.44579597e+02
  4.52210802e-01  1.54336390e+02 -1.45076748e+02 -1.10108155e-03
  1.53861895e+02 -1.44598775e+02  4.91954878e-01  1.54328856e+02
 -1.45071478e+02 -4.62706310e-02  1.53853331e+02 -1.44570917e+02
  4.69123699e-01  1.54325462e+02]
Niter:  3 row:  14 ngroup:  26 nlines:  6641 gd:  6251
[ 1.22292401e-10 -1.03227827e-05 -2.82780698e-01  1.61506459e+04
 -1.45043765e+02  1.29592786e-02  1.53859945e+02 -1.44586566e+02
  4.93123340e-01  1.54347437e+02 -1.45103813e+02 -2.38120420e-02
  1.53841543e+02 -1.44568539e+02  4.99235271e-01  1.54332519e+02
 -1.45048897e+02 -1.17832449e-02  1.53844459e+02 -1.44577139e+02
  5.19350178e-01  1.54357209e+02 -1.45071711e+02 -4.63126758e-03
  1.53865145e+02 -1.44608106e+02  5.12970818e-01  1.54328817e+02
 -1.45062686e+02  2.04364269e-02  1.53865989e+02 -1.44552883e+02
  4.90654212e-01  1.54347483e+02 -1.45054734e+02  1.40643883e-02
  1.53868259e+02 -1.44577120e+02  5.09491142e-01  1.54341856e+02
 -1.45101491e+02 -3.72925543e-02  1.53844731e+02 -1.44568890e+02
  4.77934132e-01  1.54322971e+02 -1.45059155e+02 -1.10333124e-02
  1.53870842e+02 -1.44585602e+02  5.02008770e-01  1.54359972e+02
 -1.45091403e+02 -6.19676287e-03  1.53839611e+02 -1.44578304e+02
  4.70823498e-01  1.54344601e+02 -1.45078000e+02  8.08348334e-04
  1.53854285e+02 -1.44558965e+02  4.83200103e-01  1.54341892e+02
 -1.45097045e+02 -1.17917701e-02  1.53818947e+02 -1.44579597e+02
  4.52210802e-01  1.54336390e+02 -1.45076748e+02 -1.10108155e-03
  1.53861895e+02 -1.44598775e+02  4.91954878e-01  1.54328856e+02
 -1.45071478e+02 -4.62706310e-02  1.53853331e+02 -1.44570917e+02
  4.69123699e-01  1.54325462e+02]
res:  6251 -0.0006623968947678804 0.01820659161603544 0.029857826109073806
[ 1.22517281e-10 -1.03228559e-05 -2.82787463e-01  1.61506443e+04
 -1.45001758e+02  6.27223733e-03  1.53818316e+02 -1.44545125e+02
  4.87051858e-01  1.54305761e+02 -1.45062522e+02 -3.02999379e-02
  1.53799869e+02 -1.44526879e+02  4.92945297e-01  1.54290764e+02
 -1.45006985e+02 -1.82872730e-02  1.53802789e+02 -1.44534637e+02
  5.13297746e-01  1.54315557e+02 -1.45030657e+02 -1.01585052e-02
  1.53823476e+02 -1.44566489e+02  5.07015088e-01  1.54287129e+02
 -1.45020993e+02  1.43340905e-02  1.53824329e+02 -1.44511273e+02
  4.83678665e-01  1.54305713e+02 -1.45013128e+02  8.12698612e-03
  1.53826631e+02 -1.44535231e+02  5.02605020e-01  1.54300201e+02
 -1.45059667e+02 -4.40913119e-02  1.53803022e+02 -1.44527726e+02
  4.70597172e-01  1.54281249e+02 -1.45017318e+02 -1.76156656e-02
  1.53829152e+02 -1.44542722e+02  4.95659250e-01  1.54318230e+02
 -1.45050216e+02 -1.20573226e-02  1.53797932e+02 -1.44536671e+02
  4.63663786e-01  1.54302947e+02 -1.45036760e+02 -5.29547386e-03
  1.53812627e+02 -1.44517361e+02  4.76031229e-01  1.54300138e+02
 -1.45055235e+02 -1.86994984e-02  1.53777249e+02 -1.44537708e+02
  4.45917577e-01  1.54294674e+02 -1.45035064e+02 -7.19356321e-03
  1.53820241e+02 -1.44557022e+02  4.84646322e-01  1.54287196e+02
 -1.45030189e+02 -5.26710971e-02  1.53811605e+02 -1.44529527e+02
  4.62387829e-01  1.54283830e+02]
Niter:  4 row:  14 ngroup:  26 nlines:  6641 gd:  6225
[ 1.22517281e-10 -1.03228559e-05 -2.82787463e-01  1.61506443e+04
 -1.45001758e+02  6.27223733e-03  1.53818316e+02 -1.44545125e+02
  4.87051858e-01  1.54305761e+02 -1.45062522e+02 -3.02999379e-02
  1.53799869e+02 -1.44526879e+02  4.92945297e-01  1.54290764e+02
 -1.45006985e+02 -1.82872730e-02  1.53802789e+02 -1.44534637e+02
  5.13297746e-01  1.54315557e+02 -1.45030657e+02 -1.01585052e-02
  1.53823476e+02 -1.44566489e+02  5.07015088e-01  1.54287129e+02
 -1.45020993e+02  1.43340905e-02  1.53824329e+02 -1.44511273e+02
  4.83678665e-01  1.54305713e+02 -1.45013128e+02  8.12698612e-03
  1.53826631e+02 -1.44535231e+02  5.02605020e-01  1.54300201e+02
 -1.45059667e+02 -4.40913119e-02  1.53803022e+02 -1.44527726e+02
  4.70597172e-01  1.54281249e+02 -1.45017318e+02 -1.76156656e-02
  1.53829152e+02 -1.44542722e+02  4.95659250e-01  1.54318230e+02
 -1.45050216e+02 -1.20573226e-02  1.53797932e+02 -1.44536671e+02
  4.63663786e-01  1.54302947e+02 -1.45036760e+02 -5.29547386e-03
  1.53812627e+02 -1.44517361e+02  4.76031229e-01  1.54300138e+02
 -1.45055235e+02 -1.86994984e-02  1.53777249e+02 -1.44537708e+02
  4.45917577e-01  1.54294674e+02 -1.45035064e+02 -7.19356321e-03
  1.53820241e+02 -1.44557022e+02  4.84646322e-01  1.54287196e+02
 -1.45030189e+02 -5.26710971e-02  1.53811605e+02 -1.44529527e+02
  4.62387829e-01  1.54283830e+02]
res:  6225 -0.001004512876534136 0.01823895405868825 0.029418097240812117
[ 1.22517269e-10 -1.03228549e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
Niter:  5 row:  14 ngroup:  26 nlines:  6641 gd:  6221
[ 1.22517269e-10 -1.03228549e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
res:  6221 -0.0009646062444517156 0.018182793726737145 0.0293514532471929
[ 1.22503097e-10 -1.03228549e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
Niter:  6 row:  14 ngroup:  26 nlines:  6641 gd:  6221
[ 1.22503097e-10 -1.03228549e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
res:  6221 -0.0010980493152601412 0.018243120255647227 0.02935141490966396
[ 1.22506857e-10 -1.03228339e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
Saving figure to  wave_resid_43670005_fiber14.png
Final values:
res:  -0.0010980493152601412 0.02935141490966396
pars:  [ 1.22506857e-10 -1.03228339e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
14 [ 1.22506857e-10 -1.03228339e-05 -2.82787492e-01  1.61506459e+04
 -1.44996761e+02  1.66144637e-02  1.53821499e+02 -1.44540161e+02
  4.97667728e-01  1.54308814e+02 -1.45057451e+02 -2.41382263e-02
  1.53802893e+02 -1.44521789e+02  4.91033409e-01  1.54293809e+02
 -1.45001976e+02 -1.20885882e-02  1.53805873e+02 -1.44536056e+02
  5.19553638e-01  1.54318545e+02 -1.45025637e+02 -7.77487940e-03
  1.53826541e+02 -1.44554802e+02  5.00315280e-01  1.54292437e+02
 -1.45015991e+02  2.04846659e-02  1.53827330e+02 -1.44506184e+02
  4.89882404e-01  1.54311055e+02 -1.45007942e+02  1.42654466e-02
  1.53829473e+02 -1.44530272e+02  5.08786475e-01  1.54305299e+02
 -1.45054663e+02 -3.79214784e-02  1.53803820e+02 -1.44516264e+02
  4.76842976e-01  1.54284250e+02 -1.45012317e+02 -1.14517689e-02
  1.53832140e+02 -1.44538145e+02  4.93723621e-01  1.54321238e+02
 -1.45044980e+02 -9.85549389e-03  1.53801008e+02 -1.44531493e+02
  4.69905558e-01  1.54308312e+02 -1.45025187e+02  1.06311004e-03
  1.53815761e+02 -1.44505485e+02  4.73504991e-01  1.54303301e+02
 -1.45050287e+02 -1.66942906e-02  1.53780276e+02 -1.44526387e+02
  4.52094049e-01  1.54297782e+02 -1.45023686e+02 -4.81148811e-03
  1.53823356e+02 -1.44552018e+02  4.87269122e-01  1.54290242e+02
 -1.45025118e+02 -4.65214452e-02  1.53814771e+02 -1.44524477e+02
  4.64313295e-01  1.54289130e+02]
--- Row 16/300 row=15 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  15
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=15 ---
Niter:  0 row:  15 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.00197878838480392 0.015348199180152733 0.03860799349375037
[ 1.22088483e-10 -1.03204507e-05 -2.82790392e-01  1.61506472e+04
 -1.44975474e+02  2.74866571e-13  1.53820146e+02]
Niter:  1 row:  15 ngroup:  1 nlines:  238 gd:  216
[ 1.22088483e-10 -1.03204507e-05 -2.82790392e-01  1.61506472e+04
 -1.44975474e+02  2.74866571e-13  1.53820146e+02]
res:  216 -0.0009337505962321302 0.014944053029466886 0.02362317285153812
[ 1.22355933e-10 -1.03198553e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
Niter:  2 row:  15 ngroup:  1 nlines:  238 gd:  217
[ 1.22355933e-10 -1.03198553e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
res:  217 -0.0009590427307557547 0.014948315523724887 0.02398271768800326
[ 1.22344468e-10 -1.03198553e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
Niter:  3 row:  15 ngroup:  1 nlines:  238 gd:  217
[ 1.22344468e-10 -1.03198553e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
res:  217 -0.0008998111788969254 0.014941410529900168 0.02398281263697565
[ 1.22353447e-10 -1.03198710e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
Niter:  4 row:  15 ngroup:  1 nlines:  238 gd:  217
[ 1.22353447e-10 -1.03198710e-05 -2.82795047e-01  1.61506522e+04
 -1.44920173e+02  7.38751022e-12  1.53815261e+02]
res:  217 -0.0008440104893452371 0.015103586463737884 0.02397697662313085
[ 1.22399122e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
Niter:  5 row:  15 ngroup:  1 nlines:  238 gd:  219
[ 1.22399122e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
res:  219 -0.0007689193344049272 0.015100463769158523 0.024760839967287864
[ 1.22433808e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
Niter:  6 row:  15 ngroup:  1 nlines:  238 gd:  218
[ 1.22433808e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
res:  218 -0.0008168955091605312 0.015174152094004967 0.024368093446736048
[ 1.22440485e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
Final values:
res:  -0.0008168955091605312 0.024368093446736048
pars:  [ 1.22440485e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
15 [ 1.22440485e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02]
elapsed: 3.1 sec.
Niter:  0 row:  15 ngroup:  26 nlines:  6355 gd:  6355
[ 1.22440485e-10 -1.03197164e-05 -2.82795067e-01  1.61506522e+04
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02 -1.44919493e+02 -2.15893215e-08
  1.53820875e+02 -1.44919493e+02 -2.15893215e-08  1.53820875e+02
 -1.44919493e+02 -2.15893215e-08  1.53820875e+02 -1.44919493e+02
 -2.15893215e-08  1.53820875e+02]
res:  6355 -0.0004457429149624659 0.01799868999842147 0.04121437409703588
[ 1.22440497e-10 -1.03197175e-05 -2.82795039e-01  1.61506506e+04
 -1.44922608e+02  1.29373236e-02  1.53824738e+02 -1.44454767e+02
  4.94206059e-01  1.54304664e+02 -1.44981712e+02 -5.52005380e-03
  1.53809306e+02 -1.44470198e+02  4.69582463e-01  1.54298041e+02
 -1.44941053e+02 -2.85296626e-02  1.53824841e+02 -1.44429103e+02
  4.87675114e-01  1.54314813e+02 -1.44945901e+02 -3.73082999e-02
  1.53806501e+02 -1.44485316e+02  4.94901274e-01  1.54276605e+02
 -1.44965582e+02  1.22248057e-02  1.53805079e+02 -1.44439081e+02
  5.03859831e-01  1.54302470e+02 -1.44960608e+02  1.27969419e-02
  1.53813465e+02 -1.44476380e+02  4.87151205e-01  1.54296855e+02
 -1.44973520e+02 -4.19488018e-02  1.53782147e+02 -1.44460695e+02
  4.54785782e-01  1.54280887e+02 -1.44982201e+02  1.23882244e-02
  1.53814073e+02 -1.44471252e+02  5.11478680e-01  1.54317943e+02
 -1.44955487e+02 -1.61018638e-02  1.53791217e+02 -1.44483477e+02
  4.69248040e-01  1.54290872e+02 -1.44928434e+02 -2.00036191e-02
  1.53804754e+02 -1.44448248e+02  4.81490153e-01  1.54294358e+02
 -1.45008619e+02 -4.72765529e-02  1.53782366e+02 -1.44475204e+02
  4.57726333e-01  1.54278302e+02 -1.44958060e+02  1.34740694e-03
  1.53815762e+02 -1.44467607e+02  4.96552048e-01  1.54298652e+02
 -1.44988012e+02 -3.40574084e-02  1.53784378e+02 -1.44468518e+02
  4.60007968e-01  1.54268357e+02]
Niter:  1 row:  15 ngroup:  26 nlines:  6355 gd:  5925
[ 1.22440497e-10 -1.03197175e-05 -2.82795039e-01  1.61506506e+04
 -1.44922608e+02  1.29373236e-02  1.53824738e+02 -1.44454767e+02
  4.94206059e-01  1.54304664e+02 -1.44981712e+02 -5.52005380e-03
  1.53809306e+02 -1.44470198e+02  4.69582463e-01  1.54298041e+02
 -1.44941053e+02 -2.85296626e-02  1.53824841e+02 -1.44429103e+02
  4.87675114e-01  1.54314813e+02 -1.44945901e+02 -3.73082999e-02
  1.53806501e+02 -1.44485316e+02  4.94901274e-01  1.54276605e+02
 -1.44965582e+02  1.22248057e-02  1.53805079e+02 -1.44439081e+02
  5.03859831e-01  1.54302470e+02 -1.44960608e+02  1.27969419e-02
  1.53813465e+02 -1.44476380e+02  4.87151205e-01  1.54296855e+02
 -1.44973520e+02 -4.19488018e-02  1.53782147e+02 -1.44460695e+02
  4.54785782e-01  1.54280887e+02 -1.44982201e+02  1.23882244e-02
  1.53814073e+02 -1.44471252e+02  5.11478680e-01  1.54317943e+02
 -1.44955487e+02 -1.61018638e-02  1.53791217e+02 -1.44483477e+02
  4.69248040e-01  1.54290872e+02 -1.44928434e+02 -2.00036191e-02
  1.53804754e+02 -1.44448248e+02  4.81490153e-01  1.54294358e+02
 -1.45008619e+02 -4.72765529e-02  1.53782366e+02 -1.44475204e+02
  4.57726333e-01  1.54278302e+02 -1.44958060e+02  1.34740694e-03
  1.53815762e+02 -1.44467607e+02  4.96552048e-01  1.54298652e+02
 -1.44988012e+02 -3.40574084e-02  1.53784378e+02 -1.44468518e+02
  4.60007968e-01  1.54268357e+02]
res:  5925 -0.0014680988024338149 0.018286766366145457 0.028588148824659494
[ 1.22440485e-10 -1.03197185e-05 -2.82795067e-01  1.61506490e+04
 -1.44940235e+02 -7.54121546e-03  1.53812732e+02 -1.44447933e+02
  4.84079273e-01  1.54291447e+02 -1.44973523e+02 -1.75488403e-02
  1.53800044e+02 -1.44476774e+02  4.52562557e-01  1.54276024e+02
 -1.44939278e+02 -3.47973897e-02  1.53815765e+02 -1.44434272e+02
  4.61822724e-01  1.54299902e+02 -1.44936121e+02 -4.73452191e-02
  1.53796387e+02 -1.44493523e+02  4.69685923e-01  1.54264992e+02
 -1.44947919e+02 -2.16735927e-02  1.53797291e+02 -1.44432930e+02
  4.80918070e-01  1.54296988e+02 -1.44967312e+02 -3.50331163e-03
  1.53805023e+02 -1.44461230e+02  4.57999833e-01  1.54287799e+02
 -1.44977949e+02 -6.09567496e-02  1.53770772e+02 -1.44477317e+02
  4.37197310e-01  1.54271682e+02 -1.44954704e+02 -2.94087481e-02
  1.53807104e+02 -1.44460167e+02  4.72452529e-01  1.54305316e+02
 -1.44974304e+02 -3.55436180e-02  1.53786621e+02 -1.44480447e+02
  4.61342052e-01  1.54290733e+02 -1.44936349e+02 -4.22601240e-02
  1.53799884e+02 -1.44460774e+02  4.54400046e-01  1.54289382e+02
 -1.45008592e+02 -5.88460353e-02  1.53773283e+02 -1.44480540e+02
  4.47702814e-01  1.54272088e+02 -1.44971519e+02 -2.62050163e-02
  1.53808234e+02 -1.44451337e+02  4.64840044e-01  1.54281416e+02
 -1.44993907e+02 -5.06719019e-02  1.53786048e+02 -1.44483372e+02
  4.45180431e-01  1.54270828e+02]
Niter:  2 row:  15 ngroup:  26 nlines:  6355 gd:  5927
[ 1.22440485e-10 -1.03197185e-05 -2.82795067e-01  1.61506490e+04
 -1.44940235e+02 -7.54121546e-03  1.53812732e+02 -1.44447933e+02
  4.84079273e-01  1.54291447e+02 -1.44973523e+02 -1.75488403e-02
  1.53800044e+02 -1.44476774e+02  4.52562557e-01  1.54276024e+02
 -1.44939278e+02 -3.47973897e-02  1.53815765e+02 -1.44434272e+02
  4.61822724e-01  1.54299902e+02 -1.44936121e+02 -4.73452191e-02
  1.53796387e+02 -1.44493523e+02  4.69685923e-01  1.54264992e+02
 -1.44947919e+02 -2.16735927e-02  1.53797291e+02 -1.44432930e+02
  4.80918070e-01  1.54296988e+02 -1.44967312e+02 -3.50331163e-03
  1.53805023e+02 -1.44461230e+02  4.57999833e-01  1.54287799e+02
 -1.44977949e+02 -6.09567496e-02  1.53770772e+02 -1.44477317e+02
  4.37197310e-01  1.54271682e+02 -1.44954704e+02 -2.94087481e-02
  1.53807104e+02 -1.44460167e+02  4.72452529e-01  1.54305316e+02
 -1.44974304e+02 -3.55436180e-02  1.53786621e+02 -1.44480447e+02
  4.61342052e-01  1.54290733e+02 -1.44936349e+02 -4.22601240e-02
  1.53799884e+02 -1.44460774e+02  4.54400046e-01  1.54289382e+02
 -1.45008592e+02 -5.88460353e-02  1.53773283e+02 -1.44480540e+02
  4.47702814e-01  1.54272088e+02 -1.44971519e+02 -2.62050163e-02
  1.53808234e+02 -1.44451337e+02  4.64840044e-01  1.54281416e+02
 -1.44993907e+02 -5.06719019e-02  1.53786048e+02 -1.44483372e+02
  4.45180431e-01  1.54270828e+02]
res:  5927 -0.0013623103241116041 0.018282155389897525 0.028593540282442324
[ 1.22440472e-10 -1.03197195e-05 -2.82795096e-01  1.61506482e+04
 -1.44943124e+02 -1.01726102e-02  1.53810245e+02 -1.44445034e+02
  4.81445708e-01  1.54288961e+02 -1.44976413e+02 -2.41757000e-02
  1.53797557e+02 -1.44479667e+02  4.49930442e-01  1.54273539e+02
 -1.44942167e+02 -3.74341608e-02  1.53813279e+02 -1.44437167e+02
  4.55102118e-01  1.54297415e+02 -1.44933258e+02 -4.99792020e-02
  1.53793900e+02 -1.44496413e+02  4.67053299e-01  1.54262506e+02
 -1.44950805e+02 -3.17923568e-02  1.53794803e+02 -1.44435822e+02
  4.74078934e-01  1.54294502e+02 -1.44970199e+02 -6.13799188e-03
  1.53802536e+02 -1.44464122e+02  4.51475097e-01  1.54285312e+02
 -1.44980838e+02 -6.35888211e-02  1.53768286e+02 -1.44480206e+02
  4.29985687e-01  1.54269195e+02 -1.44943286e+02 -3.20397575e-02
  1.53807212e+02 -1.44463055e+02  4.69819830e-01  1.54302830e+02
 -1.44977189e+02 -3.81709907e-02  1.53786336e+02 -1.44477923e+02
  4.58710424e-01  1.54290606e+02 -1.44939241e+02 -4.48854659e-02
  1.53799851e+02 -1.44463664e+02  4.47488621e-01  1.54286896e+02
 -1.45011477e+02 -6.14800326e-02  1.53770796e+02 -1.44477268e+02
  4.45068152e-01  1.54269602e+02 -1.44974402e+02 -2.88377974e-02
  1.53805748e+02 -1.44454227e+02  4.57798546e-01  1.54278930e+02
 -1.44996792e+02 -5.33031025e-02  1.53783560e+02 -1.44486261e+02
  4.42551284e-01  1.54270854e+02]
Niter:  3 row:  15 ngroup:  26 nlines:  6355 gd:  5927
[ 1.22440472e-10 -1.03197195e-05 -2.82795096e-01  1.61506482e+04
 -1.44943124e+02 -1.01726102e-02  1.53810245e+02 -1.44445034e+02
  4.81445708e-01  1.54288961e+02 -1.44976413e+02 -2.41757000e-02
  1.53797557e+02 -1.44479667e+02  4.49930442e-01  1.54273539e+02
 -1.44942167e+02 -3.74341608e-02  1.53813279e+02 -1.44437167e+02
  4.55102118e-01  1.54297415e+02 -1.44933258e+02 -4.99792020e-02
  1.53793900e+02 -1.44496413e+02  4.67053299e-01  1.54262506e+02
 -1.44950805e+02 -3.17923568e-02  1.53794803e+02 -1.44435822e+02
  4.74078934e-01  1.54294502e+02 -1.44970199e+02 -6.13799188e-03
  1.53802536e+02 -1.44464122e+02  4.51475097e-01  1.54285312e+02
 -1.44980838e+02 -6.35888211e-02  1.53768286e+02 -1.44480206e+02
  4.29985687e-01  1.54269195e+02 -1.44943286e+02 -3.20397575e-02
  1.53807212e+02 -1.44463055e+02  4.69819830e-01  1.54302830e+02
 -1.44977189e+02 -3.81709907e-02  1.53786336e+02 -1.44477923e+02
  4.58710424e-01  1.54290606e+02 -1.44939241e+02 -4.48854659e-02
  1.53799851e+02 -1.44463664e+02  4.47488621e-01  1.54286896e+02
 -1.45011477e+02 -6.14800326e-02  1.53770796e+02 -1.44477268e+02
  4.45068152e-01  1.54269602e+02 -1.44974402e+02 -2.88377974e-02
  1.53805748e+02 -1.44454227e+02  4.57798546e-01  1.54278930e+02
 -1.44996792e+02 -5.33031025e-02  1.53783560e+02 -1.44486261e+02
  4.42551284e-01  1.54270854e+02]
res:  5927 -0.0015034648804430617 0.018072046474117087 0.028506398233072786
[ 1.22481666e-10 -1.03201083e-05 -2.82795413e-01  1.61506498e+04
 -1.44942618e+02 -4.98628568e-03  1.53808460e+02 -1.44444587e+02
  4.86634379e-01  1.54287065e+02 -1.44975948e+02 -1.89859273e-02
  1.53795796e+02 -1.44479318e+02  4.55127830e-01  1.54271627e+02
 -1.44941657e+02 -3.22138225e-02  1.53811442e+02 -1.44436924e+02
  4.59513418e-01  1.54295574e+02 -1.44932675e+02 -4.48014764e-02
  1.53792102e+02 -1.44496018e+02  4.72264833e-01  1.54260565e+02
 -1.44950195e+02 -2.66209977e-02  1.53793057e+02 -1.44435467e+02
  4.79218178e-01  1.54292574e+02 -1.44969623e+02 -9.28880410e-04
  1.53800703e+02 -1.44463784e+02  4.56630185e-01  1.54283464e+02
 -1.44980358e+02 -5.84157957e-02  1.53766476e+02 -1.44479760e+02
  4.35171522e-01  1.54267400e+02 -1.44942760e+02 -2.68114417e-02
  1.53805354e+02 -1.44462517e+02  4.74975663e-01  1.54300946e+02
 -1.44976555e+02 -3.29717120e-02  1.53784347e+02 -1.44477513e+02
  4.63913915e-01  1.54289112e+02 -1.44938873e+02 -3.97088656e-02
  1.53798026e+02 -1.44463233e+02  4.52616760e-01  1.54285040e+02
 -1.45010822e+02 -5.62711716e-02  1.53768999e+02 -1.44476803e+02
  4.50302980e-01  1.54267768e+02 -1.44973669e+02 -2.36883958e-02
  1.53803876e+02 -1.44453791e+02  4.62996549e-01  1.54276994e+02
 -1.44996125e+02 -4.80872444e-02  1.53781792e+02 -1.44485798e+02
  4.47731952e-01  1.54269012e+02]
Niter:  4 row:  15 ngroup:  26 nlines:  6355 gd:  5922
[ 1.22481666e-10 -1.03201083e-05 -2.82795413e-01  1.61506498e+04
 -1.44942618e+02 -4.98628568e-03  1.53808460e+02 -1.44444587e+02
  4.86634379e-01  1.54287065e+02 -1.44975948e+02 -1.89859273e-02
  1.53795796e+02 -1.44479318e+02  4.55127830e-01  1.54271627e+02
 -1.44941657e+02 -3.22138225e-02  1.53811442e+02 -1.44436924e+02
  4.59513418e-01  1.54295574e+02 -1.44932675e+02 -4.48014764e-02
  1.53792102e+02 -1.44496018e+02  4.72264833e-01  1.54260565e+02
 -1.44950195e+02 -2.66209977e-02  1.53793057e+02 -1.44435467e+02
  4.79218178e-01  1.54292574e+02 -1.44969623e+02 -9.28880410e-04
  1.53800703e+02 -1.44463784e+02  4.56630185e-01  1.54283464e+02
 -1.44980358e+02 -5.84157957e-02  1.53766476e+02 -1.44479760e+02
  4.35171522e-01  1.54267400e+02 -1.44942760e+02 -2.68114417e-02
  1.53805354e+02 -1.44462517e+02  4.74975663e-01  1.54300946e+02
 -1.44976555e+02 -3.29717120e-02  1.53784347e+02 -1.44477513e+02
  4.63913915e-01  1.54289112e+02 -1.44938873e+02 -3.97088656e-02
  1.53798026e+02 -1.44463233e+02  4.52616760e-01  1.54285040e+02
 -1.45010822e+02 -5.62711716e-02  1.53768999e+02 -1.44476803e+02
  4.50302980e-01  1.54267768e+02 -1.44973669e+02 -2.36883958e-02
  1.53803876e+02 -1.44453791e+02  4.62996549e-01  1.54276994e+02
 -1.44996125e+02 -4.80872444e-02  1.53781792e+02 -1.44485798e+02
  4.47731952e-01  1.54269012e+02]
res:  5922 -0.0014864542390569113 0.018109410535544157 0.02842286770632126
[ 1.22481654e-10 -1.03201094e-05 -2.82795442e-01  1.61506499e+04
 -1.44942224e+02 -4.84401201e-03  1.53808378e+02 -1.44444193e+02
  4.86787447e-01  1.54286980e+02 -1.44975553e+02 -1.88426613e-02
  1.53795715e+02 -1.44478921e+02  4.55272810e-01  1.54271542e+02
 -1.44941263e+02 -3.20709599e-02  1.53811359e+02 -1.44436526e+02
  4.60470170e-01  1.54295490e+02 -1.44926238e+02 -4.46583064e-02
  1.53792020e+02 -1.44495623e+02  4.72416161e-01  1.54258218e+02
 -1.44949804e+02 -2.64823380e-02  1.53792976e+02 -1.44435071e+02
  4.79359362e-01  1.54292489e+02 -1.44969231e+02 -7.90779532e-04
  1.53800620e+02 -1.44463388e+02  4.56767657e-01  1.54283380e+02
 -1.44979964e+02 -5.82802696e-02  1.53766393e+02 -1.44479366e+02
  4.35318612e-01  1.54267318e+02 -1.44942367e+02 -2.66709480e-02
  1.53805270e+02 -1.44462124e+02  4.75116250e-01  1.54300862e+02
 -1.44976164e+02 -3.28312452e-02  1.53784261e+02 -1.44477118e+02
  4.64053463e-01  1.54290866e+02 -1.44932841e+02 -3.95729733e-02
  1.53797944e+02 -1.44462838e+02  4.52753160e-01  1.54284957e+02
 -1.45010432e+02 -6.05024951e-02  1.53768916e+02 -1.44476408e+02
  4.50445630e-01  1.54267685e+02 -1.44973280e+02 -2.35543654e-02
  1.53803792e+02 -1.44453396e+02  4.63139381e-01  1.54276908e+02
 -1.44995734e+02 -4.79487081e-02  1.53781710e+02 -1.44485403e+02
  4.47877118e-01  1.54268929e+02]
Niter:  5 row:  15 ngroup:  26 nlines:  6355 gd:  5922
[ 1.22481654e-10 -1.03201094e-05 -2.82795442e-01  1.61506499e+04
 -1.44942224e+02 -4.84401201e-03  1.53808378e+02 -1.44444193e+02
  4.86787447e-01  1.54286980e+02 -1.44975553e+02 -1.88426613e-02
  1.53795715e+02 -1.44478921e+02  4.55272810e-01  1.54271542e+02
 -1.44941263e+02 -3.20709599e-02  1.53811359e+02 -1.44436526e+02
  4.60470170e-01  1.54295490e+02 -1.44926238e+02 -4.46583064e-02
  1.53792020e+02 -1.44495623e+02  4.72416161e-01  1.54258218e+02
 -1.44949804e+02 -2.64823380e-02  1.53792976e+02 -1.44435071e+02
  4.79359362e-01  1.54292489e+02 -1.44969231e+02 -7.90779532e-04
  1.53800620e+02 -1.44463388e+02  4.56767657e-01  1.54283380e+02
 -1.44979964e+02 -5.82802696e-02  1.53766393e+02 -1.44479366e+02
  4.35318612e-01  1.54267318e+02 -1.44942367e+02 -2.66709480e-02
  1.53805270e+02 -1.44462124e+02  4.75116250e-01  1.54300862e+02
 -1.44976164e+02 -3.28312452e-02  1.53784261e+02 -1.44477118e+02
  4.64053463e-01  1.54290866e+02 -1.44932841e+02 -3.95729733e-02
  1.53797944e+02 -1.44462838e+02  4.52753160e-01  1.54284957e+02
 -1.45010432e+02 -6.05024951e-02  1.53768916e+02 -1.44476408e+02
  4.50445630e-01  1.54267685e+02 -1.44973280e+02 -2.35543654e-02
  1.53803792e+02 -1.44453396e+02  4.63139381e-01  1.54276908e+02
 -1.44995734e+02 -4.79487081e-02  1.53781710e+02 -1.44485403e+02
  4.47877118e-01  1.54268929e+02]
res:  5922 -0.0014537047518388135 0.018055405955237802 0.02842265166336243
[ 1.22472847e-10 -1.03201094e-05 -2.82795442e-01  1.61506499e+04
 -1.44942224e+02 -4.84401201e-03  1.53808378e+02 -1.44444193e+02
  4.86787447e-01  1.54286980e+02 -1.44975553e+02 -1.88426613e-02
  1.53795715e+02 -1.44478921e+02  4.55272810e-01  1.54271542e+02
 -1.44941263e+02 -3.20709599e-02  1.53811359e+02 -1.44436526e+02
  4.60470170e-01  1.54295490e+02 -1.44926238e+02 -4.46583064e-02
  1.53792020e+02 -1.44495623e+02  4.72416161e-01  1.54258218e+02
 -1.44949804e+02 -2.64823380e-02  1.53792976e+02 -1.44435071e+02
  4.79359362e-01  1.54292489e+02 -1.44969231e+02 -7.90779532e-04
  1.53800620e+02 -1.44463388e+02  4.56767657e-01  1.54283380e+02
 -1.44979964e+02 -5.82802696e-02  1.53766393e+02 -1.44479366e+02
  4.35318612e-01  1.54267318e+02 -1.44942367e+02 -2.66709480e-02
  1.53805270e+02 -1.44462124e+02  4.75116250e-01  1.54300862e+02
 -1.44976164e+02 -3.28312452e-02  1.53784261e+02 -1.44477118e+02
  4.64053463e-01  1.54290866e+02 -1.44932841e+02 -3.95729733e-02
  1.53797944e+02 -1.44462838e+02  4.52753160e-01  1.54284957e+02
 -1.45010432e+02 -6.05024951e-02  1.53768916e+02 -1.44476408e+02
  4.50445630e-01  1.54267685e+02 -1.44973280e+02 -2.35543654e-02
  1.53803792e+02 -1.44453396e+02  4.63139381e-01  1.54276908e+02
 -1.44995734e+02 -4.79487081e-02  1.53781710e+02 -1.44485403e+02
  4.47877118e-01  1.54268929e+02]
Niter:  6 row:  15 ngroup:  26 nlines:  6355 gd:  5922
[ 1.22472847e-10 -1.03201094e-05 -2.82795442e-01  1.61506499e+04
 -1.44942224e+02 -4.84401201e-03  1.53808378e+02 -1.44444193e+02
  4.86787447e-01  1.54286980e+02 -1.44975553e+02 -1.88426613e-02
  1.53795715e+02 -1.44478921e+02  4.55272810e-01  1.54271542e+02
 -1.44941263e+02 -3.20709599e-02  1.53811359e+02 -1.44436526e+02
  4.60470170e-01  1.54295490e+02 -1.44926238e+02 -4.46583064e-02
  1.53792020e+02 -1.44495623e+02  4.72416161e-01  1.54258218e+02
 -1.44949804e+02 -2.64823380e-02  1.53792976e+02 -1.44435071e+02
  4.79359362e-01  1.54292489e+02 -1.44969231e+02 -7.90779532e-04
  1.53800620e+02 -1.44463388e+02  4.56767657e-01  1.54283380e+02
 -1.44979964e+02 -5.82802696e-02  1.53766393e+02 -1.44479366e+02
  4.35318612e-01  1.54267318e+02 -1.44942367e+02 -2.66709480e-02
  1.53805270e+02 -1.44462124e+02  4.75116250e-01  1.54300862e+02
 -1.44976164e+02 -3.28312452e-02  1.53784261e+02 -1.44477118e+02
  4.64053463e-01  1.54290866e+02 -1.44932841e+02 -3.95729733e-02
  1.53797944e+02 -1.44462838e+02  4.52753160e-01  1.54284957e+02
 -1.45010432e+02 -6.05024951e-02  1.53768916e+02 -1.44476408e+02
  4.50445630e-01  1.54267685e+02 -1.44973280e+02 -2.35543654e-02
  1.53803792e+02 -1.44453396e+02  4.63139381e-01  1.54276908e+02
 -1.44995734e+02 -4.79487081e-02  1.53781710e+02 -1.44485403e+02
  4.47877118e-01  1.54268929e+02]
res:  5922 -0.0017030388426064746 0.01782170436854358 0.028320208952021437
[ 1.22556516e-10 -1.03207628e-05 -2.82796252e-01  1.61506515e+04
 -1.44945177e+02  1.98288903e-05  1.53799856e+02 -1.44447265e+02
  4.91644237e-01  1.54278324e+02 -1.44978657e+02 -1.39823554e-02
  1.53787257e+02 -1.44482183e+02  4.60159776e-01  1.54262854e+02
 -1.44944348e+02 -2.71318217e-02  1.53802816e+02 -1.44440159e+02
  4.65426736e-01  1.54286883e+02 -1.44929186e+02 -3.98114658e-02
  1.53783489e+02 -1.44498992e+02  4.77340243e-01  1.54249517e+02
 -1.44952548e+02 -2.16645479e-02  1.53784542e+02 -1.44438402e+02
  4.84105941e-01  1.54283803e+02 -1.44972316e+02  4.11137941e-03
  1.53792046e+02 -1.44466829e+02  4.61558787e-01  1.54274819e+02
 -1.44983001e+02 -5.34575386e-02  1.53757867e+02 -1.44482590e+02
  4.40182380e-01  1.54258847e+02 -1.44945427e+02 -2.17173218e-02
  1.53796638e+02 -1.44465015e+02  4.79893173e-01  1.54292219e+02
 -1.44978830e+02 -2.79382649e-02  1.53775477e+02 -1.44480197e+02
  4.68967162e-01  1.54282118e+02 -1.44936016e+02 -3.47425272e-02
  1.53789383e+02 -1.44466090e+02  4.57475199e-01  1.54276345e+02
 -1.45013124e+02 -5.56175691e-02  1.53760380e+02 -1.44479545e+02
  4.55415940e-01  1.54259097e+02 -1.44975812e+02 -1.87748537e-02
  1.53795131e+02 -1.44456490e+02  4.68023462e-01  1.54268183e+02
 -1.44998307e+02 -4.30366735e-02  1.53773209e+02 -1.44488381e+02
  4.52720763e-01  1.54260335e+02]
Saving figure to  wave_resid_43670005_fiber15.png
Final values:
res:  -0.0017030388426064746 0.028320208952021437
pars:  [ 1.22556516e-10 -1.03207628e-05 -2.82796252e-01  1.61506515e+04
 -1.44945177e+02  1.98288903e-05  1.53799856e+02 -1.44447265e+02
  4.91644237e-01  1.54278324e+02 -1.44978657e+02 -1.39823554e-02
  1.53787257e+02 -1.44482183e+02  4.60159776e-01  1.54262854e+02
 -1.44944348e+02 -2.71318217e-02  1.53802816e+02 -1.44440159e+02
  4.65426736e-01  1.54286883e+02 -1.44929186e+02 -3.98114658e-02
  1.53783489e+02 -1.44498992e+02  4.77340243e-01  1.54249517e+02
 -1.44952548e+02 -2.16645479e-02  1.53784542e+02 -1.44438402e+02
  4.84105941e-01  1.54283803e+02 -1.44972316e+02  4.11137941e-03
  1.53792046e+02 -1.44466829e+02  4.61558787e-01  1.54274819e+02
 -1.44983001e+02 -5.34575386e-02  1.53757867e+02 -1.44482590e+02
  4.40182380e-01  1.54258847e+02 -1.44945427e+02 -2.17173218e-02
  1.53796638e+02 -1.44465015e+02  4.79893173e-01  1.54292219e+02
 -1.44978830e+02 -2.79382649e-02  1.53775477e+02 -1.44480197e+02
  4.68967162e-01  1.54282118e+02 -1.44936016e+02 -3.47425272e-02
  1.53789383e+02 -1.44466090e+02  4.57475199e-01  1.54276345e+02
 -1.45013124e+02 -5.56175691e-02  1.53760380e+02 -1.44479545e+02
  4.55415940e-01  1.54259097e+02 -1.44975812e+02 -1.87748537e-02
  1.53795131e+02 -1.44456490e+02  4.68023462e-01  1.54268183e+02
 -1.44998307e+02 -4.30366735e-02  1.53773209e+02 -1.44488381e+02
  4.52720763e-01  1.54260335e+02]
15 [ 1.22556516e-10 -1.03207628e-05 -2.82796252e-01  1.61506515e+04
 -1.44945177e+02  1.98288903e-05  1.53799856e+02 -1.44447265e+02
  4.91644237e-01  1.54278324e+02 -1.44978657e+02 -1.39823554e-02
  1.53787257e+02 -1.44482183e+02  4.60159776e-01  1.54262854e+02
 -1.44944348e+02 -2.71318217e-02  1.53802816e+02 -1.44440159e+02
  4.65426736e-01  1.54286883e+02 -1.44929186e+02 -3.98114658e-02
  1.53783489e+02 -1.44498992e+02  4.77340243e-01  1.54249517e+02
 -1.44952548e+02 -2.16645479e-02  1.53784542e+02 -1.44438402e+02
  4.84105941e-01  1.54283803e+02 -1.44972316e+02  4.11137941e-03
  1.53792046e+02 -1.44466829e+02  4.61558787e-01  1.54274819e+02
 -1.44983001e+02 -5.34575386e-02  1.53757867e+02 -1.44482590e+02
  4.40182380e-01  1.54258847e+02 -1.44945427e+02 -2.17173218e-02
  1.53796638e+02 -1.44465015e+02  4.79893173e-01  1.54292219e+02
 -1.44978830e+02 -2.79382649e-02  1.53775477e+02 -1.44480197e+02
  4.68967162e-01  1.54282118e+02 -1.44936016e+02 -3.47425272e-02
  1.53789383e+02 -1.44466090e+02  4.57475199e-01  1.54276345e+02
 -1.45013124e+02 -5.56175691e-02  1.53760380e+02 -1.44479545e+02
  4.55415940e-01  1.54259097e+02 -1.44975812e+02 -1.87748537e-02
  1.53795131e+02 -1.44456490e+02  4.68023462e-01  1.54268183e+02
 -1.44998307e+02 -4.30366735e-02  1.53773209e+02 -1.44488381e+02
  4.52720763e-01  1.54260335e+02]
--- Row 17/300 row=16 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  16
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=16 ---
Niter:  0 row:  16 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 -0.0008476946541122743 0.015457494328984467 0.036198446189331296
[ 1.22430572e-10 -1.03220568e-05 -2.82791168e-01  1.61506569e+04
 -1.45011016e+02 -2.68181617e-13  1.53801153e+02]
Niter:  1 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22430572e-10 -1.03220568e-05 -2.82791168e-01  1.61506569e+04
 -1.45011016e+02 -2.68181617e-13  1.53801153e+02]
res:  233 -0.0009467152667639311 0.015094308255356736 0.023451660967579502
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Niter:  2 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
res:  233 -0.0009467156814935151 0.015094305819729925 0.0234516609675364
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Niter:  3 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
res:  233 -0.0009467156814935151 0.015094305819729925 0.0234516609675364
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Niter:  4 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
res:  233 -0.0009467156814935151 0.015094305819729925 0.0234516609675364
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Niter:  5 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
res:  233 -0.0009467156814935151 0.015094305819729925 0.0234516609675364
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Niter:  6 row:  16 ngroup:  1 nlines:  252 gd:  233
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
res:  233 -0.0009467156814935151 0.015094305819729925 0.0234516609675364
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
Final values:
res:  -0.0009467156814935151 0.0234516609675364
pars:  [ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
16 [ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02]
elapsed: 3.0 sec.
Niter:  0 row:  16 ngroup:  26 nlines:  6614 gd:  6614
[ 1.22777999e-10 -1.03228754e-05 -2.82796037e-01  1.61506600e+04
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02 -1.44990905e+02 -7.80300441e-12
  1.53784493e+02 -1.44990905e+02 -7.80300441e-12  1.53784493e+02
 -1.44990905e+02 -7.80300441e-12  1.53784493e+02 -1.44990905e+02
 -7.80300441e-12  1.53784493e+02]
res:  6614 0.0007109219068297534 0.01691600689173356 0.04091650791910386
[ 1.22778011e-10 -1.03228744e-05 -2.82796008e-01  1.61506584e+04
 -1.44991894e+02  4.67548855e-03  1.53773919e+02 -1.44483145e+02
  5.09086815e-01  1.54286960e+02 -1.45044158e+02  6.11884017e-03
  1.53764934e+02 -1.44523719e+02  4.50887097e-01  1.54249924e+02
 -1.44958132e+02 -3.12054708e-02  1.53778594e+02 -1.44476271e+02
  4.97638620e-01  1.54266421e+02 -1.44959308e+02 -1.34240305e-02
  1.53784343e+02 -1.44530809e+02  5.05180546e-01  1.54248571e+02
 -1.44987470e+02  1.50962203e-02  1.53778526e+02 -1.44544011e+02
  4.99593122e-01  1.54276355e+02 -1.44968328e+02 -3.09423761e-04
  1.53773265e+02 -1.44467888e+02  5.02758341e-01  1.54263065e+02
 -1.45050162e+02 -3.04220291e-02  1.53771530e+02 -1.44509394e+02
  4.63258049e-01  1.54257926e+02 -1.45013623e+02 -1.04207002e-02
  1.53788018e+02 -1.44516848e+02  4.98564206e-01  1.54280949e+02
 -1.44994122e+02 -1.07961879e-02  1.53768761e+02 -1.44511559e+02
  4.68966749e-01  1.54267143e+02 -1.44997049e+02 -1.44736855e-02
  1.53769637e+02 -1.44471941e+02  4.89916963e-01  1.54286407e+02
 -1.45024511e+02 -2.04409017e-02  1.53754737e+02 -1.44525479e+02
  4.78353594e-01  1.54263094e+02 -1.45003111e+02 -1.61135996e-02
  1.53782552e+02 -1.44532399e+02  4.83584241e-01  1.54262980e+02
 -1.45057710e+02 -5.48348981e-03  1.53765975e+02 -1.44538323e+02
  4.59949783e-01  1.54244355e+02]
Niter:  1 row:  16 ngroup:  26 nlines:  6614 gd:  6114
[ 1.22778011e-10 -1.03228744e-05 -2.82796008e-01  1.61506584e+04
 -1.44991894e+02  4.67548855e-03  1.53773919e+02 -1.44483145e+02
  5.09086815e-01  1.54286960e+02 -1.45044158e+02  6.11884017e-03
  1.53764934e+02 -1.44523719e+02  4.50887097e-01  1.54249924e+02
 -1.44958132e+02 -3.12054708e-02  1.53778594e+02 -1.44476271e+02
  4.97638620e-01  1.54266421e+02 -1.44959308e+02 -1.34240305e-02
  1.53784343e+02 -1.44530809e+02  5.05180546e-01  1.54248571e+02
 -1.44987470e+02  1.50962203e-02  1.53778526e+02 -1.44544011e+02
  4.99593122e-01  1.54276355e+02 -1.44968328e+02 -3.09423761e-04
  1.53773265e+02 -1.44467888e+02  5.02758341e-01  1.54263065e+02
 -1.45050162e+02 -3.04220291e-02  1.53771530e+02 -1.44509394e+02
  4.63258049e-01  1.54257926e+02 -1.45013623e+02 -1.04207002e-02
  1.53788018e+02 -1.44516848e+02  4.98564206e-01  1.54280949e+02
 -1.44994122e+02 -1.07961879e-02  1.53768761e+02 -1.44511559e+02
  4.68966749e-01  1.54267143e+02 -1.44997049e+02 -1.44736855e-02
  1.53769637e+02 -1.44471941e+02  4.89916963e-01  1.54286407e+02
 -1.45024511e+02 -2.04409017e-02  1.53754737e+02 -1.44525479e+02
  4.78353594e-01  1.54263094e+02 -1.45003111e+02 -1.61135996e-02
  1.53782552e+02 -1.44532399e+02  4.83584241e-01  1.54262980e+02
 -1.45057710e+02 -5.48348981e-03  1.53765975e+02 -1.44538323e+02
  4.59949783e-01  1.54244355e+02]
res:  6114 -0.001129428648710018 0.0169616457178563 0.02748419968159295
[ 1.22778023e-10 -1.03228733e-05 -2.82796037e-01  1.61506600e+04
 -1.44990868e+02  4.00708394e-03  1.53780473e+02 -1.44491194e+02
  4.78658702e-01  1.54283810e+02 -1.45029356e+02 -8.29639311e-03
  1.53768498e+02 -1.44514754e+02  4.41918452e-01  1.54251347e+02
 -1.44965391e+02 -3.76316641e-02  1.53780101e+02 -1.44478171e+02
  4.87445510e-01  1.54280441e+02 -1.44969584e+02 -1.40597998e-02
  1.53780573e+02 -1.44517661e+02  5.06370027e-01  1.54253680e+02
 -1.44991464e+02  9.58726693e-04  1.53787641e+02 -1.44516092e+02
  4.93135266e-01  1.54274382e+02 -1.44959886e+02 -1.32916658e-02
  1.53776185e+02 -1.44484548e+02  4.99252938e-01  1.54262774e+02
 -1.45032952e+02 -3.54833207e-02  1.53764360e+02 -1.44521609e+02
  4.47007452e-01  1.54263385e+02 -1.45010443e+02 -3.50946914e-02
  1.53798563e+02 -1.44526744e+02  4.99115553e-01  1.54281623e+02
 -1.44994310e+02 -2.60924917e-02  1.53758095e+02 -1.44516272e+02
  4.58287768e-01  1.54266788e+02 -1.44992700e+02 -2.43291292e-02
  1.53774367e+02 -1.44506295e+02  4.69018538e-01  1.54276129e+02
 -1.45011234e+02 -3.06385028e-02  1.53756040e+02 -1.44512378e+02
  4.57876065e-01  1.54259065e+02 -1.44989659e+02 -1.54586304e-02
  1.53786159e+02 -1.44523111e+02  4.67328832e-01  1.54272919e+02
 -1.45057425e+02 -2.70236364e-02  1.53767320e+02 -1.44529884e+02
  4.53592157e-01  1.54247376e+02]
Niter:  2 row:  16 ngroup:  26 nlines:  6614 gd:  6114
[ 1.22778023e-10 -1.03228733e-05 -2.82796037e-01  1.61506600e+04
 -1.44990868e+02  4.00708394e-03  1.53780473e+02 -1.44491194e+02
  4.78658702e-01  1.54283810e+02 -1.45029356e+02 -8.29639311e-03
  1.53768498e+02 -1.44514754e+02  4.41918452e-01  1.54251347e+02
 -1.44965391e+02 -3.76316641e-02  1.53780101e+02 -1.44478171e+02
  4.87445510e-01  1.54280441e+02 -1.44969584e+02 -1.40597998e-02
  1.53780573e+02 -1.44517661e+02  5.06370027e-01  1.54253680e+02
 -1.44991464e+02  9.58726693e-04  1.53787641e+02 -1.44516092e+02
  4.93135266e-01  1.54274382e+02 -1.44959886e+02 -1.32916658e-02
  1.53776185e+02 -1.44484548e+02  4.99252938e-01  1.54262774e+02
 -1.45032952e+02 -3.54833207e-02  1.53764360e+02 -1.44521609e+02
  4.47007452e-01  1.54263385e+02 -1.45010443e+02 -3.50946914e-02
  1.53798563e+02 -1.44526744e+02  4.99115553e-01  1.54281623e+02
 -1.44994310e+02 -2.60924917e-02  1.53758095e+02 -1.44516272e+02
  4.58287768e-01  1.54266788e+02 -1.44992700e+02 -2.43291292e-02
  1.53774367e+02 -1.44506295e+02  4.69018538e-01  1.54276129e+02
 -1.45011234e+02 -3.06385028e-02  1.53756040e+02 -1.44512378e+02
  4.57876065e-01  1.54259065e+02 -1.44989659e+02 -1.54586304e-02
  1.53786159e+02 -1.44523111e+02  4.67328832e-01  1.54272919e+02
 -1.45057425e+02 -2.70236364e-02  1.53767320e+02 -1.44529884e+02
  4.53592157e-01  1.54247376e+02]
res:  6114 -0.0011625821944107884 0.01697210889778944 0.02744626809713376
[ 1.22778035e-10 -1.03228723e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262234e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235406e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554433e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296616e-02  1.53760801e+02 -1.44499110e+02
  4.60217041e-01  1.54263833e+02 -1.44982646e+02 -9.72372348e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
Niter:  3 row:  16 ngroup:  26 nlines:  6614 gd:  6115
[ 1.22778035e-10 -1.03228723e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262234e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
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 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235406e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
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  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554433e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296616e-02  1.53760801e+02 -1.44499110e+02
  4.60217041e-01  1.54263833e+02 -1.44982646e+02 -9.72372348e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
res:  6115 -0.0012128133785154205 0.017026185611030087 0.027456605673005525
[ 1.22792327e-10 -1.03228723e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262234e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235406e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554433e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296616e-02  1.53760801e+02 -1.44499110e+02
  4.60217041e-01  1.54263833e+02 -1.44982646e+02 -9.72372348e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
Niter:  4 row:  16 ngroup:  26 nlines:  6614 gd:  6115
[ 1.22792327e-10 -1.03228723e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262234e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235406e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554433e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296616e-02  1.53760801e+02 -1.44499110e+02
  4.60217041e-01  1.54263833e+02 -1.44982646e+02 -9.72372348e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
res:  6115 -0.0012143294889028766 0.017022941125105717 0.02745658018419463
[ 1.22792326e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
Niter:  5 row:  16 ngroup:  26 nlines:  6614 gd:  6115
[ 1.22792326e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
res:  6115 -0.0012139491309426376 0.017023913114826428 0.027456580322996593
[ 1.22792164e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
Niter:  6 row:  16 ngroup:  26 nlines:  6614 gd:  6115
[ 1.22792164e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
res:  6115 -0.0012143365147494478 0.01702292716527154 0.02745658002975763
[ 1.22792325e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
Saving figure to  wave_resid_43670005_fiber16.png
Final values:
res:  -0.0012143365147494478 0.02745658002975763
pars:  [ 1.22792325e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
16 [ 1.22792325e-10 -1.03228713e-05 -2.82796065e-01  1.61506616e+04
 -1.44983868e+02  9.71262235e-03  1.53785233e+02 -1.44490062e+02
  4.84366677e-01  1.54288575e+02 -1.45022359e+02 -2.60159650e-03
  1.53773261e+02 -1.44507726e+02  4.47627541e-01  1.54256110e+02
 -1.44958388e+02 -3.19246816e-02  1.53784857e+02 -1.44471169e+02
  4.93145370e-01  1.54285201e+02 -1.44962588e+02 -8.36288696e-03
  1.53785332e+02 -1.44510631e+02  5.12078548e-01  1.54258443e+02
 -1.44984493e+02  3.06658009e-03  1.53794403e+02 -1.44503209e+02
  4.91235401e-01  1.54279148e+02 -1.44952893e+02 -1.51448188e-02
  1.53782969e+02 -1.44496400e+02  5.04937375e-01  1.54267532e+02
 -1.45020206e+02 -3.36786531e-02  1.53769123e+02 -1.44514609e+02
  4.49244775e-01  1.54270313e+02 -1.45003435e+02 -2.94034792e-02
  1.53803330e+02 -1.44519730e+02  5.04827324e-01  1.54288568e+02
 -1.44987319e+02 -2.43702349e-02  1.53760734e+02 -1.44509278e+02
  4.60554428e-01  1.54271546e+02 -1.44985685e+02 -1.86150340e-02
  1.53781125e+02 -1.44504581e+02  4.74713522e-01  1.54276589e+02
 -1.45004238e+02 -3.28296665e-02  1.53760801e+02 -1.44499110e+02
  4.60217031e-01  1.54263833e+02 -1.44982646e+02 -9.72372349e-03
  1.53790928e+02 -1.44509702e+02  4.73035530e-01  1.54277679e+02
 -1.45050430e+02 -2.13129383e-02  1.53772080e+02 -1.44522886e+02
  4.59302854e-01  1.54254221e+02]
--- Row 18/300 row=17 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  17
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=17 ---
Niter:  0 row:  17 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0001548132877360331 0.015213106628834794 0.03971193447356649
[ 1.21654052e-10 -1.03218636e-05 -2.82779813e-01  1.61506228e+04
 -1.45117939e+02 -1.35196381e-14  1.53878822e+02]
Niter:  1 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.21654052e-10 -1.03218636e-05 -2.82779813e-01  1.61506228e+04
 -1.45117939e+02 -1.35196381e-14  1.53878822e+02]
res:  220 -0.001496162723924499 0.015732140995169175 0.02534377145875822
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Niter:  2 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
res:  220 -0.0014961375800339738 0.015732122715235164 0.025343771458731363
[ 1.22187742e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Niter:  3 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.22187742e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
res:  220 -0.0014961661636334611 0.015732137218947173 0.025343771458763088
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Niter:  4 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
res:  220 -0.0014961483402657905 0.0157321255928764 0.025343771458727425
[ 1.22187742e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Niter:  5 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.22187742e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
res:  220 -0.0014961677725295885 0.01573213545452745 0.025343771458753526
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Niter:  6 row:  17 ngroup:  1 nlines:  240 gd:  220
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
res:  220 -0.0014961677725295885 0.01573213545452745 0.025343771458753526
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
Final values:
res:  -0.0014961677725295885 0.025343771458753526
pars:  [ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
17 [ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02]
elapsed: 3.0 sec.
Niter:  0 row:  17 ngroup:  26 nlines:  6387 gd:  6387
[ 1.22187744e-10 -1.03212670e-05 -2.82789185e-01  1.61506249e+04
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02 -1.45029129e+02 -1.90315918e-11
  1.53839605e+02 -1.45029129e+02 -1.90315918e-11  1.53839605e+02
 -1.45029129e+02 -1.90315918e-11  1.53839605e+02 -1.45029129e+02
 -1.90315918e-11  1.53839605e+02]
res:  6387 0.0002212666495324811 0.017012786574923666 0.03961187960128214
[ 1.22187732e-10 -1.03212681e-05 -2.82789213e-01  1.61506265e+04
 -1.45034106e+02  1.36604215e-02  1.53856987e+02 -1.44553520e+02
  5.21196828e-01  1.54341802e+02 -1.45045311e+02 -2.46415223e-02
  1.53839619e+02 -1.44562418e+02  4.61588099e-01  1.54316333e+02
 -1.45058933e+02 -2.80655266e-02  1.53862143e+02 -1.44536108e+02
  5.16982307e-01  1.54347657e+02 -1.45020950e+02  3.79557675e-03
  1.53848902e+02 -1.44535781e+02  4.93136197e-01  1.54314029e+02
 -1.45035437e+02  2.58898617e-02  1.53844402e+02 -1.44531439e+02
  4.97973252e-01  1.54348726e+02 -1.45011887e+02  2.91129980e-02
  1.53869338e+02 -1.44530699e+02  5.07991771e-01  1.54337390e+02
 -1.45119256e+02 -1.76328084e-02  1.53836087e+02 -1.44547122e+02
  4.73830195e-01  1.54323251e+02 -1.45064361e+02  1.54801138e-02
  1.53856108e+02 -1.44505938e+02  5.01824050e-01  1.54354745e+02
 -1.45041071e+02 -2.75585676e-02  1.53835215e+02 -1.44572383e+02
  4.83184138e-01  1.54341752e+02 -1.45048035e+02  2.81106429e-03
  1.53837895e+02 -1.44551655e+02  5.06764411e-01  1.54343826e+02
 -1.45059423e+02 -2.32338643e-02  1.53834110e+02 -1.44564385e+02
  4.82760961e-01  1.54329934e+02 -1.45035554e+02 -2.18246745e-02
  1.53853664e+02 -1.44578900e+02  4.87999452e-01  1.54328656e+02
 -1.45055216e+02 -4.66311209e-02  1.53841083e+02 -1.44556179e+02
  4.73011556e-01  1.54323332e+02]
Niter:  1 row:  17 ngroup:  26 nlines:  6387 gd:  5936
[ 1.22187732e-10 -1.03212681e-05 -2.82789213e-01  1.61506265e+04
 -1.45034106e+02  1.36604215e-02  1.53856987e+02 -1.44553520e+02
  5.21196828e-01  1.54341802e+02 -1.45045311e+02 -2.46415223e-02
  1.53839619e+02 -1.44562418e+02  4.61588099e-01  1.54316333e+02
 -1.45058933e+02 -2.80655266e-02  1.53862143e+02 -1.44536108e+02
  5.16982307e-01  1.54347657e+02 -1.45020950e+02  3.79557675e-03
  1.53848902e+02 -1.44535781e+02  4.93136197e-01  1.54314029e+02
 -1.45035437e+02  2.58898617e-02  1.53844402e+02 -1.44531439e+02
  4.97973252e-01  1.54348726e+02 -1.45011887e+02  2.91129980e-02
  1.53869338e+02 -1.44530699e+02  5.07991771e-01  1.54337390e+02
 -1.45119256e+02 -1.76328084e-02  1.53836087e+02 -1.44547122e+02
  4.73830195e-01  1.54323251e+02 -1.45064361e+02  1.54801138e-02
  1.53856108e+02 -1.44505938e+02  5.01824050e-01  1.54354745e+02
 -1.45041071e+02 -2.75585676e-02  1.53835215e+02 -1.44572383e+02
  4.83184138e-01  1.54341752e+02 -1.45048035e+02  2.81106429e-03
  1.53837895e+02 -1.44551655e+02  5.06764411e-01  1.54343826e+02
 -1.45059423e+02 -2.32338643e-02  1.53834110e+02 -1.44564385e+02
  4.82760961e-01  1.54329934e+02 -1.45035554e+02 -2.18246745e-02
  1.53853664e+02 -1.44578900e+02  4.87999452e-01  1.54328656e+02
 -1.45055216e+02 -4.66311209e-02  1.53841083e+02 -1.44556179e+02
  4.73011556e-01  1.54323332e+02]
res:  5936 -0.0006363262691593263 0.016833959365612827 0.026845880958424037
[ 1.22187720e-10 -1.03212691e-05 -2.82789242e-01  1.61506281e+04
 -1.45015263e+02 -2.05157136e-03  1.53851290e+02 -1.44532111e+02
  5.16206341e-01  1.54341180e+02 -1.45041689e+02 -3.54933324e-02
  1.53841982e+02 -1.44563170e+02  4.60739302e-01  1.54317697e+02
 -1.45007531e+02 -4.51505484e-02  1.53860369e+02 -1.44531304e+02
  4.98147754e-01  1.54350640e+02 -1.45003591e+02 -8.16896199e-03
  1.53847254e+02 -1.44541336e+02  4.99878721e-01  1.54325206e+02
 -1.45023817e+02  3.12673057e-02  1.53849135e+02 -1.44513859e+02
  4.94042786e-01  1.54349516e+02 -1.45026072e+02  2.07495747e-02
  1.53864897e+02 -1.44522085e+02  4.96318813e-01  1.54332950e+02
 -1.45091445e+02 -3.07410298e-02  1.53839762e+02 -1.44541319e+02
  4.56896977e-01  1.54327787e+02 -1.45027460e+02  8.63573112e-03
  1.53855783e+02 -1.44499992e+02  4.94861467e-01  1.54357321e+02
 -1.45030165e+02 -3.97776224e-02  1.53839219e+02 -1.44541629e+02
  4.68994837e-01  1.54344020e+02 -1.45031482e+02 -1.16326355e-02
  1.53842479e+02 -1.44543638e+02  4.95118460e-01  1.54345479e+02
 -1.45053081e+02 -3.70005266e-02  1.53835865e+02 -1.44551532e+02
  4.70548606e-01  1.54328092e+02 -1.45028595e+02 -9.73318263e-03
  1.53853393e+02 -1.44559219e+02  4.78629841e-01  1.54330020e+02
 -1.45054677e+02 -4.60541721e-02  1.53845612e+02 -1.44540554e+02
  4.59414410e-01  1.54327177e+02]
Niter:  2 row:  17 ngroup:  26 nlines:  6387 gd:  5925
[ 1.22187720e-10 -1.03212691e-05 -2.82789242e-01  1.61506281e+04
 -1.45015263e+02 -2.05157136e-03  1.53851290e+02 -1.44532111e+02
  5.16206341e-01  1.54341180e+02 -1.45041689e+02 -3.54933324e-02
  1.53841982e+02 -1.44563170e+02  4.60739302e-01  1.54317697e+02
 -1.45007531e+02 -4.51505484e-02  1.53860369e+02 -1.44531304e+02
  4.98147754e-01  1.54350640e+02 -1.45003591e+02 -8.16896199e-03
  1.53847254e+02 -1.44541336e+02  4.99878721e-01  1.54325206e+02
 -1.45023817e+02  3.12673057e-02  1.53849135e+02 -1.44513859e+02
  4.94042786e-01  1.54349516e+02 -1.45026072e+02  2.07495747e-02
  1.53864897e+02 -1.44522085e+02  4.96318813e-01  1.54332950e+02
 -1.45091445e+02 -3.07410298e-02  1.53839762e+02 -1.44541319e+02
  4.56896977e-01  1.54327787e+02 -1.45027460e+02  8.63573112e-03
  1.53855783e+02 -1.44499992e+02  4.94861467e-01  1.54357321e+02
 -1.45030165e+02 -3.97776224e-02  1.53839219e+02 -1.44541629e+02
  4.68994837e-01  1.54344020e+02 -1.45031482e+02 -1.16326355e-02
  1.53842479e+02 -1.44543638e+02  4.95118460e-01  1.54345479e+02
 -1.45053081e+02 -3.70005266e-02  1.53835865e+02 -1.44551532e+02
  4.70548606e-01  1.54328092e+02 -1.45028595e+02 -9.73318263e-03
  1.53853393e+02 -1.44559219e+02  4.78629841e-01  1.54330020e+02
 -1.45054677e+02 -4.60541721e-02  1.53845612e+02 -1.44540554e+02
  4.59414410e-01  1.54327177e+02]
res:  5925 -0.0007163494283304317 0.0167591569115757 0.02662897619267137
[ 1.22187707e-10 -1.03212701e-05 -2.82789270e-01  1.61506297e+04
 -1.45008329e+02  3.65015287e-03  1.53856029e+02 -1.44525139e+02
  5.13981802e-01  1.54345920e+02 -1.45034734e+02 -2.97913789e-02
  1.53846713e+02 -1.44556204e+02  4.66443165e-01  1.54322428e+02
 -1.45000557e+02 -3.94588541e-02  1.53865100e+02 -1.44524341e+02
  4.96909215e-01  1.54355378e+02 -1.44996613e+02 -1.01568674e-02
  1.53851988e+02 -1.44540371e+02  5.09378290e-01  1.54329946e+02
 -1.45016829e+02  3.69641067e-02  1.53853867e+02 -1.44506897e+02
  4.99741956e-01  1.54354235e+02 -1.45025253e+02  2.27576425e-02
  1.53869623e+02 -1.44515135e+02  4.94579011e-01  1.54337679e+02
 -1.45084458e+02 -2.86955811e-02  1.53844497e+02 -1.44534325e+02
  4.58583539e-01  1.54332517e+02 -1.45009361e+02  1.43315921e-02
  1.53858199e+02 -1.44493009e+02  5.00556701e-01  1.54362055e+02
 -1.45023190e+02 -3.40868572e-02  1.53843960e+02 -1.44528215e+02
  4.71103489e-01  1.54348743e+02 -1.45024523e+02 -1.00257573e-02
  1.53847213e+02 -1.44530728e+02  5.00822659e-01  1.54350226e+02
 -1.45046115e+02 -3.52640959e-02  1.53840603e+02 -1.44544565e+02
  4.68437390e-01  1.54332830e+02 -1.45021636e+02 -4.04992614e-03
  1.53858125e+02 -1.44552262e+02  4.76779499e-01  1.54334757e+02
 -1.45047704e+02 -4.44739882e-02  1.53850353e+02 -1.44533565e+02
  4.65120060e-01  1.54331911e+02]
Niter:  3 row:  17 ngroup:  26 nlines:  6387 gd:  5920
[ 1.22187707e-10 -1.03212701e-05 -2.82789270e-01  1.61506297e+04
 -1.45008329e+02  3.65015287e-03  1.53856029e+02 -1.44525139e+02
  5.13981802e-01  1.54345920e+02 -1.45034734e+02 -2.97913789e-02
  1.53846713e+02 -1.44556204e+02  4.66443165e-01  1.54322428e+02
 -1.45000557e+02 -3.94588541e-02  1.53865100e+02 -1.44524341e+02
  4.96909215e-01  1.54355378e+02 -1.44996613e+02 -1.01568674e-02
  1.53851988e+02 -1.44540371e+02  5.09378290e-01  1.54329946e+02
 -1.45016829e+02  3.69641067e-02  1.53853867e+02 -1.44506897e+02
  4.99741956e-01  1.54354235e+02 -1.45025253e+02  2.27576425e-02
  1.53869623e+02 -1.44515135e+02  4.94579011e-01  1.54337679e+02
 -1.45084458e+02 -2.86955811e-02  1.53844497e+02 -1.44534325e+02
  4.58583539e-01  1.54332517e+02 -1.45009361e+02  1.43315921e-02
  1.53858199e+02 -1.44493009e+02  5.00556701e-01  1.54362055e+02
 -1.45023190e+02 -3.40868572e-02  1.53843960e+02 -1.44528215e+02
  4.71103489e-01  1.54348743e+02 -1.45024523e+02 -1.00257573e-02
  1.53847213e+02 -1.44530728e+02  5.00822659e-01  1.54350226e+02
 -1.45046115e+02 -3.52640959e-02  1.53840603e+02 -1.44544565e+02
  4.68437390e-01  1.54332830e+02 -1.45021636e+02 -4.04992614e-03
  1.53858125e+02 -1.44552262e+02  4.76779499e-01  1.54334757e+02
 -1.45047704e+02 -4.44739882e-02  1.53850353e+02 -1.44533565e+02
  4.65120060e-01  1.54331911e+02]
res:  5920 -0.0004411791596794501 0.01680429266889405 0.026531415168062737
[ 1.22115512e-10 -1.03212701e-05 -2.82789270e-01  1.61506297e+04
 -1.45008329e+02  3.65015287e-03  1.53856029e+02 -1.44525139e+02
  5.13981802e-01  1.54345920e+02 -1.45034734e+02 -2.97913789e-02
  1.53846713e+02 -1.44556204e+02  4.66443165e-01  1.54322428e+02
 -1.45000557e+02 -3.94588541e-02  1.53865100e+02 -1.44524341e+02
  4.96909215e-01  1.54355378e+02 -1.44996613e+02 -1.01568674e-02
  1.53851988e+02 -1.44540371e+02  5.09378290e-01  1.54329946e+02
 -1.45016829e+02  3.69641067e-02  1.53853867e+02 -1.44506897e+02
  4.99741956e-01  1.54354235e+02 -1.45025253e+02  2.27576425e-02
  1.53869623e+02 -1.44515135e+02  4.94579011e-01  1.54337679e+02
 -1.45084458e+02 -2.86955811e-02  1.53844497e+02 -1.44534325e+02
  4.58583539e-01  1.54332517e+02 -1.45009361e+02  1.43315921e-02
  1.53858199e+02 -1.44493009e+02  5.00556701e-01  1.54362055e+02
 -1.45023190e+02 -3.40868572e-02  1.53843960e+02 -1.44528215e+02
  4.71103489e-01  1.54348743e+02 -1.45024523e+02 -1.00257573e-02
  1.53847213e+02 -1.44530728e+02  5.00822659e-01  1.54350226e+02
 -1.45046115e+02 -3.52640959e-02  1.53840603e+02 -1.44544565e+02
  4.68437390e-01  1.54332830e+02 -1.45021636e+02 -4.04992614e-03
  1.53858125e+02 -1.44552262e+02  4.76779499e-01  1.54334757e+02
 -1.45047704e+02 -4.44739882e-02  1.53850353e+02 -1.44533565e+02
  4.65120060e-01  1.54331911e+02]
Niter:  4 row:  17 ngroup:  26 nlines:  6387 gd:  5930
[ 1.22115512e-10 -1.03212701e-05 -2.82789270e-01  1.61506297e+04
 -1.45008329e+02  3.65015287e-03  1.53856029e+02 -1.44525139e+02
  5.13981802e-01  1.54345920e+02 -1.45034734e+02 -2.97913789e-02
  1.53846713e+02 -1.44556204e+02  4.66443165e-01  1.54322428e+02
 -1.45000557e+02 -3.94588541e-02  1.53865100e+02 -1.44524341e+02
  4.96909215e-01  1.54355378e+02 -1.44996613e+02 -1.01568674e-02
  1.53851988e+02 -1.44540371e+02  5.09378290e-01  1.54329946e+02
 -1.45016829e+02  3.69641067e-02  1.53853867e+02 -1.44506897e+02
  4.99741956e-01  1.54354235e+02 -1.45025253e+02  2.27576425e-02
  1.53869623e+02 -1.44515135e+02  4.94579011e-01  1.54337679e+02
 -1.45084458e+02 -2.86955811e-02  1.53844497e+02 -1.44534325e+02
  4.58583539e-01  1.54332517e+02 -1.45009361e+02  1.43315921e-02
  1.53858199e+02 -1.44493009e+02  5.00556701e-01  1.54362055e+02
 -1.45023190e+02 -3.40868572e-02  1.53843960e+02 -1.44528215e+02
  4.71103489e-01  1.54348743e+02 -1.45024523e+02 -1.00257573e-02
  1.53847213e+02 -1.44530728e+02  5.00822659e-01  1.54350226e+02
 -1.45046115e+02 -3.52640959e-02  1.53840603e+02 -1.44544565e+02
  4.68437390e-01  1.54332830e+02 -1.45021636e+02 -4.04992614e-03
  1.53858125e+02 -1.44552262e+02  4.76779499e-01  1.54334757e+02
 -1.45047704e+02 -4.44739882e-02  1.53850353e+02 -1.44533565e+02
  4.65120060e-01  1.54331911e+02]
res:  5930 -0.0007942207976157079 0.016775127400251222 0.02667046687174134
[ 1.22115500e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
Niter:  5 row:  17 ngroup:  26 nlines:  6387 gd:  5930
[ 1.22115500e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
res:  5930 -0.0005501592058863025 0.016912374308958533 0.026662568330526895
[ 1.22066459e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
Niter:  6 row:  17 ngroup:  26 nlines:  6387 gd:  5936
[ 1.22066459e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
res:  5936 -0.0005484773391799536 0.01687459565255267 0.02675461433641238
[ 1.22059432e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
Saving figure to  wave_resid_43670005_fiber17.png
Final values:
res:  -0.0005484773391799536 0.02675461433641238
pars:  [ 1.22059432e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
17 [ 1.22059432e-10 -1.03212712e-05 -2.82789298e-01  1.61506313e+04
 -1.44998519e+02  9.35070434e-03  1.53857981e+02 -1.44515062e+02
  5.16247964e-01  1.54347891e+02 -1.45024772e+02 -2.40991512e-02
  1.53850930e+02 -1.44552337e+02  4.72132305e-01  1.54324299e+02
 -1.44990463e+02 -3.37744313e-02  1.53866968e+02 -1.44514331e+02
  5.02606410e-01  1.54361917e+02 -1.44986508e+02 -4.47776261e-03
  1.53853885e+02 -1.44530183e+02  5.15074217e-01  1.54331902e+02
 -1.45006677e+02  4.26506790e-02  1.53855764e+02 -1.44496887e+02
  5.05439776e-01  1.54355985e+02 -1.45015353e+02  2.47499714e-02
  1.53871450e+02 -1.44505195e+02  5.00276914e-01  1.54339532e+02
 -1.45074289e+02 -2.64613982e-02  1.53846405e+02 -1.44524123e+02
  4.64279558e-01  1.54334371e+02 -1.44999269e+02  2.00094641e-02
  1.53860191e+02 -1.44482863e+02  5.06262465e-01  1.54363920e+02
 -1.45013085e+02 -2.84078929e-02  1.53845948e+02 -1.44518211e+02
  4.69438459e-01  1.54352667e+02 -1.45014532e+02 -8.12920032e-03
  1.53849134e+02 -1.44520658e+02  5.06517216e-01  1.54354737e+02
 -1.45036078e+02 -2.95610463e-02  1.53844837e+02 -1.44534533e+02
  4.70589459e-01  1.54332682e+02 -1.45011661e+02  1.61763832e-03
  1.53860031e+02 -1.44542298e+02  4.74842207e-01  1.54336693e+02
 -1.45037612e+02 -3.87962237e-02  1.53852339e+02 -1.44523387e+02
  4.70811328e-01  1.54333812e+02]
--- Row 19/300 row=18 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  18
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=18 ---
Niter:  0 row:  18 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 -0.0003235418917029165 0.016334171010385035 0.041123979004272
[ 1.22206618e-10 -1.03221070e-05 -2.82791143e-01  1.61506048e+04
 -1.45041845e+02  2.66330177e-13  1.53827920e+02]
Niter:  1 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22206618e-10 -1.03221070e-05 -2.82791143e-01  1.61506048e+04
 -1.45041845e+02  2.66330177e-13  1.53827920e+02]
res:  234 -0.0015296702176783583 0.016450716997496784 0.02583636586755556
[ 1.22343917e-10 -1.03211328e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
Niter:  2 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22343917e-10 -1.03211328e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
res:  234 -0.0015841840158827836 0.016411867403803626 0.02583245705193453
[ 1.22353996e-10 -1.03211328e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
Niter:  3 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22353996e-10 -1.03211328e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
res:  234 -0.0015140881723709754 0.016452370230581437 0.025833729619639877
[ 1.22346765e-10 -1.03211426e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
Niter:  4 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22346765e-10 -1.03211426e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
res:  234 -0.0015712422791693825 0.016418409882135165 0.025832726931717436
[ 1.22355576e-10 -1.03211426e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
Niter:  5 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22355576e-10 -1.03211426e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
res:  234 -0.0015003953621999244 0.01645384494713653 0.02583381376904317
[ 1.22349250e-10 -1.03211512e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
Niter:  6 row:  18 ngroup:  1 nlines:  254 gd:  234
[ 1.22349250e-10 -1.03211512e-05 -2.82792968e-01  1.61506053e+04
 -1.45003629e+02 -1.32869357e-10  1.53831002e+02]
res:  234 -0.0009755242772371275 0.016385997386350937 0.025764176983883686
[ 1.22248196e-10 -1.03205740e-05 -2.82793839e-01  1.61506051e+04
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02]
Final values:
res:  -0.0009755242772371275 0.025764176983883686
pars:  [ 1.22248196e-10 -1.03205740e-05 -2.82793839e-01  1.61506051e+04
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02]
18 [ 1.22248196e-10 -1.03205740e-05 -2.82793839e-01  1.61506051e+04
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02]
elapsed: 3.0 sec.
Niter:  0 row:  18 ngroup:  26 nlines:  6669 gd:  6669
[ 1.22248196e-10 -1.03205740e-05 -2.82793839e-01  1.61506051e+04
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02 -1.44969992e+02 -1.07342098e-08
  1.53829722e+02 -1.44969992e+02 -1.07342098e-08  1.53829722e+02
 -1.44969992e+02 -1.07342098e-08  1.53829722e+02 -1.44969992e+02
 -1.07342098e-08  1.53829722e+02]
res:  6669 0.0008206391103158239 0.017089639160985826 0.04053005272298321
[ 1.22248183e-10 -1.03205751e-05 -2.82793867e-01  1.61506035e+04
 -1.44996895e+02 -2.62427677e-03  1.53832572e+02 -1.44488054e+02
  4.88145918e-01  1.54325291e+02 -1.45038375e+02 -2.75511489e-02
  1.53831290e+02 -1.44505917e+02  4.56523080e-01  1.54310109e+02
 -1.45010670e+02 -2.96836155e-02  1.53834096e+02 -1.44503730e+02
  5.15763278e-01  1.54333909e+02 -1.45001232e+02 -2.81889084e-02
  1.53827902e+02 -1.44554409e+02  4.56806519e-01  1.54313977e+02
 -1.44978085e+02  6.32742988e-03  1.53837410e+02 -1.44498255e+02
  4.76649390e-01  1.54323184e+02 -1.44991200e+02  1.34712098e-02
  1.53833914e+02 -1.44488417e+02  4.71534358e-01  1.54334722e+02
 -1.45052843e+02 -2.74322700e-02  1.53805504e+02 -1.44502940e+02
  4.62753643e-01  1.54309499e+02 -1.44984916e+02 -1.09102798e-02
  1.53840854e+02 -1.44480887e+02  4.76990167e-01  1.54339938e+02
 -1.45013464e+02 -2.18577513e-02  1.53810538e+02 -1.44542541e+02
  4.77516479e-01  1.54333924e+02 -1.44993634e+02 -1.95040399e-02
  1.53829133e+02 -1.44477485e+02  4.88353718e-01  1.54318356e+02
 -1.45014433e+02 -5.89580564e-02  1.53811135e+02 -1.44495236e+02
  4.80112209e-01  1.54319101e+02 -1.44997242e+02 -1.02213292e-02
  1.53833330e+02 -1.44519701e+02  4.78280321e-01  1.54318973e+02
 -1.45059861e+02 -6.18551189e-02  1.53810990e+02 -1.44530814e+02
  4.62063680e-01  1.54302997e+02]
Niter:  1 row:  18 ngroup:  26 nlines:  6669 gd:  6179
[ 1.22248183e-10 -1.03205751e-05 -2.82793867e-01  1.61506035e+04
 -1.44996895e+02 -2.62427677e-03  1.53832572e+02 -1.44488054e+02
  4.88145918e-01  1.54325291e+02 -1.45038375e+02 -2.75511489e-02
  1.53831290e+02 -1.44505917e+02  4.56523080e-01  1.54310109e+02
 -1.45010670e+02 -2.96836155e-02  1.53834096e+02 -1.44503730e+02
  5.15763278e-01  1.54333909e+02 -1.45001232e+02 -2.81889084e-02
  1.53827902e+02 -1.44554409e+02  4.56806519e-01  1.54313977e+02
 -1.44978085e+02  6.32742988e-03  1.53837410e+02 -1.44498255e+02
  4.76649390e-01  1.54323184e+02 -1.44991200e+02  1.34712098e-02
  1.53833914e+02 -1.44488417e+02  4.71534358e-01  1.54334722e+02
 -1.45052843e+02 -2.74322700e-02  1.53805504e+02 -1.44502940e+02
  4.62753643e-01  1.54309499e+02 -1.44984916e+02 -1.09102798e-02
  1.53840854e+02 -1.44480887e+02  4.76990167e-01  1.54339938e+02
 -1.45013464e+02 -2.18577513e-02  1.53810538e+02 -1.44542541e+02
  4.77516479e-01  1.54333924e+02 -1.44993634e+02 -1.95040399e-02
  1.53829133e+02 -1.44477485e+02  4.88353718e-01  1.54318356e+02
 -1.45014433e+02 -5.89580564e-02  1.53811135e+02 -1.44495236e+02
  4.80112209e-01  1.54319101e+02 -1.44997242e+02 -1.02213292e-02
  1.53833330e+02 -1.44519701e+02  4.78280321e-01  1.54318973e+02
 -1.45059861e+02 -6.18551189e-02  1.53810990e+02 -1.44530814e+02
  4.62063680e-01  1.54302997e+02]
res:  6179 -0.0008530507584509905 0.017047250828909455 0.02765792231414035
[ 1.22248171e-10 -1.03205761e-05 -2.82793896e-01  1.61506051e+04
 -1.44975925e+02 -3.92338087e-03  1.53829300e+02 -1.44480477e+02
  4.72896789e-01  1.54330488e+02 -1.45011325e+02 -2.81451365e-02
  1.53826770e+02 -1.44503872e+02  4.51677688e-01  1.54307014e+02
 -1.44999590e+02 -4.32047579e-02  1.53830937e+02 -1.44503315e+02
  5.03844490e-01  1.54330165e+02 -1.44994280e+02 -4.10255937e-02
  1.53824944e+02 -1.44540590e+02  4.59122643e-01  1.54312510e+02
 -1.44969529e+02 -9.47905138e-03  1.53843439e+02 -1.44513770e+02
  4.62212060e-01  1.54323563e+02 -1.44980605e+02  4.23261327e-03
  1.53836110e+02 -1.44475196e+02  4.74603746e-01  1.54322987e+02
 -1.45042657e+02 -4.09298217e-02  1.53811229e+02 -1.44507540e+02
  4.51842477e-01  1.54312876e+02 -1.44965795e+02 -1.43468067e-02
  1.53851019e+02 -1.44470931e+02  4.76243557e-01  1.54337004e+02
 -1.44996835e+02 -3.55178626e-02  1.53811094e+02 -1.44527346e+02
  4.70527742e-01  1.54328617e+02 -1.44973046e+02 -3.29779892e-02
  1.53831775e+02 -1.44466261e+02  4.72357203e-01  1.54317744e+02
 -1.45006573e+02 -4.54408208e-02  1.53811522e+02 -1.44489012e+02
  4.53864523e-01  1.54317389e+02 -1.45007620e+02 -1.42998006e-02
  1.53830000e+02 -1.44515030e+02  4.71377112e-01  1.54315758e+02
 -1.45046038e+02 -6.26251736e-02  1.53808775e+02 -1.44497022e+02
  4.40881678e-01  1.54299614e+02]
Niter:  2 row:  18 ngroup:  26 nlines:  6669 gd:  6182
[ 1.22248171e-10 -1.03205761e-05 -2.82793896e-01  1.61506051e+04
 -1.44975925e+02 -3.92338087e-03  1.53829300e+02 -1.44480477e+02
  4.72896789e-01  1.54330488e+02 -1.45011325e+02 -2.81451365e-02
  1.53826770e+02 -1.44503872e+02  4.51677688e-01  1.54307014e+02
 -1.44999590e+02 -4.32047579e-02  1.53830937e+02 -1.44503315e+02
  5.03844490e-01  1.54330165e+02 -1.44994280e+02 -4.10255937e-02
  1.53824944e+02 -1.44540590e+02  4.59122643e-01  1.54312510e+02
 -1.44969529e+02 -9.47905138e-03  1.53843439e+02 -1.44513770e+02
  4.62212060e-01  1.54323563e+02 -1.44980605e+02  4.23261327e-03
  1.53836110e+02 -1.44475196e+02  4.74603746e-01  1.54322987e+02
 -1.45042657e+02 -4.09298217e-02  1.53811229e+02 -1.44507540e+02
  4.51842477e-01  1.54312876e+02 -1.44965795e+02 -1.43468067e-02
  1.53851019e+02 -1.44470931e+02  4.76243557e-01  1.54337004e+02
 -1.44996835e+02 -3.55178626e-02  1.53811094e+02 -1.44527346e+02
  4.70527742e-01  1.54328617e+02 -1.44973046e+02 -3.29779892e-02
  1.53831775e+02 -1.44466261e+02  4.72357203e-01  1.54317744e+02
 -1.45006573e+02 -4.54408208e-02  1.53811522e+02 -1.44489012e+02
  4.53864523e-01  1.54317389e+02 -1.45007620e+02 -1.42998006e-02
  1.53830000e+02 -1.44515030e+02  4.71377112e-01  1.54315758e+02
 -1.45046038e+02 -6.26251736e-02  1.53808775e+02 -1.44497022e+02
  4.40881678e-01  1.54299614e+02]
res:  6182 -0.0008124399246298708 0.01707133968557173 0.02766140093123741
[ 1.22248159e-10 -1.03205771e-05 -2.82793924e-01  1.61506067e+04
 -1.44962559e+02  1.77040609e-03  1.53834028e+02 -1.44473508e+02
  4.78580105e-01  1.54335212e+02 -1.44993744e+02 -2.24585971e-02
  1.53831500e+02 -1.44496892e+02  4.57388040e-01  1.54309584e+02
 -1.44992621e+02 -4.10068279e-02  1.53835663e+02 -1.44496329e+02
  5.01984368e-01  1.54334886e+02 -1.44987327e+02 -3.89608042e-02
  1.53829669e+02 -1.44527917e+02  4.68520808e-01  1.54317231e+02
 -1.44962566e+02 -3.78846332e-03  1.53848162e+02 -1.44512705e+02
  4.67901362e-01  1.54328295e+02 -1.44968249e+02  9.93216491e-03
  1.53840835e+02 -1.44468223e+02  4.80301881e-01  1.54325580e+02
 -1.45035669e+02 -3.52107901e-02  1.53818141e+02 -1.44500568e+02
  4.57541976e-01  1.54321990e+02 -1.44952601e+02 -8.64695964e-03
  1.53855751e+02 -1.44463947e+02  4.81960938e-01  1.54341731e+02
 -1.44989847e+02 -2.98155528e-02  1.53815819e+02 -1.44515047e+02
  4.72646294e-01  1.54333343e+02 -1.44966058e+02 -3.12133704e-02
  1.53836497e+02 -1.44459291e+02  4.78057913e-01  1.54322460e+02
 -1.44999598e+02 -3.97347550e-02  1.53816239e+02 -1.44482032e+02
  4.55846951e-01  1.54322114e+02 -1.45000656e+02 -8.60034502e-03
  1.53834732e+02 -1.44508049e+02  4.73071269e-01  1.54318401e+02
 -1.45032887e+02 -5.69448508e-02  1.53813495e+02 -1.44479369e+02
  4.39151135e-01  1.54302195e+02]
Niter:  3 row:  18 ngroup:  26 nlines:  6669 gd:  6188
[ 1.22248159e-10 -1.03205771e-05 -2.82793924e-01  1.61506067e+04
 -1.44962559e+02  1.77040609e-03  1.53834028e+02 -1.44473508e+02
  4.78580105e-01  1.54335212e+02 -1.44993744e+02 -2.24585971e-02
  1.53831500e+02 -1.44496892e+02  4.57388040e-01  1.54309584e+02
 -1.44992621e+02 -4.10068279e-02  1.53835663e+02 -1.44496329e+02
  5.01984368e-01  1.54334886e+02 -1.44987327e+02 -3.89608042e-02
  1.53829669e+02 -1.44527917e+02  4.68520808e-01  1.54317231e+02
 -1.44962566e+02 -3.78846332e-03  1.53848162e+02 -1.44512705e+02
  4.67901362e-01  1.54328295e+02 -1.44968249e+02  9.93216491e-03
  1.53840835e+02 -1.44468223e+02  4.80301881e-01  1.54325580e+02
 -1.45035669e+02 -3.52107901e-02  1.53818141e+02 -1.44500568e+02
  4.57541976e-01  1.54321990e+02 -1.44952601e+02 -8.64695964e-03
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  4.72646294e-01  1.54333343e+02 -1.44966058e+02 -3.12133704e-02
  1.53836497e+02 -1.44459291e+02  4.78057913e-01  1.54322460e+02
 -1.44999598e+02 -3.97347550e-02  1.53816239e+02 -1.44482032e+02
  4.55846951e-01  1.54322114e+02 -1.45000656e+02 -8.60034502e-03
  1.53834732e+02 -1.44508049e+02  4.73071269e-01  1.54318401e+02
 -1.45032887e+02 -5.69448508e-02  1.53813495e+02 -1.44479369e+02
  4.39151135e-01  1.54302195e+02]
res:  6188 -0.0005538718014577171 0.017021832154568983 0.02773659017546089
[ 1.22203045e-10 -1.03205771e-05 -2.82793924e-01  1.61506067e+04
 -1.44962559e+02  1.77040609e-03  1.53834028e+02 -1.44473508e+02
  4.78580105e-01  1.54335212e+02 -1.44993744e+02 -2.24585971e-02
  1.53831500e+02 -1.44496892e+02  4.57388040e-01  1.54309584e+02
 -1.44992621e+02 -4.10068279e-02  1.53835663e+02 -1.44496329e+02
  5.01984368e-01  1.54334886e+02 -1.44987327e+02 -3.89608042e-02
  1.53829669e+02 -1.44527917e+02  4.68520808e-01  1.54317231e+02
 -1.44962566e+02 -3.78846332e-03  1.53848162e+02 -1.44512705e+02
  4.67901362e-01  1.54328295e+02 -1.44968249e+02  9.93216491e-03
  1.53840835e+02 -1.44468223e+02  4.80301881e-01  1.54325580e+02
 -1.45035669e+02 -3.52107901e-02  1.53818141e+02 -1.44500568e+02
  4.57541976e-01  1.54321990e+02 -1.44952601e+02 -8.64695964e-03
  1.53855751e+02 -1.44463947e+02  4.81960938e-01  1.54341731e+02
 -1.44989847e+02 -2.98155528e-02  1.53815819e+02 -1.44515047e+02
  4.72646294e-01  1.54333343e+02 -1.44966058e+02 -3.12133704e-02
  1.53836497e+02 -1.44459291e+02  4.78057913e-01  1.54322460e+02
 -1.44999598e+02 -3.97347550e-02  1.53816239e+02 -1.44482032e+02
  4.55846951e-01  1.54322114e+02 -1.45000656e+02 -8.60034502e-03
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 -1.45032887e+02 -5.69448508e-02  1.53813495e+02 -1.44479369e+02
  4.39151135e-01  1.54302195e+02]
Niter:  4 row:  18 ngroup:  26 nlines:  6669 gd:  6183
[ 1.22203045e-10 -1.03205771e-05 -2.82793924e-01  1.61506067e+04
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 -1.44992621e+02 -4.10068279e-02  1.53835663e+02 -1.44496329e+02
  5.01984368e-01  1.54334886e+02 -1.44987327e+02 -3.89608042e-02
  1.53829669e+02 -1.44527917e+02  4.68520808e-01  1.54317231e+02
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  4.67901362e-01  1.54328295e+02 -1.44968249e+02  9.93216491e-03
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  4.72646294e-01  1.54333343e+02 -1.44966058e+02 -3.12133704e-02
  1.53836497e+02 -1.44459291e+02  4.78057913e-01  1.54322460e+02
 -1.44999598e+02 -3.97347550e-02  1.53816239e+02 -1.44482032e+02
  4.55846951e-01  1.54322114e+02 -1.45000656e+02 -8.60034502e-03
  1.53834732e+02 -1.44508049e+02  4.73071269e-01  1.54318401e+02
 -1.45032887e+02 -5.69448508e-02  1.53813495e+02 -1.44479369e+02
  4.39151135e-01  1.54302195e+02]
res:  6183 -0.0008676500947331078 0.017159644934508833 0.027653380515474724
[ 1.22203032e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
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  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
Niter:  5 row:  18 ngroup:  26 nlines:  6669 gd:  6184
[ 1.22203032e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
res:  6184 -0.0007240449558594264 0.017104694194131298 0.027664871792882274
[ 1.22173829e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
Niter:  6 row:  18 ngroup:  26 nlines:  6669 gd:  6187
[ 1.22173829e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
res:  6187 -0.0006693809209536994 0.01711115900616278 0.027709618508335584
[ 1.22167591e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
Saving figure to  wave_resid_43670005_fiber18.png
Final values:
res:  -0.0006693809209536994 0.027709618508335584
pars:  [ 1.22167591e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
18 [ 1.22167591e-10 -1.03205782e-05 -2.82793952e-01  1.61506083e+04
 -1.44948050e+02  7.46166051e-03  1.53836943e+02 -1.44464621e+02
  4.84263977e-01  1.54340181e+02 -1.44979008e+02 -1.67749667e-02
  1.53834414e+02 -1.44487930e+02  4.63093697e-01  1.54312473e+02
 -1.44983721e+02 -3.91912214e-02  1.53838565e+02 -1.44493005e+02
  5.07681508e-01  1.54337751e+02 -1.44978499e+02 -3.32702564e-02
  1.53832566e+02 -1.44518953e+02  4.74204148e-01  1.54320090e+02
 -1.44953699e+02 -1.49381029e-03  1.53851045e+02 -1.44503780e+02
  4.73591969e-01  1.54331235e+02 -1.44959407e+02  1.21658073e-02
  1.53843732e+02 -1.44459313e+02  4.85991595e-01  1.54328438e+02
 -1.45026701e+02 -2.94941255e-02  1.53821056e+02 -1.44491667e+02
  4.63234492e-01  1.54326976e+02 -1.44943651e+02 -6.74047299e-03
  1.53858695e+02 -1.44454988e+02  4.87677934e-01  1.54344629e+02
 -1.44980859e+02 -2.41172189e-02  1.53818715e+02 -1.44506192e+02
  4.74869061e-01  1.54336256e+02 -1.44957070e+02 -2.89961884e-02
  1.53839366e+02 -1.44450382e+02  4.83746435e-01  1.54325296e+02
 -1.44990681e+02 -3.40198815e-02  1.53821193e+02 -1.44473094e+02
  4.61517486e-01  1.54325007e+02 -1.44991768e+02 -6.66759470e-03
  1.53837673e+02 -1.44499094e+02  4.78741066e-01  1.54321328e+02
 -1.45023932e+02 -5.12569448e-02  1.53816351e+02 -1.44470471e+02
  4.37122761e-01  1.54305107e+02]
--- Row 20/300 row=19 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  19
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=19 ---
Niter:  0 row:  19 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -0.000666061598167289 0.01784476831835491 0.03600018011586982
[ 1.22749554e-10 -1.03229277e-05 -2.82808647e-01  1.61505875e+04
 -1.44934649e+02 -2.80294875e-15  1.53757876e+02]
Niter:  1 row:  19 ngroup:  1 nlines:  240 gd:  232
[ 1.22749554e-10 -1.03229277e-05 -2.82808647e-01  1.61505875e+04
 -1.44934649e+02 -2.80294875e-15  1.53757876e+02]
res:  232 -0.0015506911286138347 0.0163863053512614 0.028054320999244108
[ 1.22820103e-10 -1.03224536e-05 -2.82807522e-01  1.61505904e+04
 -1.44917928e+02  1.49178468e-11  1.53776911e+02]
Niter:  2 row:  19 ngroup:  1 nlines:  240 gd:  230
[ 1.22820103e-10 -1.03224536e-05 -2.82807522e-01  1.61505904e+04
 -1.44917928e+02  1.49178468e-11  1.53776911e+02]
res:  230 -0.0017076011527024093 0.0159329758334934 0.027273411350844223
[ 1.22920622e-10 -1.03222688e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
Niter:  3 row:  19 ngroup:  1 nlines:  240 gd:  229
[ 1.22920622e-10 -1.03222688e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
res:  229 -0.001657791839534184 0.015900155322924547 0.02686908269514885
[ 1.22983635e-10 -1.03222688e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
Niter:  4 row:  19 ngroup:  1 nlines:  240 gd:  229
[ 1.22983635e-10 -1.03222688e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
res:  229 -0.0020405756076797843 0.01598153962459037 0.026867084543454794
[ 1.22958774e-10 -1.03221942e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
Niter:  5 row:  19 ngroup:  1 nlines:  240 gd:  229
[ 1.22958774e-10 -1.03221942e-05 -2.82809960e-01  1.61505914e+04
 -1.44888405e+02  3.53557934e-11  1.53770317e+02]
res:  229 -0.002113330809152103 0.016057858443673467 0.026861136769306408
[ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02]
Niter:  6 row:  19 ngroup:  1 nlines:  240 gd:  229
[ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02]
res:  229 -0.002113330809152103 0.016057858443673467 0.026861136769306408
[ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02]
Final values:
res:  -0.002113330809152103 0.026861136769306408
pars:  [ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02]
19 [ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02]
elapsed: 3.1 sec.
Niter:  0 row:  19 ngroup:  26 nlines:  6388 gd:  6388
[ 1.23038273e-10 -1.03220155e-05 -2.82810373e-01  1.61505913e+04
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02 -1.44885598e+02 -5.26470647e-09
  1.53773514e+02 -1.44885598e+02 -5.26470647e-09  1.53773514e+02
 -1.44885598e+02 -5.26470647e-09  1.53773514e+02 -1.44885598e+02
 -5.26470647e-09  1.53773514e+02]
res:  6388 0.0009120593340412597 0.016258675525023136 0.039039382578281406
[ 1.23038286e-10 -1.03220165e-05 -2.82810345e-01  1.61505897e+04
 -1.44905480e+02  8.95388587e-03  1.53779848e+02 -1.44410405e+02
  5.10495766e-01  1.54271523e+02 -1.44895208e+02 -4.55765521e-03
  1.53771489e+02 -1.44402782e+02  4.97486480e-01  1.54248057e+02
 -1.44887176e+02 -7.61467298e-03  1.53783448e+02 -1.44427534e+02
  5.32340951e-01  1.54268438e+02 -1.44898415e+02  1.18880162e-02
  1.53768033e+02 -1.44403529e+02  5.03176759e-01  1.54252371e+02
 -1.44871087e+02  3.31530001e-02  1.53779643e+02 -1.44429900e+02
  5.32529156e-01  1.54268444e+02 -1.44866908e+02  2.75245042e-02
  1.53787041e+02 -1.44405758e+02  4.96680090e-01  1.54263784e+02
 -1.44934066e+02 -2.69780136e-03  1.53757313e+02 -1.44433770e+02
  4.53352252e-01  1.54261775e+02 -1.44888439e+02  1.10685136e-02
  1.53791150e+02 -1.44391197e+02  5.21691897e-01  1.54276800e+02
 -1.44917529e+02  1.26556238e-02  1.53763302e+02 -1.44414761e+02
  4.71675475e-01  1.54265302e+02 -1.44870871e+02  1.11196268e-02
  1.53773032e+02 -1.44383152e+02  4.94784151e-01  1.54263565e+02
 -1.44947840e+02 -9.31346751e-03  1.53765617e+02 -1.44422366e+02
  5.01281242e-01  1.54248063e+02 -1.44890440e+02  1.74985838e-02
  1.53780868e+02 -1.44408418e+02  5.04288455e-01  1.54263737e+02
 -1.44911668e+02 -9.80059243e-03  1.53760628e+02 -1.44411587e+02
  4.68815162e-01  1.54241980e+02]
Niter:  1 row:  19 ngroup:  26 nlines:  6388 gd:  5925
[ 1.23038286e-10 -1.03220165e-05 -2.82810345e-01  1.61505897e+04
 -1.44905480e+02  8.95388587e-03  1.53779848e+02 -1.44410405e+02
  5.10495766e-01  1.54271523e+02 -1.44895208e+02 -4.55765521e-03
  1.53771489e+02 -1.44402782e+02  4.97486480e-01  1.54248057e+02
 -1.44887176e+02 -7.61467298e-03  1.53783448e+02 -1.44427534e+02
  5.32340951e-01  1.54268438e+02 -1.44898415e+02  1.18880162e-02
  1.53768033e+02 -1.44403529e+02  5.03176759e-01  1.54252371e+02
 -1.44871087e+02  3.31530001e-02  1.53779643e+02 -1.44429900e+02
  5.32529156e-01  1.54268444e+02 -1.44866908e+02  2.75245042e-02
  1.53787041e+02 -1.44405758e+02  4.96680090e-01  1.54263784e+02
 -1.44934066e+02 -2.69780136e-03  1.53757313e+02 -1.44433770e+02
  4.53352252e-01  1.54261775e+02 -1.44888439e+02  1.10685136e-02
  1.53791150e+02 -1.44391197e+02  5.21691897e-01  1.54276800e+02
 -1.44917529e+02  1.26556238e-02  1.53763302e+02 -1.44414761e+02
  4.71675475e-01  1.54265302e+02 -1.44870871e+02  1.11196268e-02
  1.53773032e+02 -1.44383152e+02  4.94784151e-01  1.54263565e+02
 -1.44947840e+02 -9.31346751e-03  1.53765617e+02 -1.44422366e+02
  5.01281242e-01  1.54248063e+02 -1.44890440e+02  1.74985838e-02
  1.53780868e+02 -1.44408418e+02  5.04288455e-01  1.54263737e+02
 -1.44911668e+02 -9.80059243e-03  1.53760628e+02 -1.44411587e+02
  4.68815162e-01  1.54241980e+02]
res:  5925 -0.0005512209663720569 0.016313339571752294 0.025859091740514456
[ 1.23038298e-10 -1.03220155e-05 -2.82810317e-01  1.61505881e+04
 -1.44905340e+02 -1.13996958e-02  1.53764011e+02 -1.44410889e+02
  4.85867921e-01  1.54265967e+02 -1.44918593e+02 -2.55164722e-02
  1.53759011e+02 -1.44394787e+02  4.74760251e-01  1.54231443e+02
 -1.44880514e+02 -3.52575119e-02  1.53778621e+02 -1.44413522e+02
  5.09389480e-01  1.54266293e+02 -1.44890203e+02 -1.48882829e-02
  1.53766182e+02 -1.44398616e+02  4.80674658e-01  1.54241055e+02
 -1.44906929e+02 -2.85725221e-03  1.53769256e+02 -1.44414186e+02
  5.04383680e-01  1.54260522e+02 -1.44878952e+02  1.62029474e-02
  1.53779085e+02 -1.44402808e+02  4.82432076e-01  1.54256269e+02
 -1.44937969e+02 -2.32807018e-02  1.53752016e+02 -1.44404635e+02
  4.54639536e-01  1.54251203e+02 -1.44910075e+02 -3.12932812e-03
  1.53784306e+02 -1.44399225e+02  4.98917518e-01  1.54268751e+02
 -1.44916017e+02 -7.80429640e-03  1.53747918e+02 -1.44421960e+02
  4.64358135e-01  1.54252585e+02 -1.44878814e+02 -3.90793847e-03
  1.53773476e+02 -1.44390443e+02  4.68619351e-01  1.54256453e+02
 -1.44954786e+02 -1.76329396e-02  1.53760214e+02 -1.44421218e+02
  4.55655355e-01  1.54240900e+02 -1.44911811e+02 -8.69972231e-03
  1.53770543e+02 -1.44413175e+02  4.83351025e-01  1.54247256e+02
 -1.44930448e+02 -4.60635208e-02  1.53756290e+02 -1.44433216e+02
  4.46126947e-01  1.54239625e+02]
Niter:  2 row:  19 ngroup:  26 nlines:  6388 gd:  5927
[ 1.23038298e-10 -1.03220155e-05 -2.82810317e-01  1.61505881e+04
 -1.44905340e+02 -1.13996958e-02  1.53764011e+02 -1.44410889e+02
  4.85867921e-01  1.54265967e+02 -1.44918593e+02 -2.55164722e-02
  1.53759011e+02 -1.44394787e+02  4.74760251e-01  1.54231443e+02
 -1.44880514e+02 -3.52575119e-02  1.53778621e+02 -1.44413522e+02
  5.09389480e-01  1.54266293e+02 -1.44890203e+02 -1.48882829e-02
  1.53766182e+02 -1.44398616e+02  4.80674658e-01  1.54241055e+02
 -1.44906929e+02 -2.85725221e-03  1.53769256e+02 -1.44414186e+02
  5.04383680e-01  1.54260522e+02 -1.44878952e+02  1.62029474e-02
  1.53779085e+02 -1.44402808e+02  4.82432076e-01  1.54256269e+02
 -1.44937969e+02 -2.32807018e-02  1.53752016e+02 -1.44404635e+02
  4.54639536e-01  1.54251203e+02 -1.44910075e+02 -3.12932812e-03
  1.53784306e+02 -1.44399225e+02  4.98917518e-01  1.54268751e+02
 -1.44916017e+02 -7.80429640e-03  1.53747918e+02 -1.44421960e+02
  4.64358135e-01  1.54252585e+02 -1.44878814e+02 -3.90793847e-03
  1.53773476e+02 -1.44390443e+02  4.68619351e-01  1.54256453e+02
 -1.44954786e+02 -1.76329396e-02  1.53760214e+02 -1.44421218e+02
  4.55655355e-01  1.54240900e+02 -1.44911811e+02 -8.69972231e-03
  1.53770543e+02 -1.44413175e+02  4.83351025e-01  1.54247256e+02
 -1.44930448e+02 -4.60635208e-02  1.53756290e+02 -1.44433216e+02
  4.46126947e-01  1.54239625e+02]
res:  5927 -0.0005858199301655986 0.016254209766884742 0.02583468851825175
[ 1.23038310e-10 -1.03220144e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759275e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432688e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170959e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668474e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
Niter:  3 row:  19 ngroup:  26 nlines:  6388 gd:  5925
[ 1.23038310e-10 -1.03220144e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759275e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432688e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170959e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668474e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
res:  5925 -0.0007790560830471804 0.01626860783653683 0.0257999294087566
[ 1.23072517e-10 -1.03220144e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759275e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432688e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170959e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668474e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
Niter:  4 row:  19 ngroup:  26 nlines:  6388 gd:  5925
[ 1.23072517e-10 -1.03220144e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759275e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432688e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170959e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668474e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
res:  5925 -0.0007725124851276632 0.016263686463389604 0.025799931552637094
[ 1.23072518e-10 -1.03220154e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759276e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432764e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170958e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668547e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
Niter:  5 row:  19 ngroup:  26 nlines:  6388 gd:  5925
[ 1.23072518e-10 -1.03220154e-05 -2.82810289e-01  1.61505865e+04
 -1.44906517e+02 -2.08881391e-02  1.53759276e+02 -1.44411693e+02
  4.80171292e-01  1.54261230e+02 -1.44925549e+02 -3.47432764e-02
  1.53754274e+02 -1.44401747e+02  4.61790784e-01  1.54226707e+02
 -1.44887489e+02 -4.77975688e-02  1.53773878e+02 -1.44408525e+02
  5.03684154e-01  1.54261566e+02 -1.44891825e+02 -2.40170958e-02
  1.53763491e+02 -1.44405576e+02  4.67747042e-01  1.54236319e+02
 -1.44913894e+02 -1.54740543e-02  1.53764521e+02 -1.44421167e+02
  4.94959621e-01  1.54255789e+02 -1.44885916e+02  1.04907255e-02
  1.53774351e+02 -1.44409788e+02  4.76746435e-01  1.54251533e+02
 -1.44944931e+02 -3.64668547e-02  1.53747290e+02 -1.44411606e+02
  4.52479932e-01  1.54246471e+02 -1.44917015e+02 -8.82801469e-03
  1.53781671e+02 -1.44406184e+02  4.86192402e-01  1.54264021e+02
 -1.44917992e+02 -1.35098601e-02  1.53743185e+02 -1.44423630e+02
  4.58660748e-01  1.54247852e+02 -1.44885778e+02 -9.60520166e-03
  1.53768743e+02 -1.44397413e+02  4.62918833e-01  1.54251729e+02
 -1.44961731e+02 -1.94297353e-02  1.53755479e+02 -1.44428193e+02
  4.43489186e-01  1.54236169e+02 -1.44918765e+02 -1.77638620e-02
  1.53765817e+02 -1.44420132e+02  4.73775745e-01  1.54240395e+02
 -1.44937413e+02 -5.17716440e-02  1.53751553e+02 -1.44440186e+02
  4.37058523e-01  1.54237072e+02]
res:  5925 -0.000759243132051779 0.016295046891173115 0.025746596785348852
[ 1.22819429e-10 -1.03219085e-05 -2.82804768e-01  1.61505881e+04
 -1.44937524e+02 -1.42519858e-02  1.53794846e+02 -1.44443212e+02
  4.87096228e-01  1.54296709e+02 -1.44956526e+02 -2.77338668e-02
  1.53789861e+02 -1.44432764e+02  4.68804991e-01  1.54262252e+02
 -1.44918714e+02 -4.09598971e-02  1.53809358e+02 -1.44440279e+02
  5.10287884e-01  1.54297131e+02 -1.44923519e+02 -1.63799681e-02
  1.53799007e+02 -1.44436497e+02  4.74690005e-01  1.54271839e+02
 -1.44944833e+02 -8.28162612e-03  1.53800156e+02 -1.44452915e+02
  5.02396379e-01  1.54291289e+02 -1.44916944e+02  1.67732324e-02
  1.53809932e+02 -1.44441353e+02  4.84070616e-01  1.54287041e+02
 -1.44976227e+02 -2.95296587e-02  1.53782993e+02 -1.44443044e+02
  4.59377180e-01  1.54281939e+02 -1.44947710e+02 -2.07368678e-03
  1.53817355e+02 -1.44437319e+02  4.93253411e-01  1.54299585e+02
 -1.44949055e+02 -6.98000490e-03  1.53778748e+02 -1.44454928e+02
  4.65615219e-01  1.54283291e+02 -1.44916731e+02 -2.69619975e-03
  1.53804240e+02 -1.44428414e+02  4.69592708e-01  1.54287283e+02
 -1.44992470e+02 -1.30592934e-02  1.53791112e+02 -1.44459426e+02
  4.50691604e-01  1.54271731e+02 -1.44949600e+02 -1.07790782e-02
  1.53801521e+02 -1.44451141e+02  4.80167047e-01  1.54275984e+02
 -1.44968697e+02 -4.53097081e-02  1.53787074e+02 -1.44471272e+02
  4.43806025e-01  1.54272712e+02]
Niter:  6 row:  19 ngroup:  26 nlines:  6388 gd:  5932
[ 1.22819429e-10 -1.03219085e-05 -2.82804768e-01  1.61505881e+04
 -1.44937524e+02 -1.42519858e-02  1.53794846e+02 -1.44443212e+02
  4.87096228e-01  1.54296709e+02 -1.44956526e+02 -2.77338668e-02
  1.53789861e+02 -1.44432764e+02  4.68804991e-01  1.54262252e+02
 -1.44918714e+02 -4.09598971e-02  1.53809358e+02 -1.44440279e+02
  5.10287884e-01  1.54297131e+02 -1.44923519e+02 -1.63799681e-02
  1.53799007e+02 -1.44436497e+02  4.74690005e-01  1.54271839e+02
 -1.44944833e+02 -8.28162612e-03  1.53800156e+02 -1.44452915e+02
  5.02396379e-01  1.54291289e+02 -1.44916944e+02  1.67732324e-02
  1.53809932e+02 -1.44441353e+02  4.84070616e-01  1.54287041e+02
 -1.44976227e+02 -2.95296587e-02  1.53782993e+02 -1.44443044e+02
  4.59377180e-01  1.54281939e+02 -1.44947710e+02 -2.07368678e-03
  1.53817355e+02 -1.44437319e+02  4.93253411e-01  1.54299585e+02
 -1.44949055e+02 -6.98000490e-03  1.53778748e+02 -1.44454928e+02
  4.65615219e-01  1.54283291e+02 -1.44916731e+02 -2.69619975e-03
  1.53804240e+02 -1.44428414e+02  4.69592708e-01  1.54287283e+02
 -1.44992470e+02 -1.30592934e-02  1.53791112e+02 -1.44459426e+02
  4.50691604e-01  1.54271731e+02 -1.44949600e+02 -1.07790782e-02
  1.53801521e+02 -1.44451141e+02  4.80167047e-01  1.54275984e+02
 -1.44968697e+02 -4.53097081e-02  1.53787074e+02 -1.44471272e+02
  4.43806025e-01  1.54272712e+02]
res:  5932 -0.0007610367974848486 0.01629795584904059 0.025845376933609655
[ 1.22819595e-10 -1.03219085e-05 -2.82804768e-01  1.61505881e+04
 -1.44937524e+02 -1.42519858e-02  1.53794846e+02 -1.44443212e+02
  4.87096228e-01  1.54296709e+02 -1.44956526e+02 -2.77338668e-02
  1.53789861e+02 -1.44432764e+02  4.68804991e-01  1.54262252e+02
 -1.44918714e+02 -4.09598971e-02  1.53809358e+02 -1.44440279e+02
  5.10287884e-01  1.54297131e+02 -1.44923519e+02 -1.63799681e-02
  1.53799007e+02 -1.44436497e+02  4.74690005e-01  1.54271839e+02
 -1.44944833e+02 -8.28162612e-03  1.53800156e+02 -1.44452915e+02
  5.02396379e-01  1.54291289e+02 -1.44916944e+02  1.67732324e-02
  1.53809932e+02 -1.44441353e+02  4.84070616e-01  1.54287041e+02
 -1.44976227e+02 -2.95296587e-02  1.53782993e+02 -1.44443044e+02
  4.59377180e-01  1.54281939e+02 -1.44947710e+02 -2.07368678e-03
  1.53817355e+02 -1.44437319e+02  4.93253411e-01  1.54299585e+02
 -1.44949055e+02 -6.98000490e-03  1.53778748e+02 -1.44454928e+02
  4.65615219e-01  1.54283291e+02 -1.44916731e+02 -2.69619975e-03
  1.53804240e+02 -1.44428414e+02  4.69592708e-01  1.54287283e+02
 -1.44992470e+02 -1.30592934e-02  1.53791112e+02 -1.44459426e+02
  4.50691604e-01  1.54271731e+02 -1.44949600e+02 -1.07790782e-02
  1.53801521e+02 -1.44451141e+02  4.80167047e-01  1.54275984e+02
 -1.44968697e+02 -4.53097081e-02  1.53787074e+02 -1.44471272e+02
  4.43806025e-01  1.54272712e+02]
Saving figure to  wave_resid_43670005_fiber19.png
Final values:
res:  -0.0007610367974848486 0.025845376933609655
pars:  [ 1.22819595e-10 -1.03219085e-05 -2.82804768e-01  1.61505881e+04
 -1.44937524e+02 -1.42519858e-02  1.53794846e+02 -1.44443212e+02
  4.87096228e-01  1.54296709e+02 -1.44956526e+02 -2.77338668e-02
  1.53789861e+02 -1.44432764e+02  4.68804991e-01  1.54262252e+02
 -1.44918714e+02 -4.09598971e-02  1.53809358e+02 -1.44440279e+02
  5.10287884e-01  1.54297131e+02 -1.44923519e+02 -1.63799681e-02
  1.53799007e+02 -1.44436497e+02  4.74690005e-01  1.54271839e+02
 -1.44944833e+02 -8.28162612e-03  1.53800156e+02 -1.44452915e+02
  5.02396379e-01  1.54291289e+02 -1.44916944e+02  1.67732324e-02
  1.53809932e+02 -1.44441353e+02  4.84070616e-01  1.54287041e+02
 -1.44976227e+02 -2.95296587e-02  1.53782993e+02 -1.44443044e+02
  4.59377180e-01  1.54281939e+02 -1.44947710e+02 -2.07368678e-03
  1.53817355e+02 -1.44437319e+02  4.93253411e-01  1.54299585e+02
 -1.44949055e+02 -6.98000490e-03  1.53778748e+02 -1.44454928e+02
  4.65615219e-01  1.54283291e+02 -1.44916731e+02 -2.69619975e-03
  1.53804240e+02 -1.44428414e+02  4.69592708e-01  1.54287283e+02
 -1.44992470e+02 -1.30592934e-02  1.53791112e+02 -1.44459426e+02
  4.50691604e-01  1.54271731e+02 -1.44949600e+02 -1.07790782e-02
  1.53801521e+02 -1.44451141e+02  4.80167047e-01  1.54275984e+02
 -1.44968697e+02 -4.53097081e-02  1.53787074e+02 -1.44471272e+02
  4.43806025e-01  1.54272712e+02]
19 [ 1.22819595e-10 -1.03219085e-05 -2.82804768e-01  1.61505881e+04
 -1.44937524e+02 -1.42519858e-02  1.53794846e+02 -1.44443212e+02
  4.87096228e-01  1.54296709e+02 -1.44956526e+02 -2.77338668e-02
  1.53789861e+02 -1.44432764e+02  4.68804991e-01  1.54262252e+02
 -1.44918714e+02 -4.09598971e-02  1.53809358e+02 -1.44440279e+02
  5.10287884e-01  1.54297131e+02 -1.44923519e+02 -1.63799681e-02
  1.53799007e+02 -1.44436497e+02  4.74690005e-01  1.54271839e+02
 -1.44944833e+02 -8.28162612e-03  1.53800156e+02 -1.44452915e+02
  5.02396379e-01  1.54291289e+02 -1.44916944e+02  1.67732324e-02
  1.53809932e+02 -1.44441353e+02  4.84070616e-01  1.54287041e+02
 -1.44976227e+02 -2.95296587e-02  1.53782993e+02 -1.44443044e+02
  4.59377180e-01  1.54281939e+02 -1.44947710e+02 -2.07368678e-03
  1.53817355e+02 -1.44437319e+02  4.93253411e-01  1.54299585e+02
 -1.44949055e+02 -6.98000490e-03  1.53778748e+02 -1.44454928e+02
  4.65615219e-01  1.54283291e+02 -1.44916731e+02 -2.69619975e-03
  1.53804240e+02 -1.44428414e+02  4.69592708e-01  1.54287283e+02
 -1.44992470e+02 -1.30592934e-02  1.53791112e+02 -1.44459426e+02
  4.50691604e-01  1.54271731e+02 -1.44949600e+02 -1.07790782e-02
  1.53801521e+02 -1.44451141e+02  4.80167047e-01  1.54275984e+02
 -1.44968697e+02 -4.53097081e-02  1.53787074e+02 -1.44471272e+02
  4.43806025e-01  1.54272712e+02]
--- Row 21/300 row=20 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  20
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=20 ---
Niter:  0 row:  20 ngroup:  1 nlines:  259 gd:  259
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  259 0.0007475035508832661 0.01740861176585895 0.03827757209866682
[ 1.21155236e-10 -1.03204200e-05 -2.82784448e-01  1.61505670e+04
 -1.45025972e+02  2.64932995e-13  1.53876048e+02]
Niter:  1 row:  20 ngroup:  1 nlines:  259 gd:  245
[ 1.21155236e-10 -1.03204200e-05 -2.82784448e-01  1.61505670e+04
 -1.45025972e+02  2.64932995e-13  1.53876048e+02]
res:  245 -0.0019371472153579816 0.016482527928019408 0.02823596985773408
[ 1.21934112e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Niter:  2 row:  20 ngroup:  1 nlines:  259 gd:  244
[ 1.21934112e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
res:  244 -0.002053671680187108 0.01674572222691495 0.02785666344501343
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Niter:  3 row:  20 ngroup:  1 nlines:  259 gd:  243
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
res:  243 -0.001926665961946128 0.016757087185396813 0.027523271720666972
[ 1.22009286e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Niter:  4 row:  20 ngroup:  1 nlines:  259 gd:  244
[ 1.22009286e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
res:  244 -0.0020536717311188113 0.016745722125051543 0.027856663444600593
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Niter:  5 row:  20 ngroup:  1 nlines:  259 gd:  243
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
res:  243 -0.001926665980136022 0.016757087170844898 0.027523271720711725
[ 1.22009286e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Niter:  6 row:  20 ngroup:  1 nlines:  259 gd:  244
[ 1.22009286e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
res:  244 -0.0020536717493087053 0.016745722092309734 0.027856663444478204
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
Final values:
res:  -0.0020536717493087053 0.027856663444478204
pars:  [ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
20 [ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02]
elapsed: 3.0 sec.
Niter:  0 row:  20 ngroup:  26 nlines:  6670 gd:  6670
[ 1.21985319e-10 -1.03211449e-05 -2.82794662e-01  1.61505747e+04
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02 -1.44972599e+02  5.89714180e-12
  1.53846103e+02 -1.44972599e+02  5.89714180e-12  1.53846103e+02
 -1.44972599e+02  5.89714180e-12  1.53846103e+02 -1.44972599e+02
  5.89714180e-12  1.53846103e+02]
res:  6670 0.001008007260679733 0.01720735229719139 0.04023853171242991
[ 1.21985306e-10 -1.03211459e-05 -2.82794634e-01  1.61505731e+04
 -1.44961529e+02  2.10226777e-02  1.53847111e+02 -1.44514746e+02
  4.75018167e-01  1.54338884e+02 -1.45020462e+02 -2.07937362e-03
  1.53826386e+02 -1.44529969e+02  4.74815038e-01  1.54320838e+02
 -1.44960346e+02 -1.72746609e-03  1.53853048e+02 -1.44494467e+02
  4.87004990e-01  1.54347659e+02 -1.44994848e+02 -6.75389534e-03
  1.53848574e+02 -1.44522084e+02  4.83817799e-01  1.54315870e+02
 -1.44984556e+02 -3.39294826e-03  1.53837630e+02 -1.44502862e+02
  4.99747022e-01  1.54348519e+02 -1.44981015e+02 -3.34953942e-03
  1.53848416e+02 -1.44469536e+02  5.02185483e-01  1.54341359e+02
 -1.45021369e+02 -3.85682555e-02  1.53833219e+02 -1.44515764e+02
  4.62946570e-01  1.54314849e+02 -1.45002281e+02  1.85774407e-02
  1.53853030e+02 -1.44462956e+02  4.97928691e-01  1.54357117e+02
 -1.45033623e+02 -3.54902650e-02  1.53832463e+02 -1.44512466e+02
  4.67565952e-01  1.54329397e+02 -1.44991367e+02 -3.33173317e-02
  1.53856288e+02 -1.44500109e+02  5.01591956e-01  1.54334690e+02
 -1.45013937e+02 -3.83659316e-02  1.53834764e+02 -1.44524804e+02
  4.53431829e-01  1.54338065e+02 -1.45011067e+02 -2.81133778e-02
  1.53866124e+02 -1.44485573e+02  4.71815726e-01  1.54330951e+02
 -1.45026457e+02 -7.31469453e-02  1.53854070e+02 -1.44504104e+02
  4.56604816e-01  1.54320505e+02]
Niter:  1 row:  20 ngroup:  26 nlines:  6670 gd:  6187
[ 1.21985306e-10 -1.03211459e-05 -2.82794634e-01  1.61505731e+04
 -1.44961529e+02  2.10226777e-02  1.53847111e+02 -1.44514746e+02
  4.75018167e-01  1.54338884e+02 -1.45020462e+02 -2.07937362e-03
  1.53826386e+02 -1.44529969e+02  4.74815038e-01  1.54320838e+02
 -1.44960346e+02 -1.72746609e-03  1.53853048e+02 -1.44494467e+02
  4.87004990e-01  1.54347659e+02 -1.44994848e+02 -6.75389534e-03
  1.53848574e+02 -1.44522084e+02  4.83817799e-01  1.54315870e+02
 -1.44984556e+02 -3.39294826e-03  1.53837630e+02 -1.44502862e+02
  4.99747022e-01  1.54348519e+02 -1.44981015e+02 -3.34953942e-03
  1.53848416e+02 -1.44469536e+02  5.02185483e-01  1.54341359e+02
 -1.45021369e+02 -3.85682555e-02  1.53833219e+02 -1.44515764e+02
  4.62946570e-01  1.54314849e+02 -1.45002281e+02  1.85774407e-02
  1.53853030e+02 -1.44462956e+02  4.97928691e-01  1.54357117e+02
 -1.45033623e+02 -3.54902650e-02  1.53832463e+02 -1.44512466e+02
  4.67565952e-01  1.54329397e+02 -1.44991367e+02 -3.33173317e-02
  1.53856288e+02 -1.44500109e+02  5.01591956e-01  1.54334690e+02
 -1.45013937e+02 -3.83659316e-02  1.53834764e+02 -1.44524804e+02
  4.53431829e-01  1.54338065e+02 -1.45011067e+02 -2.81133778e-02
  1.53866124e+02 -1.44485573e+02  4.71815726e-01  1.54330951e+02
 -1.45026457e+02 -7.31469453e-02  1.53854070e+02 -1.44504104e+02
  4.56604816e-01  1.54320505e+02]
res:  6187 -0.0008162296062437235 0.017221605222403014 0.02758449273768909
[ 1.21985294e-10 -1.03211470e-05 -2.82794662e-01  1.61505747e+04
 -1.44974827e+02  3.68842474e-07  1.53845912e+02 -1.44491673e+02
  4.74092875e-01  1.54341317e+02 -1.45028774e+02 -1.96296638e-02
  1.53833641e+02 -1.44505731e+02  4.53919411e-01  1.54315905e+02
 -1.44967988e+02 -2.78805768e-02  1.53857144e+02 -1.44495511e+02
  4.74767293e-01  1.54344348e+02 -1.44979361e+02 -1.71694459e-02
  1.53846315e+02 -1.44497610e+02  4.69818411e-01  1.54317686e+02
 -1.44979706e+02 -1.14456027e-02  1.53841765e+02 -1.44495906e+02
  4.78188316e-01  1.54337779e+02 -1.44989380e+02 -1.73888664e-02
  1.53848809e+02 -1.44461901e+02  4.79177740e-01  1.54334583e+02
 -1.44999949e+02 -4.46812769e-02  1.53832014e+02 -1.44510836e+02
  4.59597125e-01  1.54325291e+02 -1.45010899e+02  6.98486054e-03
  1.53855429e+02 -1.44469801e+02  4.97422725e-01  1.54355103e+02
 -1.45020339e+02 -3.67834285e-02  1.53840963e+02 -1.44503350e+02
  4.54775482e-01  1.54343095e+02 -1.45006285e+02 -4.99938508e-02
  1.53857005e+02 -1.44497061e+02  4.84738343e-01  1.54340365e+02
 -1.45023011e+02 -5.02244591e-02  1.53828851e+02 -1.44529366e+02
  4.36686523e-01  1.54321954e+02 -1.45009996e+02 -3.71928361e-02
  1.53860880e+02 -1.44500481e+02  4.55087357e-01  1.54332114e+02
 -1.45013431e+02 -8.59541290e-02  1.53854358e+02 -1.44495564e+02
  4.38540490e-01  1.54326863e+02]
Niter:  2 row:  20 ngroup:  26 nlines:  6670 gd:  6185
[ 1.21985294e-10 -1.03211470e-05 -2.82794662e-01  1.61505747e+04
 -1.44974827e+02  3.68842474e-07  1.53845912e+02 -1.44491673e+02
  4.74092875e-01  1.54341317e+02 -1.45028774e+02 -1.96296638e-02
  1.53833641e+02 -1.44505731e+02  4.53919411e-01  1.54315905e+02
 -1.44967988e+02 -2.78805768e-02  1.53857144e+02 -1.44495511e+02
  4.74767293e-01  1.54344348e+02 -1.44979361e+02 -1.71694459e-02
  1.53846315e+02 -1.44497610e+02  4.69818411e-01  1.54317686e+02
 -1.44979706e+02 -1.14456027e-02  1.53841765e+02 -1.44495906e+02
  4.78188316e-01  1.54337779e+02 -1.44989380e+02 -1.73888664e-02
  1.53848809e+02 -1.44461901e+02  4.79177740e-01  1.54334583e+02
 -1.44999949e+02 -4.46812769e-02  1.53832014e+02 -1.44510836e+02
  4.59597125e-01  1.54325291e+02 -1.45010899e+02  6.98486054e-03
  1.53855429e+02 -1.44469801e+02  4.97422725e-01  1.54355103e+02
 -1.45020339e+02 -3.67834285e-02  1.53840963e+02 -1.44503350e+02
  4.54775482e-01  1.54343095e+02 -1.45006285e+02 -4.99938508e-02
  1.53857005e+02 -1.44497061e+02  4.84738343e-01  1.54340365e+02
 -1.45023011e+02 -5.02244591e-02  1.53828851e+02 -1.44529366e+02
  4.36686523e-01  1.54321954e+02 -1.45009996e+02 -3.71928361e-02
  1.53860880e+02 -1.44500481e+02  4.55087357e-01  1.54332114e+02
 -1.45013431e+02 -8.59541290e-02  1.53854358e+02 -1.44495564e+02
  4.38540490e-01  1.54326863e+02]
res:  6185 -0.0007831705243006581 0.01734272022076766 0.027509265933021974
[ 1.21985282e-10 -1.03211480e-05 -2.82794691e-01  1.61505763e+04
 -1.44967858e+02  5.69744885e-03  1.53850642e+02 -1.44484734e+02
  4.79788784e-01  1.54346040e+02 -1.45027568e+02 -1.78015793e-02
  1.53840368e+02 -1.44498756e+02  4.59602199e-01  1.54320631e+02
 -1.44961033e+02 -3.35792648e-02  1.53864045e+02 -1.44488535e+02
  4.80466412e-01  1.54349072e+02 -1.44966871e+02 -1.53202195e-02
  1.53851042e+02 -1.44479324e+02  4.67017019e-01  1.54322411e+02
 -1.44972746e+02 -5.73023904e-03  1.53848618e+02 -1.44488950e+02
  4.83879219e-01  1.54342494e+02 -1.44982421e+02 -1.16932337e-02
  1.53853536e+02 -1.44454942e+02  4.73894314e-01  1.54339309e+02
 -1.44987482e+02 -3.89679156e-02  1.53836739e+02 -1.44503868e+02
  4.65307693e-01  1.54330014e+02 -1.45003904e+02  8.67430347e-03
  1.53860152e+02 -1.44462822e+02  5.03114925e-01  1.54359825e+02
 -1.45007406e+02 -3.10876109e-02  1.53847832e+02 -1.44490491e+02
  4.60468866e-01  1.54349896e+02 -1.44999322e+02 -4.81440799e-02
  1.53861735e+02 -1.44490088e+02  4.86567228e-01  1.54347257e+02
 -1.45016035e+02 -4.45363773e-02  1.53829363e+02 -1.44522408e+02
  4.42381137e-01  1.54324587e+02 -1.45003043e+02 -3.48792774e-02
  1.53865610e+02 -1.44493536e+02  4.60783488e-01  1.54336840e+02
 -1.45006439e+02 -8.02739841e-02  1.53859077e+02 -1.44482815e+02
  4.44245046e-01  1.54333585e+02]
Niter:  3 row:  20 ngroup:  26 nlines:  6670 gd:  6186
[ 1.21985282e-10 -1.03211480e-05 -2.82794691e-01  1.61505763e+04
 -1.44967858e+02  5.69744885e-03  1.53850642e+02 -1.44484734e+02
  4.79788784e-01  1.54346040e+02 -1.45027568e+02 -1.78015793e-02
  1.53840368e+02 -1.44498756e+02  4.59602199e-01  1.54320631e+02
 -1.44961033e+02 -3.35792648e-02  1.53864045e+02 -1.44488535e+02
  4.80466412e-01  1.54349072e+02 -1.44966871e+02 -1.53202195e-02
  1.53851042e+02 -1.44479324e+02  4.67017019e-01  1.54322411e+02
 -1.44972746e+02 -5.73023904e-03  1.53848618e+02 -1.44488950e+02
  4.83879219e-01  1.54342494e+02 -1.44982421e+02 -1.16932337e-02
  1.53853536e+02 -1.44454942e+02  4.73894314e-01  1.54339309e+02
 -1.44987482e+02 -3.89679156e-02  1.53836739e+02 -1.44503868e+02
  4.65307693e-01  1.54330014e+02 -1.45003904e+02  8.67430347e-03
  1.53860152e+02 -1.44462822e+02  5.03114925e-01  1.54359825e+02
 -1.45007406e+02 -3.10876109e-02  1.53847832e+02 -1.44490491e+02
  4.60468866e-01  1.54349896e+02 -1.44999322e+02 -4.81440799e-02
  1.53861735e+02 -1.44490088e+02  4.86567228e-01  1.54347257e+02
 -1.45016035e+02 -4.45363773e-02  1.53829363e+02 -1.44522408e+02
  4.42381137e-01  1.54324587e+02 -1.45003043e+02 -3.48792774e-02
  1.53865610e+02 -1.44493536e+02  4.60783488e-01  1.54336840e+02
 -1.45006439e+02 -8.02739841e-02  1.53859077e+02 -1.44482815e+02
  4.44245046e-01  1.54333585e+02]
res:  6186 -0.0006818194788138499 0.017286603156208002 0.027520190646442063
[ 1.21962321e-10 -1.03211480e-05 -2.82794691e-01  1.61505763e+04
 -1.44967858e+02  5.69744885e-03  1.53850642e+02 -1.44484734e+02
  4.79788784e-01  1.54346040e+02 -1.45027568e+02 -1.78015793e-02
  1.53840368e+02 -1.44498756e+02  4.59602199e-01  1.54320631e+02
 -1.44961033e+02 -3.35792648e-02  1.53864045e+02 -1.44488535e+02
  4.80466412e-01  1.54349072e+02 -1.44966871e+02 -1.53202195e-02
  1.53851042e+02 -1.44479324e+02  4.67017019e-01  1.54322411e+02
 -1.44972746e+02 -5.73023904e-03  1.53848618e+02 -1.44488950e+02
  4.83879219e-01  1.54342494e+02 -1.44982421e+02 -1.16932337e-02
  1.53853536e+02 -1.44454942e+02  4.73894314e-01  1.54339309e+02
 -1.44987482e+02 -3.89679156e-02  1.53836739e+02 -1.44503868e+02
  4.65307693e-01  1.54330014e+02 -1.45003904e+02  8.67430347e-03
  1.53860152e+02 -1.44462822e+02  5.03114925e-01  1.54359825e+02
 -1.45007406e+02 -3.10876109e-02  1.53847832e+02 -1.44490491e+02
  4.60468866e-01  1.54349896e+02 -1.44999322e+02 -4.81440799e-02
  1.53861735e+02 -1.44490088e+02  4.86567228e-01  1.54347257e+02
 -1.45016035e+02 -4.45363773e-02  1.53829363e+02 -1.44522408e+02
  4.42381137e-01  1.54324587e+02 -1.45003043e+02 -3.48792774e-02
  1.53865610e+02 -1.44493536e+02  4.60783488e-01  1.54336840e+02
 -1.45006439e+02 -8.02739841e-02  1.53859077e+02 -1.44482815e+02
  4.44245046e-01  1.54333585e+02]
Niter:  4 row:  20 ngroup:  26 nlines:  6670 gd:  6184
[ 1.21962321e-10 -1.03211480e-05 -2.82794691e-01  1.61505763e+04
 -1.44967858e+02  5.69744885e-03  1.53850642e+02 -1.44484734e+02
  4.79788784e-01  1.54346040e+02 -1.45027568e+02 -1.78015793e-02
  1.53840368e+02 -1.44498756e+02  4.59602199e-01  1.54320631e+02
 -1.44961033e+02 -3.35792648e-02  1.53864045e+02 -1.44488535e+02
  4.80466412e-01  1.54349072e+02 -1.44966871e+02 -1.53202195e-02
  1.53851042e+02 -1.44479324e+02  4.67017019e-01  1.54322411e+02
 -1.44972746e+02 -5.73023904e-03  1.53848618e+02 -1.44488950e+02
  4.83879219e-01  1.54342494e+02 -1.44982421e+02 -1.16932337e-02
  1.53853536e+02 -1.44454942e+02  4.73894314e-01  1.54339309e+02
 -1.44987482e+02 -3.89679156e-02  1.53836739e+02 -1.44503868e+02
  4.65307693e-01  1.54330014e+02 -1.45003904e+02  8.67430347e-03
  1.53860152e+02 -1.44462822e+02  5.03114925e-01  1.54359825e+02
 -1.45007406e+02 -3.10876109e-02  1.53847832e+02 -1.44490491e+02
  4.60468866e-01  1.54349896e+02 -1.44999322e+02 -4.81440799e-02
  1.53861735e+02 -1.44490088e+02  4.86567228e-01  1.54347257e+02
 -1.45016035e+02 -4.45363773e-02  1.53829363e+02 -1.44522408e+02
  4.42381137e-01  1.54324587e+02 -1.45003043e+02 -3.48792774e-02
  1.53865610e+02 -1.44493536e+02  4.60783488e-01  1.54336840e+02
 -1.45006439e+02 -8.02739841e-02  1.53859077e+02 -1.44482815e+02
  4.44245046e-01  1.54333585e+02]
res:  6184 -0.0007926563594082836 0.017362300218337623 0.02748446625140654
[ 1.21962309e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
Niter:  5 row:  20 ngroup:  26 nlines:  6670 gd:  6184
[ 1.21962309e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
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 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
res:  6184 -0.0007179841741162818 0.017334759868390393 0.027483786034178705
[ 1.21948328e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
Niter:  6 row:  20 ngroup:  26 nlines:  6670 gd:  6185
[ 1.21948328e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
res:  6185 -0.0007097013249222073 0.01734467646747362 0.0274991328296438
[ 1.21946376e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
Saving figure to  wave_resid_43670005_fiber20.png
Final values:
res:  -0.0007097013249222073 0.0274991328296438
pars:  [ 1.21946376e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
20 [ 1.21946376e-10 -1.03211490e-05 -2.82794719e-01  1.61505780e+04
 -1.44959905e+02  1.14096026e-02  1.53854457e+02 -1.44476868e+02
  4.85499824e-01  1.54349823e+02 -1.45025560e+02 -1.21079000e-02
  1.53844151e+02 -1.44490796e+02  4.65282835e-01  1.54324426e+02
 -1.44953119e+02 -2.78924974e-02  1.53867875e+02 -1.44480565e+02
  4.86164110e-01  1.54352865e+02 -1.44953012e+02 -9.64703218e-03
  1.53854848e+02 -1.44471313e+02  4.72719374e-01  1.54326212e+02
 -1.44964823e+02 -3.02004839e-05  1.53852434e+02 -1.44481034e+02
  4.89568220e-01  1.54346253e+02 -1.44974489e+02 -6.01166052e-03
  1.53857341e+02 -1.44447020e+02  4.79591630e-01  1.54343108e+02
 -1.44979460e+02 -3.32548644e-02  1.53840535e+02 -1.44495921e+02
  4.71027633e-01  1.54333806e+02 -1.44995887e+02  1.43726100e-02
  1.53863940e+02 -1.44454840e+02  5.08806068e-01  1.54363611e+02
 -1.44999423e+02 -2.53847467e-02  1.53851635e+02 -1.44482581e+02
  4.66151726e-01  1.54353708e+02 -1.44991384e+02 -4.64802871e-02
  1.53865550e+02 -1.44482128e+02  4.92245442e-01  1.54351065e+02
 -1.45008053e+02 -3.88477154e-02  1.53831179e+02 -1.44514487e+02
  4.48061196e-01  1.54328359e+02 -1.44995146e+02 -3.28103594e-02
  1.53869427e+02 -1.44485650e+02  4.66476879e-01  1.54340636e+02
 -1.44998430e+02 -7.45836920e-02  1.53862846e+02 -1.44474916e+02
  4.49955216e-01  1.54337353e+02]
--- Row 22/300 row=21 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  21
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=21 ---
Niter:  0 row:  21 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -7.398619618470548e-05 0.015617355074937223 0.03533109716769193
[ 1.22879225e-10 -1.03208192e-05 -2.82813812e-01  1.61505612e+04
 -1.44860535e+02  1.16088929e-13  1.53766516e+02]
Niter:  1 row:  21 ngroup:  1 nlines:  240 gd:  224
[ 1.22879225e-10 -1.03208192e-05 -2.82813812e-01  1.61505612e+04
 -1.44860535e+02  1.16088929e-13  1.53766516e+02]
res:  224 -8.402857565670274e-05 0.016091279260763258 0.025400849523173473
[ 1.22543514e-10 -1.03208980e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
Niter:  2 row:  21 ngroup:  1 nlines:  240 gd:  225
[ 1.22543514e-10 -1.03208980e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
res:  225 -7.758132232993376e-05 0.01609803594510595 0.02575634485688374
[ 1.22538182e-10 -1.03208980e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
Niter:  3 row:  21 ngroup:  1 nlines:  240 gd:  225
[ 1.22538182e-10 -1.03208980e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
res:  225 -0.0001011393378576031 0.016100792329780234 0.025756631991315376
[ 1.22542041e-10 -1.03208928e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
Niter:  4 row:  21 ngroup:  1 nlines:  240 gd:  225
[ 1.22542041e-10 -1.03208928e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
res:  225 -9.666482492320938e-05 0.01610660116057261 0.02575641822625944
[ 1.22537458e-10 -1.03208928e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
Niter:  5 row:  21 ngroup:  1 nlines:  240 gd:  225
[ 1.22537458e-10 -1.03208928e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
res:  225 -0.00011585900574573316 0.016108980411445373 0.0257566595330699
[ 1.22540779e-10 -1.03208884e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
Niter:  6 row:  21 ngroup:  1 nlines:  240 gd:  225
[ 1.22540779e-10 -1.03208884e-05 -2.82809797e-01  1.61505591e+04
 -1.44891719e+02  3.17420116e-11  1.53770453e+02]
res:  225 -0.0009700062846604851 0.0165171374746933 0.025741428302047845
[ 1.22585814e-10 -1.03211549e-05 -2.82809385e-01  1.61505592e+04
 -1.44907031e+02  2.56494591e-08  1.53771074e+02]
Final values:
res:  -0.0009700062846604851 0.025741428302047845
pars:  [ 1.22585814e-10 -1.03211549e-05 -2.82809385e-01  1.61505592e+04
 -1.44907031e+02  2.56494591e-08  1.53771074e+02]
21 [ 1.22585814e-10 -1.03211549e-05 -2.82809385e-01  1.61505592e+04
 -1.44907031e+02  2.56494591e-08  1.53771074e+02]
elapsed: 3.0 sec.
Niter:  0 row:  21 ngroup:  26 nlines:  6418 gd:  6418
[ 1.22585814e-10 -1.03211549e-05 -2.82809385e-01  1.61505592e+04
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02 -1.44907031e+02  2.56494591e-08
  1.53771074e+02 -1.44907031e+02  2.56494591e-08  1.53771074e+02
 -1.44907031e+02  2.56494591e-08  1.53771074e+02 -1.44907031e+02
  2.56494591e-08  1.53771074e+02]
res:  6418 2.9233966415631585e-05 0.01639098133364314 0.03826773501930754
[ 1.22585826e-10 -1.03211559e-05 -2.82809357e-01  1.61505576e+04
 -1.44905414e+02 -1.32669991e-02  1.53769512e+02 -1.44415824e+02
  4.80895671e-01  1.54263416e+02 -1.44954567e+02 -5.53270954e-02
  1.53744589e+02 -1.44469642e+02  4.48836179e-01  1.54247184e+02
 -1.44946010e+02 -4.75931390e-02  1.53757478e+02 -1.44440826e+02
  5.00064779e-01  1.54264487e+02 -1.44936001e+02 -2.40292694e-02
  1.53773899e+02 -1.44474758e+02  4.75970234e-01  1.54242523e+02
 -1.44907537e+02 -2.16913578e-02  1.53768127e+02 -1.44464194e+02
  4.83466480e-01  1.54250710e+02 -1.44916927e+02 -2.11986108e-02
  1.53771345e+02 -1.44435161e+02  4.87191928e-01  1.54254608e+02
 -1.45008359e+02 -5.39656003e-02  1.53742044e+02 -1.44435535e+02
  4.14871254e-01  1.54243197e+02 -1.44922162e+02 -3.29963698e-02
  1.53786928e+02 -1.44406870e+02  4.69114869e-01  1.54269948e+02
 -1.44931959e+02 -5.14781241e-02  1.53747496e+02 -1.44448887e+02
  4.39326498e-01  1.54252730e+02 -1.44919499e+02 -4.96502360e-02
  1.53771138e+02 -1.44432909e+02  4.77819390e-01  1.54262772e+02
 -1.44943381e+02 -6.62558940e-02  1.53741558e+02 -1.44428137e+02
  4.42034881e-01  1.54247377e+02 -1.44955838e+02 -2.99410628e-02
  1.53771553e+02 -1.44453402e+02  4.61283128e-01  1.54245345e+02
 -1.44985456e+02 -7.22496688e-02  1.53736897e+02 -1.44474139e+02
  4.41198752e-01  1.54234457e+02]
Niter:  1 row:  21 ngroup:  26 nlines:  6418 gd:  5983
[ 1.22585826e-10 -1.03211559e-05 -2.82809357e-01  1.61505576e+04
 -1.44905414e+02 -1.32669991e-02  1.53769512e+02 -1.44415824e+02
  4.80895671e-01  1.54263416e+02 -1.44954567e+02 -5.53270954e-02
  1.53744589e+02 -1.44469642e+02  4.48836179e-01  1.54247184e+02
 -1.44946010e+02 -4.75931390e-02  1.53757478e+02 -1.44440826e+02
  5.00064779e-01  1.54264487e+02 -1.44936001e+02 -2.40292694e-02
  1.53773899e+02 -1.44474758e+02  4.75970234e-01  1.54242523e+02
 -1.44907537e+02 -2.16913578e-02  1.53768127e+02 -1.44464194e+02
  4.83466480e-01  1.54250710e+02 -1.44916927e+02 -2.11986108e-02
  1.53771345e+02 -1.44435161e+02  4.87191928e-01  1.54254608e+02
 -1.45008359e+02 -5.39656003e-02  1.53742044e+02 -1.44435535e+02
  4.14871254e-01  1.54243197e+02 -1.44922162e+02 -3.29963698e-02
  1.53786928e+02 -1.44406870e+02  4.69114869e-01  1.54269948e+02
 -1.44931959e+02 -5.14781241e-02  1.53747496e+02 -1.44448887e+02
  4.39326498e-01  1.54252730e+02 -1.44919499e+02 -4.96502360e-02
  1.53771138e+02 -1.44432909e+02  4.77819390e-01  1.54262772e+02
 -1.44943381e+02 -6.62558940e-02  1.53741558e+02 -1.44428137e+02
  4.42034881e-01  1.54247377e+02 -1.44955838e+02 -2.99410628e-02
  1.53771553e+02 -1.44453402e+02  4.61283128e-01  1.54245345e+02
 -1.44985456e+02 -7.22496688e-02  1.53736897e+02 -1.44474139e+02
  4.41198752e-01  1.54234457e+02]
res:  5983 -0.000903632721019676 0.016399394546169788 0.026481934706287884
[ 1.22585839e-10 -1.03211570e-05 -2.82809328e-01  1.61505559e+04
 -1.44921050e+02 -1.52557457e-02  1.53761530e+02 -1.44435965e+02
  4.58626713e-01  1.54253812e+02 -1.44968636e+02 -8.10133890e-02
  1.53739733e+02 -1.44438096e+02  4.34215533e-01  1.54234055e+02
 -1.44954116e+02 -6.51708731e-02  1.53755980e+02 -1.44439565e+02
  4.85205137e-01  1.54257297e+02 -1.44926906e+02 -4.63379586e-02
  1.53754601e+02 -1.44464608e+02  4.46003344e-01  1.54240798e+02
 -1.44928614e+02 -5.07899227e-02  1.53765955e+02 -1.44463774e+02
  4.64519750e-01  1.54235722e+02 -1.44930648e+02 -3.32053785e-02
  1.53758758e+02 -1.44426755e+02  4.56367682e-01  1.54251903e+02
 -1.44977877e+02 -6.93449525e-02  1.53734982e+02 -1.44449299e+02
  4.16748887e-01  1.54237160e+02 -1.44918237e+02 -5.42506248e-02
  1.53777353e+02 -1.44424039e+02  4.37760372e-01  1.54263446e+02
 -1.44932749e+02 -7.29150816e-02  1.53739253e+02 -1.44422843e+02
  4.29526328e-01  1.54242381e+02 -1.44911744e+02 -6.67097689e-02
  1.53768431e+02 -1.44446429e+02  4.58132566e-01  1.54259588e+02
 -1.44938762e+02 -6.96783820e-02  1.53739386e+02 -1.44426277e+02
  4.18894758e-01  1.54235557e+02 -1.44955307e+02 -4.40750519e-02
  1.53764627e+02 -1.44460810e+02  4.31312705e-01  1.54237923e+02
 -1.44979845e+02 -9.77417021e-02  1.53730877e+02 -1.44474976e+02
  4.27862506e-01  1.54229086e+02]
Niter:  2 row:  21 ngroup:  26 nlines:  6418 gd:  5993
[ 1.22585839e-10 -1.03211570e-05 -2.82809328e-01  1.61505559e+04
 -1.44921050e+02 -1.52557457e-02  1.53761530e+02 -1.44435965e+02
  4.58626713e-01  1.54253812e+02 -1.44968636e+02 -8.10133890e-02
  1.53739733e+02 -1.44438096e+02  4.34215533e-01  1.54234055e+02
 -1.44954116e+02 -6.51708731e-02  1.53755980e+02 -1.44439565e+02
  4.85205137e-01  1.54257297e+02 -1.44926906e+02 -4.63379586e-02
  1.53754601e+02 -1.44464608e+02  4.46003344e-01  1.54240798e+02
 -1.44928614e+02 -5.07899227e-02  1.53765955e+02 -1.44463774e+02
  4.64519750e-01  1.54235722e+02 -1.44930648e+02 -3.32053785e-02
  1.53758758e+02 -1.44426755e+02  4.56367682e-01  1.54251903e+02
 -1.44977877e+02 -6.93449525e-02  1.53734982e+02 -1.44449299e+02
  4.16748887e-01  1.54237160e+02 -1.44918237e+02 -5.42506248e-02
  1.53777353e+02 -1.44424039e+02  4.37760372e-01  1.54263446e+02
 -1.44932749e+02 -7.29150816e-02  1.53739253e+02 -1.44422843e+02
  4.29526328e-01  1.54242381e+02 -1.44911744e+02 -6.67097689e-02
  1.53768431e+02 -1.44446429e+02  4.58132566e-01  1.54259588e+02
 -1.44938762e+02 -6.96783820e-02  1.53739386e+02 -1.44426277e+02
  4.18894758e-01  1.54235557e+02 -1.44955307e+02 -4.40750519e-02
  1.53764627e+02 -1.44460810e+02  4.31312705e-01  1.54237923e+02
 -1.44979845e+02 -9.77417021e-02  1.53730877e+02 -1.44474976e+02
  4.27862506e-01  1.54229086e+02]
res:  5993 -0.0008169268458004808 0.016345383078260056 0.02656916672074302
[ 1.22585851e-10 -1.03211580e-05 -2.82809300e-01  1.61505543e+04
 -1.44928059e+02 -1.71081797e-02  1.53756758e+02 -1.44442988e+02
  4.45996642e-01  1.54249049e+02 -1.44975621e+02 -9.08764045e-02
  1.53734966e+02 -1.44445135e+02  4.24839858e-01  1.54229300e+02
 -1.44961096e+02 -8.16237908e-02  1.53753317e+02 -1.44446590e+02
  4.72212459e-01  1.54252529e+02 -1.44933942e+02 -5.98490938e-02
  1.53749826e+02 -1.44471594e+02  4.40282405e-01  1.54238210e+02
 -1.44935624e+02 -5.98653518e-02  1.53763304e+02 -1.44470756e+02
  4.55093242e-01  1.54230963e+02 -1.44937622e+02 -3.89159443e-02
  1.53751834e+02 -1.44428075e+02  4.47215624e-01  1.54247142e+02
 -1.44979608e+02 -7.84982718e-02  1.53730220e+02 -1.44456310e+02
  4.11047660e-01  1.54232393e+02 -1.44908224e+02 -5.99406890e-02
  1.53772584e+02 -1.44431030e+02  4.28330121e-01  1.54258682e+02
 -1.44939759e+02 -7.86204860e-02  1.53734488e+02 -1.44429853e+02
  4.23822280e-01  1.54237622e+02 -1.44918736e+02 -7.24353305e-02
  1.53763659e+02 -1.44453419e+02  4.52446773e-01  1.54254824e+02
 -1.44945775e+02 -7.53870437e-02  1.53734629e+02 -1.44433289e+02
  4.09214602e-01  1.54230801e+02 -1.44951464e+02 -4.97865663e-02
  1.53762108e+02 -1.44467812e+02  4.22097049e-01  1.54233157e+02
 -1.44975883e+02 -1.13851443e-01  1.53726112e+02 -1.44481981e+02
  4.22167883e-01  1.54224328e+02]
Niter:  3 row:  21 ngroup:  26 nlines:  6418 gd:  5990
[ 1.22585851e-10 -1.03211580e-05 -2.82809300e-01  1.61505543e+04
 -1.44928059e+02 -1.71081797e-02  1.53756758e+02 -1.44442988e+02
  4.45996642e-01  1.54249049e+02 -1.44975621e+02 -9.08764045e-02
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 -1.44961096e+02 -8.16237908e-02  1.53753317e+02 -1.44446590e+02
  4.72212459e-01  1.54252529e+02 -1.44933942e+02 -5.98490938e-02
  1.53749826e+02 -1.44471594e+02  4.40282405e-01  1.54238210e+02
 -1.44935624e+02 -5.98653518e-02  1.53763304e+02 -1.44470756e+02
  4.55093242e-01  1.54230963e+02 -1.44937622e+02 -3.89159443e-02
  1.53751834e+02 -1.44428075e+02  4.47215624e-01  1.54247142e+02
 -1.44979608e+02 -7.84982718e-02  1.53730220e+02 -1.44456310e+02
  4.11047660e-01  1.54232393e+02 -1.44908224e+02 -5.99406890e-02
  1.53772584e+02 -1.44431030e+02  4.28330121e-01  1.54258682e+02
 -1.44939759e+02 -7.86204860e-02  1.53734488e+02 -1.44429853e+02
  4.23822280e-01  1.54237622e+02 -1.44918736e+02 -7.24353305e-02
  1.53763659e+02 -1.44453419e+02  4.52446773e-01  1.54254824e+02
 -1.44945775e+02 -7.53870437e-02  1.53734629e+02 -1.44433289e+02
  4.09214602e-01  1.54230801e+02 -1.44951464e+02 -4.97865663e-02
  1.53762108e+02 -1.44467812e+02  4.22097049e-01  1.54233157e+02
 -1.44975883e+02 -1.13851443e-01  1.53726112e+02 -1.44481981e+02
  4.22167883e-01  1.54224328e+02]
res:  5990 -0.0009615677554393187 0.01639269933457399 0.02646293353677499
[ 1.22474278e-10 -1.03214101e-05 -2.82805059e-01  1.61505559e+04
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  4.51829012e-01  1.54273898e+02 -1.45005834e+02 -8.44105495e-02
  1.53759916e+02 -1.44476635e+02  4.29353918e-01  1.54254194e+02
 -1.44990916e+02 -7.58994447e-02  1.53778154e+02 -1.44477768e+02
  4.76768017e-01  1.54278130e+02 -1.44965461e+02 -5.37495291e-02
  1.53774712e+02 -1.44501682e+02  4.45819646e-01  1.54263042e+02
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  4.61032245e-01  1.54255823e+02 -1.44967466e+02 -3.29892713e-02
  1.53776757e+02 -1.44459413e+02  4.53609367e-01  1.54271986e+02
 -1.45010617e+02 -7.25226663e-02  1.53755048e+02 -1.44486987e+02
  4.17064899e-01  1.54257214e+02 -1.44939330e+02 -5.37849896e-02
  1.53797492e+02 -1.44463849e+02  4.34482738e-01  1.54283512e+02
 -1.44968300e+02 -7.26319081e-02  1.53759439e+02 -1.44460586e+02
  4.29919891e-01  1.54262460e+02 -1.44948895e+02 -6.69526030e-02
  1.53788528e+02 -1.44483699e+02  4.58883987e-01  1.54279608e+02
 -1.44976586e+02 -6.92873553e-02  1.53759470e+02 -1.44464150e+02
  4.15178573e-01  1.54255620e+02 -1.44982522e+02 -4.39164858e-02
  1.53786981e+02 -1.44498144e+02  4.28345450e-01  1.54258029e+02
 -1.45006879e+02 -1.07580343e-01  1.53750972e+02 -1.44512594e+02
  4.28502122e-01  1.54249179e+02]
Niter:  4 row:  21 ngroup:  26 nlines:  6418 gd:  5982
[ 1.22474278e-10 -1.03214101e-05 -2.82805059e-01  1.61505559e+04
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  4.51829012e-01  1.54273898e+02 -1.45005834e+02 -8.44105495e-02
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  4.76768017e-01  1.54278130e+02 -1.44965461e+02 -5.37495291e-02
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 -1.44966245e+02 -5.37938861e-02  1.53788147e+02 -1.44500685e+02
  4.61032245e-01  1.54255823e+02 -1.44967466e+02 -3.29892713e-02
  1.53776757e+02 -1.44459413e+02  4.53609367e-01  1.54271986e+02
 -1.45010617e+02 -7.25226663e-02  1.53755048e+02 -1.44486987e+02
  4.17064899e-01  1.54257214e+02 -1.44939330e+02 -5.37849896e-02
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 -1.44968300e+02 -7.26319081e-02  1.53759439e+02 -1.44460586e+02
  4.29919891e-01  1.54262460e+02 -1.44948895e+02 -6.69526030e-02
  1.53788528e+02 -1.44483699e+02  4.58883987e-01  1.54279608e+02
 -1.44976586e+02 -6.92873553e-02  1.53759470e+02 -1.44464150e+02
  4.15178573e-01  1.54255620e+02 -1.44982522e+02 -4.39164858e-02
  1.53786981e+02 -1.44498144e+02  4.28345450e-01  1.54258029e+02
 -1.45006879e+02 -1.07580343e-01  1.53750972e+02 -1.44512594e+02
  4.28502122e-01  1.54249179e+02]
res:  5982 -0.0007664526046937681 0.016306983839058375 0.026338055662058487
[ 1.22474290e-10 -1.03214112e-05 -2.82805088e-01  1.61505545e+04
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  4.42797508e-01  1.54269959e+02 -1.45009733e+02 -8.96368986e-02
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 -1.44995073e+02 -7.76065276e-02  1.53774264e+02 -1.44481696e+02
  4.72657908e-01  1.54275469e+02 -1.44963854e+02 -5.89683052e-02
  1.53770683e+02 -1.44505698e+02  4.40639632e-01  1.54259141e+02
 -1.44970308e+02 -5.54560582e-02  1.53784223e+02 -1.44504832e+02
  4.55845907e-01  1.54251871e+02 -1.44971468e+02 -3.81923171e-02
  1.53772769e+02 -1.44463397e+02  4.48382384e-01  1.54268055e+02
 -1.45014381e+02 -7.77127773e-02  1.53751142e+02 -1.44491045e+02
  4.11870202e-01  1.54253269e+02 -1.44943260e+02 -5.90006650e-02
  1.53793504e+02 -1.44471378e+02  4.29271636e-01  1.54279572e+02
 -1.44969335e+02 -7.78241216e-02  1.53755423e+02 -1.44464583e+02
  4.24720665e-01  1.54258521e+02 -1.44953000e+02 -7.21204892e-02
  1.53784517e+02 -1.44487603e+02  4.53660603e-01  1.54275708e+02
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  4.09972091e-01  1.54251752e+02 -1.44992447e+02 -4.56347609e-02
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 -1.45010876e+02 -1.12786979e-01  1.53747004e+02 -1.44511207e+02
  4.23284841e-01  1.54245277e+02]
Niter:  5 row:  21 ngroup:  26 nlines:  6418 gd:  5982
[ 1.22474290e-10 -1.03214112e-05 -2.82805088e-01  1.61505545e+04
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  4.24720665e-01  1.54258521e+02 -1.44953000e+02 -7.21204892e-02
  1.53784517e+02 -1.44487603e+02  4.53660603e-01  1.54275708e+02
 -1.44980578e+02 -7.44981987e-02  1.53755587e+02 -1.44468043e+02
  4.09972091e-01  1.54251752e+02 -1.44992447e+02 -4.56347609e-02
  1.53782950e+02 -1.44502343e+02  4.23157826e-01  1.54254072e+02
 -1.45010876e+02 -1.12786979e-01  1.53747004e+02 -1.44511207e+02
  4.23284841e-01  1.54245277e+02]
res:  5982 -0.0006988138729866478 0.01642645145784627 0.026329143748526768
[ 1.22569685e-10 -1.03221591e-05 -2.82805653e-01  1.61505562e+04
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  4.78156189e-01  1.54267752e+02 -1.44973013e+02 -5.34671119e-02
  1.53763169e+02 -1.44513757e+02  4.46235568e-01  1.54251320e+02
 -1.44978978e+02 -4.98767639e-02  1.53776516e+02 -1.44512518e+02
  4.61389710e-01  1.54243983e+02 -1.44979060e+02 -3.26106092e-02
  1.53765053e+02 -1.44472692e+02  4.53879142e-01  1.54260240e+02
 -1.45023406e+02 -7.21796947e-02  1.53743398e+02 -1.44499725e+02
  4.17394842e-01  1.54245588e+02 -1.44952269e+02 -5.35015180e-02
  1.53785859e+02 -1.44479843e+02  4.34788638e-01  1.54271832e+02
 -1.44977765e+02 -7.22889760e-02  1.53747675e+02 -1.44473242e+02
  4.30229504e-01  1.54250654e+02 -1.44961028e+02 -6.66011696e-02
  1.53776934e+02 -1.44495874e+02  4.59168052e-01  1.54267996e+02
 -1.44989282e+02 -6.89954108e-02  1.53747731e+02 -1.44476960e+02
  4.15492905e-01  1.54243875e+02 -1.45001828e+02 -4.01361938e-02
  1.53775393e+02 -1.44510560e+02  4.28623854e-01  1.54246382e+02
 -1.45019882e+02 -1.07251047e-01  1.53739276e+02 -1.44519633e+02
  4.28758398e-01  1.54237416e+02]
Niter:  6 row:  21 ngroup:  26 nlines:  6418 gd:  5982
[ 1.22569685e-10 -1.03221591e-05 -2.82805653e-01  1.61505562e+04
 -1.44971495e+02 -1.07953893e-02  1.53770078e+02 -1.44486946e+02
  4.48362531e-01  1.54262202e+02 -1.45017856e+02 -8.40972258e-02
  1.53748185e+02 -1.44490083e+02  4.19755912e-01  1.54242335e+02
 -1.45002746e+02 -7.20472472e-02  1.53766447e+02 -1.44490780e+02
  4.78156189e-01  1.54267752e+02 -1.44973013e+02 -5.34671119e-02
  1.53763169e+02 -1.44513757e+02  4.46235568e-01  1.54251320e+02
 -1.44978978e+02 -4.98767639e-02  1.53776516e+02 -1.44512518e+02
  4.61389710e-01  1.54243983e+02 -1.44979060e+02 -3.26106092e-02
  1.53765053e+02 -1.44472692e+02  4.53879142e-01  1.54260240e+02
 -1.45023406e+02 -7.21796947e-02  1.53743398e+02 -1.44499725e+02
  4.17394842e-01  1.54245588e+02 -1.44952269e+02 -5.35015180e-02
  1.53785859e+02 -1.44479843e+02  4.34788638e-01  1.54271832e+02
 -1.44977765e+02 -7.22889760e-02  1.53747675e+02 -1.44473242e+02
  4.30229504e-01  1.54250654e+02 -1.44961028e+02 -6.66011696e-02
  1.53776934e+02 -1.44495874e+02  4.59168052e-01  1.54267996e+02
 -1.44989282e+02 -6.89954108e-02  1.53747731e+02 -1.44476960e+02
  4.15492905e-01  1.54243875e+02 -1.45001828e+02 -4.01361938e-02
  1.53775393e+02 -1.44510560e+02  4.28623854e-01  1.54246382e+02
 -1.45019882e+02 -1.07251047e-01  1.53739276e+02 -1.44519633e+02
  4.28758398e-01  1.54237416e+02]
res:  5982 -0.0006956043880563811 0.01643634305219166 0.026324411974990945
[ 1.22567547e-10 -1.03221591e-05 -2.82805653e-01  1.61505562e+04
 -1.44971495e+02 -1.07953893e-02  1.53770078e+02 -1.44486946e+02
  4.48362531e-01  1.54262202e+02 -1.45017856e+02 -8.40972258e-02
  1.53748185e+02 -1.44490083e+02  4.19755912e-01  1.54242335e+02
 -1.45002746e+02 -7.20472472e-02  1.53766447e+02 -1.44490780e+02
  4.78156189e-01  1.54267752e+02 -1.44973013e+02 -5.34671119e-02
  1.53763169e+02 -1.44513757e+02  4.46235568e-01  1.54251320e+02
 -1.44978978e+02 -4.98767639e-02  1.53776516e+02 -1.44512518e+02
  4.61389710e-01  1.54243983e+02 -1.44979060e+02 -3.26106092e-02
  1.53765053e+02 -1.44472692e+02  4.53879142e-01  1.54260240e+02
 -1.45023406e+02 -7.21796947e-02  1.53743398e+02 -1.44499725e+02
  4.17394842e-01  1.54245588e+02 -1.44952269e+02 -5.35015180e-02
  1.53785859e+02 -1.44479843e+02  4.34788638e-01  1.54271832e+02
 -1.44977765e+02 -7.22889760e-02  1.53747675e+02 -1.44473242e+02
  4.30229504e-01  1.54250654e+02 -1.44961028e+02 -6.66011696e-02
  1.53776934e+02 -1.44495874e+02  4.59168052e-01  1.54267996e+02
 -1.44989282e+02 -6.89954108e-02  1.53747731e+02 -1.44476960e+02
  4.15492905e-01  1.54243875e+02 -1.45001828e+02 -4.01361938e-02
  1.53775393e+02 -1.44510560e+02  4.28623854e-01  1.54246382e+02
 -1.45019882e+02 -1.07251047e-01  1.53739276e+02 -1.44519633e+02
  4.28758398e-01  1.54237416e+02]
Saving figure to  wave_resid_43670005_fiber21.png
Final values:
res:  -0.0006956043880563811 0.026324411974990945
pars:  [ 1.22567547e-10 -1.03221591e-05 -2.82805653e-01  1.61505562e+04
 -1.44971495e+02 -1.07953893e-02  1.53770078e+02 -1.44486946e+02
  4.48362531e-01  1.54262202e+02 -1.45017856e+02 -8.40972258e-02
  1.53748185e+02 -1.44490083e+02  4.19755912e-01  1.54242335e+02
 -1.45002746e+02 -7.20472472e-02  1.53766447e+02 -1.44490780e+02
  4.78156189e-01  1.54267752e+02 -1.44973013e+02 -5.34671119e-02
  1.53763169e+02 -1.44513757e+02  4.46235568e-01  1.54251320e+02
 -1.44978978e+02 -4.98767639e-02  1.53776516e+02 -1.44512518e+02
  4.61389710e-01  1.54243983e+02 -1.44979060e+02 -3.26106092e-02
  1.53765053e+02 -1.44472692e+02  4.53879142e-01  1.54260240e+02
 -1.45023406e+02 -7.21796947e-02  1.53743398e+02 -1.44499725e+02
  4.17394842e-01  1.54245588e+02 -1.44952269e+02 -5.35015180e-02
  1.53785859e+02 -1.44479843e+02  4.34788638e-01  1.54271832e+02
 -1.44977765e+02 -7.22889760e-02  1.53747675e+02 -1.44473242e+02
  4.30229504e-01  1.54250654e+02 -1.44961028e+02 -6.66011696e-02
  1.53776934e+02 -1.44495874e+02  4.59168052e-01  1.54267996e+02
 -1.44989282e+02 -6.89954108e-02  1.53747731e+02 -1.44476960e+02
  4.15492905e-01  1.54243875e+02 -1.45001828e+02 -4.01361938e-02
  1.53775393e+02 -1.44510560e+02  4.28623854e-01  1.54246382e+02
 -1.45019882e+02 -1.07251047e-01  1.53739276e+02 -1.44519633e+02
  4.28758398e-01  1.54237416e+02]
21 [ 1.22567547e-10 -1.03221591e-05 -2.82805653e-01  1.61505562e+04
 -1.44971495e+02 -1.07953893e-02  1.53770078e+02 -1.44486946e+02
  4.48362531e-01  1.54262202e+02 -1.45017856e+02 -8.40972258e-02
  1.53748185e+02 -1.44490083e+02  4.19755912e-01  1.54242335e+02
 -1.45002746e+02 -7.20472472e-02  1.53766447e+02 -1.44490780e+02
  4.78156189e-01  1.54267752e+02 -1.44973013e+02 -5.34671119e-02
  1.53763169e+02 -1.44513757e+02  4.46235568e-01  1.54251320e+02
 -1.44978978e+02 -4.98767639e-02  1.53776516e+02 -1.44512518e+02
  4.61389710e-01  1.54243983e+02 -1.44979060e+02 -3.26106092e-02
  1.53765053e+02 -1.44472692e+02  4.53879142e-01  1.54260240e+02
 -1.45023406e+02 -7.21796947e-02  1.53743398e+02 -1.44499725e+02
  4.17394842e-01  1.54245588e+02 -1.44952269e+02 -5.35015180e-02
  1.53785859e+02 -1.44479843e+02  4.34788638e-01  1.54271832e+02
 -1.44977765e+02 -7.22889760e-02  1.53747675e+02 -1.44473242e+02
  4.30229504e-01  1.54250654e+02 -1.44961028e+02 -6.66011696e-02
  1.53776934e+02 -1.44495874e+02  4.59168052e-01  1.54267996e+02
 -1.44989282e+02 -6.89954108e-02  1.53747731e+02 -1.44476960e+02
  4.15492905e-01  1.54243875e+02 -1.45001828e+02 -4.01361938e-02
  1.53775393e+02 -1.44510560e+02  4.28623854e-01  1.54246382e+02
 -1.45019882e+02 -1.07251047e-01  1.53739276e+02 -1.44519633e+02
  4.28758398e-01  1.54237416e+02]
--- Row 23/300 row=22 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  22
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=22 ---
Niter:  0 row:  22 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 0.0007108920317477896 0.0175788237429515 0.03777191294491864
[ 1.21490601e-10 -1.03210412e-05 -2.82794498e-01  1.61505340e+04
 -1.44997174e+02 -4.97132679e-14  1.53865556e+02]
Niter:  1 row:  22 ngroup:  1 nlines:  258 gd:  242
[ 1.21490601e-10 -1.03210412e-05 -2.82794498e-01  1.61505340e+04
 -1.44997174e+02 -4.97132679e-14  1.53865556e+02]
res:  242 -0.0014438813268498052 0.016853432359312137 0.02707702314218569
[ 1.21669436e-10 -1.03211592e-05 -2.82797565e-01  1.61505372e+04
 -1.44959596e+02 -2.68862625e-11  1.53850395e+02]
Niter:  2 row:  22 ngroup:  1 nlines:  258 gd:  243
[ 1.21669436e-10 -1.03211592e-05 -2.82797565e-01  1.61505372e+04
 -1.44959596e+02 -2.68862625e-11  1.53850395e+02]
res:  243 -0.0013159080417608493 0.017017652808135608 0.02742749584698473
[ 1.21813066e-10 -1.03212086e-05 -2.82799696e-01  1.61505383e+04
 -1.44944240e+02  2.14088185e-11  1.53843936e+02]
Niter:  3 row:  22 ngroup:  1 nlines:  258 gd:  242
[ 1.21813066e-10 -1.03212086e-05 -2.82799696e-01  1.61505383e+04
 -1.44944240e+02  2.14088185e-11  1.53843936e+02]
res:  242 -0.0011407858009988558 0.017093884360292577 0.026948748346128662
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
Niter:  4 row:  22 ngroup:  1 nlines:  258 gd:  242
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
res:  242 -0.0011407858009988558 0.017093884360292577 0.026948748346128662
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
Niter:  5 row:  22 ngroup:  1 nlines:  258 gd:  242
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
res:  242 -0.0011407858009988558 0.017093884360292577 0.026948748346128662
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
Niter:  6 row:  22 ngroup:  1 nlines:  258 gd:  242
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
res:  242 -0.0011407858009988558 0.017093884360292577 0.026948748346128662
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
Final values:
res:  -0.0011407858009988558 0.026948748346128662
pars:  [ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
22 [ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02]
elapsed: 3.0 sec.
Niter:  0 row:  22 ngroup:  26 nlines:  6616 gd:  6616
[ 1.21999066e-10 -1.03212538e-05 -2.82802508e-01  1.61505395e+04
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02 -1.44924209e+02 -5.67684740e-11
  1.53835040e+02 -1.44924209e+02 -5.67684740e-11  1.53835040e+02
 -1.44924209e+02 -5.67684740e-11  1.53835040e+02 -1.44924209e+02
 -5.67684740e-11  1.53835040e+02]
res:  6616 0.0012539021245174808 0.017036583685694495 0.040187707575997225
[ 1.21999078e-10 -1.03212548e-05 -2.82802480e-01  1.61505379e+04
 -1.44937413e+02  1.34153295e-02  1.53840300e+02 -1.44458106e+02
  5.26603898e-01  1.54329499e+02 -1.44983022e+02 -1.60660286e-02
  1.53823208e+02 -1.44461789e+02  4.75030184e-01  1.54298349e+02
 -1.44940566e+02 -3.79068401e-02  1.53840613e+02 -1.44440048e+02
  4.82914088e-01  1.54330503e+02 -1.44910268e+02 -4.82555438e-05
  1.53837424e+02 -1.44475829e+02  4.72192055e-01  1.54302561e+02
 -1.44959209e+02 -2.32289098e-03  1.53832702e+02 -1.44435223e+02
  5.06058586e-01  1.54322695e+02 -1.44926837e+02  3.37586917e-03
  1.53820565e+02 -1.44441390e+02  5.13152405e-01  1.54322282e+02
 -1.44972263e+02 -3.92269356e-02  1.53811625e+02 -1.44431940e+02
  4.49156593e-01  1.54307733e+02 -1.44915171e+02 -1.86179774e-03
  1.53851099e+02 -1.44443430e+02  5.04911251e-01  1.54331084e+02
 -1.44941705e+02 -2.75181170e-02  1.53820232e+02 -1.44476634e+02
  4.66932140e-01  1.54312481e+02 -1.44951593e+02 -3.73540696e-03
  1.53821574e+02 -1.44451096e+02  4.89730521e-01  1.54318759e+02
 -1.44965301e+02 -5.38695627e-02  1.53817741e+02 -1.44472247e+02
  4.86345022e-01  1.54301817e+02 -1.44959461e+02 -1.60150474e-02
  1.53828573e+02 -1.44462013e+02  4.84237152e-01  1.54324805e+02
 -1.44966840e+02 -5.57167431e-02  1.53819372e+02 -1.44475350e+02
  4.38762391e-01  1.54295555e+02]
Niter:  1 row:  22 ngroup:  26 nlines:  6616 gd:  6148
[ 1.21999078e-10 -1.03212548e-05 -2.82802480e-01  1.61505379e+04
 -1.44937413e+02  1.34153295e-02  1.53840300e+02 -1.44458106e+02
  5.26603898e-01  1.54329499e+02 -1.44983022e+02 -1.60660286e-02
  1.53823208e+02 -1.44461789e+02  4.75030184e-01  1.54298349e+02
 -1.44940566e+02 -3.79068401e-02  1.53840613e+02 -1.44440048e+02
  4.82914088e-01  1.54330503e+02 -1.44910268e+02 -4.82555438e-05
  1.53837424e+02 -1.44475829e+02  4.72192055e-01  1.54302561e+02
 -1.44959209e+02 -2.32289098e-03  1.53832702e+02 -1.44435223e+02
  5.06058586e-01  1.54322695e+02 -1.44926837e+02  3.37586917e-03
  1.53820565e+02 -1.44441390e+02  5.13152405e-01  1.54322282e+02
 -1.44972263e+02 -3.92269356e-02  1.53811625e+02 -1.44431940e+02
  4.49156593e-01  1.54307733e+02 -1.44915171e+02 -1.86179774e-03
  1.53851099e+02 -1.44443430e+02  5.04911251e-01  1.54331084e+02
 -1.44941705e+02 -2.75181170e-02  1.53820232e+02 -1.44476634e+02
  4.66932140e-01  1.54312481e+02 -1.44951593e+02 -3.73540696e-03
  1.53821574e+02 -1.44451096e+02  4.89730521e-01  1.54318759e+02
 -1.44965301e+02 -5.38695627e-02  1.53817741e+02 -1.44472247e+02
  4.86345022e-01  1.54301817e+02 -1.44959461e+02 -1.60150474e-02
  1.53828573e+02 -1.44462013e+02  4.84237152e-01  1.54324805e+02
 -1.44966840e+02 -5.57167431e-02  1.53819372e+02 -1.44475350e+02
  4.38762391e-01  1.54295555e+02]
res:  6148 -0.0003361400804351433 0.016918826713663293 0.02735222204585867
[ 1.21999090e-10 -1.03212559e-05 -2.82802452e-01  1.61505363e+04
 -1.44938217e+02 -1.13809091e-02  1.53825514e+02 -1.44453421e+02
  5.00718095e-01  1.54321150e+02 -1.44975722e+02 -4.49357772e-02
  1.53817278e+02 -1.44463558e+02  4.51642221e-01  1.54296216e+02
 -1.44973814e+02 -5.28266799e-02  1.53832832e+02 -1.44441094e+02
  4.77713883e-01  1.54322630e+02 -1.44936736e+02 -3.39051184e-02
  1.53820713e+02 -1.44482844e+02  4.61845880e-01  1.54287489e+02
 -1.44951660e+02 -3.14847500e-02  1.53824666e+02 -1.44435947e+02
  4.82631865e-01  1.54315760e+02 -1.44940350e+02 -7.40820545e-03
  1.53820773e+02 -1.44441677e+02  4.79808296e-01  1.54319141e+02
 -1.44980412e+02 -5.73667179e-02  1.53800526e+02 -1.44448305e+02
  4.32859333e-01  1.54302218e+02 -1.44944114e+02  1.84864647e-04
  1.53831754e+02 -1.44448986e+02  4.77075711e-01  1.54319062e+02
 -1.44956384e+02 -3.06036491e-02  1.53818899e+02 -1.44483632e+02
  4.60870454e-01  1.54305789e+02 -1.44956164e+02 -2.13680648e-02
  1.53807101e+02 -1.44464030e+02  4.64132203e-01  1.54307641e+02
 -1.44979852e+02 -6.97500547e-02  1.53799002e+02 -1.44468853e+02
  4.52167439e-01  1.54284150e+02 -1.44966748e+02 -4.69280191e-02
  1.53821626e+02 -1.44457270e+02  4.67947633e-01  1.54314207e+02
 -1.44991005e+02 -7.40763980e-02  1.53808003e+02 -1.44463322e+02
  4.32458050e-01  1.54292507e+02]
Niter:  2 row:  22 ngroup:  26 nlines:  6616 gd:  6148
[ 1.21999090e-10 -1.03212559e-05 -2.82802452e-01  1.61505363e+04
 -1.44938217e+02 -1.13809091e-02  1.53825514e+02 -1.44453421e+02
  5.00718095e-01  1.54321150e+02 -1.44975722e+02 -4.49357772e-02
  1.53817278e+02 -1.44463558e+02  4.51642221e-01  1.54296216e+02
 -1.44973814e+02 -5.28266799e-02  1.53832832e+02 -1.44441094e+02
  4.77713883e-01  1.54322630e+02 -1.44936736e+02 -3.39051184e-02
  1.53820713e+02 -1.44482844e+02  4.61845880e-01  1.54287489e+02
 -1.44951660e+02 -3.14847500e-02  1.53824666e+02 -1.44435947e+02
  4.82631865e-01  1.54315760e+02 -1.44940350e+02 -7.40820545e-03
  1.53820773e+02 -1.44441677e+02  4.79808296e-01  1.54319141e+02
 -1.44980412e+02 -5.73667179e-02  1.53800526e+02 -1.44448305e+02
  4.32859333e-01  1.54302218e+02 -1.44944114e+02  1.84864647e-04
  1.53831754e+02 -1.44448986e+02  4.77075711e-01  1.54319062e+02
 -1.44956384e+02 -3.06036491e-02  1.53818899e+02 -1.44483632e+02
  4.60870454e-01  1.54305789e+02 -1.44956164e+02 -2.13680648e-02
  1.53807101e+02 -1.44464030e+02  4.64132203e-01  1.54307641e+02
 -1.44979852e+02 -6.97500547e-02  1.53799002e+02 -1.44468853e+02
  4.52167439e-01  1.54284150e+02 -1.44966748e+02 -4.69280191e-02
  1.53821626e+02 -1.44457270e+02  4.67947633e-01  1.54314207e+02
 -1.44991005e+02 -7.40763980e-02  1.53808003e+02 -1.44463322e+02
  4.32458050e-01  1.54292507e+02]
res:  6148 -0.0003719260594152729 0.016932802222072496 0.027317426532387574
[ 1.21999103e-10 -1.03212569e-05 -2.82802423e-01  1.61505346e+04
 -1.44945221e+02 -1.70683920e-02  1.53820751e+02 -1.44460447e+02
  4.95011164e-01  1.54316396e+02 -1.44976995e+02 -5.84435582e-02
  1.53812519e+02 -1.44465417e+02  4.42392165e-01  1.54291459e+02
 -1.44980797e+02 -5.85205066e-02  1.53828075e+02 -1.44448122e+02
  4.72012340e-01  1.54317874e+02 -1.44943733e+02 -3.96020946e-02
  1.53815957e+02 -1.44489859e+02  4.56172672e-01  1.54282731e+02
 -1.44952435e+02 -3.71915609e-02  1.53821876e+02 -1.44437319e+02
  4.73044551e-01  1.54311006e+02 -1.44947364e+02 -1.31045228e-02
  1.53818188e+02 -1.44443491e+02  4.70475791e-01  1.54314385e+02
 -1.44987438e+02 -6.30565061e-02  1.53793766e+02 -1.44455339e+02
  4.27155129e-01  1.54299647e+02 -1.44951121e+02 -5.50307102e-03
  1.53824860e+02 -1.44455997e+02  4.63168916e-01  1.54314301e+02
 -1.44963398e+02 -2.91097794e-02  1.53814128e+02 -1.44490631e+02
  4.58681749e-01  1.54303071e+02 -1.44963155e+02 -2.70720988e-02
  1.53802342e+02 -1.44471044e+02  4.58430366e-01  1.54302881e+02
 -1.44986864e+02 -7.54636731e-02  1.53794236e+02 -1.44475840e+02
  4.34902966e-01  1.54279382e+02 -1.44973763e+02 -5.26212081e-02
  1.53816866e+02 -1.44464266e+02  4.62249698e-01  1.54309447e+02
 -1.44998004e+02 -7.97757324e-02  1.53803233e+02 -1.44470322e+02
  4.26772706e-01  1.54287749e+02]
Niter:  3 row:  22 ngroup:  26 nlines:  6616 gd:  6146
[ 1.21999103e-10 -1.03212569e-05 -2.82802423e-01  1.61505346e+04
 -1.44945221e+02 -1.70683920e-02  1.53820751e+02 -1.44460447e+02
  4.95011164e-01  1.54316396e+02 -1.44976995e+02 -5.84435582e-02
  1.53812519e+02 -1.44465417e+02  4.42392165e-01  1.54291459e+02
 -1.44980797e+02 -5.85205066e-02  1.53828075e+02 -1.44448122e+02
  4.72012340e-01  1.54317874e+02 -1.44943733e+02 -3.96020946e-02
  1.53815957e+02 -1.44489859e+02  4.56172672e-01  1.54282731e+02
 -1.44952435e+02 -3.71915609e-02  1.53821876e+02 -1.44437319e+02
  4.73044551e-01  1.54311006e+02 -1.44947364e+02 -1.31045228e-02
  1.53818188e+02 -1.44443491e+02  4.70475791e-01  1.54314385e+02
 -1.44987438e+02 -6.30565061e-02  1.53793766e+02 -1.44455339e+02
  4.27155129e-01  1.54299647e+02 -1.44951121e+02 -5.50307102e-03
  1.53824860e+02 -1.44455997e+02  4.63168916e-01  1.54314301e+02
 -1.44963398e+02 -2.91097794e-02  1.53814128e+02 -1.44490631e+02
  4.58681749e-01  1.54303071e+02 -1.44963155e+02 -2.70720988e-02
  1.53802342e+02 -1.44471044e+02  4.58430366e-01  1.54302881e+02
 -1.44986864e+02 -7.54636731e-02  1.53794236e+02 -1.44475840e+02
  4.34902966e-01  1.54279382e+02 -1.44973763e+02 -5.26212081e-02
  1.53816866e+02 -1.44464266e+02  4.62249698e-01  1.54309447e+02
 -1.44998004e+02 -7.97757324e-02  1.53803233e+02 -1.44470322e+02
  4.26772706e-01  1.54287749e+02]
res:  6146 -0.00035928427314502187 0.016823049421873293 0.02724340184978245
[ 1.22145152e-10 -1.03216591e-05 -2.82802814e-01  1.61505362e+04
 -1.44948067e+02 -1.18086060e-02  1.53821557e+02 -1.44463677e+02
  5.00297628e-01  1.54317200e+02 -1.44977001e+02 -5.31995319e-02
  1.53813333e+02 -1.44468257e+02  4.47617931e-01  1.54292285e+02
 -1.44983347e+02 -5.32369805e-02  1.53828875e+02 -1.44451396e+02
  4.77305247e-01  1.54318668e+02 -1.44946543e+02 -3.43146822e-02
  1.53816741e+02 -1.44492893e+02  4.61403621e-01  1.54283546e+02
 -1.44955692e+02 -3.19037101e-02  1.53822677e+02 -1.44440270e+02
  4.78320548e-01  1.54311818e+02 -1.44950390e+02 -5.87478554e-03
  1.53819003e+02 -1.44446460e+02  4.75710664e-01  1.54315183e+02
 -1.44990697e+02 -5.77857098e-02  1.53794578e+02 -1.44458659e+02
  4.32466418e-01  1.54300473e+02 -1.44954053e+02 -2.30869082e-04
  1.53825661e+02 -1.44459008e+02  4.66422944e-01  1.54315115e+02
 -1.44966489e+02 -2.38150910e-02  1.53814960e+02 -1.44493396e+02
  4.63940101e-01  1.54303885e+02 -1.44965845e+02 -2.17978035e-02
  1.53803160e+02 -1.44474081e+02  4.63703071e-01  1.54303690e+02
 -1.44989885e+02 -7.01759894e-02  1.53795053e+02 -1.44478449e+02
  4.37998543e-01  1.54280203e+02 -1.44976848e+02 -4.73464730e-02
  1.53817692e+02 -1.44467066e+02  4.67544023e-01  1.54310274e+02
 -1.45000796e+02 -7.44484849e-02  1.53804065e+02 -1.44473112e+02
  4.32026606e-01  1.54288557e+02]
Niter:  4 row:  22 ngroup:  26 nlines:  6616 gd:  6144
[ 1.22145152e-10 -1.03216591e-05 -2.82802814e-01  1.61505362e+04
 -1.44948067e+02 -1.18086060e-02  1.53821557e+02 -1.44463677e+02
  5.00297628e-01  1.54317200e+02 -1.44977001e+02 -5.31995319e-02
  1.53813333e+02 -1.44468257e+02  4.47617931e-01  1.54292285e+02
 -1.44983347e+02 -5.32369805e-02  1.53828875e+02 -1.44451396e+02
  4.77305247e-01  1.54318668e+02 -1.44946543e+02 -3.43146822e-02
  1.53816741e+02 -1.44492893e+02  4.61403621e-01  1.54283546e+02
 -1.44955692e+02 -3.19037101e-02  1.53822677e+02 -1.44440270e+02
  4.78320548e-01  1.54311818e+02 -1.44950390e+02 -5.87478554e-03
  1.53819003e+02 -1.44446460e+02  4.75710664e-01  1.54315183e+02
 -1.44990697e+02 -5.77857098e-02  1.53794578e+02 -1.44458659e+02
  4.32466418e-01  1.54300473e+02 -1.44954053e+02 -2.30869082e-04
  1.53825661e+02 -1.44459008e+02  4.66422944e-01  1.54315115e+02
 -1.44966489e+02 -2.38150910e-02  1.53814960e+02 -1.44493396e+02
  4.63940101e-01  1.54303885e+02 -1.44965845e+02 -2.17978035e-02
  1.53803160e+02 -1.44474081e+02  4.63703071e-01  1.54303690e+02
 -1.44989885e+02 -7.01759894e-02  1.53795053e+02 -1.44478449e+02
  4.37998543e-01  1.54280203e+02 -1.44976848e+02 -4.73464730e-02
  1.53817692e+02 -1.44467066e+02  4.67544023e-01  1.54310274e+02
 -1.45000796e+02 -7.44484849e-02  1.53804065e+02 -1.44473112e+02
  4.32026606e-01  1.54288557e+02]
res:  6144 -0.00034789003802870866 0.016785673182312166 0.027210967459324307
[ 1.22145164e-10 -1.03216602e-05 -2.82802786e-01  1.61505346e+04
 -1.44955786e+02 -1.76226569e-02  1.53817563e+02 -1.44471425e+02
  4.94466103e-01  1.54313242e+02 -1.44987883e+02 -5.90122157e-02
  1.53809355e+02 -1.44475970e+02  4.41801130e-01  1.54288321e+02
 -1.44991026e+02 -6.25761889e-02  1.53824904e+02 -1.44459148e+02
  4.71477699e-01  1.54314700e+02 -1.44954248e+02 -4.01416665e-02
  1.53812769e+02 -1.44500627e+02  4.55593228e-01  1.54279576e+02
 -1.44963448e+02 -3.77329560e-02  1.53818708e+02 -1.44447997e+02
  4.68615507e-01  1.54307865e+02 -1.44958118e+02 -9.96219164e-03
  1.53815027e+02 -1.44454188e+02  4.69895121e-01  1.54311214e+02
 -1.44998438e+02 -6.36069743e-02  1.53790607e+02 -1.44466421e+02
  4.26629634e-01  1.54296464e+02 -1.44961772e+02 -6.04955152e-03
  1.53821664e+02 -1.44466733e+02  4.58776736e-01  1.54311133e+02
 -1.44974217e+02 -2.96361195e-02  1.53810941e+02 -1.44501102e+02
  4.58123389e-01  1.54299905e+02 -1.44973539e+02 -2.76253932e-02
  1.53799187e+02 -1.44487787e+02  4.57879399e-01  1.54299709e+02
 -1.44997611e+02 -7.60177098e-02  1.53791049e+02 -1.44486139e+02
  4.30274316e-01  1.54276193e+02 -1.44984574e+02 -5.31679056e-02
  1.53813712e+02 -1.44474766e+02  4.61717497e-01  1.54306301e+02
 -1.45008499e+02 -8.02759278e-02  1.53800048e+02 -1.44480815e+02
  4.26217166e-01  1.54284582e+02]
Niter:  5 row:  22 ngroup:  26 nlines:  6616 gd:  6143
[ 1.22145164e-10 -1.03216602e-05 -2.82802786e-01  1.61505346e+04
 -1.44955786e+02 -1.76226569e-02  1.53817563e+02 -1.44471425e+02
  4.94466103e-01  1.54313242e+02 -1.44987883e+02 -5.90122157e-02
  1.53809355e+02 -1.44475970e+02  4.41801130e-01  1.54288321e+02
 -1.44991026e+02 -6.25761889e-02  1.53824904e+02 -1.44459148e+02
  4.71477699e-01  1.54314700e+02 -1.44954248e+02 -4.01416665e-02
  1.53812769e+02 -1.44500627e+02  4.55593228e-01  1.54279576e+02
 -1.44963448e+02 -3.77329560e-02  1.53818708e+02 -1.44447997e+02
  4.68615507e-01  1.54307865e+02 -1.44958118e+02 -9.96219164e-03
  1.53815027e+02 -1.44454188e+02  4.69895121e-01  1.54311214e+02
 -1.44998438e+02 -6.36069743e-02  1.53790607e+02 -1.44466421e+02
  4.26629634e-01  1.54296464e+02 -1.44961772e+02 -6.04955152e-03
  1.53821664e+02 -1.44466733e+02  4.58776736e-01  1.54311133e+02
 -1.44974217e+02 -2.96361195e-02  1.53810941e+02 -1.44501102e+02
  4.58123389e-01  1.54299905e+02 -1.44973539e+02 -2.76253932e-02
  1.53799187e+02 -1.44487787e+02  4.57879399e-01  1.54299709e+02
 -1.44997611e+02 -7.60177098e-02  1.53791049e+02 -1.44486139e+02
  4.30274316e-01  1.54276193e+02 -1.44984574e+02 -5.31679056e-02
  1.53813712e+02 -1.44474766e+02  4.61717497e-01  1.54306301e+02
 -1.45008499e+02 -8.02759278e-02  1.53800048e+02 -1.44480815e+02
  4.26217166e-01  1.54284582e+02]
res:  6143 -7.356266814895207e-05 0.016789560393590364 0.02718532010083936
[ 1.22298683e-10 -1.03221457e-05 -2.82803966e-01  1.61505362e+04
 -1.44954622e+02 -1.26914570e-02  1.53812795e+02 -1.44470605e+02
  4.99501968e-01  1.54308431e+02 -1.44986998e+02 -5.41468778e-02
  1.53804583e+02 -1.44474814e+02  4.46677536e-01  1.54283551e+02
 -1.44989594e+02 -5.76268788e-02  1.53820102e+02 -1.44458376e+02
  4.76508820e-01  1.54309883e+02 -1.44953061e+02 -3.51328982e-02
  1.53807940e+02 -1.44499634e+02  4.60412802e-01  1.54274798e+02
 -1.44962649e+02 -3.27117550e-02  1.53813906e+02 -1.44446931e+02
  4.73588361e-01  1.54303062e+02 -1.44957113e+02 -5.06831694e-03
  1.53810254e+02 -1.44453142e+02  4.74742138e-01  1.54306404e+02
 -1.44997643e+02 -5.86494970e-02  1.53785824e+02 -1.44465681e+02
  4.31693173e-01  1.54291745e+02 -1.44960689e+02 -1.12818525e-03
  1.53816890e+02 -1.44465719e+02  4.59097773e-01  1.54306363e+02
 -1.44973286e+02 -2.46615300e-02  1.53806239e+02 -1.44499860e+02
  4.63073410e-01  1.54295135e+02 -1.44972240e+02 -2.26296445e-02
  1.53794414e+02 -1.44486896e+02  4.62849404e-01  1.54294934e+02
 -1.44996610e+02 -7.09597199e-02  1.53786308e+02 -1.44484765e+02
  4.35215450e-01  1.54271466e+02 -1.44983629e+02 -4.82069542e-02
  1.53808959e+02 -1.44473574e+02  4.66731949e-01  1.54301542e+02
 -1.45007280e+02 -7.52242302e-02  1.53795344e+02 -1.44479594e+02
  4.31114945e-01  1.54279798e+02]
Niter:  6 row:  22 ngroup:  26 nlines:  6616 gd:  6142
[ 1.22298683e-10 -1.03221457e-05 -2.82803966e-01  1.61505362e+04
 -1.44954622e+02 -1.26914570e-02  1.53812795e+02 -1.44470605e+02
  4.99501968e-01  1.54308431e+02 -1.44986998e+02 -5.41468778e-02
  1.53804583e+02 -1.44474814e+02  4.46677536e-01  1.54283551e+02
 -1.44989594e+02 -5.76268788e-02  1.53820102e+02 -1.44458376e+02
  4.76508820e-01  1.54309883e+02 -1.44953061e+02 -3.51328982e-02
  1.53807940e+02 -1.44499634e+02  4.60412802e-01  1.54274798e+02
 -1.44962649e+02 -3.27117550e-02  1.53813906e+02 -1.44446931e+02
  4.73588361e-01  1.54303062e+02 -1.44957113e+02 -5.06831694e-03
  1.53810254e+02 -1.44453142e+02  4.74742138e-01  1.54306404e+02
 -1.44997643e+02 -5.86494970e-02  1.53785824e+02 -1.44465681e+02
  4.31693173e-01  1.54291745e+02 -1.44960689e+02 -1.12818525e-03
  1.53816890e+02 -1.44465719e+02  4.59097773e-01  1.54306363e+02
 -1.44973286e+02 -2.46615300e-02  1.53806239e+02 -1.44499860e+02
  4.63073410e-01  1.54295135e+02 -1.44972240e+02 -2.26296445e-02
  1.53794414e+02 -1.44486896e+02  4.62849404e-01  1.54294934e+02
 -1.44996610e+02 -7.09597199e-02  1.53786308e+02 -1.44484765e+02
  4.35215450e-01  1.54271466e+02 -1.44983629e+02 -4.82069542e-02
  1.53808959e+02 -1.44473574e+02  4.66731949e-01  1.54301542e+02
 -1.45007280e+02 -7.52242302e-02  1.53795344e+02 -1.44479594e+02
  4.31114945e-01  1.54279798e+02]
res:  6142 -8.71281963554793e-05 0.01679124832389789 0.027167918763691554
[ 1.22301038e-10 -1.03221457e-05 -2.82803966e-01  1.61505362e+04
 -1.44954622e+02 -1.26914570e-02  1.53812795e+02 -1.44470605e+02
  4.99501968e-01  1.54308431e+02 -1.44986998e+02 -5.41468778e-02
  1.53804583e+02 -1.44474814e+02  4.46677536e-01  1.54283551e+02
 -1.44989594e+02 -5.76268788e-02  1.53820102e+02 -1.44458376e+02
  4.76508820e-01  1.54309883e+02 -1.44953061e+02 -3.51328982e-02
  1.53807940e+02 -1.44499634e+02  4.60412802e-01  1.54274798e+02
 -1.44962649e+02 -3.27117550e-02  1.53813906e+02 -1.44446931e+02
  4.73588361e-01  1.54303062e+02 -1.44957113e+02 -5.06831694e-03
  1.53810254e+02 -1.44453142e+02  4.74742138e-01  1.54306404e+02
 -1.44997643e+02 -5.86494970e-02  1.53785824e+02 -1.44465681e+02
  4.31693173e-01  1.54291745e+02 -1.44960689e+02 -1.12818525e-03
  1.53816890e+02 -1.44465719e+02  4.59097773e-01  1.54306363e+02
 -1.44973286e+02 -2.46615300e-02  1.53806239e+02 -1.44499860e+02
  4.63073410e-01  1.54295135e+02 -1.44972240e+02 -2.26296445e-02
  1.53794414e+02 -1.44486896e+02  4.62849404e-01  1.54294934e+02
 -1.44996610e+02 -7.09597199e-02  1.53786308e+02 -1.44484765e+02
  4.35215450e-01  1.54271466e+02 -1.44983629e+02 -4.82069542e-02
  1.53808959e+02 -1.44473574e+02  4.66731949e-01  1.54301542e+02
 -1.45007280e+02 -7.52242302e-02  1.53795344e+02 -1.44479594e+02
  4.31114945e-01  1.54279798e+02]
Saving figure to  wave_resid_43670005_fiber22.png
Final values:
res:  -8.71281963554793e-05 0.027167918763691554
pars:  [ 1.22301038e-10 -1.03221457e-05 -2.82803966e-01  1.61505362e+04
 -1.44954622e+02 -1.26914570e-02  1.53812795e+02 -1.44470605e+02
  4.99501968e-01  1.54308431e+02 -1.44986998e+02 -5.41468778e-02
  1.53804583e+02 -1.44474814e+02  4.46677536e-01  1.54283551e+02
 -1.44989594e+02 -5.76268788e-02  1.53820102e+02 -1.44458376e+02
  4.76508820e-01  1.54309883e+02 -1.44953061e+02 -3.51328982e-02
  1.53807940e+02 -1.44499634e+02  4.60412802e-01  1.54274798e+02
 -1.44962649e+02 -3.27117550e-02  1.53813906e+02 -1.44446931e+02
  4.73588361e-01  1.54303062e+02 -1.44957113e+02 -5.06831694e-03
  1.53810254e+02 -1.44453142e+02  4.74742138e-01  1.54306404e+02
 -1.44997643e+02 -5.86494970e-02  1.53785824e+02 -1.44465681e+02
  4.31693173e-01  1.54291745e+02 -1.44960689e+02 -1.12818525e-03
  1.53816890e+02 -1.44465719e+02  4.59097773e-01  1.54306363e+02
 -1.44973286e+02 -2.46615300e-02  1.53806239e+02 -1.44499860e+02
  4.63073410e-01  1.54295135e+02 -1.44972240e+02 -2.26296445e-02
  1.53794414e+02 -1.44486896e+02  4.62849404e-01  1.54294934e+02
 -1.44996610e+02 -7.09597199e-02  1.53786308e+02 -1.44484765e+02
  4.35215450e-01  1.54271466e+02 -1.44983629e+02 -4.82069542e-02
  1.53808959e+02 -1.44473574e+02  4.66731949e-01  1.54301542e+02
 -1.45007280e+02 -7.52242302e-02  1.53795344e+02 -1.44479594e+02
  4.31114945e-01  1.54279798e+02]
22 [ 1.22301038e-10 -1.03221457e-05 -2.82803966e-01  1.61505362e+04
 -1.44954622e+02 -1.26914570e-02  1.53812795e+02 -1.44470605e+02
  4.99501968e-01  1.54308431e+02 -1.44986998e+02 -5.41468778e-02
  1.53804583e+02 -1.44474814e+02  4.46677536e-01  1.54283551e+02
 -1.44989594e+02 -5.76268788e-02  1.53820102e+02 -1.44458376e+02
  4.76508820e-01  1.54309883e+02 -1.44953061e+02 -3.51328982e-02
  1.53807940e+02 -1.44499634e+02  4.60412802e-01  1.54274798e+02
 -1.44962649e+02 -3.27117550e-02  1.53813906e+02 -1.44446931e+02
  4.73588361e-01  1.54303062e+02 -1.44957113e+02 -5.06831694e-03
  1.53810254e+02 -1.44453142e+02  4.74742138e-01  1.54306404e+02
 -1.44997643e+02 -5.86494970e-02  1.53785824e+02 -1.44465681e+02
  4.31693173e-01  1.54291745e+02 -1.44960689e+02 -1.12818525e-03
  1.53816890e+02 -1.44465719e+02  4.59097773e-01  1.54306363e+02
 -1.44973286e+02 -2.46615300e-02  1.53806239e+02 -1.44499860e+02
  4.63073410e-01  1.54295135e+02 -1.44972240e+02 -2.26296445e-02
  1.53794414e+02 -1.44486896e+02  4.62849404e-01  1.54294934e+02
 -1.44996610e+02 -7.09597199e-02  1.53786308e+02 -1.44484765e+02
  4.35215450e-01  1.54271466e+02 -1.44983629e+02 -4.82069542e-02
  1.53808959e+02 -1.44473574e+02  4.66731949e-01  1.54301542e+02
 -1.45007280e+02 -7.52242302e-02  1.53795344e+02 -1.44479594e+02
  4.31114945e-01  1.54279798e+02]
--- Row 24/300 row=23 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  23
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=23 ---
Niter:  0 row:  23 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -0.000964604742875963 0.015099586918040586 0.036029671459239736
[ 1.21964006e-10 -1.03214228e-05 -2.82802079e-01  1.61505182e+04
 -1.44947850e+02 -1.12006340e-13  1.53853617e+02]
Niter:  1 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21964006e-10 -1.03214228e-05 -2.82802079e-01  1.61505182e+04
 -1.44947850e+02 -1.12006340e-13  1.53853617e+02]
res:  232 -0.0006075255469113472 0.015241749711094599 0.024139424017023337
[ 1.21893383e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Niter:  2 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21893383e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
res:  232 -0.000607522467362287 0.015241749615597655 0.02413942401696723
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Niter:  3 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
res:  232 -0.000607522467362287 0.015241749615597655 0.02413942401696723
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Niter:  4 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
res:  232 -0.000607522467362287 0.015241749615597655 0.02413942401696723
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Niter:  5 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
res:  232 -0.000607522467362287 0.015241749615597655 0.02413942401696723
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Niter:  6 row:  23 ngroup:  1 nlines:  250 gd:  232
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
res:  232 -0.000607522467362287 0.015241749615597655 0.02413942401696723
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
Final values:
res:  -0.000607522467362287 0.02413942401696723
pars:  [ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
23 [ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02]
elapsed: 3.0 sec.
Niter:  0 row:  23 ngroup:  26 nlines:  6445 gd:  6445
[ 1.21893382e-10 -1.03205150e-05 -2.82802538e-01  1.61505190e+04
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02 -1.44912602e+02 -5.63417415e-11
  1.53864974e+02 -1.44912602e+02 -5.63417415e-11  1.53864974e+02
 -1.44912602e+02 -5.63417415e-11  1.53864974e+02 -1.44912602e+02
 -5.63417415e-11  1.53864974e+02]
res:  6445 0.0007283622871909756 0.016944971608609194 0.038276392106047254
[ 1.21893394e-10 -1.03205160e-05 -2.82802510e-01  1.61505173e+04
 -1.44927030e+02 -1.84262061e-03  1.53860489e+02 -1.44446441e+02
  5.12864297e-01  1.54364304e+02 -1.44967367e+02 -2.68206480e-02
  1.53835107e+02 -1.44463832e+02  4.83885477e-01  1.54315992e+02
 -1.44934029e+02 -2.68105107e-02  1.53848079e+02 -1.44453491e+02
  4.98657234e-01  1.54349775e+02 -1.44936010e+02 -7.82986734e-03
  1.53851802e+02 -1.44480502e+02  4.72939889e-01  1.54314315e+02
 -1.44951988e+02  1.10875627e-02  1.53853752e+02 -1.44432591e+02
  5.09512929e-01  1.54341655e+02 -1.44961649e+02 -2.42384244e-02
  1.53841930e+02 -1.44440723e+02  5.08149562e-01  1.54335608e+02
 -1.44962985e+02 -4.65435385e-02  1.53843342e+02 -1.44478387e+02
  4.51346679e-01  1.54320956e+02 -1.44935993e+02  5.87971445e-03
  1.53877185e+02 -1.44441813e+02  4.88691436e-01  1.54334786e+02
 -1.44954201e+02 -2.28979890e-02  1.53836799e+02 -1.44461605e+02
  4.79390213e-01  1.54342228e+02 -1.44971724e+02 -1.25707956e-02
  1.53849278e+02 -1.44431236e+02  4.88422886e-01  1.54331872e+02
 -1.44958600e+02 -2.55771835e-02  1.53833896e+02 -1.44454015e+02
  4.78670809e-01  1.54323462e+02 -1.44938129e+02 -1.62153960e-02
  1.53848524e+02 -1.44462036e+02  4.86645341e-01  1.54336358e+02
 -1.44968697e+02 -4.06352037e-02  1.53837460e+02 -1.44452360e+02
  4.69972962e-01  1.54308747e+02]
Niter:  1 row:  23 ngroup:  26 nlines:  6445 gd:  6032
[ 1.21893394e-10 -1.03205160e-05 -2.82802510e-01  1.61505173e+04
 -1.44927030e+02 -1.84262061e-03  1.53860489e+02 -1.44446441e+02
  5.12864297e-01  1.54364304e+02 -1.44967367e+02 -2.68206480e-02
  1.53835107e+02 -1.44463832e+02  4.83885477e-01  1.54315992e+02
 -1.44934029e+02 -2.68105107e-02  1.53848079e+02 -1.44453491e+02
  4.98657234e-01  1.54349775e+02 -1.44936010e+02 -7.82986734e-03
  1.53851802e+02 -1.44480502e+02  4.72939889e-01  1.54314315e+02
 -1.44951988e+02  1.10875627e-02  1.53853752e+02 -1.44432591e+02
  5.09512929e-01  1.54341655e+02 -1.44961649e+02 -2.42384244e-02
  1.53841930e+02 -1.44440723e+02  5.08149562e-01  1.54335608e+02
 -1.44962985e+02 -4.65435385e-02  1.53843342e+02 -1.44478387e+02
  4.51346679e-01  1.54320956e+02 -1.44935993e+02  5.87971445e-03
  1.53877185e+02 -1.44441813e+02  4.88691436e-01  1.54334786e+02
 -1.44954201e+02 -2.28979890e-02  1.53836799e+02 -1.44461605e+02
  4.79390213e-01  1.54342228e+02 -1.44971724e+02 -1.25707956e-02
  1.53849278e+02 -1.44431236e+02  4.88422886e-01  1.54331872e+02
 -1.44958600e+02 -2.55771835e-02  1.53833896e+02 -1.44454015e+02
  4.78670809e-01  1.54323462e+02 -1.44938129e+02 -1.62153960e-02
  1.53848524e+02 -1.44462036e+02  4.86645341e-01  1.54336358e+02
 -1.44968697e+02 -4.06352037e-02  1.53837460e+02 -1.44452360e+02
  4.69972962e-01  1.54308747e+02]
res:  6032 -0.0006743039193679579 0.016840507689266815 0.026977499173899737
[ 1.21893406e-10 -1.03205171e-05 -2.82802481e-01  1.61505157e+04
 -1.44926615e+02 -1.42814502e-02  1.53855449e+02 -1.44465649e+02
  4.84337267e-01  1.54341065e+02 -1.44973204e+02 -2.93363851e-02
  1.53832087e+02 -1.44456493e+02  4.66958569e-01  1.54311231e+02
 -1.44934589e+02 -4.42645156e-02  1.53852253e+02 -1.44446249e+02
  4.75286785e-01  1.54342852e+02 -1.44950710e+02 -2.67614443e-02
  1.53839794e+02 -1.44468257e+02  4.50096568e-01  1.54304587e+02
 -1.44954610e+02 -1.66751318e-02  1.53849496e+02 -1.44435408e+02
  4.78696292e-01  1.54332000e+02 -1.44957298e+02 -3.23665215e-02
  1.53837354e+02 -1.44442883e+02  4.88635459e-01  1.54321779e+02
 -1.44954895e+02 -7.18340823e-02  1.53828311e+02 -1.44480707e+02
  4.32004397e-01  1.54305333e+02 -1.44942645e+02 -9.16777137e-03
  1.53863971e+02 -1.44454451e+02  4.76831114e-01  1.54332365e+02
 -1.44961174e+02 -1.86370307e-02  1.53826137e+02 -1.44466262e+02
  4.54591690e-01  1.54334056e+02 -1.44964752e+02 -2.82814609e-02
  1.53846394e+02 -1.44460320e+02  4.66459165e-01  1.54326348e+02
 -1.44971351e+02 -6.26039335e-02  1.53825161e+02 -1.44460625e+02
  4.51277852e-01  1.54320827e+02 -1.44947099e+02 -4.77420804e-02
  1.53847583e+02 -1.44478292e+02  4.54835917e-01  1.54324296e+02
 -1.44981375e+02 -5.62210823e-02  1.53831910e+02 -1.44484363e+02
  4.32695647e-01  1.54306874e+02]
Niter:  2 row:  23 ngroup:  26 nlines:  6445 gd:  6020
[ 1.21893406e-10 -1.03205171e-05 -2.82802481e-01  1.61505157e+04
 -1.44926615e+02 -1.42814502e-02  1.53855449e+02 -1.44465649e+02
  4.84337267e-01  1.54341065e+02 -1.44973204e+02 -2.93363851e-02
  1.53832087e+02 -1.44456493e+02  4.66958569e-01  1.54311231e+02
 -1.44934589e+02 -4.42645156e-02  1.53852253e+02 -1.44446249e+02
  4.75286785e-01  1.54342852e+02 -1.44950710e+02 -2.67614443e-02
  1.53839794e+02 -1.44468257e+02  4.50096568e-01  1.54304587e+02
 -1.44954610e+02 -1.66751318e-02  1.53849496e+02 -1.44435408e+02
  4.78696292e-01  1.54332000e+02 -1.44957298e+02 -3.23665215e-02
  1.53837354e+02 -1.44442883e+02  4.88635459e-01  1.54321779e+02
 -1.44954895e+02 -7.18340823e-02  1.53828311e+02 -1.44480707e+02
  4.32004397e-01  1.54305333e+02 -1.44942645e+02 -9.16777137e-03
  1.53863971e+02 -1.44454451e+02  4.76831114e-01  1.54332365e+02
 -1.44961174e+02 -1.86370307e-02  1.53826137e+02 -1.44466262e+02
  4.54591690e-01  1.54334056e+02 -1.44964752e+02 -2.82814609e-02
  1.53846394e+02 -1.44460320e+02  4.66459165e-01  1.54326348e+02
 -1.44971351e+02 -6.26039335e-02  1.53825161e+02 -1.44460625e+02
  4.51277852e-01  1.54320827e+02 -1.44947099e+02 -4.77420804e-02
  1.53847583e+02 -1.44478292e+02  4.54835917e-01  1.54324296e+02
 -1.44981375e+02 -5.62210823e-02  1.53831910e+02 -1.44484363e+02
  4.32695647e-01  1.54306874e+02]
res:  6020 -0.0005552865895879222 0.01678312712465413 0.026758660461166418
[ 1.21893418e-10 -1.03205181e-05 -2.82802453e-01  1.61505141e+04
 -1.44933622e+02 -1.99657683e-02  1.53850687e+02 -1.44478264e+02
  4.70993867e-01  1.54336304e+02 -1.44980186e+02 -3.11007914e-02
  1.53827318e+02 -1.44457713e+02  4.57409774e-01  1.54306470e+02
 -1.44941571e+02 -4.99703805e-02  1.53852211e+02 -1.44453259e+02
  4.65723185e-01  1.54340328e+02 -1.44957723e+02 -3.24633774e-02
  1.53837164e+02 -1.44468967e+02  4.44387184e-01  1.54299825e+02
 -1.44961616e+02 -2.23664808e-02  1.53844723e+02 -1.44436290e+02
  4.72984248e-01  1.54327245e+02 -1.44958400e+02 -3.80580394e-02
  1.53834910e+02 -1.44449918e+02  4.78999826e-01  1.54317015e+02
 -1.44961894e+02 -7.75208152e-02  1.53823549e+02 -1.44482457e+02
  4.26309650e-01  1.54300574e+02 -1.44943257e+02 -1.48602582e-02
  1.53859204e+02 -1.44461433e+02  4.71107869e-01  1.54327605e+02
 -1.44968148e+02 -2.02156517e-02  1.53821376e+02 -1.44468047e+02
  4.48896235e-01  1.54329297e+02 -1.44966650e+02 -3.39833733e-02
  1.53843784e+02 -1.44467321e+02  4.57040528e-01  1.54323793e+02
 -1.44978354e+02 -7.26673927e-02  1.53820392e+02 -1.44461611e+02
  4.41653107e-01  1.54318175e+02 -1.44954120e+02 -5.34204108e-02
  1.53842817e+02 -1.44485306e+02  4.45624436e-01  1.54319530e+02
 -1.44988356e+02 -6.56731980e-02  1.53827141e+02 -1.44496411e+02
  4.23168690e-01  1.54302106e+02]
Niter:  3 row:  23 ngroup:  26 nlines:  6445 gd:  6021
[ 1.21893418e-10 -1.03205181e-05 -2.82802453e-01  1.61505141e+04
 -1.44933622e+02 -1.99657683e-02  1.53850687e+02 -1.44478264e+02
  4.70993867e-01  1.54336304e+02 -1.44980186e+02 -3.11007914e-02
  1.53827318e+02 -1.44457713e+02  4.57409774e-01  1.54306470e+02
 -1.44941571e+02 -4.99703805e-02  1.53852211e+02 -1.44453259e+02
  4.65723185e-01  1.54340328e+02 -1.44957723e+02 -3.24633774e-02
  1.53837164e+02 -1.44468967e+02  4.44387184e-01  1.54299825e+02
 -1.44961616e+02 -2.23664808e-02  1.53844723e+02 -1.44436290e+02
  4.72984248e-01  1.54327245e+02 -1.44958400e+02 -3.80580394e-02
  1.53834910e+02 -1.44449918e+02  4.78999826e-01  1.54317015e+02
 -1.44961894e+02 -7.75208152e-02  1.53823549e+02 -1.44482457e+02
  4.26309650e-01  1.54300574e+02 -1.44943257e+02 -1.48602582e-02
  1.53859204e+02 -1.44461433e+02  4.71107869e-01  1.54327605e+02
 -1.44968148e+02 -2.02156517e-02  1.53821376e+02 -1.44468047e+02
  4.48896235e-01  1.54329297e+02 -1.44966650e+02 -3.39833733e-02
  1.53843784e+02 -1.44467321e+02  4.57040528e-01  1.54323793e+02
 -1.44978354e+02 -7.26673927e-02  1.53820392e+02 -1.44461611e+02
  4.41653107e-01  1.54318175e+02 -1.44954120e+02 -5.34204108e-02
  1.53842817e+02 -1.44485306e+02  4.45624436e-01  1.54319530e+02
 -1.44988356e+02 -6.56731980e-02  1.53827141e+02 -1.44496411e+02
  4.23168690e-01  1.54302106e+02]
res:  6021 -0.00048418211372336373 0.01628812134549662 0.02664192827809088
[ 1.22308038e-10 -1.03212467e-05 -2.82806521e-01  1.61505157e+04
 -1.44922196e+02 -1.58615335e-02  1.53831532e+02 -1.44466804e+02
  4.75843994e-01  1.54317168e+02 -1.44968389e+02 -2.47901973e-02
  1.53808191e+02 -1.44446610e+02  4.59028991e-01  1.54287382e+02
 -1.44929556e+02 -4.53725662e-02  1.53833042e+02 -1.44442004e+02
  4.67614753e-01  1.54322509e+02 -1.44946486e+02 -2.78947014e-02
  1.53818009e+02 -1.44458196e+02  4.49106171e-01  1.54280710e+02
 -1.44950193e+02 -1.80611323e-02  1.53825643e+02 -1.44425570e+02
  4.77777993e-01  1.54308141e+02 -1.44946706e+02 -3.35986279e-02
  1.53815721e+02 -1.44439031e+02  4.83039587e-01  1.54297929e+02
 -1.44950406e+02 -7.34304972e-02  1.53804406e+02 -1.44470960e+02
  4.30687716e-01  1.54281486e+02 -1.44931750e+02 -1.07242006e-02
  1.53840106e+02 -1.44449573e+02  4.76063428e-01  1.54308475e+02
 -1.44956083e+02 -1.31364680e-02  1.53802234e+02 -1.44456552e+02
  4.53363199e-01  1.54310204e+02 -1.44955262e+02 -2.93111909e-02
  1.53824648e+02 -1.44455875e+02  4.61889135e-01  1.54304659e+02
 -1.44966876e+02 -6.82430234e-02  1.53801326e+02 -1.44446916e+02
  4.46451629e-01  1.54299093e+02 -1.44942834e+02 -4.94013884e-02
  1.53823708e+02 -1.44474091e+02  4.50200142e-01  1.54299036e+02
 -1.44976318e+02 -6.15179371e-02  1.53807977e+02 -1.44485040e+02
  4.27922414e-01  1.54283009e+02]
Niter:  4 row:  23 ngroup:  26 nlines:  6445 gd:  6006
[ 1.22308038e-10 -1.03212467e-05 -2.82806521e-01  1.61505157e+04
 -1.44922196e+02 -1.58615335e-02  1.53831532e+02 -1.44466804e+02
  4.75843994e-01  1.54317168e+02 -1.44968389e+02 -2.47901973e-02
  1.53808191e+02 -1.44446610e+02  4.59028991e-01  1.54287382e+02
 -1.44929556e+02 -4.53725662e-02  1.53833042e+02 -1.44442004e+02
  4.67614753e-01  1.54322509e+02 -1.44946486e+02 -2.78947014e-02
  1.53818009e+02 -1.44458196e+02  4.49106171e-01  1.54280710e+02
 -1.44950193e+02 -1.80611323e-02  1.53825643e+02 -1.44425570e+02
  4.77777993e-01  1.54308141e+02 -1.44946706e+02 -3.35986279e-02
  1.53815721e+02 -1.44439031e+02  4.83039587e-01  1.54297929e+02
 -1.44950406e+02 -7.34304972e-02  1.53804406e+02 -1.44470960e+02
  4.30687716e-01  1.54281486e+02 -1.44931750e+02 -1.07242006e-02
  1.53840106e+02 -1.44449573e+02  4.76063428e-01  1.54308475e+02
 -1.44956083e+02 -1.31364680e-02  1.53802234e+02 -1.44456552e+02
  4.53363199e-01  1.54310204e+02 -1.44955262e+02 -2.93111909e-02
  1.53824648e+02 -1.44455875e+02  4.61889135e-01  1.54304659e+02
 -1.44966876e+02 -6.82430234e-02  1.53801326e+02 -1.44446916e+02
  4.46451629e-01  1.54299093e+02 -1.44942834e+02 -4.94013884e-02
  1.53823708e+02 -1.44474091e+02  4.50200142e-01  1.54299036e+02
 -1.44976318e+02 -6.15179371e-02  1.53807977e+02 -1.44485040e+02
  4.27922414e-01  1.54283009e+02]
res:  6006 -0.00046486190512951 0.016341728285624413 0.026402234092308473
[ 1.22308051e-10 -1.03212477e-05 -2.82806549e-01  1.61505141e+04
 -1.44930080e+02 -2.16621270e-02  1.53827425e+02 -1.44474679e+02
  4.66381632e-01  1.54313076e+02 -1.44976260e+02 -3.30021464e-02
  1.53804069e+02 -1.44454546e+02  4.55690916e-01  1.54283272e+02
 -1.44937439e+02 -5.11920255e-02  1.53828958e+02 -1.44449893e+02
  4.56596260e-01  1.54317098e+02 -1.44954388e+02 -3.37234040e-02
  1.53813902e+02 -1.44466150e+02  4.43269009e-01  1.54276595e+02
 -1.44958116e+02 -2.75892975e-02  1.53819348e+02 -1.44433538e+02
  4.68328596e-01  1.54304043e+02 -1.44960662e+02 -3.94168317e-02
  1.53811618e+02 -1.44446982e+02  4.70285079e-01  1.54293818e+02
 -1.44958281e+02 -7.92332356e-02  1.53800300e+02 -1.44478840e+02
  4.24868600e-01  1.54277404e+02 -1.44939686e+02 -1.27372863e-02
  1.53836000e+02 -1.44457417e+02  4.70219455e-01  1.54304380e+02
 -1.44969709e+02 -2.14095000e-02  1.53798139e+02 -1.44464449e+02
  4.47543348e-01  1.54306104e+02 -1.44963141e+02 -3.51348953e-02
  1.53820532e+02 -1.44469600e+02  4.56051297e-01  1.54300557e+02
 -1.44974766e+02 -7.40646788e-02  1.53797209e+02 -1.44447171e+02
  4.40890433e-01  1.54292857e+02 -1.44950757e+02 -5.52033054e-02
  1.53819597e+02 -1.44482004e+02  4.44371335e-01  1.54296212e+02
 -1.44984171e+02 -7.03295275e-02  1.53803859e+02 -1.44492923e+02
  4.22093533e-01  1.54278890e+02]
Niter:  5 row:  23 ngroup:  26 nlines:  6445 gd:  6005
[ 1.22308051e-10 -1.03212477e-05 -2.82806549e-01  1.61505141e+04
 -1.44930080e+02 -2.16621270e-02  1.53827425e+02 -1.44474679e+02
  4.66381632e-01  1.54313076e+02 -1.44976260e+02 -3.30021464e-02
  1.53804069e+02 -1.44454546e+02  4.55690916e-01  1.54283272e+02
 -1.44937439e+02 -5.11920255e-02  1.53828958e+02 -1.44449893e+02
  4.56596260e-01  1.54317098e+02 -1.44954388e+02 -3.37234040e-02
  1.53813902e+02 -1.44466150e+02  4.43269009e-01  1.54276595e+02
 -1.44958116e+02 -2.75892975e-02  1.53819348e+02 -1.44433538e+02
  4.68328596e-01  1.54304043e+02 -1.44960662e+02 -3.94168317e-02
  1.53811618e+02 -1.44446982e+02  4.70285079e-01  1.54293818e+02
 -1.44958281e+02 -7.92332356e-02  1.53800300e+02 -1.44478840e+02
  4.24868600e-01  1.54277404e+02 -1.44939686e+02 -1.27372863e-02
  1.53836000e+02 -1.44457417e+02  4.70219455e-01  1.54304380e+02
 -1.44969709e+02 -2.14095000e-02  1.53798139e+02 -1.44464449e+02
  4.47543348e-01  1.54306104e+02 -1.44963141e+02 -3.51348953e-02
  1.53820532e+02 -1.44469600e+02  4.56051297e-01  1.54300557e+02
 -1.44974766e+02 -7.40646788e-02  1.53797209e+02 -1.44447171e+02
  4.40890433e-01  1.54292857e+02 -1.44950757e+02 -5.52033054e-02
  1.53819597e+02 -1.44482004e+02  4.44371335e-01  1.54296212e+02
 -1.44984171e+02 -7.03295275e-02  1.53803859e+02 -1.44492923e+02
  4.22093533e-01  1.54278890e+02]
res:  6005 -0.00020356472668936476 0.016313719153913553 0.02637106547112576
[ 1.22673706e-10 -1.03219682e-05 -2.82810434e-01  1.61505157e+04
 -1.44919336e+02 -1.75438605e-02  1.53808909e+02 -1.44463901e+02
  4.71053927e-01  1.54294579e+02 -1.44965161e+02 -2.90742931e-02
  1.53785592e+02 -1.44444120e+02  4.59800375e-01  1.54264813e+02
 -1.44926136e+02 -5.15964698e-02  1.53810435e+02 -1.44439312e+02
  4.60816130e-01  1.54298590e+02 -1.44943828e+02 -2.91537328e-02
  1.53795391e+02 -1.44456044e+02  4.47965707e-01  1.54258115e+02
 -1.44947384e+02 -2.33596593e-02  1.53800895e+02 -1.44423484e+02
  4.72967059e-01  1.54285559e+02 -1.44949808e+02 -3.49615840e-02
  1.53793076e+02 -1.44436765e+02  4.68519279e-01  1.54275367e+02
 -1.44947475e+02 -7.51244807e-02  1.53781795e+02 -1.44468027e+02
  4.29247823e-01  1.54258948e+02 -1.44928879e+02 -8.53947483e-03
  1.53817547e+02 -1.44446251e+02  4.75161104e-01  1.54285884e+02
 -1.44958471e+02 -1.67918638e-02  1.53779635e+02 -1.44453643e+02
  4.52005078e-01  1.54287639e+02 -1.44952432e+02 -3.04734165e-02
  1.53802038e+02 -1.44458987e+02  4.60878672e-01  1.54282060e+02
 -1.44963975e+02 -6.96484361e-02  1.53778787e+02 -1.44437054e+02
  4.45401488e-01  1.54274424e+02 -1.44940156e+02 -5.11670886e-02
  1.53801131e+02 -1.44471467e+02  4.48943775e-01  1.54277812e+02
 -1.44972839e+02 -6.59143078e-02  1.53788582e+02 -1.44482230e+02
  4.26831818e-01  1.54260437e+02]
Niter:  6 row:  23 ngroup:  26 nlines:  6445 gd:  6005
[ 1.22673706e-10 -1.03219682e-05 -2.82810434e-01  1.61505157e+04
 -1.44919336e+02 -1.75438605e-02  1.53808909e+02 -1.44463901e+02
  4.71053927e-01  1.54294579e+02 -1.44965161e+02 -2.90742931e-02
  1.53785592e+02 -1.44444120e+02  4.59800375e-01  1.54264813e+02
 -1.44926136e+02 -5.15964698e-02  1.53810435e+02 -1.44439312e+02
  4.60816130e-01  1.54298590e+02 -1.44943828e+02 -2.91537328e-02
  1.53795391e+02 -1.44456044e+02  4.47965707e-01  1.54258115e+02
 -1.44947384e+02 -2.33596593e-02  1.53800895e+02 -1.44423484e+02
  4.72967059e-01  1.54285559e+02 -1.44949808e+02 -3.49615840e-02
  1.53793076e+02 -1.44436765e+02  4.68519279e-01  1.54275367e+02
 -1.44947475e+02 -7.51244807e-02  1.53781795e+02 -1.44468027e+02
  4.29247823e-01  1.54258948e+02 -1.44928879e+02 -8.53947483e-03
  1.53817547e+02 -1.44446251e+02  4.75161104e-01  1.54285884e+02
 -1.44958471e+02 -1.67918638e-02  1.53779635e+02 -1.44453643e+02
  4.52005078e-01  1.54287639e+02 -1.44952432e+02 -3.04734165e-02
  1.53802038e+02 -1.44458987e+02  4.60878672e-01  1.54282060e+02
 -1.44963975e+02 -6.96484361e-02  1.53778787e+02 -1.44437054e+02
  4.45401488e-01  1.54274424e+02 -1.44940156e+02 -5.11670886e-02
  1.53801131e+02 -1.44471467e+02  4.48943775e-01  1.54277812e+02
 -1.44972839e+02 -6.59143078e-02  1.53788582e+02 -1.44482230e+02
  4.26831818e-01  1.54260437e+02]
res:  6005 -0.0002073747309623286 0.016308537182339933 0.026357770783328478
[ 1.22672422e-10 -1.03219682e-05 -2.82810434e-01  1.61505157e+04
 -1.44919336e+02 -1.75438605e-02  1.53808909e+02 -1.44463901e+02
  4.71053927e-01  1.54294579e+02 -1.44965161e+02 -2.90742931e-02
  1.53785592e+02 -1.44444120e+02  4.59800375e-01  1.54264813e+02
 -1.44926136e+02 -5.15964698e-02  1.53810435e+02 -1.44439312e+02
  4.60816130e-01  1.54298590e+02 -1.44943828e+02 -2.91537328e-02
  1.53795391e+02 -1.44456044e+02  4.47965707e-01  1.54258115e+02
 -1.44947384e+02 -2.33596593e-02  1.53800895e+02 -1.44423484e+02
  4.72967059e-01  1.54285559e+02 -1.44949808e+02 -3.49615840e-02
  1.53793076e+02 -1.44436765e+02  4.68519279e-01  1.54275367e+02
 -1.44947475e+02 -7.51244807e-02  1.53781795e+02 -1.44468027e+02
  4.29247823e-01  1.54258948e+02 -1.44928879e+02 -8.53947483e-03
  1.53817547e+02 -1.44446251e+02  4.75161104e-01  1.54285884e+02
 -1.44958471e+02 -1.67918638e-02  1.53779635e+02 -1.44453643e+02
  4.52005078e-01  1.54287639e+02 -1.44952432e+02 -3.04734165e-02
  1.53802038e+02 -1.44458987e+02  4.60878672e-01  1.54282060e+02
 -1.44963975e+02 -6.96484361e-02  1.53778787e+02 -1.44437054e+02
  4.45401488e-01  1.54274424e+02 -1.44940156e+02 -5.11670886e-02
  1.53801131e+02 -1.44471467e+02  4.48943775e-01  1.54277812e+02
 -1.44972839e+02 -6.59143078e-02  1.53788582e+02 -1.44482230e+02
  4.26831818e-01  1.54260437e+02]
Saving figure to  wave_resid_43670005_fiber23.png
Final values:
res:  -0.0002073747309623286 0.026357770783328478
pars:  [ 1.22672422e-10 -1.03219682e-05 -2.82810434e-01  1.61505157e+04
 -1.44919336e+02 -1.75438605e-02  1.53808909e+02 -1.44463901e+02
  4.71053927e-01  1.54294579e+02 -1.44965161e+02 -2.90742931e-02
  1.53785592e+02 -1.44444120e+02  4.59800375e-01  1.54264813e+02
 -1.44926136e+02 -5.15964698e-02  1.53810435e+02 -1.44439312e+02
  4.60816130e-01  1.54298590e+02 -1.44943828e+02 -2.91537328e-02
  1.53795391e+02 -1.44456044e+02  4.47965707e-01  1.54258115e+02
 -1.44947384e+02 -2.33596593e-02  1.53800895e+02 -1.44423484e+02
  4.72967059e-01  1.54285559e+02 -1.44949808e+02 -3.49615840e-02
  1.53793076e+02 -1.44436765e+02  4.68519279e-01  1.54275367e+02
 -1.44947475e+02 -7.51244807e-02  1.53781795e+02 -1.44468027e+02
  4.29247823e-01  1.54258948e+02 -1.44928879e+02 -8.53947483e-03
  1.53817547e+02 -1.44446251e+02  4.75161104e-01  1.54285884e+02
 -1.44958471e+02 -1.67918638e-02  1.53779635e+02 -1.44453643e+02
  4.52005078e-01  1.54287639e+02 -1.44952432e+02 -3.04734165e-02
  1.53802038e+02 -1.44458987e+02  4.60878672e-01  1.54282060e+02
 -1.44963975e+02 -6.96484361e-02  1.53778787e+02 -1.44437054e+02
  4.45401488e-01  1.54274424e+02 -1.44940156e+02 -5.11670886e-02
  1.53801131e+02 -1.44471467e+02  4.48943775e-01  1.54277812e+02
 -1.44972839e+02 -6.59143078e-02  1.53788582e+02 -1.44482230e+02
  4.26831818e-01  1.54260437e+02]
23 [ 1.22672422e-10 -1.03219682e-05 -2.82810434e-01  1.61505157e+04
 -1.44919336e+02 -1.75438605e-02  1.53808909e+02 -1.44463901e+02
  4.71053927e-01  1.54294579e+02 -1.44965161e+02 -2.90742931e-02
  1.53785592e+02 -1.44444120e+02  4.59800375e-01  1.54264813e+02
 -1.44926136e+02 -5.15964698e-02  1.53810435e+02 -1.44439312e+02
  4.60816130e-01  1.54298590e+02 -1.44943828e+02 -2.91537328e-02
  1.53795391e+02 -1.44456044e+02  4.47965707e-01  1.54258115e+02
 -1.44947384e+02 -2.33596593e-02  1.53800895e+02 -1.44423484e+02
  4.72967059e-01  1.54285559e+02 -1.44949808e+02 -3.49615840e-02
  1.53793076e+02 -1.44436765e+02  4.68519279e-01  1.54275367e+02
 -1.44947475e+02 -7.51244807e-02  1.53781795e+02 -1.44468027e+02
  4.29247823e-01  1.54258948e+02 -1.44928879e+02 -8.53947483e-03
  1.53817547e+02 -1.44446251e+02  4.75161104e-01  1.54285884e+02
 -1.44958471e+02 -1.67918638e-02  1.53779635e+02 -1.44453643e+02
  4.52005078e-01  1.54287639e+02 -1.44952432e+02 -3.04734165e-02
  1.53802038e+02 -1.44458987e+02  4.60878672e-01  1.54282060e+02
 -1.44963975e+02 -6.96484361e-02  1.53778787e+02 -1.44437054e+02
  4.45401488e-01  1.54274424e+02 -1.44940156e+02 -5.11670886e-02
  1.53801131e+02 -1.44471467e+02  4.48943775e-01  1.54277812e+02
 -1.44972839e+02 -6.59143078e-02  1.53788582e+02 -1.44482230e+02
  4.26831818e-01  1.54260437e+02]
--- Row 25/300 row=24 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  24
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=24 ---
Niter:  0 row:  24 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.002226385029644007 0.015095596964783908 0.03566285745136627
[ 1.22318957e-10 -1.03221306e-05 -2.82813473e-01  1.61505061e+04
 -1.44881503e+02 -3.61561095e-13  1.53801657e+02]
Niter:  1 row:  24 ngroup:  1 nlines:  250 gd:  234
[ 1.22318957e-10 -1.03221306e-05 -2.82813473e-01  1.61505061e+04
 -1.44881503e+02 -3.61561095e-13  1.53801657e+02]
res:  234 -0.0013747504081038642 0.015408739966915164 0.025065509890104018
[ 1.22232493e-10 -1.03220659e-05 -2.82811145e-01  1.61505075e+04
 -1.44900048e+02  6.33286026e-11  1.53807208e+02]
Niter:  2 row:  24 ngroup:  1 nlines:  250 gd:  233
[ 1.22232493e-10 -1.03220659e-05 -2.82811145e-01  1.61505075e+04
 -1.44900048e+02  6.33286026e-11  1.53807208e+02]
res:  233 9.895387938740896e-05 0.015205861791400821 0.024653871207834962
[ 1.22094252e-10 -1.03221577e-05 -2.82808487e-01  1.61505055e+04
 -1.44921708e+02  6.88661948e-11  1.53812294e+02]
Niter:  3 row:  24 ngroup:  1 nlines:  250 gd:  232
[ 1.22094252e-10 -1.03221577e-05 -2.82808487e-01  1.61505055e+04
 -1.44921708e+02  6.88661948e-11  1.53812294e+02]
res:  232 0.00017463520180172054 0.014914304269950662 0.024256656680175872
[ 1.21975415e-10 -1.03221042e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
Niter:  4 row:  24 ngroup:  1 nlines:  250 gd:  231
[ 1.21975415e-10 -1.03221042e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
res:  231 0.00037519162742682965 0.015030028105684323 0.02389341610615687
[ 1.21945095e-10 -1.03221042e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
Niter:  5 row:  24 ngroup:  1 nlines:  250 gd:  231
[ 1.21945095e-10 -1.03221042e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
res:  231 0.00015378949046862544 0.014900099290571234 0.023893704928454926
[ 1.21960922e-10 -1.03220648e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
Niter:  6 row:  24 ngroup:  1 nlines:  250 gd:  231
[ 1.21960922e-10 -1.03220648e-05 -2.82806761e-01  1.61505045e+04
 -1.44934678e+02  1.23804480e-10  1.53816938e+02]
res:  231 -0.00022184040881256806 0.014912864926373004 0.02388870999819391
[ 1.21952476e-10 -1.03219370e-05 -2.82807098e-01  1.61505044e+04
 -1.44932783e+02  1.17792063e-09  1.53816296e+02]
Final values:
res:  -0.00022184040881256806 0.02388870999819391
pars:  [ 1.21952476e-10 -1.03219370e-05 -2.82807098e-01  1.61505044e+04
 -1.44932783e+02  1.17792063e-09  1.53816296e+02]
24 [ 1.21952476e-10 -1.03219370e-05 -2.82807098e-01  1.61505044e+04
 -1.44932783e+02  1.17792063e-09  1.53816296e+02]
elapsed: 3.0 sec.
Niter:  0 row:  24 ngroup:  26 nlines:  6612 gd:  6612
[ 1.21952476e-10 -1.03219370e-05 -2.82807098e-01  1.61505044e+04
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02 -1.44932783e+02  1.17792063e-09
  1.53816296e+02 -1.44932783e+02  1.17792063e-09  1.53816296e+02
 -1.44932783e+02  1.17792063e-09  1.53816296e+02 -1.44932783e+02
  1.17792063e-09  1.53816296e+02]
res:  6612 0.0007340629208556493 0.016454125818199827 0.039230090074761394
[ 1.21952489e-10 -1.03219359e-05 -2.82807069e-01  1.61505028e+04
 -1.44928960e+02 -1.18470152e-02  1.53824202e+02 -1.44427483e+02
  4.85856904e-01  1.54300164e+02 -1.44940035e+02 -3.12688658e-02
  1.53788696e+02 -1.44472441e+02  4.64012227e-01  1.54274580e+02
 -1.44935325e+02 -4.75379390e-02  1.53813799e+02 -1.44423873e+02
  4.70742321e-01  1.54288304e+02 -1.44930757e+02 -4.00730458e-02
  1.53814282e+02 -1.44459112e+02  4.56850218e-01  1.54270949e+02
 -1.44934707e+02 -2.78135736e-02  1.53801391e+02 -1.44454629e+02
  4.68927199e-01  1.54307444e+02 -1.44941425e+02 -2.51432720e-03
  1.53798082e+02 -1.44450280e+02  4.78675647e-01  1.54283433e+02
 -1.44997605e+02 -5.27210757e-02  1.53790057e+02 -1.44432781e+02
  4.49371211e-01  1.54270161e+02 -1.44939106e+02 -1.36885509e-02
  1.53811554e+02 -1.44446286e+02  5.05355716e-01  1.54296764e+02
 -1.44962212e+02 -3.21186104e-02  1.53780270e+02 -1.44464305e+02
  4.55314195e-01  1.54285908e+02 -1.44986395e+02 -5.21427264e-02
  1.53808220e+02 -1.44428431e+02  4.72543957e-01  1.54303402e+02
 -1.44948478e+02 -3.91839424e-02  1.53788592e+02 -1.44447449e+02
  4.33675193e-01  1.54270378e+02 -1.44951805e+02 -3.65082389e-02
  1.53804404e+02 -1.44457858e+02  4.72417276e-01  1.54294900e+02
 -1.44963896e+02 -5.56853781e-02  1.53791697e+02 -1.44500288e+02
  4.54538893e-01  1.54265079e+02]
Niter:  1 row:  24 ngroup:  26 nlines:  6612 gd:  6117
[ 1.21952489e-10 -1.03219359e-05 -2.82807069e-01  1.61505028e+04
 -1.44928960e+02 -1.18470152e-02  1.53824202e+02 -1.44427483e+02
  4.85856904e-01  1.54300164e+02 -1.44940035e+02 -3.12688658e-02
  1.53788696e+02 -1.44472441e+02  4.64012227e-01  1.54274580e+02
 -1.44935325e+02 -4.75379390e-02  1.53813799e+02 -1.44423873e+02
  4.70742321e-01  1.54288304e+02 -1.44930757e+02 -4.00730458e-02
  1.53814282e+02 -1.44459112e+02  4.56850218e-01  1.54270949e+02
 -1.44934707e+02 -2.78135736e-02  1.53801391e+02 -1.44454629e+02
  4.68927199e-01  1.54307444e+02 -1.44941425e+02 -2.51432720e-03
  1.53798082e+02 -1.44450280e+02  4.78675647e-01  1.54283433e+02
 -1.44997605e+02 -5.27210757e-02  1.53790057e+02 -1.44432781e+02
  4.49371211e-01  1.54270161e+02 -1.44939106e+02 -1.36885509e-02
  1.53811554e+02 -1.44446286e+02  5.05355716e-01  1.54296764e+02
 -1.44962212e+02 -3.21186104e-02  1.53780270e+02 -1.44464305e+02
  4.55314195e-01  1.54285908e+02 -1.44986395e+02 -5.21427264e-02
  1.53808220e+02 -1.44428431e+02  4.72543957e-01  1.54303402e+02
 -1.44948478e+02 -3.91839424e-02  1.53788592e+02 -1.44447449e+02
  4.33675193e-01  1.54270378e+02 -1.44951805e+02 -3.65082389e-02
  1.53804404e+02 -1.44457858e+02  4.72417276e-01  1.54294900e+02
 -1.44963896e+02 -5.56853781e-02  1.53791697e+02 -1.44500288e+02
  4.54538893e-01  1.54265079e+02]
res:  6117 -0.00091554739537969 0.016333780553395627 0.026663104263176668
[ 1.21952501e-10 -1.03219349e-05 -2.82807041e-01  1.61505012e+04
 -1.44941848e+02 -2.20336884e-02  1.53806828e+02 -1.44446964e+02
  4.59775354e-01  1.54289467e+02 -1.44958002e+02 -5.26452087e-02
  1.53777909e+02 -1.44483963e+02  4.28785951e-01  1.54270125e+02
 -1.44944558e+02 -5.78450443e-02  1.53803615e+02 -1.44438545e+02
  4.48818246e-01  1.54283938e+02 -1.44929838e+02 -5.00439865e-02
  1.53801963e+02 -1.44470394e+02  4.47988835e-01  1.54272103e+02
 -1.44943973e+02 -4.97539806e-02  1.53795762e+02 -1.44453680e+02
  4.40804500e-01  1.54287772e+02 -1.44948920e+02 -2.75784789e-02
  1.53789441e+02 -1.44444302e+02  4.63914988e-01  1.54281825e+02
 -1.45009807e+02 -8.63448258e-02  1.53783578e+02 -1.44465997e+02
  4.39765890e-01  1.54269893e+02 -1.44952252e+02 -4.63947647e-02
  1.53804083e+02 -1.44459335e+02  4.76006965e-01  1.54289790e+02
 -1.44965259e+02 -6.96678352e-02  1.53772398e+02 -1.44479923e+02
  4.45503538e-01  1.54271944e+02 -1.44985680e+02 -7.25279773e-02
  1.53794554e+02 -1.44434240e+02  4.54686491e-01  1.54294274e+02
 -1.44967297e+02 -5.83029363e-02  1.53771781e+02 -1.44471307e+02
  4.13858335e-01  1.54267791e+02 -1.44958778e+02 -6.10547599e-02
  1.53796824e+02 -1.44455887e+02  4.54175841e-01  1.54282877e+02
 -1.44984740e+02 -7.29391653e-02  1.53779592e+02 -1.44514272e+02
  4.50611052e-01  1.54258386e+02]
Niter:  2 row:  24 ngroup:  26 nlines:  6612 gd:  6107
[ 1.21952501e-10 -1.03219349e-05 -2.82807041e-01  1.61505012e+04
 -1.44941848e+02 -2.20336884e-02  1.53806828e+02 -1.44446964e+02
  4.59775354e-01  1.54289467e+02 -1.44958002e+02 -5.26452087e-02
  1.53777909e+02 -1.44483963e+02  4.28785951e-01  1.54270125e+02
 -1.44944558e+02 -5.78450443e-02  1.53803615e+02 -1.44438545e+02
  4.48818246e-01  1.54283938e+02 -1.44929838e+02 -5.00439865e-02
  1.53801963e+02 -1.44470394e+02  4.47988835e-01  1.54272103e+02
 -1.44943973e+02 -4.97539806e-02  1.53795762e+02 -1.44453680e+02
  4.40804500e-01  1.54287772e+02 -1.44948920e+02 -2.75784789e-02
  1.53789441e+02 -1.44444302e+02  4.63914988e-01  1.54281825e+02
 -1.45009807e+02 -8.63448258e-02  1.53783578e+02 -1.44465997e+02
  4.39765890e-01  1.54269893e+02 -1.44952252e+02 -4.63947647e-02
  1.53804083e+02 -1.44459335e+02  4.76006965e-01  1.54289790e+02
 -1.44965259e+02 -6.96678352e-02  1.53772398e+02 -1.44479923e+02
  4.45503538e-01  1.54271944e+02 -1.44985680e+02 -7.25279773e-02
  1.53794554e+02 -1.44434240e+02  4.54686491e-01  1.54294274e+02
 -1.44967297e+02 -5.83029363e-02  1.53771781e+02 -1.44471307e+02
  4.13858335e-01  1.54267791e+02 -1.44958778e+02 -6.10547599e-02
  1.53796824e+02 -1.44455887e+02  4.54175841e-01  1.54282877e+02
 -1.44984740e+02 -7.29391653e-02  1.53779592e+02 -1.44514272e+02
  4.50611052e-01  1.54258386e+02]
res:  6107 -0.0009305348239649902 0.01630470618056279 0.026491154262317858
[ 1.21952513e-10 -1.03219339e-05 -2.82807013e-01  1.61504996e+04
 -1.44948820e+02 -2.40500287e-02  1.53802094e+02 -1.44459295e+02
  4.50439328e-01  1.54284742e+02 -1.44964956e+02 -6.58857478e-02
  1.53773190e+02 -1.44490934e+02  4.15958853e-01  1.54265389e+02
 -1.44951520e+02 -6.00899398e-02  1.53798890e+02 -1.44445515e+02
  4.39247906e-01  1.54279208e+02 -1.44930602e+02 -5.57438343e-02
  1.53797234e+02 -1.44477359e+02  4.42296554e-01  1.54269451e+02
 -1.44950949e+02 -6.62399220e-02  1.53791037e+02 -1.44460642e+02
  4.35109716e-01  1.54280965e+02 -1.44955898e+02 -4.04334046e-02
  1.53784718e+02 -1.44451277e+02  4.58211411e-01  1.54281247e+02
 -1.45016749e+02 -9.63519956e-02  1.53778848e+02 -1.44472963e+02
  4.34066164e-01  1.54265159e+02 -1.44959222e+02 -5.57430549e-02
  1.53799357e+02 -1.44461326e+02  4.70330179e-01  1.54285059e+02
 -1.44966138e+02 -7.53621665e-02  1.53767674e+02 -1.44486879e+02
  4.39810864e-01  1.54267219e+02 -1.44992646e+02 -7.82087293e-02
  1.53789833e+02 -1.44441209e+02  4.48982647e-01  1.54289544e+02
 -1.44974267e+02 -6.40015429e-02  1.53767047e+02 -1.44483933e+02
  4.08160787e-01  1.54267286e+02 -1.44965729e+02 -6.67483582e-02
  1.53794205e+02 -1.44456508e+02  4.48490397e-01  1.54278157e+02
 -1.44991696e+02 -7.86279560e-02  1.53774864e+02 -1.44521223e+02
  4.44922582e-01  1.54253653e+02]
Niter:  3 row:  24 ngroup:  26 nlines:  6612 gd:  6102
[ 1.21952513e-10 -1.03219339e-05 -2.82807013e-01  1.61504996e+04
 -1.44948820e+02 -2.40500287e-02  1.53802094e+02 -1.44459295e+02
  4.50439328e-01  1.54284742e+02 -1.44964956e+02 -6.58857478e-02
  1.53773190e+02 -1.44490934e+02  4.15958853e-01  1.54265389e+02
 -1.44951520e+02 -6.00899398e-02  1.53798890e+02 -1.44445515e+02
  4.39247906e-01  1.54279208e+02 -1.44930602e+02 -5.57438343e-02
  1.53797234e+02 -1.44477359e+02  4.42296554e-01  1.54269451e+02
 -1.44950949e+02 -6.62399220e-02  1.53791037e+02 -1.44460642e+02
  4.35109716e-01  1.54280965e+02 -1.44955898e+02 -4.04334046e-02
  1.53784718e+02 -1.44451277e+02  4.58211411e-01  1.54281247e+02
 -1.45016749e+02 -9.63519956e-02  1.53778848e+02 -1.44472963e+02
  4.34066164e-01  1.54265159e+02 -1.44959222e+02 -5.57430549e-02
  1.53799357e+02 -1.44461326e+02  4.70330179e-01  1.54285059e+02
 -1.44966138e+02 -7.53621665e-02  1.53767674e+02 -1.44486879e+02
  4.39810864e-01  1.54267219e+02 -1.44992646e+02 -7.82087293e-02
  1.53789833e+02 -1.44441209e+02  4.48982647e-01  1.54289544e+02
 -1.44974267e+02 -6.40015429e-02  1.53767047e+02 -1.44483933e+02
  4.08160787e-01  1.54267286e+02 -1.44965729e+02 -6.67483582e-02
  1.53794205e+02 -1.44456508e+02  4.48490397e-01  1.54278157e+02
 -1.44991696e+02 -7.86279560e-02  1.53774864e+02 -1.44521223e+02
  4.44922582e-01  1.54253653e+02]
res:  6102 -0.0014970250485930592 0.01645311859283538 0.02639173081743278
[ 1.22044841e-10 -1.03219339e-05 -2.82807013e-01  1.61504996e+04
 -1.44948820e+02 -2.40500287e-02  1.53802094e+02 -1.44459295e+02
  4.50439328e-01  1.54284742e+02 -1.44964956e+02 -6.58857478e-02
  1.53773190e+02 -1.44490934e+02  4.15958853e-01  1.54265389e+02
 -1.44951520e+02 -6.00899398e-02  1.53798890e+02 -1.44445515e+02
  4.39247906e-01  1.54279208e+02 -1.44930602e+02 -5.57438343e-02
  1.53797234e+02 -1.44477359e+02  4.42296554e-01  1.54269451e+02
 -1.44950949e+02 -6.62399220e-02  1.53791037e+02 -1.44460642e+02
  4.35109716e-01  1.54280965e+02 -1.44955898e+02 -4.04334046e-02
  1.53784718e+02 -1.44451277e+02  4.58211411e-01  1.54281247e+02
 -1.45016749e+02 -9.63519956e-02  1.53778848e+02 -1.44472963e+02
  4.34066164e-01  1.54265159e+02 -1.44959222e+02 -5.57430549e-02
  1.53799357e+02 -1.44461326e+02  4.70330179e-01  1.54285059e+02
 -1.44966138e+02 -7.53621665e-02  1.53767674e+02 -1.44486879e+02
  4.39810864e-01  1.54267219e+02 -1.44992646e+02 -7.82087293e-02
  1.53789833e+02 -1.44441209e+02  4.48982647e-01  1.54289544e+02
 -1.44974267e+02 -6.40015429e-02  1.53767047e+02 -1.44483933e+02
  4.08160787e-01  1.54267286e+02 -1.44965729e+02 -6.67483582e-02
  1.53794205e+02 -1.44456508e+02  4.48490397e-01  1.54278157e+02
 -1.44991696e+02 -7.86279560e-02  1.53774864e+02 -1.44521223e+02
  4.44922582e-01  1.54253653e+02]
Niter:  4 row:  24 ngroup:  26 nlines:  6612 gd:  6096
[ 1.22044841e-10 -1.03219339e-05 -2.82807013e-01  1.61504996e+04
 -1.44948820e+02 -2.40500287e-02  1.53802094e+02 -1.44459295e+02
  4.50439328e-01  1.54284742e+02 -1.44964956e+02 -6.58857478e-02
  1.53773190e+02 -1.44490934e+02  4.15958853e-01  1.54265389e+02
 -1.44951520e+02 -6.00899398e-02  1.53798890e+02 -1.44445515e+02
  4.39247906e-01  1.54279208e+02 -1.44930602e+02 -5.57438343e-02
  1.53797234e+02 -1.44477359e+02  4.42296554e-01  1.54269451e+02
 -1.44950949e+02 -6.62399220e-02  1.53791037e+02 -1.44460642e+02
  4.35109716e-01  1.54280965e+02 -1.44955898e+02 -4.04334046e-02
  1.53784718e+02 -1.44451277e+02  4.58211411e-01  1.54281247e+02
 -1.45016749e+02 -9.63519956e-02  1.53778848e+02 -1.44472963e+02
  4.34066164e-01  1.54265159e+02 -1.44959222e+02 -5.57430549e-02
  1.53799357e+02 -1.44461326e+02  4.70330179e-01  1.54285059e+02
 -1.44966138e+02 -7.53621665e-02  1.53767674e+02 -1.44486879e+02
  4.39810864e-01  1.54267219e+02 -1.44992646e+02 -7.82087293e-02
  1.53789833e+02 -1.44441209e+02  4.48982647e-01  1.54289544e+02
 -1.44974267e+02 -6.40015429e-02  1.53767047e+02 -1.44483933e+02
  4.08160787e-01  1.54267286e+02 -1.44965729e+02 -6.67483582e-02
  1.53794205e+02 -1.44456508e+02  4.48490397e-01  1.54278157e+02
 -1.44991696e+02 -7.86279560e-02  1.53774864e+02 -1.44521223e+02
  4.44922582e-01  1.54253653e+02]
res:  6096 -0.0010345506270823535 0.016243675802797952 0.026288957441623705
[ 1.22044853e-10 -1.03219328e-05 -2.82806984e-01  1.61504979e+04
 -1.44959767e+02 -2.97358850e-02  1.53801006e+02 -1.44470096e+02
  4.40678141e-01  1.54283736e+02 -1.44975744e+02 -7.15515852e-02
  1.53770101e+02 -1.44501863e+02  4.10288861e-01  1.54264247e+02
 -1.44962398e+02 -6.57866829e-02  1.53795782e+02 -1.44456452e+02
  4.33561266e-01  1.54276020e+02 -1.44941610e+02 -6.14369217e-02
  1.53796200e+02 -1.44488274e+02  4.36618898e-01  1.54268372e+02
 -1.44961929e+02 -7.19356508e-02  1.53787931e+02 -1.44466504e+02
  4.29420917e-01  1.54279905e+02 -1.44966876e+02 -4.61122338e-02
  1.53783742e+02 -1.44462236e+02  4.52520648e-01  1.54280198e+02
 -1.45027470e+02 -1.05976337e-01  1.53777786e+02 -1.44483880e+02
  4.28367359e-01  1.54264054e+02 -1.44970159e+02 -6.14252986e-02
  1.53798351e+02 -1.44472174e+02  4.64670821e-01  1.54283978e+02
 -1.44977158e+02 -8.10446683e-02  1.53766674e+02 -1.44497687e+02
  4.34121987e-01  1.54266212e+02 -1.44998052e+02 -8.38883947e-02
  1.53786900e+02 -1.44446769e+02  4.43284391e-01  1.54288495e+02
 -1.44985187e+02 -6.96855891e-02  1.53765937e+02 -1.44494823e+02
  4.02462809e-01  1.54266290e+02 -1.44976503e+02 -7.24295828e-02
  1.53795242e+02 -1.44467576e+02  4.42818225e-01  1.54277242e+02
 -1.45002512e+02 -8.43099608e-02  1.53773812e+02 -1.44531985e+02
  4.39240842e-01  1.54252550e+02]
Niter:  5 row:  24 ngroup:  26 nlines:  6612 gd:  6092
[ 1.22044853e-10 -1.03219328e-05 -2.82806984e-01  1.61504979e+04
 -1.44959767e+02 -2.97358850e-02  1.53801006e+02 -1.44470096e+02
  4.40678141e-01  1.54283736e+02 -1.44975744e+02 -7.15515852e-02
  1.53770101e+02 -1.44501863e+02  4.10288861e-01  1.54264247e+02
 -1.44962398e+02 -6.57866829e-02  1.53795782e+02 -1.44456452e+02
  4.33561266e-01  1.54276020e+02 -1.44941610e+02 -6.14369217e-02
  1.53796200e+02 -1.44488274e+02  4.36618898e-01  1.54268372e+02
 -1.44961929e+02 -7.19356508e-02  1.53787931e+02 -1.44466504e+02
  4.29420917e-01  1.54279905e+02 -1.44966876e+02 -4.61122338e-02
  1.53783742e+02 -1.44462236e+02  4.52520648e-01  1.54280198e+02
 -1.45027470e+02 -1.05976337e-01  1.53777786e+02 -1.44483880e+02
  4.28367359e-01  1.54264054e+02 -1.44970159e+02 -6.14252986e-02
  1.53798351e+02 -1.44472174e+02  4.64670821e-01  1.54283978e+02
 -1.44977158e+02 -8.10446683e-02  1.53766674e+02 -1.44497687e+02
  4.34121987e-01  1.54266212e+02 -1.44998052e+02 -8.38883947e-02
  1.53786900e+02 -1.44446769e+02  4.43284391e-01  1.54288495e+02
 -1.44985187e+02 -6.96855891e-02  1.53765937e+02 -1.44494823e+02
  4.02462809e-01  1.54266290e+02 -1.44976503e+02 -7.24295828e-02
  1.53795242e+02 -1.44467576e+02  4.42818225e-01  1.54277242e+02
 -1.45002512e+02 -8.43099608e-02  1.53773812e+02 -1.44531985e+02
  4.39240842e-01  1.54252550e+02]
res:  6092 -0.0012869011025031796 0.016188300793146482 0.02621982448142561
[ 1.22106025e-10 -1.03219328e-05 -2.82806984e-01  1.61504979e+04
 -1.44959767e+02 -2.97358850e-02  1.53801006e+02 -1.44470096e+02
  4.40678141e-01  1.54283736e+02 -1.44975744e+02 -7.15515852e-02
  1.53770101e+02 -1.44501863e+02  4.10288861e-01  1.54264247e+02
 -1.44962398e+02 -6.57866829e-02  1.53795782e+02 -1.44456452e+02
  4.33561266e-01  1.54276020e+02 -1.44941610e+02 -6.14369217e-02
  1.53796200e+02 -1.44488274e+02  4.36618898e-01  1.54268372e+02
 -1.44961929e+02 -7.19356508e-02  1.53787931e+02 -1.44466504e+02
  4.29420917e-01  1.54279905e+02 -1.44966876e+02 -4.61122338e-02
  1.53783742e+02 -1.44462236e+02  4.52520648e-01  1.54280198e+02
 -1.45027470e+02 -1.05976337e-01  1.53777786e+02 -1.44483880e+02
  4.28367359e-01  1.54264054e+02 -1.44970159e+02 -6.14252986e-02
  1.53798351e+02 -1.44472174e+02  4.64670821e-01  1.54283978e+02
 -1.44977158e+02 -8.10446683e-02  1.53766674e+02 -1.44497687e+02
  4.34121987e-01  1.54266212e+02 -1.44998052e+02 -8.38883947e-02
  1.53786900e+02 -1.44446769e+02  4.43284391e-01  1.54288495e+02
 -1.44985187e+02 -6.96855891e-02  1.53765937e+02 -1.44494823e+02
  4.02462809e-01  1.54266290e+02 -1.44976503e+02 -7.24295828e-02
  1.53795242e+02 -1.44467576e+02  4.42818225e-01  1.54277242e+02
 -1.45002512e+02 -8.43099608e-02  1.53773812e+02 -1.44531985e+02
  4.39240842e-01  1.54252550e+02]
Niter:  6 row:  24 ngroup:  26 nlines:  6612 gd:  6091
[ 1.22106025e-10 -1.03219328e-05 -2.82806984e-01  1.61504979e+04
 -1.44959767e+02 -2.97358850e-02  1.53801006e+02 -1.44470096e+02
  4.40678141e-01  1.54283736e+02 -1.44975744e+02 -7.15515852e-02
  1.53770101e+02 -1.44501863e+02  4.10288861e-01  1.54264247e+02
 -1.44962398e+02 -6.57866829e-02  1.53795782e+02 -1.44456452e+02
  4.33561266e-01  1.54276020e+02 -1.44941610e+02 -6.14369217e-02
  1.53796200e+02 -1.44488274e+02  4.36618898e-01  1.54268372e+02
 -1.44961929e+02 -7.19356508e-02  1.53787931e+02 -1.44466504e+02
  4.29420917e-01  1.54279905e+02 -1.44966876e+02 -4.61122338e-02
  1.53783742e+02 -1.44462236e+02  4.52520648e-01  1.54280198e+02
 -1.45027470e+02 -1.05976337e-01  1.53777786e+02 -1.44483880e+02
  4.28367359e-01  1.54264054e+02 -1.44970159e+02 -6.14252986e-02
  1.53798351e+02 -1.44472174e+02  4.64670821e-01  1.54283978e+02
 -1.44977158e+02 -8.10446683e-02  1.53766674e+02 -1.44497687e+02
  4.34121987e-01  1.54266212e+02 -1.44998052e+02 -8.38883947e-02
  1.53786900e+02 -1.44446769e+02  4.43284391e-01  1.54288495e+02
 -1.44985187e+02 -6.96855891e-02  1.53765937e+02 -1.44494823e+02
  4.02462809e-01  1.54266290e+02 -1.44976503e+02 -7.24295828e-02
  1.53795242e+02 -1.44467576e+02  4.42818225e-01  1.54277242e+02
 -1.45002512e+02 -8.43099608e-02  1.53773812e+02 -1.44531985e+02
  4.39240842e-01  1.54252550e+02]
res:  6091 -0.0013130793413438369 0.016280730602375115 0.026187095003150588
[ 1.22241552e-10 -1.03220627e-05 -2.82808987e-01  1.61504963e+04
 -1.44957309e+02 -3.57948552e-02  1.53785084e+02 -1.44467597e+02
  4.34125556e-01  1.54267787e+02 -1.44973239e+02 -7.88913481e-02
  1.53754171e+02 -1.44499392e+02  4.03566045e-01  1.54248294e+02
 -1.44959951e+02 -7.22348236e-02  1.53779854e+02 -1.44454020e+02
  4.27001026e-01  1.54260079e+02 -1.44939160e+02 -6.78760985e-02
  1.53780280e+02 -1.44485845e+02  4.30003890e-01  1.54252422e+02
 -1.44959463e+02 -7.84645302e-02  1.53772023e+02 -1.44464037e+02
  4.22887504e-01  1.54263942e+02 -1.44964378e+02 -5.27265533e-02
  1.53767452e+02 -1.44459759e+02  4.46077019e-01  1.54264276e+02
 -1.45025008e+02 -1.12417799e-01  1.53761856e+02 -1.44481457e+02
  4.21904722e-01  1.54248114e+02 -1.44967727e+02 -6.80004423e-02
  1.53782421e+02 -1.44469680e+02  4.57861263e-01  1.54268032e+02
 -1.44974662e+02 -8.75821594e-02  1.53750722e+02 -1.44495168e+02
  4.27528072e-01  1.54250220e+02 -1.44995536e+02 -9.04984209e-02
  1.53770974e+02 -1.44444301e+02  4.36804770e-01  1.54272567e+02
 -1.44982690e+02 -7.62075947e-02  1.53749992e+02 -1.44492357e+02
  3.95988962e-01  1.54249813e+02 -1.44974030e+02 -7.89660339e-02
  1.53779590e+02 -1.44465145e+02  4.36152675e-01  1.54261019e+02
 -1.45000046e+02 -9.08982832e-02  1.53757840e+02 -1.44529477e+02
  4.32628877e-01  1.54236616e+02]
Saving figure to  wave_resid_43670005_fiber24.png
Final values:
res:  -0.0013130793413438369 0.026187095003150588
pars:  [ 1.22241552e-10 -1.03220627e-05 -2.82808987e-01  1.61504963e+04
 -1.44957309e+02 -3.57948552e-02  1.53785084e+02 -1.44467597e+02
  4.34125556e-01  1.54267787e+02 -1.44973239e+02 -7.88913481e-02
  1.53754171e+02 -1.44499392e+02  4.03566045e-01  1.54248294e+02
 -1.44959951e+02 -7.22348236e-02  1.53779854e+02 -1.44454020e+02
  4.27001026e-01  1.54260079e+02 -1.44939160e+02 -6.78760985e-02
  1.53780280e+02 -1.44485845e+02  4.30003890e-01  1.54252422e+02
 -1.44959463e+02 -7.84645302e-02  1.53772023e+02 -1.44464037e+02
  4.22887504e-01  1.54263942e+02 -1.44964378e+02 -5.27265533e-02
  1.53767452e+02 -1.44459759e+02  4.46077019e-01  1.54264276e+02
 -1.45025008e+02 -1.12417799e-01  1.53761856e+02 -1.44481457e+02
  4.21904722e-01  1.54248114e+02 -1.44967727e+02 -6.80004423e-02
  1.53782421e+02 -1.44469680e+02  4.57861263e-01  1.54268032e+02
 -1.44974662e+02 -8.75821594e-02  1.53750722e+02 -1.44495168e+02
  4.27528072e-01  1.54250220e+02 -1.44995536e+02 -9.04984209e-02
  1.53770974e+02 -1.44444301e+02  4.36804770e-01  1.54272567e+02
 -1.44982690e+02 -7.62075947e-02  1.53749992e+02 -1.44492357e+02
  3.95988962e-01  1.54249813e+02 -1.44974030e+02 -7.89660339e-02
  1.53779590e+02 -1.44465145e+02  4.36152675e-01  1.54261019e+02
 -1.45000046e+02 -9.08982832e-02  1.53757840e+02 -1.44529477e+02
  4.32628877e-01  1.54236616e+02]
24 [ 1.22241552e-10 -1.03220627e-05 -2.82808987e-01  1.61504963e+04
 -1.44957309e+02 -3.57948552e-02  1.53785084e+02 -1.44467597e+02
  4.34125556e-01  1.54267787e+02 -1.44973239e+02 -7.88913481e-02
  1.53754171e+02 -1.44499392e+02  4.03566045e-01  1.54248294e+02
 -1.44959951e+02 -7.22348236e-02  1.53779854e+02 -1.44454020e+02
  4.27001026e-01  1.54260079e+02 -1.44939160e+02 -6.78760985e-02
  1.53780280e+02 -1.44485845e+02  4.30003890e-01  1.54252422e+02
 -1.44959463e+02 -7.84645302e-02  1.53772023e+02 -1.44464037e+02
  4.22887504e-01  1.54263942e+02 -1.44964378e+02 -5.27265533e-02
  1.53767452e+02 -1.44459759e+02  4.46077019e-01  1.54264276e+02
 -1.45025008e+02 -1.12417799e-01  1.53761856e+02 -1.44481457e+02
  4.21904722e-01  1.54248114e+02 -1.44967727e+02 -6.80004423e-02
  1.53782421e+02 -1.44469680e+02  4.57861263e-01  1.54268032e+02
 -1.44974662e+02 -8.75821594e-02  1.53750722e+02 -1.44495168e+02
  4.27528072e-01  1.54250220e+02 -1.44995536e+02 -9.04984209e-02
  1.53770974e+02 -1.44444301e+02  4.36804770e-01  1.54272567e+02
 -1.44982690e+02 -7.62075947e-02  1.53749992e+02 -1.44492357e+02
  3.95988962e-01  1.54249813e+02 -1.44974030e+02 -7.89660339e-02
  1.53779590e+02 -1.44465145e+02  4.36152675e-01  1.54261019e+02
 -1.45000046e+02 -9.08982832e-02  1.53757840e+02 -1.44529477e+02
  4.32628877e-01  1.54236616e+02]
--- Row 26/300 row=25 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  25
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=25 ---
Niter:  0 row:  25 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0012745404656016035 0.01553062217135448 0.038696456379406226
[ 1.22047149e-10 -1.03212829e-05 -2.82811768e-01  1.61504842e+04
 -1.44864949e+02  1.42659306e-13  1.53819987e+02]
Niter:  1 row:  25 ngroup:  1 nlines:  247 gd:  230
[ 1.22047149e-10 -1.03212829e-05 -2.82811768e-01  1.61504842e+04
 -1.44864949e+02  1.42659306e-13  1.53819987e+02]
res:  230 -0.0006232100204215385 0.01577286270185141 0.025540873911873832
[ 1.22575399e-10 -1.03208720e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
Niter:  2 row:  25 ngroup:  1 nlines:  247 gd:  229
[ 1.22575399e-10 -1.03208720e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
res:  229 -0.0006855218016426079 0.01580878340973868 0.02517602891871402
[ 1.22581034e-10 -1.03208720e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
Niter:  3 row:  25 ngroup:  1 nlines:  247 gd:  229
[ 1.22581034e-10 -1.03208720e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
res:  229 -0.0006132083908596542 0.01580234842185746 0.025176336877291733
[ 1.22577007e-10 -1.03208776e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
Niter:  4 row:  25 ngroup:  1 nlines:  247 gd:  229
[ 1.22577007e-10 -1.03208776e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
res:  229 -0.0006666705648967763 0.015833167617529398 0.0251760966504673
[ 1.22581841e-10 -1.03208776e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
Niter:  5 row:  25 ngroup:  1 nlines:  247 gd:  229
[ 1.22581841e-10 -1.03208776e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
res:  229 -0.0006045446480129613 0.015827633149456233 0.02517635442776682
[ 1.22578381e-10 -1.03208824e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
Niter:  6 row:  25 ngroup:  1 nlines:  247 gd:  229
[ 1.22578381e-10 -1.03208824e-05 -2.82814770e-01  1.61504865e+04
 -1.44852803e+02 -2.46796151e-11  1.53832841e+02]
res:  229 0.0005322238976077642 0.015913264265691396 0.02516136552409854
[ 1.22527932e-10 -1.03206198e-05 -2.82815091e-01  1.61504864e+04
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02]
Final values:
res:  0.0005322238976077642 0.02516136552409854
pars:  [ 1.22527932e-10 -1.03206198e-05 -2.82815091e-01  1.61504864e+04
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02]
25 [ 1.22527932e-10 -1.03206198e-05 -2.82815091e-01  1.61504864e+04
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02]
elapsed: 3.0 sec.
Niter:  0 row:  25 ngroup:  26 nlines:  6441 gd:  6441
[ 1.22527932e-10 -1.03206198e-05 -2.82815091e-01  1.61504864e+04
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02 -1.44837953e+02 -1.77577603e-08
  1.53832572e+02 -1.44837953e+02 -1.77577603e-08  1.53832572e+02
 -1.44837953e+02 -1.77577603e-08  1.53832572e+02 -1.44837953e+02
 -1.77577603e-08  1.53832572e+02]
res:  6441 0.0007147165360947838 0.016623031931885635 0.03947405971613137
[ 1.22527944e-10 -1.03206209e-05 -2.82815062e-01  1.61504848e+04
 -1.44841624e+02  2.83780871e-03  1.53829676e+02 -1.44358776e+02
  5.13297786e-01  1.54322154e+02 -1.44861903e+02  5.73871439e-03
  1.53804731e+02 -1.44374934e+02  5.05754818e-01  1.54288659e+02
 -1.44853771e+02  1.25423078e-03  1.53827986e+02 -1.44358576e+02
  5.07476574e-01  1.54325678e+02 -1.44860987e+02 -7.42394262e-03
  1.53828406e+02 -1.44406495e+02  5.16534861e-01  1.54295410e+02
 -1.44860071e+02  1.93474224e-02  1.53830433e+02 -1.44369843e+02
  5.15677164e-01  1.54326687e+02 -1.44854184e+02 -1.27598928e-03
  1.53816663e+02 -1.44348617e+02  5.15374142e-01  1.54308456e+02
 -1.44917518e+02 -1.50691787e-02  1.53814940e+02 -1.44402810e+02
  4.87299077e-01  1.54299977e+02 -1.44878234e+02  9.14853340e-03
  1.53837549e+02 -1.44374182e+02  4.96510153e-01  1.54322050e+02
 -1.44896671e+02 -9.11276363e-03  1.53801371e+02 -1.44407950e+02
  4.94854869e-01  1.54304731e+02 -1.44856204e+02 -1.09091143e-03
  1.53822770e+02 -1.44342827e+02  5.09035504e-01  1.54329565e+02
 -1.44891973e+02 -1.84386884e-02  1.53820882e+02 -1.44411275e+02
  4.96295967e-01  1.54299248e+02 -1.44852654e+02 -2.11037173e-03
  1.53813528e+02 -1.44380777e+02  4.96900873e-01  1.54305678e+02
 -1.44909411e+02 -2.32056776e-02  1.53808128e+02 -1.44408474e+02
  4.85295843e-01  1.54302124e+02]
Niter:  1 row:  25 ngroup:  26 nlines:  6441 gd:  5978
[ 1.22527944e-10 -1.03206209e-05 -2.82815062e-01  1.61504848e+04
 -1.44841624e+02  2.83780871e-03  1.53829676e+02 -1.44358776e+02
  5.13297786e-01  1.54322154e+02 -1.44861903e+02  5.73871439e-03
  1.53804731e+02 -1.44374934e+02  5.05754818e-01  1.54288659e+02
 -1.44853771e+02  1.25423078e-03  1.53827986e+02 -1.44358576e+02
  5.07476574e-01  1.54325678e+02 -1.44860987e+02 -7.42394262e-03
  1.53828406e+02 -1.44406495e+02  5.16534861e-01  1.54295410e+02
 -1.44860071e+02  1.93474224e-02  1.53830433e+02 -1.44369843e+02
  5.15677164e-01  1.54326687e+02 -1.44854184e+02 -1.27598928e-03
  1.53816663e+02 -1.44348617e+02  5.15374142e-01  1.54308456e+02
 -1.44917518e+02 -1.50691787e-02  1.53814940e+02 -1.44402810e+02
  4.87299077e-01  1.54299977e+02 -1.44878234e+02  9.14853340e-03
  1.53837549e+02 -1.44374182e+02  4.96510153e-01  1.54322050e+02
 -1.44896671e+02 -9.11276363e-03  1.53801371e+02 -1.44407950e+02
  4.94854869e-01  1.54304731e+02 -1.44856204e+02 -1.09091143e-03
  1.53822770e+02 -1.44342827e+02  5.09035504e-01  1.54329565e+02
 -1.44891973e+02 -1.84386884e-02  1.53820882e+02 -1.44411275e+02
  4.96295967e-01  1.54299248e+02 -1.44852654e+02 -2.11037173e-03
  1.53813528e+02 -1.44380777e+02  4.96900873e-01  1.54305678e+02
 -1.44909411e+02 -2.32056776e-02  1.53808128e+02 -1.44408474e+02
  4.85295843e-01  1.54302124e+02]
res:  5978 -0.0009436058171559125 0.016552819510252448 0.026926147937360454
[ 1.22527956e-10 -1.03206219e-05 -2.82815034e-01  1.61504832e+04
 -1.44857720e+02 -1.13971034e-02  1.53823041e+02 -1.44372863e+02
  4.86511962e-01  1.54314989e+02 -1.44887046e+02 -2.34212256e-02
  1.53804981e+02 -1.44385209e+02  4.84827003e-01  1.54285454e+02
 -1.44830334e+02 -1.04113372e-02  1.53825734e+02 -1.44360057e+02
  4.83493392e-01  1.54316345e+02 -1.44877151e+02 -2.51966830e-02
  1.53823640e+02 -1.44410918e+02  4.97231990e-01  1.54290951e+02
 -1.44873828e+02  1.46710871e-02  1.53820387e+02 -1.44384391e+02
  4.92574581e-01  1.54312789e+02 -1.44874669e+02 -1.67936035e-02
  1.53808928e+02 -1.44342580e+02  4.88389486e-01  1.54303544e+02
 -1.44929331e+02 -3.29998451e-02  1.53798421e+02 -1.44380862e+02
  4.75491988e-01  1.54293901e+02 -1.44873151e+02 -2.37240254e-02
  1.53827699e+02 -1.44384455e+02  4.80760791e-01  1.54308158e+02
 -1.44908403e+02 -2.36616369e-02  1.53791195e+02 -1.44402569e+02
  4.65912970e-01  1.54291649e+02 -1.44876094e+02 -2.48091132e-02
  1.53814947e+02 -1.44356334e+02  4.95046740e-01  1.54311804e+02
 -1.44906272e+02 -3.28664301e-02  1.53803629e+02 -1.44420927e+02
  4.57983187e-01  1.54289540e+02 -1.44862737e+02 -2.91837200e-02
  1.53808731e+02 -1.44384615e+02  4.69083491e-01  1.54285920e+02
 -1.44907164e+02 -3.61553755e-02  1.53796888e+02 -1.44407255e+02
  4.65355985e-01  1.54292539e+02]
Niter:  2 row:  25 ngroup:  26 nlines:  6441 gd:  5972
[ 1.22527956e-10 -1.03206219e-05 -2.82815034e-01  1.61504832e+04
 -1.44857720e+02 -1.13971034e-02  1.53823041e+02 -1.44372863e+02
  4.86511962e-01  1.54314989e+02 -1.44887046e+02 -2.34212256e-02
  1.53804981e+02 -1.44385209e+02  4.84827003e-01  1.54285454e+02
 -1.44830334e+02 -1.04113372e-02  1.53825734e+02 -1.44360057e+02
  4.83493392e-01  1.54316345e+02 -1.44877151e+02 -2.51966830e-02
  1.53823640e+02 -1.44410918e+02  4.97231990e-01  1.54290951e+02
 -1.44873828e+02  1.46710871e-02  1.53820387e+02 -1.44384391e+02
  4.92574581e-01  1.54312789e+02 -1.44874669e+02 -1.67936035e-02
  1.53808928e+02 -1.44342580e+02  4.88389486e-01  1.54303544e+02
 -1.44929331e+02 -3.29998451e-02  1.53798421e+02 -1.44380862e+02
  4.75491988e-01  1.54293901e+02 -1.44873151e+02 -2.37240254e-02
  1.53827699e+02 -1.44384455e+02  4.80760791e-01  1.54308158e+02
 -1.44908403e+02 -2.36616369e-02  1.53791195e+02 -1.44402569e+02
  4.65912970e-01  1.54291649e+02 -1.44876094e+02 -2.48091132e-02
  1.53814947e+02 -1.44356334e+02  4.95046740e-01  1.54311804e+02
 -1.44906272e+02 -3.28664301e-02  1.53803629e+02 -1.44420927e+02
  4.57983187e-01  1.54289540e+02 -1.44862737e+02 -2.91837200e-02
  1.53808731e+02 -1.44384615e+02  4.69083491e-01  1.54285920e+02
 -1.44907164e+02 -3.61553755e-02  1.53796888e+02 -1.44407255e+02
  4.65355985e-01  1.54292539e+02]
res:  5972 -0.0010441385365993483 0.01658541451979545 0.026794246981247077
[ 1.22527969e-10 -1.03206229e-05 -2.82815006e-01  1.61504816e+04
 -1.44864730e+02 -1.70913775e-02  1.53818275e+02 -1.44379856e+02
  4.77269991e-01  1.54310226e+02 -1.44900157e+02 -3.77600915e-02
  1.53800210e+02 -1.44392223e+02  4.75461289e-01  1.54282812e+02
 -1.44831798e+02 -1.61225144e-02  1.53823082e+02 -1.44367065e+02
  4.70681435e-01  1.54311587e+02 -1.44884144e+02 -3.09012093e-02
  1.53818874e+02 -1.44417913e+02  4.91533695e-01  1.54286187e+02
 -1.44880831e+02  8.96525440e-03  1.53815622e+02 -1.44391379e+02
  4.86860995e-01  1.54308026e+02 -1.44881681e+02 -2.25069284e-02
  1.53804166e+02 -1.44349601e+02  4.79193540e-01  1.54298773e+02
 -1.44930835e+02 -3.86996283e-02  1.53793656e+02 -1.44387885e+02
  4.69793330e-01  1.54289137e+02 -1.44868888e+02 -3.30234765e-02
  1.53822939e+02 -1.44385707e+02  4.75051093e-01  1.54301261e+02
 -1.44915404e+02 -2.93594159e-02  1.53786434e+02 -1.44398078e+02
  4.56935375e-01  1.54286883e+02 -1.44883101e+02 -3.38253364e-02
  1.53810180e+02 -1.44363332e+02  4.89355666e-01  1.54304811e+02
 -1.44913274e+02 -3.85753818e-02  1.53798868e+02 -1.44427943e+02
  4.48710682e-01  1.54284771e+02 -1.44869724e+02 -3.48864532e-02
  1.53803976e+02 -1.44391607e+02  4.52190885e-01  1.54281155e+02
 -1.44908771e+02 -4.18666897e-02  1.53792117e+02 -1.44402194e+02
  4.59664334e-01  1.54285554e+02]
Niter:  3 row:  25 ngroup:  26 nlines:  6441 gd:  5975
[ 1.22527969e-10 -1.03206229e-05 -2.82815006e-01  1.61504816e+04
 -1.44864730e+02 -1.70913775e-02  1.53818275e+02 -1.44379856e+02
  4.77269991e-01  1.54310226e+02 -1.44900157e+02 -3.77600915e-02
  1.53800210e+02 -1.44392223e+02  4.75461289e-01  1.54282812e+02
 -1.44831798e+02 -1.61225144e-02  1.53823082e+02 -1.44367065e+02
  4.70681435e-01  1.54311587e+02 -1.44884144e+02 -3.09012093e-02
  1.53818874e+02 -1.44417913e+02  4.91533695e-01  1.54286187e+02
 -1.44880831e+02  8.96525440e-03  1.53815622e+02 -1.44391379e+02
  4.86860995e-01  1.54308026e+02 -1.44881681e+02 -2.25069284e-02
  1.53804166e+02 -1.44349601e+02  4.79193540e-01  1.54298773e+02
 -1.44930835e+02 -3.86996283e-02  1.53793656e+02 -1.44387885e+02
  4.69793330e-01  1.54289137e+02 -1.44868888e+02 -3.30234765e-02
  1.53822939e+02 -1.44385707e+02  4.75051093e-01  1.54301261e+02
 -1.44915404e+02 -2.93594159e-02  1.53786434e+02 -1.44398078e+02
  4.56935375e-01  1.54286883e+02 -1.44883101e+02 -3.38253364e-02
  1.53810180e+02 -1.44363332e+02  4.89355666e-01  1.54304811e+02
 -1.44913274e+02 -3.85753818e-02  1.53798868e+02 -1.44427943e+02
  4.48710682e-01  1.54284771e+02 -1.44869724e+02 -3.48864532e-02
  1.53803976e+02 -1.44391607e+02  4.52190885e-01  1.54281155e+02
 -1.44908771e+02 -4.18666897e-02  1.53792117e+02 -1.44402194e+02
  4.59664334e-01  1.54285554e+02]
res:  5975 -0.0011433485269662924 0.01638640111013956 0.026752107240207497
[ 1.22508607e-10 -1.03210744e-05 -2.82813349e-01  1.61504832e+04
 -1.44879582e+02 -1.16987312e-02  1.53825989e+02 -1.44394496e+02
  4.82806065e-01  1.54317908e+02 -1.44915017e+02 -3.23465021e-02
  1.53808857e+02 -1.44407209e+02  4.80856487e-01  1.54290497e+02
 -1.44846944e+02 -1.08713861e-02  1.53830663e+02 -1.44381879e+02
  4.74438380e-01  1.54319240e+02 -1.44898673e+02 -2.55497110e-02
  1.53826599e+02 -1.44432449e+02  4.96928471e-01  1.54293900e+02
 -1.44895532e+02  1.43103739e-02  1.53823341e+02 -1.44405844e+02
  4.92062570e-01  1.54315705e+02 -1.44896546e+02 -1.71646158e-02
  1.53811840e+02 -1.44364704e+02  4.84802854e-01  1.54306538e+02
 -1.44945530e+02 -3.47481802e-02  1.53801372e+02 -1.44403014e+02
  4.75274125e-01  1.54296819e+02 -1.44883612e+02 -2.75776390e-02
  1.53830600e+02 -1.44400828e+02  4.80357506e-01  1.54308928e+02
 -1.44930063e+02 -2.39353369e-02  1.53794124e+02 -1.44412999e+02
  4.62154487e-01  1.54294601e+02 -1.44897924e+02 -3.00476878e-02
  1.53817910e+02 -1.44377944e+02  4.94883812e-01  1.54312519e+02
 -1.44927968e+02 -3.32548549e-02  1.53806536e+02 -1.44442926e+02
  4.54049934e-01  1.54292524e+02 -1.44884152e+02 -2.95069665e-02
  1.53811566e+02 -1.44406087e+02  4.54934465e-01  1.54288882e+02
 -1.44922950e+02 -3.65799989e-02  1.53799882e+02 -1.44414632e+02
  4.65143750e-01  1.54293336e+02]
Niter:  4 row:  25 ngroup:  26 nlines:  6441 gd:  5969
[ 1.22508607e-10 -1.03210744e-05 -2.82813349e-01  1.61504832e+04
 -1.44879582e+02 -1.16987312e-02  1.53825989e+02 -1.44394496e+02
  4.82806065e-01  1.54317908e+02 -1.44915017e+02 -3.23465021e-02
  1.53808857e+02 -1.44407209e+02  4.80856487e-01  1.54290497e+02
 -1.44846944e+02 -1.08713861e-02  1.53830663e+02 -1.44381879e+02
  4.74438380e-01  1.54319240e+02 -1.44898673e+02 -2.55497110e-02
  1.53826599e+02 -1.44432449e+02  4.96928471e-01  1.54293900e+02
 -1.44895532e+02  1.43103739e-02  1.53823341e+02 -1.44405844e+02
  4.92062570e-01  1.54315705e+02 -1.44896546e+02 -1.71646158e-02
  1.53811840e+02 -1.44364704e+02  4.84802854e-01  1.54306538e+02
 -1.44945530e+02 -3.47481802e-02  1.53801372e+02 -1.44403014e+02
  4.75274125e-01  1.54296819e+02 -1.44883612e+02 -2.75776390e-02
  1.53830600e+02 -1.44400828e+02  4.80357506e-01  1.54308928e+02
 -1.44930063e+02 -2.39353369e-02  1.53794124e+02 -1.44412999e+02
  4.62154487e-01  1.54294601e+02 -1.44897924e+02 -3.00476878e-02
  1.53817910e+02 -1.44377944e+02  4.94883812e-01  1.54312519e+02
 -1.44927968e+02 -3.32548549e-02  1.53806536e+02 -1.44442926e+02
  4.54049934e-01  1.54292524e+02 -1.44884152e+02 -2.95069665e-02
  1.53811566e+02 -1.44406087e+02  4.54934465e-01  1.54288882e+02
 -1.44922950e+02 -3.65799989e-02  1.53799882e+02 -1.44414632e+02
  4.65143750e-01  1.54293336e+02]
res:  5969 -0.0010818704795383383 0.01636292390685412 0.02665755206027837
[ 1.22508619e-10 -1.03210755e-05 -2.82813321e-01  1.61504816e+04
 -1.44886624e+02 -1.75175709e-02  1.53821708e+02 -1.44401402e+02
  4.76989438e-01  1.54315673e+02 -1.44922059e+02 -4.21397089e-02
  1.53805961e+02 -1.44420143e+02  4.75042299e-01  1.54286226e+02
 -1.44853979e+02 -1.67004707e-02  1.53826424e+02 -1.44388916e+02
  4.66252610e-01  1.54314980e+02 -1.44905679e+02 -3.13820826e-02
  1.53822319e+02 -1.44439501e+02  4.91092432e-01  1.54289624e+02
 -1.44902585e+02  8.48214370e-03  1.53819061e+02 -1.44412841e+02
  4.86227557e-01  1.54311438e+02 -1.44903599e+02 -2.29853363e-02
  1.53809834e+02 -1.44371726e+02  4.82419292e-01  1.54302241e+02
 -1.44952538e+02 -4.28848985e-02  1.53797088e+02 -1.44410049e+02
  4.69464095e-01  1.54292551e+02 -1.44885248e+02 -3.33969408e-02
  1.53826339e+02 -1.44402467e+02  4.74526366e-01  1.54306815e+02
 -1.44937103e+02 -2.62492814e-02  1.53789854e+02 -1.44420019e+02
  4.56330153e-01  1.54290322e+02 -1.44904955e+02 -3.80182485e-02
  1.53813625e+02 -1.44390894e+02  4.89058527e-01  1.54308243e+02
 -1.44934988e+02 -4.29201372e-02  1.53802268e+02 -1.44444302e+02
  4.51831005e-01  1.54288228e+02 -1.44891157e+02 -3.53213959e-02
  1.53807327e+02 -1.44413134e+02  4.48525338e-01  1.54284599e+02
 -1.44929933e+02 -4.24131185e-02  1.53795583e+02 -1.44419039e+02
  4.59324610e-01  1.54289036e+02]
Niter:  5 row:  25 ngroup:  26 nlines:  6441 gd:  5967
[ 1.22508619e-10 -1.03210755e-05 -2.82813321e-01  1.61504816e+04
 -1.44886624e+02 -1.75175709e-02  1.53821708e+02 -1.44401402e+02
  4.76989438e-01  1.54315673e+02 -1.44922059e+02 -4.21397089e-02
  1.53805961e+02 -1.44420143e+02  4.75042299e-01  1.54286226e+02
 -1.44853979e+02 -1.67004707e-02  1.53826424e+02 -1.44388916e+02
  4.66252610e-01  1.54314980e+02 -1.44905679e+02 -3.13820826e-02
  1.53822319e+02 -1.44439501e+02  4.91092432e-01  1.54289624e+02
 -1.44902585e+02  8.48214370e-03  1.53819061e+02 -1.44412841e+02
  4.86227557e-01  1.54311438e+02 -1.44903599e+02 -2.29853363e-02
  1.53809834e+02 -1.44371726e+02  4.82419292e-01  1.54302241e+02
 -1.44952538e+02 -4.28848985e-02  1.53797088e+02 -1.44410049e+02
  4.69464095e-01  1.54292551e+02 -1.44885248e+02 -3.33969408e-02
  1.53826339e+02 -1.44402467e+02  4.74526366e-01  1.54306815e+02
 -1.44937103e+02 -2.62492814e-02  1.53789854e+02 -1.44420019e+02
  4.56330153e-01  1.54290322e+02 -1.44904955e+02 -3.80182485e-02
  1.53813625e+02 -1.44390894e+02  4.89058527e-01  1.54308243e+02
 -1.44934988e+02 -4.29201372e-02  1.53802268e+02 -1.44444302e+02
  4.51831005e-01  1.54288228e+02 -1.44891157e+02 -3.53213959e-02
  1.53807327e+02 -1.44413134e+02  4.48525338e-01  1.54284599e+02
 -1.44929933e+02 -4.24131185e-02  1.53795583e+02 -1.44419039e+02
  4.59324610e-01  1.54289036e+02]
res:  5967 -0.0008923425993998535 0.01634510465191852 0.02658961363147582
[ 1.22477813e-10 -1.03215023e-05 -2.82812114e-01  1.61504832e+04
 -1.44897155e+02 -1.21067990e-02  1.53826880e+02 -1.44411750e+02
  4.82507776e-01  1.54320813e+02 -1.44932597e+02 -3.66802103e-02
  1.53811153e+02 -1.44430615e+02  4.80462846e-01  1.54291368e+02
 -1.44864750e+02 -1.13821753e-02  1.53831442e+02 -1.44399414e+02
  4.71638226e-01  1.54320073e+02 -1.44915942e+02 -2.59955382e-02
  1.53827503e+02 -1.44449773e+02  4.96519170e-01  1.54294791e+02
 -1.44912992e+02  1.38662837e-02  1.53824236e+02 -1.44423053e+02
  4.91498378e-01  1.54316570e+02 -1.44914141e+02 -1.76073382e-02
  1.53816282e+02 -1.44382461e+02  4.87943727e-01  1.54307475e+02
 -1.44962939e+02 -3.73792273e-02  1.53802260e+02 -1.44420807e+02
  4.74940646e-01  1.54297689e+02 -1.44895723e+02 -2.79422665e-02
  1.53831449e+02 -1.44413265e+02  4.79888564e-01  1.54311972e+02
 -1.44947475e+02 -2.07458849e-02  1.53794992e+02 -1.44430604e+02
  4.61617588e-01  1.54295501e+02 -1.44915463e+02 -3.48861647e-02
  1.53818816e+02 -1.44401371e+02  4.94578460e-01  1.54313409e+02
 -1.44945388e+02 -3.75618406e-02  1.53807387e+02 -1.44454885e+02
  4.57252094e-01  1.54293446e+02 -1.44901339e+02 -2.99204828e-02
  1.53812356e+02 -1.44423360e+02  4.54026162e-01  1.54289784e+02
 -1.44939906e+02 -3.70652396e-02  1.53800817e+02 -1.44429912e+02
  4.64803044e-01  1.54294286e+02]
Niter:  6 row:  25 ngroup:  26 nlines:  6441 gd:  5965
[ 1.22477813e-10 -1.03215023e-05 -2.82812114e-01  1.61504832e+04
 -1.44897155e+02 -1.21067990e-02  1.53826880e+02 -1.44411750e+02
  4.82507776e-01  1.54320813e+02 -1.44932597e+02 -3.66802103e-02
  1.53811153e+02 -1.44430615e+02  4.80462846e-01  1.54291368e+02
 -1.44864750e+02 -1.13821753e-02  1.53831442e+02 -1.44399414e+02
  4.71638226e-01  1.54320073e+02 -1.44915942e+02 -2.59955382e-02
  1.53827503e+02 -1.44449773e+02  4.96519170e-01  1.54294791e+02
 -1.44912992e+02  1.38662837e-02  1.53824236e+02 -1.44423053e+02
  4.91498378e-01  1.54316570e+02 -1.44914141e+02 -1.76073382e-02
  1.53816282e+02 -1.44382461e+02  4.87943727e-01  1.54307475e+02
 -1.44962939e+02 -3.73792273e-02  1.53802260e+02 -1.44420807e+02
  4.74940646e-01  1.54297689e+02 -1.44895723e+02 -2.79422665e-02
  1.53831449e+02 -1.44413265e+02  4.79888564e-01  1.54311972e+02
 -1.44947475e+02 -2.07458849e-02  1.53794992e+02 -1.44430604e+02
  4.61617588e-01  1.54295501e+02 -1.44915463e+02 -3.48861647e-02
  1.53818816e+02 -1.44401371e+02  4.94578460e-01  1.54313409e+02
 -1.44945388e+02 -3.75618406e-02  1.53807387e+02 -1.44454885e+02
  4.57252094e-01  1.54293446e+02 -1.44901339e+02 -2.99204828e-02
  1.53812356e+02 -1.44423360e+02  4.54026162e-01  1.54289784e+02
 -1.44939906e+02 -3.70652396e-02  1.53800817e+02 -1.44429912e+02
  4.64803044e-01  1.54294286e+02]
res:  5965 -0.0007576601947221207 0.016239333725025062 0.02655001320829885
[ 1.22475039e-10 -1.03219205e-05 -2.82811632e-01  1.61504848e+04
 -1.44901714e+02 -7.01539276e-03  1.53828198e+02 -1.44416025e+02
  4.87645259e-01  1.54322110e+02 -1.44937160e+02 -3.15394843e-02
  1.53812499e+02 -1.44435080e+02  4.85585766e-01  1.54292664e+02
 -1.44869454e+02 -1.10608290e-02  1.53835417e+02 -1.44403939e+02
  4.76734830e-01  1.54321296e+02 -1.44920279e+02 -2.08944636e-02
  1.53828838e+02 -1.44454176e+02  4.96712490e-01  1.54296099e+02
 -1.44924259e+02  1.89826216e-02  1.53825556e+02 -1.44427359e+02
  4.96548616e-01  1.54317855e+02 -1.44918719e+02 -1.25029237e-02
  1.53818786e+02 -1.44387129e+02  4.93104681e-01  1.54308860e+02
 -1.44967374e+02 -3.22487679e-02  1.53803573e+02 -1.44425506e+02
  4.75508942e-01  1.54298983e+02 -1.44900229e+02 -2.28128742e-02
  1.53832707e+02 -1.44418019e+02  4.85003009e-01  1.54313287e+02
 -1.44945181e+02 -1.56052626e-02  1.53796265e+02 -1.44435167e+02
  4.66680714e-01  1.54296832e+02 -1.44919998e+02 -3.17838707e-02
  1.53820154e+02 -1.44405892e+02  4.99738880e-01  1.54314726e+02
 -1.44949834e+02 -3.24727640e-02  1.53808649e+02 -1.44459437e+02
  4.62381057e-01  1.54294811e+02 -1.44905631e+02 -2.48243340e-02
  1.53813533e+02 -1.44427723e+02  4.59172689e-01  1.54291114e+02
 -1.44944026e+02 -3.19524758e-02  1.53802201e+02 -1.44434689e+02
  4.69936140e-01  1.54295685e+02]
Saving figure to  wave_resid_43670005_fiber25.png
Final values:
res:  -0.0007576601947221207 0.02655001320829885
pars:  [ 1.22475039e-10 -1.03219205e-05 -2.82811632e-01  1.61504848e+04
 -1.44901714e+02 -7.01539276e-03  1.53828198e+02 -1.44416025e+02
  4.87645259e-01  1.54322110e+02 -1.44937160e+02 -3.15394843e-02
  1.53812499e+02 -1.44435080e+02  4.85585766e-01  1.54292664e+02
 -1.44869454e+02 -1.10608290e-02  1.53835417e+02 -1.44403939e+02
  4.76734830e-01  1.54321296e+02 -1.44920279e+02 -2.08944636e-02
  1.53828838e+02 -1.44454176e+02  4.96712490e-01  1.54296099e+02
 -1.44924259e+02  1.89826216e-02  1.53825556e+02 -1.44427359e+02
  4.96548616e-01  1.54317855e+02 -1.44918719e+02 -1.25029237e-02
  1.53818786e+02 -1.44387129e+02  4.93104681e-01  1.54308860e+02
 -1.44967374e+02 -3.22487679e-02  1.53803573e+02 -1.44425506e+02
  4.75508942e-01  1.54298983e+02 -1.44900229e+02 -2.28128742e-02
  1.53832707e+02 -1.44418019e+02  4.85003009e-01  1.54313287e+02
 -1.44945181e+02 -1.56052626e-02  1.53796265e+02 -1.44435167e+02
  4.66680714e-01  1.54296832e+02 -1.44919998e+02 -3.17838707e-02
  1.53820154e+02 -1.44405892e+02  4.99738880e-01  1.54314726e+02
 -1.44949834e+02 -3.24727640e-02  1.53808649e+02 -1.44459437e+02
  4.62381057e-01  1.54294811e+02 -1.44905631e+02 -2.48243340e-02
  1.53813533e+02 -1.44427723e+02  4.59172689e-01  1.54291114e+02
 -1.44944026e+02 -3.19524758e-02  1.53802201e+02 -1.44434689e+02
  4.69936140e-01  1.54295685e+02]
25 [ 1.22475039e-10 -1.03219205e-05 -2.82811632e-01  1.61504848e+04
 -1.44901714e+02 -7.01539276e-03  1.53828198e+02 -1.44416025e+02
  4.87645259e-01  1.54322110e+02 -1.44937160e+02 -3.15394843e-02
  1.53812499e+02 -1.44435080e+02  4.85585766e-01  1.54292664e+02
 -1.44869454e+02 -1.10608290e-02  1.53835417e+02 -1.44403939e+02
  4.76734830e-01  1.54321296e+02 -1.44920279e+02 -2.08944636e-02
  1.53828838e+02 -1.44454176e+02  4.96712490e-01  1.54296099e+02
 -1.44924259e+02  1.89826216e-02  1.53825556e+02 -1.44427359e+02
  4.96548616e-01  1.54317855e+02 -1.44918719e+02 -1.25029237e-02
  1.53818786e+02 -1.44387129e+02  4.93104681e-01  1.54308860e+02
 -1.44967374e+02 -3.22487679e-02  1.53803573e+02 -1.44425506e+02
  4.75508942e-01  1.54298983e+02 -1.44900229e+02 -2.28128742e-02
  1.53832707e+02 -1.44418019e+02  4.85003009e-01  1.54313287e+02
 -1.44945181e+02 -1.56052626e-02  1.53796265e+02 -1.44435167e+02
  4.66680714e-01  1.54296832e+02 -1.44919998e+02 -3.17838707e-02
  1.53820154e+02 -1.44405892e+02  4.99738880e-01  1.54314726e+02
 -1.44949834e+02 -3.24727640e-02  1.53808649e+02 -1.44459437e+02
  4.62381057e-01  1.54294811e+02 -1.44905631e+02 -2.48243340e-02
  1.53813533e+02 -1.44427723e+02  4.59172689e-01  1.54291114e+02
 -1.44944026e+02 -3.19524758e-02  1.53802201e+02 -1.44434689e+02
  4.69936140e-01  1.54295685e+02]
--- Row 27/300 row=26 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  26
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=26 ---
Niter:  0 row:  26 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 -0.0005757265953434398 0.015609453206707258 0.03961598098664583
[ 1.22379415e-10 -1.03207892e-05 -2.82809446e-01  1.61504630e+04
 -1.44920736e+02  4.58488759e-13  1.53856389e+02]
Niter:  1 row:  26 ngroup:  1 nlines:  255 gd:  234
[ 1.22379415e-10 -1.03207892e-05 -2.82809446e-01  1.61504630e+04
 -1.44920736e+02  4.58488759e-13  1.53856389e+02]
res:  234 -0.0012847649541072315 0.014242070121326833 0.026041795384902106
[ 1.22805024e-10 -1.03214666e-05 -2.82816897e-01  1.61504720e+04
 -1.44852366e+02 -8.10719191e-13  1.53846076e+02]
Niter:  2 row:  26 ngroup:  1 nlines:  255 gd:  226
[ 1.22805024e-10 -1.03214666e-05 -2.82816897e-01  1.61504720e+04
 -1.44852366e+02 -8.10719191e-13  1.53846076e+02]
res:  226 -0.0017564565805514576 0.01466416770745127 0.023149075738685056
[ 1.22923526e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
Niter:  3 row:  26 ngroup:  1 nlines:  255 gd:  227
[ 1.22923526e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
res:  227 -0.0016652147423883434 0.014691935692098923 0.02353570443326802
[ 1.22931973e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
Niter:  4 row:  26 ngroup:  1 nlines:  255 gd:  226
[ 1.22931973e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
res:  226 -0.0017564565805514576 0.014664154188722023 0.023149075738655277
[ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
Niter:  5 row:  26 ngroup:  1 nlines:  255 gd:  227
[ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
res:  227 -0.001665214695094619 0.014691935717564775 0.02353570443337055
[ 1.22931973e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
Niter:  6 row:  26 ngroup:  1 nlines:  255 gd:  226
[ 1.22931973e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
res:  226 -0.0017564565805514576 0.014664154175989097 0.023149075738603617
[ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
Final values:
res:  -0.0017564565805514576 0.023149075738603617
pars:  [ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
26 [ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02]
elapsed: 2.9 sec.
Niter:  0 row:  26 ngroup:  26 nlines:  6605 gd:  6605
[ 1.22923522e-10 -1.03213723e-05 -2.82821633e-01  1.61504730e+04
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02 -1.44811068e+02 -1.47967255e-11
  1.53825099e+02 -1.44811068e+02 -1.47967255e-11  1.53825099e+02
 -1.44811068e+02 -1.47967255e-11  1.53825099e+02 -1.44811068e+02
 -1.47967255e-11  1.53825099e+02]
res:  6605 0.0013119512714183656 0.016736213525291532 0.04038286683042993
[ 1.22923534e-10 -1.03213733e-05 -2.82821605e-01  1.61504714e+04
 -1.44815473e+02  2.96615526e-02  1.53811629e+02 -1.44304005e+02
  5.45375102e-01  1.54315292e+02 -1.44843781e+02 -2.85475427e-03
  1.53819973e+02 -1.44347398e+02  4.84532646e-01  1.54291650e+02
 -1.44852754e+02  1.89067412e-02  1.53821388e+02 -1.44337156e+02
  5.48561209e-01  1.54325277e+02 -1.44801739e+02  1.58496401e-02
  1.53818833e+02 -1.44331342e+02  5.17808830e-01  1.54305049e+02
 -1.44816508e+02  3.77983499e-02  1.53827098e+02 -1.44346936e+02
  5.29338908e-01  1.54311376e+02 -1.44796616e+02  1.91668634e-02
  1.53825897e+02 -1.44324188e+02  5.03740242e-01  1.54317331e+02
 -1.44875377e+02 -2.75464158e-02  1.53804911e+02 -1.44337450e+02
  4.90525946e-01  1.54296767e+02 -1.44799106e+02  1.32178672e-02
  1.53840394e+02 -1.44333320e+02  5.23238975e-01  1.54329174e+02
 -1.44837452e+02 -3.71687702e-03  1.53802409e+02 -1.44366340e+02
  5.15778426e-01  1.54311516e+02 -1.44831852e+02  1.89162712e-02
  1.53820701e+02 -1.44306222e+02  5.37157214e-01  1.54326896e+02
 -1.44802263e+02  6.88186696e-04  1.53798924e+02 -1.44331573e+02
  4.69743278e-01  1.54301341e+02 -1.44860167e+02  7.57917477e-03
  1.53823251e+02 -1.44341632e+02  5.14127623e-01  1.54314035e+02
 -1.44844649e+02 -1.08900529e-02  1.53807435e+02 -1.44386378e+02
  5.04061283e-01  1.54288159e+02]
Niter:  1 row:  26 ngroup:  26 nlines:  6605 gd:  6064
[ 1.22923534e-10 -1.03213733e-05 -2.82821605e-01  1.61504714e+04
 -1.44815473e+02  2.96615526e-02  1.53811629e+02 -1.44304005e+02
  5.45375102e-01  1.54315292e+02 -1.44843781e+02 -2.85475427e-03
  1.53819973e+02 -1.44347398e+02  4.84532646e-01  1.54291650e+02
 -1.44852754e+02  1.89067412e-02  1.53821388e+02 -1.44337156e+02
  5.48561209e-01  1.54325277e+02 -1.44801739e+02  1.58496401e-02
  1.53818833e+02 -1.44331342e+02  5.17808830e-01  1.54305049e+02
 -1.44816508e+02  3.77983499e-02  1.53827098e+02 -1.44346936e+02
  5.29338908e-01  1.54311376e+02 -1.44796616e+02  1.91668634e-02
  1.53825897e+02 -1.44324188e+02  5.03740242e-01  1.54317331e+02
 -1.44875377e+02 -2.75464158e-02  1.53804911e+02 -1.44337450e+02
  4.90525946e-01  1.54296767e+02 -1.44799106e+02  1.32178672e-02
  1.53840394e+02 -1.44333320e+02  5.23238975e-01  1.54329174e+02
 -1.44837452e+02 -3.71687702e-03  1.53802409e+02 -1.44366340e+02
  5.15778426e-01  1.54311516e+02 -1.44831852e+02  1.89162712e-02
  1.53820701e+02 -1.44306222e+02  5.37157214e-01  1.54326896e+02
 -1.44802263e+02  6.88186696e-04  1.53798924e+02 -1.44331573e+02
  4.69743278e-01  1.54301341e+02 -1.44860167e+02  7.57917477e-03
  1.53823251e+02 -1.44341632e+02  5.14127623e-01  1.54314035e+02
 -1.44844649e+02 -1.08900529e-02  1.53807435e+02 -1.44386378e+02
  5.04061283e-01  1.54288159e+02]
res:  6064 -0.00047231779535650276 0.016556681741349166 0.02681640877885615
[ 1.22923547e-10 -1.03213743e-05 -2.82821576e-01  1.61504698e+04
 -1.44830703e+02 -4.50475942e-03  1.53811588e+02 -1.44312537e+02
  5.15320191e-01  1.54309024e+02 -1.44843144e+02 -2.40534352e-02
  1.53803888e+02 -1.44363227e+02  4.76989080e-01  1.54287060e+02
 -1.44842117e+02 -8.99754199e-03  1.53810098e+02 -1.44349554e+02
  5.20062431e-01  1.54314555e+02 -1.44803259e+02 -2.49557184e-02
  1.53801818e+02 -1.44337993e+02  4.75906050e-01  1.54289109e+02
 -1.44836860e+02  9.66300369e-03  1.53815252e+02 -1.44335529e+02
  5.02023404e-01  1.54300749e+02 -1.44817299e+02  1.25356720e-02
  1.53808724e+02 -1.44311767e+02  4.81995474e-01  1.54312752e+02
 -1.44871236e+02 -3.51463478e-02  1.53798522e+02 -1.44349947e+02
  4.67508445e-01  1.54275418e+02 -1.44814181e+02 -3.45715243e-03
  1.53834761e+02 -1.44341039e+02  5.04559981e-01  1.54321533e+02
 -1.44835070e+02 -2.68128559e-02  1.53795873e+02 -1.44378673e+02
  4.97945750e-01  1.54303324e+02 -1.44824826e+02 -1.20722851e-03
  1.53811464e+02 -1.44316728e+02  5.08180037e-01  1.54312189e+02
 -1.44851737e+02 -2.89778338e-02  1.53793859e+02 -1.44359739e+02
  4.48150206e-01  1.54279774e+02 -1.44846928e+02 -3.06636559e-02
  1.53809822e+02 -1.44346387e+02  4.85765343e-01  1.54310308e+02
 -1.44835529e+02 -2.32517651e-02  1.53796176e+02 -1.44383558e+02
  4.74663412e-01  1.54281159e+02]
Niter:  2 row:  26 ngroup:  26 nlines:  6605 gd:  6065
[ 1.22923547e-10 -1.03213743e-05 -2.82821576e-01  1.61504698e+04
 -1.44830703e+02 -4.50475942e-03  1.53811588e+02 -1.44312537e+02
  5.15320191e-01  1.54309024e+02 -1.44843144e+02 -2.40534352e-02
  1.53803888e+02 -1.44363227e+02  4.76989080e-01  1.54287060e+02
 -1.44842117e+02 -8.99754199e-03  1.53810098e+02 -1.44349554e+02
  5.20062431e-01  1.54314555e+02 -1.44803259e+02 -2.49557184e-02
  1.53801818e+02 -1.44337993e+02  4.75906050e-01  1.54289109e+02
 -1.44836860e+02  9.66300369e-03  1.53815252e+02 -1.44335529e+02
  5.02023404e-01  1.54300749e+02 -1.44817299e+02  1.25356720e-02
  1.53808724e+02 -1.44311767e+02  4.81995474e-01  1.54312752e+02
 -1.44871236e+02 -3.51463478e-02  1.53798522e+02 -1.44349947e+02
  4.67508445e-01  1.54275418e+02 -1.44814181e+02 -3.45715243e-03
  1.53834761e+02 -1.44341039e+02  5.04559981e-01  1.54321533e+02
 -1.44835070e+02 -2.68128559e-02  1.53795873e+02 -1.44378673e+02
  4.97945750e-01  1.54303324e+02 -1.44824826e+02 -1.20722851e-03
  1.53811464e+02 -1.44316728e+02  5.08180037e-01  1.54312189e+02
 -1.44851737e+02 -2.89778338e-02  1.53793859e+02 -1.44359739e+02
  4.48150206e-01  1.54279774e+02 -1.44846928e+02 -3.06636559e-02
  1.53809822e+02 -1.44346387e+02  4.85765343e-01  1.54310308e+02
 -1.44835529e+02 -2.32517651e-02  1.53796176e+02 -1.44383558e+02
  4.74663412e-01  1.54281159e+02]
res:  6065 -0.0005694715691788588 0.016651740237648482 0.0267882669651988
[ 1.22923559e-10 -1.03213754e-05 -2.82821548e-01  1.61504681e+04
 -1.44837703e+02 -1.38079553e-02  1.53806828e+02 -1.44319549e+02
  5.09617644e-01  1.54304267e+02 -1.44850147e+02 -2.97603070e-02
  1.53799125e+02 -1.44370269e+02  4.71275202e-01  1.54282297e+02
 -1.44849127e+02 -1.83436229e-02  1.53805340e+02 -1.44350481e+02
  5.14367601e-01  1.54309793e+02 -1.44810272e+02 -3.39732347e-02
  1.53794783e+02 -1.44339380e+02  4.66816987e-01  1.54284351e+02
 -1.44843859e+02  3.95391051e-03  1.53810493e+02 -1.44342564e+02
  4.88519241e-01  1.54295994e+02 -1.44824312e+02  6.81974472e-03
  1.53803963e+02 -1.44318764e+02  4.76300421e-01  1.54307995e+02
 -1.44873031e+02 -4.08323343e-02  1.53793762e+02 -1.44356970e+02
  4.57985996e-01  1.54270668e+02 -1.44815226e+02 -9.14977050e-03
  1.53829997e+02 -1.44348029e+02  4.98870255e-01  1.54316772e+02
 -1.44836650e+02 -4.27639951e-02  1.53791108e+02 -1.44385691e+02
  4.88777558e-01  1.54298562e+02 -1.44819386e+02 -1.04843189e-02
  1.53806706e+02 -1.44323741e+02  4.99035324e-01  1.54307422e+02
 -1.44864868e+02 -4.53774170e-02  1.53789109e+02 -1.44366759e+02
  4.42448101e-01  1.54275008e+02 -1.44853935e+02 -3.63620023e-02
  1.53805064e+02 -1.44353387e+02  4.80050420e-01  1.54305538e+02
 -1.44842548e+02 -2.89450165e-02  1.53791416e+02 -1.44384206e+02
  4.65266538e-01  1.54276397e+02]
Niter:  3 row:  26 ngroup:  26 nlines:  6605 gd:  6068
[ 1.22923559e-10 -1.03213754e-05 -2.82821548e-01  1.61504681e+04
 -1.44837703e+02 -1.38079553e-02  1.53806828e+02 -1.44319549e+02
  5.09617644e-01  1.54304267e+02 -1.44850147e+02 -2.97603070e-02
  1.53799125e+02 -1.44370269e+02  4.71275202e-01  1.54282297e+02
 -1.44849127e+02 -1.83436229e-02  1.53805340e+02 -1.44350481e+02
  5.14367601e-01  1.54309793e+02 -1.44810272e+02 -3.39732347e-02
  1.53794783e+02 -1.44339380e+02  4.66816987e-01  1.54284351e+02
 -1.44843859e+02  3.95391051e-03  1.53810493e+02 -1.44342564e+02
  4.88519241e-01  1.54295994e+02 -1.44824312e+02  6.81974472e-03
  1.53803963e+02 -1.44318764e+02  4.76300421e-01  1.54307995e+02
 -1.44873031e+02 -4.08323343e-02  1.53793762e+02 -1.44356970e+02
  4.57985996e-01  1.54270668e+02 -1.44815226e+02 -9.14977050e-03
  1.53829997e+02 -1.44348029e+02  4.98870255e-01  1.54316772e+02
 -1.44836650e+02 -4.27639951e-02  1.53791108e+02 -1.44385691e+02
  4.88777558e-01  1.54298562e+02 -1.44819386e+02 -1.04843189e-02
  1.53806706e+02 -1.44323741e+02  4.99035324e-01  1.54307422e+02
 -1.44864868e+02 -4.53774170e-02  1.53789109e+02 -1.44366759e+02
  4.42448101e-01  1.54275008e+02 -1.44853935e+02 -3.63620023e-02
  1.53805064e+02 -1.44353387e+02  4.80050420e-01  1.54305538e+02
 -1.44842548e+02 -2.89450165e-02  1.53791416e+02 -1.44384206e+02
  4.65266538e-01  1.54276397e+02]
res:  6068 -0.0008096584897430148 0.016725014185794862 0.02679185439084526
[ 1.22470756e-10 -1.03213765e-05 -2.82811759e-01  1.61504698e+04
 -1.44901177e+02 -6.79183812e-03  1.53861968e+02 -1.44383370e+02
  5.16363559e-01  1.54359339e+02 -1.44912883e+02 -2.29707977e-02
  1.53854281e+02 -1.44435857e+02  4.77483948e-01  1.54337385e+02
 -1.44912705e+02 -1.20520716e-02  1.53860395e+02 -1.44414531e+02
  5.21699191e-01  1.54364913e+02 -1.44874269e+02 -2.74508454e-02
  1.53849851e+02 -1.44403674e+02  4.74265512e-01  1.54339687e+02
 -1.44907271e+02  1.04398314e-02  1.53865710e+02 -1.44407501e+02
  4.96457802e-01  1.54351118e+02 -1.44888084e+02  1.32487197e-02
  1.53859009e+02 -1.44381852e+02  4.83550863e-01  1.54363078e+02
 -1.44936687e+02 -3.28233151e-02  1.53848811e+02 -1.44421395e+02
  4.64982125e-01  1.54325915e+02 -1.44880504e+02 -1.69991566e-03
  1.53885092e+02 -1.44410685e+02  5.06403109e-01  1.54371771e+02
 -1.44899703e+02 -3.58962906e-02  1.53846144e+02 -1.44449645e+02
  4.94807228e-01  1.54353748e+02 -1.44884636e+02 -3.91298246e-03
  1.53861759e+02 -1.44387321e+02  5.05663567e-01  1.54362424e+02
 -1.44929068e+02 -3.91334524e-02  1.53844257e+02 -1.44430975e+02
  4.48880354e-01  1.54330021e+02 -1.44917398e+02 -2.94028459e-02
  1.53860321e+02 -1.44416899e+02  4.86130439e-01  1.54360507e+02
 -1.44906621e+02 -2.13940602e-02  1.53846496e+02 -1.44448792e+02
  4.73512722e-01  1.54331698e+02]
Niter:  4 row:  26 ngroup:  26 nlines:  6605 gd:  6080
[ 1.22470756e-10 -1.03213765e-05 -2.82811759e-01  1.61504698e+04
 -1.44901177e+02 -6.79183812e-03  1.53861968e+02 -1.44383370e+02
  5.16363559e-01  1.54359339e+02 -1.44912883e+02 -2.29707977e-02
  1.53854281e+02 -1.44435857e+02  4.77483948e-01  1.54337385e+02
 -1.44912705e+02 -1.20520716e-02  1.53860395e+02 -1.44414531e+02
  5.21699191e-01  1.54364913e+02 -1.44874269e+02 -2.74508454e-02
  1.53849851e+02 -1.44403674e+02  4.74265512e-01  1.54339687e+02
 -1.44907271e+02  1.04398314e-02  1.53865710e+02 -1.44407501e+02
  4.96457802e-01  1.54351118e+02 -1.44888084e+02  1.32487197e-02
  1.53859009e+02 -1.44381852e+02  4.83550863e-01  1.54363078e+02
 -1.44936687e+02 -3.28233151e-02  1.53848811e+02 -1.44421395e+02
  4.64982125e-01  1.54325915e+02 -1.44880504e+02 -1.69991566e-03
  1.53885092e+02 -1.44410685e+02  5.06403109e-01  1.54371771e+02
 -1.44899703e+02 -3.58962906e-02  1.53846144e+02 -1.44449645e+02
  4.94807228e-01  1.54353748e+02 -1.44884636e+02 -3.91298246e-03
  1.53861759e+02 -1.44387321e+02  5.05663567e-01  1.54362424e+02
 -1.44929068e+02 -3.91334524e-02  1.53844257e+02 -1.44430975e+02
  4.48880354e-01  1.54330021e+02 -1.44917398e+02 -2.94028459e-02
  1.53860321e+02 -1.44416899e+02  4.86130439e-01  1.54360507e+02
 -1.44906621e+02 -2.13940602e-02  1.53846496e+02 -1.44448792e+02
  4.73512722e-01  1.54331698e+02]
res:  6080 -0.0007262426897796104 0.01668159140899661 0.02690028480778912
[ 1.22470743e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
Niter:  5 row:  26 ngroup:  26 nlines:  6605 gd:  6080
[ 1.22470743e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
res:  6080 -0.0005998340384394396 0.016682122339261696 0.026897038680842356
[ 1.22442145e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
Niter:  6 row:  26 ngroup:  26 nlines:  6605 gd:  6081
[ 1.22442145e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
res:  6081 -0.0006006111834722105 0.01668210717252805 0.026911414334344404
[ 1.22441953e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
Saving figure to  wave_resid_43670005_fiber26.png
Final values:
res:  -0.0006006111834722105 0.026911414334344404
pars:  [ 1.22441953e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
26 [ 1.22441953e-10 -1.03213775e-05 -2.82811787e-01  1.61504714e+04
 -1.44882887e+02 -1.53474707e-03  1.53865247e+02 -1.44375078e+02
  5.21632855e-01  1.54362654e+02 -1.44894334e+02 -1.39337900e-02
  1.53857557e+02 -1.44433294e+02  4.82791755e-01  1.54340647e+02
 -1.44894073e+02  4.23025947e-04  1.53867695e+02 -1.44406108e+02
  5.26903504e-01  1.54368222e+02 -1.44866240e+02 -2.21541969e-02
  1.53853243e+02 -1.44395283e+02  4.79914164e-01  1.54344930e+02
 -1.44893587e+02  1.57278817e-02  1.53868953e+02 -1.44393026e+02
  5.05029489e-01  1.54352414e+02 -1.44874330e+02  1.47790784e-02
  1.53862337e+02 -1.44368329e+02  4.92417590e-01  1.54370363e+02
 -1.44917947e+02 -3.17286040e-02  1.53852109e+02 -1.44407286e+02
  4.73676329e-01  1.54329257e+02 -1.44871890e+02  3.51762502e-03
  1.53890383e+02 -1.44397449e+02  5.15192945e-01  1.54375146e+02
 -1.44891949e+02 -1.92271211e-02  1.53849456e+02 -1.44435860e+02
  5.03884016e-01  1.54357069e+02 -1.44876282e+02  1.76484683e-03
  1.53865042e+02 -1.44373941e+02  5.14651125e-01  1.54365751e+02
 -1.44914736e+02 -2.59790116e-02  1.53847603e+02 -1.44416898e+02
  4.54174254e-01  1.54333285e+02 -1.44903814e+02 -2.41510180e-02
  1.53863563e+02 -1.44403075e+02  4.91457428e-01  1.54363770e+02
 -1.44892820e+02 -1.61912797e-02  1.53849808e+02 -1.44435327e+02
  4.81966498e-01  1.54334934e+02]
--- Row 28/300 row=27 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  27
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=27 ---
Niter:  0 row:  27 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.0023095500000636093 0.015670135702748667 0.0367664639453998
[ 1.21548662e-10 -1.03225487e-05 -2.82805714e-01  1.61504370e+04
 -1.44954013e+02 -2.24011503e-13  1.53850123e+02]
Niter:  1 row:  27 ngroup:  1 nlines:  239 gd:  226
[ 1.21548662e-10 -1.03225487e-05 -2.82805714e-01  1.61504370e+04
 -1.44954013e+02 -2.24011503e-13  1.53850123e+02]
res:  226 -0.00036443965109356213 0.014541764960085857 0.02686299639242967
[ 1.22385063e-10 -1.03215637e-05 -2.82810652e-01  1.61504446e+04
 -1.44897036e+02  4.77262768e-12  1.53882431e+02]
Niter:  2 row:  27 ngroup:  1 nlines:  239 gd:  219
[ 1.22385063e-10 -1.03215637e-05 -2.82810652e-01  1.61504446e+04
 -1.44897036e+02  4.77262768e-12  1.53882431e+02]
res:  219 -0.0001026867757900618 0.014107681503446656 0.024202844448230693
[ 1.22370229e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
Niter:  3 row:  27 ngroup:  1 nlines:  239 gd:  217
[ 1.22370229e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
res:  217 -0.0004035041001770878 0.014252182299969718 0.023528869831418567
[ 1.22413006e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
Niter:  4 row:  27 ngroup:  1 nlines:  239 gd:  216
[ 1.22413006e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
res:  216 -0.00045558338752016425 0.014270602925535059 0.023198974871639785
[ 1.22418460e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
Niter:  5 row:  27 ngroup:  1 nlines:  239 gd:  216
[ 1.22418460e-10 -1.03213126e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
res:  216 -0.00039670934529567603 0.014248003597458592 0.02319932603576267
[ 1.22413564e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
Niter:  6 row:  27 ngroup:  1 nlines:  239 gd:  216
[ 1.22413564e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
res:  216 -0.00044718225399265066 0.014265856041674851 0.023198953396320922
[ 1.22418849e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
Final values:
res:  -0.00044718225399265066 0.023198953396320922
pars:  [ 1.22418849e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
27 [ 1.22418849e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02]
elapsed: 3.0 sec.
Niter:  0 row:  27 ngroup:  26 nlines:  6425 gd:  6425
[ 1.22418849e-10 -1.03213153e-05 -2.82814709e-01  1.61504445e+04
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02 -1.44856120e+02  1.55775795e-09
  1.53860341e+02 -1.44856120e+02  1.55775795e-09  1.53860341e+02
 -1.44856120e+02  1.55775795e-09  1.53860341e+02 -1.44856120e+02
  1.55775795e-09  1.53860341e+02]
res:  6425 0.0003786999477597419 0.016094043072371278 0.037870526957795414
[ 1.22418862e-10 -1.03213163e-05 -2.82814681e-01  1.61504429e+04
 -1.44866491e+02  2.27556357e-02  1.53862288e+02 -1.44370647e+02
  5.06063503e-01  1.54344208e+02 -1.44903949e+02  3.31905005e-03
  1.53830314e+02 -1.44382952e+02  4.92858321e-01  1.54324513e+02
 -1.44877832e+02  1.42834891e-03  1.53860356e+02 -1.44388409e+02
  5.47608019e-01  1.54342277e+02 -1.44870081e+02  7.42283723e-03
  1.53852859e+02 -1.44387192e+02  5.01064256e-01  1.54306881e+02
 -1.44862433e+02  7.53275189e-03  1.53850358e+02 -1.44344588e+02
  5.33021207e-01  1.54344258e+02 -1.44885104e+02  2.73869684e-02
  1.53852940e+02 -1.44380249e+02  5.14268283e-01  1.54336960e+02
 -1.44913169e+02 -2.54114205e-02  1.53841269e+02 -1.44395289e+02
  4.93511204e-01  1.54331608e+02 -1.44863044e+02  6.34261879e-03
  1.53858451e+02 -1.44409211e+02  5.09143427e-01  1.54346060e+02
 -1.44868395e+02  3.31226201e-03  1.53840560e+02 -1.44396492e+02
  5.22290318e-01  1.54339269e+02 -1.44872091e+02  7.35309243e-03
  1.53863192e+02 -1.44365306e+02  5.14352916e-01  1.54348889e+02
 -1.44912051e+02 -2.98141613e-02  1.53835221e+02 -1.44390678e+02
  4.68860590e-01  1.54327467e+02 -1.44898861e+02  1.02001895e-02
  1.53850565e+02 -1.44430222e+02  5.03331879e-01  1.54346365e+02
 -1.44920822e+02 -2.33146943e-02  1.53827699e+02 -1.44410018e+02
  4.66477133e-01  1.54325273e+02]
Niter:  1 row:  27 ngroup:  26 nlines:  6425 gd:  5916
[ 1.22418862e-10 -1.03213163e-05 -2.82814681e-01  1.61504429e+04
 -1.44866491e+02  2.27556357e-02  1.53862288e+02 -1.44370647e+02
  5.06063503e-01  1.54344208e+02 -1.44903949e+02  3.31905005e-03
  1.53830314e+02 -1.44382952e+02  4.92858321e-01  1.54324513e+02
 -1.44877832e+02  1.42834891e-03  1.53860356e+02 -1.44388409e+02
  5.47608019e-01  1.54342277e+02 -1.44870081e+02  7.42283723e-03
  1.53852859e+02 -1.44387192e+02  5.01064256e-01  1.54306881e+02
 -1.44862433e+02  7.53275189e-03  1.53850358e+02 -1.44344588e+02
  5.33021207e-01  1.54344258e+02 -1.44885104e+02  2.73869684e-02
  1.53852940e+02 -1.44380249e+02  5.14268283e-01  1.54336960e+02
 -1.44913169e+02 -2.54114205e-02  1.53841269e+02 -1.44395289e+02
  4.93511204e-01  1.54331608e+02 -1.44863044e+02  6.34261879e-03
  1.53858451e+02 -1.44409211e+02  5.09143427e-01  1.54346060e+02
 -1.44868395e+02  3.31226201e-03  1.53840560e+02 -1.44396492e+02
  5.22290318e-01  1.54339269e+02 -1.44872091e+02  7.35309243e-03
  1.53863192e+02 -1.44365306e+02  5.14352916e-01  1.54348889e+02
 -1.44912051e+02 -2.98141613e-02  1.53835221e+02 -1.44390678e+02
  4.68860590e-01  1.54327467e+02 -1.44898861e+02  1.02001895e-02
  1.53850565e+02 -1.44430222e+02  5.03331879e-01  1.54346365e+02
 -1.44920822e+02 -2.33146943e-02  1.53827699e+02 -1.44410018e+02
  4.66477133e-01  1.54325273e+02]
res:  5916 -0.0008274325373349711 0.016034556945669465 0.025693717530285966
[ 1.22418849e-10 -1.03213174e-05 -2.82814709e-01  1.61504413e+04
 -1.44866800e+02 -7.33147011e-03  1.53850132e+02 -1.44367717e+02
  4.91132455e-01  1.54339901e+02 -1.44911477e+02 -2.05356544e-02
  1.53823286e+02 -1.44388976e+02  4.73823311e-01  1.54320903e+02
 -1.44879872e+02 -2.60063709e-02  1.53850075e+02 -1.44388329e+02
  5.10382541e-01  1.54339504e+02 -1.44872199e+02 -6.34504307e-03
  1.53840331e+02 -1.44400383e+02  4.80413968e-01  1.54307797e+02
 -1.44876215e+02 -1.28310299e-02  1.53843349e+02 -1.44383336e+02
  4.96609596e-01  1.54329762e+02 -1.44904221e+02  1.23503581e-02
  1.53848675e+02 -1.44386256e+02  5.02408577e-01  1.54331574e+02
 -1.44930809e+02 -5.45087799e-02  1.53835820e+02 -1.44408174e+02
  4.65967359e-01  1.54323592e+02 -1.44863492e+02 -5.12342011e-03
  1.53851775e+02 -1.44388256e+02  4.86747512e-01  1.54339943e+02
 -1.44877067e+02 -1.04813996e-02  1.53838365e+02 -1.44398913e+02
  4.91644316e-01  1.54333078e+02 -1.44897748e+02 -2.30598292e-04
  1.53848163e+02 -1.44366561e+02  4.89743311e-01  1.54345480e+02
 -1.44911839e+02 -4.85461795e-02  1.53823211e+02 -1.44407299e+02
  4.52647297e-01  1.54316181e+02 -1.44905189e+02 -8.19593733e-03
  1.53845505e+02 -1.44402664e+02  4.87140326e-01  1.54338955e+02
 -1.44908357e+02 -4.79599512e-02  1.53821923e+02 -1.44413665e+02
  4.35162960e-01  1.54311690e+02]
Niter:  2 row:  27 ngroup:  26 nlines:  6425 gd:  5917
[ 1.22418849e-10 -1.03213174e-05 -2.82814709e-01  1.61504413e+04
 -1.44866800e+02 -7.33147011e-03  1.53850132e+02 -1.44367717e+02
  4.91132455e-01  1.54339901e+02 -1.44911477e+02 -2.05356544e-02
  1.53823286e+02 -1.44388976e+02  4.73823311e-01  1.54320903e+02
 -1.44879872e+02 -2.60063709e-02  1.53850075e+02 -1.44388329e+02
  5.10382541e-01  1.54339504e+02 -1.44872199e+02 -6.34504307e-03
  1.53840331e+02 -1.44400383e+02  4.80413968e-01  1.54307797e+02
 -1.44876215e+02 -1.28310299e-02  1.53843349e+02 -1.44383336e+02
  4.96609596e-01  1.54329762e+02 -1.44904221e+02  1.23503581e-02
  1.53848675e+02 -1.44386256e+02  5.02408577e-01  1.54331574e+02
 -1.44930809e+02 -5.45087799e-02  1.53835820e+02 -1.44408174e+02
  4.65967359e-01  1.54323592e+02 -1.44863492e+02 -5.12342011e-03
  1.53851775e+02 -1.44388256e+02  4.86747512e-01  1.54339943e+02
 -1.44877067e+02 -1.04813996e-02  1.53838365e+02 -1.44398913e+02
  4.91644316e-01  1.54333078e+02 -1.44897748e+02 -2.30598292e-04
  1.53848163e+02 -1.44366561e+02  4.89743311e-01  1.54345480e+02
 -1.44911839e+02 -4.85461795e-02  1.53823211e+02 -1.44407299e+02
  4.52647297e-01  1.54316181e+02 -1.44905189e+02 -8.19593733e-03
  1.53845505e+02 -1.44402664e+02  4.87140326e-01  1.54338955e+02
 -1.44908357e+02 -4.79599512e-02  1.53821923e+02 -1.44413665e+02
  4.35162960e-01  1.54311690e+02]
res:  5917 -0.0008847672670526663 0.01609261041812715 0.025646011492507517
[ 1.22418837e-10 -1.03213184e-05 -2.82814737e-01  1.61504429e+04
 -1.44854000e+02 -5.71918326e-03  1.53852629e+02 -1.44355031e+02
  4.93012707e-01  1.54346731e+02 -1.44904511e+02 -2.28555614e-02
  1.53828020e+02 -1.44381998e+02  4.79523342e-01  1.54325633e+02
 -1.44872893e+02 -2.70567740e-02  1.53854808e+02 -1.44381363e+02
  5.16072838e-01  1.54344233e+02 -1.44859932e+02 -4.24016907e-03
  1.53845066e+02 -1.44393409e+02  4.86104910e-01  1.54314457e+02
 -1.44869242e+02 -1.07827008e-02  1.53848077e+02 -1.44382546e+02
  4.88218037e-01  1.54334499e+02 -1.44897272e+02  1.44687015e-02
  1.53853409e+02 -1.44379290e+02  5.08104372e-01  1.54338461e+02
 -1.44923832e+02 -5.57973305e-02  1.53840554e+02 -1.44401199e+02
  4.71658751e-01  1.54328325e+02 -1.44856535e+02  5.65148832e-04
  1.53856507e+02 -1.44371900e+02  4.85297102e-01  1.54346946e+02
 -1.44870103e+02 -4.77550470e-03  1.53843091e+02 -1.44391939e+02
  4.90544876e-01  1.54340040e+02 -1.44890805e+02  5.45869783e-03
  1.53850592e+02 -1.44359589e+02  4.91993760e-01  1.54354049e+02
 -1.44904869e+02 -4.64061611e-02  1.53827939e+02 -1.44400336e+02
  4.58340350e-01  1.54318587e+02 -1.44892944e+02 -2.51569017e-03
  1.53850242e+02 -1.44390679e+02  4.92833761e-01  1.54343688e+02
 -1.44895889e+02 -4.22410750e-02  1.53826657e+02 -1.44406707e+02
  4.36765390e-01  1.54316422e+02]
Niter:  3 row:  27 ngroup:  26 nlines:  6425 gd:  5924
[ 1.22418837e-10 -1.03213184e-05 -2.82814737e-01  1.61504429e+04
 -1.44854000e+02 -5.71918326e-03  1.53852629e+02 -1.44355031e+02
  4.93012707e-01  1.54346731e+02 -1.44904511e+02 -2.28555614e-02
  1.53828020e+02 -1.44381998e+02  4.79523342e-01  1.54325633e+02
 -1.44872893e+02 -2.70567740e-02  1.53854808e+02 -1.44381363e+02
  5.16072838e-01  1.54344233e+02 -1.44859932e+02 -4.24016907e-03
  1.53845066e+02 -1.44393409e+02  4.86104910e-01  1.54314457e+02
 -1.44869242e+02 -1.07827008e-02  1.53848077e+02 -1.44382546e+02
  4.88218037e-01  1.54334499e+02 -1.44897272e+02  1.44687015e-02
  1.53853409e+02 -1.44379290e+02  5.08104372e-01  1.54338461e+02
 -1.44923832e+02 -5.57973305e-02  1.53840554e+02 -1.44401199e+02
  4.71658751e-01  1.54328325e+02 -1.44856535e+02  5.65148832e-04
  1.53856507e+02 -1.44371900e+02  4.85297102e-01  1.54346946e+02
 -1.44870103e+02 -4.77550470e-03  1.53843091e+02 -1.44391939e+02
  4.90544876e-01  1.54340040e+02 -1.44890805e+02  5.45869783e-03
  1.53850592e+02 -1.44359589e+02  4.91993760e-01  1.54354049e+02
 -1.44904869e+02 -4.64061611e-02  1.53827939e+02 -1.44400336e+02
  4.58340350e-01  1.54318587e+02 -1.44892944e+02 -2.51569017e-03
  1.53850242e+02 -1.44390679e+02  4.92833761e-01  1.54343688e+02
 -1.44895889e+02 -4.22410750e-02  1.53826657e+02 -1.44406707e+02
  4.36765390e-01  1.54316422e+02]
res:  5924 -0.0006316790968412533 0.01612707140520797 0.025726251521762934
[ 1.22365721e-10 -1.03216807e-05 -2.82814004e-01  1.61504445e+04
 -1.44858438e+02 -4.39551469e-03  1.53854649e+02 -1.44359412e+02
  4.94588293e-01  1.54348641e+02 -1.44902376e+02 -2.55538839e-02
  1.53830105e+02 -1.44386348e+02  4.85084256e-01  1.54327609e+02
 -1.44877241e+02 -2.14728073e-02  1.53856820e+02 -1.44385572e+02
  5.21702800e-01  1.54346185e+02 -1.44858188e+02  1.22386243e-03
  1.53847142e+02 -1.44397722e+02  4.91684945e-01  1.54316417e+02
 -1.44873522e+02 -5.24984419e-03  1.53850024e+02 -1.44408429e+02
  4.93766910e-01  1.54336593e+02 -1.44901304e+02  2.01214224e-02
  1.53855429e+02 -1.44383486e+02  5.13684122e-01  1.54340364e+02
 -1.44928153e+02 -5.02352511e-02  1.53842618e+02 -1.44405495e+02
  4.77263504e-01  1.54330343e+02 -1.44860645e+02  6.16283810e-03
  1.53858503e+02 -1.44369230e+02  4.90884178e-01  1.54349034e+02
 -1.44874287e+02  7.59493345e-04  1.53844993e+02 -1.44396233e+02
  4.96110734e-01  1.54342100e+02 -1.44894815e+02  1.50096542e-02
  1.53852710e+02 -1.44363893e+02  4.89101582e-01  1.54355981e+02
 -1.44909125e+02 -4.08811159e-02  1.53829913e+02 -1.44404505e+02
  4.63943937e-01  1.54320572e+02 -1.44897155e+02  3.12309204e-03
  1.53852332e+02 -1.44395123e+02  4.98410969e-01  1.54345723e+02
 -1.44900197e+02 -3.67749362e-02  1.53828712e+02 -1.44410841e+02
  4.42370935e-01  1.54318423e+02]
Niter:  4 row:  27 ngroup:  26 nlines:  6425 gd:  5928
[ 1.22365721e-10 -1.03216807e-05 -2.82814004e-01  1.61504445e+04
 -1.44858438e+02 -4.39551469e-03  1.53854649e+02 -1.44359412e+02
  4.94588293e-01  1.54348641e+02 -1.44902376e+02 -2.55538839e-02
  1.53830105e+02 -1.44386348e+02  4.85084256e-01  1.54327609e+02
 -1.44877241e+02 -2.14728073e-02  1.53856820e+02 -1.44385572e+02
  5.21702800e-01  1.54346185e+02 -1.44858188e+02  1.22386243e-03
  1.53847142e+02 -1.44397722e+02  4.91684945e-01  1.54316417e+02
 -1.44873522e+02 -5.24984419e-03  1.53850024e+02 -1.44408429e+02
  4.93766910e-01  1.54336593e+02 -1.44901304e+02  2.01214224e-02
  1.53855429e+02 -1.44383486e+02  5.13684122e-01  1.54340364e+02
 -1.44928153e+02 -5.02352511e-02  1.53842618e+02 -1.44405495e+02
  4.77263504e-01  1.54330343e+02 -1.44860645e+02  6.16283810e-03
  1.53858503e+02 -1.44369230e+02  4.90884178e-01  1.54349034e+02
 -1.44874287e+02  7.59493345e-04  1.53844993e+02 -1.44396233e+02
  4.96110734e-01  1.54342100e+02 -1.44894815e+02  1.50096542e-02
  1.53852710e+02 -1.44363893e+02  4.89101582e-01  1.54355981e+02
 -1.44909125e+02 -4.08811159e-02  1.53829913e+02 -1.44404505e+02
  4.63943937e-01  1.54320572e+02 -1.44897155e+02  3.12309204e-03
  1.53852332e+02 -1.44395123e+02  4.98410969e-01  1.54345723e+02
 -1.44900197e+02 -3.67749362e-02  1.53828712e+02 -1.44410841e+02
  4.42370935e-01  1.54318423e+02]
res:  5928 -0.0006940754101378843 0.01617435852676863 0.025780783254928562
[ 1.22365729e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
Niter:  5 row:  27 ngroup:  26 nlines:  6425 gd:  5928
[ 1.22365729e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
res:  5928 -0.000692295503540663 0.016174356314877514 0.025780783257857737
[ 1.22365789e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
Niter:  6 row:  27 ngroup:  26 nlines:  6425 gd:  5928
[ 1.22365789e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
res:  5928 -0.0006942533509572968 0.016174360085642547 0.025780783237138626
[ 1.22365727e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
Saving figure to  wave_resid_43670005_fiber27.png
Final values:
res:  -0.0006942533509572968 0.025780783237138626
pars:  [ 1.22365727e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
27 [ 1.22365727e-10 -1.03216797e-05 -2.82814032e-01  1.61504462e+04
 -1.44856795e+02  1.58114296e-03  1.53859403e+02 -1.44352051e+02
  5.00514548e-01  1.54353397e+02 -1.44896087e+02 -1.90375023e-02
  1.53834862e+02 -1.44378980e+02  4.90487316e-01  1.54332366e+02
 -1.44869881e+02 -1.96728097e-02  1.53861578e+02 -1.44378251e+02
  5.27101272e-01  1.54350943e+02 -1.44851842e+02  6.68565050e-03
  1.53854056e+02 -1.44390363e+02  4.97099931e-01  1.54321176e+02
 -1.44866181e+02  1.88077583e-04  1.53854782e+02 -1.44397262e+02
  4.99186444e-01  1.54341349e+02 -1.44894017e+02  2.55235334e-02
  1.53860188e+02 -1.44376173e+02  5.19091829e-01  1.54345119e+02
 -1.44920804e+02 -4.48360140e-02  1.53847376e+02 -1.44398151e+02
  4.82663735e-01  1.54335101e+02 -1.44853353e+02  1.15642479e-02
  1.53863260e+02 -1.44363041e+02  4.96288087e-01  1.54353789e+02
 -1.44866970e+02  6.20645667e-03  1.53849747e+02 -1.44388889e+02
  5.01533212e-01  1.54346857e+02 -1.44887509e+02  1.99313514e-02
  1.53855426e+02 -1.44356517e+02  4.91712371e-01  1.54360742e+02
 -1.44901789e+02 -3.54528065e-02  1.53834668e+02 -1.44397197e+02
  4.69342403e-01  1.54325324e+02 -1.44889821e+02  8.51940201e-03
  1.53857089e+02 -1.44387750e+02  5.03829458e-01  1.54352684e+02
 -1.44892845e+02 -3.13132316e-02  1.53833471e+02 -1.44403523e+02
  4.47757574e-01  1.54323181e+02]
--- Row 29/300 row=28 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  28
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=28 ---
Niter:  0 row:  28 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 -0.0016795852679933887 0.015613714745086327 0.03654496799036223
[ 1.21758961e-10 -1.03213170e-05 -2.82808687e-01  1.61504078e+04
 -1.44973185e+02 -3.06936968e-13  1.53832874e+02]
Niter:  1 row:  28 ngroup:  1 nlines:  256 gd:  235
[ 1.21758961e-10 -1.03213170e-05 -2.82808687e-01  1.61504078e+04
 -1.44973185e+02 -3.06936968e-13  1.53832874e+02]
res:  235 -0.00036220614128978923 0.014859723522931745 0.02533016222813573
[ 1.21449684e-10 -1.03198728e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
Niter:  2 row:  28 ngroup:  1 nlines:  256 gd:  234
[ 1.21449684e-10 -1.03198728e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
res:  234 -0.00031714977649244247 0.015210374016533024 0.024977515758296043
[ 1.21490727e-10 -1.03198728e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
Niter:  3 row:  28 ngroup:  1 nlines:  256 gd:  234
[ 1.21490727e-10 -1.03198728e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
res:  234 -0.0006569331671926193 0.014877789360070892 0.02497663601236145
[ 1.21471750e-10 -1.03198205e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
Niter:  4 row:  28 ngroup:  1 nlines:  256 gd:  234
[ 1.21471750e-10 -1.03198205e-05 -2.82807852e-01  1.61504077e+04
 -1.44913256e+02 -5.76456281e-11  1.53853644e+02]
res:  234 -0.0009174206688840059 0.014921090447387542 0.024975460181605787
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
Niter:  5 row:  28 ngroup:  1 nlines:  256 gd:  234
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
res:  234 -0.0009174206688840059 0.014921090447387542 0.024975460181605787
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
Niter:  6 row:  28 ngroup:  1 nlines:  256 gd:  234
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
res:  234 -0.0009174206688840059 0.014921090447387542 0.024975460181605787
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
Final values:
res:  -0.0009174206688840059 0.024975460181605787
pars:  [ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
28 [ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02]
elapsed: 3.0 sec.
Niter:  0 row:  28 ngroup:  26 nlines:  6586 gd:  6586
[ 1.21488496e-10 -1.03197322e-05 -2.82807820e-01  1.61504076e+04
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02 -1.44912811e+02  3.59361227e-09
  1.53855511e+02 -1.44912811e+02  3.59361227e-09  1.53855511e+02
 -1.44912811e+02  3.59361227e-09  1.53855511e+02 -1.44912811e+02
  3.59361227e-09  1.53855511e+02]
res:  6586 -0.0003363456316947122 0.01720306705101393 0.038819958703162225
[ 1.21488508e-10 -1.03197332e-05 -2.82807792e-01  1.61504060e+04
 -1.44946452e+02 -4.22271029e-03  1.53849177e+02 -1.44467484e+02
  4.63967650e-01  1.54355367e+02 -1.44972385e+02 -3.45042972e-02
  1.53844524e+02 -1.44431286e+02  4.40684616e-01  1.54329514e+02
 -1.44953359e+02 -6.42655389e-02  1.53853576e+02 -1.44429468e+02
  4.73501320e-01  1.54353751e+02 -1.44973632e+02 -4.35502028e-02
  1.53837762e+02 -1.44471683e+02  4.36271450e-01  1.54329545e+02
 -1.44935527e+02 -2.64316254e-02  1.53855414e+02 -1.44455511e+02
  4.53602213e-01  1.54350720e+02 -1.44949236e+02 -2.59123324e-02
  1.53858444e+02 -1.44457132e+02  4.52660634e-01  1.54340211e+02
 -1.45003730e+02 -7.22989860e-02  1.53831123e+02 -1.44462661e+02
  4.35134657e-01  1.54335759e+02 -1.44952275e+02 -4.87969891e-02
  1.53857799e+02 -1.44455021e+02  4.45395017e-01  1.54354147e+02
 -1.44958860e+02 -4.44394601e-02  1.53833402e+02 -1.44486111e+02
  4.40420813e-01  1.54339838e+02 -1.44903267e+02 -3.30840822e-02
  1.53838971e+02 -1.44412627e+02  4.56171731e-01  1.54340063e+02
 -1.44976223e+02 -7.21783232e-02  1.53827367e+02 -1.44458456e+02
  4.31425655e-01  1.54338015e+02 -1.44943092e+02 -3.98989640e-02
  1.53850298e+02 -1.44496094e+02  4.69503242e-01  1.54332562e+02
 -1.44961320e+02 -7.77035931e-02  1.53838248e+02 -1.44482091e+02
  4.45152893e-01  1.54324762e+02]
Niter:  1 row:  28 ngroup:  26 nlines:  6586 gd:  6124
[ 1.21488508e-10 -1.03197332e-05 -2.82807792e-01  1.61504060e+04
 -1.44946452e+02 -4.22271029e-03  1.53849177e+02 -1.44467484e+02
  4.63967650e-01  1.54355367e+02 -1.44972385e+02 -3.45042972e-02
  1.53844524e+02 -1.44431286e+02  4.40684616e-01  1.54329514e+02
 -1.44953359e+02 -6.42655389e-02  1.53853576e+02 -1.44429468e+02
  4.73501320e-01  1.54353751e+02 -1.44973632e+02 -4.35502028e-02
  1.53837762e+02 -1.44471683e+02  4.36271450e-01  1.54329545e+02
 -1.44935527e+02 -2.64316254e-02  1.53855414e+02 -1.44455511e+02
  4.53602213e-01  1.54350720e+02 -1.44949236e+02 -2.59123324e-02
  1.53858444e+02 -1.44457132e+02  4.52660634e-01  1.54340211e+02
 -1.45003730e+02 -7.22989860e-02  1.53831123e+02 -1.44462661e+02
  4.35134657e-01  1.54335759e+02 -1.44952275e+02 -4.87969891e-02
  1.53857799e+02 -1.44455021e+02  4.45395017e-01  1.54354147e+02
 -1.44958860e+02 -4.44394601e-02  1.53833402e+02 -1.44486111e+02
  4.40420813e-01  1.54339838e+02 -1.44903267e+02 -3.30840822e-02
  1.53838971e+02 -1.44412627e+02  4.56171731e-01  1.54340063e+02
 -1.44976223e+02 -7.21783232e-02  1.53827367e+02 -1.44458456e+02
  4.31425655e-01  1.54338015e+02 -1.44943092e+02 -3.98989640e-02
  1.53850298e+02 -1.44496094e+02  4.69503242e-01  1.54332562e+02
 -1.44961320e+02 -7.77035931e-02  1.53838248e+02 -1.44482091e+02
  4.45152893e-01  1.54324762e+02]
res:  6124 -0.000824005093818414 0.0170833686588594 0.027271589197476916
[ 1.21488520e-10 -1.03197342e-05 -2.82807820e-01  1.61504076e+04
 -1.44918678e+02 -1.62392318e-04  1.53853531e+02 -1.44451479e+02
  4.56630074e-01  1.54359894e+02 -1.44942928e+02 -3.02855617e-02
  1.53843492e+02 -1.44442380e+02  4.48091592e-01  1.54326739e+02
 -1.44916146e+02 -6.25449975e-02  1.53856852e+02 -1.44430102e+02
  4.62551496e-01  1.54350269e+02 -1.44938579e+02 -5.15249573e-02
  1.53840795e+02 -1.44460737e+02  4.34707777e-01  1.54331643e+02
 -1.44918257e+02 -3.36591940e-02  1.53858647e+02 -1.44437795e+02
  4.46714769e-01  1.54350712e+02 -1.44926742e+02 -3.53189615e-02
  1.53857231e+02 -1.44450178e+02  4.47962102e-01  1.54339403e+02
 -1.44985758e+02 -5.54241931e-02  1.53832001e+02 -1.44454413e+02
  4.21178780e-01  1.54340381e+02 -1.44938828e+02 -4.35972693e-02
  1.53862413e+02 -1.44433819e+02  4.48347637e-01  1.54355915e+02
 -1.44936868e+02 -3.48820469e-02  1.53834428e+02 -1.44446529e+02
  4.47010007e-01  1.54337048e+02 -1.44916850e+02 -3.94334183e-02
  1.53844477e+02 -1.44444284e+02  4.61313049e-01  1.54345184e+02
 -1.44949671e+02 -6.07494043e-02  1.53831262e+02 -1.44453888e+02
  4.30036028e-01  1.54337620e+02 -1.44929391e+02 -4.88386558e-02
  1.53846419e+02 -1.44474755e+02  4.54654465e-01  1.54342677e+02
 -1.44944757e+02 -7.65656392e-02  1.53829571e+02 -1.44464942e+02
  4.36787622e-01  1.54337294e+02]
Niter:  2 row:  28 ngroup:  26 nlines:  6586 gd:  6113
[ 1.21488520e-10 -1.03197342e-05 -2.82807820e-01  1.61504076e+04
 -1.44918678e+02 -1.62392318e-04  1.53853531e+02 -1.44451479e+02
  4.56630074e-01  1.54359894e+02 -1.44942928e+02 -3.02855617e-02
  1.53843492e+02 -1.44442380e+02  4.48091592e-01  1.54326739e+02
 -1.44916146e+02 -6.25449975e-02  1.53856852e+02 -1.44430102e+02
  4.62551496e-01  1.54350269e+02 -1.44938579e+02 -5.15249573e-02
  1.53840795e+02 -1.44460737e+02  4.34707777e-01  1.54331643e+02
 -1.44918257e+02 -3.36591940e-02  1.53858647e+02 -1.44437795e+02
  4.46714769e-01  1.54350712e+02 -1.44926742e+02 -3.53189615e-02
  1.53857231e+02 -1.44450178e+02  4.47962102e-01  1.54339403e+02
 -1.44985758e+02 -5.54241931e-02  1.53832001e+02 -1.44454413e+02
  4.21178780e-01  1.54340381e+02 -1.44938828e+02 -4.35972693e-02
  1.53862413e+02 -1.44433819e+02  4.48347637e-01  1.54355915e+02
 -1.44936868e+02 -3.48820469e-02  1.53834428e+02 -1.44446529e+02
  4.47010007e-01  1.54337048e+02 -1.44916850e+02 -3.94334183e-02
  1.53844477e+02 -1.44444284e+02  4.61313049e-01  1.54345184e+02
 -1.44949671e+02 -6.07494043e-02  1.53831262e+02 -1.44453888e+02
  4.30036028e-01  1.54337620e+02 -1.44929391e+02 -4.88386558e-02
  1.53846419e+02 -1.44474755e+02  4.54654465e-01  1.54342677e+02
 -1.44944757e+02 -7.65656392e-02  1.53829571e+02 -1.44464942e+02
  4.36787622e-01  1.54337294e+02]
res:  6113 -0.0007902318766355165 0.017068373281290405 0.027065469333120734
[ 1.21488532e-10 -1.03197352e-05 -2.82807848e-01  1.61504092e+04
 -1.44905873e+02  9.44506795e-03  1.53860277e+02 -1.44444474e+02
  4.62316373e-01  1.54364620e+02 -1.44935940e+02 -2.45810703e-02
  1.53848212e+02 -1.44441154e+02  4.53788885e-01  1.54329247e+02
 -1.44909146e+02 -5.68486427e-02  1.53861580e+02 -1.44423140e+02
  4.68258175e-01  1.54355000e+02 -1.44931595e+02 -5.65118266e-02
  1.53845527e+02 -1.44453764e+02  4.36489770e-01  1.54338584e+02
 -1.44906125e+02 -2.79665342e-02  1.53863371e+02 -1.44430801e+02
  4.52424485e-01  1.54355440e+02 -1.44919768e+02 -3.32096207e-02
  1.53861962e+02 -1.44437636e+02  4.46300936e-01  1.54344126e+02
 -1.44978797e+02 -4.28981812e-02  1.53836726e+02 -1.44447434e+02
  4.23590132e-01  1.54345106e+02 -1.44931869e+02 -3.78957795e-02
  1.53867135e+02 -1.44414455e+02  4.54044811e-01  1.54358450e+02
 -1.44923936e+02 -2.56154149e-02  1.53839160e+02 -1.44439522e+02
  4.52716670e-01  1.54339595e+02 -1.44915606e+02 -3.37222908e-02
  1.53849210e+02 -1.44437308e+02  4.66987385e-01  1.54349909e+02
 -1.44929862e+02 -5.50619098e-02  1.53835997e+02 -1.44440707e+02
  4.32036461e-01  1.54340100e+02 -1.44922412e+02 -5.04436311e-02
  1.53851147e+02 -1.44461815e+02  4.56435793e-01  1.54347406e+02
 -1.44931786e+02 -7.08701014e-02  1.53834299e+02 -1.44457952e+02
  4.34890851e-01  1.54342018e+02]
Niter:  3 row:  28 ngroup:  26 nlines:  6586 gd:  6111
[ 1.21488532e-10 -1.03197352e-05 -2.82807848e-01  1.61504092e+04
 -1.44905873e+02  9.44506795e-03  1.53860277e+02 -1.44444474e+02
  4.62316373e-01  1.54364620e+02 -1.44935940e+02 -2.45810703e-02
  1.53848212e+02 -1.44441154e+02  4.53788885e-01  1.54329247e+02
 -1.44909146e+02 -5.68486427e-02  1.53861580e+02 -1.44423140e+02
  4.68258175e-01  1.54355000e+02 -1.44931595e+02 -5.65118266e-02
  1.53845527e+02 -1.44453764e+02  4.36489770e-01  1.54338584e+02
 -1.44906125e+02 -2.79665342e-02  1.53863371e+02 -1.44430801e+02
  4.52424485e-01  1.54355440e+02 -1.44919768e+02 -3.32096207e-02
  1.53861962e+02 -1.44437636e+02  4.46300936e-01  1.54344126e+02
 -1.44978797e+02 -4.28981812e-02  1.53836726e+02 -1.44447434e+02
  4.23590132e-01  1.54345106e+02 -1.44931869e+02 -3.78957795e-02
  1.53867135e+02 -1.44414455e+02  4.54044811e-01  1.54358450e+02
 -1.44923936e+02 -2.56154149e-02  1.53839160e+02 -1.44439522e+02
  4.52716670e-01  1.54339595e+02 -1.44915606e+02 -3.37222908e-02
  1.53849210e+02 -1.44437308e+02  4.66987385e-01  1.54349909e+02
 -1.44929862e+02 -5.50619098e-02  1.53835997e+02 -1.44440707e+02
  4.32036461e-01  1.54340100e+02 -1.44922412e+02 -5.04436311e-02
  1.53851147e+02 -1.44461815e+02  4.56435793e-01  1.54347406e+02
 -1.44931786e+02 -7.08701014e-02  1.53834299e+02 -1.44457952e+02
  4.34890851e-01  1.54342018e+02]
res:  6111 -0.000991533042906667 0.017057490415936627 0.02702703175637588
[ 1.21539500e-10 -1.03197352e-05 -2.82807848e-01  1.61504092e+04
 -1.44905873e+02  9.44506795e-03  1.53860277e+02 -1.44444474e+02
  4.62316373e-01  1.54364620e+02 -1.44935940e+02 -2.45810703e-02
  1.53848212e+02 -1.44441154e+02  4.53788885e-01  1.54329247e+02
 -1.44909146e+02 -5.68486427e-02  1.53861580e+02 -1.44423140e+02
  4.68258175e-01  1.54355000e+02 -1.44931595e+02 -5.65118266e-02
  1.53845527e+02 -1.44453764e+02  4.36489770e-01  1.54338584e+02
 -1.44906125e+02 -2.79665342e-02  1.53863371e+02 -1.44430801e+02
  4.52424485e-01  1.54355440e+02 -1.44919768e+02 -3.32096207e-02
  1.53861962e+02 -1.44437636e+02  4.46300936e-01  1.54344126e+02
 -1.44978797e+02 -4.28981812e-02  1.53836726e+02 -1.44447434e+02
  4.23590132e-01  1.54345106e+02 -1.44931869e+02 -3.78957795e-02
  1.53867135e+02 -1.44414455e+02  4.54044811e-01  1.54358450e+02
 -1.44923936e+02 -2.56154149e-02  1.53839160e+02 -1.44439522e+02
  4.52716670e-01  1.54339595e+02 -1.44915606e+02 -3.37222908e-02
  1.53849210e+02 -1.44437308e+02  4.66987385e-01  1.54349909e+02
 -1.44929862e+02 -5.50619098e-02  1.53835997e+02 -1.44440707e+02
  4.32036461e-01  1.54340100e+02 -1.44922412e+02 -5.04436311e-02
  1.53851147e+02 -1.44461815e+02  4.56435793e-01  1.54347406e+02
 -1.44931786e+02 -7.08701014e-02  1.53834299e+02 -1.44457952e+02
  4.34890851e-01  1.54342018e+02]
Niter:  4 row:  28 ngroup:  26 nlines:  6586 gd:  6114
[ 1.21539500e-10 -1.03197352e-05 -2.82807848e-01  1.61504092e+04
 -1.44905873e+02  9.44506795e-03  1.53860277e+02 -1.44444474e+02
  4.62316373e-01  1.54364620e+02 -1.44935940e+02 -2.45810703e-02
  1.53848212e+02 -1.44441154e+02  4.53788885e-01  1.54329247e+02
 -1.44909146e+02 -5.68486427e-02  1.53861580e+02 -1.44423140e+02
  4.68258175e-01  1.54355000e+02 -1.44931595e+02 -5.65118266e-02
  1.53845527e+02 -1.44453764e+02  4.36489770e-01  1.54338584e+02
 -1.44906125e+02 -2.79665342e-02  1.53863371e+02 -1.44430801e+02
  4.52424485e-01  1.54355440e+02 -1.44919768e+02 -3.32096207e-02
  1.53861962e+02 -1.44437636e+02  4.46300936e-01  1.54344126e+02
 -1.44978797e+02 -4.28981812e-02  1.53836726e+02 -1.44447434e+02
  4.23590132e-01  1.54345106e+02 -1.44931869e+02 -3.78957795e-02
  1.53867135e+02 -1.44414455e+02  4.54044811e-01  1.54358450e+02
 -1.44923936e+02 -2.56154149e-02  1.53839160e+02 -1.44439522e+02
  4.52716670e-01  1.54339595e+02 -1.44915606e+02 -3.37222908e-02
  1.53849210e+02 -1.44437308e+02  4.66987385e-01  1.54349909e+02
 -1.44929862e+02 -5.50619098e-02  1.53835997e+02 -1.44440707e+02
  4.32036461e-01  1.54340100e+02 -1.44922412e+02 -5.04436311e-02
  1.53851147e+02 -1.44461815e+02  4.56435793e-01  1.54347406e+02
 -1.44931786e+02 -7.08701014e-02  1.53834299e+02 -1.44457952e+02
  4.34890851e-01  1.54342018e+02]
res:  6114 -0.0007700758806095109 0.016981998512164864 0.027064520321640903
[ 1.21539512e-10 -1.03197363e-05 -2.82807877e-01  1.61504108e+04
 -1.44901117e+02  1.51303087e-02  1.53867038e+02 -1.44439809e+02
  4.68007484e-01  1.54371401e+02 -1.44931201e+02 -1.88795336e-02
  1.53855034e+02 -1.44436357e+02  4.59497736e-01  1.54335987e+02
 -1.44904445e+02 -5.11528147e-02  1.53868356e+02 -1.44418342e+02
  4.73968702e-01  1.54361741e+02 -1.44921046e+02 -5.08066359e-02
  1.53852281e+02 -1.44449011e+02  4.42192485e-01  1.54343173e+02
 -1.44901336e+02 -2.22712628e-02  1.53870160e+02 -1.44426099e+02
  4.58133660e-01  1.54362218e+02 -1.44915012e+02 -3.12368201e-02
  1.53868725e+02 -1.44432834e+02  4.51999172e-01  1.54350931e+02
 -1.44974006e+02 -3.37867869e-02  1.53843515e+02 -1.44442667e+02
  4.29302445e-01  1.54351898e+02 -1.44927066e+02 -3.21839083e-02
  1.53873937e+02 -1.44409714e+02  4.59738604e-01  1.54365238e+02
 -1.44919225e+02 -1.64418757e-02  1.53845901e+02 -1.44434841e+02
  4.58421926e-01  1.54346386e+02 -1.44910862e+02 -2.80017961e-02
  1.53855955e+02 -1.44432554e+02  4.72666727e-01  1.54356698e+02
 -1.44925183e+02 -4.93646329e-02  1.53842734e+02 -1.44435987e+02
  4.37731710e-01  1.54346921e+02 -1.44917658e+02 -4.47340718e-02
  1.53857927e+02 -1.44457038e+02  4.62156026e-01  1.54354178e+02
 -1.44927024e+02 -6.51671705e-02  1.53841075e+02 -1.44453226e+02
  4.40597424e-01  1.54348824e+02]
Niter:  5 row:  28 ngroup:  26 nlines:  6586 gd:  6113
[ 1.21539512e-10 -1.03197363e-05 -2.82807877e-01  1.61504108e+04
 -1.44901117e+02  1.51303087e-02  1.53867038e+02 -1.44439809e+02
  4.68007484e-01  1.54371401e+02 -1.44931201e+02 -1.88795336e-02
  1.53855034e+02 -1.44436357e+02  4.59497736e-01  1.54335987e+02
 -1.44904445e+02 -5.11528147e-02  1.53868356e+02 -1.44418342e+02
  4.73968702e-01  1.54361741e+02 -1.44921046e+02 -5.08066359e-02
  1.53852281e+02 -1.44449011e+02  4.42192485e-01  1.54343173e+02
 -1.44901336e+02 -2.22712628e-02  1.53870160e+02 -1.44426099e+02
  4.58133660e-01  1.54362218e+02 -1.44915012e+02 -3.12368201e-02
  1.53868725e+02 -1.44432834e+02  4.51999172e-01  1.54350931e+02
 -1.44974006e+02 -3.37867869e-02  1.53843515e+02 -1.44442667e+02
  4.29302445e-01  1.54351898e+02 -1.44927066e+02 -3.21839083e-02
  1.53873937e+02 -1.44409714e+02  4.59738604e-01  1.54365238e+02
 -1.44919225e+02 -1.64418757e-02  1.53845901e+02 -1.44434841e+02
  4.58421926e-01  1.54346386e+02 -1.44910862e+02 -2.80017961e-02
  1.53855955e+02 -1.44432554e+02  4.72666727e-01  1.54356698e+02
 -1.44925183e+02 -4.93646329e-02  1.53842734e+02 -1.44435987e+02
  4.37731710e-01  1.54346921e+02 -1.44917658e+02 -4.47340718e-02
  1.53857927e+02 -1.44457038e+02  4.62156026e-01  1.54354178e+02
 -1.44927024e+02 -6.51671705e-02  1.53841075e+02 -1.44453226e+02
  4.40597424e-01  1.54348824e+02]
res:  6113 0.0003690401681524236 0.016493637353050872 0.026932335362503425
[ 1.22387974e-10 -1.03209026e-05 -2.82817040e-01  1.61504121e+04
 -1.44873658e+02  1.90893397e-02  1.53825146e+02 -1.44413572e+02
  4.72347139e-01  1.54329603e+02 -1.44903856e+02 -1.38847532e-02
  1.53813344e+02 -1.44408514e+02  4.64576082e-01  1.54294217e+02
 -1.44877545e+02 -4.66530707e-02  1.53826592e+02 -1.44390429e+02
  4.79337065e-01  1.54319791e+02 -1.44893932e+02 -4.53687793e-02
  1.53810535e+02 -1.44421772e+02  4.46852659e-01  1.54301429e+02
 -1.44873396e+02 -1.79591044e-02  1.53828310e+02 -1.44399375e+02
  4.63661109e-01  1.54320543e+02 -1.44887679e+02 -2.63824259e-02
  1.53827049e+02 -1.44404832e+02  4.56544074e-01  1.54309198e+02
 -1.44946263e+02 -2.88759873e-02  1.53801711e+02 -1.44414927e+02
  4.34964677e-01  1.54310176e+02 -1.44899106e+02 -2.69034412e-02
  1.53832141e+02 -1.44382460e+02  4.64183581e-01  1.54323565e+02
 -1.44892076e+02 -6.74496267e-03  1.53804026e+02 -1.44408181e+02
  4.63519781e-01  1.54304712e+02 -1.44883510e+02 -2.22251935e-02
  1.53814139e+02 -1.44405204e+02  4.76024235e-01  1.54314907e+02
 -1.44898713e+02 -4.50528411e-02  1.53800970e+02 -1.44408938e+02
  4.41739495e-01  1.54305210e+02 -1.44890227e+02 -3.95705197e-02
  1.53816242e+02 -1.44429398e+02  4.68610999e-01  1.54312445e+02
 -1.44899445e+02 -6.02134259e-02  1.53799356e+02 -1.44426073e+02
  4.45564673e-01  1.54307184e+02]
Niter:  6 row:  28 ngroup:  26 nlines:  6586 gd:  6078
[ 1.22387974e-10 -1.03209026e-05 -2.82817040e-01  1.61504121e+04
 -1.44873658e+02  1.90893397e-02  1.53825146e+02 -1.44413572e+02
  4.72347139e-01  1.54329603e+02 -1.44903856e+02 -1.38847532e-02
  1.53813344e+02 -1.44408514e+02  4.64576082e-01  1.54294217e+02
 -1.44877545e+02 -4.66530707e-02  1.53826592e+02 -1.44390429e+02
  4.79337065e-01  1.54319791e+02 -1.44893932e+02 -4.53687793e-02
  1.53810535e+02 -1.44421772e+02  4.46852659e-01  1.54301429e+02
 -1.44873396e+02 -1.79591044e-02  1.53828310e+02 -1.44399375e+02
  4.63661109e-01  1.54320543e+02 -1.44887679e+02 -2.63824259e-02
  1.53827049e+02 -1.44404832e+02  4.56544074e-01  1.54309198e+02
 -1.44946263e+02 -2.88759873e-02  1.53801711e+02 -1.44414927e+02
  4.34964677e-01  1.54310176e+02 -1.44899106e+02 -2.69034412e-02
  1.53832141e+02 -1.44382460e+02  4.64183581e-01  1.54323565e+02
 -1.44892076e+02 -6.74496267e-03  1.53804026e+02 -1.44408181e+02
  4.63519781e-01  1.54304712e+02 -1.44883510e+02 -2.22251935e-02
  1.53814139e+02 -1.44405204e+02  4.76024235e-01  1.54314907e+02
 -1.44898713e+02 -4.50528411e-02  1.53800970e+02 -1.44408938e+02
  4.41739495e-01  1.54305210e+02 -1.44890227e+02 -3.95705197e-02
  1.53816242e+02 -1.44429398e+02  4.68610999e-01  1.54312445e+02
 -1.44899445e+02 -6.02134259e-02  1.53799356e+02 -1.44426073e+02
  4.45564673e-01  1.54307184e+02]
res:  6078 0.00031407791993842693 0.016489344578985765 0.026359682190070923
[ 1.22405591e-10 -1.03209026e-05 -2.82817040e-01  1.61504121e+04
 -1.44873658e+02  1.90893397e-02  1.53825146e+02 -1.44413572e+02
  4.72347139e-01  1.54329603e+02 -1.44903856e+02 -1.38847532e-02
  1.53813344e+02 -1.44408514e+02  4.64576082e-01  1.54294217e+02
 -1.44877545e+02 -4.66530707e-02  1.53826592e+02 -1.44390429e+02
  4.79337065e-01  1.54319791e+02 -1.44893932e+02 -4.53687793e-02
  1.53810535e+02 -1.44421772e+02  4.46852659e-01  1.54301429e+02
 -1.44873396e+02 -1.79591044e-02  1.53828310e+02 -1.44399375e+02
  4.63661109e-01  1.54320543e+02 -1.44887679e+02 -2.63824259e-02
  1.53827049e+02 -1.44404832e+02  4.56544074e-01  1.54309198e+02
 -1.44946263e+02 -2.88759873e-02  1.53801711e+02 -1.44414927e+02
  4.34964677e-01  1.54310176e+02 -1.44899106e+02 -2.69034412e-02
  1.53832141e+02 -1.44382460e+02  4.64183581e-01  1.54323565e+02
 -1.44892076e+02 -6.74496267e-03  1.53804026e+02 -1.44408181e+02
  4.63519781e-01  1.54304712e+02 -1.44883510e+02 -2.22251935e-02
  1.53814139e+02 -1.44405204e+02  4.76024235e-01  1.54314907e+02
 -1.44898713e+02 -4.50528411e-02  1.53800970e+02 -1.44408938e+02
  4.41739495e-01  1.54305210e+02 -1.44890227e+02 -3.95705197e-02
  1.53816242e+02 -1.44429398e+02  4.68610999e-01  1.54312445e+02
 -1.44899445e+02 -6.02134259e-02  1.53799356e+02 -1.44426073e+02
  4.45564673e-01  1.54307184e+02]
Saving figure to  wave_resid_43670005_fiber28.png
Final values:
res:  0.00031407791993842693 0.026359682190070923
pars:  [ 1.22405591e-10 -1.03209026e-05 -2.82817040e-01  1.61504121e+04
 -1.44873658e+02  1.90893397e-02  1.53825146e+02 -1.44413572e+02
  4.72347139e-01  1.54329603e+02 -1.44903856e+02 -1.38847532e-02
  1.53813344e+02 -1.44408514e+02  4.64576082e-01  1.54294217e+02
 -1.44877545e+02 -4.66530707e-02  1.53826592e+02 -1.44390429e+02
  4.79337065e-01  1.54319791e+02 -1.44893932e+02 -4.53687793e-02
  1.53810535e+02 -1.44421772e+02  4.46852659e-01  1.54301429e+02
 -1.44873396e+02 -1.79591044e-02  1.53828310e+02 -1.44399375e+02
  4.63661109e-01  1.54320543e+02 -1.44887679e+02 -2.63824259e-02
  1.53827049e+02 -1.44404832e+02  4.56544074e-01  1.54309198e+02
 -1.44946263e+02 -2.88759873e-02  1.53801711e+02 -1.44414927e+02
  4.34964677e-01  1.54310176e+02 -1.44899106e+02 -2.69034412e-02
  1.53832141e+02 -1.44382460e+02  4.64183581e-01  1.54323565e+02
 -1.44892076e+02 -6.74496267e-03  1.53804026e+02 -1.44408181e+02
  4.63519781e-01  1.54304712e+02 -1.44883510e+02 -2.22251935e-02
  1.53814139e+02 -1.44405204e+02  4.76024235e-01  1.54314907e+02
 -1.44898713e+02 -4.50528411e-02  1.53800970e+02 -1.44408938e+02
  4.41739495e-01  1.54305210e+02 -1.44890227e+02 -3.95705197e-02
  1.53816242e+02 -1.44429398e+02  4.68610999e-01  1.54312445e+02
 -1.44899445e+02 -6.02134259e-02  1.53799356e+02 -1.44426073e+02
  4.45564673e-01  1.54307184e+02]
28 [ 1.22405591e-10 -1.03209026e-05 -2.82817040e-01  1.61504121e+04
 -1.44873658e+02  1.90893397e-02  1.53825146e+02 -1.44413572e+02
  4.72347139e-01  1.54329603e+02 -1.44903856e+02 -1.38847532e-02
  1.53813344e+02 -1.44408514e+02  4.64576082e-01  1.54294217e+02
 -1.44877545e+02 -4.66530707e-02  1.53826592e+02 -1.44390429e+02
  4.79337065e-01  1.54319791e+02 -1.44893932e+02 -4.53687793e-02
  1.53810535e+02 -1.44421772e+02  4.46852659e-01  1.54301429e+02
 -1.44873396e+02 -1.79591044e-02  1.53828310e+02 -1.44399375e+02
  4.63661109e-01  1.54320543e+02 -1.44887679e+02 -2.63824259e-02
  1.53827049e+02 -1.44404832e+02  4.56544074e-01  1.54309198e+02
 -1.44946263e+02 -2.88759873e-02  1.53801711e+02 -1.44414927e+02
  4.34964677e-01  1.54310176e+02 -1.44899106e+02 -2.69034412e-02
  1.53832141e+02 -1.44382460e+02  4.64183581e-01  1.54323565e+02
 -1.44892076e+02 -6.74496267e-03  1.53804026e+02 -1.44408181e+02
  4.63519781e-01  1.54304712e+02 -1.44883510e+02 -2.22251935e-02
  1.53814139e+02 -1.44405204e+02  4.76024235e-01  1.54314907e+02
 -1.44898713e+02 -4.50528411e-02  1.53800970e+02 -1.44408938e+02
  4.41739495e-01  1.54305210e+02 -1.44890227e+02 -3.95705197e-02
  1.53816242e+02 -1.44429398e+02  4.68610999e-01  1.54312445e+02
 -1.44899445e+02 -6.02134259e-02  1.53799356e+02 -1.44426073e+02
  4.45564673e-01  1.54307184e+02]
--- Row 30/300 row=29 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  29
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=29 ---
Niter:  0 row:  29 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 -0.0008922755096136825 0.017305193479842274 0.03904735450515331
[ 1.22237214e-10 -1.03223254e-05 -2.82813167e-01  1.61504291e+04
 -1.44897236e+02  1.62199577e-13  1.53874583e+02]
Niter:  1 row:  29 ngroup:  1 nlines:  258 gd:  233
[ 1.22237214e-10 -1.03223254e-05 -2.82813167e-01  1.61504291e+04
 -1.44897236e+02  1.62199577e-13  1.53874583e+02]
res:  233 -0.0012092999741071253 0.016423855087850825 0.024736486148721808
[ 1.22301358e-10 -1.03214429e-05 -2.82810891e-01  1.61504268e+04
 -1.44904167e+02 -7.83038199e-12  1.53895208e+02]
Niter:  2 row:  29 ngroup:  1 nlines:  258 gd:  235
[ 1.22301358e-10 -1.03214429e-05 -2.82810891e-01  1.61504268e+04
 -1.44904167e+02 -7.83038199e-12  1.53895208e+02]
res:  235 -0.0003223932790206163 0.017077225645152794 0.025530046695057117
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
Niter:  3 row:  29 ngroup:  1 nlines:  258 gd:  235
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
res:  235 -0.0003223932790206163 0.017077225645152794 0.025530046695057117
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
Niter:  4 row:  29 ngroup:  1 nlines:  258 gd:  235
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
res:  235 -0.0003223932790206163 0.017077225645152794 0.025530046695057117
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
Niter:  5 row:  29 ngroup:  1 nlines:  258 gd:  235
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
res:  235 -0.0003223932790206163 0.017077225645152794 0.025530046695057117
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
Niter:  6 row:  29 ngroup:  1 nlines:  258 gd:  235
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
res:  235 -0.0003223932790206163 0.017077225645152794 0.025530046695057117
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
Final values:
res:  -0.0003223932790206163 0.025530046695057117
pars:  [ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
29 [ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02]
elapsed: 2.9 sec.
Niter:  0 row:  29 ngroup:  26 nlines:  6416 gd:  6416
[ 1.22260225e-10 -1.03214774e-05 -2.82810071e-01  1.61504257e+04
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02 -1.44908572e+02  5.36632527e-11
  1.53895474e+02 -1.44908572e+02  5.36632527e-11  1.53895474e+02
 -1.44908572e+02  5.36632527e-11  1.53895474e+02 -1.44908572e+02
  5.36632527e-11  1.53895474e+02]
res:  6416 0.00013134472555975663 0.01625373269780539 0.03747649323957902
[ 1.22260213e-10 -1.03214784e-05 -2.82810100e-01  1.61504274e+04
 -1.44914498e+02 -5.04788660e-03  1.53905888e+02 -1.44393928e+02
  4.76183643e-01  1.54399065e+02 -1.44943694e+02 -1.98245720e-02
  1.53879687e+02 -1.44431510e+02  4.71064375e-01  1.54370371e+02
 -1.44938228e+02 -1.03759912e-02  1.53891780e+02 -1.44405499e+02
  5.03643689e-01  1.54382581e+02 -1.44907458e+02 -2.65023774e-02
  1.53897909e+02 -1.44421378e+02  5.04290555e-01  1.54373650e+02
 -1.44909546e+02  1.12251661e-02  1.53897260e+02 -1.44377786e+02
  5.08227025e-01  1.54390451e+02 -1.44910748e+02  2.31597757e-02
  1.53902658e+02 -1.44413610e+02  5.07439362e-01  1.54393994e+02
 -1.44952681e+02 -3.62533464e-02  1.53878941e+02 -1.44433171e+02
  4.87849506e-01  1.54374265e+02 -1.44904254e+02 -1.16428041e-02
  1.53902328e+02 -1.44392067e+02  4.84370542e-01  1.54400109e+02
 -1.44933806e+02 -2.49491193e-04  1.53870178e+02 -1.44445296e+02
  4.87667936e-01  1.54368608e+02 -1.44904011e+02 -3.74365264e-03
  1.53894020e+02 -1.44406386e+02  5.08004020e-01  1.54383324e+02
 -1.44957973e+02 -3.03611394e-02  1.53874126e+02 -1.44422058e+02
  4.82345703e-01  1.54371639e+02 -1.44920311e+02 -2.49266973e-02
  1.53897551e+02 -1.44430521e+02  4.94985154e-01  1.54390134e+02
 -1.44949897e+02 -5.01744529e-02  1.53896733e+02 -1.44456352e+02
  4.74488061e-01  1.54366413e+02]
Niter:  1 row:  29 ngroup:  26 nlines:  6416 gd:  5958
[ 1.22260213e-10 -1.03214784e-05 -2.82810100e-01  1.61504274e+04
 -1.44914498e+02 -5.04788660e-03  1.53905888e+02 -1.44393928e+02
  4.76183643e-01  1.54399065e+02 -1.44943694e+02 -1.98245720e-02
  1.53879687e+02 -1.44431510e+02  4.71064375e-01  1.54370371e+02
 -1.44938228e+02 -1.03759912e-02  1.53891780e+02 -1.44405499e+02
  5.03643689e-01  1.54382581e+02 -1.44907458e+02 -2.65023774e-02
  1.53897909e+02 -1.44421378e+02  5.04290555e-01  1.54373650e+02
 -1.44909546e+02  1.12251661e-02  1.53897260e+02 -1.44377786e+02
  5.08227025e-01  1.54390451e+02 -1.44910748e+02  2.31597757e-02
  1.53902658e+02 -1.44413610e+02  5.07439362e-01  1.54393994e+02
 -1.44952681e+02 -3.62533464e-02  1.53878941e+02 -1.44433171e+02
  4.87849506e-01  1.54374265e+02 -1.44904254e+02 -1.16428041e-02
  1.53902328e+02 -1.44392067e+02  4.84370542e-01  1.54400109e+02
 -1.44933806e+02 -2.49491193e-04  1.53870178e+02 -1.44445296e+02
  4.87667936e-01  1.54368608e+02 -1.44904011e+02 -3.74365264e-03
  1.53894020e+02 -1.44406386e+02  5.08004020e-01  1.54383324e+02
 -1.44957973e+02 -3.03611394e-02  1.53874126e+02 -1.44422058e+02
  4.82345703e-01  1.54371639e+02 -1.44920311e+02 -2.49266973e-02
  1.53897551e+02 -1.44430521e+02  4.94985154e-01  1.54390134e+02
 -1.44949897e+02 -5.01744529e-02  1.53896733e+02 -1.44456352e+02
  4.74488061e-01  1.54366413e+02]
res:  5958 -0.0006985756417634548 0.016107935793115757 0.02566624980130021
[ 1.22260201e-10 -1.03214794e-05 -2.82810128e-01  1.61504290e+04
 -1.44900355e+02  4.21416239e-03  1.53904929e+02 -1.44380234e+02
  4.77004975e-01  1.54398999e+02 -1.44944041e+02 -2.60547410e-02
  1.53884709e+02 -1.44428582e+02  4.79991286e-01  1.54375136e+02
 -1.44922865e+02 -1.19794409e-02  1.53899262e+02 -1.44396262e+02
  4.81217534e-01  1.54392645e+02 -1.44899766e+02 -6.32322640e-03
  1.53891387e+02 -1.44427846e+02  5.09689758e-01  1.54369011e+02
 -1.44913007e+02  1.30228414e-02  1.53898893e+02 -1.44382479e+02
  4.88291500e-01  1.54395503e+02 -1.44885998e+02  2.77661194e-02
  1.53901200e+02 -1.44405001e+02  4.96645457e-01  1.54393789e+02
 -1.44926866e+02 -3.13113415e-02  1.53875689e+02 -1.44419995e+02
  4.71587366e-01  1.54374546e+02 -1.44863012e+02 -5.96194906e-03
  1.53904086e+02 -1.44413980e+02  4.71500492e-01  1.54394941e+02
 -1.44914713e+02  3.59228205e-03  1.53878869e+02 -1.44426862e+02
  4.78634192e-01  1.54379408e+02 -1.44888236e+02 -9.06997691e-03
  1.53896490e+02 -1.44380081e+02  4.98064924e-01  1.54391606e+02
 -1.44951031e+02 -3.42395398e-02  1.53880598e+02 -1.44416530e+02
  4.68439662e-01  1.54376760e+02 -1.44906475e+02 -2.16481461e-02
  1.53899512e+02 -1.44431190e+02  4.72102087e-01  1.54385278e+02
 -1.44940754e+02 -4.69278795e-02  1.53894385e+02 -1.44455505e+02
  4.72645181e-01  1.54361072e+02]
Niter:  2 row:  29 ngroup:  26 nlines:  6416 gd:  5956
[ 1.22260201e-10 -1.03214794e-05 -2.82810128e-01  1.61504290e+04
 -1.44900355e+02  4.21416239e-03  1.53904929e+02 -1.44380234e+02
  4.77004975e-01  1.54398999e+02 -1.44944041e+02 -2.60547410e-02
  1.53884709e+02 -1.44428582e+02  4.79991286e-01  1.54375136e+02
 -1.44922865e+02 -1.19794409e-02  1.53899262e+02 -1.44396262e+02
  4.81217534e-01  1.54392645e+02 -1.44899766e+02 -6.32322640e-03
  1.53891387e+02 -1.44427846e+02  5.09689758e-01  1.54369011e+02
 -1.44913007e+02  1.30228414e-02  1.53898893e+02 -1.44382479e+02
  4.88291500e-01  1.54395503e+02 -1.44885998e+02  2.77661194e-02
  1.53901200e+02 -1.44405001e+02  4.96645457e-01  1.54393789e+02
 -1.44926866e+02 -3.13113415e-02  1.53875689e+02 -1.44419995e+02
  4.71587366e-01  1.54374546e+02 -1.44863012e+02 -5.96194906e-03
  1.53904086e+02 -1.44413980e+02  4.71500492e-01  1.54394941e+02
 -1.44914713e+02  3.59228205e-03  1.53878869e+02 -1.44426862e+02
  4.78634192e-01  1.54379408e+02 -1.44888236e+02 -9.06997691e-03
  1.53896490e+02 -1.44380081e+02  4.98064924e-01  1.54391606e+02
 -1.44951031e+02 -3.42395398e-02  1.53880598e+02 -1.44416530e+02
  4.68439662e-01  1.54376760e+02 -1.44906475e+02 -2.16481461e-02
  1.53899512e+02 -1.44431190e+02  4.72102087e-01  1.54385278e+02
 -1.44940754e+02 -4.69278795e-02  1.53894385e+02 -1.44455505e+02
  4.72645181e-01  1.54361072e+02]
res:  5956 -0.0006840673904662253 0.01612805614968238 0.025599145070376778
[ 1.22260188e-10 -1.03214805e-05 -2.82810156e-01  1.61504306e+04
 -1.44893364e+02  1.73025943e-02  1.53909656e+02 -1.44373272e+02
  4.82688294e-01  1.54403731e+02 -1.44937077e+02 -2.03504537e-02
  1.53889442e+02 -1.44421601e+02  4.89437710e-01  1.54379867e+02
 -1.44915901e+02 -6.26687936e-03  1.53906261e+02 -1.44389274e+02
  4.83049305e-01  1.54399612e+02 -1.44892808e+02  9.80809982e-03
  1.53896121e+02 -1.44420876e+02  5.15394565e-01  1.54373739e+02
 -1.44906044e+02  1.87100665e-02  1.53903633e+02 -1.44380998e+02
  4.93975905e-01  1.54400235e+02 -1.44873236e+02  3.34521418e-02
  1.53905926e+02 -1.44398043e+02  4.99068642e-01  1.54396473e+02
 -1.44914371e+02 -2.56209375e-02  1.53880423e+02 -1.44413023e+02
  4.77291325e-01  1.54379281e+02 -1.44856029e+02 -2.64194654e-04
  1.53908822e+02 -1.44418324e+02  4.77197049e-01  1.54399680e+02
 -1.44902682e+02  1.28130096e-02  1.53883611e+02 -1.44413659e+02
  4.77372788e-01  1.54384135e+02 -1.44881260e+02 -3.35911870e-03
  1.53901227e+02 -1.44373122e+02  5.00357686e-01  1.54398292e+02
 -1.44944089e+02 -2.85576034e-02  1.53885338e+02 -1.44409581e+02
  4.70492231e-01  1.54381493e+02 -1.44894698e+02 -1.59392149e-02
  1.53904243e+02 -1.44430142e+02  4.69682087e-01  1.54390018e+02
 -1.44933786e+02 -4.12265789e-02  1.53899119e+02 -1.44448539e+02
  4.78340038e-01  1.54365789e+02]
Niter:  3 row:  29 ngroup:  26 nlines:  6416 gd:  5951
[ 1.22260188e-10 -1.03214805e-05 -2.82810156e-01  1.61504306e+04
 -1.44893364e+02  1.73025943e-02  1.53909656e+02 -1.44373272e+02
  4.82688294e-01  1.54403731e+02 -1.44937077e+02 -2.03504537e-02
  1.53889442e+02 -1.44421601e+02  4.89437710e-01  1.54379867e+02
 -1.44915901e+02 -6.26687936e-03  1.53906261e+02 -1.44389274e+02
  4.83049305e-01  1.54399612e+02 -1.44892808e+02  9.80809982e-03
  1.53896121e+02 -1.44420876e+02  5.15394565e-01  1.54373739e+02
 -1.44906044e+02  1.87100665e-02  1.53903633e+02 -1.44380998e+02
  4.93975905e-01  1.54400235e+02 -1.44873236e+02  3.34521418e-02
  1.53905926e+02 -1.44398043e+02  4.99068642e-01  1.54396473e+02
 -1.44914371e+02 -2.56209375e-02  1.53880423e+02 -1.44413023e+02
  4.77291325e-01  1.54379281e+02 -1.44856029e+02 -2.64194654e-04
  1.53908822e+02 -1.44418324e+02  4.77197049e-01  1.54399680e+02
 -1.44902682e+02  1.28130096e-02  1.53883611e+02 -1.44413659e+02
  4.77372788e-01  1.54384135e+02 -1.44881260e+02 -3.35911870e-03
  1.53901227e+02 -1.44373122e+02  5.00357686e-01  1.54398292e+02
 -1.44944089e+02 -2.85576034e-02  1.53885338e+02 -1.44409581e+02
  4.70492231e-01  1.54381493e+02 -1.44894698e+02 -1.59392149e-02
  1.53904243e+02 -1.44430142e+02  4.69682087e-01  1.54390018e+02
 -1.44933786e+02 -4.12265789e-02  1.53899119e+02 -1.44448539e+02
  4.78340038e-01  1.54365789e+02]
res:  5951 -0.00038330645293171983 0.015813282251656346 0.02541064584429115
[ 1.22564884e-10 -1.03215465e-05 -2.82818577e-01  1.61504290e+04
 -1.44838079e+02  1.00215592e-02  1.53859655e+02 -1.44319044e+02
  4.74885577e-01  1.54353601e+02 -1.44882761e+02 -2.67172312e-02
  1.53839236e+02 -1.44367271e+02  4.81803617e-01  1.54329698e+02
 -1.44862374e+02 -1.29197231e-02  1.53856109e+02 -1.44334548e+02
  4.74825325e-01  1.54349583e+02 -1.44839574e+02  2.50751241e-03
  1.53846104e+02 -1.44367003e+02  5.08520923e-01  1.54323422e+02
 -1.44852427e+02  1.08210450e-02  1.53853524e+02 -1.44327648e+02
  4.86320903e-01  1.54350100e+02 -1.44819617e+02  2.62823693e-02
  1.53855768e+02 -1.44344682e+02  4.92201418e-01  1.54346096e+02
 -1.44859769e+02 -3.31885776e-02  1.53830301e+02 -1.44359147e+02
  4.70604279e-01  1.54329232e+02 -1.44801062e+02 -7.07178275e-03
  1.53858648e+02 -1.44363381e+02  4.70121766e-01  1.54349677e+02
 -1.44849058e+02  5.84526725e-03  1.53833503e+02 -1.44358389e+02
  4.70614811e-01  1.54334033e+02 -1.44826939e+02 -9.73313400e-03
  1.53851080e+02 -1.44319618e+02  4.92889620e-01  1.54348250e+02
 -1.44891253e+02 -3.65198648e-02  1.53835253e+02 -1.44355608e+02
  4.63106119e-01  1.54331377e+02 -1.44841186e+02 -2.27467947e-02
  1.53854161e+02 -1.44375135e+02  4.61883879e-01  1.54340013e+02
 -1.44879281e+02 -4.85328163e-02  1.53849007e+02 -1.44394346e+02
  4.70878598e-01  1.54315398e+02]
Niter:  4 row:  29 ngroup:  26 nlines:  6416 gd:  5925
[ 1.22564884e-10 -1.03215465e-05 -2.82818577e-01  1.61504290e+04
 -1.44838079e+02  1.00215592e-02  1.53859655e+02 -1.44319044e+02
  4.74885577e-01  1.54353601e+02 -1.44882761e+02 -2.67172312e-02
  1.53839236e+02 -1.44367271e+02  4.81803617e-01  1.54329698e+02
 -1.44862374e+02 -1.29197231e-02  1.53856109e+02 -1.44334548e+02
  4.74825325e-01  1.54349583e+02 -1.44839574e+02  2.50751241e-03
  1.53846104e+02 -1.44367003e+02  5.08520923e-01  1.54323422e+02
 -1.44852427e+02  1.08210450e-02  1.53853524e+02 -1.44327648e+02
  4.86320903e-01  1.54350100e+02 -1.44819617e+02  2.62823693e-02
  1.53855768e+02 -1.44344682e+02  4.92201418e-01  1.54346096e+02
 -1.44859769e+02 -3.31885776e-02  1.53830301e+02 -1.44359147e+02
  4.70604279e-01  1.54329232e+02 -1.44801062e+02 -7.07178275e-03
  1.53858648e+02 -1.44363381e+02  4.70121766e-01  1.54349677e+02
 -1.44849058e+02  5.84526725e-03  1.53833503e+02 -1.44358389e+02
  4.70614811e-01  1.54334033e+02 -1.44826939e+02 -9.73313400e-03
  1.53851080e+02 -1.44319618e+02  4.92889620e-01  1.54348250e+02
 -1.44891253e+02 -3.65198648e-02  1.53835253e+02 -1.44355608e+02
  4.63106119e-01  1.54331377e+02 -1.44841186e+02 -2.27467947e-02
  1.53854161e+02 -1.44375135e+02  4.61883879e-01  1.54340013e+02
 -1.44879281e+02 -4.85328163e-02  1.53849007e+02 -1.44394346e+02
  4.70878598e-01  1.54315398e+02]
res:  5925 -0.000979617277153011 0.01569180950809823 0.02495547723721679
[ 1.22564871e-10 -1.03215476e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
Niter:  5 row:  29 ngroup:  26 nlines:  6416 gd:  5923
[ 1.22564871e-10 -1.03215476e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
res:  5923 -0.0008900288448785432 0.01572959058557899 0.024926669091863352
[ 1.22551681e-10 -1.03215476e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
Niter:  6 row:  29 ngroup:  26 nlines:  6416 gd:  5923
[ 1.22551681e-10 -1.03215476e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
res:  5923 -0.0008717588016224909 0.015726511463981296 0.02492657450703206
[ 1.22554596e-10 -1.03215587e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
Saving figure to  wave_resid_43670005_fiber29.png
Final values:
res:  -0.0008717588016224909 0.02492657450703206
pars:  [ 1.22554596e-10 -1.03215587e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
29 [ 1.22554596e-10 -1.03215587e-05 -2.82818606e-01  1.61504306e+04
 -1.44835467e+02  1.65148254e-02  1.53863042e+02 -1.44321568e+02
  4.74509405e-01  1.54355064e+02 -1.44879882e+02 -2.40217517e-02
  1.53845060e+02 -1.44358238e+02  4.88051760e-01  1.54333284e+02
 -1.44853120e+02 -1.04661687e-02  1.53859738e+02 -1.44331445e+02
  4.77751463e-01  1.54353196e+02 -1.44835843e+02  9.24694517e-03
  1.53847594e+02 -1.44352205e+02  5.01270099e-01  1.54325130e+02
 -1.44849045e+02  1.70927026e-02  1.53857271e+02 -1.44323923e+02
  4.92572214e-01  1.54353748e+02 -1.44816286e+02  2.92955295e-02
  1.53859286e+02 -1.44340987e+02  4.91549467e-01  1.54347500e+02
 -1.44856838e+02 -2.69568970e-02  1.53833930e+02 -1.44355647e+02
  4.76800797e-01  1.54332825e+02 -1.44798301e+02 -4.29628710e-03
  1.53860204e+02 -1.44354272e+02  4.72633421e-01  1.54353295e+02
 -1.44845447e+02  8.81892171e-03  1.53837283e+02 -1.44355308e+02
  4.73406863e-01  1.54337474e+02 -1.44823720e+02 -1.07714473e-02
  1.53852593e+02 -1.44304506e+02  4.95520894e-01  1.54353838e+02
 -1.44876465e+02 -3.34665879e-02  1.53836873e+02 -1.44353009e+02
  4.69344402e-01  1.54334955e+02 -1.44831616e+02 -1.95882403e-02
  1.53857663e+02 -1.44359669e+02  4.64186767e-01  1.54343689e+02
 -1.44870724e+02 -4.58685554e-02  1.53852617e+02 -1.44391410e+02
  4.73929374e-01  1.54318883e+02]
--- Row 31/300 row=30 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  30
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=30 ---
Niter:  0 row:  30 ngroup:  1 nlines:  260 gd:  260
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  260 0.0007876393692640704 0.0167759743580973 0.03774282693763512
[ 1.22030286e-10 -1.03213249e-05 -2.82817497e-01  1.61505060e+04
 -1.44912089e+02  3.17121621e-13  1.53855122e+02]
Niter:  1 row:  30 ngroup:  1 nlines:  260 gd:  244
[ 1.22030286e-10 -1.03213249e-05 -2.82817497e-01  1.61505060e+04
 -1.44912089e+02  3.17121621e-13  1.53855122e+02]
res:  244 9.020632569445297e-05 0.015444295689121645 0.02729806629219286
[ 1.22293479e-10 -1.03208944e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
Niter:  2 row:  30 ngroup:  1 nlines:  260 gd:  240
[ 1.22293479e-10 -1.03208944e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
res:  240 -0.00012908243479614612 0.015378241182588681 0.025922256687639544
[ 1.22336830e-10 -1.03208944e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
Niter:  3 row:  30 ngroup:  1 nlines:  260 gd:  240
[ 1.22336830e-10 -1.03208944e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
res:  240 -0.00013893890172766987 0.015364977039098449 0.02592138009606846
[ 1.22305754e-10 -1.03208308e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
Niter:  4 row:  30 ngroup:  1 nlines:  260 gd:  240
[ 1.22305754e-10 -1.03208308e-05 -2.82822843e-01  1.61505103e+04
 -1.44855246e+02  3.71728371e-11  1.53849652e+02]
res:  240 -0.001021403630147688 0.015116623969333887 0.025915225958759152
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
Niter:  5 row:  30 ngroup:  1 nlines:  260 gd:  240
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
res:  240 -0.001021403630147688 0.015116623969333887 0.025915225958759152
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
Niter:  6 row:  30 ngroup:  1 nlines:  260 gd:  240
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
res:  240 -0.001021403630147688 0.015116623969333887 0.025915225958759152
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
Final values:
res:  -0.001021403630147688 0.025915225958759152
pars:  [ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
30 [ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02]
elapsed: 3.0 sec.
Niter:  0 row:  30 ngroup:  26 nlines:  6712 gd:  6712
[ 1.22289383e-10 -1.03208472e-05 -2.82823290e-01  1.61505103e+04
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02 -1.44850088e+02  3.04118257e-10
  1.53843286e+02 -1.44850088e+02  3.04118257e-10  1.53843286e+02
 -1.44850088e+02  3.04118257e-10  1.53843286e+02 -1.44850088e+02
  3.04118257e-10  1.53843286e+02]
res:  6712 0.0010544321930865408 0.01519337823447131 0.03645030858722383
[ 1.22289395e-10 -1.03208482e-05 -2.82823262e-01  1.61505086e+04
 -1.44853784e+02  1.01011500e-02  1.53842334e+02 -1.44394240e+02
  5.24068267e-01  1.54326618e+02 -1.44868525e+02  9.73752914e-03
  1.53824290e+02 -1.44382366e+02  5.02184378e-01  1.54312145e+02
 -1.44885367e+02 -2.18482187e-02  1.53832762e+02 -1.44393148e+02
  5.27540693e-01  1.54336321e+02 -1.44866337e+02  1.50692821e-03
  1.53825605e+02 -1.44393413e+02  5.07197998e-01  1.54305495e+02
 -1.44867732e+02  8.90926693e-03  1.53834277e+02 -1.44365342e+02
  4.87132595e-01  1.54314503e+02 -1.44872189e+02  1.24847487e-02
  1.53833273e+02 -1.44400473e+02  5.19527926e-01  1.54320784e+02
 -1.44896939e+02 -2.72389588e-02  1.53816438e+02 -1.44433303e+02
  4.87258971e-01  1.54313285e+02 -1.44861306e+02 -3.38542817e-03
  1.53837797e+02 -1.44386965e+02  5.04588876e-01  1.54331849e+02
 -1.44872904e+02 -4.89917160e-04  1.53821650e+02 -1.44362764e+02
  4.88412615e-01  1.54319199e+02 -1.44895205e+02 -9.03399221e-03
  1.53831752e+02 -1.44366517e+02  4.83364739e-01  1.54329312e+02
 -1.44910253e+02 -4.46917010e-03  1.53808204e+02 -1.44376822e+02
  4.81962332e-01  1.54299345e+02 -1.44896230e+02 -2.00290807e-02
  1.53832971e+02 -1.44390001e+02  4.82642833e-01  1.54324089e+02
 -1.44919939e+02 -3.17462365e-02  1.53814117e+02 -1.44408843e+02
  4.89162935e-01  1.54297694e+02]
Niter:  1 row:  30 ngroup:  26 nlines:  6712 gd:  6183
[ 1.22289395e-10 -1.03208482e-05 -2.82823262e-01  1.61505086e+04
 -1.44853784e+02  1.01011500e-02  1.53842334e+02 -1.44394240e+02
  5.24068267e-01  1.54326618e+02 -1.44868525e+02  9.73752914e-03
  1.53824290e+02 -1.44382366e+02  5.02184378e-01  1.54312145e+02
 -1.44885367e+02 -2.18482187e-02  1.53832762e+02 -1.44393148e+02
  5.27540693e-01  1.54336321e+02 -1.44866337e+02  1.50692821e-03
  1.53825605e+02 -1.44393413e+02  5.07197998e-01  1.54305495e+02
 -1.44867732e+02  8.90926693e-03  1.53834277e+02 -1.44365342e+02
  4.87132595e-01  1.54314503e+02 -1.44872189e+02  1.24847487e-02
  1.53833273e+02 -1.44400473e+02  5.19527926e-01  1.54320784e+02
 -1.44896939e+02 -2.72389588e-02  1.53816438e+02 -1.44433303e+02
  4.87258971e-01  1.54313285e+02 -1.44861306e+02 -3.38542817e-03
  1.53837797e+02 -1.44386965e+02  5.04588876e-01  1.54331849e+02
 -1.44872904e+02 -4.89917160e-04  1.53821650e+02 -1.44362764e+02
  4.88412615e-01  1.54319199e+02 -1.44895205e+02 -9.03399221e-03
  1.53831752e+02 -1.44366517e+02  4.83364739e-01  1.54329312e+02
 -1.44910253e+02 -4.46917010e-03  1.53808204e+02 -1.44376822e+02
  4.81962332e-01  1.54299345e+02 -1.44896230e+02 -2.00290807e-02
  1.53832971e+02 -1.44390001e+02  4.82642833e-01  1.54324089e+02
 -1.44919939e+02 -3.17462365e-02  1.53814117e+02 -1.44408843e+02
  4.89162935e-01  1.54297694e+02]
res:  6183 -0.0007523576141466037 0.014915585619746707 0.02432859147539786
[ 1.22289407e-10 -1.03208472e-05 -2.82823234e-01  1.61505070e+04
 -1.44864056e+02 -1.13840037e-02  1.53833796e+02 -1.44402840e+02
  4.96124277e-01  1.54320361e+02 -1.44878469e+02 -1.65711952e-02
  1.53817617e+02 -1.44386775e+02  4.72969623e-01  1.54296859e+02
 -1.44896719e+02 -5.21278135e-02  1.53826355e+02 -1.44395196e+02
  5.01554215e-01  1.54324392e+02 -1.44871642e+02 -1.68209951e-02
  1.53828834e+02 -1.44396930e+02  4.89423678e-01  1.54300160e+02
 -1.44861784e+02 -5.00147486e-03  1.53829425e+02 -1.44370002e+02
  4.60815737e-01  1.54308394e+02 -1.44875114e+02 -2.58389771e-03
  1.53824976e+02 -1.44403099e+02  4.88158848e-01  1.54311424e+02
 -1.44905090e+02 -4.51222117e-02  1.53820564e+02 -1.44424466e+02
  4.55273637e-01  1.54303363e+02 -1.44875301e+02 -3.17398175e-02
  1.53838029e+02 -1.44383664e+02  4.83265862e-01  1.54321851e+02
 -1.44878297e+02 -2.64000830e-02  1.53811659e+02 -1.44396810e+02
  4.64801864e-01  1.54309666e+02 -1.44910643e+02 -3.70942093e-02
  1.53827337e+02 -1.44368262e+02  4.66611813e-01  1.54316772e+02
 -1.44916578e+02 -2.89373281e-02  1.53794006e+02 -1.44383380e+02
  4.53199886e-01  1.54300259e+02 -1.44904612e+02 -4.45043053e-02
  1.53819652e+02 -1.44389004e+02  4.53972411e-01  1.54317512e+02
 -1.44931867e+02 -6.32698132e-02  1.53809537e+02 -1.44411824e+02
  4.68548748e-01  1.54286000e+02]
Niter:  2 row:  30 ngroup:  26 nlines:  6712 gd:  6165
[ 1.22289407e-10 -1.03208472e-05 -2.82823234e-01  1.61505070e+04
 -1.44864056e+02 -1.13840037e-02  1.53833796e+02 -1.44402840e+02
  4.96124277e-01  1.54320361e+02 -1.44878469e+02 -1.65711952e-02
  1.53817617e+02 -1.44386775e+02  4.72969623e-01  1.54296859e+02
 -1.44896719e+02 -5.21278135e-02  1.53826355e+02 -1.44395196e+02
  5.01554215e-01  1.54324392e+02 -1.44871642e+02 -1.68209951e-02
  1.53828834e+02 -1.44396930e+02  4.89423678e-01  1.54300160e+02
 -1.44861784e+02 -5.00147486e-03  1.53829425e+02 -1.44370002e+02
  4.60815737e-01  1.54308394e+02 -1.44875114e+02 -2.58389771e-03
  1.53824976e+02 -1.44403099e+02  4.88158848e-01  1.54311424e+02
 -1.44905090e+02 -4.51222117e-02  1.53820564e+02 -1.44424466e+02
  4.55273637e-01  1.54303363e+02 -1.44875301e+02 -3.17398175e-02
  1.53838029e+02 -1.44383664e+02  4.83265862e-01  1.54321851e+02
 -1.44878297e+02 -2.64000830e-02  1.53811659e+02 -1.44396810e+02
  4.64801864e-01  1.54309666e+02 -1.44910643e+02 -3.70942093e-02
  1.53827337e+02 -1.44368262e+02  4.66611813e-01  1.54316772e+02
 -1.44916578e+02 -2.89373281e-02  1.53794006e+02 -1.44383380e+02
  4.53199886e-01  1.54300259e+02 -1.44904612e+02 -4.45043053e-02
  1.53819652e+02 -1.44389004e+02  4.53972411e-01  1.54317512e+02
 -1.44931867e+02 -6.32698132e-02  1.53809537e+02 -1.44411824e+02
  4.68548748e-01  1.54286000e+02]
res:  6165 -0.0006810357845097315 0.014940989892238576 0.02404758275537085
[ 1.22289420e-10 -1.03208461e-05 -2.82823205e-01  1.61505054e+04
 -1.44871021e+02 -1.70743129e-02  1.53829067e+02 -1.44409799e+02
  4.87339396e-01  1.54319339e+02 -1.44885436e+02 -2.57601182e-02
  1.53812893e+02 -1.44388712e+02  4.64253282e-01  1.54292134e+02
 -1.44903684e+02 -6.08125718e-02  1.53821630e+02 -1.44402182e+02
  4.89730538e-01  1.54319667e+02 -1.44873293e+02 -2.25301201e-02
  1.53824115e+02 -1.44403898e+02  4.80461358e-01  1.54295437e+02
 -1.44868758e+02 -1.07196777e-02  1.53826507e+02 -1.44376963e+02
  4.55119245e-01  1.54303667e+02 -1.44882095e+02 -1.16939048e-02
  1.53820249e+02 -1.44404742e+02  4.79480156e-01  1.54308532e+02
 -1.44906860e+02 -5.08471272e-02  1.53815837e+02 -1.44426122e+02
  4.49558297e-01  1.54298629e+02 -1.44887207e+02 -4.09733197e-02
  1.53833299e+02 -1.44390637e+02  4.77559828e-01  1.54317115e+02
 -1.44880588e+02 -3.85418857e-02  1.53806930e+02 -1.44409331e+02
  4.56161831e-01  1.54304939e+02 -1.44917600e+02 -4.90126723e-02
  1.53824531e+02 -1.44369391e+02  4.60896739e-01  1.54307932e+02
 -1.44923531e+02 -3.78260071e-02  1.53789277e+02 -1.44385077e+02
  4.44030703e-01  1.54295526e+02 -1.44911572e+02 -5.33024842e-02
  1.53813066e+02 -1.44390516e+02  4.48269756e-01  1.54314553e+02
 -1.44938811e+02 -7.54259761e-02  1.53804817e+02 -1.44418821e+02
  4.62854185e-01  1.54281274e+02]
Niter:  3 row:  30 ngroup:  26 nlines:  6712 gd:  6171
[ 1.22289420e-10 -1.03208461e-05 -2.82823205e-01  1.61505054e+04
 -1.44871021e+02 -1.70743129e-02  1.53829067e+02 -1.44409799e+02
  4.87339396e-01  1.54319339e+02 -1.44885436e+02 -2.57601182e-02
  1.53812893e+02 -1.44388712e+02  4.64253282e-01  1.54292134e+02
 -1.44903684e+02 -6.08125718e-02  1.53821630e+02 -1.44402182e+02
  4.89730538e-01  1.54319667e+02 -1.44873293e+02 -2.25301201e-02
  1.53824115e+02 -1.44403898e+02  4.80461358e-01  1.54295437e+02
 -1.44868758e+02 -1.07196777e-02  1.53826507e+02 -1.44376963e+02
  4.55119245e-01  1.54303667e+02 -1.44882095e+02 -1.16939048e-02
  1.53820249e+02 -1.44404742e+02  4.79480156e-01  1.54308532e+02
 -1.44906860e+02 -5.08471272e-02  1.53815837e+02 -1.44426122e+02
  4.49558297e-01  1.54298629e+02 -1.44887207e+02 -4.09733197e-02
  1.53833299e+02 -1.44390637e+02  4.77559828e-01  1.54317115e+02
 -1.44880588e+02 -3.85418857e-02  1.53806930e+02 -1.44409331e+02
  4.56161831e-01  1.54304939e+02 -1.44917600e+02 -4.90126723e-02
  1.53824531e+02 -1.44369391e+02  4.60896739e-01  1.54307932e+02
 -1.44923531e+02 -3.78260071e-02  1.53789277e+02 -1.44385077e+02
  4.44030703e-01  1.54295526e+02 -1.44911572e+02 -5.33024842e-02
  1.53813066e+02 -1.44390516e+02  4.48269756e-01  1.54314553e+02
 -1.44938811e+02 -7.54259761e-02  1.53804817e+02 -1.44418821e+02
  4.62854185e-01  1.54281274e+02]
res:  6171 -0.0008145108549797442 0.014902530459949048 0.024118582526341165
[ 1.22319474e-10 -1.03208461e-05 -2.82823205e-01  1.61505054e+04
 -1.44871021e+02 -1.70743129e-02  1.53829067e+02 -1.44409799e+02
  4.87339396e-01  1.54319339e+02 -1.44885436e+02 -2.57601182e-02
  1.53812893e+02 -1.44388712e+02  4.64253282e-01  1.54292134e+02
 -1.44903684e+02 -6.08125718e-02  1.53821630e+02 -1.44402182e+02
  4.89730538e-01  1.54319667e+02 -1.44873293e+02 -2.25301201e-02
  1.53824115e+02 -1.44403898e+02  4.80461358e-01  1.54295437e+02
 -1.44868758e+02 -1.07196777e-02  1.53826507e+02 -1.44376963e+02
  4.55119245e-01  1.54303667e+02 -1.44882095e+02 -1.16939048e-02
  1.53820249e+02 -1.44404742e+02  4.79480156e-01  1.54308532e+02
 -1.44906860e+02 -5.08471272e-02  1.53815837e+02 -1.44426122e+02
  4.49558297e-01  1.54298629e+02 -1.44887207e+02 -4.09733197e-02
  1.53833299e+02 -1.44390637e+02  4.77559828e-01  1.54317115e+02
 -1.44880588e+02 -3.85418857e-02  1.53806930e+02 -1.44409331e+02
  4.56161831e-01  1.54304939e+02 -1.44917600e+02 -4.90126723e-02
  1.53824531e+02 -1.44369391e+02  4.60896739e-01  1.54307932e+02
 -1.44923531e+02 -3.78260071e-02  1.53789277e+02 -1.44385077e+02
  4.44030703e-01  1.54295526e+02 -1.44911572e+02 -5.33024842e-02
  1.53813066e+02 -1.44390516e+02  4.48269756e-01  1.54314553e+02
 -1.44938811e+02 -7.54259761e-02  1.53804817e+02 -1.44418821e+02
  4.62854185e-01  1.54281274e+02]
Niter:  4 row:  30 ngroup:  26 nlines:  6712 gd:  6175
[ 1.22319474e-10 -1.03208461e-05 -2.82823205e-01  1.61505054e+04
 -1.44871021e+02 -1.70743129e-02  1.53829067e+02 -1.44409799e+02
  4.87339396e-01  1.54319339e+02 -1.44885436e+02 -2.57601182e-02
  1.53812893e+02 -1.44388712e+02  4.64253282e-01  1.54292134e+02
 -1.44903684e+02 -6.08125718e-02  1.53821630e+02 -1.44402182e+02
  4.89730538e-01  1.54319667e+02 -1.44873293e+02 -2.25301201e-02
  1.53824115e+02 -1.44403898e+02  4.80461358e-01  1.54295437e+02
 -1.44868758e+02 -1.07196777e-02  1.53826507e+02 -1.44376963e+02
  4.55119245e-01  1.54303667e+02 -1.44882095e+02 -1.16939048e-02
  1.53820249e+02 -1.44404742e+02  4.79480156e-01  1.54308532e+02
 -1.44906860e+02 -5.08471272e-02  1.53815837e+02 -1.44426122e+02
  4.49558297e-01  1.54298629e+02 -1.44887207e+02 -4.09733197e-02
  1.53833299e+02 -1.44390637e+02  4.77559828e-01  1.54317115e+02
 -1.44880588e+02 -3.85418857e-02  1.53806930e+02 -1.44409331e+02
  4.56161831e-01  1.54304939e+02 -1.44917600e+02 -4.90126723e-02
  1.53824531e+02 -1.44369391e+02  4.60896739e-01  1.54307932e+02
 -1.44923531e+02 -3.78260071e-02  1.53789277e+02 -1.44385077e+02
  4.44030703e-01  1.54295526e+02 -1.44911572e+02 -5.33024842e-02
  1.53813066e+02 -1.44390516e+02  4.48269756e-01  1.54314553e+02
 -1.44938811e+02 -7.54259761e-02  1.53804817e+02 -1.44418821e+02
  4.62854185e-01  1.54281274e+02]
res:  6175 -0.0007495843556171167 0.014920497986167902 0.02416601079745809
[ 1.22319486e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
Niter:  5 row:  30 ngroup:  26 nlines:  6712 gd:  6173
[ 1.22319486e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
res:  6173 -0.0008159143981174566 0.014925602589755727 0.024138232215671934
[ 1.22338618e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
Niter:  6 row:  30 ngroup:  26 nlines:  6712 gd:  6175
[ 1.22338618e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
res:  6175 -0.0008161764972101082 0.01492583528670366 0.02416473058463859
[ 1.22338677e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
Saving figure to  wave_resid_43670005_fiber30.png
Final values:
res:  -0.0008161764972101082 0.02416473058463859
pars:  [ 1.22338677e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
30 [ 1.22338677e-10 -1.03208451e-05 -2.82823177e-01  1.61505038e+04
 -1.44879263e+02 -2.27679101e-02  1.53825538e+02 -1.44418021e+02
  4.75051115e-01  1.54315827e+02 -1.44893689e+02 -3.14506621e-02
  1.53809386e+02 -1.44396945e+02  4.58556196e-01  1.54288618e+02
 -1.44911931e+02 -6.65101269e-02  1.53818122e+02 -1.44410493e+02
  4.84044510e-01  1.54316157e+02 -1.44881525e+02 -2.82336834e-02
  1.53820633e+02 -1.44412148e+02  4.71543848e-01  1.54293703e+02
 -1.44877030e+02 -1.64334988e-02  1.53823014e+02 -1.44385194e+02
  4.49428165e-01  1.54300149e+02 -1.44890391e+02 -1.73656393e-02
  1.53816729e+02 -1.44412967e+02  4.70697474e-01  1.54305042e+02
 -1.44915143e+02 -5.65753739e-02  1.53812313e+02 -1.44434311e+02
  4.43851365e-01  1.54295068e+02 -1.44895437e+02 -4.66567765e-02
  1.53829761e+02 -1.44398908e+02  4.71848819e-01  1.54313551e+02
 -1.44888794e+02 -4.76522946e-02  1.53803394e+02 -1.44422540e+02
  4.50445785e-01  1.54301417e+02 -1.44925815e+02 -5.47037677e-02
  1.53821005e+02 -1.44377680e+02  4.55177448e-01  1.54304423e+02
 -1.44931739e+02 -4.35431872e-02  1.53785748e+02 -1.44393402e+02
  4.38320868e-01  1.54293802e+02 -1.44915036e+02 -5.90074052e-02
  1.53807709e+02 -1.44398776e+02  4.42563478e-01  1.54311052e+02
 -1.44946988e+02 -8.10988770e-02  1.53801330e+02 -1.44427165e+02
  4.57165004e-01  1.54277753e+02]
--- Row 32/300 row=31 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  31
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=31 ---
Niter:  0 row:  31 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0016242728270299267 0.01673314158051653 0.03650052524499617
[ 1.22094655e-10 -1.03219188e-05 -2.82815773e-01  1.61504869e+04
 -1.44929598e+02  4.72056875e-15  1.53859821e+02]
Niter:  1 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.22094655e-10 -1.03219188e-05 -2.82815773e-01  1.61504869e+04
 -1.44929598e+02  4.72056875e-15  1.53859821e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Niter:  2 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Niter:  3 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Niter:  4 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Niter:  5 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Niter:  6 row:  31 ngroup:  1 nlines:  238 gd:  222
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
res:  222 -0.0007561510647065006 0.01701428904380009 0.026420297427958744
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
Final values:
res:  -0.0007561510647065006 0.026420297427958744
pars:  [ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
31 [ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02]
elapsed: 3.0 sec.
Niter:  0 row:  31 ngroup:  26 nlines:  6383 gd:  6383
[ 1.21694453e-10 -1.03214546e-05 -2.82811857e-01  1.61504883e+04
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02 -1.44924927e+02  1.47825883e-12
  1.53868542e+02 -1.44924927e+02  1.47825883e-12  1.53868542e+02
 -1.44924927e+02  1.47825883e-12  1.53868542e+02 -1.44924927e+02
  1.47825883e-12  1.53868542e+02]
res:  6383 0.0002935300981334876 0.01704404408155824 0.03811722715572628
[ 1.21694466e-10 -1.03214536e-05 -2.82811885e-01  1.61504899e+04
 -1.44923034e+02  1.10453599e-02  1.53887563e+02 -1.44491974e+02
  5.12125395e-01  1.54373084e+02 -1.44988262e+02 -2.39966096e-02
  1.53870704e+02 -1.44427897e+02  4.80476359e-01  1.54350909e+02
 -1.44934882e+02 -1.99628542e-02  1.53883133e+02 -1.44437054e+02
  5.04728279e-01  1.54383513e+02 -1.44925955e+02 -1.34354086e-02
  1.53877654e+02 -1.44442667e+02  5.05058005e-01  1.54367646e+02
 -1.44913412e+02  2.82736963e-03  1.53875726e+02 -1.44437430e+02
  4.87832089e-01  1.54374309e+02 -1.44946484e+02 -1.00599803e-03
  1.53882365e+02 -1.44457080e+02  4.93277413e-01  1.54371225e+02
 -1.44951296e+02 -3.52484977e-02  1.53857883e+02 -1.44456379e+02
  4.71307271e-01  1.54356284e+02 -1.44934121e+02 -7.70965226e-03
  1.53890204e+02 -1.44425841e+02  4.93725840e-01  1.54381867e+02
 -1.44972714e+02 -3.05805115e-02  1.53863704e+02 -1.44465683e+02
  4.93816895e-01  1.54374922e+02 -1.44951677e+02 -2.64962606e-02
  1.53880584e+02 -1.44448682e+02  4.83368035e-01  1.54365737e+02
 -1.44954922e+02 -2.80426622e-02  1.53871235e+02 -1.44454050e+02
  4.66497701e-01  1.54363165e+02 -1.44964760e+02 -1.68306322e-02
  1.53872931e+02 -1.44468607e+02  4.91770612e-01  1.54373963e+02
 -1.44980112e+02 -3.76228210e-02  1.53873193e+02 -1.44459709e+02
  4.80489622e-01  1.54355188e+02]
Niter:  1 row:  31 ngroup:  26 nlines:  6383 gd:  5976
[ 1.21694466e-10 -1.03214536e-05 -2.82811885e-01  1.61504899e+04
 -1.44923034e+02  1.10453599e-02  1.53887563e+02 -1.44491974e+02
  5.12125395e-01  1.54373084e+02 -1.44988262e+02 -2.39966096e-02
  1.53870704e+02 -1.44427897e+02  4.80476359e-01  1.54350909e+02
 -1.44934882e+02 -1.99628542e-02  1.53883133e+02 -1.44437054e+02
  5.04728279e-01  1.54383513e+02 -1.44925955e+02 -1.34354086e-02
  1.53877654e+02 -1.44442667e+02  5.05058005e-01  1.54367646e+02
 -1.44913412e+02  2.82736963e-03  1.53875726e+02 -1.44437430e+02
  4.87832089e-01  1.54374309e+02 -1.44946484e+02 -1.00599803e-03
  1.53882365e+02 -1.44457080e+02  4.93277413e-01  1.54371225e+02
 -1.44951296e+02 -3.52484977e-02  1.53857883e+02 -1.44456379e+02
  4.71307271e-01  1.54356284e+02 -1.44934121e+02 -7.70965226e-03
  1.53890204e+02 -1.44425841e+02  4.93725840e-01  1.54381867e+02
 -1.44972714e+02 -3.05805115e-02  1.53863704e+02 -1.44465683e+02
  4.93816895e-01  1.54374922e+02 -1.44951677e+02 -2.64962606e-02
  1.53880584e+02 -1.44448682e+02  4.83368035e-01  1.54365737e+02
 -1.44954922e+02 -2.80426622e-02  1.53871235e+02 -1.44454050e+02
  4.66497701e-01  1.54363165e+02 -1.44964760e+02 -1.68306322e-02
  1.53872931e+02 -1.44468607e+02  4.91770612e-01  1.54373963e+02
 -1.44980112e+02 -3.76228210e-02  1.53873193e+02 -1.44459709e+02
  4.80489622e-01  1.54355188e+02]
res:  5976 -0.0002992492700286675 0.01709631802077638 0.027272367112265817
[ 1.21694478e-10 -1.03214526e-05 -2.82811913e-01  1.61504915e+04
 -1.44910936e+02  1.13870862e-02  1.53878066e+02 -1.44460869e+02
  5.06962973e-01  1.54376310e+02 -1.44971578e+02 -1.64120739e-02
  1.53873950e+02 -1.44438849e+02  4.74903865e-01  1.54353158e+02
 -1.44918365e+02 -2.01449927e-02  1.53886916e+02 -1.44418068e+02
  4.86705019e-01  1.54387795e+02 -1.44925508e+02 -2.27176981e-02
  1.53885340e+02 -1.44423866e+02  4.91705566e-01  1.54354268e+02
 -1.44900643e+02  1.37956963e-03  1.53874141e+02 -1.44432695e+02
  4.85313098e-01  1.54378824e+02 -1.44934534e+02  4.06421618e-04
  1.53879886e+02 -1.44436029e+02  4.94743235e-01  1.54372773e+02
 -1.44959071e+02 -1.88524274e-02  1.53865340e+02 -1.44441126e+02
  4.67562423e-01  1.54356991e+02 -1.44925964e+02 -1.06235695e-02
  1.53893425e+02 -1.44426673e+02  4.88788043e-01  1.54384446e+02
 -1.44950015e+02 -3.47307107e-02  1.53866420e+02 -1.44447126e+02
  4.90205480e-01  1.54370016e+02 -1.44943421e+02 -2.46197495e-02
  1.53885727e+02 -1.44418810e+02  4.79613342e-01  1.54373234e+02
 -1.44946487e+02 -3.49746214e-02  1.53873883e+02 -1.44441861e+02
  4.69210893e-01  1.54362976e+02 -1.44961511e+02 -1.33060410e-02
  1.53880808e+02 -1.44468258e+02  4.75339978e-01  1.54370058e+02
 -1.44963660e+02 -3.52180470e-02  1.53881237e+02 -1.44420202e+02
  4.53670986e-01  1.54351236e+02]
Niter:  2 row:  31 ngroup:  26 nlines:  6383 gd:  5969
[ 1.21694478e-10 -1.03214526e-05 -2.82811913e-01  1.61504915e+04
 -1.44910936e+02  1.13870862e-02  1.53878066e+02 -1.44460869e+02
  5.06962973e-01  1.54376310e+02 -1.44971578e+02 -1.64120739e-02
  1.53873950e+02 -1.44438849e+02  4.74903865e-01  1.54353158e+02
 -1.44918365e+02 -2.01449927e-02  1.53886916e+02 -1.44418068e+02
  4.86705019e-01  1.54387795e+02 -1.44925508e+02 -2.27176981e-02
  1.53885340e+02 -1.44423866e+02  4.91705566e-01  1.54354268e+02
 -1.44900643e+02  1.37956963e-03  1.53874141e+02 -1.44432695e+02
  4.85313098e-01  1.54378824e+02 -1.44934534e+02  4.06421618e-04
  1.53879886e+02 -1.44436029e+02  4.94743235e-01  1.54372773e+02
 -1.44959071e+02 -1.88524274e-02  1.53865340e+02 -1.44441126e+02
  4.67562423e-01  1.54356991e+02 -1.44925964e+02 -1.06235695e-02
  1.53893425e+02 -1.44426673e+02  4.88788043e-01  1.54384446e+02
 -1.44950015e+02 -3.47307107e-02  1.53866420e+02 -1.44447126e+02
  4.90205480e-01  1.54370016e+02 -1.44943421e+02 -2.46197495e-02
  1.53885727e+02 -1.44418810e+02  4.79613342e-01  1.54373234e+02
 -1.44946487e+02 -3.49746214e-02  1.53873883e+02 -1.44441861e+02
  4.69210893e-01  1.54362976e+02 -1.44961511e+02 -1.33060410e-02
  1.53880808e+02 -1.44468258e+02  4.75339978e-01  1.54370058e+02
 -1.44963660e+02 -3.52180470e-02  1.53881237e+02 -1.44420202e+02
  4.53670986e-01  1.54351236e+02]
res:  5969 -0.0003155608937959187 0.017137447866844013 0.027141571075815715
[ 1.21694490e-10 -1.03214515e-05 -2.82811942e-01  1.61504931e+04
 -1.44903941e+02  1.70872597e-02  1.53882829e+02 -1.44447510e+02
  5.12671024e-01  1.54381076e+02 -1.44964563e+02 -1.07146072e-02
  1.53878716e+02 -1.44438175e+02  4.73094868e-01  1.54357924e+02
 -1.44911360e+02 -1.82763011e-02  1.53893803e+02 -1.44411059e+02
  4.92417729e-01  1.54392560e+02 -1.44918519e+02 -1.70048511e-02
  1.53890109e+02 -1.44416873e+02  4.97407039e-01  1.54359037e+02
 -1.44893628e+02  7.08406701e-03  1.53878901e+02 -1.44425693e+02
  4.90998196e-01  1.54383581e+02 -1.44927539e+02  6.11050545e-03
  1.53884656e+02 -1.44429013e+02  5.00445549e-01  1.54377536e+02
 -1.44952054e+02 -1.31680451e-02  1.53870098e+02 -1.44421728e+02
  4.73275476e-01  1.54359613e+02 -1.44918934e+02 -4.92622221e-03
  1.53898191e+02 -1.44419656e+02  4.94502437e-01  1.54389206e+02
 -1.44937515e+02 -2.90183309e-02  1.53871189e+02 -1.44440116e+02
  4.95909877e-01  1.54374788e+02 -1.44936420e+02 -1.89160602e-02
  1.53890490e+02 -1.44411799e+02  4.85309594e-01  1.54380292e+02
 -1.44939455e+02 -2.92902037e-02  1.53878645e+02 -1.44434857e+02
  4.70917181e-01  1.54367745e+02 -1.44954502e+02 -7.60137684e-03
  1.53885572e+02 -1.44461268e+02  4.73852440e-01  1.54374826e+02
 -1.44950728e+02 -2.95205377e-02  1.53885996e+02 -1.44407756e+02
  4.55530052e-01  1.54356006e+02]
Niter:  3 row:  31 ngroup:  26 nlines:  6383 gd:  5966
[ 1.21694490e-10 -1.03214515e-05 -2.82811942e-01  1.61504931e+04
 -1.44903941e+02  1.70872597e-02  1.53882829e+02 -1.44447510e+02
  5.12671024e-01  1.54381076e+02 -1.44964563e+02 -1.07146072e-02
  1.53878716e+02 -1.44438175e+02  4.73094868e-01  1.54357924e+02
 -1.44911360e+02 -1.82763011e-02  1.53893803e+02 -1.44411059e+02
  4.92417729e-01  1.54392560e+02 -1.44918519e+02 -1.70048511e-02
  1.53890109e+02 -1.44416873e+02  4.97407039e-01  1.54359037e+02
 -1.44893628e+02  7.08406701e-03  1.53878901e+02 -1.44425693e+02
  4.90998196e-01  1.54383581e+02 -1.44927539e+02  6.11050545e-03
  1.53884656e+02 -1.44429013e+02  5.00445549e-01  1.54377536e+02
 -1.44952054e+02 -1.31680451e-02  1.53870098e+02 -1.44421728e+02
  4.73275476e-01  1.54359613e+02 -1.44918934e+02 -4.92622221e-03
  1.53898191e+02 -1.44419656e+02  4.94502437e-01  1.54389206e+02
 -1.44937515e+02 -2.90183309e-02  1.53871189e+02 -1.44440116e+02
  4.95909877e-01  1.54374788e+02 -1.44936420e+02 -1.89160602e-02
  1.53890490e+02 -1.44411799e+02  4.85309594e-01  1.54380292e+02
 -1.44939455e+02 -2.92902037e-02  1.53878645e+02 -1.44434857e+02
  4.70917181e-01  1.54367745e+02 -1.44954502e+02 -7.60137684e-03
  1.53885572e+02 -1.44461268e+02  4.73852440e-01  1.54374826e+02
 -1.44950728e+02 -2.95205377e-02  1.53885996e+02 -1.44407756e+02
  4.55530052e-01  1.54356006e+02]
res:  5966 -0.0003882766959577566 0.016987209155558958 0.027008659780600117
[ 1.22096579e-10 -1.03212668e-05 -2.82819518e-01  1.61504915e+04
 -1.44855234e+02  1.02261177e-02  1.53843616e+02 -1.44398113e+02
  5.06047231e-01  1.54341874e+02 -1.44915357e+02 -1.75024117e-02
  1.53839445e+02 -1.44389007e+02  4.66963453e-01  1.54318704e+02
 -1.44862779e+02 -2.43768484e-02  1.53854595e+02 -1.44362244e+02
  4.86620688e-01  1.54353394e+02 -1.44870166e+02 -2.34848574e-02
  1.53850982e+02 -1.44368362e+02  4.90901500e-01  1.54319848e+02
 -1.44844616e+02  7.26952728e-04  1.53839608e+02 -1.44377127e+02
  4.84135339e-01  1.54344296e+02 -1.44879274e+02 -2.87546556e-04
  1.53845436e+02 -1.44379980e+02  4.94202088e-01  1.54338289e+02
 -1.44902928e+02 -2.04276180e-02  1.53831048e+02 -1.44372570e+02
  4.67243169e-01  1.54320428e+02 -1.44868980e+02 -1.18591391e-02
  1.53858997e+02 -1.44370518e+02  4.88620331e-01  1.54350131e+02
 -1.44886197e+02 -3.47476626e-02  1.53831935e+02 -1.44391269e+02
  4.90052617e-01  1.54335493e+02 -1.44887696e+02 -2.51956004e-02
  1.53851329e+02 -1.44362888e+02  4.78469909e-01  1.54341166e+02
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  4.63834955e-01  1.54328567e+02 -1.44905349e+02 -1.40082338e-02
  1.53846387e+02 -1.44412967e+02  4.67626039e-01  1.54335663e+02
 -1.44901181e+02 -3.77915265e-02  1.53846779e+02 -1.44357014e+02
  4.49584099e-01  1.54316787e+02]
Niter:  4 row:  31 ngroup:  26 nlines:  6383 gd:  5955
[ 1.22096579e-10 -1.03212668e-05 -2.82819518e-01  1.61504915e+04
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  5.06047231e-01  1.54341874e+02 -1.44915357e+02 -1.75024117e-02
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  4.86620688e-01  1.54353394e+02 -1.44870166e+02 -2.34848574e-02
  1.53850982e+02 -1.44368362e+02  4.90901500e-01  1.54319848e+02
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  4.84135339e-01  1.54344296e+02 -1.44879274e+02 -2.87546556e-04
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  1.53846387e+02 -1.44412967e+02  4.67626039e-01  1.54335663e+02
 -1.44901181e+02 -3.77915265e-02  1.53846779e+02 -1.44357014e+02
  4.49584099e-01  1.54316787e+02]
res:  5955 -0.0005667014738719445 0.016863348966580816 0.026798296882819282
[ 1.22096592e-10 -1.03212657e-05 -2.82819489e-01  1.61504899e+04
 -1.44867623e+02  4.91368855e-03  1.53840476e+02 -1.44410553e+02
  4.97047768e-01  1.54338670e+02 -1.44921558e+02 -2.28183236e-02
  1.53836264e+02 -1.44401399e+02  4.61595691e-01  1.54315510e+02
 -1.44874679e+02 -3.35884234e-02  1.53849272e+02 -1.44374417e+02
  4.77323491e-01  1.54347940e+02 -1.44876193e+02 -3.27288169e-02
  1.53847763e+02 -1.44380459e+02  4.81929152e-01  1.54316661e+02
 -1.44850627e+02 -4.63520023e-03  1.53836474e+02 -1.44389095e+02
  4.78840843e-01  1.54341157e+02 -1.44891116e+02 -5.63704590e-03
  1.53842266e+02 -1.44386078e+02  4.88847269e-01  1.54335113e+02
 -1.44915153e+02 -2.56740869e-02  1.53827852e+02 -1.44378662e+02
  4.61892067e-01  1.54317239e+02 -1.44862416e+02 -1.71579418e-02
  1.53855837e+02 -1.44382659e+02  4.83233531e-01  1.54346923e+02
 -1.44894694e+02 -4.36954961e-02  1.53828735e+02 -1.44403367e+02
  4.80739543e-01  1.54332332e+02 -1.44899836e+02 -3.05651259e-02
  1.53848142e+02 -1.44375076e+02  4.66301011e-01  1.54337949e+02
 -1.44902170e+02 -4.55724151e-02  1.53836265e+02 -1.44398151e+02
  4.54739855e-01  1.54325390e+02 -1.44917729e+02 -1.56012580e-02
  1.53843200e+02 -1.44418928e+02  4.62255279e-01  1.54328176e+02
 -1.44913475e+02 -4.55313976e-02  1.53843625e+02 -1.44365930e+02
  4.44196649e-01  1.54313587e+02]
Niter:  5 row:  31 ngroup:  26 nlines:  6383 gd:  5952
[ 1.22096592e-10 -1.03212657e-05 -2.82819489e-01  1.61504899e+04
 -1.44867623e+02  4.91368855e-03  1.53840476e+02 -1.44410553e+02
  4.97047768e-01  1.54338670e+02 -1.44921558e+02 -2.28183236e-02
  1.53836264e+02 -1.44401399e+02  4.61595691e-01  1.54315510e+02
 -1.44874679e+02 -3.35884234e-02  1.53849272e+02 -1.44374417e+02
  4.77323491e-01  1.54347940e+02 -1.44876193e+02 -3.27288169e-02
  1.53847763e+02 -1.44380459e+02  4.81929152e-01  1.54316661e+02
 -1.44850627e+02 -4.63520023e-03  1.53836474e+02 -1.44389095e+02
  4.78840843e-01  1.54341157e+02 -1.44891116e+02 -5.63704590e-03
  1.53842266e+02 -1.44386078e+02  4.88847269e-01  1.54335113e+02
 -1.44915153e+02 -2.56740869e-02  1.53827852e+02 -1.44378662e+02
  4.61892067e-01  1.54317239e+02 -1.44862416e+02 -1.71579418e-02
  1.53855837e+02 -1.44382659e+02  4.83233531e-01  1.54346923e+02
 -1.44894694e+02 -4.36954961e-02  1.53828735e+02 -1.44403367e+02
  4.80739543e-01  1.54332332e+02 -1.44899836e+02 -3.05651259e-02
  1.53848142e+02 -1.44375076e+02  4.66301011e-01  1.54337949e+02
 -1.44902170e+02 -4.55724151e-02  1.53836265e+02 -1.44398151e+02
  4.54739855e-01  1.54325390e+02 -1.44917729e+02 -1.56012580e-02
  1.53843200e+02 -1.44418928e+02  4.62255279e-01  1.54328176e+02
 -1.44913475e+02 -4.55313976e-02  1.53843625e+02 -1.44365930e+02
  4.44196649e-01  1.54313587e+02]
res:  5952 -0.0006079547038098099 0.01671935287595261 0.026733243495391232
[ 1.22167479e-10 -1.03208303e-05 -2.82819595e-01  1.61504883e+04
 -1.44868609e+02 -3.45146852e-04  1.53844835e+02 -1.44411401e+02
  4.91776366e-01  1.54342896e+02 -1.44922487e+02 -2.38270010e-02
  1.53840496e+02 -1.44402290e+02  4.56359495e-01  1.54319737e+02
 -1.44875604e+02 -3.88401304e-02  1.53853694e+02 -1.44375328e+02
  4.72071799e-01  1.54354647e+02 -1.44877153e+02 -3.80019077e-02
  1.53851952e+02 -1.44381446e+02  4.76673975e-01  1.54320862e+02
 -1.44851460e+02 -9.90438873e-03  1.53840873e+02 -1.44390034e+02
  4.73582796e-01  1.54345631e+02 -1.44892097e+02 -1.08761335e-02
  1.53846404e+02 -1.44386908e+02  4.83593815e-01  1.54339423e+02
 -1.44916021e+02 -3.09288282e-02  1.53832329e+02 -1.44379480e+02
  4.56640893e-01  1.54321649e+02 -1.44863282e+02 -2.24363990e-02
  1.53860098e+02 -1.44383525e+02  4.77966700e-01  1.54351376e+02
 -1.44895726e+02 -4.89666645e-02  1.53832878e+02 -1.44404265e+02
  4.75485387e-01  1.54336423e+02 -1.44900783e+02 -3.58111639e-02
  1.53852469e+02 -1.44375975e+02  4.61044140e-01  1.54342160e+02
 -1.44902960e+02 -5.50820089e-02  1.53840606e+02 -1.44399086e+02
  4.49471146e-01  1.54329578e+02 -1.44918638e+02 -2.08777518e-02
  1.53847506e+02 -1.44419881e+02  4.56980406e-01  1.54332495e+02
 -1.44914286e+02 -5.07958237e-02  1.53848073e+02 -1.44366930e+02
  4.38904308e-01  1.54317739e+02]
Niter:  6 row:  31 ngroup:  26 nlines:  6383 gd:  5950
[ 1.22167479e-10 -1.03208303e-05 -2.82819595e-01  1.61504883e+04
 -1.44868609e+02 -3.45146852e-04  1.53844835e+02 -1.44411401e+02
  4.91776366e-01  1.54342896e+02 -1.44922487e+02 -2.38270010e-02
  1.53840496e+02 -1.44402290e+02  4.56359495e-01  1.54319737e+02
 -1.44875604e+02 -3.88401304e-02  1.53853694e+02 -1.44375328e+02
  4.72071799e-01  1.54354647e+02 -1.44877153e+02 -3.80019077e-02
  1.53851952e+02 -1.44381446e+02  4.76673975e-01  1.54320862e+02
 -1.44851460e+02 -9.90438873e-03  1.53840873e+02 -1.44390034e+02
  4.73582796e-01  1.54345631e+02 -1.44892097e+02 -1.08761335e-02
  1.53846404e+02 -1.44386908e+02  4.83593815e-01  1.54339423e+02
 -1.44916021e+02 -3.09288282e-02  1.53832329e+02 -1.44379480e+02
  4.56640893e-01  1.54321649e+02 -1.44863282e+02 -2.24363990e-02
  1.53860098e+02 -1.44383525e+02  4.77966700e-01  1.54351376e+02
 -1.44895726e+02 -4.89666645e-02  1.53832878e+02 -1.44404265e+02
  4.75485387e-01  1.54336423e+02 -1.44900783e+02 -3.58111639e-02
  1.53852469e+02 -1.44375975e+02  4.61044140e-01  1.54342160e+02
 -1.44902960e+02 -5.50820089e-02  1.53840606e+02 -1.44399086e+02
  4.49471146e-01  1.54329578e+02 -1.44918638e+02 -2.08777518e-02
  1.53847506e+02 -1.44419881e+02  4.56980406e-01  1.54332495e+02
 -1.44914286e+02 -5.07958237e-02  1.53848073e+02 -1.44366930e+02
  4.38904308e-01  1.54317739e+02]
res:  5950 -0.0006328969466267154 0.01677519202894473 0.026697604378604523
[ 1.22177718e-10 -1.03208303e-05 -2.82819595e-01  1.61504883e+04
 -1.44868609e+02 -3.45146852e-04  1.53844835e+02 -1.44411401e+02
  4.91776366e-01  1.54342896e+02 -1.44922487e+02 -2.38270010e-02
  1.53840496e+02 -1.44402290e+02  4.56359495e-01  1.54319737e+02
 -1.44875604e+02 -3.88401304e-02  1.53853694e+02 -1.44375328e+02
  4.72071799e-01  1.54354647e+02 -1.44877153e+02 -3.80019077e-02
  1.53851952e+02 -1.44381446e+02  4.76673975e-01  1.54320862e+02
 -1.44851460e+02 -9.90438873e-03  1.53840873e+02 -1.44390034e+02
  4.73582796e-01  1.54345631e+02 -1.44892097e+02 -1.08761335e-02
  1.53846404e+02 -1.44386908e+02  4.83593815e-01  1.54339423e+02
 -1.44916021e+02 -3.09288282e-02  1.53832329e+02 -1.44379480e+02
  4.56640893e-01  1.54321649e+02 -1.44863282e+02 -2.24363990e-02
  1.53860098e+02 -1.44383525e+02  4.77966700e-01  1.54351376e+02
 -1.44895726e+02 -4.89666645e-02  1.53832878e+02 -1.44404265e+02
  4.75485387e-01  1.54336423e+02 -1.44900783e+02 -3.58111639e-02
  1.53852469e+02 -1.44375975e+02  4.61044140e-01  1.54342160e+02
 -1.44902960e+02 -5.50820089e-02  1.53840606e+02 -1.44399086e+02
  4.49471146e-01  1.54329578e+02 -1.44918638e+02 -2.08777518e-02
  1.53847506e+02 -1.44419881e+02  4.56980406e-01  1.54332495e+02
 -1.44914286e+02 -5.07958237e-02  1.53848073e+02 -1.44366930e+02
  4.38904308e-01  1.54317739e+02]
Saving figure to  wave_resid_43670005_fiber31.png
Final values:
res:  -0.0006328969466267154 0.026697604378604523
pars:  [ 1.22177718e-10 -1.03208303e-05 -2.82819595e-01  1.61504883e+04
 -1.44868609e+02 -3.45146852e-04  1.53844835e+02 -1.44411401e+02
  4.91776366e-01  1.54342896e+02 -1.44922487e+02 -2.38270010e-02
  1.53840496e+02 -1.44402290e+02  4.56359495e-01  1.54319737e+02
 -1.44875604e+02 -3.88401304e-02  1.53853694e+02 -1.44375328e+02
  4.72071799e-01  1.54354647e+02 -1.44877153e+02 -3.80019077e-02
  1.53851952e+02 -1.44381446e+02  4.76673975e-01  1.54320862e+02
 -1.44851460e+02 -9.90438873e-03  1.53840873e+02 -1.44390034e+02
  4.73582796e-01  1.54345631e+02 -1.44892097e+02 -1.08761335e-02
  1.53846404e+02 -1.44386908e+02  4.83593815e-01  1.54339423e+02
 -1.44916021e+02 -3.09288282e-02  1.53832329e+02 -1.44379480e+02
  4.56640893e-01  1.54321649e+02 -1.44863282e+02 -2.24363990e-02
  1.53860098e+02 -1.44383525e+02  4.77966700e-01  1.54351376e+02
 -1.44895726e+02 -4.89666645e-02  1.53832878e+02 -1.44404265e+02
  4.75485387e-01  1.54336423e+02 -1.44900783e+02 -3.58111639e-02
  1.53852469e+02 -1.44375975e+02  4.61044140e-01  1.54342160e+02
 -1.44902960e+02 -5.50820089e-02  1.53840606e+02 -1.44399086e+02
  4.49471146e-01  1.54329578e+02 -1.44918638e+02 -2.08777518e-02
  1.53847506e+02 -1.44419881e+02  4.56980406e-01  1.54332495e+02
 -1.44914286e+02 -5.07958237e-02  1.53848073e+02 -1.44366930e+02
  4.38904308e-01  1.54317739e+02]
31 [ 1.22177718e-10 -1.03208303e-05 -2.82819595e-01  1.61504883e+04
 -1.44868609e+02 -3.45146852e-04  1.53844835e+02 -1.44411401e+02
  4.91776366e-01  1.54342896e+02 -1.44922487e+02 -2.38270010e-02
  1.53840496e+02 -1.44402290e+02  4.56359495e-01  1.54319737e+02
 -1.44875604e+02 -3.88401304e-02  1.53853694e+02 -1.44375328e+02
  4.72071799e-01  1.54354647e+02 -1.44877153e+02 -3.80019077e-02
  1.53851952e+02 -1.44381446e+02  4.76673975e-01  1.54320862e+02
 -1.44851460e+02 -9.90438873e-03  1.53840873e+02 -1.44390034e+02
  4.73582796e-01  1.54345631e+02 -1.44892097e+02 -1.08761335e-02
  1.53846404e+02 -1.44386908e+02  4.83593815e-01  1.54339423e+02
 -1.44916021e+02 -3.09288282e-02  1.53832329e+02 -1.44379480e+02
  4.56640893e-01  1.54321649e+02 -1.44863282e+02 -2.24363990e-02
  1.53860098e+02 -1.44383525e+02  4.77966700e-01  1.54351376e+02
 -1.44895726e+02 -4.89666645e-02  1.53832878e+02 -1.44404265e+02
  4.75485387e-01  1.54336423e+02 -1.44900783e+02 -3.58111639e-02
  1.53852469e+02 -1.44375975e+02  4.61044140e-01  1.54342160e+02
 -1.44902960e+02 -5.50820089e-02  1.53840606e+02 -1.44399086e+02
  4.49471146e-01  1.54329578e+02 -1.44918638e+02 -2.08777518e-02
  1.53847506e+02 -1.44419881e+02  4.56980406e-01  1.54332495e+02
 -1.44914286e+02 -5.07958237e-02  1.53848073e+02 -1.44366930e+02
  4.38904308e-01  1.54317739e+02]
--- Row 33/300 row=32 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  32
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=32 ---
Niter:  0 row:  32 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 0.0016045898619267973 0.014943415690140682 0.03307214528836865
[ 1.21739384e-10 -1.03199861e-05 -2.82819055e-01  1.61504798e+04
 -1.44900178e+02  2.09574407e-14  1.53866517e+02]
Niter:  1 row:  32 ngroup:  1 nlines:  254 gd:  241
[ 1.21739384e-10 -1.03199861e-05 -2.82819055e-01  1.61504798e+04
 -1.44900178e+02  2.09574407e-14  1.53866517e+02]
res:  241 0.0007281435837285244 0.014633931054049754 0.025407529118112632
[ 1.21705925e-10 -1.03194535e-05 -2.82818233e-01  1.61504820e+04
 -1.44886634e+02 -2.98178340e-11  1.53884222e+02]
Niter:  2 row:  32 ngroup:  1 nlines:  254 gd:  234
[ 1.21705925e-10 -1.03194535e-05 -2.82818233e-01  1.61504820e+04
 -1.44886634e+02 -2.98178340e-11  1.53884222e+02]
res:  234 0.000258528311860573 0.014618423859246832 0.02287771691389289
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
Niter:  3 row:  32 ngroup:  1 nlines:  254 gd:  234
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
res:  234 0.000258528311860573 0.014618423859246832 0.02287771691389289
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
Niter:  4 row:  32 ngroup:  1 nlines:  254 gd:  234
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
res:  234 0.000258528311860573 0.014618423859246832 0.02287771691389289
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
Niter:  5 row:  32 ngroup:  1 nlines:  254 gd:  234
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
res:  234 0.000258528311860573 0.014618423859246832 0.02287771691389289
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
Niter:  6 row:  32 ngroup:  1 nlines:  254 gd:  234
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
res:  234 0.000258528311860573 0.014618423859246832 0.02287771691389289
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
Final values:
res:  0.000258528311860573 0.02287771691389289
pars:  [ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
32 [ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02]
elapsed: 3.0 sec.
Niter:  0 row:  32 ngroup:  26 nlines:  6654 gd:  6654
[ 1.21811809e-10 -1.03194825e-05 -2.82819428e-01  1.61504830e+04
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02 -1.44877401e+02 -4.50230172e-11
  1.53882843e+02 -1.44877401e+02 -4.50230172e-11  1.53882843e+02
 -1.44877401e+02 -4.50230172e-11  1.53882843e+02 -1.44877401e+02
 -4.50230172e-11  1.53882843e+02]
res:  6654 0.0006740366288795485 0.016370049826946342 0.03675130508570413
[ 1.21811821e-10 -1.03194835e-05 -2.82819400e-01  1.61504814e+04
 -1.44883113e+02  6.25097363e-03  1.53880660e+02 -1.44362874e+02
  4.81062015e-01  1.54360358e+02 -1.44899008e+02 -3.34100688e-02
  1.53868203e+02 -1.44437661e+02  4.82727572e-01  1.54353655e+02
 -1.44871866e+02 -2.03938242e-02  1.53885267e+02 -1.44408309e+02
  5.04659150e-01  1.54369508e+02 -1.44881732e+02 -1.53457022e-02
  1.53868186e+02 -1.44404863e+02  4.89173978e-01  1.54335827e+02
 -1.44897743e+02  4.29359996e-03  1.53875187e+02 -1.44415002e+02
  4.85236073e-01  1.54350435e+02 -1.44881168e+02 -2.47587469e-03
  1.53879193e+02 -1.44405768e+02  4.76448565e-01  1.54368454e+02
 -1.44918350e+02 -3.64818039e-02  1.53860551e+02 -1.44394144e+02
  4.86414287e-01  1.54344296e+02 -1.44861424e+02 -2.96864073e-03
  1.53883458e+02 -1.44428560e+02  5.06652791e-01  1.54365536e+02
 -1.44931799e+02 -3.95909383e-02  1.53864313e+02 -1.44428939e+02
  4.60274280e-01  1.54358626e+02 -1.44886236e+02 -2.12888674e-02
  1.53876456e+02 -1.44364890e+02  5.00357482e-01  1.54367698e+02
 -1.44911478e+02 -2.23949102e-02  1.53853255e+02 -1.44385677e+02
  4.50425367e-01  1.54348727e+02 -1.44934080e+02 -1.76712512e-02
  1.53868853e+02 -1.44409345e+02  4.82646710e-01  1.54359364e+02
 -1.44946563e+02 -6.30927724e-02  1.53859613e+02 -1.44432413e+02
  4.47063967e-01  1.54344765e+02]
Niter:  1 row:  32 ngroup:  26 nlines:  6654 gd:  6212
[ 1.21811821e-10 -1.03194835e-05 -2.82819400e-01  1.61504814e+04
 -1.44883113e+02  6.25097363e-03  1.53880660e+02 -1.44362874e+02
  4.81062015e-01  1.54360358e+02 -1.44899008e+02 -3.34100688e-02
  1.53868203e+02 -1.44437661e+02  4.82727572e-01  1.54353655e+02
 -1.44871866e+02 -2.03938242e-02  1.53885267e+02 -1.44408309e+02
  5.04659150e-01  1.54369508e+02 -1.44881732e+02 -1.53457022e-02
  1.53868186e+02 -1.44404863e+02  4.89173978e-01  1.54335827e+02
 -1.44897743e+02  4.29359996e-03  1.53875187e+02 -1.44415002e+02
  4.85236073e-01  1.54350435e+02 -1.44881168e+02 -2.47587469e-03
  1.53879193e+02 -1.44405768e+02  4.76448565e-01  1.54368454e+02
 -1.44918350e+02 -3.64818039e-02  1.53860551e+02 -1.44394144e+02
  4.86414287e-01  1.54344296e+02 -1.44861424e+02 -2.96864073e-03
  1.53883458e+02 -1.44428560e+02  5.06652791e-01  1.54365536e+02
 -1.44931799e+02 -3.95909383e-02  1.53864313e+02 -1.44428939e+02
  4.60274280e-01  1.54358626e+02 -1.44886236e+02 -2.12888674e-02
  1.53876456e+02 -1.44364890e+02  5.00357482e-01  1.54367698e+02
 -1.44911478e+02 -2.23949102e-02  1.53853255e+02 -1.44385677e+02
  4.50425367e-01  1.54348727e+02 -1.44934080e+02 -1.76712512e-02
  1.53868853e+02 -1.44409345e+02  4.82646710e-01  1.54359364e+02
 -1.44946563e+02 -6.30927724e-02  1.53859613e+02 -1.44432413e+02
  4.47063967e-01  1.54344765e+02]
res:  6212 -0.0001522136062703794 0.016229320503953204 0.026088909473002263
[ 1.21811834e-10 -1.03194845e-05 -2.82819372e-01  1.61504797e+04
 -1.44891387e+02 -4.81525891e-03  1.53873365e+02 -1.44399647e+02
  4.62375632e-01  1.54352082e+02 -1.44900016e+02 -4.94890399e-02
  1.53858687e+02 -1.44422547e+02  4.71429999e-01  1.54350347e+02
 -1.44870583e+02 -3.83942410e-02  1.53875114e+02 -1.44425961e+02
  4.89692982e-01  1.54362661e+02 -1.44872887e+02 -2.32594695e-02
  1.53861760e+02 -1.44388623e+02  4.84152917e-01  1.54335796e+02
 -1.44890310e+02 -1.22387927e-02  1.53864766e+02 -1.44406064e+02
  4.67015343e-01  1.54354238e+02 -1.44889892e+02 -1.83728166e-02
  1.53871378e+02 -1.44407380e+02  4.76600518e-01  1.54358047e+02
 -1.44936361e+02 -4.88930963e-02  1.53854860e+02 -1.44412413e+02
  4.61820648e-01  1.54338867e+02 -1.44891622e+02 -3.05850966e-02
  1.53878827e+02 -1.44419676e+02  4.70529212e-01  1.54355475e+02
 -1.44924391e+02 -4.33460106e-02  1.53855350e+02 -1.44425452e+02
  4.38515396e-01  1.54353262e+02 -1.44896927e+02 -3.35760145e-02
  1.53866361e+02 -1.44380745e+02  4.70800199e-01  1.54357538e+02
 -1.44942183e+02 -4.94037985e-02  1.53849765e+02 -1.44397421e+02
  4.42117942e-01  1.54338714e+02 -1.44929927e+02 -2.21255843e-02
  1.53859512e+02 -1.44416188e+02  4.60527072e-01  1.54349003e+02
 -1.44945222e+02 -7.02860214e-02  1.53856031e+02 -1.44451553e+02
  4.34357256e-01  1.54323230e+02]
Niter:  2 row:  32 ngroup:  26 nlines:  6654 gd:  6198
[ 1.21811834e-10 -1.03194845e-05 -2.82819372e-01  1.61504797e+04
 -1.44891387e+02 -4.81525891e-03  1.53873365e+02 -1.44399647e+02
  4.62375632e-01  1.54352082e+02 -1.44900016e+02 -4.94890399e-02
  1.53858687e+02 -1.44422547e+02  4.71429999e-01  1.54350347e+02
 -1.44870583e+02 -3.83942410e-02  1.53875114e+02 -1.44425961e+02
  4.89692982e-01  1.54362661e+02 -1.44872887e+02 -2.32594695e-02
  1.53861760e+02 -1.44388623e+02  4.84152917e-01  1.54335796e+02
 -1.44890310e+02 -1.22387927e-02  1.53864766e+02 -1.44406064e+02
  4.67015343e-01  1.54354238e+02 -1.44889892e+02 -1.83728166e-02
  1.53871378e+02 -1.44407380e+02  4.76600518e-01  1.54358047e+02
 -1.44936361e+02 -4.88930963e-02  1.53854860e+02 -1.44412413e+02
  4.61820648e-01  1.54338867e+02 -1.44891622e+02 -3.05850966e-02
  1.53878827e+02 -1.44419676e+02  4.70529212e-01  1.54355475e+02
 -1.44924391e+02 -4.33460106e-02  1.53855350e+02 -1.44425452e+02
  4.38515396e-01  1.54353262e+02 -1.44896927e+02 -3.35760145e-02
  1.53866361e+02 -1.44380745e+02  4.70800199e-01  1.54357538e+02
 -1.44942183e+02 -4.94037985e-02  1.53849765e+02 -1.44397421e+02
  4.42117942e-01  1.54338714e+02 -1.44929927e+02 -2.21255843e-02
  1.53859512e+02 -1.44416188e+02  4.60527072e-01  1.54349003e+02
 -1.44945222e+02 -7.02860214e-02  1.53856031e+02 -1.44451553e+02
  4.34357256e-01  1.54323230e+02]
res:  6198 -0.00016444462380604818 0.016225269652750285 0.0258697510271849
[ 1.21811846e-10 -1.03194855e-05 -2.82819344e-01  1.61504781e+04
 -1.44898381e+02 -1.37167944e-02  1.53868605e+02 -1.44406669e+02
  4.56675912e-01  1.54347321e+02 -1.44907015e+02 -5.51869521e-02
  1.53851777e+02 -1.44423167e+02  4.65720725e-01  1.54345582e+02
 -1.44877595e+02 -4.40909551e-02  1.53870349e+02 -1.44432975e+02
  4.83999614e-01  1.54357897e+02 -1.44879911e+02 -2.89827377e-02
  1.53857009e+02 -1.44390284e+02  4.78463498e-01  1.54331037e+02
 -1.44891635e+02 -1.79512723e-02  1.53857909e+02 -1.44413069e+02
  4.57549760e-01  1.54349484e+02 -1.44896897e+02 -2.41004852e-02
  1.53866625e+02 -1.44414390e+02  4.74788605e-01  1.54349030e+02
 -1.44943352e+02 -5.46055057e-02  1.53850103e+02 -1.44419408e+02
  4.52641012e-01  1.54334114e+02 -1.44898621e+02 -3.62897602e-02
  1.53874066e+02 -1.44426677e+02  4.64833668e-01  1.54350717e+02
 -1.44926574e+02 -4.90320950e-02  1.53850597e+02 -1.44432459e+02
  4.32803449e-01  1.54350502e+02 -1.44903928e+02 -3.92731129e-02
  1.53861603e+02 -1.44387762e+02  4.65102654e-01  1.54352779e+02
 -1.44949190e+02 -6.24905415e-02  1.53845004e+02 -1.44404435e+02
  4.36426619e-01  1.54333944e+02 -1.44936931e+02 -2.45112771e-02
  1.53854757e+02 -1.44423201e+02  4.47432312e-01  1.54344247e+02
 -1.44952203e+02 -7.59952774e-02  1.53853396e+02 -1.44458544e+02
  4.24867136e-01  1.54318471e+02]
Niter:  3 row:  32 ngroup:  26 nlines:  6654 gd:  6202
[ 1.21811846e-10 -1.03194855e-05 -2.82819344e-01  1.61504781e+04
 -1.44898381e+02 -1.37167944e-02  1.53868605e+02 -1.44406669e+02
  4.56675912e-01  1.54347321e+02 -1.44907015e+02 -5.51869521e-02
  1.53851777e+02 -1.44423167e+02  4.65720725e-01  1.54345582e+02
 -1.44877595e+02 -4.40909551e-02  1.53870349e+02 -1.44432975e+02
  4.83999614e-01  1.54357897e+02 -1.44879911e+02 -2.89827377e-02
  1.53857009e+02 -1.44390284e+02  4.78463498e-01  1.54331037e+02
 -1.44891635e+02 -1.79512723e-02  1.53857909e+02 -1.44413069e+02
  4.57549760e-01  1.54349484e+02 -1.44896897e+02 -2.41004852e-02
  1.53866625e+02 -1.44414390e+02  4.74788605e-01  1.54349030e+02
 -1.44943352e+02 -5.46055057e-02  1.53850103e+02 -1.44419408e+02
  4.52641012e-01  1.54334114e+02 -1.44898621e+02 -3.62897602e-02
  1.53874066e+02 -1.44426677e+02  4.64833668e-01  1.54350717e+02
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  4.32803449e-01  1.54350502e+02 -1.44903928e+02 -3.92731129e-02
  1.53861603e+02 -1.44387762e+02  4.65102654e-01  1.54352779e+02
 -1.44949190e+02 -6.24905415e-02  1.53845004e+02 -1.44404435e+02
  4.36426619e-01  1.54333944e+02 -1.44936931e+02 -2.45112771e-02
  1.53854757e+02 -1.44423201e+02  4.47432312e-01  1.54344247e+02
 -1.44952203e+02 -7.59952774e-02  1.53853396e+02 -1.44458544e+02
  4.24867136e-01  1.54318471e+02]
res:  6202 -0.0006044090396244428 0.01615734661481838 0.025917272950485716
[ 1.21860950e-10 -1.03194855e-05 -2.82819344e-01  1.61504781e+04
 -1.44898381e+02 -1.37167944e-02  1.53868605e+02 -1.44406669e+02
  4.56675912e-01  1.54347321e+02 -1.44907015e+02 -5.51869521e-02
  1.53851777e+02 -1.44423167e+02  4.65720725e-01  1.54345582e+02
 -1.44877595e+02 -4.40909551e-02  1.53870349e+02 -1.44432975e+02
  4.83999614e-01  1.54357897e+02 -1.44879911e+02 -2.89827377e-02
  1.53857009e+02 -1.44390284e+02  4.78463498e-01  1.54331037e+02
 -1.44891635e+02 -1.79512723e-02  1.53857909e+02 -1.44413069e+02
  4.57549760e-01  1.54349484e+02 -1.44896897e+02 -2.41004852e-02
  1.53866625e+02 -1.44414390e+02  4.74788605e-01  1.54349030e+02
 -1.44943352e+02 -5.46055057e-02  1.53850103e+02 -1.44419408e+02
  4.52641012e-01  1.54334114e+02 -1.44898621e+02 -3.62897602e-02
  1.53874066e+02 -1.44426677e+02  4.64833668e-01  1.54350717e+02
 -1.44926574e+02 -4.90320950e-02  1.53850597e+02 -1.44432459e+02
  4.32803449e-01  1.54350502e+02 -1.44903928e+02 -3.92731129e-02
  1.53861603e+02 -1.44387762e+02  4.65102654e-01  1.54352779e+02
 -1.44949190e+02 -6.24905415e-02  1.53845004e+02 -1.44404435e+02
  4.36426619e-01  1.54333944e+02 -1.44936931e+02 -2.45112771e-02
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 -1.44952203e+02 -7.59952774e-02  1.53853396e+02 -1.44458544e+02
  4.24867136e-01  1.54318471e+02]
Niter:  4 row:  32 ngroup:  26 nlines:  6654 gd:  6195
[ 1.21860950e-10 -1.03194855e-05 -2.82819344e-01  1.61504781e+04
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  4.56675912e-01  1.54347321e+02 -1.44907015e+02 -5.51869521e-02
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  4.83999614e-01  1.54357897e+02 -1.44879911e+02 -2.89827377e-02
  1.53857009e+02 -1.44390284e+02  4.78463498e-01  1.54331037e+02
 -1.44891635e+02 -1.79512723e-02  1.53857909e+02 -1.44413069e+02
  4.57549760e-01  1.54349484e+02 -1.44896897e+02 -2.41004852e-02
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 -1.44943352e+02 -5.46055057e-02  1.53850103e+02 -1.44419408e+02
  4.52641012e-01  1.54334114e+02 -1.44898621e+02 -3.62897602e-02
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  4.32803449e-01  1.54350502e+02 -1.44903928e+02 -3.92731129e-02
  1.53861603e+02 -1.44387762e+02  4.65102654e-01  1.54352779e+02
 -1.44949190e+02 -6.24905415e-02  1.53845004e+02 -1.44404435e+02
  4.36426619e-01  1.54333944e+02 -1.44936931e+02 -2.45112771e-02
  1.53854757e+02 -1.44423201e+02  4.47432312e-01  1.54344247e+02
 -1.44952203e+02 -7.59952774e-02  1.53853396e+02 -1.44458544e+02
  4.24867136e-01  1.54318471e+02]
res:  6195 -0.0002255274466733681 0.016123920075187925 0.025814257503980833
[ 1.21860962e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
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  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
Niter:  5 row:  32 ngroup:  26 nlines:  6654 gd:  6197
[ 1.21860962e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
res:  6197 -0.0005213554632064188 0.016145899304319755 0.025837875144716336
[ 1.21897055e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
Niter:  6 row:  32 ngroup:  26 nlines:  6654 gd:  6196
[ 1.21897055e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
res:  6196 -0.0005858819495188072 0.016153672658219875 0.02582269584255568
[ 1.21904574e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
Saving figure to  wave_resid_43670005_fiber32.png
Final values:
res:  -0.0005858819495188072 0.02582269584255568
pars:  [ 1.21904574e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
32 [ 1.21904574e-10 -1.03194866e-05 -2.82819372e-01  1.61504787e+04
 -1.44897753e+02 -1.16278604e-02  1.53872176e+02 -1.44406129e+02
  4.58760764e-01  1.54350890e+02 -1.44906393e+02 -5.30997583e-02
  1.53855355e+02 -1.44422637e+02  4.67811282e-01  1.54347063e+02
 -1.44877021e+02 -4.20118570e-02  1.53871833e+02 -1.44432403e+02
  4.86084728e-01  1.54361441e+02 -1.44879378e+02 -2.68828837e-02
  1.53858583e+02 -1.44384667e+02  4.80548218e-01  1.54334619e+02
 -1.44891063e+02 -1.58587521e-02  1.53861471e+02 -1.44412477e+02
  4.59642148e-01  1.54353100e+02 -1.44896300e+02 -2.20009427e-02
  1.53870240e+02 -1.44413814e+02  4.76874178e-01  1.54350477e+02
 -1.44937590e+02 -5.25116540e-02  1.53853695e+02 -1.44418779e+02
  4.54727398e-01  1.54337734e+02 -1.44898011e+02 -3.42063431e-02
  1.53875571e+02 -1.44426074e+02  4.66917217e-01  1.54354309e+02
 -1.44925958e+02 -4.69495228e-02  1.53854202e+02 -1.44431863e+02
  4.34894100e-01  1.54354103e+02 -1.44903324e+02 -3.71910943e-02
  1.53865192e+02 -1.44387212e+02  4.67187297e-01  1.54356356e+02
 -1.44948603e+02 -6.04004249e-02  1.53848577e+02 -1.44403877e+02
  4.38511230e-01  1.54337452e+02 -1.44936335e+02 -1.93560295e-02
  1.53858245e+02 -1.44422634e+02  4.49521253e-01  1.54347844e+02
 -1.44951532e+02 -7.06797321e-02  1.53856985e+02 -1.44457906e+02
  4.26951283e-01  1.54322053e+02]
--- Row 34/300 row=33 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  33
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=33 ---
Niter:  0 row:  33 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0009068910885616788 0.01679003313074645 0.0344547390837931
[ 1.22440574e-10 -1.03200334e-05 -2.82825562e-01  1.61504979e+04
 -1.44840635e+02  1.10688354e-13  1.53882217e+02]
Niter:  1 row:  33 ngroup:  1 nlines:  250 gd:  233
[ 1.22440574e-10 -1.03200334e-05 -2.82825562e-01  1.61504979e+04
 -1.44840635e+02  1.10688354e-13  1.53882217e+02]
res:  233 0.0019191670307918685 0.016144766024808632 0.023965400473730337
[ 1.22822401e-10 -1.03198737e-05 -2.82831602e-01  1.61504997e+04
 -1.44794269e+02 -3.67262739e-11  1.53870333e+02]
Niter:  2 row:  33 ngroup:  1 nlines:  250 gd:  234
[ 1.22822401e-10 -1.03198737e-05 -2.82831602e-01  1.61504997e+04
 -1.44794269e+02 -3.67262739e-11  1.53870333e+02]
res:  234 0.001000328808913764 0.015722820502560353 0.02434965331657882
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
Niter:  3 row:  33 ngroup:  1 nlines:  250 gd:  234
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
res:  234 0.001000328808913764 0.015722820502560353 0.02434965331657882
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
Niter:  4 row:  33 ngroup:  1 nlines:  250 gd:  234
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
res:  234 0.001000328808913764 0.015722820502560353 0.02434965331657882
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
Niter:  5 row:  33 ngroup:  1 nlines:  250 gd:  234
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
res:  234 0.001000328808913764 0.015722820502560353 0.02434965331657882
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
Niter:  6 row:  33 ngroup:  1 nlines:  250 gd:  234
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
res:  234 0.001000328808913764 0.015722820502560353 0.02434965331657882
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
Final values:
res:  0.001000328808913764 0.02434965331657882
pars:  [ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
33 [ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02]
elapsed: 2.9 sec.
Niter:  0 row:  33 ngroup:  26 nlines:  6508 gd:  6508
[ 1.22946214e-10 -1.03199256e-05 -2.82833421e-01  1.61505007e+04
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02 -1.44781017e+02  1.02512588e-10
  1.53865022e+02 -1.44781017e+02  1.02512588e-10  1.53865022e+02
 -1.44781017e+02  1.02512588e-10  1.53865022e+02 -1.44781017e+02
  1.02512588e-10  1.53865022e+02]
res:  6508 0.0007259201529450365 0.015688163253798848 0.035984355699162696
[ 1.22946202e-10 -1.03199266e-05 -2.82833392e-01  1.61504991e+04
 -1.44787795e+02  4.77546736e-03  1.53854897e+02 -1.44322228e+02
  5.18706452e-01  1.54348283e+02 -1.44821768e+02 -7.00522970e-03
  1.53843886e+02 -1.44313995e+02  5.10604188e-01  1.54318820e+02
 -1.44802953e+02  7.16069190e-03  1.53851494e+02 -1.44307851e+02
  5.36218062e-01  1.54345447e+02 -1.44798851e+02  2.66621689e-02
  1.53854956e+02 -1.44306879e+02  5.19408105e-01  1.54334194e+02
 -1.44813552e+02  3.25695727e-02  1.53854738e+02 -1.44314423e+02
  5.20193969e-01  1.54353966e+02 -1.44815094e+02  3.01873583e-02
  1.53853463e+02 -1.44345597e+02  5.12239789e-01  1.54348545e+02
 -1.44852847e+02 -1.11007580e-02  1.53833879e+02 -1.44319913e+02
  4.83313385e-01  1.54331063e+02 -1.44827315e+02  3.16944232e-02
  1.53858923e+02 -1.44304932e+02  5.29242665e-01  1.54348874e+02
 -1.44830334e+02  1.11112505e-02  1.53844465e+02 -1.44331445e+02
  5.06035702e-01  1.54348440e+02 -1.44811745e+02  1.51742212e-02
  1.53850536e+02 -1.44307678e+02  5.13341788e-01  1.54342168e+02
 -1.44824788e+02  2.41371124e-03  1.53830299e+02 -1.44353115e+02
  4.92383996e-01  1.54328865e+02 -1.44810109e+02  4.87579264e-03
  1.53839670e+02 -1.44325424e+02  5.13290727e-01  1.54342431e+02
 -1.44855693e+02 -1.48122708e-02  1.53839327e+02 -1.44362184e+02
  4.95738584e-01  1.54326068e+02]
Niter:  1 row:  33 ngroup:  26 nlines:  6508 gd:  6040
[ 1.22946202e-10 -1.03199266e-05 -2.82833392e-01  1.61504991e+04
 -1.44787795e+02  4.77546736e-03  1.53854897e+02 -1.44322228e+02
  5.18706452e-01  1.54348283e+02 -1.44821768e+02 -7.00522970e-03
  1.53843886e+02 -1.44313995e+02  5.10604188e-01  1.54318820e+02
 -1.44802953e+02  7.16069190e-03  1.53851494e+02 -1.44307851e+02
  5.36218062e-01  1.54345447e+02 -1.44798851e+02  2.66621689e-02
  1.53854956e+02 -1.44306879e+02  5.19408105e-01  1.54334194e+02
 -1.44813552e+02  3.25695727e-02  1.53854738e+02 -1.44314423e+02
  5.20193969e-01  1.54353966e+02 -1.44815094e+02  3.01873583e-02
  1.53853463e+02 -1.44345597e+02  5.12239789e-01  1.54348545e+02
 -1.44852847e+02 -1.11007580e-02  1.53833879e+02 -1.44319913e+02
  4.83313385e-01  1.54331063e+02 -1.44827315e+02  3.16944232e-02
  1.53858923e+02 -1.44304932e+02  5.29242665e-01  1.54348874e+02
 -1.44830334e+02  1.11112505e-02  1.53844465e+02 -1.44331445e+02
  5.06035702e-01  1.54348440e+02 -1.44811745e+02  1.51742212e-02
  1.53850536e+02 -1.44307678e+02  5.13341788e-01  1.54342168e+02
 -1.44824788e+02  2.41371124e-03  1.53830299e+02 -1.44353115e+02
  4.92383996e-01  1.54328865e+02 -1.44810109e+02  4.87579264e-03
  1.53839670e+02 -1.44325424e+02  5.13290727e-01  1.54342431e+02
 -1.44855693e+02 -1.48122708e-02  1.53839327e+02 -1.44362184e+02
  4.95738584e-01  1.54326068e+02]
res:  6040 -0.0005109668627483188 0.015428378004799015 0.025049238294479054
[ 1.22946190e-10 -1.03199276e-05 -2.82833364e-01  1.61504975e+04
 -1.44795057e+02 -8.14230717e-03  1.53855493e+02 -1.44326657e+02
  4.80592816e-01  1.54343991e+02 -1.44834468e+02 -1.22162966e-02
  1.53836251e+02 -1.44332340e+02  4.87085458e-01  1.54312973e+02
 -1.44799393e+02 -1.61756373e-02  1.53848544e+02 -1.44313707e+02
  5.17729266e-01  1.54340524e+02 -1.44805458e+02  3.13971010e-03
  1.53848585e+02 -1.44320553e+02  4.98797792e-01  1.54319632e+02
 -1.44817377e+02  1.58235540e-03  1.53849222e+02 -1.44326939e+02
  5.09598578e-01  1.54343897e+02 -1.44820740e+02  4.70200750e-03
  1.53851731e+02 -1.44339909e+02  4.87305614e-01  1.54328985e+02
 -1.44857575e+02 -4.37818866e-02  1.53833333e+02 -1.44326913e+02
  4.69761452e-01  1.54328189e+02 -1.44833626e+02  6.71480554e-03
  1.53849319e+02 -1.44322793e+02  4.95423681e-01  1.54354392e+02
 -1.44842536e+02  1.21362856e-03  1.53837607e+02 -1.44333523e+02
  4.89773145e-01  1.54339495e+02 -1.44811152e+02  7.10244425e-03
  1.53845510e+02 -1.44303246e+02  4.89494221e-01  1.54330885e+02
 -1.44836499e+02 -2.11806195e-02  1.53831478e+02 -1.44341296e+02
  4.62876607e-01  1.54318841e+02 -1.44814798e+02 -1.00591266e-02
  1.53835273e+02 -1.44334771e+02  4.85519094e-01  1.54332574e+02
 -1.44854917e+02 -3.18250550e-02  1.53836299e+02 -1.44363794e+02
  4.75741923e-01  1.54318119e+02]
Niter:  2 row:  33 ngroup:  26 nlines:  6508 gd:  6021
[ 1.22946190e-10 -1.03199276e-05 -2.82833364e-01  1.61504975e+04
 -1.44795057e+02 -8.14230717e-03  1.53855493e+02 -1.44326657e+02
  4.80592816e-01  1.54343991e+02 -1.44834468e+02 -1.22162966e-02
  1.53836251e+02 -1.44332340e+02  4.87085458e-01  1.54312973e+02
 -1.44799393e+02 -1.61756373e-02  1.53848544e+02 -1.44313707e+02
  5.17729266e-01  1.54340524e+02 -1.44805458e+02  3.13971010e-03
  1.53848585e+02 -1.44320553e+02  4.98797792e-01  1.54319632e+02
 -1.44817377e+02  1.58235540e-03  1.53849222e+02 -1.44326939e+02
  5.09598578e-01  1.54343897e+02 -1.44820740e+02  4.70200750e-03
  1.53851731e+02 -1.44339909e+02  4.87305614e-01  1.54328985e+02
 -1.44857575e+02 -4.37818866e-02  1.53833333e+02 -1.44326913e+02
  4.69761452e-01  1.54328189e+02 -1.44833626e+02  6.71480554e-03
  1.53849319e+02 -1.44322793e+02  4.95423681e-01  1.54354392e+02
 -1.44842536e+02  1.21362856e-03  1.53837607e+02 -1.44333523e+02
  4.89773145e-01  1.54339495e+02 -1.44811152e+02  7.10244425e-03
  1.53845510e+02 -1.44303246e+02  4.89494221e-01  1.54330885e+02
 -1.44836499e+02 -2.11806195e-02  1.53831478e+02 -1.44341296e+02
  4.62876607e-01  1.54318841e+02 -1.44814798e+02 -1.00591266e-02
  1.53835273e+02 -1.44334771e+02  4.85519094e-01  1.54332574e+02
 -1.44854917e+02 -3.18250550e-02  1.53836299e+02 -1.44363794e+02
  4.75741923e-01  1.54318119e+02]
res:  6021 -0.0006165832419355866 0.01551011732135521 0.02474236946825863
[ 1.22946177e-10 -1.03199287e-05 -2.82833336e-01  1.61504958e+04
 -1.44802077e+02 -1.38439311e-02  1.53850729e+02 -1.44333670e+02
  4.72011632e-01  1.54339217e+02 -1.44846554e+02 -1.79336387e-02
  1.53833527e+02 -1.44339337e+02  4.78073918e-01  1.54308214e+02
 -1.44806393e+02 -2.18932049e-02  1.53843785e+02 -1.44320705e+02
  5.08209518e-01  1.54335765e+02 -1.44812471e+02 -1.39932300e-02
  1.53843822e+02 -1.44333133e+02  4.89625180e-01  1.54314875e+02
 -1.44824390e+02 -7.45077672e-03  1.53844469e+02 -1.44333932e+02
  5.03901478e-01  1.54339130e+02 -1.44827712e+02 -4.47071070e-03
  1.53846966e+02 -1.44346930e+02  4.77840636e-01  1.54324214e+02
 -1.44864583e+02 -5.29670980e-02  1.53828571e+02 -1.44333913e+02
  4.64055332e-01  1.54325398e+02 -1.44840602e+02 -5.62628079e-03
  1.53844558e+02 -1.44329778e+02  4.86626209e-01  1.54351790e+02
 -1.44844290e+02 -4.48838273e-03  1.53832846e+02 -1.44340508e+02
  4.84071118e-01  1.54334733e+02 -1.44812572e+02  1.38446436e-03
  1.53840747e+02 -1.44310251e+02  4.76784846e-01  1.54328097e+02
 -1.44843512e+02 -3.04827172e-02  1.53828701e+02 -1.44338013e+02
  4.57153159e-01  1.54314086e+02 -1.44821804e+02 -1.57479627e-02
  1.53830506e+02 -1.44341785e+02  4.75937238e-01  1.54327801e+02
 -1.44856645e+02 -3.75453494e-02  1.53831541e+02 -1.44370806e+02
  4.66697536e-01  1.54313357e+02]
Niter:  3 row:  33 ngroup:  26 nlines:  6508 gd:  6027
[ 1.22946177e-10 -1.03199287e-05 -2.82833336e-01  1.61504958e+04
 -1.44802077e+02 -1.38439311e-02  1.53850729e+02 -1.44333670e+02
  4.72011632e-01  1.54339217e+02 -1.44846554e+02 -1.79336387e-02
  1.53833527e+02 -1.44339337e+02  4.78073918e-01  1.54308214e+02
 -1.44806393e+02 -2.18932049e-02  1.53843785e+02 -1.44320705e+02
  5.08209518e-01  1.54335765e+02 -1.44812471e+02 -1.39932300e-02
  1.53843822e+02 -1.44333133e+02  4.89625180e-01  1.54314875e+02
 -1.44824390e+02 -7.45077672e-03  1.53844469e+02 -1.44333932e+02
  5.03901478e-01  1.54339130e+02 -1.44827712e+02 -4.47071070e-03
  1.53846966e+02 -1.44346930e+02  4.77840636e-01  1.54324214e+02
 -1.44864583e+02 -5.29670980e-02  1.53828571e+02 -1.44333913e+02
  4.64055332e-01  1.54325398e+02 -1.44840602e+02 -5.62628079e-03
  1.53844558e+02 -1.44329778e+02  4.86626209e-01  1.54351790e+02
 -1.44844290e+02 -4.48838273e-03  1.53832846e+02 -1.44340508e+02
  4.84071118e-01  1.54334733e+02 -1.44812572e+02  1.38446436e-03
  1.53840747e+02 -1.44310251e+02  4.76784846e-01  1.54328097e+02
 -1.44843512e+02 -3.04827172e-02  1.53828701e+02 -1.44338013e+02
  4.57153159e-01  1.54314086e+02 -1.44821804e+02 -1.57479627e-02
  1.53830506e+02 -1.44341785e+02  4.75937238e-01  1.54327801e+02
 -1.44856645e+02 -3.75453494e-02  1.53831541e+02 -1.44370806e+02
  4.66697536e-01  1.54313357e+02]
res:  6027 -0.0005680966523868847 0.0155318321149025 0.024819691066133322
[ 1.22922110e-10 -1.03199287e-05 -2.82833336e-01  1.61504958e+04
 -1.44802077e+02 -1.38439311e-02  1.53850729e+02 -1.44333670e+02
  4.72011632e-01  1.54339217e+02 -1.44846554e+02 -1.79336387e-02
  1.53833527e+02 -1.44339337e+02  4.78073918e-01  1.54308214e+02
 -1.44806393e+02 -2.18932049e-02  1.53843785e+02 -1.44320705e+02
  5.08209518e-01  1.54335765e+02 -1.44812471e+02 -1.39932300e-02
  1.53843822e+02 -1.44333133e+02  4.89625180e-01  1.54314875e+02
 -1.44824390e+02 -7.45077672e-03  1.53844469e+02 -1.44333932e+02
  5.03901478e-01  1.54339130e+02 -1.44827712e+02 -4.47071070e-03
  1.53846966e+02 -1.44346930e+02  4.77840636e-01  1.54324214e+02
 -1.44864583e+02 -5.29670980e-02  1.53828571e+02 -1.44333913e+02
  4.64055332e-01  1.54325398e+02 -1.44840602e+02 -5.62628079e-03
  1.53844558e+02 -1.44329778e+02  4.86626209e-01  1.54351790e+02
 -1.44844290e+02 -4.48838273e-03  1.53832846e+02 -1.44340508e+02
  4.84071118e-01  1.54334733e+02 -1.44812572e+02  1.38446436e-03
  1.53840747e+02 -1.44310251e+02  4.76784846e-01  1.54328097e+02
 -1.44843512e+02 -3.04827172e-02  1.53828701e+02 -1.44338013e+02
  4.57153159e-01  1.54314086e+02 -1.44821804e+02 -1.57479627e-02
  1.53830506e+02 -1.44341785e+02  4.75937238e-01  1.54327801e+02
 -1.44856645e+02 -3.75453494e-02  1.53831541e+02 -1.44370806e+02
  4.66697536e-01  1.54313357e+02]
Niter:  4 row:  33 ngroup:  26 nlines:  6508 gd:  6028
[ 1.22922110e-10 -1.03199287e-05 -2.82833336e-01  1.61504958e+04
 -1.44802077e+02 -1.38439311e-02  1.53850729e+02 -1.44333670e+02
  4.72011632e-01  1.54339217e+02 -1.44846554e+02 -1.79336387e-02
  1.53833527e+02 -1.44339337e+02  4.78073918e-01  1.54308214e+02
 -1.44806393e+02 -2.18932049e-02  1.53843785e+02 -1.44320705e+02
  5.08209518e-01  1.54335765e+02 -1.44812471e+02 -1.39932300e-02
  1.53843822e+02 -1.44333133e+02  4.89625180e-01  1.54314875e+02
 -1.44824390e+02 -7.45077672e-03  1.53844469e+02 -1.44333932e+02
  5.03901478e-01  1.54339130e+02 -1.44827712e+02 -4.47071070e-03
  1.53846966e+02 -1.44346930e+02  4.77840636e-01  1.54324214e+02
 -1.44864583e+02 -5.29670980e-02  1.53828571e+02 -1.44333913e+02
  4.64055332e-01  1.54325398e+02 -1.44840602e+02 -5.62628079e-03
  1.53844558e+02 -1.44329778e+02  4.86626209e-01  1.54351790e+02
 -1.44844290e+02 -4.48838273e-03  1.53832846e+02 -1.44340508e+02
  4.84071118e-01  1.54334733e+02 -1.44812572e+02  1.38446436e-03
  1.53840747e+02 -1.44310251e+02  4.76784846e-01  1.54328097e+02
 -1.44843512e+02 -3.04827172e-02  1.53828701e+02 -1.44338013e+02
  4.57153159e-01  1.54314086e+02 -1.44821804e+02 -1.57479627e-02
  1.53830506e+02 -1.44341785e+02  4.75937238e-01  1.54327801e+02
 -1.44856645e+02 -3.75453494e-02  1.53831541e+02 -1.44370806e+02
  4.66697536e-01  1.54313357e+02]
res:  6028 -0.000664041608615662 0.01550683323694102 0.024829697131029515
[ 1.22922098e-10 -1.03199297e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
Niter:  5 row:  33 ngroup:  26 nlines:  6508 gd:  6028
[ 1.22922098e-10 -1.03199297e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
res:  6028 -0.0006267210501391673 0.01552535213977535 0.02482864005710095
[ 1.22903637e-10 -1.03199297e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
Niter:  6 row:  33 ngroup:  26 nlines:  6508 gd:  6028
[ 1.22903637e-10 -1.03199297e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
res:  6028 -0.0005813517000206048 0.015525261883340136 0.02482834724884105
[ 1.22909359e-10 -1.03199489e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
Saving figure to  wave_resid_43670005_fiber33.png
Final values:
res:  -0.0005813517000206048 0.02482834724884105
pars:  [ 1.22909359e-10 -1.03199489e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
33 [ 1.22909359e-10 -1.03199489e-05 -2.82833307e-01  1.61504942e+04
 -1.44808044e+02 -1.95511351e-02  1.53845000e+02 -1.44339636e+02
  4.66299400e-01  1.54333514e+02 -1.44852531e+02 -2.36477833e-02
  1.53827792e+02 -1.44345319e+02  4.72350923e-01  1.54302487e+02
 -1.44812372e+02 -3.10994130e-02  1.53838047e+02 -1.44326687e+02
  5.02480582e-01  1.54334119e+02 -1.44818442e+02 -2.34514876e-02
  1.53838093e+02 -1.44344240e+02  4.83913133e-01  1.54309140e+02
 -1.44830363e+02 -1.31590514e-02  1.53838718e+02 -1.44339915e+02
  4.98206400e-01  1.54333410e+02 -1.44833718e+02 -1.01600471e-02
  1.53841245e+02 -1.44352889e+02  4.72129769e-01  1.54318515e+02
 -1.44870554e+02 -5.86734219e-02  1.53822842e+02 -1.44339895e+02
  4.58343087e-01  1.54319657e+02 -1.44846602e+02 -1.44845654e-02
  1.53838830e+02 -1.44335775e+02  4.80910613e-01  1.54346064e+02
 -1.44850260e+02 -1.01865858e-02  1.53827118e+02 -1.44346491e+02
  4.78367714e-01  1.54329006e+02 -1.44818546e+02 -4.33878005e-03
  1.53835027e+02 -1.44316223e+02  4.71087764e-01  1.54322362e+02
 -1.44849482e+02 -3.61853507e-02  1.53822977e+02 -1.44343976e+02
  4.51437928e-01  1.54308344e+02 -1.44827781e+02 -2.14465921e-02
  1.53824791e+02 -1.44347753e+02  4.67119583e-01  1.54322095e+02
 -1.44862628e+02 -4.32621129e-02  1.53825803e+02 -1.44376776e+02
  4.60997558e-01  1.54307630e+02]
--- Row 35/300 row=34 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  34
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=34 ---
Niter:  0 row:  34 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 0.0003595926418711315 0.01661097924989008 0.03426607327232505
[ 1.21963554e-10 -1.03196720e-05 -2.82824064e-01  1.61505186e+04
 -1.44861675e+02  2.63587399e-14  1.53882611e+02]
Niter:  1 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21963554e-10 -1.03196720e-05 -2.82824064e-01  1.61505186e+04
 -1.44861675e+02  2.63587399e-14  1.53882611e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Niter:  2 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Niter:  3 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Niter:  4 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Niter:  5 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Niter:  6 row:  34 ngroup:  1 nlines:  256 gd:  240
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
res:  240 0.0006640249666816089 0.016194734626878926 0.02582466255664337
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
Final values:
res:  0.0006640249666816089 0.02582466255664337
pars:  [ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
34 [ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02]
elapsed: 3.0 sec.
Niter:  0 row:  34 ngroup:  26 nlines:  6653 gd:  6653
[ 1.21895919e-10 -1.03198657e-05 -2.82823139e-01  1.61505233e+04
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02 -1.44832965e+02 -1.28773246e-11
  1.53895777e+02 -1.44832965e+02 -1.28773246e-11  1.53895777e+02
 -1.44832965e+02 -1.28773246e-11  1.53895777e+02 -1.44832965e+02
 -1.28773246e-11  1.53895777e+02]
res:  6653 0.0009309296510764398 0.016185574779228773 0.036995997861405366
[ 1.21895931e-10 -1.03198668e-05 -2.82823111e-01  1.61505217e+04
 -1.44856035e+02  1.07637082e-02  1.53893178e+02 -1.44375639e+02
  5.09172117e-01  1.54391736e+02 -1.44905580e+02  9.29869099e-03
  1.53883669e+02 -1.44390434e+02  4.92404383e-01  1.54373211e+02
 -1.44888394e+02  1.12620392e-02  1.53898599e+02 -1.44384575e+02
  5.36589991e-01  1.54388461e+02 -1.44851748e+02  3.73908261e-03
  1.53888603e+02 -1.44338215e+02  5.13220631e-01  1.54362267e+02
 -1.44832600e+02  2.44011252e-02  1.53890695e+02 -1.44353978e+02
  5.19916736e-01  1.54390793e+02 -1.44862579e+02  2.05186122e-02
  1.53894277e+02 -1.44370820e+02  5.15897138e-01  1.54395277e+02
 -1.44904849e+02 -1.37824369e-02  1.53881720e+02 -1.44395903e+02
  4.98616578e-01  1.54379235e+02 -1.44863708e+02  1.33180824e-02
  1.53895454e+02 -1.44390645e+02  5.26949864e-01  1.54389116e+02
 -1.44873586e+02 -1.09626592e-02  1.53883702e+02 -1.44363712e+02
  4.86896836e-01  1.54383688e+02 -1.44884040e+02  1.35176113e-02
  1.53893383e+02 -1.44352116e+02  4.90433879e-01  1.54383938e+02
 -1.44890501e+02  3.21807889e-04  1.53880519e+02 -1.44394429e+02
  4.69116264e-01  1.54366971e+02 -1.44852688e+02  1.36383212e-02
  1.53896960e+02 -1.44373766e+02  5.03201219e-01  1.54389870e+02
 -1.44909627e+02 -3.72124217e-03  1.53875987e+02 -1.44403572e+02
  4.75107224e-01  1.54359155e+02]
Niter:  1 row:  34 ngroup:  26 nlines:  6653 gd:  6180
[ 1.21895931e-10 -1.03198668e-05 -2.82823111e-01  1.61505217e+04
 -1.44856035e+02  1.07637082e-02  1.53893178e+02 -1.44375639e+02
  5.09172117e-01  1.54391736e+02 -1.44905580e+02  9.29869099e-03
  1.53883669e+02 -1.44390434e+02  4.92404383e-01  1.54373211e+02
 -1.44888394e+02  1.12620392e-02  1.53898599e+02 -1.44384575e+02
  5.36589991e-01  1.54388461e+02 -1.44851748e+02  3.73908261e-03
  1.53888603e+02 -1.44338215e+02  5.13220631e-01  1.54362267e+02
 -1.44832600e+02  2.44011252e-02  1.53890695e+02 -1.44353978e+02
  5.19916736e-01  1.54390793e+02 -1.44862579e+02  2.05186122e-02
  1.53894277e+02 -1.44370820e+02  5.15897138e-01  1.54395277e+02
 -1.44904849e+02 -1.37824369e-02  1.53881720e+02 -1.44395903e+02
  4.98616578e-01  1.54379235e+02 -1.44863708e+02  1.33180824e-02
  1.53895454e+02 -1.44390645e+02  5.26949864e-01  1.54389116e+02
 -1.44873586e+02 -1.09626592e-02  1.53883702e+02 -1.44363712e+02
  4.86896836e-01  1.54383688e+02 -1.44884040e+02  1.35176113e-02
  1.53893383e+02 -1.44352116e+02  4.90433879e-01  1.54383938e+02
 -1.44890501e+02  3.21807889e-04  1.53880519e+02 -1.44394429e+02
  4.69116264e-01  1.54366971e+02 -1.44852688e+02  1.36383212e-02
  1.53896960e+02 -1.44373766e+02  5.03201219e-01  1.54389870e+02
 -1.44909627e+02 -3.72124217e-03  1.53875987e+02 -1.44403572e+02
  4.75107224e-01  1.54359155e+02]
res:  6180 -0.0004357538309704978 0.015743562711577397 0.02564666145702337
[ 1.21895943e-10 -1.03198657e-05 -2.82823082e-01  1.61505201e+04
 -1.44846927e+02 -7.96170174e-03  1.53886297e+02 -1.44358464e+02
  4.90628119e-01  1.54378676e+02 -1.44882036e+02 -1.92565923e-02
  1.53879021e+02 -1.44402711e+02  4.86492032e-01  1.54362732e+02
 -1.44852847e+02 -1.91507185e-02  1.53890033e+02 -1.44361347e+02
  5.03220241e-01  1.54374974e+02 -1.44852571e+02 -2.06694499e-02
  1.53882654e+02 -1.44361064e+02  4.95190285e-01  1.54356454e+02
 -1.44848049e+02 -2.17312568e-03  1.53884087e+02 -1.44368092e+02
  5.06762257e-01  1.54375354e+02 -1.44864587e+02  6.41055579e-03
  1.53881288e+02 -1.44371061e+02  4.97409092e-01  1.54380558e+02
 -1.44919331e+02 -3.27097741e-02  1.53879406e+02 -1.44399231e+02
  4.85189338e-01  1.54365755e+02 -1.44870730e+02 -1.05264396e-02
  1.53892144e+02 -1.44390082e+02  5.12317682e-01  1.54379630e+02
 -1.44868289e+02 -2.83671101e-02  1.53880109e+02 -1.44385451e+02
  4.78808990e-01  1.54372964e+02 -1.44898067e+02 -1.23707182e-02
  1.53886712e+02 -1.44357970e+02  4.73919347e-01  1.54371199e+02
 -1.44897451e+02 -2.59139346e-02  1.53870262e+02 -1.44396206e+02
  4.59598311e-01  1.54357751e+02 -1.44876160e+02 -2.25545713e-02
  1.53878615e+02 -1.44380452e+02  4.82686263e-01  1.54375341e+02
 -1.44927907e+02 -2.57374747e-02  1.53867447e+02 -1.44409346e+02
  4.66178120e-01  1.54346937e+02]
Niter:  2 row:  34 ngroup:  26 nlines:  6653 gd:  6148
[ 1.21895943e-10 -1.03198657e-05 -2.82823082e-01  1.61505201e+04
 -1.44846927e+02 -7.96170174e-03  1.53886297e+02 -1.44358464e+02
  4.90628119e-01  1.54378676e+02 -1.44882036e+02 -1.92565923e-02
  1.53879021e+02 -1.44402711e+02  4.86492032e-01  1.54362732e+02
 -1.44852847e+02 -1.91507185e-02  1.53890033e+02 -1.44361347e+02
  5.03220241e-01  1.54374974e+02 -1.44852571e+02 -2.06694499e-02
  1.53882654e+02 -1.44361064e+02  4.95190285e-01  1.54356454e+02
 -1.44848049e+02 -2.17312568e-03  1.53884087e+02 -1.44368092e+02
  5.06762257e-01  1.54375354e+02 -1.44864587e+02  6.41055579e-03
  1.53881288e+02 -1.44371061e+02  4.97409092e-01  1.54380558e+02
 -1.44919331e+02 -3.27097741e-02  1.53879406e+02 -1.44399231e+02
  4.85189338e-01  1.54365755e+02 -1.44870730e+02 -1.05264396e-02
  1.53892144e+02 -1.44390082e+02  5.12317682e-01  1.54379630e+02
 -1.44868289e+02 -2.83671101e-02  1.53880109e+02 -1.44385451e+02
  4.78808990e-01  1.54372964e+02 -1.44898067e+02 -1.23707182e-02
  1.53886712e+02 -1.44357970e+02  4.73919347e-01  1.54371199e+02
 -1.44897451e+02 -2.59139346e-02  1.53870262e+02 -1.44396206e+02
  4.59598311e-01  1.54357751e+02 -1.44876160e+02 -2.25545713e-02
  1.53878615e+02 -1.44380452e+02  4.82686263e-01  1.54375341e+02
 -1.44927907e+02 -2.57374747e-02  1.53867447e+02 -1.44409346e+02
  4.66178120e-01  1.54346937e+02]
res:  6148 -0.0003772782965825172 0.01567904725561675 0.025170895068613745
[ 1.21895956e-10 -1.03198647e-05 -2.82823054e-01  1.61505185e+04
 -1.44853889e+02 -1.36617237e-02  1.53881574e+02 -1.44359335e+02
  4.84928696e-01  1.54373951e+02 -1.44879215e+02 -2.84506496e-02
  1.53874295e+02 -1.44409675e+02  4.80788821e-01  1.54356056e+02
 -1.44859830e+02 -2.48272520e-02  1.53885305e+02 -1.44368322e+02
  4.97512652e-01  1.54370244e+02 -1.44859541e+02 -2.63681912e-02
  1.53879760e+02 -1.44368026e+02  4.89477939e-01  1.54351685e+02
 -1.44861088e+02 -1.12654690e-02  1.53881238e+02 -1.44375055e+02
  5.01061278e-01  1.54370624e+02 -1.44871566e+02 -2.79648503e-03
  1.53876562e+02 -1.44378027e+02  4.91698179e-01  1.54375827e+02
 -1.44926303e+02 -4.17204073e-02  1.53876693e+02 -1.44400295e+02
  4.79282784e-01  1.54358912e+02 -1.44877694e+02 -2.35732249e-02
  1.53889273e+02 -1.44391326e+02  5.03151069e-01  1.54372986e+02
 -1.44875268e+02 -3.40695180e-02  1.53875388e+02 -1.44392406e+02
  4.73097238e-01  1.54368234e+02 -1.44910958e+02 -2.17609876e-02
  1.53881990e+02 -1.44359232e+02  4.68214642e-01  1.54364528e+02
 -1.44899436e+02 -3.86614696e-02  1.53863597e+02 -1.44403181e+02
  4.53891586e-01  1.54353026e+02 -1.44883126e+02 -2.82505219e-02
  1.53873890e+02 -1.44387429e+02  4.76971973e-01  1.54368574e+02
 -1.44929604e+02 -3.14222113e-02  1.53862721e+02 -1.44411073e+02
  4.67782355e-01  1.54340285e+02]
Niter:  3 row:  34 ngroup:  26 nlines:  6653 gd:  6147
[ 1.21895956e-10 -1.03198647e-05 -2.82823054e-01  1.61505185e+04
 -1.44853889e+02 -1.36617237e-02  1.53881574e+02 -1.44359335e+02
  4.84928696e-01  1.54373951e+02 -1.44879215e+02 -2.84506496e-02
  1.53874295e+02 -1.44409675e+02  4.80788821e-01  1.54356056e+02
 -1.44859830e+02 -2.48272520e-02  1.53885305e+02 -1.44368322e+02
  4.97512652e-01  1.54370244e+02 -1.44859541e+02 -2.63681912e-02
  1.53879760e+02 -1.44368026e+02  4.89477939e-01  1.54351685e+02
 -1.44861088e+02 -1.12654690e-02  1.53881238e+02 -1.44375055e+02
  5.01061278e-01  1.54370624e+02 -1.44871566e+02 -2.79648503e-03
  1.53876562e+02 -1.44378027e+02  4.91698179e-01  1.54375827e+02
 -1.44926303e+02 -4.17204073e-02  1.53876693e+02 -1.44400295e+02
  4.79282784e-01  1.54358912e+02 -1.44877694e+02 -2.35732249e-02
  1.53889273e+02 -1.44391326e+02  5.03151069e-01  1.54372986e+02
 -1.44875268e+02 -3.40695180e-02  1.53875388e+02 -1.44392406e+02
  4.73097238e-01  1.54368234e+02 -1.44910958e+02 -2.17609876e-02
  1.53881990e+02 -1.44359232e+02  4.68214642e-01  1.54364528e+02
 -1.44899436e+02 -3.86614696e-02  1.53863597e+02 -1.44403181e+02
  4.53891586e-01  1.54353026e+02 -1.44883126e+02 -2.82505219e-02
  1.53873890e+02 -1.44387429e+02  4.76971973e-01  1.54368574e+02
 -1.44929604e+02 -3.14222113e-02  1.53862721e+02 -1.44411073e+02
  4.67782355e-01  1.54340285e+02]
res:  6147 -0.000659940684272442 0.015647147367417347 0.025151670270963624
[ 1.21929450e-10 -1.03198647e-05 -2.82823054e-01  1.61505185e+04
 -1.44853889e+02 -1.36617237e-02  1.53881574e+02 -1.44359335e+02
  4.84928696e-01  1.54373951e+02 -1.44879215e+02 -2.84506496e-02
  1.53874295e+02 -1.44409675e+02  4.80788821e-01  1.54356056e+02
 -1.44859830e+02 -2.48272520e-02  1.53885305e+02 -1.44368322e+02
  4.97512652e-01  1.54370244e+02 -1.44859541e+02 -2.63681912e-02
  1.53879760e+02 -1.44368026e+02  4.89477939e-01  1.54351685e+02
 -1.44861088e+02 -1.12654690e-02  1.53881238e+02 -1.44375055e+02
  5.01061278e-01  1.54370624e+02 -1.44871566e+02 -2.79648503e-03
  1.53876562e+02 -1.44378027e+02  4.91698179e-01  1.54375827e+02
 -1.44926303e+02 -4.17204073e-02  1.53876693e+02 -1.44400295e+02
  4.79282784e-01  1.54358912e+02 -1.44877694e+02 -2.35732249e-02
  1.53889273e+02 -1.44391326e+02  5.03151069e-01  1.54372986e+02
 -1.44875268e+02 -3.40695180e-02  1.53875388e+02 -1.44392406e+02
  4.73097238e-01  1.54368234e+02 -1.44910958e+02 -2.17609876e-02
  1.53881990e+02 -1.44359232e+02  4.68214642e-01  1.54364528e+02
 -1.44899436e+02 -3.86614696e-02  1.53863597e+02 -1.44403181e+02
  4.53891586e-01  1.54353026e+02 -1.44883126e+02 -2.82505219e-02
  1.53873890e+02 -1.44387429e+02  4.76971973e-01  1.54368574e+02
 -1.44929604e+02 -3.14222113e-02  1.53862721e+02 -1.44411073e+02
  4.67782355e-01  1.54340285e+02]
Niter:  4 row:  34 ngroup:  26 nlines:  6653 gd:  6148
[ 1.21929450e-10 -1.03198647e-05 -2.82823054e-01  1.61505185e+04
 -1.44853889e+02 -1.36617237e-02  1.53881574e+02 -1.44359335e+02
  4.84928696e-01  1.54373951e+02 -1.44879215e+02 -2.84506496e-02
  1.53874295e+02 -1.44409675e+02  4.80788821e-01  1.54356056e+02
 -1.44859830e+02 -2.48272520e-02  1.53885305e+02 -1.44368322e+02
  4.97512652e-01  1.54370244e+02 -1.44859541e+02 -2.63681912e-02
  1.53879760e+02 -1.44368026e+02  4.89477939e-01  1.54351685e+02
 -1.44861088e+02 -1.12654690e-02  1.53881238e+02 -1.44375055e+02
  5.01061278e-01  1.54370624e+02 -1.44871566e+02 -2.79648503e-03
  1.53876562e+02 -1.44378027e+02  4.91698179e-01  1.54375827e+02
 -1.44926303e+02 -4.17204073e-02  1.53876693e+02 -1.44400295e+02
  4.79282784e-01  1.54358912e+02 -1.44877694e+02 -2.35732249e-02
  1.53889273e+02 -1.44391326e+02  5.03151069e-01  1.54372986e+02
 -1.44875268e+02 -3.40695180e-02  1.53875388e+02 -1.44392406e+02
  4.73097238e-01  1.54368234e+02 -1.44910958e+02 -2.17609876e-02
  1.53881990e+02 -1.44359232e+02  4.68214642e-01  1.54364528e+02
 -1.44899436e+02 -3.86614696e-02  1.53863597e+02 -1.44403181e+02
  4.53891586e-01  1.54353026e+02 -1.44883126e+02 -2.82505219e-02
  1.53873890e+02 -1.44387429e+02  4.76971973e-01  1.54368574e+02
 -1.44929604e+02 -3.14222113e-02  1.53862721e+02 -1.44411073e+02
  4.67782355e-01  1.54340285e+02]
res:  6148 -0.00040755043664830737 0.01566683249620837 0.025162421832273314
[ 1.21929462e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
Niter:  5 row:  34 ngroup:  26 nlines:  6653 gd:  6148
[ 1.21929462e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
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  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
res:  6148 -0.0005382867257139878 0.015661513913073577 0.02516093430748235
[ 1.21950716e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
Niter:  6 row:  34 ngroup:  26 nlines:  6653 gd:  6149
[ 1.21950716e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
res:  6149 -0.0005521658604266122 0.015669415548472898 0.025174440225486667
[ 1.21952738e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
Saving figure to  wave_resid_43670005_fiber34.png
Final values:
res:  -0.0005521658604266122 0.025174440225486667
pars:  [ 1.21952738e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
34 [ 1.21952738e-10 -1.03198637e-05 -2.82823026e-01  1.61505169e+04
 -1.44862271e+02 -1.93480194e-02  1.53878214e+02 -1.44367729e+02
  4.79225786e-01  1.54370581e+02 -1.44887584e+02 -3.41383298e-02
  1.53870917e+02 -1.44418062e+02  4.75087189e-01  1.54352656e+02
 -1.44868281e+02 -3.05047135e-02  1.53881919e+02 -1.44376751e+02
  4.91808601e-01  1.54366844e+02 -1.44867946e+02 -3.20746946e-02
  1.53876410e+02 -1.44376402e+02  4.83765990e-01  1.54348258e+02
 -1.44869550e+02 -1.69723308e-02  1.53877878e+02 -1.44383436e+02
  4.95356057e-01  1.54367234e+02 -1.44880007e+02 -8.48618298e-03
  1.53873191e+02 -1.44386421e+02  4.85991497e-01  1.54372426e+02
 -1.44934719e+02 -4.74090963e-02  1.53873298e+02 -1.44408790e+02
  4.73565827e-01  1.54355470e+02 -1.44886081e+02 -2.92440826e-02
  1.53885932e+02 -1.44399665e+02  4.97458160e-01  1.54369599e+02
 -1.44883704e+02 -3.97666334e-02  1.53872044e+02 -1.44400762e+02
  4.67387595e-01  1.54364839e+02 -1.44919360e+02 -3.07203935e-02
  1.53878634e+02 -1.44367655e+02  4.62515646e-01  1.54361116e+02
 -1.44907757e+02 -4.82609146e-02  1.53860234e+02 -1.44411604e+02
  4.48178212e-01  1.54349651e+02 -1.44891520e+02 -3.39451825e-02
  1.53870519e+02 -1.44395858e+02  4.71260465e-01  1.54365181e+02
 -1.44937868e+02 -3.71080009e-02  1.53859348e+02 -1.44419477e+02
  4.62077765e-01  1.54336862e+02]
--- Row 36/300 row=35 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  35
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=35 ---
Niter:  0 row:  35 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.001210946020364645 0.01587810641285614 0.033626737137460866
[ 1.21364364e-10 -1.03192795e-05 -2.82819082e-01  1.61505381e+04
 -1.44904515e+02 -1.53267661e-13  1.53916438e+02]
Niter:  1 row:  35 ngroup:  1 nlines:  243 gd:  231
[ 1.21364364e-10 -1.03192795e-05 -2.82819082e-01  1.61505381e+04
 -1.44904515e+02 -1.53267661e-13  1.53916438e+02]
res:  231 -0.0004854317448916845 0.015067569580423879 0.024983620915139407
[ 1.21607290e-10 -1.03192434e-05 -2.82821376e-01  1.61505445e+04
 -1.44868149e+02  9.36108371e-14  1.53925118e+02]
Niter:  2 row:  35 ngroup:  1 nlines:  243 gd:  228
[ 1.21607290e-10 -1.03192434e-05 -2.82821376e-01  1.61505445e+04
 -1.44868149e+02  9.36108371e-14  1.53925118e+02]
res:  228 -0.00010277020192006603 0.016113059948111186 0.023716931226299396
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
Niter:  3 row:  35 ngroup:  1 nlines:  243 gd:  228
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
res:  228 -0.00010277020192006603 0.016113059948111186 0.023716931226299396
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
Niter:  4 row:  35 ngroup:  1 nlines:  243 gd:  228
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
res:  228 -0.00010277020192006603 0.016113059948111186 0.023716931226299396
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
Niter:  5 row:  35 ngroup:  1 nlines:  243 gd:  228
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
res:  228 -0.00010277020192006603 0.016113059948111186 0.023716931226299396
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
Niter:  6 row:  35 ngroup:  1 nlines:  243 gd:  228
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
res:  228 -0.00010277020192006603 0.016113059948111186 0.023716931226299396
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
Final values:
res:  -0.00010277020192006603 0.023716931226299396
pars:  [ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
35 [ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02]
elapsed: 2.9 sec.
Niter:  0 row:  35 ngroup:  26 nlines:  6355 gd:  6355
[ 1.21579602e-10 -1.03192837e-05 -2.82821670e-01  1.61505456e+04
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02 -1.44865988e+02  2.45038655e-11
  1.53926891e+02 -1.44865988e+02  2.45038655e-11  1.53926891e+02
 -1.44865988e+02  2.45038655e-11  1.53926891e+02 -1.44865988e+02
  2.45038655e-11  1.53926891e+02]
res:  6355 0.00030394920759135857 0.015928361855912954 0.035459768911617943
[ 1.21579615e-10 -1.03192847e-05 -2.82821698e-01  1.61505440e+04
 -1.44865913e+02  2.09377179e-02  1.53925479e+02 -1.44325458e+02
  5.02949773e-01  1.54411163e+02 -1.44881230e+02 -8.77360572e-03
  1.53909446e+02 -1.44358710e+02  4.82661382e-01  1.54391239e+02
 -1.44836417e+02 -1.94412839e-03  1.53918371e+02 -1.44347406e+02
  4.88928464e-01  1.54407391e+02 -1.44865091e+02 -1.27574390e-02
  1.53907695e+02 -1.44401204e+02  5.04366521e-01  1.54396568e+02
 -1.44856963e+02  6.28513321e-03  1.53918546e+02 -1.44350259e+02
  4.99537584e-01  1.54403082e+02 -1.44854813e+02  2.45534307e-02
  1.53912385e+02 -1.44366163e+02  4.99975800e-01  1.54391458e+02
 -1.44851150e+02 -1.91660880e-02  1.53902373e+02 -1.44362852e+02
  4.78429656e-01  1.54384095e+02 -1.44841962e+02  9.80036345e-03
  1.53920741e+02 -1.44368578e+02  5.06097715e-01  1.54414765e+02
 -1.44903606e+02 -1.34978750e-02  1.53896120e+02 -1.44358220e+02
  4.91392395e-01  1.54400560e+02 -1.44853278e+02 -3.11148522e-03
  1.53916347e+02 -1.44358436e+02  5.13490416e-01  1.54408222e+02
 -1.44895022e+02 -2.30757102e-02  1.53883532e+02 -1.44358538e+02
  4.65750244e-01  1.54389905e+02 -1.44862396e+02 -4.02368365e-04
  1.53928197e+02 -1.44386006e+02  4.72897425e-01  1.54405487e+02
 -1.44896638e+02 -4.12638420e-02  1.53905484e+02 -1.44405106e+02
  4.42473020e-01  1.54386016e+02]
Niter:  1 row:  35 ngroup:  26 nlines:  6355 gd:  5937
[ 1.21579615e-10 -1.03192847e-05 -2.82821698e-01  1.61505440e+04
 -1.44865913e+02  2.09377179e-02  1.53925479e+02 -1.44325458e+02
  5.02949773e-01  1.54411163e+02 -1.44881230e+02 -8.77360572e-03
  1.53909446e+02 -1.44358710e+02  4.82661382e-01  1.54391239e+02
 -1.44836417e+02 -1.94412839e-03  1.53918371e+02 -1.44347406e+02
  4.88928464e-01  1.54407391e+02 -1.44865091e+02 -1.27574390e-02
  1.53907695e+02 -1.44401204e+02  5.04366521e-01  1.54396568e+02
 -1.44856963e+02  6.28513321e-03  1.53918546e+02 -1.44350259e+02
  4.99537584e-01  1.54403082e+02 -1.44854813e+02  2.45534307e-02
  1.53912385e+02 -1.44366163e+02  4.99975800e-01  1.54391458e+02
 -1.44851150e+02 -1.91660880e-02  1.53902373e+02 -1.44362852e+02
  4.78429656e-01  1.54384095e+02 -1.44841962e+02  9.80036345e-03
  1.53920741e+02 -1.44368578e+02  5.06097715e-01  1.54414765e+02
 -1.44903606e+02 -1.34978750e-02  1.53896120e+02 -1.44358220e+02
  4.91392395e-01  1.54400560e+02 -1.44853278e+02 -3.11148522e-03
  1.53916347e+02 -1.44358436e+02  5.13490416e-01  1.54408222e+02
 -1.44895022e+02 -2.30757102e-02  1.53883532e+02 -1.44358538e+02
  4.65750244e-01  1.54389905e+02 -1.44862396e+02 -4.02368365e-04
  1.53928197e+02 -1.44386006e+02  4.72897425e-01  1.54405487e+02
 -1.44896638e+02 -4.12638420e-02  1.53905484e+02 -1.44405106e+02
  4.42473020e-01  1.54386016e+02]
res:  5937 -0.0004922197294945363 0.01597868489625398 0.0250393937734793
[ 1.21579627e-10 -1.03192857e-05 -2.82821726e-01  1.61505456e+04
 -1.44865560e+02  3.83039926e-03  1.53926478e+02 -1.44322578e+02
  4.86019789e-01  1.54419651e+02 -1.44869103e+02 -1.14058031e-02
  1.53909400e+02 -1.44359347e+02  4.75537466e-01  1.54399848e+02
 -1.44842374e+02 -1.49838994e-02  1.53918159e+02 -1.44342718e+02
  5.00349189e-01  1.54409131e+02 -1.44842261e+02 -5.00390371e-03
  1.53913475e+02 -1.44391209e+02  4.99695088e-01  1.54401864e+02
 -1.44850228e+02 -8.25963681e-04  1.53917634e+02 -1.44329286e+02
  4.92820731e-01  1.54410752e+02 -1.44853063e+02  5.96107009e-03
  1.53912160e+02 -1.44351505e+02  4.88780015e-01  1.54396107e+02
 -1.44876072e+02 -2.35680766e-02  1.53901893e+02 -1.44349540e+02
  4.86816087e-01  1.54389683e+02 -1.44844946e+02 -1.86892911e-02
  1.53926129e+02 -1.44363614e+02  5.11001070e-01  1.54420363e+02
 -1.44878728e+02 -3.58886582e-02  1.53898615e+02 -1.44358337e+02
  4.69681058e-01  1.54406018e+02 -1.44842227e+02 -1.36051633e-02
  1.53919526e+02 -1.44360735e+02  4.90958602e-01  1.54397324e+02
 -1.44887047e+02 -2.95064334e-02  1.53890463e+02 -1.44359547e+02
  4.51794210e-01  1.54395794e+02 -1.44866238e+02  9.75687003e-04
  1.53918500e+02 -1.44352191e+02  4.89481648e-01  1.54406789e+02
 -1.44870150e+02 -3.39993806e-02  1.53904089e+02 -1.44389419e+02
  4.46775045e-01  1.54383257e+02]
Niter:  2 row:  35 ngroup:  26 nlines:  6355 gd:  5941
[ 1.21579627e-10 -1.03192857e-05 -2.82821726e-01  1.61505456e+04
 -1.44865560e+02  3.83039926e-03  1.53926478e+02 -1.44322578e+02
  4.86019789e-01  1.54419651e+02 -1.44869103e+02 -1.14058031e-02
  1.53909400e+02 -1.44359347e+02  4.75537466e-01  1.54399848e+02
 -1.44842374e+02 -1.49838994e-02  1.53918159e+02 -1.44342718e+02
  5.00349189e-01  1.54409131e+02 -1.44842261e+02 -5.00390371e-03
  1.53913475e+02 -1.44391209e+02  4.99695088e-01  1.54401864e+02
 -1.44850228e+02 -8.25963681e-04  1.53917634e+02 -1.44329286e+02
  4.92820731e-01  1.54410752e+02 -1.44853063e+02  5.96107009e-03
  1.53912160e+02 -1.44351505e+02  4.88780015e-01  1.54396107e+02
 -1.44876072e+02 -2.35680766e-02  1.53901893e+02 -1.44349540e+02
  4.86816087e-01  1.54389683e+02 -1.44844946e+02 -1.86892911e-02
  1.53926129e+02 -1.44363614e+02  5.11001070e-01  1.54420363e+02
 -1.44878728e+02 -3.58886582e-02  1.53898615e+02 -1.44358337e+02
  4.69681058e-01  1.54406018e+02 -1.44842227e+02 -1.36051633e-02
  1.53919526e+02 -1.44360735e+02  4.90958602e-01  1.54397324e+02
 -1.44887047e+02 -2.95064334e-02  1.53890463e+02 -1.44359547e+02
  4.51794210e-01  1.54395794e+02 -1.44866238e+02  9.75687003e-04
  1.53918500e+02 -1.44352191e+02  4.89481648e-01  1.54406789e+02
 -1.44870150e+02 -3.39993806e-02  1.53904089e+02 -1.44389419e+02
  4.46775045e-01  1.54383257e+02]
res:  5941 -0.0005143673570273677 0.016018551597881014 0.025060434790273832
[ 1.21579639e-10 -1.03192868e-05 -2.82821754e-01  1.61505472e+04
 -1.44858614e+02  5.71342727e-03  1.53931212e+02 -1.44315586e+02
  4.88398882e-01  1.54426481e+02 -1.44862149e+02 -1.26449696e-02
  1.53914135e+02 -1.44352362e+02  4.81241298e-01  1.54404579e+02
 -1.44840643e+02 -1.26588182e-02  1.53922884e+02 -1.44335730e+02
  5.06052801e-01  1.54413855e+02 -1.44835290e+02  6.93719235e-04
  1.53920468e+02 -1.44384262e+02  5.05400928e-01  1.54406593e+02
 -1.44843249e+02  4.88886368e-03  1.53922368e+02 -1.44317430e+02
  4.98536857e-01  1.54415477e+02 -1.44846095e+02 -2.85064054e-03
  1.53916890e+02 -1.44344505e+02  4.94481558e-01  1.54400832e+02
 -1.44874898e+02 -1.78890044e-02  1.53906627e+02 -1.44331490e+02
  4.92510204e-01  1.54394422e+02 -1.44837964e+02 -1.61502318e-02
  1.53932973e+02 -1.44351019e+02  5.16711247e-01  1.54427236e+02
 -1.44866423e+02 -3.01797598e-02  1.53903347e+02 -1.44356350e+02
  4.67877198e-01  1.54410745e+02 -1.44835256e+02 -1.16633001e-02
  1.53924258e+02 -1.44353777e+02  4.96674091e-01  1.54402057e+02
 -1.44880085e+02 -2.38019308e-02  1.53895184e+02 -1.44352575e+02
  4.53812450e-01  1.54400528e+02 -1.44859298e+02  6.66587178e-03
  1.53923234e+02 -1.44334160e+02  4.95178864e-01  1.54411523e+02
 -1.44863211e+02 -2.83098615e-02  1.53908819e+02 -1.44382487e+02
  4.52473184e-01  1.54387990e+02]
Niter:  3 row:  35 ngroup:  26 nlines:  6355 gd:  5946
[ 1.21579639e-10 -1.03192868e-05 -2.82821754e-01  1.61505472e+04
 -1.44858614e+02  5.71342727e-03  1.53931212e+02 -1.44315586e+02
  4.88398882e-01  1.54426481e+02 -1.44862149e+02 -1.26449696e-02
  1.53914135e+02 -1.44352362e+02  4.81241298e-01  1.54404579e+02
 -1.44840643e+02 -1.26588182e-02  1.53922884e+02 -1.44335730e+02
  5.06052801e-01  1.54413855e+02 -1.44835290e+02  6.93719235e-04
  1.53920468e+02 -1.44384262e+02  5.05400928e-01  1.54406593e+02
 -1.44843249e+02  4.88886368e-03  1.53922368e+02 -1.44317430e+02
  4.98536857e-01  1.54415477e+02 -1.44846095e+02 -2.85064054e-03
  1.53916890e+02 -1.44344505e+02  4.94481558e-01  1.54400832e+02
 -1.44874898e+02 -1.78890044e-02  1.53906627e+02 -1.44331490e+02
  4.92510204e-01  1.54394422e+02 -1.44837964e+02 -1.61502318e-02
  1.53932973e+02 -1.44351019e+02  5.16711247e-01  1.54427236e+02
 -1.44866423e+02 -3.01797598e-02  1.53903347e+02 -1.44356350e+02
  4.67877198e-01  1.54410745e+02 -1.44835256e+02 -1.16633001e-02
  1.53924258e+02 -1.44353777e+02  4.96674091e-01  1.54402057e+02
 -1.44880085e+02 -2.38019308e-02  1.53895184e+02 -1.44352575e+02
  4.53812450e-01  1.54400528e+02 -1.44859298e+02  6.66587178e-03
  1.53923234e+02 -1.44334160e+02  4.95178864e-01  1.54411523e+02
 -1.44863211e+02 -2.83098615e-02  1.53908819e+02 -1.44382487e+02
  4.52473184e-01  1.54387990e+02]
res:  5946 0.00027193183632334694 0.015562504646368325 0.024977603223168592
[ 1.22218136e-10 -1.03203703e-05 -2.82829372e-01  1.61505485e+04
 -1.44831270e+02  1.16817004e-02  1.53892033e+02 -1.44289424e+02
  4.94124888e-01  1.54387132e+02 -1.44834997e+02 -7.66749451e-03
  1.53875039e+02 -1.44325606e+02  4.86203728e-01  1.54365522e+02
 -1.44813335e+02 -6.72866979e-03  1.53883517e+02 -1.44309155e+02
  5.11297867e-01  1.54374532e+02 -1.44802942e+02  5.87083887e-03
  1.53881297e+02 -1.44356888e+02  5.11051272e-01  1.54367295e+02
 -1.44816751e+02  1.09862526e-02  1.53883130e+02 -1.44290501e+02
  5.04507567e-01  1.54376246e+02 -1.44819170e+02  2.19334186e-03
  1.53877655e+02 -1.44318167e+02  4.99775376e-01  1.54361445e+02
 -1.44853732e+02 -1.35479156e-02  1.53867394e+02 -1.44299909e+02
  4.97624385e-01  1.54355336e+02 -1.44811287e+02 -1.00853279e-02
  1.53895586e+02 -1.44318988e+02  5.22479070e-01  1.54387991e+02
 -1.44839240e+02 -2.44293336e-02  1.53864127e+02 -1.44328569e+02
  4.72702780e-01  1.54371516e+02 -1.44808269e+02 -7.13559873e-03
  1.53885202e+02 -1.44326710e+02  5.02389229e-01  1.54362818e+02
 -1.44853353e+02 -1.82373642e-02  1.53855866e+02 -1.44325811e+02
  4.58731175e-01  1.54361408e+02 -1.44831710e+02  1.13989684e-02
  1.53884118e+02 -1.44307088e+02  5.00050058e-01  1.54372329e+02
 -1.44835558e+02 -2.36476843e-02  1.53869677e+02 -1.44354891e+02
  4.57312271e-01  1.54348797e+02]
Niter:  4 row:  35 ngroup:  26 nlines:  6355 gd:  5921
[ 1.22218136e-10 -1.03203703e-05 -2.82829372e-01  1.61505485e+04
 -1.44831270e+02  1.16817004e-02  1.53892033e+02 -1.44289424e+02
  4.94124888e-01  1.54387132e+02 -1.44834997e+02 -7.66749451e-03
  1.53875039e+02 -1.44325606e+02  4.86203728e-01  1.54365522e+02
 -1.44813335e+02 -6.72866979e-03  1.53883517e+02 -1.44309155e+02
  5.11297867e-01  1.54374532e+02 -1.44802942e+02  5.87083887e-03
  1.53881297e+02 -1.44356888e+02  5.11051272e-01  1.54367295e+02
 -1.44816751e+02  1.09862526e-02  1.53883130e+02 -1.44290501e+02
  5.04507567e-01  1.54376246e+02 -1.44819170e+02  2.19334186e-03
  1.53877655e+02 -1.44318167e+02  4.99775376e-01  1.54361445e+02
 -1.44853732e+02 -1.35479156e-02  1.53867394e+02 -1.44299909e+02
  4.97624385e-01  1.54355336e+02 -1.44811287e+02 -1.00853279e-02
  1.53895586e+02 -1.44318988e+02  5.22479070e-01  1.54387991e+02
 -1.44839240e+02 -2.44293336e-02  1.53864127e+02 -1.44328569e+02
  4.72702780e-01  1.54371516e+02 -1.44808269e+02 -7.13559873e-03
  1.53885202e+02 -1.44326710e+02  5.02389229e-01  1.54362818e+02
 -1.44853353e+02 -1.82373642e-02  1.53855866e+02 -1.44325811e+02
  4.58731175e-01  1.54361408e+02 -1.44831710e+02  1.13989684e-02
  1.53884118e+02 -1.44307088e+02  5.00050058e-01  1.54372329e+02
 -1.44835558e+02 -2.36476843e-02  1.53869677e+02 -1.44354891e+02
  4.57312271e-01  1.54348797e+02]
res:  5921 -0.0005679661717294948 0.015558493620119407 0.024569362038516784
[ 1.22218148e-10 -1.03203713e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
Niter:  5 row:  35 ngroup:  26 nlines:  6355 gd:  5917
[ 1.22218148e-10 -1.03203713e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
res:  5917 -0.000577087550482247 0.015560740022920072 0.02450992986550466
[ 1.22219809e-10 -1.03203713e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
Niter:  6 row:  35 ngroup:  26 nlines:  6355 gd:  5917
[ 1.22219809e-10 -1.03203713e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
res:  5917 -0.0005653837342833867 0.015556372798528173 0.024509915039429245
[ 1.22218319e-10 -1.03203721e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
Saving figure to  wave_resid_43670005_fiber35.png
Final values:
res:  -0.0005653837342833867 0.024509915039429245
pars:  [ 1.22218319e-10 -1.03203721e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
35 [ 1.22218319e-10 -1.03203721e-05 -2.82829344e-01  1.61505469e+04
 -1.44842619e+02 -2.07295858e-04  1.53888511e+02 -1.44300846e+02
  4.82591012e-01  1.54383777e+02 -1.44846309e+02 -1.58680739e-02
  1.53867346e+02 -1.44342880e+02  4.77997112e-01  1.54357907e+02
 -1.44824661e+02 -1.84377568e-02  1.53877942e+02 -1.44320603e+02
  4.99480575e-01  1.54368965e+02 -1.44814283e+02 -5.50718298e-03
  1.53875693e+02 -1.44368195e+02  4.99210986e-01  1.54361708e+02
 -1.44828132e+02  2.71625940e-03  1.53877548e+02 -1.44301820e+02
  4.99939941e-01  1.54370677e+02 -1.44830485e+02 -6.01701263e-03
  1.53872064e+02 -1.44329612e+02  4.87999276e-01  1.54355887e+02
 -1.44865231e+02 -2.55343472e-02  1.53861804e+02 -1.44311157e+02
  4.79128283e-01  1.54349721e+02 -1.44822679e+02 -1.83393223e-02
  1.53885968e+02 -1.44341577e+02  5.07270938e-01  1.54380287e+02
 -1.44850561e+02 -3.26703500e-02  1.53858542e+02 -1.44340773e+02
  4.60634572e-01  1.54365928e+02 -1.44819652e+02 -1.53154256e-02
  1.53881771e+02 -1.44338042e+02  4.90650795e-01  1.54357223e+02
 -1.44864726e+02 -2.64794104e-02  1.53850306e+02 -1.44337144e+02
  4.46873767e-01  1.54358064e+02 -1.44843106e+02  3.20649453e-03
  1.53876434e+02 -1.44318482e+02  4.95609857e-01  1.54366722e+02
 -1.44846886e+02 -3.18257801e-02  1.53864100e+02 -1.44366224e+02
  4.49105679e-01  1.54343197e+02]
--- Row 37/300 row=36 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  36
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=36 ---
Niter:  0 row:  36 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 0.002071249080472626 0.018402475901893922 0.03677087368124256
[ 1.21853136e-10 -1.03198989e-05 -2.82819587e-01  1.61505272e+04
 -1.44922547e+02  6.75376531e-14  1.53934587e+02]
Niter:  1 row:  36 ngroup:  1 nlines:  257 gd:  242
[ 1.21853136e-10 -1.03198989e-05 -2.82819587e-01  1.61505272e+04
 -1.44922547e+02  6.75376531e-14  1.53934587e+02]
res:  242 -0.0014356830688484479 0.017078738083000644 0.02620831769159469
[ 1.22292133e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Niter:  2 row:  36 ngroup:  1 nlines:  257 gd:  240
[ 1.22292133e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
res:  240 -0.0012429681228240952 0.017342896380796446 0.025385809969256164
[ 1.22307108e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Niter:  3 row:  36 ngroup:  1 nlines:  257 gd:  241
[ 1.22307108e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
res:  241 -0.0013272290452732705 0.017238209040442598 0.025761664393795996
[ 1.22301173e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Niter:  4 row:  36 ngroup:  1 nlines:  257 gd:  241
[ 1.22301173e-10 -1.03204387e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
res:  241 -0.0013159399895812385 0.01731424259924097 0.025761988417730385
[ 1.22304821e-10 -1.03204318e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Niter:  5 row:  36 ngroup:  1 nlines:  257 gd:  241
[ 1.22304821e-10 -1.03204318e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
res:  241 -0.0013837245351169258 0.01726514965048409 0.025761744741910817
[ 1.22300047e-10 -1.03204318e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Niter:  6 row:  36 ngroup:  1 nlines:  257 gd:  241
[ 1.22300047e-10 -1.03204318e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
res:  241 -0.001374610550556099 0.017290836625761585 0.025761998501406515
[ 1.22302988e-10 -1.03204262e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
Final values:
res:  -0.001374610550556099 0.025761998501406515
pars:  [ 1.22302988e-10 -1.03204262e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
36 [ 1.22302988e-10 -1.03204262e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02]
elapsed: 3.0 sec.
Niter:  0 row:  36 ngroup:  26 nlines:  6677 gd:  6677
[ 1.22302988e-10 -1.03204262e-05 -2.82825952e-01  1.61505335e+04
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02 -1.44890519e+02  1.27657606e-11
  1.53913201e+02 -1.44890519e+02  1.27657606e-11  1.53913201e+02
 -1.44890519e+02  1.27657606e-11  1.53913201e+02 -1.44890519e+02
  1.27657606e-11  1.53913201e+02]
res:  6677 0.001959497731149895 0.01640901424252661 0.037351046014686216
[ 1.22302976e-10 -1.03204273e-05 -2.82825981e-01  1.61505351e+04
 -1.44862922e+02  2.63615425e-02  1.53924854e+02 -1.44408927e+02
  5.34730826e-01  1.54415391e+02 -1.44880787e+02 -1.00950510e-02
  1.53898684e+02 -1.44399897e+02  4.87241126e-01  1.54394234e+02
 -1.44840611e+02  9.71865722e-03  1.53915948e+02 -1.44378646e+02
  5.02872919e-01  1.54413843e+02 -1.44848233e+02  2.38840108e-03
  1.53908984e+02 -1.44410111e+02  4.95417326e-01  1.54383728e+02
 -1.44850390e+02  1.88716419e-02  1.53910768e+02 -1.44371568e+02
  5.09898656e-01  1.54415187e+02 -1.44875627e+02  1.57167184e-02
  1.53925197e+02 -1.44395521e+02  5.29285324e-01  1.54405418e+02
 -1.44915812e+02 -1.43596498e-03  1.53908572e+02 -1.44390031e+02
  4.85915431e-01  1.54385545e+02 -1.44881874e+02  1.66909025e-02
  1.53919979e+02 -1.44392048e+02  5.09079465e-01  1.54424297e+02
 -1.44904251e+02 -7.32827599e-03  1.53906763e+02 -1.44400926e+02
  4.81402400e-01  1.54411102e+02 -1.44883974e+02  6.42665527e-03
  1.53911942e+02 -1.44376113e+02  5.04169760e-01  1.54423026e+02
 -1.44901912e+02 -1.54285155e-02  1.53895478e+02 -1.44385678e+02
  5.02483438e-01  1.54395470e+02 -1.44917300e+02  7.39153965e-03
  1.53915212e+02 -1.44406799e+02  4.87466605e-01  1.54401068e+02
 -1.44902101e+02  7.65249449e-03  1.53926078e+02 -1.44379964e+02
  4.77907717e-01  1.54383035e+02]
Niter:  1 row:  36 ngroup:  26 nlines:  6677 gd:  6232
[ 1.22302976e-10 -1.03204273e-05 -2.82825981e-01  1.61505351e+04
 -1.44862922e+02  2.63615425e-02  1.53924854e+02 -1.44408927e+02
  5.34730826e-01  1.54415391e+02 -1.44880787e+02 -1.00950510e-02
  1.53898684e+02 -1.44399897e+02  4.87241126e-01  1.54394234e+02
 -1.44840611e+02  9.71865722e-03  1.53915948e+02 -1.44378646e+02
  5.02872919e-01  1.54413843e+02 -1.44848233e+02  2.38840108e-03
  1.53908984e+02 -1.44410111e+02  4.95417326e-01  1.54383728e+02
 -1.44850390e+02  1.88716419e-02  1.53910768e+02 -1.44371568e+02
  5.09898656e-01  1.54415187e+02 -1.44875627e+02  1.57167184e-02
  1.53925197e+02 -1.44395521e+02  5.29285324e-01  1.54405418e+02
 -1.44915812e+02 -1.43596498e-03  1.53908572e+02 -1.44390031e+02
  4.85915431e-01  1.54385545e+02 -1.44881874e+02  1.66909025e-02
  1.53919979e+02 -1.44392048e+02  5.09079465e-01  1.54424297e+02
 -1.44904251e+02 -7.32827599e-03  1.53906763e+02 -1.44400926e+02
  4.81402400e-01  1.54411102e+02 -1.44883974e+02  6.42665527e-03
  1.53911942e+02 -1.44376113e+02  5.04169760e-01  1.54423026e+02
 -1.44901912e+02 -1.54285155e-02  1.53895478e+02 -1.44385678e+02
  5.02483438e-01  1.54395470e+02 -1.44917300e+02  7.39153965e-03
  1.53915212e+02 -1.44406799e+02  4.87466605e-01  1.54401068e+02
 -1.44902101e+02  7.65249449e-03  1.53926078e+02 -1.44379964e+02
  4.77907717e-01  1.54383035e+02]
res:  6232 -0.00027101439809484873 0.016346687985787867 0.026203199184371424
[ 1.22302964e-10 -1.03204262e-05 -2.82826009e-01  1.61505367e+04
 -1.44871014e+02  1.13848988e-02  1.53921244e+02 -1.44387009e+02
  5.35690275e-01  1.54420798e+02 -1.44895312e+02 -1.98402844e-02
  1.53902914e+02 -1.44393785e+02  4.91905699e-01  1.54384037e+02
 -1.44841489e+02 -8.16520866e-03  1.53911348e+02 -1.44370225e+02
  4.95934566e-01  1.54414241e+02 -1.44841681e+02 -1.20799344e-02
  1.53913940e+02 -1.44406647e+02  4.82102326e-01  1.54382413e+02
 -1.44849472e+02  1.78650846e-02  1.53904632e+02 -1.44361172e+02
  4.90348137e-01  1.54412705e+02 -1.44879867e+02  2.02744290e-03
  1.53917219e+02 -1.44388349e+02  5.18226516e-01  1.54403082e+02
 -1.44899769e+02  3.81436431e-04  1.53900627e+02 -1.44384082e+02
  4.86564433e-01  1.54392152e+02 -1.44869834e+02  1.01421828e-02
  1.53928647e+02 -1.44382761e+02  4.99432626e-01  1.54418401e+02
 -1.44889903e+02 -2.15588646e-02  1.53903441e+02 -1.44401316e+02
  4.65917252e-01  1.54405137e+02 -1.44889144e+02 -1.01576992e-02
  1.53910056e+02 -1.44361450e+02  4.90672318e-01  1.54423084e+02
 -1.44912130e+02 -3.85351376e-02  1.53900202e+02 -1.44370117e+02
  4.84411672e-01  1.54387989e+02 -1.44892021e+02  2.26686097e-03
  1.53918497e+02 -1.44401933e+02  4.80600796e-01  1.54401910e+02
 -1.44918783e+02 -6.54699313e-03  1.53914063e+02 -1.44373417e+02
  4.62203932e-01  1.54382838e+02]
Niter:  2 row:  36 ngroup:  26 nlines:  6677 gd:  6218
[ 1.22302964e-10 -1.03204262e-05 -2.82826009e-01  1.61505367e+04
 -1.44871014e+02  1.13848988e-02  1.53921244e+02 -1.44387009e+02
  5.35690275e-01  1.54420798e+02 -1.44895312e+02 -1.98402844e-02
  1.53902914e+02 -1.44393785e+02  4.91905699e-01  1.54384037e+02
 -1.44841489e+02 -8.16520866e-03  1.53911348e+02 -1.44370225e+02
  4.95934566e-01  1.54414241e+02 -1.44841681e+02 -1.20799344e-02
  1.53913940e+02 -1.44406647e+02  4.82102326e-01  1.54382413e+02
 -1.44849472e+02  1.78650846e-02  1.53904632e+02 -1.44361172e+02
  4.90348137e-01  1.54412705e+02 -1.44879867e+02  2.02744290e-03
  1.53917219e+02 -1.44388349e+02  5.18226516e-01  1.54403082e+02
 -1.44899769e+02  3.81436431e-04  1.53900627e+02 -1.44384082e+02
  4.86564433e-01  1.54392152e+02 -1.44869834e+02  1.01421828e-02
  1.53928647e+02 -1.44382761e+02  4.99432626e-01  1.54418401e+02
 -1.44889903e+02 -2.15588646e-02  1.53903441e+02 -1.44401316e+02
  4.65917252e-01  1.54405137e+02 -1.44889144e+02 -1.01576992e-02
  1.53910056e+02 -1.44361450e+02  4.90672318e-01  1.54423084e+02
 -1.44912130e+02 -3.85351376e-02  1.53900202e+02 -1.44370117e+02
  4.84411672e-01  1.54387989e+02 -1.44892021e+02  2.26686097e-03
  1.53918497e+02 -1.44401933e+02  4.80600796e-01  1.54401910e+02
 -1.44918783e+02 -6.54699313e-03  1.53914063e+02 -1.44373417e+02
  4.62203932e-01  1.54382838e+02]
res:  6218 -0.0002916831617767457 0.016350360949218157 0.025968144257293768
[ 1.22302952e-10 -1.03204252e-05 -2.82826037e-01  1.61505383e+04
 -1.44863996e+02  1.70703793e-02  1.53926000e+02 -1.44373681e+02
  5.41390500e-01  1.54425561e+02 -1.44888308e+02 -1.41283048e-02
  1.53907672e+02 -1.44386798e+02  4.97603598e-01  1.54388798e+02
 -1.44834480e+02 -5.96088492e-03  1.53916109e+02 -1.44357160e+02
  4.94367249e-01  1.54419004e+02 -1.44834689e+02 -1.31168126e-02
  1.53920678e+02 -1.44399626e+02  4.77618571e-01  1.54387170e+02
 -1.44842481e+02  2.35591633e-02  1.53909390e+02 -1.44354183e+02
  4.96043213e-01  1.54417471e+02 -1.44872881e+02  7.72031217e-03
  1.53921979e+02 -1.44381323e+02  5.20298044e-01  1.54407844e+02
 -1.44892752e+02  6.07844980e-03  1.53905397e+02 -1.44377094e+02
  4.92270177e-01  1.54396915e+02 -1.44862815e+02  1.58470240e-02
  1.53933413e+02 -1.44375771e+02  5.01846156e-01  1.54423162e+02
 -1.44882898e+02 -1.58546608e-02  1.53908205e+02 -1.44394307e+02
  4.71622323e-01  1.54409892e+02 -1.44882155e+02 -7.89339622e-03
  1.53914817e+02 -1.44354437e+02  4.89030535e-01  1.54427848e+02
 -1.44905127e+02 -3.97323621e-02  1.53907016e+02 -1.44363114e+02
  4.86864247e-01  1.54390536e+02 -1.44873475e+02  7.97488382e-03
  1.53923258e+02 -1.44389138e+02  4.82899293e-01  1.54406667e+02
 -1.44911773e+02 -1.17972156e-02  1.53918829e+02 -1.44366428e+02
  4.67900555e-01  1.54387588e+02]
Niter:  3 row:  36 ngroup:  26 nlines:  6677 gd:  6221
[ 1.22302952e-10 -1.03204252e-05 -2.82826037e-01  1.61505383e+04
 -1.44863996e+02  1.70703793e-02  1.53926000e+02 -1.44373681e+02
  5.41390500e-01  1.54425561e+02 -1.44888308e+02 -1.41283048e-02
  1.53907672e+02 -1.44386798e+02  4.97603598e-01  1.54388798e+02
 -1.44834480e+02 -5.96088492e-03  1.53916109e+02 -1.44357160e+02
  4.94367249e-01  1.54419004e+02 -1.44834689e+02 -1.31168126e-02
  1.53920678e+02 -1.44399626e+02  4.77618571e-01  1.54387170e+02
 -1.44842481e+02  2.35591633e-02  1.53909390e+02 -1.44354183e+02
  4.96043213e-01  1.54417471e+02 -1.44872881e+02  7.72031217e-03
  1.53921979e+02 -1.44381323e+02  5.20298044e-01  1.54407844e+02
 -1.44892752e+02  6.07844980e-03  1.53905397e+02 -1.44377094e+02
  4.92270177e-01  1.54396915e+02 -1.44862815e+02  1.58470240e-02
  1.53933413e+02 -1.44375771e+02  5.01846156e-01  1.54423162e+02
 -1.44882898e+02 -1.58546608e-02  1.53908205e+02 -1.44394307e+02
  4.71622323e-01  1.54409892e+02 -1.44882155e+02 -7.89339622e-03
  1.53914817e+02 -1.44354437e+02  4.89030535e-01  1.54427848e+02
 -1.44905127e+02 -3.97323621e-02  1.53907016e+02 -1.44363114e+02
  4.86864247e-01  1.54390536e+02 -1.44873475e+02  7.97488382e-03
  1.53923258e+02 -1.44389138e+02  4.82899293e-01  1.54406667e+02
 -1.44911773e+02 -1.17972156e-02  1.53918829e+02 -1.44366428e+02
  4.67900555e-01  1.54387588e+02]
res:  6221 -0.0002665861520654289 0.01617449005425442 0.02598249484240912
[ 1.22457520e-10 -1.03204677e-05 -2.82831126e-01  1.61505367e+04
 -1.44833457e+02  9.86540714e-03  1.53892850e+02 -1.44343313e+02
  5.34634899e-01  1.54392506e+02 -1.44857969e+02 -2.03187943e-02
  1.53874596e+02 -1.44357005e+02  4.90695855e-01  1.54355746e+02
 -1.44804279e+02 -1.17279360e-02  1.53883032e+02 -1.44326103e+02
  4.87237302e-01  1.54385963e+02 -1.44804683e+02 -2.02172303e-02
  1.53887869e+02 -1.44368962e+02  4.70715046e-01  1.54354068e+02
 -1.44812587e+02  1.66483895e-02  1.53876307e+02 -1.44324340e+02
  4.89046327e-01  1.54384451e+02 -1.44843048e+02  7.11414674e-04
  1.53888913e+02 -1.44350562e+02  5.13811601e-01  1.54374759e+02
 -1.44862181e+02 -6.13959308e-04  1.53872393e+02 -1.44347189e+02
  4.85792856e-01  1.54363844e+02 -1.44832200e+02  9.42285768e-03
  1.53900353e+02 -1.44345570e+02  4.95039902e-01  1.54390062e+02
 -1.44852660e+02 -2.23840676e-02  1.53875130e+02 -1.44363928e+02
  4.65308213e-01  1.54376746e+02 -1.44852070e+02 -1.39372291e-02
  1.53881773e+02 -1.44324014e+02  4.82339942e-01  1.54394808e+02
 -1.44874917e+02 -4.60905623e-02  1.53873928e+02 -1.44332975e+02
  4.80349650e-01  1.54357453e+02 -1.44843253e+02  1.84231865e-03
  1.53890207e+02 -1.44358403e+02  4.76140030e-01  1.54373550e+02
 -1.44881306e+02 -1.92044536e-02  1.53885810e+02 -1.44336678e+02
  4.61460395e-01  1.54354360e+02]
Niter:  4 row:  36 ngroup:  26 nlines:  6677 gd:  6214
[ 1.22457520e-10 -1.03204677e-05 -2.82831126e-01  1.61505367e+04
 -1.44833457e+02  9.86540714e-03  1.53892850e+02 -1.44343313e+02
  5.34634899e-01  1.54392506e+02 -1.44857969e+02 -2.03187943e-02
  1.53874596e+02 -1.44357005e+02  4.90695855e-01  1.54355746e+02
 -1.44804279e+02 -1.17279360e-02  1.53883032e+02 -1.44326103e+02
  4.87237302e-01  1.54385963e+02 -1.44804683e+02 -2.02172303e-02
  1.53887869e+02 -1.44368962e+02  4.70715046e-01  1.54354068e+02
 -1.44812587e+02  1.66483895e-02  1.53876307e+02 -1.44324340e+02
  4.89046327e-01  1.54384451e+02 -1.44843048e+02  7.11414674e-04
  1.53888913e+02 -1.44350562e+02  5.13811601e-01  1.54374759e+02
 -1.44862181e+02 -6.13959308e-04  1.53872393e+02 -1.44347189e+02
  4.85792856e-01  1.54363844e+02 -1.44832200e+02  9.42285768e-03
  1.53900353e+02 -1.44345570e+02  4.95039902e-01  1.54390062e+02
 -1.44852660e+02 -2.23840676e-02  1.53875130e+02 -1.44363928e+02
  4.65308213e-01  1.54376746e+02 -1.44852070e+02 -1.39372291e-02
  1.53881773e+02 -1.44324014e+02  4.82339942e-01  1.54394808e+02
 -1.44874917e+02 -4.60905623e-02  1.53873928e+02 -1.44332975e+02
  4.80349650e-01  1.54357453e+02 -1.44843253e+02  1.84231865e-03
  1.53890207e+02 -1.44358403e+02  4.76140030e-01  1.54373550e+02
 -1.44881306e+02 -1.92044536e-02  1.53885810e+02 -1.44336678e+02
  4.61460395e-01  1.54354360e+02]
res:  6214 -0.0005902639786654618 0.01625605880508374 0.025864489097484875
[ 1.22457507e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
Niter:  5 row:  36 ngroup:  26 nlines:  6677 gd:  6216
[ 1.22457507e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
res:  6216 -0.0005106905737193301 0.01623407289662282 0.025891658244646835
[ 1.22438335e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
Niter:  6 row:  36 ngroup:  26 nlines:  6677 gd:  6215
[ 1.22438335e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
res:  6215 -0.0005067319743830012 0.016231747162237298 0.025877803917228787
[ 1.22438040e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
Saving figure to  wave_resid_43670005_fiber36.png
Final values:
res:  -0.0005067319743830012 0.025877803917228787
pars:  [ 1.22438040e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
36 [ 1.22438040e-10 -1.03204667e-05 -2.82831098e-01  1.61505351e+04
 -1.44841772e+02  4.66412596e-03  1.53886964e+02 -1.44351789e+02
  5.29411732e-01  1.54386673e+02 -1.44860445e+02 -2.56110625e-02
  1.53868699e+02 -1.44359787e+02  4.85504900e-01  1.54347922e+02
 -1.44812395e+02 -2.02732446e-02  1.53877186e+02 -1.44334590e+02
  4.79002128e-01  1.54380114e+02 -1.44812926e+02 -2.86013017e-02
  1.53881964e+02 -1.44377297e+02  4.62559667e-01  1.54348176e+02
 -1.44820711e+02  8.06987013e-03  1.53870413e+02 -1.44332501e+02
  4.83836648e-01  1.54378630e+02 -1.44851223e+02 -7.83128152e-03
  1.53883051e+02 -1.44352948e+02  5.08548224e-01  1.54370965e+02
 -1.44870516e+02 -9.21092416e-03  1.53866638e+02 -1.44355424e+02
  4.80510337e-01  1.54358026e+02 -1.44840540e+02  7.78502389e-04
  1.53894550e+02 -1.44354044e+02  4.86796594e-01  1.54384230e+02
 -1.44860860e+02 -3.08210723e-02  1.53871628e+02 -1.44372249e+02
  4.56845935e-01  1.54370850e+02 -1.44860465e+02 -1.92518144e-02
  1.53875911e+02 -1.44332320e+02  4.77115182e-01  1.54388964e+02
 -1.44883119e+02 -5.13793871e-02  1.53868063e+02 -1.44341149e+02
  4.75073936e-01  1.54351670e+02 -1.44851640e+02 -6.75660247e-03
  1.53884340e+02 -1.44366739e+02  4.67819380e-01  1.54367658e+02
 -1.44889646e+02 -3.11257516e-02  1.53879991e+02 -1.44344722e+02
  4.56207012e-01  1.54350563e+02]
--- Row 38/300 row=37 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  37
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=37 ---
Niter:  0 row:  37 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0010960681984215626 0.014859971983241849 0.03594912124492543
[ 1.21807460e-10 -1.03202804e-05 -2.82825111e-01  1.61505841e+04
 -1.44857604e+02 -1.75883012e-13  1.53897295e+02]
Niter:  1 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21807460e-10 -1.03202804e-05 -2.82825111e-01  1.61505841e+04
 -1.44857604e+02 -1.75883012e-13  1.53897295e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Niter:  2 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Niter:  3 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Niter:  4 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Niter:  5 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Niter:  6 row:  37 ngroup:  1 nlines:  240 gd:  221
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
res:  221 -2.149662122974405e-05 0.014200296318449546 0.023389137957134685
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
Final values:
res:  -2.149662122974405e-05 0.023389137957134685
pars:  [ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
37 [ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02]
elapsed: 2.9 sec.
Niter:  0 row:  37 ngroup:  26 nlines:  6356 gd:  6356
[ 1.21660150e-10 -1.03204222e-05 -2.82823129e-01  1.61505870e+04
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02 -1.44853306e+02  4.40335861e-12
  1.53902992e+02 -1.44853306e+02  4.40335861e-12  1.53902992e+02
 -1.44853306e+02  4.40335861e-12  1.53902992e+02 -1.44853306e+02
  4.40335861e-12  1.53902992e+02]
res:  6356 0.00012901543868792942 0.015942763644488878 0.03574502910408695
[ 1.21660162e-10 -1.03204211e-05 -2.82823157e-01  1.61505886e+04
 -1.44850293e+02  1.56530277e-02  1.53916675e+02 -1.44357810e+02
  4.92473614e-01  1.54383224e+02 -1.44878324e+02 -1.85666712e-02
  1.53900580e+02 -1.44400871e+02  4.77328743e-01  1.54387106e+02
 -1.44870251e+02 -1.00277741e-02  1.53922365e+02 -1.44352853e+02
  4.97011199e-01  1.54408419e+02 -1.44841565e+02 -2.04539803e-02
  1.53911005e+02 -1.44387710e+02  4.69405103e-01  1.54370440e+02
 -1.44847745e+02 -1.05789705e-02  1.53902558e+02 -1.44352691e+02
  5.00018418e-01  1.54394202e+02 -1.44878386e+02  1.81265173e-02
  1.53910565e+02 -1.44391064e+02  5.10603159e-01  1.54403481e+02
 -1.44901480e+02 -2.32112754e-02  1.53900779e+02 -1.44362359e+02
  4.63486804e-01  1.54382122e+02 -1.44852829e+02  7.40753837e-04
  1.53920484e+02 -1.44386177e+02  5.01062133e-01  1.54422210e+02
 -1.44891965e+02 -2.49784188e-02  1.53898228e+02 -1.44435741e+02
  4.75538407e-01  1.54392672e+02 -1.44862858e+02 -1.51615612e-03
  1.53907169e+02 -1.44370671e+02  4.96409041e-01  1.54396460e+02
 -1.44877351e+02 -4.51105029e-02  1.53889377e+02 -1.44382999e+02
  4.94178578e-01  1.54383469e+02 -1.44893666e+02 -7.58172722e-03
  1.53907924e+02 -1.44398741e+02  4.73491505e-01  1.54407535e+02
 -1.44868754e+02 -3.40134708e-02  1.53891934e+02 -1.44396029e+02
  4.75245020e-01  1.54379732e+02]
Niter:  1 row:  37 ngroup:  26 nlines:  6356 gd:  5960
[ 1.21660162e-10 -1.03204211e-05 -2.82823157e-01  1.61505886e+04
 -1.44850293e+02  1.56530277e-02  1.53916675e+02 -1.44357810e+02
  4.92473614e-01  1.54383224e+02 -1.44878324e+02 -1.85666712e-02
  1.53900580e+02 -1.44400871e+02  4.77328743e-01  1.54387106e+02
 -1.44870251e+02 -1.00277741e-02  1.53922365e+02 -1.44352853e+02
  4.97011199e-01  1.54408419e+02 -1.44841565e+02 -2.04539803e-02
  1.53911005e+02 -1.44387710e+02  4.69405103e-01  1.54370440e+02
 -1.44847745e+02 -1.05789705e-02  1.53902558e+02 -1.44352691e+02
  5.00018418e-01  1.54394202e+02 -1.44878386e+02  1.81265173e-02
  1.53910565e+02 -1.44391064e+02  5.10603159e-01  1.54403481e+02
 -1.44901480e+02 -2.32112754e-02  1.53900779e+02 -1.44362359e+02
  4.63486804e-01  1.54382122e+02 -1.44852829e+02  7.40753837e-04
  1.53920484e+02 -1.44386177e+02  5.01062133e-01  1.54422210e+02
 -1.44891965e+02 -2.49784188e-02  1.53898228e+02 -1.44435741e+02
  4.75538407e-01  1.54392672e+02 -1.44862858e+02 -1.51615612e-03
  1.53907169e+02 -1.44370671e+02  4.96409041e-01  1.54396460e+02
 -1.44877351e+02 -4.51105029e-02  1.53889377e+02 -1.44382999e+02
  4.94178578e-01  1.54383469e+02 -1.44893666e+02 -7.58172722e-03
  1.53907924e+02 -1.44398741e+02  4.73491505e-01  1.54407535e+02
 -1.44868754e+02 -3.40134708e-02  1.53891934e+02 -1.44396029e+02
  4.75245020e-01  1.54379732e+02]
res:  5960 -0.0005473197352330317 0.015820647358850692 0.025540144958639502
[ 1.21660174e-10 -1.03204201e-05 -2.82823185e-01  1.61505902e+04
 -1.44839371e+02  1.13862165e-02  1.53910569e+02 -1.44352899e+02
  5.00070110e-01  1.54397249e+02 -1.44869524e+02 -1.67544086e-02
  1.53903613e+02 -1.44385216e+02  4.77817841e-01  1.54385979e+02
 -1.44850913e+02 -2.02096372e-02  1.53919135e+02 -1.44341084e+02
  5.02211651e-01  1.54408450e+02 -1.44828793e+02 -1.94551121e-02
  1.53915422e+02 -1.44382006e+02  4.60903780e-01  1.54375958e+02
 -1.44854009e+02 -6.20472378e-03  1.53903280e+02 -1.44355057e+02
  5.09445421e-01  1.54396768e+02 -1.44880227e+02  1.85733502e-02
  1.53911646e+02 -1.44361125e+02  5.15760441e-01  1.54402036e+02
 -1.44894478e+02 -3.13097818e-02  1.53902300e+02 -1.44356855e+02
  4.54947860e-01  1.54390846e+02 -1.44850091e+02 -4.92266450e-03
  1.53917355e+02 -1.44365403e+02  5.01350799e-01  1.54423290e+02
 -1.44884910e+02 -3.66119321e-02  1.53907681e+02 -1.44390200e+02
  4.81578048e-01  1.54390915e+02 -1.44855631e+02 -1.36877047e-02
  1.53915574e+02 -1.44358513e+02  5.05920351e-01  1.54392726e+02
 -1.44855856e+02 -3.78363442e-02  1.53891551e+02 -1.44392095e+02
  4.77694378e-01  1.54382750e+02 -1.44858293e+02 -1.48126427e-02
  1.53902340e+02 -1.44373725e+02  4.77025214e-01  1.54406166e+02
 -1.44859258e+02 -3.55395280e-02  1.53894408e+02 -1.44380492e+02
  4.65979643e-01  1.54380892e+02]
Niter:  2 row:  37 ngroup:  26 nlines:  6356 gd:  5950
[ 1.21660174e-10 -1.03204201e-05 -2.82823185e-01  1.61505902e+04
 -1.44839371e+02  1.13862165e-02  1.53910569e+02 -1.44352899e+02
  5.00070110e-01  1.54397249e+02 -1.44869524e+02 -1.67544086e-02
  1.53903613e+02 -1.44385216e+02  4.77817841e-01  1.54385979e+02
 -1.44850913e+02 -2.02096372e-02  1.53919135e+02 -1.44341084e+02
  5.02211651e-01  1.54408450e+02 -1.44828793e+02 -1.94551121e-02
  1.53915422e+02 -1.44382006e+02  4.60903780e-01  1.54375958e+02
 -1.44854009e+02 -6.20472378e-03  1.53903280e+02 -1.44355057e+02
  5.09445421e-01  1.54396768e+02 -1.44880227e+02  1.85733502e-02
  1.53911646e+02 -1.44361125e+02  5.15760441e-01  1.54402036e+02
 -1.44894478e+02 -3.13097818e-02  1.53902300e+02 -1.44356855e+02
  4.54947860e-01  1.54390846e+02 -1.44850091e+02 -4.92266450e-03
  1.53917355e+02 -1.44365403e+02  5.01350799e-01  1.54423290e+02
 -1.44884910e+02 -3.66119321e-02  1.53907681e+02 -1.44390200e+02
  4.81578048e-01  1.54390915e+02 -1.44855631e+02 -1.36877047e-02
  1.53915574e+02 -1.44358513e+02  5.05920351e-01  1.54392726e+02
 -1.44855856e+02 -3.78363442e-02  1.53891551e+02 -1.44392095e+02
  4.77694378e-01  1.54382750e+02 -1.44858293e+02 -1.48126427e-02
  1.53902340e+02 -1.44373725e+02  4.77025214e-01  1.54406166e+02
 -1.44859258e+02 -3.55395280e-02  1.53894408e+02 -1.44380492e+02
  4.65979643e-01  1.54380892e+02]
res:  5950 -0.0004957336623192532 0.015821665823750664 0.025367039527972705
[ 1.21660186e-10 -1.03204191e-05 -2.82823214e-01  1.61505918e+04
 -1.44832404e+02  1.70751660e-02  1.53915329e+02 -1.44345898e+02
  5.05764423e-01  1.54402006e+02 -1.44862514e+02 -1.10511538e-02
  1.53908382e+02 -1.44372311e+02  4.83515932e-01  1.54388440e+02
 -1.44843911e+02 -2.10385505e-02  1.53923895e+02 -1.44334056e+02
  5.07900843e-01  1.54413225e+02 -1.44821779e+02 -1.70405536e-02
  1.53920178e+02 -1.44375015e+02  4.66599441e-01  1.54382847e+02
 -1.44852720e+02 -5.13374812e-04  1.53908037e+02 -1.44348072e+02
  5.15152238e-01  1.54401531e+02 -1.44873253e+02  2.42662106e-02
  1.53914216e+02 -1.44348034e+02  5.21464393e-01  1.54406804e+02
 -1.44882019e+02 -2.91046505e-02  1.53907066e+02 -1.44349852e+02
  4.60648631e-01  1.54395609e+02 -1.44843093e+02  7.68514301e-04
  1.53922124e+02 -1.44358392e+02  5.07058977e-01  1.54425836e+02
 -1.44877918e+02 -3.09037454e-02  1.53912441e+02 -1.44371458e+02
  4.87266267e-01  1.54395676e+02 -1.44848621e+02 -1.15870756e-02
  1.53920345e+02 -1.44346838e+02  5.11621792e-01  1.54395461e+02
 -1.44848847e+02 -3.21498764e-02  1.53896320e+02 -1.44385093e+02
  4.77087546e-01  1.54387511e+02 -1.44851265e+02 -9.09784570e-03
  1.53907099e+02 -1.44355491e+02  4.86035145e-01  1.54410929e+02
 -1.44846938e+02 -3.32871698e-02  1.53899171e+02 -1.44373474e+02
  4.71673528e-01  1.54385659e+02]
Niter:  3 row:  37 ngroup:  26 nlines:  6356 gd:  5948
[ 1.21660186e-10 -1.03204191e-05 -2.82823214e-01  1.61505918e+04
 -1.44832404e+02  1.70751660e-02  1.53915329e+02 -1.44345898e+02
  5.05764423e-01  1.54402006e+02 -1.44862514e+02 -1.10511538e-02
  1.53908382e+02 -1.44372311e+02  4.83515932e-01  1.54388440e+02
 -1.44843911e+02 -2.10385505e-02  1.53923895e+02 -1.44334056e+02
  5.07900843e-01  1.54413225e+02 -1.44821779e+02 -1.70405536e-02
  1.53920178e+02 -1.44375015e+02  4.66599441e-01  1.54382847e+02
 -1.44852720e+02 -5.13374812e-04  1.53908037e+02 -1.44348072e+02
  5.15152238e-01  1.54401531e+02 -1.44873253e+02  2.42662106e-02
  1.53914216e+02 -1.44348034e+02  5.21464393e-01  1.54406804e+02
 -1.44882019e+02 -2.91046505e-02  1.53907066e+02 -1.44349852e+02
  4.60648631e-01  1.54395609e+02 -1.44843093e+02  7.68514301e-04
  1.53922124e+02 -1.44358392e+02  5.07058977e-01  1.54425836e+02
 -1.44877918e+02 -3.09037454e-02  1.53912441e+02 -1.44371458e+02
  4.87266267e-01  1.54395676e+02 -1.44848621e+02 -1.15870756e-02
  1.53920345e+02 -1.44346838e+02  5.11621792e-01  1.54395461e+02
 -1.44848847e+02 -3.21498764e-02  1.53896320e+02 -1.44385093e+02
  4.77087546e-01  1.54387511e+02 -1.44851265e+02 -9.09784570e-03
  1.53907099e+02 -1.44355491e+02  4.86035145e-01  1.54410929e+02
 -1.44846938e+02 -3.32871698e-02  1.53899171e+02 -1.44373474e+02
  4.71673528e-01  1.54385659e+02]
res:  5948 -0.0009098986511162366 0.015883275782471173 0.02532679487923276
[ 1.21719982e-10 -1.03204191e-05 -2.82823214e-01  1.61505918e+04
 -1.44832404e+02  1.70751660e-02  1.53915329e+02 -1.44345898e+02
  5.05764423e-01  1.54402006e+02 -1.44862514e+02 -1.10511538e-02
  1.53908382e+02 -1.44372311e+02  4.83515932e-01  1.54388440e+02
 -1.44843911e+02 -2.10385505e-02  1.53923895e+02 -1.44334056e+02
  5.07900843e-01  1.54413225e+02 -1.44821779e+02 -1.70405536e-02
  1.53920178e+02 -1.44375015e+02  4.66599441e-01  1.54382847e+02
 -1.44852720e+02 -5.13374812e-04  1.53908037e+02 -1.44348072e+02
  5.15152238e-01  1.54401531e+02 -1.44873253e+02  2.42662106e-02
  1.53914216e+02 -1.44348034e+02  5.21464393e-01  1.54406804e+02
 -1.44882019e+02 -2.91046505e-02  1.53907066e+02 -1.44349852e+02
  4.60648631e-01  1.54395609e+02 -1.44843093e+02  7.68514301e-04
  1.53922124e+02 -1.44358392e+02  5.07058977e-01  1.54425836e+02
 -1.44877918e+02 -3.09037454e-02  1.53912441e+02 -1.44371458e+02
  4.87266267e-01  1.54395676e+02 -1.44848621e+02 -1.15870756e-02
  1.53920345e+02 -1.44346838e+02  5.11621792e-01  1.54395461e+02
 -1.44848847e+02 -3.21498764e-02  1.53896320e+02 -1.44385093e+02
  4.77087546e-01  1.54387511e+02 -1.44851265e+02 -9.09784570e-03
  1.53907099e+02 -1.44355491e+02  4.86035145e-01  1.54410929e+02
 -1.44846938e+02 -3.32871698e-02  1.53899171e+02 -1.44373474e+02
  4.71673528e-01  1.54385659e+02]
Niter:  4 row:  37 ngroup:  26 nlines:  6356 gd:  5948
[ 1.21719982e-10 -1.03204191e-05 -2.82823214e-01  1.61505918e+04
 -1.44832404e+02  1.70751660e-02  1.53915329e+02 -1.44345898e+02
  5.05764423e-01  1.54402006e+02 -1.44862514e+02 -1.10511538e-02
  1.53908382e+02 -1.44372311e+02  4.83515932e-01  1.54388440e+02
 -1.44843911e+02 -2.10385505e-02  1.53923895e+02 -1.44334056e+02
  5.07900843e-01  1.54413225e+02 -1.44821779e+02 -1.70405536e-02
  1.53920178e+02 -1.44375015e+02  4.66599441e-01  1.54382847e+02
 -1.44852720e+02 -5.13374812e-04  1.53908037e+02 -1.44348072e+02
  5.15152238e-01  1.54401531e+02 -1.44873253e+02  2.42662106e-02
  1.53914216e+02 -1.44348034e+02  5.21464393e-01  1.54406804e+02
 -1.44882019e+02 -2.91046505e-02  1.53907066e+02 -1.44349852e+02
  4.60648631e-01  1.54395609e+02 -1.44843093e+02  7.68514301e-04
  1.53922124e+02 -1.44358392e+02  5.07058977e-01  1.54425836e+02
 -1.44877918e+02 -3.09037454e-02  1.53912441e+02 -1.44371458e+02
  4.87266267e-01  1.54395676e+02 -1.44848621e+02 -1.15870756e-02
  1.53920345e+02 -1.44346838e+02  5.11621792e-01  1.54395461e+02
 -1.44848847e+02 -3.21498764e-02  1.53896320e+02 -1.44385093e+02
  4.77087546e-01  1.54387511e+02 -1.44851265e+02 -9.09784570e-03
  1.53907099e+02 -1.44355491e+02  4.86035145e-01  1.54410929e+02
 -1.44846938e+02 -3.32871698e-02  1.53899171e+02 -1.44373474e+02
  4.71673528e-01  1.54385659e+02]
res:  5948 -0.0004516302997217281 0.015807651294380776 0.025317730145722545
[ 1.21719994e-10 -1.03204180e-05 -2.82823242e-01  1.61505934e+04
 -1.44827828e+02  2.27788596e-02  1.53922491e+02 -1.44341450e+02
  5.11459773e-01  1.54409192e+02 -1.44858069e+02 -5.34612973e-03
  1.53915480e+02 -1.44367896e+02  4.89218588e-01  1.54395584e+02
 -1.44839435e+02 -1.53365739e-02  1.53931069e+02 -1.44329662e+02
  5.13591715e-01  1.54420296e+02 -1.44817365e+02 -1.13348916e-02
  1.53927379e+02 -1.44370520e+02  4.72299320e-01  1.54390003e+02
 -1.44848183e+02  5.18225818e-03  1.53915226e+02 -1.44343562e+02
  5.20861503e-01  1.54408671e+02 -1.44868719e+02  2.99628105e-02
  1.53921429e+02 -1.44343596e+02  5.27173249e-01  1.54413929e+02
 -1.44871935e+02 -2.33938024e-02  1.53914176e+02 -1.44345394e+02
  4.66342949e-01  1.54402785e+02 -1.44838613e+02  6.47075464e-03
  1.53929210e+02 -1.44353965e+02  5.12771365e-01  1.54432975e+02
 -1.44873417e+02 -2.52021190e-02  1.53919612e+02 -1.44367071e+02
  4.92960608e-01  1.54402826e+02 -1.44844192e+02 -5.88278861e-03
  1.53927437e+02 -1.44342312e+02  5.17322988e-01  1.54402650e+02
 -1.44844410e+02 -2.64577122e-02  1.53903410e+02 -1.44380638e+02
  4.82793145e-01  1.54394681e+02 -1.44841732e+02 -3.38524750e-03
  1.53914258e+02 -1.44344977e+02  4.91741752e-01  1.54418073e+02
 -1.44842504e+02 -2.75767869e-02  1.53906299e+02 -1.44363360e+02
  4.77375468e-01  1.54392782e+02]
Niter:  5 row:  37 ngroup:  26 nlines:  6356 gd:  5948
[ 1.21719994e-10 -1.03204180e-05 -2.82823242e-01  1.61505934e+04
 -1.44827828e+02  2.27788596e-02  1.53922491e+02 -1.44341450e+02
  5.11459773e-01  1.54409192e+02 -1.44858069e+02 -5.34612973e-03
  1.53915480e+02 -1.44367896e+02  4.89218588e-01  1.54395584e+02
 -1.44839435e+02 -1.53365739e-02  1.53931069e+02 -1.44329662e+02
  5.13591715e-01  1.54420296e+02 -1.44817365e+02 -1.13348916e-02
  1.53927379e+02 -1.44370520e+02  4.72299320e-01  1.54390003e+02
 -1.44848183e+02  5.18225818e-03  1.53915226e+02 -1.44343562e+02
  5.20861503e-01  1.54408671e+02 -1.44868719e+02  2.99628105e-02
  1.53921429e+02 -1.44343596e+02  5.27173249e-01  1.54413929e+02
 -1.44871935e+02 -2.33938024e-02  1.53914176e+02 -1.44345394e+02
  4.66342949e-01  1.54402785e+02 -1.44838613e+02  6.47075464e-03
  1.53929210e+02 -1.44353965e+02  5.12771365e-01  1.54432975e+02
 -1.44873417e+02 -2.52021190e-02  1.53919612e+02 -1.44367071e+02
  4.92960608e-01  1.54402826e+02 -1.44844192e+02 -5.88278861e-03
  1.53927437e+02 -1.44342312e+02  5.17322988e-01  1.54402650e+02
 -1.44844410e+02 -2.64577122e-02  1.53903410e+02 -1.44380638e+02
  4.82793145e-01  1.54394681e+02 -1.44841732e+02 -3.38524750e-03
  1.53914258e+02 -1.44344977e+02  4.91741752e-01  1.54418073e+02
 -1.44842504e+02 -2.75767869e-02  1.53906299e+02 -1.44363360e+02
  4.77375468e-01  1.54392782e+02]
res:  5948 -0.0007372100535576465 0.01587799420758529 0.025312487075592346
[ 1.21761716e-10 -1.03204180e-05 -2.82823242e-01  1.61505934e+04
 -1.44827828e+02  2.27788596e-02  1.53922491e+02 -1.44341450e+02
  5.11459773e-01  1.54409192e+02 -1.44858069e+02 -5.34612973e-03
  1.53915480e+02 -1.44367896e+02  4.89218588e-01  1.54395584e+02
 -1.44839435e+02 -1.53365739e-02  1.53931069e+02 -1.44329662e+02
  5.13591715e-01  1.54420296e+02 -1.44817365e+02 -1.13348916e-02
  1.53927379e+02 -1.44370520e+02  4.72299320e-01  1.54390003e+02
 -1.44848183e+02  5.18225818e-03  1.53915226e+02 -1.44343562e+02
  5.20861503e-01  1.54408671e+02 -1.44868719e+02  2.99628105e-02
  1.53921429e+02 -1.44343596e+02  5.27173249e-01  1.54413929e+02
 -1.44871935e+02 -2.33938024e-02  1.53914176e+02 -1.44345394e+02
  4.66342949e-01  1.54402785e+02 -1.44838613e+02  6.47075464e-03
  1.53929210e+02 -1.44353965e+02  5.12771365e-01  1.54432975e+02
 -1.44873417e+02 -2.52021190e-02  1.53919612e+02 -1.44367071e+02
  4.92960608e-01  1.54402826e+02 -1.44844192e+02 -5.88278861e-03
  1.53927437e+02 -1.44342312e+02  5.17322988e-01  1.54402650e+02
 -1.44844410e+02 -2.64577122e-02  1.53903410e+02 -1.44380638e+02
  4.82793145e-01  1.54394681e+02 -1.44841732e+02 -3.38524750e-03
  1.53914258e+02 -1.44344977e+02  4.91741752e-01  1.54418073e+02
 -1.44842504e+02 -2.75767869e-02  1.53906299e+02 -1.44363360e+02
  4.77375468e-01  1.54392782e+02]
Niter:  6 row:  37 ngroup:  26 nlines:  6356 gd:  5948
[ 1.21761716e-10 -1.03204180e-05 -2.82823242e-01  1.61505934e+04
 -1.44827828e+02  2.27788596e-02  1.53922491e+02 -1.44341450e+02
  5.11459773e-01  1.54409192e+02 -1.44858069e+02 -5.34612973e-03
  1.53915480e+02 -1.44367896e+02  4.89218588e-01  1.54395584e+02
 -1.44839435e+02 -1.53365739e-02  1.53931069e+02 -1.44329662e+02
  5.13591715e-01  1.54420296e+02 -1.44817365e+02 -1.13348916e-02
  1.53927379e+02 -1.44370520e+02  4.72299320e-01  1.54390003e+02
 -1.44848183e+02  5.18225818e-03  1.53915226e+02 -1.44343562e+02
  5.20861503e-01  1.54408671e+02 -1.44868719e+02  2.99628105e-02
  1.53921429e+02 -1.44343596e+02  5.27173249e-01  1.54413929e+02
 -1.44871935e+02 -2.33938024e-02  1.53914176e+02 -1.44345394e+02
  4.66342949e-01  1.54402785e+02 -1.44838613e+02  6.47075464e-03
  1.53929210e+02 -1.44353965e+02  5.12771365e-01  1.54432975e+02
 -1.44873417e+02 -2.52021190e-02  1.53919612e+02 -1.44367071e+02
  4.92960608e-01  1.54402826e+02 -1.44844192e+02 -5.88278861e-03
  1.53927437e+02 -1.44342312e+02  5.17322988e-01  1.54402650e+02
 -1.44844410e+02 -2.64577122e-02  1.53903410e+02 -1.44380638e+02
  4.82793145e-01  1.54394681e+02 -1.44841732e+02 -3.38524750e-03
  1.53914258e+02 -1.44344977e+02  4.91741752e-01  1.54418073e+02
 -1.44842504e+02 -2.75767869e-02  1.53906299e+02 -1.44363360e+02
  4.77375468e-01  1.54392782e+02]
res:  5948 -0.000564669850973587 0.015537251926616591 0.025246059592092533
[ 1.22136418e-10 -1.03204957e-05 -2.82831228e-01  1.61505918e+04
 -1.44778936e+02  1.53628292e-02  1.53874998e+02 -1.44291390e+02
  5.04115180e-01  1.54361622e+02 -1.44808520e+02 -1.22374124e-02
  1.53868160e+02 -1.44317834e+02  4.82053625e-01  1.54348139e+02
 -1.44790271e+02 -2.28460365e-02  1.53883662e+02 -1.44279478e+02
  5.05783664e-01  1.54373128e+02 -1.44767745e+02 -1.83063423e-02
  1.53880025e+02 -1.44321533e+02  4.64883661e-01  1.54342691e+02
 -1.44799296e+02 -2.34901780e-03  1.53867707e+02 -1.44294685e+02
  5.14134098e-01  1.54361273e+02 -1.44819652e+02  2.26193695e-02
  1.53873899e+02 -1.44293905e+02  5.20392798e-01  1.54366790e+02
 -1.44822074e+02 -2.99023943e-02  1.53866784e+02 -1.44295727e+02
  4.59140527e-01  1.54355601e+02 -1.44789330e+02 -9.24127999e-04
  1.53881752e+02 -1.44304504e+02  5.06206957e-01  1.54385725e+02
 -1.44824582e+02 -3.21068067e-02  1.53872276e+02 -1.44317051e+02
  4.85184629e-01  1.54355354e+02 -1.44794889e+02 -1.29463127e-02
  1.53880146e+02 -1.44293825e+02  5.10348621e-01  1.54355314e+02
 -1.44795110e+02 -3.41895704e-02  1.53856004e+02 -1.44331554e+02
  4.75841162e-01  1.54347393e+02 -1.44791763e+02 -9.57096004e-03
  1.53866705e+02 -1.44294962e+02  4.85233557e-01  1.54370684e+02
 -1.44793072e+02 -3.40365302e-02  1.53858765e+02 -1.44313898e+02
  4.70097482e-01  1.54345466e+02]
Saving figure to  wave_resid_43670005_fiber37.png
Final values:
res:  -0.000564669850973587 0.025246059592092533
pars:  [ 1.22136418e-10 -1.03204957e-05 -2.82831228e-01  1.61505918e+04
 -1.44778936e+02  1.53628292e-02  1.53874998e+02 -1.44291390e+02
  5.04115180e-01  1.54361622e+02 -1.44808520e+02 -1.22374124e-02
  1.53868160e+02 -1.44317834e+02  4.82053625e-01  1.54348139e+02
 -1.44790271e+02 -2.28460365e-02  1.53883662e+02 -1.44279478e+02
  5.05783664e-01  1.54373128e+02 -1.44767745e+02 -1.83063423e-02
  1.53880025e+02 -1.44321533e+02  4.64883661e-01  1.54342691e+02
 -1.44799296e+02 -2.34901780e-03  1.53867707e+02 -1.44294685e+02
  5.14134098e-01  1.54361273e+02 -1.44819652e+02  2.26193695e-02
  1.53873899e+02 -1.44293905e+02  5.20392798e-01  1.54366790e+02
 -1.44822074e+02 -2.99023943e-02  1.53866784e+02 -1.44295727e+02
  4.59140527e-01  1.54355601e+02 -1.44789330e+02 -9.24127999e-04
  1.53881752e+02 -1.44304504e+02  5.06206957e-01  1.54385725e+02
 -1.44824582e+02 -3.21068067e-02  1.53872276e+02 -1.44317051e+02
  4.85184629e-01  1.54355354e+02 -1.44794889e+02 -1.29463127e-02
  1.53880146e+02 -1.44293825e+02  5.10348621e-01  1.54355314e+02
 -1.44795110e+02 -3.41895704e-02  1.53856004e+02 -1.44331554e+02
  4.75841162e-01  1.54347393e+02 -1.44791763e+02 -9.57096004e-03
  1.53866705e+02 -1.44294962e+02  4.85233557e-01  1.54370684e+02
 -1.44793072e+02 -3.40365302e-02  1.53858765e+02 -1.44313898e+02
  4.70097482e-01  1.54345466e+02]
37 [ 1.22136418e-10 -1.03204957e-05 -2.82831228e-01  1.61505918e+04
 -1.44778936e+02  1.53628292e-02  1.53874998e+02 -1.44291390e+02
  5.04115180e-01  1.54361622e+02 -1.44808520e+02 -1.22374124e-02
  1.53868160e+02 -1.44317834e+02  4.82053625e-01  1.54348139e+02
 -1.44790271e+02 -2.28460365e-02  1.53883662e+02 -1.44279478e+02
  5.05783664e-01  1.54373128e+02 -1.44767745e+02 -1.83063423e-02
  1.53880025e+02 -1.44321533e+02  4.64883661e-01  1.54342691e+02
 -1.44799296e+02 -2.34901780e-03  1.53867707e+02 -1.44294685e+02
  5.14134098e-01  1.54361273e+02 -1.44819652e+02  2.26193695e-02
  1.53873899e+02 -1.44293905e+02  5.20392798e-01  1.54366790e+02
 -1.44822074e+02 -2.99023943e-02  1.53866784e+02 -1.44295727e+02
  4.59140527e-01  1.54355601e+02 -1.44789330e+02 -9.24127999e-04
  1.53881752e+02 -1.44304504e+02  5.06206957e-01  1.54385725e+02
 -1.44824582e+02 -3.21068067e-02  1.53872276e+02 -1.44317051e+02
  4.85184629e-01  1.54355354e+02 -1.44794889e+02 -1.29463127e-02
  1.53880146e+02 -1.44293825e+02  5.10348621e-01  1.54355314e+02
 -1.44795110e+02 -3.41895704e-02  1.53856004e+02 -1.44331554e+02
  4.75841162e-01  1.54347393e+02 -1.44791763e+02 -9.57096004e-03
  1.53866705e+02 -1.44294962e+02  4.85233557e-01  1.54370684e+02
 -1.44793072e+02 -3.40365302e-02  1.53858765e+02 -1.44313898e+02
  4.70097482e-01  1.54345466e+02]
--- Row 39/300 row=38 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  38
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=38 ---
Niter:  0 row:  38 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 -0.0007447666403095354 0.01365687358975265 0.03242672086591609
[ 1.21369825e-10 -1.03198949e-05 -2.82819507e-01  1.61506258e+04
 -1.44874689e+02 -4.30894908e-14  1.53948564e+02]
Niter:  1 row:  38 ngroup:  1 nlines:  256 gd:  235
[ 1.21369825e-10 -1.03198949e-05 -2.82819507e-01  1.61506258e+04
 -1.44874689e+02 -4.30894908e-14  1.53948564e+02]
res:  235 -0.0002727768660406582 0.011691153780702734 0.021810951797770255
[ 1.21910501e-10 -1.03196618e-05 -2.82829505e-01  1.61506313e+04
 -1.44786722e+02  3.93229327e-12  1.53930381e+02]
Niter:  2 row:  38 ngroup:  1 nlines:  256 gd:  230
[ 1.21910501e-10 -1.03196618e-05 -2.82829505e-01  1.61506313e+04
 -1.44786722e+02  3.93229327e-12  1.53930381e+02]
res:  230 0.00010936117905657738 0.011753222472179914 0.02027421961748931
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
Niter:  3 row:  38 ngroup:  1 nlines:  256 gd:  230
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
res:  230 0.00010936117905657738 0.011753222472179914 0.02027421961748931
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
Niter:  4 row:  38 ngroup:  1 nlines:  256 gd:  230
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
res:  230 0.00010936117905657738 0.011753222472179914 0.02027421961748931
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
Niter:  5 row:  38 ngroup:  1 nlines:  256 gd:  230
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
res:  230 0.00010936117905657738 0.011753222472179914 0.02027421961748931
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
Niter:  6 row:  38 ngroup:  1 nlines:  256 gd:  230
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
res:  230 0.00010936117905657738 0.011753222472179914 0.02027421961748931
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
Final values:
res:  0.00010936117905657738 0.02027421961748931
pars:  [ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
38 [ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02]
elapsed: 3.0 sec.
Niter:  0 row:  38 ngroup:  26 nlines:  6649 gd:  6649
[ 1.21896867e-10 -1.03200636e-05 -2.82829652e-01  1.61506331e+04
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02 -1.44789744e+02  9.95000504e-08
  1.53931101e+02 -1.44789744e+02  9.95000504e-08  1.53931101e+02
 -1.44789744e+02  9.95000504e-08  1.53931101e+02 -1.44789744e+02
  9.95000504e-08  1.53931101e+02]
res:  6649 -0.0004469627037906321 0.015292647925889469 0.03496984652795688
[ 1.21896855e-10 -1.03200646e-05 -2.82829624e-01  1.61506315e+04
 -1.44790021e+02  2.05654875e-02  1.53915635e+02 -1.44303634e+02
  5.27227331e-01  1.54403898e+02 -1.44817985e+02  4.16287938e-03
  1.53902202e+02 -1.44331866e+02  4.86746172e-01  1.54395171e+02
 -1.44807844e+02 -1.24574244e-02  1.53917462e+02 -1.44309134e+02
  5.15570777e-01  1.54413963e+02 -1.44774162e+02 -7.36007892e-03
  1.53920600e+02 -1.44317686e+02  5.09438398e-01  1.54386124e+02
 -1.44814334e+02  2.45765180e-02  1.53920753e+02 -1.44314565e+02
  4.99435839e-01  1.54409155e+02 -1.44819217e+02  1.73845008e-02
  1.53923467e+02 -1.44326514e+02  5.07685385e-01  1.54409639e+02
 -1.44837451e+02 -3.64576796e-02  1.53900162e+02 -1.44329533e+02
  4.99016486e-01  1.54413466e+02 -1.44812205e+02  1.64175897e-02
  1.53921727e+02 -1.44311081e+02  5.02755249e-01  1.54410202e+02
 -1.44832338e+02 -1.38661755e-02  1.53918191e+02 -1.44310635e+02
  4.80966005e-01  1.54415534e+02 -1.44814284e+02  3.94821926e-03
  1.53918738e+02 -1.44318538e+02  4.84741385e-01  1.54410254e+02
 -1.44806089e+02 -2.89678368e-02  1.53898473e+02 -1.44349135e+02
  4.83085096e-01  1.54397320e+02 -1.44812138e+02  1.76062304e-02
  1.53915610e+02 -1.44322895e+02  4.92140951e-01  1.54398943e+02
 -1.44827348e+02 -4.65460147e-02  1.53901932e+02 -1.44332519e+02
  4.70026559e-01  1.54388198e+02]
Niter:  1 row:  38 ngroup:  26 nlines:  6649 gd:  6214
[ 1.21896855e-10 -1.03200646e-05 -2.82829624e-01  1.61506315e+04
 -1.44790021e+02  2.05654875e-02  1.53915635e+02 -1.44303634e+02
  5.27227331e-01  1.54403898e+02 -1.44817985e+02  4.16287938e-03
  1.53902202e+02 -1.44331866e+02  4.86746172e-01  1.54395171e+02
 -1.44807844e+02 -1.24574244e-02  1.53917462e+02 -1.44309134e+02
  5.15570777e-01  1.54413963e+02 -1.44774162e+02 -7.36007892e-03
  1.53920600e+02 -1.44317686e+02  5.09438398e-01  1.54386124e+02
 -1.44814334e+02  2.45765180e-02  1.53920753e+02 -1.44314565e+02
  4.99435839e-01  1.54409155e+02 -1.44819217e+02  1.73845008e-02
  1.53923467e+02 -1.44326514e+02  5.07685385e-01  1.54409639e+02
 -1.44837451e+02 -3.64576796e-02  1.53900162e+02 -1.44329533e+02
  4.99016486e-01  1.54413466e+02 -1.44812205e+02  1.64175897e-02
  1.53921727e+02 -1.44311081e+02  5.02755249e-01  1.54410202e+02
 -1.44832338e+02 -1.38661755e-02  1.53918191e+02 -1.44310635e+02
  4.80966005e-01  1.54415534e+02 -1.44814284e+02  3.94821926e-03
  1.53918738e+02 -1.44318538e+02  4.84741385e-01  1.54410254e+02
 -1.44806089e+02 -2.89678368e-02  1.53898473e+02 -1.44349135e+02
  4.83085096e-01  1.54397320e+02 -1.44812138e+02  1.76062304e-02
  1.53915610e+02 -1.44322895e+02  4.92140951e-01  1.54398943e+02
 -1.44827348e+02 -4.65460147e-02  1.53901932e+02 -1.44332519e+02
  4.70026559e-01  1.54388198e+02]
res:  6214 -0.0009189152933686273 0.015226246039674152 0.02471525474465463
[ 1.21896842e-10 -1.03200657e-05 -2.82829652e-01  1.61506331e+04
 -1.44790094e+02  6.57105241e-03  1.53924196e+02 -1.44293397e+02
  5.35749663e-01  1.54409544e+02 -1.44803453e+02 -3.22590667e-04
  1.53913885e+02 -1.44300820e+02  4.80351589e-01  1.54395780e+02
 -1.44779848e+02 -1.65854264e-02  1.53920687e+02 -1.44287469e+02
  5.07967566e-01  1.54410765e+02 -1.44780923e+02  2.10001619e-03
  1.53926041e+02 -1.44307274e+02  4.93339629e-01  1.54385460e+02
 -1.44792197e+02  2.49977670e-02  1.53923630e+02 -1.44293040e+02
  5.08989729e-01  1.54412360e+02 -1.44799715e+02  1.06512417e-02
  1.53918037e+02 -1.44306142e+02  5.05595340e-01  1.54408205e+02
 -1.44818631e+02 -3.72307443e-02  1.53907679e+02 -1.44325758e+02
  4.83424674e-01  1.54412752e+02 -1.44803953e+02  5.79028002e-03
  1.53933749e+02 -1.44320725e+02  4.98417147e-01  1.54415021e+02
 -1.44820585e+02 -1.98508209e-02  1.53914718e+02 -1.44302220e+02
  4.64436907e-01  1.54413969e+02 -1.44805099e+02 -1.94994959e-03
  1.53922697e+02 -1.44314305e+02  4.95020415e-01  1.54407468e+02
 -1.44799021e+02 -2.97725392e-02  1.53909769e+02 -1.44319079e+02
  4.77387878e-01  1.54401324e+02 -1.44811412e+02  2.95762543e-03
  1.53921940e+02 -1.44319046e+02  4.91807176e-01  1.54404521e+02
 -1.44821188e+02 -3.85150736e-02  1.53913310e+02 -1.44306325e+02
  4.79191529e-01  1.54391774e+02]
Niter:  2 row:  38 ngroup:  26 nlines:  6649 gd:  6202
[ 1.21896842e-10 -1.03200657e-05 -2.82829652e-01  1.61506331e+04
 -1.44790094e+02  6.57105241e-03  1.53924196e+02 -1.44293397e+02
  5.35749663e-01  1.54409544e+02 -1.44803453e+02 -3.22590667e-04
  1.53913885e+02 -1.44300820e+02  4.80351589e-01  1.54395780e+02
 -1.44779848e+02 -1.65854264e-02  1.53920687e+02 -1.44287469e+02
  5.07967566e-01  1.54410765e+02 -1.44780923e+02  2.10001619e-03
  1.53926041e+02 -1.44307274e+02  4.93339629e-01  1.54385460e+02
 -1.44792197e+02  2.49977670e-02  1.53923630e+02 -1.44293040e+02
  5.08989729e-01  1.54412360e+02 -1.44799715e+02  1.06512417e-02
  1.53918037e+02 -1.44306142e+02  5.05595340e-01  1.54408205e+02
 -1.44818631e+02 -3.72307443e-02  1.53907679e+02 -1.44325758e+02
  4.83424674e-01  1.54412752e+02 -1.44803953e+02  5.79028002e-03
  1.53933749e+02 -1.44320725e+02  4.98417147e-01  1.54415021e+02
 -1.44820585e+02 -1.98508209e-02  1.53914718e+02 -1.44302220e+02
  4.64436907e-01  1.54413969e+02 -1.44805099e+02 -1.94994959e-03
  1.53922697e+02 -1.44314305e+02  4.95020415e-01  1.54407468e+02
 -1.44799021e+02 -2.97725392e-02  1.53909769e+02 -1.44319079e+02
  4.77387878e-01  1.54401324e+02 -1.44811412e+02  2.95762543e-03
  1.53921940e+02 -1.44319046e+02  4.91807176e-01  1.54404521e+02
 -1.44821188e+02 -3.85150736e-02  1.53913310e+02 -1.44306325e+02
  4.79191529e-01  1.54391774e+02]
res:  6202 -0.0010340792614442762 0.015213567212413182 0.02452961252849414
[ 1.21896830e-10 -1.03200667e-05 -2.82829681e-01  1.61506347e+04
 -1.44783139e+02  9.00075270e-03  1.53930666e+02 -1.44286424e+02
  5.41472249e-01  1.54414274e+02 -1.44796496e+02  2.16744027e-03
  1.53918606e+02 -1.44293854e+02  4.83085736e-01  1.54400498e+02
 -1.44772884e+02 -1.08886910e-02  1.53925402e+02 -1.44274692e+02
  5.10317964e-01  1.54415492e+02 -1.44773950e+02  7.80059772e-03
  1.53932675e+02 -1.44300301e+02  4.91739353e-01  1.54390179e+02
 -1.44785205e+02  2.75516517e-02  1.53928349e+02 -1.44286081e+02
  5.14699048e-01  1.54417089e+02 -1.44792738e+02  1.63517952e-02
  1.53918735e+02 -1.44299173e+02  5.07970692e-01  1.54412932e+02
 -1.44811666e+02 -3.15262227e-02  1.53912401e+02 -1.44318774e+02
  4.89122866e-01  1.54417471e+02 -1.44791811e+02  8.31091065e-03
  1.53938476e+02 -1.44313759e+02  5.04093809e-01  1.54419753e+02
 -1.44813632e+02 -1.41444881e-02  1.53919436e+02 -1.44295256e+02
  4.66984840e-01  1.54418698e+02 -1.44798138e+02  4.47176421e-04
  1.53927421e+02 -1.44307342e+02  5.00720783e-01  1.54412189e+02
 -1.44792074e+02 -2.40621988e-02  1.53914493e+02 -1.44306192e+02
  4.79557286e-01  1.54406049e+02 -1.44804458e+02  5.54338733e-03
  1.53926661e+02 -1.44312074e+02  4.94072716e-01  1.54409249e+02
 -1.44814228e+02 -3.28042631e-02  1.53919854e+02 -1.44299366e+02
  4.84909401e-01  1.54396496e+02]
Niter:  3 row:  38 ngroup:  26 nlines:  6649 gd:  6196
[ 1.21896830e-10 -1.03200667e-05 -2.82829681e-01  1.61506347e+04
 -1.44783139e+02  9.00075270e-03  1.53930666e+02 -1.44286424e+02
  5.41472249e-01  1.54414274e+02 -1.44796496e+02  2.16744027e-03
  1.53918606e+02 -1.44293854e+02  4.83085736e-01  1.54400498e+02
 -1.44772884e+02 -1.08886910e-02  1.53925402e+02 -1.44274692e+02
  5.10317964e-01  1.54415492e+02 -1.44773950e+02  7.80059772e-03
  1.53932675e+02 -1.44300301e+02  4.91739353e-01  1.54390179e+02
 -1.44785205e+02  2.75516517e-02  1.53928349e+02 -1.44286081e+02
  5.14699048e-01  1.54417089e+02 -1.44792738e+02  1.63517952e-02
  1.53918735e+02 -1.44299173e+02  5.07970692e-01  1.54412932e+02
 -1.44811666e+02 -3.15262227e-02  1.53912401e+02 -1.44318774e+02
  4.89122866e-01  1.54417471e+02 -1.44791811e+02  8.31091065e-03
  1.53938476e+02 -1.44313759e+02  5.04093809e-01  1.54419753e+02
 -1.44813632e+02 -1.41444881e-02  1.53919436e+02 -1.44295256e+02
  4.66984840e-01  1.54418698e+02 -1.44798138e+02  4.47176421e-04
  1.53927421e+02 -1.44307342e+02  5.00720783e-01  1.54412189e+02
 -1.44792074e+02 -2.40621988e-02  1.53914493e+02 -1.44306192e+02
  4.79557286e-01  1.54406049e+02 -1.44804458e+02  5.54338733e-03
  1.53926661e+02 -1.44312074e+02  4.94072716e-01  1.54409249e+02
 -1.44814228e+02 -3.28042631e-02  1.53919854e+02 -1.44299366e+02
  4.84909401e-01  1.54396496e+02]
res:  6196 -0.0009253425432689255 0.015213900533126434 0.024449999326477904
[ 1.21878439e-10 -1.03200667e-05 -2.82829681e-01  1.61506347e+04
 -1.44783139e+02  9.00075270e-03  1.53930666e+02 -1.44286424e+02
  5.41472249e-01  1.54414274e+02 -1.44796496e+02  2.16744027e-03
  1.53918606e+02 -1.44293854e+02  4.83085736e-01  1.54400498e+02
 -1.44772884e+02 -1.08886910e-02  1.53925402e+02 -1.44274692e+02
  5.10317964e-01  1.54415492e+02 -1.44773950e+02  7.80059772e-03
  1.53932675e+02 -1.44300301e+02  4.91739353e-01  1.54390179e+02
 -1.44785205e+02  2.75516517e-02  1.53928349e+02 -1.44286081e+02
  5.14699048e-01  1.54417089e+02 -1.44792738e+02  1.63517952e-02
  1.53918735e+02 -1.44299173e+02  5.07970692e-01  1.54412932e+02
 -1.44811666e+02 -3.15262227e-02  1.53912401e+02 -1.44318774e+02
  4.89122866e-01  1.54417471e+02 -1.44791811e+02  8.31091065e-03
  1.53938476e+02 -1.44313759e+02  5.04093809e-01  1.54419753e+02
 -1.44813632e+02 -1.41444881e-02  1.53919436e+02 -1.44295256e+02
  4.66984840e-01  1.54418698e+02 -1.44798138e+02  4.47176421e-04
  1.53927421e+02 -1.44307342e+02  5.00720783e-01  1.54412189e+02
 -1.44792074e+02 -2.40621988e-02  1.53914493e+02 -1.44306192e+02
  4.79557286e-01  1.54406049e+02 -1.44804458e+02  5.54338733e-03
  1.53926661e+02 -1.44312074e+02  4.94072716e-01  1.54409249e+02
 -1.44814228e+02 -3.28042631e-02  1.53919854e+02 -1.44299366e+02
  4.84909401e-01  1.54396496e+02]
Niter:  4 row:  38 ngroup:  26 nlines:  6649 gd:  6199
[ 1.21878439e-10 -1.03200667e-05 -2.82829681e-01  1.61506347e+04
 -1.44783139e+02  9.00075270e-03  1.53930666e+02 -1.44286424e+02
  5.41472249e-01  1.54414274e+02 -1.44796496e+02  2.16744027e-03
  1.53918606e+02 -1.44293854e+02  4.83085736e-01  1.54400498e+02
 -1.44772884e+02 -1.08886910e-02  1.53925402e+02 -1.44274692e+02
  5.10317964e-01  1.54415492e+02 -1.44773950e+02  7.80059772e-03
  1.53932675e+02 -1.44300301e+02  4.91739353e-01  1.54390179e+02
 -1.44785205e+02  2.75516517e-02  1.53928349e+02 -1.44286081e+02
  5.14699048e-01  1.54417089e+02 -1.44792738e+02  1.63517952e-02
  1.53918735e+02 -1.44299173e+02  5.07970692e-01  1.54412932e+02
 -1.44811666e+02 -3.15262227e-02  1.53912401e+02 -1.44318774e+02
  4.89122866e-01  1.54417471e+02 -1.44791811e+02  8.31091065e-03
  1.53938476e+02 -1.44313759e+02  5.04093809e-01  1.54419753e+02
 -1.44813632e+02 -1.41444881e-02  1.53919436e+02 -1.44295256e+02
  4.66984840e-01  1.54418698e+02 -1.44798138e+02  4.47176421e-04
  1.53927421e+02 -1.44307342e+02  5.00720783e-01  1.54412189e+02
 -1.44792074e+02 -2.40621988e-02  1.53914493e+02 -1.44306192e+02
  4.79557286e-01  1.54406049e+02 -1.44804458e+02  5.54338733e-03
  1.53926661e+02 -1.44312074e+02  4.94072716e-01  1.54409249e+02
 -1.44814228e+02 -3.28042631e-02  1.53919854e+02 -1.44299366e+02
  4.84909401e-01  1.54396496e+02]
res:  6199 -0.000996104083242244 0.015182092614850262 0.024483830586576032
[ 1.21878427e-10 -1.03200677e-05 -2.82829709e-01  1.61506363e+04
 -1.44775415e+02  1.46882383e-02  1.53934640e+02 -1.44278653e+02
  5.47194561e-01  1.54418270e+02 -1.44788770e+02  7.85452406e-03
  1.53922575e+02 -1.44286105e+02  4.88783577e-01  1.54404457e+02
 -1.44765141e+02 -5.18874478e-03  1.53929353e+02 -1.44266978e+02
  5.12768104e-01  1.54419484e+02 -1.44766180e+02  1.35004466e-02
  1.53936658e+02 -1.44292533e+02  4.93753957e-01  1.54394143e+02
 -1.44777393e+02  3.32482315e-02  1.53934173e+02 -1.44278346e+02
  5.20408351e-01  1.54421079e+02 -1.44784963e+02  2.20559413e-02
  1.53922723e+02 -1.44291414e+02  5.13685146e-01  1.54416920e+02
 -1.44803919e+02 -2.58238335e-02  1.53916373e+02 -1.44310981e+02
  4.94818014e-01  1.54421433e+02 -1.44778296e+02  1.40321627e-02
  1.53942462e+02 -1.44306009e+02  5.09777577e-01  1.54423757e+02
 -1.44805909e+02 -8.44426774e-03  1.53923393e+02 -1.44287511e+02
  4.72689335e-01  1.54422695e+02 -1.44790397e+02  6.15802125e-03
  1.53931399e+02 -1.44299595e+02  5.06418434e-01  1.54416155e+02
 -1.44784363e+02 -1.83443564e-02  1.53918471e+02 -1.44298462e+02
  4.85258871e-01  1.54410029e+02 -1.44796740e+02  1.12384493e-02
  1.53930628e+02 -1.44304306e+02  4.96470681e-01  1.54413250e+02
 -1.44806494e+02 -2.70924139e-02  1.53923836e+02 -1.44291631e+02
  4.90621374e-01  1.54400469e+02]
Niter:  5 row:  38 ngroup:  26 nlines:  6649 gd:  6197
[ 1.21878427e-10 -1.03200677e-05 -2.82829709e-01  1.61506363e+04
 -1.44775415e+02  1.46882383e-02  1.53934640e+02 -1.44278653e+02
  5.47194561e-01  1.54418270e+02 -1.44788770e+02  7.85452406e-03
  1.53922575e+02 -1.44286105e+02  4.88783577e-01  1.54404457e+02
 -1.44765141e+02 -5.18874478e-03  1.53929353e+02 -1.44266978e+02
  5.12768104e-01  1.54419484e+02 -1.44766180e+02  1.35004466e-02
  1.53936658e+02 -1.44292533e+02  4.93753957e-01  1.54394143e+02
 -1.44777393e+02  3.32482315e-02  1.53934173e+02 -1.44278346e+02
  5.20408351e-01  1.54421079e+02 -1.44784963e+02  2.20559413e-02
  1.53922723e+02 -1.44291414e+02  5.13685146e-01  1.54416920e+02
 -1.44803919e+02 -2.58238335e-02  1.53916373e+02 -1.44310981e+02
  4.94818014e-01  1.54421433e+02 -1.44778296e+02  1.40321627e-02
  1.53942462e+02 -1.44306009e+02  5.09777577e-01  1.54423757e+02
 -1.44805909e+02 -8.44426774e-03  1.53923393e+02 -1.44287511e+02
  4.72689335e-01  1.54422695e+02 -1.44790397e+02  6.15802125e-03
  1.53931399e+02 -1.44299595e+02  5.06418434e-01  1.54416155e+02
 -1.44784363e+02 -1.83443564e-02  1.53918471e+02 -1.44298462e+02
  4.85258871e-01  1.54410029e+02 -1.44796740e+02  1.12384493e-02
  1.53930628e+02 -1.44304306e+02  4.96470681e-01  1.54413250e+02
 -1.44806494e+02 -2.70924139e-02  1.53923836e+02 -1.44291631e+02
  4.90621374e-01  1.54400469e+02]
res:  6197 -0.0008500953699694946 0.014894956972057116 0.024437173354616083
[ 1.22253807e-10 -1.03210202e-05 -2.82835426e-01  1.61506379e+04
 -1.44752993e+02  1.85584058e-02  1.53899566e+02 -1.44256509e+02
  5.52131542e-01  1.54383351e+02 -1.44766348e+02  1.19868989e-02
  1.53887408e+02 -1.44263787e+02  4.92975955e-01  1.54369250e+02
 -1.44742691e+02 -1.12589532e-03  1.53894042e+02 -1.44244497e+02
  5.16754665e-01  1.54384490e+02 -1.44744079e+02  1.76187183e-02
  1.53901652e+02 -1.44270394e+02  4.98142180e-01  1.54358913e+02
 -1.44755417e+02  3.73908277e-02  1.53899028e+02 -1.44256004e+02
  5.24797092e-01  1.54386142e+02 -1.44762798e+02  2.62919198e-02
  1.53887703e+02 -1.44269252e+02  5.18289972e-01  1.54381927e+02
 -1.44773180e+02 -2.16337404e-02  1.53881253e+02 -1.44288900e+02
  4.98747370e-01  1.54386272e+02 -1.44755699e+02  1.88775262e-02
  1.53907486e+02 -1.44283664e+02  5.13278399e-01  1.54388933e+02
 -1.44783530e+02 -4.09293054e-03  1.53888193e+02 -1.44265265e+02
  4.76990586e-01  1.54387776e+02 -1.44768158e+02  1.06106402e-02
  1.53896355e+02 -1.44277383e+02  5.10517215e-01  1.54381095e+02
 -1.44761931e+02 -1.37253872e-02  1.53883409e+02 -1.44276088e+02
  4.89550148e-01  1.54375004e+02 -1.44774219e+02  1.53339529e-02
  1.53895522e+02 -1.44273607e+02  4.99857465e-01  1.54378247e+02
 -1.44784148e+02 -2.24098104e-02  1.53888752e+02 -1.44269239e+02
  4.95313941e-01  1.54365382e+02]
Niter:  6 row:  38 ngroup:  26 nlines:  6649 gd:  6171
[ 1.22253807e-10 -1.03210202e-05 -2.82835426e-01  1.61506379e+04
 -1.44752993e+02  1.85584058e-02  1.53899566e+02 -1.44256509e+02
  5.52131542e-01  1.54383351e+02 -1.44766348e+02  1.19868989e-02
  1.53887408e+02 -1.44263787e+02  4.92975955e-01  1.54369250e+02
 -1.44742691e+02 -1.12589532e-03  1.53894042e+02 -1.44244497e+02
  5.16754665e-01  1.54384490e+02 -1.44744079e+02  1.76187183e-02
  1.53901652e+02 -1.44270394e+02  4.98142180e-01  1.54358913e+02
 -1.44755417e+02  3.73908277e-02  1.53899028e+02 -1.44256004e+02
  5.24797092e-01  1.54386142e+02 -1.44762798e+02  2.62919198e-02
  1.53887703e+02 -1.44269252e+02  5.18289972e-01  1.54381927e+02
 -1.44773180e+02 -2.16337404e-02  1.53881253e+02 -1.44288900e+02
  4.98747370e-01  1.54386272e+02 -1.44755699e+02  1.88775262e-02
  1.53907486e+02 -1.44283664e+02  5.13278399e-01  1.54388933e+02
 -1.44783530e+02 -4.09293054e-03  1.53888193e+02 -1.44265265e+02
  4.76990586e-01  1.54387776e+02 -1.44768158e+02  1.06106402e-02
  1.53896355e+02 -1.44277383e+02  5.10517215e-01  1.54381095e+02
 -1.44761931e+02 -1.37253872e-02  1.53883409e+02 -1.44276088e+02
  4.89550148e-01  1.54375004e+02 -1.44774219e+02  1.53339529e-02
  1.53895522e+02 -1.44273607e+02  4.99857465e-01  1.54378247e+02
 -1.44784148e+02 -2.24098104e-02  1.53888752e+02 -1.44269239e+02
  4.95313941e-01  1.54365382e+02]
res:  6171 -0.0008125436979753431 0.014897748256771592 0.024089890563626516
[ 1.22245897e-10 -1.03210202e-05 -2.82835426e-01  1.61506379e+04
 -1.44752993e+02  1.85584058e-02  1.53899566e+02 -1.44256509e+02
  5.52131542e-01  1.54383351e+02 -1.44766348e+02  1.19868989e-02
  1.53887408e+02 -1.44263787e+02  4.92975955e-01  1.54369250e+02
 -1.44742691e+02 -1.12589532e-03  1.53894042e+02 -1.44244497e+02
  5.16754665e-01  1.54384490e+02 -1.44744079e+02  1.76187183e-02
  1.53901652e+02 -1.44270394e+02  4.98142180e-01  1.54358913e+02
 -1.44755417e+02  3.73908277e-02  1.53899028e+02 -1.44256004e+02
  5.24797092e-01  1.54386142e+02 -1.44762798e+02  2.62919198e-02
  1.53887703e+02 -1.44269252e+02  5.18289972e-01  1.54381927e+02
 -1.44773180e+02 -2.16337404e-02  1.53881253e+02 -1.44288900e+02
  4.98747370e-01  1.54386272e+02 -1.44755699e+02  1.88775262e-02
  1.53907486e+02 -1.44283664e+02  5.13278399e-01  1.54388933e+02
 -1.44783530e+02 -4.09293054e-03  1.53888193e+02 -1.44265265e+02
  4.76990586e-01  1.54387776e+02 -1.44768158e+02  1.06106402e-02
  1.53896355e+02 -1.44277383e+02  5.10517215e-01  1.54381095e+02
 -1.44761931e+02 -1.37253872e-02  1.53883409e+02 -1.44276088e+02
  4.89550148e-01  1.54375004e+02 -1.44774219e+02  1.53339529e-02
  1.53895522e+02 -1.44273607e+02  4.99857465e-01  1.54378247e+02
 -1.44784148e+02 -2.24098104e-02  1.53888752e+02 -1.44269239e+02
  4.95313941e-01  1.54365382e+02]
Saving figure to  wave_resid_43670005_fiber38.png
Final values:
res:  -0.0008125436979753431 0.024089890563626516
pars:  [ 1.22245897e-10 -1.03210202e-05 -2.82835426e-01  1.61506379e+04
 -1.44752993e+02  1.85584058e-02  1.53899566e+02 -1.44256509e+02
  5.52131542e-01  1.54383351e+02 -1.44766348e+02  1.19868989e-02
  1.53887408e+02 -1.44263787e+02  4.92975955e-01  1.54369250e+02
 -1.44742691e+02 -1.12589532e-03  1.53894042e+02 -1.44244497e+02
  5.16754665e-01  1.54384490e+02 -1.44744079e+02  1.76187183e-02
  1.53901652e+02 -1.44270394e+02  4.98142180e-01  1.54358913e+02
 -1.44755417e+02  3.73908277e-02  1.53899028e+02 -1.44256004e+02
  5.24797092e-01  1.54386142e+02 -1.44762798e+02  2.62919198e-02
  1.53887703e+02 -1.44269252e+02  5.18289972e-01  1.54381927e+02
 -1.44773180e+02 -2.16337404e-02  1.53881253e+02 -1.44288900e+02
  4.98747370e-01  1.54386272e+02 -1.44755699e+02  1.88775262e-02
  1.53907486e+02 -1.44283664e+02  5.13278399e-01  1.54388933e+02
 -1.44783530e+02 -4.09293054e-03  1.53888193e+02 -1.44265265e+02
  4.76990586e-01  1.54387776e+02 -1.44768158e+02  1.06106402e-02
  1.53896355e+02 -1.44277383e+02  5.10517215e-01  1.54381095e+02
 -1.44761931e+02 -1.37253872e-02  1.53883409e+02 -1.44276088e+02
  4.89550148e-01  1.54375004e+02 -1.44774219e+02  1.53339529e-02
  1.53895522e+02 -1.44273607e+02  4.99857465e-01  1.54378247e+02
 -1.44784148e+02 -2.24098104e-02  1.53888752e+02 -1.44269239e+02
  4.95313941e-01  1.54365382e+02]
38 [ 1.22245897e-10 -1.03210202e-05 -2.82835426e-01  1.61506379e+04
 -1.44752993e+02  1.85584058e-02  1.53899566e+02 -1.44256509e+02
  5.52131542e-01  1.54383351e+02 -1.44766348e+02  1.19868989e-02
  1.53887408e+02 -1.44263787e+02  4.92975955e-01  1.54369250e+02
 -1.44742691e+02 -1.12589532e-03  1.53894042e+02 -1.44244497e+02
  5.16754665e-01  1.54384490e+02 -1.44744079e+02  1.76187183e-02
  1.53901652e+02 -1.44270394e+02  4.98142180e-01  1.54358913e+02
 -1.44755417e+02  3.73908277e-02  1.53899028e+02 -1.44256004e+02
  5.24797092e-01  1.54386142e+02 -1.44762798e+02  2.62919198e-02
  1.53887703e+02 -1.44269252e+02  5.18289972e-01  1.54381927e+02
 -1.44773180e+02 -2.16337404e-02  1.53881253e+02 -1.44288900e+02
  4.98747370e-01  1.54386272e+02 -1.44755699e+02  1.88775262e-02
  1.53907486e+02 -1.44283664e+02  5.13278399e-01  1.54388933e+02
 -1.44783530e+02 -4.09293054e-03  1.53888193e+02 -1.44265265e+02
  4.76990586e-01  1.54387776e+02 -1.44768158e+02  1.06106402e-02
  1.53896355e+02 -1.44277383e+02  5.10517215e-01  1.54381095e+02
 -1.44761931e+02 -1.37253872e-02  1.53883409e+02 -1.44276088e+02
  4.89550148e-01  1.54375004e+02 -1.44774219e+02  1.53339529e-02
  1.53895522e+02 -1.44273607e+02  4.99857465e-01  1.54378247e+02
 -1.44784148e+02 -2.24098104e-02  1.53888752e+02 -1.44269239e+02
  4.95313941e-01  1.54365382e+02]
--- Row 40/300 row=39 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  39
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=39 ---
Niter:  0 row:  39 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.0008118056557577802 0.014528792336932383 0.03411312629841005
[ 1.22269296e-10 -1.03198110e-05 -2.82835813e-01  1.61505996e+04
 -1.44820348e+02 -3.47937453e-13  1.53860796e+02]
Niter:  1 row:  39 ngroup:  1 nlines:  248 gd:  229
[ 1.22269296e-10 -1.03198110e-05 -2.82835813e-01  1.61505996e+04
 -1.44820348e+02 -3.47937453e-13  1.53860796e+02]
res:  229 -0.0005130646195539157 0.014468309821495495 0.0246843816139174
[ 1.21949242e-10 -1.03194087e-05 -2.82832295e-01  1.61506008e+04
 -1.44833039e+02  7.41229240e-11  1.53880622e+02]
Niter:  2 row:  39 ngroup:  1 nlines:  248 gd:  228
[ 1.21949242e-10 -1.03194087e-05 -2.82832295e-01  1.61506008e+04
 -1.44833039e+02  7.41229240e-11  1.53880622e+02]
res:  228 -0.0013297727773533552 0.014347645580528479 0.02430441844159713
[ 1.21772928e-10 -1.03192788e-05 -2.82829522e-01  1.61506018e+04
 -1.44842595e+02  3.33886494e-11  1.53897540e+02]
Niter:  3 row:  39 ngroup:  1 nlines:  248 gd:  226
[ 1.21772928e-10 -1.03192788e-05 -2.82829522e-01  1.61506018e+04
 -1.44842595e+02  3.33886494e-11  1.53897540e+02]
res:  226 -0.0007018035475994111 0.013833488092132029 0.02369251324370686
[ 1.21683682e-10 -1.03190458e-05 -2.82829054e-01  1.61506008e+04
 -1.44837554e+02  1.20657123e-10  1.53897905e+02]
Niter:  4 row:  39 ngroup:  1 nlines:  248 gd:  225
[ 1.21683682e-10 -1.03190458e-05 -2.82829054e-01  1.61506008e+04
 -1.44837554e+02  1.20657123e-10  1.53897905e+02]
res:  225 -0.0005740123588111601 0.0139673864150609 0.023379301975717696
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
Niter:  5 row:  39 ngroup:  1 nlines:  248 gd:  225
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
res:  225 -0.0005740123588111601 0.0139673864150609 0.023379301975717696
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
Niter:  6 row:  39 ngroup:  1 nlines:  248 gd:  225
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
res:  225 -0.0005740123588111601 0.0139673864150609 0.023379301975717696
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
Final values:
res:  -0.0005740123588111601 0.023379301975717696
pars:  [ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
39 [ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02]
elapsed: 3.0 sec.
Niter:  0 row:  39 ngroup:  26 nlines:  6366 gd:  6366
[ 1.21713728e-10 -1.03190391e-05 -2.82829592e-01  1.61505998e+04
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02 -1.44838076e+02  5.40177721e-11
  1.53892674e+02 -1.44838076e+02  5.40177721e-11  1.53892674e+02
 -1.44838076e+02  5.40177721e-11  1.53892674e+02 -1.44838076e+02
  5.40177721e-11  1.53892674e+02]
res:  6366 0.0005377061552280793 0.01573806246233289 0.03604908239764672
[ 1.21713740e-10 -1.03190402e-05 -2.82829563e-01  1.61505982e+04
 -1.44839783e+02 -4.00123113e-03  1.53890073e+02 -1.44326467e+02
  4.67202809e-01  1.54386385e+02 -1.44848054e+02 -2.73442817e-02
  1.53885661e+02 -1.44359343e+02  4.74163030e-01  1.54352554e+02
 -1.44845205e+02 -4.50186995e-02  1.53898974e+02 -1.44329939e+02
  4.56088260e-01  1.54383889e+02 -1.44815724e+02 -3.12238295e-02
  1.53898333e+02 -1.44362757e+02  4.70786854e-01  1.54348169e+02
 -1.44848315e+02  3.37361955e-03  1.53898729e+02 -1.44332494e+02
  4.80486006e-01  1.54384038e+02 -1.44847808e+02 -3.56851579e-03
  1.53892266e+02 -1.44342008e+02  4.53287495e-01  1.54380512e+02
 -1.44875444e+02 -5.12538241e-02  1.53879756e+02 -1.44360126e+02
  4.53423346e-01  1.54364581e+02 -1.44835611e+02  4.71046202e-03
  1.53895827e+02 -1.44391580e+02  4.90364211e-01  1.54374486e+02
 -1.44871416e+02 -2.61428218e-02  1.53867581e+02 -1.44372652e+02
  4.70083439e-01  1.54367114e+02 -1.44849143e+02 -1.55171742e-02
  1.53891050e+02 -1.44364662e+02  4.51903469e-01  1.54378687e+02
 -1.44853262e+02 -4.75118365e-02  1.53871130e+02 -1.44360981e+02
  4.44104776e-01  1.54372866e+02 -1.44843958e+02 -3.96748817e-02
  1.53889776e+02 -1.44348489e+02  4.44922243e-01  1.54371762e+02
 -1.44886474e+02 -5.39729792e-02  1.53880312e+02 -1.44391261e+02
  4.42586639e-01  1.54359498e+02]
Niter:  1 row:  39 ngroup:  26 nlines:  6366 gd:  5922
[ 1.21713740e-10 -1.03190402e-05 -2.82829563e-01  1.61505982e+04
 -1.44839783e+02 -4.00123113e-03  1.53890073e+02 -1.44326467e+02
  4.67202809e-01  1.54386385e+02 -1.44848054e+02 -2.73442817e-02
  1.53885661e+02 -1.44359343e+02  4.74163030e-01  1.54352554e+02
 -1.44845205e+02 -4.50186995e-02  1.53898974e+02 -1.44329939e+02
  4.56088260e-01  1.54383889e+02 -1.44815724e+02 -3.12238295e-02
  1.53898333e+02 -1.44362757e+02  4.70786854e-01  1.54348169e+02
 -1.44848315e+02  3.37361955e-03  1.53898729e+02 -1.44332494e+02
  4.80486006e-01  1.54384038e+02 -1.44847808e+02 -3.56851579e-03
  1.53892266e+02 -1.44342008e+02  4.53287495e-01  1.54380512e+02
 -1.44875444e+02 -5.12538241e-02  1.53879756e+02 -1.44360126e+02
  4.53423346e-01  1.54364581e+02 -1.44835611e+02  4.71046202e-03
  1.53895827e+02 -1.44391580e+02  4.90364211e-01  1.54374486e+02
 -1.44871416e+02 -2.61428218e-02  1.53867581e+02 -1.44372652e+02
  4.70083439e-01  1.54367114e+02 -1.44849143e+02 -1.55171742e-02
  1.53891050e+02 -1.44364662e+02  4.51903469e-01  1.54378687e+02
 -1.44853262e+02 -4.75118365e-02  1.53871130e+02 -1.44360981e+02
  4.44104776e-01  1.54372866e+02 -1.44843958e+02 -3.96748817e-02
  1.53889776e+02 -1.44348489e+02  4.44922243e-01  1.54371762e+02
 -1.44886474e+02 -5.39729792e-02  1.53880312e+02 -1.44391261e+02
  4.42586639e-01  1.54359498e+02]
res:  5922 -0.0004899233481410192 0.01573823598027957 0.025180953773614147
[ 1.21713752e-10 -1.03190412e-05 -2.82829592e-01  1.61505970e+04
 -1.44850443e+02 -1.61410489e-02  1.53883832e+02 -1.44334651e+02
  4.51014863e-01  1.54379953e+02 -1.44861194e+02 -3.68111767e-02
  1.53880517e+02 -1.44365519e+02  4.56632939e-01  1.54349148e+02
 -1.44837208e+02 -5.49710872e-02  1.53892302e+02 -1.44352034e+02
  4.48919255e-01  1.54377489e+02 -1.44811793e+02 -4.48371787e-02
  1.53892008e+02 -1.44378917e+02  4.57692646e-01  1.54339859e+02
 -1.44860534e+02 -1.74869834e-02  1.53881117e+02 -1.44334358e+02
  4.72137655e-01  1.54376513e+02 -1.44843518e+02 -1.52410756e-02
  1.53882004e+02 -1.44337442e+02  4.51192452e-01  1.54371697e+02
 -1.44874734e+02 -7.65876870e-02  1.53873863e+02 -1.44361290e+02
  4.35542283e-01  1.54362386e+02 -1.44843656e+02 -3.70233671e-02
  1.53894198e+02 -1.44375696e+02  4.76592309e-01  1.54375387e+02
 -1.44878696e+02 -5.06924465e-02  1.53863182e+02 -1.44380383e+02
  4.47243781e-01  1.54366629e+02 -1.44860051e+02 -3.60775556e-02
  1.53880251e+02 -1.44347407e+02  4.42551161e-01  1.54377598e+02
 -1.44859003e+02 -6.24963660e-02  1.53856166e+02 -1.44372892e+02
  4.25821169e-01  1.54366557e+02 -1.44848021e+02 -4.81165432e-02
  1.53887270e+02 -1.44353930e+02  4.32682370e-01  1.54366014e+02
 -1.44887788e+02 -6.81871498e-02  1.53873729e+02 -1.44390591e+02
  4.41328192e-01  1.54363507e+02]
Niter:  2 row:  39 ngroup:  26 nlines:  6366 gd:  5905
[ 1.21713752e-10 -1.03190412e-05 -2.82829592e-01  1.61505970e+04
 -1.44850443e+02 -1.61410489e-02  1.53883832e+02 -1.44334651e+02
  4.51014863e-01  1.54379953e+02 -1.44861194e+02 -3.68111767e-02
  1.53880517e+02 -1.44365519e+02  4.56632939e-01  1.54349148e+02
 -1.44837208e+02 -5.49710872e-02  1.53892302e+02 -1.44352034e+02
  4.48919255e-01  1.54377489e+02 -1.44811793e+02 -4.48371787e-02
  1.53892008e+02 -1.44378917e+02  4.57692646e-01  1.54339859e+02
 -1.44860534e+02 -1.74869834e-02  1.53881117e+02 -1.44334358e+02
  4.72137655e-01  1.54376513e+02 -1.44843518e+02 -1.52410756e-02
  1.53882004e+02 -1.44337442e+02  4.51192452e-01  1.54371697e+02
 -1.44874734e+02 -7.65876870e-02  1.53873863e+02 -1.44361290e+02
  4.35542283e-01  1.54362386e+02 -1.44843656e+02 -3.70233671e-02
  1.53894198e+02 -1.44375696e+02  4.76592309e-01  1.54375387e+02
 -1.44878696e+02 -5.06924465e-02  1.53863182e+02 -1.44380383e+02
  4.47243781e-01  1.54366629e+02 -1.44860051e+02 -3.60775556e-02
  1.53880251e+02 -1.44347407e+02  4.42551161e-01  1.54377598e+02
 -1.44859003e+02 -6.24963660e-02  1.53856166e+02 -1.44372892e+02
  4.25821169e-01  1.54366557e+02 -1.44848021e+02 -4.81165432e-02
  1.53887270e+02 -1.44353930e+02  4.32682370e-01  1.54366014e+02
 -1.44887788e+02 -6.81871498e-02  1.53873729e+02 -1.44390591e+02
  4.41328192e-01  1.54363507e+02]
res:  5905 -0.0005108004434077884 0.01570521762369026 0.024911247576364877
[ 1.21713765e-10 -1.03190422e-05 -2.82829620e-01  1.61505977e+04
 -1.44847255e+02 -1.75643557e-02  1.53885791e+02 -1.44331476e+02
  4.50111443e-01  1.54381917e+02 -1.44863658e+02 -3.77365176e-02
  1.53882482e+02 -1.44362327e+02  4.55340410e-01  1.54353103e+02
 -1.44828656e+02 -5.24637416e-02  1.53894268e+02 -1.44354670e+02
  4.51425736e-01  1.54381479e+02 -1.44808598e+02 -4.23424158e-02
  1.53893976e+02 -1.44375748e+02  4.60191884e-01  1.54341823e+02
 -1.44857350e+02 -2.18809218e-02  1.53883077e+02 -1.44331168e+02
  4.70788627e-01  1.54378469e+02 -1.44840331e+02 -1.61016909e-02
  1.53883964e+02 -1.44334255e+02  4.57195397e-01  1.54375662e+02
 -1.44871549e+02 -7.79275864e-02  1.53875826e+02 -1.44358099e+02
  4.34432963e-01  1.54364346e+02 -1.44840468e+02 -3.45090874e-02
  1.53896155e+02 -1.44360735e+02  4.75838249e-01  1.54379526e+02
 -1.44875520e+02 -5.19010277e-02  1.53865144e+02 -1.44377176e+02
  4.39582222e-01  1.54368588e+02 -1.44856857e+02 -3.71170005e-02
  1.53882217e+02 -1.44344213e+02  4.45049798e-01  1.54379561e+02
 -1.44855810e+02 -5.99953310e-02  1.53858133e+02 -1.44369698e+02
  4.24637340e-01  1.54370667e+02 -1.44844847e+02 -4.56165615e-02
  1.53889232e+02 -1.44350728e+02  4.35187491e-01  1.54367975e+02
 -1.44884610e+02 -6.56819818e-02  1.53875692e+02 -1.44387416e+02
  4.47395133e-01  1.54365468e+02]
Niter:  3 row:  39 ngroup:  26 nlines:  6366 gd:  5907
[ 1.21713765e-10 -1.03190422e-05 -2.82829620e-01  1.61505977e+04
 -1.44847255e+02 -1.75643557e-02  1.53885791e+02 -1.44331476e+02
  4.50111443e-01  1.54381917e+02 -1.44863658e+02 -3.77365176e-02
  1.53882482e+02 -1.44362327e+02  4.55340410e-01  1.54353103e+02
 -1.44828656e+02 -5.24637416e-02  1.53894268e+02 -1.44354670e+02
  4.51425736e-01  1.54381479e+02 -1.44808598e+02 -4.23424158e-02
  1.53893976e+02 -1.44375748e+02  4.60191884e-01  1.54341823e+02
 -1.44857350e+02 -2.18809218e-02  1.53883077e+02 -1.44331168e+02
  4.70788627e-01  1.54378469e+02 -1.44840331e+02 -1.61016909e-02
  1.53883964e+02 -1.44334255e+02  4.57195397e-01  1.54375662e+02
 -1.44871549e+02 -7.79275864e-02  1.53875826e+02 -1.44358099e+02
  4.34432963e-01  1.54364346e+02 -1.44840468e+02 -3.45090874e-02
  1.53896155e+02 -1.44360735e+02  4.75838249e-01  1.54379526e+02
 -1.44875520e+02 -5.19010277e-02  1.53865144e+02 -1.44377176e+02
  4.39582222e-01  1.54368588e+02 -1.44856857e+02 -3.71170005e-02
  1.53882217e+02 -1.44344213e+02  4.45049798e-01  1.54379561e+02
 -1.44855810e+02 -5.99953310e-02  1.53858133e+02 -1.44369698e+02
  4.24637340e-01  1.54370667e+02 -1.44844847e+02 -4.56165615e-02
  1.53889232e+02 -1.44350728e+02  4.35187491e-01  1.54367975e+02
 -1.44884610e+02 -6.56819818e-02  1.53875692e+02 -1.44387416e+02
  4.47395133e-01  1.54365468e+02]
res:  5907 -0.0007466008883056929 0.01573814938092255 0.02493299199444022
[ 1.21750562e-10 -1.03190422e-05 -2.82829620e-01  1.61505977e+04
 -1.44847255e+02 -1.75643557e-02  1.53885791e+02 -1.44331476e+02
  4.50111443e-01  1.54381917e+02 -1.44863658e+02 -3.77365176e-02
  1.53882482e+02 -1.44362327e+02  4.55340410e-01  1.54353103e+02
 -1.44828656e+02 -5.24637416e-02  1.53894268e+02 -1.44354670e+02
  4.51425736e-01  1.54381479e+02 -1.44808598e+02 -4.23424158e-02
  1.53893976e+02 -1.44375748e+02  4.60191884e-01  1.54341823e+02
 -1.44857350e+02 -2.18809218e-02  1.53883077e+02 -1.44331168e+02
  4.70788627e-01  1.54378469e+02 -1.44840331e+02 -1.61016909e-02
  1.53883964e+02 -1.44334255e+02  4.57195397e-01  1.54375662e+02
 -1.44871549e+02 -7.79275864e-02  1.53875826e+02 -1.44358099e+02
  4.34432963e-01  1.54364346e+02 -1.44840468e+02 -3.45090874e-02
  1.53896155e+02 -1.44360735e+02  4.75838249e-01  1.54379526e+02
 -1.44875520e+02 -5.19010277e-02  1.53865144e+02 -1.44377176e+02
  4.39582222e-01  1.54368588e+02 -1.44856857e+02 -3.71170005e-02
  1.53882217e+02 -1.44344213e+02  4.45049798e-01  1.54379561e+02
 -1.44855810e+02 -5.99953310e-02  1.53858133e+02 -1.44369698e+02
  4.24637340e-01  1.54370667e+02 -1.44844847e+02 -4.56165615e-02
  1.53889232e+02 -1.44350728e+02  4.35187491e-01  1.54367975e+02
 -1.44884610e+02 -6.56819818e-02  1.53875692e+02 -1.44387416e+02
  4.47395133e-01  1.54365468e+02]
Niter:  4 row:  39 ngroup:  26 nlines:  6366 gd:  5906
[ 1.21750562e-10 -1.03190422e-05 -2.82829620e-01  1.61505977e+04
 -1.44847255e+02 -1.75643557e-02  1.53885791e+02 -1.44331476e+02
  4.50111443e-01  1.54381917e+02 -1.44863658e+02 -3.77365176e-02
  1.53882482e+02 -1.44362327e+02  4.55340410e-01  1.54353103e+02
 -1.44828656e+02 -5.24637416e-02  1.53894268e+02 -1.44354670e+02
  4.51425736e-01  1.54381479e+02 -1.44808598e+02 -4.23424158e-02
  1.53893976e+02 -1.44375748e+02  4.60191884e-01  1.54341823e+02
 -1.44857350e+02 -2.18809218e-02  1.53883077e+02 -1.44331168e+02
  4.70788627e-01  1.54378469e+02 -1.44840331e+02 -1.61016909e-02
  1.53883964e+02 -1.44334255e+02  4.57195397e-01  1.54375662e+02
 -1.44871549e+02 -7.79275864e-02  1.53875826e+02 -1.44358099e+02
  4.34432963e-01  1.54364346e+02 -1.44840468e+02 -3.45090874e-02
  1.53896155e+02 -1.44360735e+02  4.75838249e-01  1.54379526e+02
 -1.44875520e+02 -5.19010277e-02  1.53865144e+02 -1.44377176e+02
  4.39582222e-01  1.54368588e+02 -1.44856857e+02 -3.71170005e-02
  1.53882217e+02 -1.44344213e+02  4.45049798e-01  1.54379561e+02
 -1.44855810e+02 -5.99953310e-02  1.53858133e+02 -1.44369698e+02
  4.24637340e-01  1.54370667e+02 -1.44844847e+02 -4.56165615e-02
  1.53889232e+02 -1.44350728e+02  4.35187491e-01  1.54367975e+02
 -1.44884610e+02 -6.56819818e-02  1.53875692e+02 -1.44387416e+02
  4.47395133e-01  1.54365468e+02]
res:  5906 -0.0005188569712117896 0.0157159795953703 0.024915287190731487
[ 1.21750575e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
Niter:  5 row:  39 ngroup:  26 nlines:  6366 gd:  5904
[ 1.21750575e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
res:  5904 -0.0007120272330212174 0.015716245349722158 0.02488315838295554
[ 1.21777333e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
Niter:  6 row:  39 ngroup:  26 nlines:  6366 gd:  5902
[ 1.21777333e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
res:  5902 -0.00071115610171546 0.015703365206718445 0.024855363580244576
[ 1.21778324e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
Saving figure to  wave_resid_43670005_fiber39.png
Final values:
res:  -0.00071115610171546 0.024855363580244576
pars:  [ 1.21778324e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
39 [ 1.21778324e-10 -1.03190433e-05 -2.82829648e-01  1.61505993e+04
 -1.44841872e+02 -1.18606725e-02  1.53892004e+02 -1.44326046e+02
  4.55807786e-01  1.54388107e+02 -1.44858219e+02 -3.20490588e-02
  1.53888660e+02 -1.44356956e+02  4.61031544e-01  1.54359320e+02
 -1.44823258e+02 -4.67620763e-02  1.53900432e+02 -1.44349285e+02
  4.57133042e-01  1.54387641e+02 -1.44803240e+02 -3.66548069e-02
  1.53900135e+02 -1.44370303e+02  4.65873205e-01  1.54348007e+02
 -1.44851944e+02 -1.93966576e-02  1.53889287e+02 -1.44325787e+02
  4.76494889e-01  1.54384690e+02 -1.44834942e+02 -1.04000539e-02
  1.53890179e+02 -1.44328881e+02  4.62892710e-01  1.54381848e+02
 -1.44866154e+02 -7.22321347e-02  1.53882020e+02 -1.44352716e+02
  4.37036713e-01  1.54370561e+02 -1.44835071e+02 -2.88079625e-02
  1.53902388e+02 -1.44355367e+02  4.81535570e-01  1.54385724e+02
 -1.44870089e+02 -4.61986822e-02  1.53871340e+02 -1.44365690e+02
  4.41617757e-01  1.54374814e+02 -1.44851489e+02 -3.14132581e-02
  1.53888384e+02 -1.44333391e+02  4.50739022e-01  1.54385754e+02
 -1.44850447e+02 -5.42988963e-02  1.53864301e+02 -1.44364340e+02
  4.30347577e-01  1.54376879e+02 -1.44839420e+02 -3.99182084e-02
  1.53895426e+02 -1.44345385e+02  4.40891366e-01  1.54374176e+02
 -1.44879187e+02 -5.99860915e-02  1.53881879e+02 -1.44381988e+02
  4.53082929e-01  1.54371667e+02]
--- Row 41/300 row=40 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  40
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=40 ---
Niter:  0 row:  40 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0003759970004466595 0.014978727285779314 0.036279502640642676
[ 1.21489056e-10 -1.03189361e-05 -2.82829508e-01  1.61506484e+04
 -1.44817878e+02  9.27217046e-14  1.53915734e+02]
Niter:  1 row:  40 ngroup:  1 nlines:  251 gd:  235
[ 1.21489056e-10 -1.03189361e-05 -2.82829508e-01  1.61506484e+04
 -1.44817878e+02  9.27217046e-14  1.53915734e+02]
res:  235 -0.0018172423478972632 0.01472284089322784 0.024742860871924587
[ 1.22045086e-10 -1.03189858e-05 -2.82836062e-01  1.61506551e+04
 -1.44760070e+02  3.44337309e-12  1.53907267e+02]
Niter:  2 row:  40 ngroup:  1 nlines:  251 gd:  237
[ 1.22045086e-10 -1.03189858e-05 -2.82836062e-01  1.61506551e+04
 -1.44760070e+02  3.44337309e-12  1.53907267e+02]
res:  237 -0.0019444064928393345 0.014467913135376875 0.0251842678960953
[ 1.22268852e-10 -1.03190600e-05 -2.82839428e-01  1.61506568e+04
 -1.44735620e+02 -4.65831609e-11  1.53897207e+02]
Niter:  3 row:  40 ngroup:  1 nlines:  251 gd:  236
[ 1.22268852e-10 -1.03190600e-05 -2.82839428e-01  1.61506568e+04
 -1.44735620e+02 -4.65831609e-11  1.53897207e+02]
res:  236 -0.002176827583753038 0.014427252715904615 0.02483012945137426
[ 1.22314856e-10 -1.03191071e-05 -2.82840025e-01  1.61506578e+04
 -1.44729243e+02 -8.84373546e-11  1.53897258e+02]
Niter:  4 row:  40 ngroup:  1 nlines:  251 gd:  235
[ 1.22314856e-10 -1.03191071e-05 -2.82840025e-01  1.61506578e+04
 -1.44729243e+02 -8.84373546e-11  1.53897258e+02]
res:  235 -0.0019344892189110396 0.014265958678151947 0.024468338337909824
[ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
Niter:  5 row:  40 ngroup:  1 nlines:  251 gd:  234
[ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
res:  234 -0.0029160783687984804 0.01413371687340259 0.024129049866549818
[ 1.22515220e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
Niter:  6 row:  40 ngroup:  1 nlines:  251 gd:  235
[ 1.22515220e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
res:  235 -0.0019344892443768913 0.014265958678151947 0.024468338337922564
[ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
Final values:
res:  -0.0019344892443768913 0.024468338337922564
pars:  [ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
40 [ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02]
elapsed: 3.0 sec.
Niter:  0 row:  40 ngroup:  26 nlines:  6666 gd:  6666
[ 1.22457420e-10 -1.03191549e-05 -2.82842166e-01  1.61506589e+04
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02 -1.44713850e+02 -1.20725668e-11
  1.53890753e+02 -1.44713850e+02 -1.20725668e-11  1.53890753e+02
 -1.44713850e+02 -1.20725668e-11  1.53890753e+02 -1.44713850e+02
 -1.20725668e-11  1.53890753e+02]
res:  6666 0.00044189547497808235 0.01573774346979917 0.035942321341049334
[ 1.22457432e-10 -1.03191559e-05 -2.82842138e-01  1.61506572e+04
 -1.44718237e+02  3.14293237e-02  1.53892196e+02 -1.44240114e+02
  5.28098704e-01  1.54382086e+02 -1.44743522e+02 -2.10262591e-03
  1.53866343e+02 -1.44267533e+02  4.86664440e-01  1.54351661e+02
 -1.44743886e+02  1.65274224e-03  1.53892751e+02 -1.44262689e+02
  5.24824612e-01  1.54377195e+02 -1.44699384e+02  1.40894223e-02
  1.53893875e+02 -1.44253044e+02  5.29408705e-01  1.54357438e+02
 -1.44690202e+02  3.09653542e-02  1.53869059e+02 -1.44226670e+02
  5.21032252e-01  1.54378314e+02 -1.44734526e+02  3.26444494e-02
  1.53879207e+02 -1.44255972e+02  5.26485851e-01  1.54361593e+02
 -1.44766972e+02 -1.25517889e-03  1.53865727e+02 -1.44232735e+02
  4.95542171e-01  1.54353676e+02 -1.44748404e+02  2.81757627e-02
  1.53883311e+02 -1.44242484e+02  5.14730724e-01  1.54368943e+02
 -1.44725294e+02  2.47145792e-02  1.53866614e+02 -1.44254760e+02
  4.82363357e-01  1.54363853e+02 -1.44742850e+02  1.70340673e-02
  1.53865033e+02 -1.44242163e+02  5.13163633e-01  1.54364984e+02
 -1.44738020e+02 -2.02008418e-03  1.53862590e+02 -1.44250922e+02
  4.76152773e-01  1.54358277e+02 -1.44731854e+02  3.71369558e-02
  1.53870003e+02 -1.44253108e+02  5.08402412e-01  1.54355165e+02
 -1.44743538e+02  1.17658287e-02  1.53876610e+02 -1.44265682e+02
  5.03902381e-01  1.54349033e+02]
Niter:  1 row:  40 ngroup:  26 nlines:  6666 gd:  6205
[ 1.22457432e-10 -1.03191559e-05 -2.82842138e-01  1.61506572e+04
 -1.44718237e+02  3.14293237e-02  1.53892196e+02 -1.44240114e+02
  5.28098704e-01  1.54382086e+02 -1.44743522e+02 -2.10262591e-03
  1.53866343e+02 -1.44267533e+02  4.86664440e-01  1.54351661e+02
 -1.44743886e+02  1.65274224e-03  1.53892751e+02 -1.44262689e+02
  5.24824612e-01  1.54377195e+02 -1.44699384e+02  1.40894223e-02
  1.53893875e+02 -1.44253044e+02  5.29408705e-01  1.54357438e+02
 -1.44690202e+02  3.09653542e-02  1.53869059e+02 -1.44226670e+02
  5.21032252e-01  1.54378314e+02 -1.44734526e+02  3.26444494e-02
  1.53879207e+02 -1.44255972e+02  5.26485851e-01  1.54361593e+02
 -1.44766972e+02 -1.25517889e-03  1.53865727e+02 -1.44232735e+02
  4.95542171e-01  1.54353676e+02 -1.44748404e+02  2.81757627e-02
  1.53883311e+02 -1.44242484e+02  5.14730724e-01  1.54368943e+02
 -1.44725294e+02  2.47145792e-02  1.53866614e+02 -1.44254760e+02
  4.82363357e-01  1.54363853e+02 -1.44742850e+02  1.70340673e-02
  1.53865033e+02 -1.44242163e+02  5.13163633e-01  1.54364984e+02
 -1.44738020e+02 -2.02008418e-03  1.53862590e+02 -1.44250922e+02
  4.76152773e-01  1.54358277e+02 -1.44731854e+02  3.71369558e-02
  1.53870003e+02 -1.44253108e+02  5.08402412e-01  1.54355165e+02
 -1.44743538e+02  1.17658287e-02  1.53876610e+02 -1.44265682e+02
  5.03902381e-01  1.54349033e+02]
res:  6205 -0.0011985441014985554 0.01578006021645706 0.02545250127436636
[ 1.22457445e-10 -1.03191570e-05 -2.82842110e-01  1.61506556e+04
 -1.44727779e+02 -4.68094485e-03  1.53881237e+02 -1.44237085e+02
  4.99679109e-01  1.54371061e+02 -1.44746877e+02 -2.36518166e-02
  1.53858953e+02 -1.44242777e+02  4.73691871e-01  1.54343775e+02
 -1.44752200e+02 -2.50921287e-02  1.53884105e+02 -1.44262220e+02
  4.98453626e-01  1.54373027e+02 -1.44708455e+02  8.25113248e-04
  1.53894594e+02 -1.44258408e+02  5.19566223e-01  1.54349122e+02
 -1.44698850e+02  1.08536810e-02  1.53866974e+02 -1.44224063e+02
  5.08533200e-01  1.54360472e+02 -1.44747926e+02  8.36933486e-03
  1.53871102e+02 -1.44271537e+02  5.01639886e-01  1.54346162e+02
 -1.44773396e+02 -2.05503765e-02  1.53854831e+02 -1.44260076e+02
  4.79120698e-01  1.54341511e+02 -1.44754528e+02  1.33560076e-02
  1.53880856e+02 -1.44234170e+02  4.93630413e-01  1.54363541e+02
 -1.44732202e+02  1.29258976e-03  1.53859543e+02 -1.44256858e+02
  4.70269316e-01  1.54352429e+02 -1.44744809e+02 -7.62855452e-03
  1.53860041e+02 -1.44260751e+02  4.93253320e-01  1.54356274e+02
 -1.44740167e+02 -2.22425581e-02  1.53857758e+02 -1.44262897e+02
  4.60281257e-01  1.54339413e+02 -1.44742237e+02  2.16860701e-03
  1.53869152e+02 -1.44257447e+02  4.87918821e-01  1.54346527e+02
 -1.44726204e+02 -2.40728238e-03  1.53866790e+02 -1.44272595e+02
  4.75792394e-01  1.54337728e+02]
Niter:  2 row:  40 ngroup:  26 nlines:  6666 gd:  6198
[ 1.22457445e-10 -1.03191570e-05 -2.82842110e-01  1.61506556e+04
 -1.44727779e+02 -4.68094485e-03  1.53881237e+02 -1.44237085e+02
  4.99679109e-01  1.54371061e+02 -1.44746877e+02 -2.36518166e-02
  1.53858953e+02 -1.44242777e+02  4.73691871e-01  1.54343775e+02
 -1.44752200e+02 -2.50921287e-02  1.53884105e+02 -1.44262220e+02
  4.98453626e-01  1.54373027e+02 -1.44708455e+02  8.25113248e-04
  1.53894594e+02 -1.44258408e+02  5.19566223e-01  1.54349122e+02
 -1.44698850e+02  1.08536810e-02  1.53866974e+02 -1.44224063e+02
  5.08533200e-01  1.54360472e+02 -1.44747926e+02  8.36933486e-03
  1.53871102e+02 -1.44271537e+02  5.01639886e-01  1.54346162e+02
 -1.44773396e+02 -2.05503765e-02  1.53854831e+02 -1.44260076e+02
  4.79120698e-01  1.54341511e+02 -1.44754528e+02  1.33560076e-02
  1.53880856e+02 -1.44234170e+02  4.93630413e-01  1.54363541e+02
 -1.44732202e+02  1.29258976e-03  1.53859543e+02 -1.44256858e+02
  4.70269316e-01  1.54352429e+02 -1.44744809e+02 -7.62855452e-03
  1.53860041e+02 -1.44260751e+02  4.93253320e-01  1.54356274e+02
 -1.44740167e+02 -2.22425581e-02  1.53857758e+02 -1.44262897e+02
  4.60281257e-01  1.54339413e+02 -1.44742237e+02  2.16860701e-03
  1.53869152e+02 -1.44257447e+02  4.87918821e-01  1.54346527e+02
 -1.44726204e+02 -2.40728238e-03  1.53866790e+02 -1.44272595e+02
  4.75792394e-01  1.54337728e+02]
res:  6198 -0.0012401222784319543 0.015766469652589876 0.02531582477642448
[ 1.22457457e-10 -1.03191580e-05 -2.82842081e-01  1.61506540e+04
 -1.44734744e+02 -1.03741351e-02  1.53876479e+02 -1.44238967e+02
  4.93980564e-01  1.54366304e+02 -1.44748895e+02 -2.93433252e-02
  1.53854190e+02 -1.44244473e+02  4.67983816e-01  1.54341080e+02
 -1.44759182e+02 -3.07961805e-02  1.53879345e+02 -1.44269197e+02
  4.89582577e-01  1.54370231e+02 -1.44715471e+02 -4.86774729e-03
  1.53889835e+02 -1.44265391e+02  5.17691440e-01  1.54344374e+02
 -1.44705866e+02  5.14984899e-03  1.53864133e+02 -1.44231063e+02
  5.02831186e-01  1.54351508e+02 -1.44754931e+02 -3.96096264e-03
  1.53866343e+02 -1.44278530e+02  4.95934261e-01  1.54341408e+02
 -1.44775634e+02 -2.62603355e-02  1.53850071e+02 -1.44272621e+02
  4.73427219e-01  1.54336751e+02 -1.44761485e+02  7.64348196e-03
  1.53876104e+02 -1.44241166e+02  4.87927104e-01  1.54360806e+02
 -1.44739206e+02 -7.64971020e-03  1.53856658e+02 -1.44253778e+02
  4.61113849e-01  1.54347672e+02 -1.44751808e+02 -2.30018992e-02
  1.53857275e+02 -1.44267733e+02  4.87542497e-01  1.54351519e+02
 -1.44741798e+02 -3.16310426e-02  1.53853003e+02 -1.44269894e+02
  4.54579499e-01  1.54334649e+02 -1.44749250e+02 -1.02575910e-02
  1.53864393e+02 -1.44264473e+02  4.82227251e-01  1.54341765e+02
 -1.44733215e+02 -1.14620756e-02  1.53862033e+02 -1.44274146e+02
  4.58594907e-01  1.54332971e+02]
Niter:  3 row:  40 ngroup:  26 nlines:  6666 gd:  6200
[ 1.22457457e-10 -1.03191580e-05 -2.82842081e-01  1.61506540e+04
 -1.44734744e+02 -1.03741351e-02  1.53876479e+02 -1.44238967e+02
  4.93980564e-01  1.54366304e+02 -1.44748895e+02 -2.93433252e-02
  1.53854190e+02 -1.44244473e+02  4.67983816e-01  1.54341080e+02
 -1.44759182e+02 -3.07961805e-02  1.53879345e+02 -1.44269197e+02
  4.89582577e-01  1.54370231e+02 -1.44715471e+02 -4.86774729e-03
  1.53889835e+02 -1.44265391e+02  5.17691440e-01  1.54344374e+02
 -1.44705866e+02  5.14984899e-03  1.53864133e+02 -1.44231063e+02
  5.02831186e-01  1.54351508e+02 -1.44754931e+02 -3.96096264e-03
  1.53866343e+02 -1.44278530e+02  4.95934261e-01  1.54341408e+02
 -1.44775634e+02 -2.62603355e-02  1.53850071e+02 -1.44272621e+02
  4.73427219e-01  1.54336751e+02 -1.44761485e+02  7.64348196e-03
  1.53876104e+02 -1.44241166e+02  4.87927104e-01  1.54360806e+02
 -1.44739206e+02 -7.64971020e-03  1.53856658e+02 -1.44253778e+02
  4.61113849e-01  1.54347672e+02 -1.44751808e+02 -2.30018992e-02
  1.53857275e+02 -1.44267733e+02  4.87542497e-01  1.54351519e+02
 -1.44741798e+02 -3.16310426e-02  1.53853003e+02 -1.44269894e+02
  4.54579499e-01  1.54334649e+02 -1.44749250e+02 -1.02575910e-02
  1.53864393e+02 -1.44264473e+02  4.82227251e-01  1.54341765e+02
 -1.44733215e+02 -1.14620756e-02  1.53862033e+02 -1.44274146e+02
  4.58594907e-01  1.54332971e+02]
res:  6200 -0.0015632311642548302 0.015757726054289378 0.02527294673224455
[ 1.22349165e-10 -1.03192080e-05 -2.82837761e-01  1.61506556e+04
 -1.44760893e+02 -3.72051963e-03  1.53904396e+02 -1.44266521e+02
  5.00447074e-01  1.54394265e+02 -1.44775815e+02 -2.27021923e-02
  1.53882106e+02 -1.44271727e+02  4.74203831e-01  1.54369297e+02
 -1.44785723e+02 -2.45632400e-02  1.53907234e+02 -1.44295550e+02
  4.96335795e-01  1.54398191e+02 -1.44742521e+02  1.91649075e-03
  1.53917755e+02 -1.44291027e+02  5.23673089e-01  1.54372355e+02
 -1.44732764e+02  1.14390284e-02  1.53892039e+02 -1.44257876e+02
  5.09205637e-01  1.54379419e+02 -1.44781638e+02  2.39814660e-03
  1.53894296e+02 -1.44305113e+02  5.02197694e-01  1.54369350e+02
 -1.44802042e+02 -1.99714545e-02  1.53877987e+02 -1.44299451e+02
  4.79983036e-01  1.54364630e+02 -1.44787454e+02  1.36457486e-02
  1.53904050e+02 -1.44267640e+02  4.94330294e-01  1.54388735e+02
 -1.44765814e+02 -8.12677822e-04  1.53884570e+02 -1.44280326e+02
  4.67578913e-01  1.54375592e+02 -1.44778478e+02 -1.67224178e-02
  1.53885183e+02 -1.44294003e+02  4.93528001e-01  1.54379453e+02
 -1.44768683e+02 -2.45570724e-02  1.53880937e+02 -1.44296488e+02
  4.61078248e-01  1.54362511e+02 -1.44776105e+02 -4.08753657e-03
  1.53892331e+02 -1.44291650e+02  4.89132404e-01  1.54369678e+02
 -1.44760125e+02 -4.82071887e-03  1.53889938e+02 -1.44299990e+02
  4.64869303e-01  1.54360889e+02]
Niter:  4 row:  40 ngroup:  26 nlines:  6666 gd:  6208
[ 1.22349165e-10 -1.03192080e-05 -2.82837761e-01  1.61506556e+04
 -1.44760893e+02 -3.72051963e-03  1.53904396e+02 -1.44266521e+02
  5.00447074e-01  1.54394265e+02 -1.44775815e+02 -2.27021923e-02
  1.53882106e+02 -1.44271727e+02  4.74203831e-01  1.54369297e+02
 -1.44785723e+02 -2.45632400e-02  1.53907234e+02 -1.44295550e+02
  4.96335795e-01  1.54398191e+02 -1.44742521e+02  1.91649075e-03
  1.53917755e+02 -1.44291027e+02  5.23673089e-01  1.54372355e+02
 -1.44732764e+02  1.14390284e-02  1.53892039e+02 -1.44257876e+02
  5.09205637e-01  1.54379419e+02 -1.44781638e+02  2.39814660e-03
  1.53894296e+02 -1.44305113e+02  5.02197694e-01  1.54369350e+02
 -1.44802042e+02 -1.99714545e-02  1.53877987e+02 -1.44299451e+02
  4.79983036e-01  1.54364630e+02 -1.44787454e+02  1.36457486e-02
  1.53904050e+02 -1.44267640e+02  4.94330294e-01  1.54388735e+02
 -1.44765814e+02 -8.12677822e-04  1.53884570e+02 -1.44280326e+02
  4.67578913e-01  1.54375592e+02 -1.44778478e+02 -1.67224178e-02
  1.53885183e+02 -1.44294003e+02  4.93528001e-01  1.54379453e+02
 -1.44768683e+02 -2.45570724e-02  1.53880937e+02 -1.44296488e+02
  4.61078248e-01  1.54362511e+02 -1.44776105e+02 -4.08753657e-03
  1.53892331e+02 -1.44291650e+02  4.89132404e-01  1.54369678e+02
 -1.44760125e+02 -4.82071887e-03  1.53889938e+02 -1.44299990e+02
  4.64869303e-01  1.54360889e+02]
res:  6208 -0.0012071608298356296 0.01576085961278295 0.02536540814626418
[ 1.22349177e-10 -1.03192090e-05 -2.82837733e-01  1.61506540e+04
 -1.44767041e+02 -9.82846032e-03  1.53901080e+02 -1.44272875e+02
  4.94324796e-01  1.54388959e+02 -1.44782236e+02 -2.88176202e-02
  1.53878712e+02 -1.44277907e+02  4.68113272e-01  1.54365524e+02
 -1.44786841e+02 -3.06639435e-02  1.53903900e+02 -1.44301764e+02
  4.90227764e-01  1.54396784e+02 -1.44748845e+02 -4.18955800e-03
  1.53914416e+02 -1.44293221e+02  5.17241963e-01  1.54367105e+02
 -1.44739254e+02  5.35577753e-03  1.53888633e+02 -1.44264094e+02
  5.03077767e-01  1.54376049e+02 -1.44788375e+02  2.61161340e-03
  1.53890950e+02 -1.44311436e+02  4.92541825e-01  1.54366073e+02
 -1.44808492e+02 -2.60725084e-02  1.53874632e+02 -1.44305815e+02
  4.73897752e-01  1.54361308e+02 -1.44793634e+02  7.57275206e-03
  1.53900798e+02 -1.44274149e+02  4.88254150e-01  1.54385355e+02
 -1.44777824e+02 -6.93945753e-03  1.53881314e+02 -1.44286710e+02
  4.61465187e-01  1.54372277e+02 -1.44784823e+02 -2.28217961e-02
  1.53881784e+02 -1.44300423e+02  4.84168083e-01  1.54376159e+02
 -1.44775091e+02 -3.07049841e-02  1.53877634e+02 -1.44302882e+02
  4.54945325e-01  1.54359144e+02 -1.44782587e+02 -6.83839772e-03
  1.53888984e+02 -1.44298099e+02  4.79455730e-01  1.54366301e+02
 -1.44766493e+02 -4.50442672e-03  1.53886643e+02 -1.44307489e+02
  4.58760556e-01  1.54357576e+02]
Niter:  5 row:  40 ngroup:  26 nlines:  6666 gd:  6209
[ 1.22349177e-10 -1.03192090e-05 -2.82837733e-01  1.61506540e+04
 -1.44767041e+02 -9.82846032e-03  1.53901080e+02 -1.44272875e+02
  4.94324796e-01  1.54388959e+02 -1.44782236e+02 -2.88176202e-02
  1.53878712e+02 -1.44277907e+02  4.68113272e-01  1.54365524e+02
 -1.44786841e+02 -3.06639435e-02  1.53903900e+02 -1.44301764e+02
  4.90227764e-01  1.54396784e+02 -1.44748845e+02 -4.18955800e-03
  1.53914416e+02 -1.44293221e+02  5.17241963e-01  1.54367105e+02
 -1.44739254e+02  5.35577753e-03  1.53888633e+02 -1.44264094e+02
  5.03077767e-01  1.54376049e+02 -1.44788375e+02  2.61161340e-03
  1.53890950e+02 -1.44311436e+02  4.92541825e-01  1.54366073e+02
 -1.44808492e+02 -2.60725084e-02  1.53874632e+02 -1.44305815e+02
  4.73897752e-01  1.54361308e+02 -1.44793634e+02  7.57275206e-03
  1.53900798e+02 -1.44274149e+02  4.88254150e-01  1.54385355e+02
 -1.44777824e+02 -6.93945753e-03  1.53881314e+02 -1.44286710e+02
  4.61465187e-01  1.54372277e+02 -1.44784823e+02 -2.28217961e-02
  1.53881784e+02 -1.44300423e+02  4.84168083e-01  1.54376159e+02
 -1.44775091e+02 -3.07049841e-02  1.53877634e+02 -1.44302882e+02
  4.54945325e-01  1.54359144e+02 -1.44782587e+02 -6.83839772e-03
  1.53888984e+02 -1.44298099e+02  4.79455730e-01  1.54366301e+02
 -1.44766493e+02 -4.50442672e-03  1.53886643e+02 -1.44307489e+02
  4.58760556e-01  1.54357576e+02]
res:  6209 -0.001166691738035297 0.015715574725618353 0.02534536648173502
[ 1.22449655e-10 -1.03196500e-05 -2.82838062e-01  1.61506556e+04
 -1.44769140e+02 -4.71013606e-03  1.53900353e+02 -1.44276019e+02
  4.99464685e-01  1.54388219e+02 -1.44784989e+02 -2.37012155e-02
  1.53878021e+02 -1.44280762e+02  4.73275401e-01  1.54364798e+02
 -1.44789202e+02 -2.55335854e-02  1.53903190e+02 -1.44303983e+02
  4.95345855e-01  1.54395998e+02 -1.44751690e+02  9.20162409e-04
  1.53913698e+02 -1.44295668e+02  5.22371284e-01  1.54366322e+02
 -1.44742054e+02  1.04913025e-02  1.53887950e+02 -1.44266690e+02
  5.08214061e-01  1.54375346e+02 -1.44790870e+02  7.79171415e-03
  1.53890223e+02 -1.44313912e+02  4.97710357e-01  1.54365318e+02
 -1.44810977e+02 -2.09576973e-02  1.53873922e+02 -1.44308524e+02
  4.79013019e-01  1.54360596e+02 -1.44795590e+02  1.27160367e-02
  1.53900029e+02 -1.44276688e+02  4.93370019e-01  1.54384650e+02
 -1.44780572e+02 -1.83140759e-03  1.53880559e+02 -1.44289201e+02
  4.66587556e-01  1.54371547e+02 -1.44787405e+02 -1.76795960e-02
  1.53881097e+02 -1.44302759e+02  4.89302405e-01  1.54375414e+02
 -1.44777790e+02 -2.56253094e-02  1.53876892e+02 -1.44305421e+02
  4.60052013e-01  1.54358461e+02 -1.44785343e+02 -1.69735809e-03
  1.53888263e+02 -1.44301040e+02  4.84529194e-01  1.54365602e+02
 -1.44769241e+02  6.16822443e-04  1.53885910e+02 -1.44313521e+02
  4.63882317e-01  1.54356846e+02]
Niter:  6 row:  40 ngroup:  26 nlines:  6666 gd:  6208
[ 1.22449655e-10 -1.03196500e-05 -2.82838062e-01  1.61506556e+04
 -1.44769140e+02 -4.71013606e-03  1.53900353e+02 -1.44276019e+02
  4.99464685e-01  1.54388219e+02 -1.44784989e+02 -2.37012155e-02
  1.53878021e+02 -1.44280762e+02  4.73275401e-01  1.54364798e+02
 -1.44789202e+02 -2.55335854e-02  1.53903190e+02 -1.44303983e+02
  4.95345855e-01  1.54395998e+02 -1.44751690e+02  9.20162409e-04
  1.53913698e+02 -1.44295668e+02  5.22371284e-01  1.54366322e+02
 -1.44742054e+02  1.04913025e-02  1.53887950e+02 -1.44266690e+02
  5.08214061e-01  1.54375346e+02 -1.44790870e+02  7.79171415e-03
  1.53890223e+02 -1.44313912e+02  4.97710357e-01  1.54365318e+02
 -1.44810977e+02 -2.09576973e-02  1.53873922e+02 -1.44308524e+02
  4.79013019e-01  1.54360596e+02 -1.44795590e+02  1.27160367e-02
  1.53900029e+02 -1.44276688e+02  4.93370019e-01  1.54384650e+02
 -1.44780572e+02 -1.83140759e-03  1.53880559e+02 -1.44289201e+02
  4.66587556e-01  1.54371547e+02 -1.44787405e+02 -1.76795960e-02
  1.53881097e+02 -1.44302759e+02  4.89302405e-01  1.54375414e+02
 -1.44777790e+02 -2.56253094e-02  1.53876892e+02 -1.44305421e+02
  4.60052013e-01  1.54358461e+02 -1.44785343e+02 -1.69735809e-03
  1.53888263e+02 -1.44301040e+02  4.84529194e-01  1.54365602e+02
 -1.44769241e+02  6.16822443e-04  1.53885910e+02 -1.44313521e+02
  4.63882317e-01  1.54356846e+02]
res:  6208 -0.0010064345706268796 0.015710384629528562 0.025325658170432627
[ 1.22525282e-10 -1.03200881e-05 -2.82838284e-01  1.61506572e+04
 -1.44771692e+02  4.24296505e-04  1.53900017e+02 -1.44279613e+02
  5.04618679e-01  1.54387870e+02 -1.44788192e+02 -1.85646146e-02
  1.53877725e+02 -1.44284062e+02  4.78449925e-01  1.54367652e+02
 -1.44792019e+02 -2.03843468e-02  1.53902871e+02 -1.44306656e+02
  5.00479541e-01  1.54395599e+02 -1.44754983e+02  6.07154739e-03
  1.53913373e+02 -1.44298567e+02  5.27521545e-01  1.54365926e+02
 -1.44745304e+02  1.56350158e-02  1.53887662e+02 -1.44269735e+02
  5.13353359e-01  1.54375034e+02 -1.44793817e+02  1.29743099e-02
  1.53889890e+02 -1.44316841e+02  5.02887781e-01  1.54364952e+02
 -1.44813911e+02 -1.58368638e-02  1.53873607e+02 -1.44311682e+02
  4.84151217e-01  1.54360274e+02 -1.44798002e+02  1.78705131e-02
  1.53899649e+02 -1.44279678e+02  4.98511828e-01  1.54384337e+02
 -1.44783771e+02  3.30728266e-03  1.53880193e+02 -1.44292145e+02
  4.71728006e-01  1.54371209e+02 -1.44790438e+02 -1.25211796e-02
  1.53880804e+02 -1.44305546e+02  4.94448786e-01  1.54375060e+02
 -1.44789866e+02 -2.05115774e-02  1.53876538e+02 -1.44316376e+02
  4.65177859e-01  1.54358173e+02 -1.44788550e+02  3.45770962e-03
  1.53887934e+02 -1.44304430e+02  4.89640616e-01  1.54365297e+02
 -1.44772440e+02  5.76071075e-03  1.53885569e+02 -1.44319687e+02
  4.69007668e-01  1.54356505e+02]
Saving figure to  wave_resid_43670005_fiber40.png
Final values:
res:  -0.0010064345706268796 0.025325658170432627
pars:  [ 1.22525282e-10 -1.03200881e-05 -2.82838284e-01  1.61506572e+04
 -1.44771692e+02  4.24296505e-04  1.53900017e+02 -1.44279613e+02
  5.04618679e-01  1.54387870e+02 -1.44788192e+02 -1.85646146e-02
  1.53877725e+02 -1.44284062e+02  4.78449925e-01  1.54367652e+02
 -1.44792019e+02 -2.03843468e-02  1.53902871e+02 -1.44306656e+02
  5.00479541e-01  1.54395599e+02 -1.44754983e+02  6.07154739e-03
  1.53913373e+02 -1.44298567e+02  5.27521545e-01  1.54365926e+02
 -1.44745304e+02  1.56350158e-02  1.53887662e+02 -1.44269735e+02
  5.13353359e-01  1.54375034e+02 -1.44793817e+02  1.29743099e-02
  1.53889890e+02 -1.44316841e+02  5.02887781e-01  1.54364952e+02
 -1.44813911e+02 -1.58368638e-02  1.53873607e+02 -1.44311682e+02
  4.84151217e-01  1.54360274e+02 -1.44798002e+02  1.78705131e-02
  1.53899649e+02 -1.44279678e+02  4.98511828e-01  1.54384337e+02
 -1.44783771e+02  3.30728266e-03  1.53880193e+02 -1.44292145e+02
  4.71728006e-01  1.54371209e+02 -1.44790438e+02 -1.25211796e-02
  1.53880804e+02 -1.44305546e+02  4.94448786e-01  1.54375060e+02
 -1.44789866e+02 -2.05115774e-02  1.53876538e+02 -1.44316376e+02
  4.65177859e-01  1.54358173e+02 -1.44788550e+02  3.45770962e-03
  1.53887934e+02 -1.44304430e+02  4.89640616e-01  1.54365297e+02
 -1.44772440e+02  5.76071075e-03  1.53885569e+02 -1.44319687e+02
  4.69007668e-01  1.54356505e+02]
40 [ 1.22525282e-10 -1.03200881e-05 -2.82838284e-01  1.61506572e+04
 -1.44771692e+02  4.24296505e-04  1.53900017e+02 -1.44279613e+02
  5.04618679e-01  1.54387870e+02 -1.44788192e+02 -1.85646146e-02
  1.53877725e+02 -1.44284062e+02  4.78449925e-01  1.54367652e+02
 -1.44792019e+02 -2.03843468e-02  1.53902871e+02 -1.44306656e+02
  5.00479541e-01  1.54395599e+02 -1.44754983e+02  6.07154739e-03
  1.53913373e+02 -1.44298567e+02  5.27521545e-01  1.54365926e+02
 -1.44745304e+02  1.56350158e-02  1.53887662e+02 -1.44269735e+02
  5.13353359e-01  1.54375034e+02 -1.44793817e+02  1.29743099e-02
  1.53889890e+02 -1.44316841e+02  5.02887781e-01  1.54364952e+02
 -1.44813911e+02 -1.58368638e-02  1.53873607e+02 -1.44311682e+02
  4.84151217e-01  1.54360274e+02 -1.44798002e+02  1.78705131e-02
  1.53899649e+02 -1.44279678e+02  4.98511828e-01  1.54384337e+02
 -1.44783771e+02  3.30728266e-03  1.53880193e+02 -1.44292145e+02
  4.71728006e-01  1.54371209e+02 -1.44790438e+02 -1.25211796e-02
  1.53880804e+02 -1.44305546e+02  4.94448786e-01  1.54375060e+02
 -1.44789866e+02 -2.05115774e-02  1.53876538e+02 -1.44316376e+02
  4.65177859e-01  1.54358173e+02 -1.44788550e+02  3.45770962e-03
  1.53887934e+02 -1.44304430e+02  4.89640616e-01  1.54365297e+02
 -1.44772440e+02  5.76071075e-03  1.53885569e+02 -1.44319687e+02
  4.69007668e-01  1.54356505e+02]
--- Row 42/300 row=41 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  41
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=41 ---
Niter:  0 row:  41 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0004543926643236773 0.013788316011414281 0.03415280470349261
[ 1.22043457e-10 -1.03199419e-05 -2.82830894e-01  1.61506729e+04
 -1.44836858e+02  2.37300309e-14  1.53925805e+02]
Niter:  1 row:  41 ngroup:  1 nlines:  249 gd:  230
[ 1.22043457e-10 -1.03199419e-05 -2.82830894e-01  1.61506729e+04
 -1.44836858e+02  2.37300309e-14  1.53925805e+02]
res:  230 -0.0011167356897203717 0.013672129469341598 0.022860681046410754
[ 1.21949471e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
Niter:  2 row:  41 ngroup:  1 nlines:  249 gd:  227
[ 1.21949471e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
res:  227 -0.0010716132328525418 0.014209189946996048 0.0217701556246564
[ 1.21909975e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
Niter:  3 row:  41 ngroup:  1 nlines:  249 gd:  228
[ 1.21909975e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
res:  228 -0.001039874605339719 0.014321862985525513 0.02212375349830034
[ 1.21890357e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
Niter:  4 row:  41 ngroup:  1 nlines:  249 gd:  228
[ 1.21890357e-10 -1.03195820e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
res:  228 -0.0010650200365489582 0.01409731266903691 0.02212234092731299
[ 1.21910494e-10 -1.03195962e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
Niter:  5 row:  41 ngroup:  1 nlines:  249 gd:  228
[ 1.21910494e-10 -1.03195962e-05 -2.82832103e-01  1.61506758e+04
 -1.44805781e+02 -1.66407971e-11  1.53930363e+02]
res:  228 -1.9668281311169267e-05 0.014367814517754596 0.0221014114121662
[ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02]
Niter:  6 row:  41 ngroup:  1 nlines:  249 gd:  228
[ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02]
res:  228 -1.9668281311169267e-05 0.014367814517754596 0.0221014114121662
[ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02]
Final values:
res:  -1.9668281311169267e-05 0.0221014114121662
pars:  [ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02]
41 [ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02]
elapsed: 3.0 sec.
Niter:  0 row:  41 ngroup:  26 nlines:  6438 gd:  6438
[ 1.21971614e-10 -1.03192971e-05 -2.82832803e-01  1.61506757e+04
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02 -1.44790778e+02 -3.57382879e-09
  1.53936643e+02 -1.44790778e+02 -3.57382879e-09  1.53936643e+02
 -1.44790778e+02 -3.57382879e-09  1.53936643e+02 -1.44790778e+02
 -3.57382879e-09  1.53936643e+02]
res:  6438 -0.0003786243678405299 0.014561057199898642 0.0338234828490042
[ 1.21971601e-10 -1.03192981e-05 -2.82832831e-01  1.61506773e+04
 -1.44786284e+02  1.64855005e-02  1.53934030e+02 -1.44288984e+02
  5.13879370e-01  1.54423479e+02 -1.44801484e+02 -4.20859099e-03
  1.53943642e+02 -1.44316471e+02  4.69444990e-01  1.54425058e+02
 -1.44809641e+02 -1.22753274e-02  1.53946506e+02 -1.44294707e+02
  5.10463408e-01  1.54436399e+02 -1.44781317e+02  1.25424725e-02
  1.53946625e+02 -1.44349005e+02  4.96435778e-01  1.54421402e+02
 -1.44789385e+02  1.80848513e-02  1.53940430e+02 -1.44316082e+02
  5.05675599e-01  1.54445520e+02 -1.44795935e+02  1.28673451e-02
  1.53954877e+02 -1.44300414e+02  4.82884638e-01  1.54420540e+02
 -1.44819721e+02  2.55369896e-03  1.53929646e+02 -1.44320271e+02
  4.82099671e-01  1.54418166e+02 -1.44798659e+02  3.74927376e-03
  1.53951852e+02 -1.44323328e+02  5.10641900e-01  1.54443104e+02
 -1.44808726e+02  7.24356380e-03  1.53936501e+02 -1.44321488e+02
  5.01560633e-01  1.54433937e+02 -1.44797395e+02 -7.58375760e-04
  1.53942991e+02 -1.44297962e+02  4.95583826e-01  1.54433654e+02
 -1.44825744e+02  3.79902134e-03  1.53926610e+02 -1.44330702e+02
  4.81288129e-01  1.54423167e+02 -1.44821311e+02  4.77942146e-03
  1.53931407e+02 -1.44290463e+02  5.01047807e-01  1.54420387e+02
 -1.44826436e+02 -2.92889840e-02  1.53931598e+02 -1.44328918e+02
  4.76653412e-01  1.54408905e+02]
Niter:  1 row:  41 ngroup:  26 nlines:  6438 gd:  5956
[ 1.21971601e-10 -1.03192981e-05 -2.82832831e-01  1.61506773e+04
 -1.44786284e+02  1.64855005e-02  1.53934030e+02 -1.44288984e+02
  5.13879370e-01  1.54423479e+02 -1.44801484e+02 -4.20859099e-03
  1.53943642e+02 -1.44316471e+02  4.69444990e-01  1.54425058e+02
 -1.44809641e+02 -1.22753274e-02  1.53946506e+02 -1.44294707e+02
  5.10463408e-01  1.54436399e+02 -1.44781317e+02  1.25424725e-02
  1.53946625e+02 -1.44349005e+02  4.96435778e-01  1.54421402e+02
 -1.44789385e+02  1.80848513e-02  1.53940430e+02 -1.44316082e+02
  5.05675599e-01  1.54445520e+02 -1.44795935e+02  1.28673451e-02
  1.53954877e+02 -1.44300414e+02  4.82884638e-01  1.54420540e+02
 -1.44819721e+02  2.55369896e-03  1.53929646e+02 -1.44320271e+02
  4.82099671e-01  1.54418166e+02 -1.44798659e+02  3.74927376e-03
  1.53951852e+02 -1.44323328e+02  5.10641900e-01  1.54443104e+02
 -1.44808726e+02  7.24356380e-03  1.53936501e+02 -1.44321488e+02
  5.01560633e-01  1.54433937e+02 -1.44797395e+02 -7.58375760e-04
  1.53942991e+02 -1.44297962e+02  4.95583826e-01  1.54433654e+02
 -1.44825744e+02  3.79902134e-03  1.53926610e+02 -1.44330702e+02
  4.81288129e-01  1.54423167e+02 -1.44821311e+02  4.77942146e-03
  1.53931407e+02 -1.44290463e+02  5.01047807e-01  1.54420387e+02
 -1.44826436e+02 -2.92889840e-02  1.53931598e+02 -1.44328918e+02
  4.76653412e-01  1.54408905e+02]
res:  5956 -0.0006854654175185715 0.014470158500444086 0.023539487177745486
[ 1.21971589e-10 -1.03192991e-05 -2.82832859e-01  1.61506789e+04
 -1.44776851e+02  1.45528345e-02  1.53942133e+02 -1.44292058e+02
  5.04830360e-01  1.54434387e+02 -1.44810515e+02 -9.72042667e-04
  1.53944908e+02 -1.44312374e+02  4.76722087e-01  1.54431602e+02
 -1.44791482e+02  5.55641509e-04  1.53948669e+02 -1.44272342e+02
  4.93301361e-01  1.54440326e+02 -1.44780321e+02  7.22083214e-03
  1.53948760e+02 -1.44316693e+02  5.01681513e-01  1.54428170e+02
 -1.44779677e+02  2.47065764e-02  1.53945073e+02 -1.44290753e+02
  4.96595599e-01  1.54446329e+02 -1.44794437e+02  1.85016931e-02
  1.53959656e+02 -1.44304087e+02  4.92113016e-01  1.54431810e+02
 -1.44812501e+02 -1.25800324e-03  1.53934947e+02 -1.44305355e+02
  4.87876467e-01  1.54428259e+02 -1.44791796e+02  1.24619357e-02
  1.53954632e+02 -1.44314927e+02  5.07051679e-01  1.54442892e+02
 -1.44790250e+02  1.41542761e-02  1.53938782e+02 -1.44308478e+02
  4.94406196e-01  1.54443651e+02 -1.44793284e+02  5.68698336e-03
  1.53941966e+02 -1.44307705e+02  4.85310549e-01  1.54439527e+02
 -1.44821925e+02  6.41102948e-03  1.53930517e+02 -1.44346820e+02
  4.82604310e-01  1.54424548e+02 -1.44808254e+02  2.28480216e-03
  1.53937109e+02 -1.44310559e+02  4.89120335e-01  1.54431951e+02
 -1.44810263e+02 -2.62983928e-02  1.53938180e+02 -1.44315558e+02
  4.82577311e-01  1.54414239e+02]
Niter:  2 row:  41 ngroup:  26 nlines:  6438 gd:  5940
[ 1.21971589e-10 -1.03192991e-05 -2.82832859e-01  1.61506789e+04
 -1.44776851e+02  1.45528345e-02  1.53942133e+02 -1.44292058e+02
  5.04830360e-01  1.54434387e+02 -1.44810515e+02 -9.72042667e-04
  1.53944908e+02 -1.44312374e+02  4.76722087e-01  1.54431602e+02
 -1.44791482e+02  5.55641509e-04  1.53948669e+02 -1.44272342e+02
  4.93301361e-01  1.54440326e+02 -1.44780321e+02  7.22083214e-03
  1.53948760e+02 -1.44316693e+02  5.01681513e-01  1.54428170e+02
 -1.44779677e+02  2.47065764e-02  1.53945073e+02 -1.44290753e+02
  4.96595599e-01  1.54446329e+02 -1.44794437e+02  1.85016931e-02
  1.53959656e+02 -1.44304087e+02  4.92113016e-01  1.54431810e+02
 -1.44812501e+02 -1.25800324e-03  1.53934947e+02 -1.44305355e+02
  4.87876467e-01  1.54428259e+02 -1.44791796e+02  1.24619357e-02
  1.53954632e+02 -1.44314927e+02  5.07051679e-01  1.54442892e+02
 -1.44790250e+02  1.41542761e-02  1.53938782e+02 -1.44308478e+02
  4.94406196e-01  1.54443651e+02 -1.44793284e+02  5.68698336e-03
  1.53941966e+02 -1.44307705e+02  4.85310549e-01  1.54439527e+02
 -1.44821925e+02  6.41102948e-03  1.53930517e+02 -1.44346820e+02
  4.82604310e-01  1.54424548e+02 -1.44808254e+02  2.28480216e-03
  1.53937109e+02 -1.44310559e+02  4.89120335e-01  1.54431951e+02
 -1.44810263e+02 -2.62983928e-02  1.53938180e+02 -1.44315558e+02
  4.82577311e-01  1.54414239e+02]
res:  5940 -0.0006004661418046453 0.01445149136998225 0.023313142990159474
[ 1.21971577e-10 -1.03193002e-05 -2.82832888e-01  1.61506805e+04
 -1.44769887e+02  1.71047441e-02  1.53950857e+02 -1.44285085e+02
  5.06989157e-01  1.54439119e+02 -1.44803564e+02  4.74508249e-03
  1.53949644e+02 -1.44305412e+02  4.82432211e-01  1.54436338e+02
 -1.44779473e+02  6.26089688e-03  1.53953400e+02 -1.44265370e+02
  4.95824300e-01  1.54446889e+02 -1.44773349e+02  9.37495805e-03
  1.53953485e+02 -1.44304390e+02  5.07386966e-01  1.54434800e+02
 -1.44772706e+02  3.34780590e-02  1.53949812e+02 -1.44283773e+02
  5.02290815e-01  1.54449192e+02 -1.44787488e+02  2.71973362e-02
  1.53962317e+02 -1.44297131e+02  5.00941441e-01  1.54438360e+02
 -1.44805518e+02  4.42602260e-03  1.53939680e+02 -1.44298377e+02
  4.93590414e-01  1.54432989e+02 -1.44784831e+02  1.81796126e-02
  1.53959371e+02 -1.44307976e+02  5.09818000e-01  1.54445619e+02
 -1.44783300e+02  1.98552357e-02  1.53943511e+02 -1.44301498e+02
  4.94048874e-01  1.54448388e+02 -1.44786321e+02  1.13854919e-02
  1.53944720e+02 -1.44300727e+02  4.91009543e-01  1.54444257e+02
 -1.44814973e+02  1.21235215e-02  1.53937210e+02 -1.44339854e+02
  4.88295379e-01  1.54429284e+02 -1.44801292e+02  7.98605887e-03
  1.53941842e+02 -1.44308747e+02  4.91496579e-01  1.54438660e+02
 -1.44803323e+02 -2.06090416e-02  1.53942904e+02 -1.44308588e+02
  4.91576467e-01  1.54418966e+02]
Niter:  3 row:  41 ngroup:  26 nlines:  6438 gd:  5944
[ 1.21971577e-10 -1.03193002e-05 -2.82832888e-01  1.61506805e+04
 -1.44769887e+02  1.71047441e-02  1.53950857e+02 -1.44285085e+02
  5.06989157e-01  1.54439119e+02 -1.44803564e+02  4.74508249e-03
  1.53949644e+02 -1.44305412e+02  4.82432211e-01  1.54436338e+02
 -1.44779473e+02  6.26089688e-03  1.53953400e+02 -1.44265370e+02
  4.95824300e-01  1.54446889e+02 -1.44773349e+02  9.37495805e-03
  1.53953485e+02 -1.44304390e+02  5.07386966e-01  1.54434800e+02
 -1.44772706e+02  3.34780590e-02  1.53949812e+02 -1.44283773e+02
  5.02290815e-01  1.54449192e+02 -1.44787488e+02  2.71973362e-02
  1.53962317e+02 -1.44297131e+02  5.00941441e-01  1.54438360e+02
 -1.44805518e+02  4.42602260e-03  1.53939680e+02 -1.44298377e+02
  4.93590414e-01  1.54432989e+02 -1.44784831e+02  1.81796126e-02
  1.53959371e+02 -1.44307976e+02  5.09818000e-01  1.54445619e+02
 -1.44783300e+02  1.98552357e-02  1.53943511e+02 -1.44301498e+02
  4.94048874e-01  1.54448388e+02 -1.44786321e+02  1.13854919e-02
  1.53944720e+02 -1.44300727e+02  4.91009543e-01  1.54444257e+02
 -1.44814973e+02  1.21235215e-02  1.53937210e+02 -1.44339854e+02
  4.88295379e-01  1.54429284e+02 -1.44801292e+02  7.98605887e-03
  1.53941842e+02 -1.44308747e+02  4.91496579e-01  1.54438660e+02
 -1.44803323e+02 -2.06090416e-02  1.53942904e+02 -1.44308588e+02
  4.91576467e-01  1.54418966e+02]
res:  5944 -0.0005177908915356966 0.014449703910941025 0.02336262485668437
[ 1.21947614e-10 -1.03193002e-05 -2.82832888e-01  1.61506805e+04
 -1.44769887e+02  1.71047441e-02  1.53950857e+02 -1.44285085e+02
  5.06989157e-01  1.54439119e+02 -1.44803564e+02  4.74508249e-03
  1.53949644e+02 -1.44305412e+02  4.82432211e-01  1.54436338e+02
 -1.44779473e+02  6.26089688e-03  1.53953400e+02 -1.44265370e+02
  4.95824300e-01  1.54446889e+02 -1.44773349e+02  9.37495805e-03
  1.53953485e+02 -1.44304390e+02  5.07386966e-01  1.54434800e+02
 -1.44772706e+02  3.34780590e-02  1.53949812e+02 -1.44283773e+02
  5.02290815e-01  1.54449192e+02 -1.44787488e+02  2.71973362e-02
  1.53962317e+02 -1.44297131e+02  5.00941441e-01  1.54438360e+02
 -1.44805518e+02  4.42602260e-03  1.53939680e+02 -1.44298377e+02
  4.93590414e-01  1.54432989e+02 -1.44784831e+02  1.81796126e-02
  1.53959371e+02 -1.44307976e+02  5.09818000e-01  1.54445619e+02
 -1.44783300e+02  1.98552357e-02  1.53943511e+02 -1.44301498e+02
  4.94048874e-01  1.54448388e+02 -1.44786321e+02  1.13854919e-02
  1.53944720e+02 -1.44300727e+02  4.91009543e-01  1.54444257e+02
 -1.44814973e+02  1.21235215e-02  1.53937210e+02 -1.44339854e+02
  4.88295379e-01  1.54429284e+02 -1.44801292e+02  7.98605887e-03
  1.53941842e+02 -1.44308747e+02  4.91496579e-01  1.54438660e+02
 -1.44803323e+02 -2.06090416e-02  1.53942904e+02 -1.44308588e+02
  4.91576467e-01  1.54418966e+02]
Niter:  4 row:  41 ngroup:  26 nlines:  6438 gd:  5937
[ 1.21947614e-10 -1.03193002e-05 -2.82832888e-01  1.61506805e+04
 -1.44769887e+02  1.71047441e-02  1.53950857e+02 -1.44285085e+02
  5.06989157e-01  1.54439119e+02 -1.44803564e+02  4.74508249e-03
  1.53949644e+02 -1.44305412e+02  4.82432211e-01  1.54436338e+02
 -1.44779473e+02  6.26089688e-03  1.53953400e+02 -1.44265370e+02
  4.95824300e-01  1.54446889e+02 -1.44773349e+02  9.37495805e-03
  1.53953485e+02 -1.44304390e+02  5.07386966e-01  1.54434800e+02
 -1.44772706e+02  3.34780590e-02  1.53949812e+02 -1.44283773e+02
  5.02290815e-01  1.54449192e+02 -1.44787488e+02  2.71973362e-02
  1.53962317e+02 -1.44297131e+02  5.00941441e-01  1.54438360e+02
 -1.44805518e+02  4.42602260e-03  1.53939680e+02 -1.44298377e+02
  4.93590414e-01  1.54432989e+02 -1.44784831e+02  1.81796126e-02
  1.53959371e+02 -1.44307976e+02  5.09818000e-01  1.54445619e+02
 -1.44783300e+02  1.98552357e-02  1.53943511e+02 -1.44301498e+02
  4.94048874e-01  1.54448388e+02 -1.44786321e+02  1.13854919e-02
  1.53944720e+02 -1.44300727e+02  4.91009543e-01  1.54444257e+02
 -1.44814973e+02  1.21235215e-02  1.53937210e+02 -1.44339854e+02
  4.88295379e-01  1.54429284e+02 -1.44801292e+02  7.98605887e-03
  1.53941842e+02 -1.44308747e+02  4.91496579e-01  1.54438660e+02
 -1.44803323e+02 -2.06090416e-02  1.53942904e+02 -1.44308588e+02
  4.91576467e-01  1.54418966e+02]
res:  5937 -0.0006353198550641537 0.014479603965810384 0.023268680020999667
[ 1.21947602e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
Niter:  5 row:  41 ngroup:  26 nlines:  6438 gd:  5938
[ 1.21947602e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
res:  5938 -0.0005539090916499845 0.014461532122368226 0.02328044092140974
[ 1.21934701e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
Niter:  6 row:  41 ngroup:  26 nlines:  6438 gd:  5941
[ 1.21934701e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
res:  5941 -0.0005384093501561438 0.014444674295191362 0.023319267658721235
[ 1.21930958e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
Saving figure to  wave_resid_43670005_fiber41.png
Final values:
res:  -0.0005384093501561438 0.023319267658721235
pars:  [ 1.21930958e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
41 [ 1.21930958e-10 -1.03193012e-05 -2.82832916e-01  1.61506822e+04
 -1.44761905e+02  2.28092434e-02  1.53954673e+02 -1.44277078e+02
  5.12683374e-01  1.54442905e+02 -1.44795620e+02  1.04625222e-02
  1.53953449e+02 -1.44297431e+02  4.88140655e-01  1.54442059e+02
 -1.44771476e+02  1.19685246e-02  1.53957184e+02 -1.44257364e+02
  5.01528795e-01  1.54450626e+02 -1.44765341e+02  1.50692034e-02
  1.53957250e+02 -1.44296379e+02  5.13076899e-01  1.54440537e+02
 -1.44764710e+02  3.91811173e-02  1.53953636e+02 -1.44275751e+02
  5.07985750e-01  1.54452976e+02 -1.44779546e+02  3.29011796e-02
  1.53966107e+02 -1.44289165e+02  5.06643282e-01  1.54442150e+02
 -1.44797481e+02  1.01207469e-02  1.53943476e+02 -1.44290353e+02
  4.96117335e-01  1.54436767e+02 -1.44776844e+02  2.39004817e-02
  1.53963191e+02 -1.44300030e+02  5.12479225e-01  1.54449370e+02
 -1.44775353e+02  2.25526111e-02  1.53947293e+02 -1.44293467e+02
  4.99760721e-01  1.54452195e+02 -1.44778344e+02  1.70845317e-02
  1.53948530e+02 -1.44292705e+02  4.96709159e-01  1.54448033e+02
 -1.44807019e+02  1.78307222e-02  1.53940993e+02 -1.44331867e+02
  4.93981784e-01  1.54433079e+02 -1.44793323e+02  1.36809559e-02
  1.53945638e+02 -1.44300757e+02  4.97190194e-01  1.54442428e+02
 -1.44795410e+02 -1.49252633e-02  1.53946659e+02 -1.44300587e+02
  4.97269154e-01  1.54422734e+02]
--- Row 43/300 row=42 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  42
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=42 ---
Niter:  0 row:  42 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.00047060543147381395 0.017419110863556853 0.03752154763121477
[ 1.21426309e-10 -1.03188059e-05 -2.82829600e-01  1.61506961e+04
 -1.44802759e+02 -1.54891427e-13  1.53950936e+02]
Niter:  1 row:  42 ngroup:  1 nlines:  249 gd:  230
[ 1.21426309e-10 -1.03188059e-05 -2.82829600e-01  1.61506961e+04
 -1.44802759e+02 -1.54891427e-13  1.53950936e+02]
res:  230 -0.0006795522022002842 0.017731528470903868 0.02824149644389854
[ 1.21597452e-10 -1.03194031e-05 -2.82833189e-01  1.61506997e+04
 -1.44778718e+02 -3.95210843e-12  1.53934057e+02]
Niter:  2 row:  42 ngroup:  1 nlines:  249 gd:  231
[ 1.21597452e-10 -1.03194031e-05 -2.82833189e-01  1.61506997e+04
 -1.44778718e+02 -3.95210843e-12  1.53934057e+02]
res:  231 -0.0007019229778961744 0.01758613520723884 0.028591083887827613
[ 1.21763184e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
Niter:  3 row:  42 ngroup:  1 nlines:  249 gd:  229
[ 1.21763184e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
res:  229 -0.001744824170600623 0.01785132039367454 0.027760861408051736
[ 1.21851446e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
Niter:  4 row:  42 ngroup:  1 nlines:  249 gd:  230
[ 1.21851446e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
res:  230 -0.0015716409379820107 0.01780983607932285 0.02817965082996851
[ 1.21819868e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
Niter:  5 row:  42 ngroup:  1 nlines:  249 gd:  230
[ 1.21819868e-10 -1.03194301e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
res:  230 -0.0017550550310261315 0.017713138895487646 0.028178724804379114
[ 1.21825693e-10 -1.03193831e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
Niter:  6 row:  42 ngroup:  1 nlines:  249 gd:  230
[ 1.21825693e-10 -1.03193831e-05 -2.82835755e-01  1.61507008e+04
 -1.44760446e+02 -2.37652865e-11  1.53925842e+02]
res:  230 -0.0016423458073404618 0.017541710923978826 0.028175487379018586
[ 1.21839873e-10 -1.03192301e-05 -2.82835923e-01  1.61507007e+04
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02]
Final values:
res:  -0.0016423458073404618 0.028175487379018586
pars:  [ 1.21839873e-10 -1.03192301e-05 -2.82835923e-01  1.61507007e+04
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02]
42 [ 1.21839873e-10 -1.03192301e-05 -2.82835923e-01  1.61507007e+04
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02]
elapsed: 3.0 sec.
Niter:  0 row:  42 ngroup:  26 nlines:  6501 gd:  6501
[ 1.21839873e-10 -1.03192301e-05 -2.82835923e-01  1.61507007e+04
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02 -1.44758923e+02 -1.12350754e-09
  1.53928447e+02 -1.44758923e+02 -1.12350754e-09  1.53928447e+02
 -1.44758923e+02 -1.12350754e-09  1.53928447e+02 -1.44758923e+02
 -1.12350754e-09  1.53928447e+02]
res:  6501 -0.00011630331755441148 0.015993865872587776 0.03530095213252724
[ 1.21839886e-10 -1.03192311e-05 -2.82835894e-01  1.61506991e+04
 -1.44761022e+02  1.06364469e-02  1.53927182e+02 -1.44309271e+02
  5.14858845e-01  1.54423953e+02 -1.44792169e+02 -8.17900809e-03
  1.53919873e+02 -1.44296769e+02  4.67301861e-01  1.54401873e+02
 -1.44759113e+02 -5.75362720e-03  1.53930725e+02 -1.44301804e+02
  5.23445313e-01  1.54409607e+02 -1.44738125e+02  7.78288403e-04
  1.53914135e+02 -1.44293863e+02  4.87617829e-01  1.54393199e+02
 -1.44790591e+02  1.10714294e-02  1.53927152e+02 -1.44273867e+02
  5.14812276e-01  1.54419501e+02 -1.44779993e+02  1.13129322e-02
  1.53913561e+02 -1.44296890e+02  5.10844442e-01  1.54428971e+02
 -1.44801432e+02 -2.84237391e-02  1.53902764e+02 -1.44296147e+02
  4.66524450e-01  1.54410282e+02 -1.44764817e+02 -1.12191574e-02
  1.53935044e+02 -1.44287097e+02  5.01248731e-01  1.54426485e+02
 -1.44787291e+02 -2.57047312e-02  1.53895070e+02 -1.44310322e+02
  4.77372967e-01  1.54406205e+02 -1.44808786e+02 -1.48463275e-02
  1.53919317e+02 -1.44302923e+02  5.18414253e-01  1.54418873e+02
 -1.44798456e+02 -1.49613519e-02  1.53903874e+02 -1.44323995e+02
  4.83680083e-01  1.54405643e+02 -1.44787242e+02 -1.24103962e-02
  1.53920119e+02 -1.44297674e+02  4.73604908e-01  1.54400703e+02
 -1.44816096e+02 -2.68851985e-02  1.53902747e+02 -1.44310884e+02
  4.69560933e-01  1.54396359e+02]
Niter:  1 row:  42 ngroup:  26 nlines:  6501 gd:  6074
[ 1.21839886e-10 -1.03192311e-05 -2.82835894e-01  1.61506991e+04
 -1.44761022e+02  1.06364469e-02  1.53927182e+02 -1.44309271e+02
  5.14858845e-01  1.54423953e+02 -1.44792169e+02 -8.17900809e-03
  1.53919873e+02 -1.44296769e+02  4.67301861e-01  1.54401873e+02
 -1.44759113e+02 -5.75362720e-03  1.53930725e+02 -1.44301804e+02
  5.23445313e-01  1.54409607e+02 -1.44738125e+02  7.78288403e-04
  1.53914135e+02 -1.44293863e+02  4.87617829e-01  1.54393199e+02
 -1.44790591e+02  1.10714294e-02  1.53927152e+02 -1.44273867e+02
  5.14812276e-01  1.54419501e+02 -1.44779993e+02  1.13129322e-02
  1.53913561e+02 -1.44296890e+02  5.10844442e-01  1.54428971e+02
 -1.44801432e+02 -2.84237391e-02  1.53902764e+02 -1.44296147e+02
  4.66524450e-01  1.54410282e+02 -1.44764817e+02 -1.12191574e-02
  1.53935044e+02 -1.44287097e+02  5.01248731e-01  1.54426485e+02
 -1.44787291e+02 -2.57047312e-02  1.53895070e+02 -1.44310322e+02
  4.77372967e-01  1.54406205e+02 -1.44808786e+02 -1.48463275e-02
  1.53919317e+02 -1.44302923e+02  5.18414253e-01  1.54418873e+02
 -1.44798456e+02 -1.49613519e-02  1.53903874e+02 -1.44323995e+02
  4.83680083e-01  1.54405643e+02 -1.44787242e+02 -1.24103962e-02
  1.53920119e+02 -1.44297674e+02  4.73604908e-01  1.54400703e+02
 -1.44816096e+02 -2.68851985e-02  1.53902747e+02 -1.44310884e+02
  4.69560933e-01  1.54396359e+02]
res:  6074 -0.0005997263888275484 0.015913652916424326 0.025697163660463995
[ 1.21839898e-10 -1.03192322e-05 -2.82835866e-01  1.61506975e+04
 -1.44772875e+02 -8.05047956e-03  1.53916658e+02 -1.44293002e+02
  5.09642286e-01  1.54409914e+02 -1.44784915e+02 -1.11379900e-02
  1.53915525e+02 -1.44317206e+02  4.59540014e-01  1.54388941e+02
 -1.44751783e+02 -2.91788810e-02  1.53929845e+02 -1.44285288e+02
  4.94215911e-01  1.54407571e+02 -1.44764653e+02 -9.73535918e-03
  1.53910560e+02 -1.44308224e+02  4.75404373e-01  1.54390840e+02
 -1.44790755e+02 -3.54597962e-03  1.53921316e+02 -1.44283041e+02
  4.84795973e-01  1.54408375e+02 -1.44773930e+02 -5.50210484e-03
  1.53911172e+02 -1.44277299e+02  4.78877213e-01  1.54415052e+02
 -1.44812347e+02 -4.59151413e-02  1.53903522e+02 -1.44300463e+02
  4.55260441e-01  1.54395214e+02 -1.44784799e+02 -1.74887521e-02
  1.53929731e+02 -1.44291736e+02  4.84093021e-01  1.54420814e+02
 -1.44788846e+02 -4.20987954e-02  1.53892055e+02 -1.44307275e+02
  4.71250210e-01  1.54404899e+02 -1.44808446e+02 -4.01107642e-02
  1.53922620e+02 -1.44296044e+02  5.01359035e-01  1.54418620e+02
 -1.44817583e+02 -4.26740936e-02  1.53897064e+02 -1.44318286e+02
  4.54536686e-01  1.54398530e+02 -1.44777998e+02 -2.35403051e-02
  1.53923362e+02 -1.44294438e+02  4.62942945e-01  1.54401379e+02
 -1.44824196e+02 -4.97972636e-02  1.53899825e+02 -1.44314929e+02
  4.50125070e-01  1.54372913e+02]
Niter:  2 row:  42 ngroup:  26 nlines:  6501 gd:  6071
[ 1.21839898e-10 -1.03192322e-05 -2.82835866e-01  1.61506975e+04
 -1.44772875e+02 -8.05047956e-03  1.53916658e+02 -1.44293002e+02
  5.09642286e-01  1.54409914e+02 -1.44784915e+02 -1.11379900e-02
  1.53915525e+02 -1.44317206e+02  4.59540014e-01  1.54388941e+02
 -1.44751783e+02 -2.91788810e-02  1.53929845e+02 -1.44285288e+02
  4.94215911e-01  1.54407571e+02 -1.44764653e+02 -9.73535918e-03
  1.53910560e+02 -1.44308224e+02  4.75404373e-01  1.54390840e+02
 -1.44790755e+02 -3.54597962e-03  1.53921316e+02 -1.44283041e+02
  4.84795973e-01  1.54408375e+02 -1.44773930e+02 -5.50210484e-03
  1.53911172e+02 -1.44277299e+02  4.78877213e-01  1.54415052e+02
 -1.44812347e+02 -4.59151413e-02  1.53903522e+02 -1.44300463e+02
  4.55260441e-01  1.54395214e+02 -1.44784799e+02 -1.74887521e-02
  1.53929731e+02 -1.44291736e+02  4.84093021e-01  1.54420814e+02
 -1.44788846e+02 -4.20987954e-02  1.53892055e+02 -1.44307275e+02
  4.71250210e-01  1.54404899e+02 -1.44808446e+02 -4.01107642e-02
  1.53922620e+02 -1.44296044e+02  5.01359035e-01  1.54418620e+02
 -1.44817583e+02 -4.26740936e-02  1.53897064e+02 -1.44318286e+02
  4.54536686e-01  1.54398530e+02 -1.44777998e+02 -2.35403051e-02
  1.53923362e+02 -1.44294438e+02  4.62942945e-01  1.54401379e+02
 -1.44824196e+02 -4.97972636e-02  1.53899825e+02 -1.44314929e+02
  4.50125070e-01  1.54372913e+02]
res:  6071 -0.0006317972656688653 0.01599861441172834 0.02562984633614553
[ 1.21839910e-10 -1.03192332e-05 -2.82835894e-01  1.61506980e+04
 -1.44770572e+02 -6.28206587e-03  1.53915878e+02 -1.44290684e+02
  5.15127498e-01  1.54411230e+02 -1.44782610e+02 -9.36270110e-03
  1.53918941e+02 -1.44314885e+02  4.61302034e-01  1.54388027e+02
 -1.44744482e+02 -2.74040415e-02  1.53931172e+02 -1.44282977e+02
  4.88901343e-01  1.54408891e+02 -1.44762343e+02 -7.96413093e-03
  1.53911883e+02 -1.44305907e+02  4.69946480e-01  1.54392162e+02
 -1.44788449e+02 -5.08407884e-03  1.53922638e+02 -1.44280724e+02
  4.79324254e-01  1.54409692e+02 -1.44771623e+02 -3.75185726e-03
  1.53912495e+02 -1.44274978e+02  4.80638877e-01  1.54416372e+02
 -1.44810030e+02 -4.41481402e-02  1.53906945e+02 -1.44298146e+02
  4.57030378e-01  1.54392613e+02 -1.44782488e+02 -1.57195156e-02
  1.53931054e+02 -1.44289425e+02  4.85854995e-01  1.54422136e+02
 -1.44780864e+02 -4.03233623e-02  1.53893380e+02 -1.44304971e+02
  4.73026165e-01  1.54406217e+02 -1.44800518e+02 -3.83291268e-02
  1.53923946e+02 -1.44288094e+02  5.03129916e-01  1.54419940e+02
 -1.44815274e+02 -4.40755926e-02  1.53898385e+02 -1.44315977e+02
  4.53177619e-01  1.54399851e+02 -1.44775671e+02 -2.17791006e-02
  1.53924687e+02 -1.44292123e+02  4.64708695e-01  1.54402701e+02
 -1.44821884e+02 -5.11825384e-02  1.53901146e+02 -1.44312613e+02
  4.51892822e-01  1.54374238e+02]
Niter:  3 row:  42 ngroup:  26 nlines:  6501 gd:  6072
[ 1.21839910e-10 -1.03192332e-05 -2.82835894e-01  1.61506980e+04
 -1.44770572e+02 -6.28206587e-03  1.53915878e+02 -1.44290684e+02
  5.15127498e-01  1.54411230e+02 -1.44782610e+02 -9.36270110e-03
  1.53918941e+02 -1.44314885e+02  4.61302034e-01  1.54388027e+02
 -1.44744482e+02 -2.74040415e-02  1.53931172e+02 -1.44282977e+02
  4.88901343e-01  1.54408891e+02 -1.44762343e+02 -7.96413093e-03
  1.53911883e+02 -1.44305907e+02  4.69946480e-01  1.54392162e+02
 -1.44788449e+02 -5.08407884e-03  1.53922638e+02 -1.44280724e+02
  4.79324254e-01  1.54409692e+02 -1.44771623e+02 -3.75185726e-03
  1.53912495e+02 -1.44274978e+02  4.80638877e-01  1.54416372e+02
 -1.44810030e+02 -4.41481402e-02  1.53906945e+02 -1.44298146e+02
  4.57030378e-01  1.54392613e+02 -1.44782488e+02 -1.57195156e-02
  1.53931054e+02 -1.44289425e+02  4.85854995e-01  1.54422136e+02
 -1.44780864e+02 -4.03233623e-02  1.53893380e+02 -1.44304971e+02
  4.73026165e-01  1.54406217e+02 -1.44800518e+02 -3.83291268e-02
  1.53923946e+02 -1.44288094e+02  5.03129916e-01  1.54419940e+02
 -1.44815274e+02 -4.40755926e-02  1.53898385e+02 -1.44315977e+02
  4.53177619e-01  1.54399851e+02 -1.44775671e+02 -2.17791006e-02
  1.53924687e+02 -1.44292123e+02  4.64708695e-01  1.54402701e+02
 -1.44821884e+02 -5.11825384e-02  1.53901146e+02 -1.44312613e+02
  4.51892822e-01  1.54374238e+02]
res:  6072 -0.00025089913106057793 0.015518870455707656 0.02557869348669069
[ 1.22233187e-10 -1.03199905e-05 -2.82840053e-01  1.61506994e+04
 -1.44756939e+02 -1.02197662e-03  1.53895814e+02 -1.44277798e+02
  5.19736967e-01  1.54390960e+02 -1.44769009e+02 -3.80476523e-03
  1.53898748e+02 -1.44302068e+02  4.66389856e-01  1.54365836e+02
 -1.44731847e+02 -2.17835010e-02  1.53911045e+02 -1.44269674e+02
  4.93636158e-01  1.54388734e+02 -1.44748931e+02 -2.36326487e-03
  1.53891781e+02 -1.44293049e+02  4.74934660e-01  1.54372027e+02
 -1.44775021e+02  1.23260317e-04  1.53902502e+02 -1.44267788e+02
  4.84329743e-01  1.54389459e+02 -1.44758077e+02 -2.24942743e-03
  1.53892350e+02 -1.44262294e+02  4.85485139e-01  1.54396235e+02
 -1.44797063e+02 -3.89402744e-02  1.53886848e+02 -1.44285171e+02
  4.62136491e-01  1.54370546e+02 -1.44769311e+02 -1.01951947e-02
  1.53910973e+02 -1.44276289e+02  4.91117950e-01  1.54402052e+02
 -1.44768066e+02 -3.48580342e-02  1.53873273e+02 -1.44291418e+02
  4.78214602e-01  1.54386062e+02 -1.44787656e+02 -3.24925741e-02
  1.53903880e+02 -1.44275262e+02  5.08595385e-01  1.54399772e+02
 -1.44801868e+02 -3.86048640e-02  1.53878272e+02 -1.44302794e+02
  4.58277185e-01  1.54379708e+02 -1.44763083e+02 -1.64697418e-02
  1.53904562e+02 -1.44279024e+02  4.69887026e-01  1.54382547e+02
 -1.44808818e+02 -4.59362980e-02  1.53880976e+02 -1.44299623e+02
  4.57082390e-01  1.54354070e+02]
Niter:  4 row:  42 ngroup:  26 nlines:  6501 gd:  6060
[ 1.22233187e-10 -1.03199905e-05 -2.82840053e-01  1.61506994e+04
 -1.44756939e+02 -1.02197662e-03  1.53895814e+02 -1.44277798e+02
  5.19736967e-01  1.54390960e+02 -1.44769009e+02 -3.80476523e-03
  1.53898748e+02 -1.44302068e+02  4.66389856e-01  1.54365836e+02
 -1.44731847e+02 -2.17835010e-02  1.53911045e+02 -1.44269674e+02
  4.93636158e-01  1.54388734e+02 -1.44748931e+02 -2.36326487e-03
  1.53891781e+02 -1.44293049e+02  4.74934660e-01  1.54372027e+02
 -1.44775021e+02  1.23260317e-04  1.53902502e+02 -1.44267788e+02
  4.84329743e-01  1.54389459e+02 -1.44758077e+02 -2.24942743e-03
  1.53892350e+02 -1.44262294e+02  4.85485139e-01  1.54396235e+02
 -1.44797063e+02 -3.89402744e-02  1.53886848e+02 -1.44285171e+02
  4.62136491e-01  1.54370546e+02 -1.44769311e+02 -1.01951947e-02
  1.53910973e+02 -1.44276289e+02  4.91117950e-01  1.54402052e+02
 -1.44768066e+02 -3.48580342e-02  1.53873273e+02 -1.44291418e+02
  4.78214602e-01  1.54386062e+02 -1.44787656e+02 -3.24925741e-02
  1.53903880e+02 -1.44275262e+02  5.08595385e-01  1.54399772e+02
 -1.44801868e+02 -3.86048640e-02  1.53878272e+02 -1.44302794e+02
  4.58277185e-01  1.54379708e+02 -1.44763083e+02 -1.64697418e-02
  1.53904562e+02 -1.44279024e+02  4.69887026e-01  1.54382547e+02
 -1.44808818e+02 -4.59362980e-02  1.53880976e+02 -1.44299623e+02
  4.57082390e-01  1.54354070e+02]
res:  6060 -0.0006136661504569929 0.015595551811202313 0.025401336087162604
[ 1.22233200e-10 -1.03199916e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
Niter:  5 row:  42 ngroup:  26 nlines:  6501 gd:  6057
[ 1.22233200e-10 -1.03199916e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
res:  6057 -0.0006075558740121778 0.01559250922582578 0.025359904013406345
[ 1.22229935e-10 -1.03199916e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
Niter:  6 row:  42 ngroup:  26 nlines:  6501 gd:  6057
[ 1.22229935e-10 -1.03199916e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
res:  6057 -0.0006047300721547799 0.01559169764368562 0.025359875597067472
[ 1.22233137e-10 -1.03199955e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
Saving figure to  wave_resid_43670005_fiber42.png
Final values:
res:  -0.0006047300721547799 0.025359875597067472
pars:  [ 1.22233137e-10 -1.03199955e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
42 [ 1.22233137e-10 -1.03199955e-05 -2.82840064e-01  1.61506978e+04
 -1.44766317e+02 -8.20683281e-03  1.53890349e+02 -1.44287150e+02
  5.09024824e-01  1.54385529e+02 -1.44778395e+02 -1.42494458e-02
  1.53893295e+02 -1.44311406e+02  4.59206895e-01  1.54360254e+02
 -1.44741199e+02 -2.89873018e-02  1.53907709e+02 -1.44279028e+02
  4.82914525e-01  1.54381204e+02 -1.44758299e+02 -9.55841811e-03
  1.53886324e+02 -1.44302376e+02  4.67769329e-01  1.54366569e+02
 -1.44784347e+02 -7.05734779e-03  1.53897041e+02 -1.44277127e+02
  4.77153422e-01  1.54384021e+02 -1.44767412e+02 -1.29104136e-02
  1.53886899e+02 -1.44271676e+02  4.78320647e-01  1.54390787e+02
 -1.44806383e+02 -4.97601329e-02  1.53881387e+02 -1.44294488e+02
  4.54963011e-01  1.54364969e+02 -1.44778636e+02 -1.73925184e-02
  1.53907601e+02 -1.44285582e+02  4.83929971e-01  1.54394624e+02
 -1.44772305e+02 -4.20493971e-02  1.53867808e+02 -1.44300744e+02
  4.71029404e-01  1.54380623e+02 -1.44796990e+02 -4.31772836e-02
  1.53898404e+02 -1.44284597e+02  4.98138803e-01  1.54394321e+02
 -1.44811169e+02 -4.57942713e-02  1.53872820e+02 -1.44312179e+02
  4.51104658e-01  1.54374243e+02 -1.44772445e+02 -2.36567361e-02
  1.53899099e+02 -1.44288374e+02  4.62709737e-01  1.54377091e+02
 -1.44818170e+02 -5.63662007e-02  1.53877602e+02 -1.44308938e+02
  4.49901706e-01  1.54348613e+02]
--- Row 44/300 row=43 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  43
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=43 ---
Niter:  0 row:  43 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0008920304026105441 0.015742981517178123 0.03324535848425031
[ 1.22069310e-10 -1.03194611e-05 -2.82842268e-01  1.61506409e+04
 -1.44763696e+02  1.73946131e-13  1.53887136e+02]
Niter:  1 row:  43 ngroup:  1 nlines:  243 gd:  227
[ 1.22069310e-10 -1.03194611e-05 -2.82842268e-01  1.61506409e+04
 -1.44763696e+02  1.73946131e-13  1.53887136e+02]
res:  227 -0.000552114379388513 0.0156960847107257 0.024166352910127385
[ 1.22503154e-10 -1.03195550e-05 -2.82849178e-01  1.61506459e+04
 -1.44698492e+02 -2.82103180e-12  1.53866323e+02]
Niter:  2 row:  43 ngroup:  1 nlines:  243 gd:  227
[ 1.22503154e-10 -1.03195550e-05 -2.82849178e-01  1.61506459e+04
 -1.44698492e+02 -2.82103180e-12  1.53866323e+02]
res:  227 -0.0004911166051897453 0.01570776608605229 0.024147124907819683
[ 1.22495285e-10 -1.03195550e-05 -2.82849178e-01  1.61506459e+04
 -1.44698492e+02 -2.82103180e-12  1.53866323e+02]
Niter:  3 row:  43 ngroup:  1 nlines:  243 gd:  230
[ 1.22495285e-10 -1.03195550e-05 -2.82849178e-01  1.61506459e+04
 -1.44698492e+02 -2.82103180e-12  1.53866323e+02]
res:  230 -0.00042883863534370903 0.016421397731392062 0.025294228354774597
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
Niter:  4 row:  43 ngroup:  1 nlines:  243 gd:  230
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
res:  230 -0.00042883863534370903 0.016421397731392062 0.025294228354774597
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
Niter:  5 row:  43 ngroup:  1 nlines:  243 gd:  230
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
res:  230 -0.00042883863534370903 0.016421397731392062 0.025294228354774597
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
Niter:  6 row:  43 ngroup:  1 nlines:  243 gd:  230
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
res:  230 -0.00042883863534370903 0.016421397731392062 0.025294228354774597
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
Final values:
res:  -0.00042883863534370903 0.025294228354774597
pars:  [ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
43 [ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02]
elapsed: 3.0 sec.
Niter:  0 row:  43 ngroup:  26 nlines:  6393 gd:  6393
[ 1.22701876e-10 -1.03193844e-05 -2.82851269e-01  1.61506468e+04
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02 -1.44682355e+02  6.02402694e-11
  1.53865482e+02 -1.44682355e+02  6.02402694e-11  1.53865482e+02
 -1.44682355e+02  6.02402694e-11  1.53865482e+02 -1.44682355e+02
  6.02402694e-11  1.53865482e+02]
res:  6393 0.0008559644447814208 0.016026744866394438 0.0350461721802307
[ 1.22701888e-10 -1.03193833e-05 -2.82851240e-01  1.61506452e+04
 -1.44694154e+02  1.57381555e-02  1.53866165e+02 -1.44200487e+02
  4.93225508e-01  1.54352936e+02 -1.44728929e+02 -4.18751250e-03
  1.53838569e+02 -1.44229535e+02  4.84238637e-01  1.54331307e+02
 -1.44720033e+02 -9.69317544e-03  1.53864368e+02 -1.44239638e+02
  5.08252564e-01  1.54352810e+02 -1.44691272e+02 -3.31744188e-03
  1.53862047e+02 -1.44202595e+02  5.02717167e-01  1.54332000e+02
 -1.44687734e+02  1.30372191e-02  1.53858485e+02 -1.44208148e+02
  4.81034348e-01  1.54356330e+02 -1.44673427e+02  1.29961192e-02
  1.53873647e+02 -1.44222379e+02  4.73699543e-01  1.54343276e+02
 -1.44737891e+02 -1.42934676e-02  1.53833725e+02 -1.44241966e+02
  4.73471275e-01  1.54327450e+02 -1.44692534e+02  5.77345213e-03
  1.53873078e+02 -1.44201280e+02  5.09274394e-01  1.54357297e+02
 -1.44739279e+02  3.39440815e-03  1.53844896e+02 -1.44205866e+02
  4.88561372e-01  1.54342710e+02 -1.44706354e+02 -3.50642714e-03
  1.53851708e+02 -1.44194513e+02  4.99749444e-01  1.54358448e+02
 -1.44718561e+02 -2.97763610e-02  1.53846683e+02 -1.44210980e+02
  4.53431186e-01  1.54336313e+02 -1.44734122e+02 -2.87510978e-02
  1.53865977e+02 -1.44229368e+02  4.66323741e-01  1.54350637e+02
 -1.44715899e+02 -4.39932018e-02  1.53840466e+02 -1.44277912e+02
  4.74235720e-01  1.54331371e+02]
Niter:  1 row:  43 ngroup:  26 nlines:  6393 gd:  5981
[ 1.22701888e-10 -1.03193833e-05 -2.82851240e-01  1.61506452e+04
 -1.44694154e+02  1.57381555e-02  1.53866165e+02 -1.44200487e+02
  4.93225508e-01  1.54352936e+02 -1.44728929e+02 -4.18751250e-03
  1.53838569e+02 -1.44229535e+02  4.84238637e-01  1.54331307e+02
 -1.44720033e+02 -9.69317544e-03  1.53864368e+02 -1.44239638e+02
  5.08252564e-01  1.54352810e+02 -1.44691272e+02 -3.31744188e-03
  1.53862047e+02 -1.44202595e+02  5.02717167e-01  1.54332000e+02
 -1.44687734e+02  1.30372191e-02  1.53858485e+02 -1.44208148e+02
  4.81034348e-01  1.54356330e+02 -1.44673427e+02  1.29961192e-02
  1.53873647e+02 -1.44222379e+02  4.73699543e-01  1.54343276e+02
 -1.44737891e+02 -1.42934676e-02  1.53833725e+02 -1.44241966e+02
  4.73471275e-01  1.54327450e+02 -1.44692534e+02  5.77345213e-03
  1.53873078e+02 -1.44201280e+02  5.09274394e-01  1.54357297e+02
 -1.44739279e+02  3.39440815e-03  1.53844896e+02 -1.44205866e+02
  4.88561372e-01  1.54342710e+02 -1.44706354e+02 -3.50642714e-03
  1.53851708e+02 -1.44194513e+02  4.99749444e-01  1.54358448e+02
 -1.44718561e+02 -2.97763610e-02  1.53846683e+02 -1.44210980e+02
  4.53431186e-01  1.54336313e+02 -1.44734122e+02 -2.87510978e-02
  1.53865977e+02 -1.44229368e+02  4.66323741e-01  1.54350637e+02
 -1.44715899e+02 -4.39932018e-02  1.53840466e+02 -1.44277912e+02
  4.74235720e-01  1.54331371e+02]
res:  5981 -0.0006679521684418432 0.016202859760596766 0.025871364488265068
[ 1.22701900e-10 -1.03193844e-05 -2.82851212e-01  1.61506436e+04
 -1.44696356e+02 -8.15728606e-03  1.53858154e+02 -1.44228751e+02
  4.80799865e-01  1.54346641e+02 -1.44747452e+02 -2.73276107e-02
  1.53839574e+02 -1.44236796e+02  4.55388158e-01  1.54321024e+02
 -1.44724351e+02 -2.87516222e-02  1.53861145e+02 -1.44225287e+02
  4.84135580e-01  1.54339326e+02 -1.44697473e+02 -1.88498474e-02
  1.53852425e+02 -1.44230014e+02  4.77424503e-01  1.54322876e+02
 -1.44694535e+02 -5.95883411e-03  1.53851456e+02 -1.44215144e+02
  4.67760822e-01  1.54346730e+02 -1.44686084e+02  1.21244366e-02
  1.53864982e+02 -1.44231263e+02  4.53122302e-01  1.54328594e+02
 -1.44753877e+02 -3.74000473e-02  1.53824898e+02 -1.44235175e+02
  4.47374934e-01  1.54330905e+02 -1.44711024e+02 -1.12968553e-02
  1.53868492e+02 -1.44220899e+02  4.82554693e-01  1.54350514e+02
 -1.44729628e+02 -3.00317601e-02  1.53840238e+02 -1.44235410e+02
  4.69915744e-01  1.54339980e+02 -1.44727104e+02 -1.83795724e-02
  1.53844691e+02 -1.44190542e+02  4.72686276e-01  1.54356775e+02
 -1.44744672e+02 -3.17462104e-02  1.53835912e+02 -1.44233702e+02
  4.22881881e-01  1.54328232e+02 -1.44723917e+02 -3.43271139e-02
  1.53855151e+02 -1.44244476e+02  4.46269736e-01  1.54338817e+02
 -1.44728123e+02 -6.67013510e-02  1.53838280e+02 -1.44286892e+02
  4.57620390e-01  1.54323855e+02]
Niter:  2 row:  43 ngroup:  26 nlines:  6393 gd:  5987
[ 1.22701900e-10 -1.03193844e-05 -2.82851212e-01  1.61506436e+04
 -1.44696356e+02 -8.15728606e-03  1.53858154e+02 -1.44228751e+02
  4.80799865e-01  1.54346641e+02 -1.44747452e+02 -2.73276107e-02
  1.53839574e+02 -1.44236796e+02  4.55388158e-01  1.54321024e+02
 -1.44724351e+02 -2.87516222e-02  1.53861145e+02 -1.44225287e+02
  4.84135580e-01  1.54339326e+02 -1.44697473e+02 -1.88498474e-02
  1.53852425e+02 -1.44230014e+02  4.77424503e-01  1.54322876e+02
 -1.44694535e+02 -5.95883411e-03  1.53851456e+02 -1.44215144e+02
  4.67760822e-01  1.54346730e+02 -1.44686084e+02  1.21244366e-02
  1.53864982e+02 -1.44231263e+02  4.53122302e-01  1.54328594e+02
 -1.44753877e+02 -3.74000473e-02  1.53824898e+02 -1.44235175e+02
  4.47374934e-01  1.54330905e+02 -1.44711024e+02 -1.12968553e-02
  1.53868492e+02 -1.44220899e+02  4.82554693e-01  1.54350514e+02
 -1.44729628e+02 -3.00317601e-02  1.53840238e+02 -1.44235410e+02
  4.69915744e-01  1.54339980e+02 -1.44727104e+02 -1.83795724e-02
  1.53844691e+02 -1.44190542e+02  4.72686276e-01  1.54356775e+02
 -1.44744672e+02 -3.17462104e-02  1.53835912e+02 -1.44233702e+02
  4.22881881e-01  1.54328232e+02 -1.44723917e+02 -3.43271139e-02
  1.53855151e+02 -1.44244476e+02  4.46269736e-01  1.54338817e+02
 -1.44728123e+02 -6.67013510e-02  1.53838280e+02 -1.44286892e+02
  4.57620390e-01  1.54323855e+02]
res:  5987 -0.0008714231953490525 0.01619609899535135 0.02591451697836658
[ 1.22701913e-10 -1.03193854e-05 -2.82851184e-01  1.61506420e+04
 -1.44703376e+02 -1.71275166e-02  1.53851246e+02 -1.44235769e+02
  4.75107062e-01  1.54341878e+02 -1.44754445e+02 -4.00815473e-02
  1.53834806e+02 -1.44243807e+02  4.49694144e-01  1.54316270e+02
 -1.44731362e+02 -3.44719366e-02  1.53856385e+02 -1.44232294e+02
  4.71531743e-01  1.54332614e+02 -1.44704477e+02 -2.83740359e-02
  1.53847662e+02 -1.44236985e+02  4.60668494e-01  1.54320058e+02
 -1.44696406e+02 -1.16524356e-02  1.53846693e+02 -1.44222141e+02
  4.62065966e-01  1.54341972e+02 -1.44693096e+02  9.83131544e-03
  1.53860217e+02 -1.44238283e+02  4.43614036e-01  1.54323847e+02
 -1.44760876e+02 -4.31186791e-02  1.53820137e+02 -1.44242183e+02
  4.38009173e-01  1.54326145e+02 -1.44718015e+02 -1.69999171e-02
  1.53863726e+02 -1.44232962e+02  4.76855394e-01  1.54345758e+02
 -1.44730863e+02 -4.27447538e-02  1.53835469e+02 -1.44242415e+02
  4.56598991e-01  1.54335224e+02 -1.44734123e+02 -2.40879372e-02
  1.53839928e+02 -1.44197539e+02  4.66963786e-01  1.54354111e+02
 -1.44751698e+02 -3.74659376e-02  1.53831138e+02 -1.44246806e+02
  4.13880574e-01  1.54323475e+02 -1.44725296e+02 -3.66450551e-02
  1.53850383e+02 -1.44251486e+02  4.40568640e-01  1.54331915e+02
 -1.44729962e+02 -7.24050476e-02  1.53833514e+02 -1.44293896e+02
  4.48347177e-01  1.54319098e+02]
Niter:  3 row:  43 ngroup:  26 nlines:  6393 gd:  5991
[ 1.22701913e-10 -1.03193854e-05 -2.82851184e-01  1.61506420e+04
 -1.44703376e+02 -1.71275166e-02  1.53851246e+02 -1.44235769e+02
  4.75107062e-01  1.54341878e+02 -1.44754445e+02 -4.00815473e-02
  1.53834806e+02 -1.44243807e+02  4.49694144e-01  1.54316270e+02
 -1.44731362e+02 -3.44719366e-02  1.53856385e+02 -1.44232294e+02
  4.71531743e-01  1.54332614e+02 -1.44704477e+02 -2.83740359e-02
  1.53847662e+02 -1.44236985e+02  4.60668494e-01  1.54320058e+02
 -1.44696406e+02 -1.16524356e-02  1.53846693e+02 -1.44222141e+02
  4.62065966e-01  1.54341972e+02 -1.44693096e+02  9.83131544e-03
  1.53860217e+02 -1.44238283e+02  4.43614036e-01  1.54323847e+02
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  4.38009173e-01  1.54326145e+02 -1.44718015e+02 -1.69999171e-02
  1.53863726e+02 -1.44232962e+02  4.76855394e-01  1.54345758e+02
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  4.56598991e-01  1.54335224e+02 -1.44734123e+02 -2.40879372e-02
  1.53839928e+02 -1.44197539e+02  4.66963786e-01  1.54354111e+02
 -1.44751698e+02 -3.74659376e-02  1.53831138e+02 -1.44246806e+02
  4.13880574e-01  1.54323475e+02 -1.44725296e+02 -3.66450551e-02
  1.53850383e+02 -1.44251486e+02  4.40568640e-01  1.54331915e+02
 -1.44729962e+02 -7.24050476e-02  1.53833514e+02 -1.44293896e+02
  4.48347177e-01  1.54319098e+02]
res:  5991 -0.001344921995041659 0.016077471402240917 0.02588173647726412
[ 1.22381798e-10 -1.03193079e-05 -2.82842856e-01  1.61506436e+04
 -1.44756745e+02 -1.06620930e-02  1.53901228e+02 -1.44289650e+02
  4.82726401e-01  1.54391831e+02 -1.44807483e+02 -3.30907309e-02
  1.53884718e+02 -1.44297039e+02  4.56573016e-01  1.54366350e+02
 -1.44784774e+02 -2.84204628e-02  1.53906406e+02 -1.44285479e+02
  4.78647581e-01  1.54382625e+02 -1.44757293e+02 -2.13110650e-02
  1.53897550e+02 -1.44289121e+02  4.68825868e-01  1.54369996e+02
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  4.69653784e-01  1.54391885e+02 -1.44746151e+02  1.64633135e-02
  1.53910114e+02 -1.44291751e+02  4.49946274e-01  1.54374124e+02
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  4.45147614e-01  1.54376192e+02 -1.44770568e+02 -1.02623486e-02
  1.53913540e+02 -1.44285434e+02  4.83852252e-01  1.54395776e+02
 -1.44783809e+02 -3.60019800e-02  1.53885274e+02 -1.44295574e+02
  4.63813126e-01  1.54385199e+02 -1.44787827e+02 -1.74470619e-02
  1.53889880e+02 -1.44250036e+02  4.72829304e-01  1.54404091e+02
 -1.44805957e+02 -3.17240193e-02  1.53880933e+02 -1.44301065e+02
  4.20905410e-01  1.54373407e+02 -1.44778290e+02 -3.02092744e-02
  1.53900251e+02 -1.44304619e+02  4.47282200e-01  1.54381799e+02
 -1.44782589e+02 -6.56307222e-02  1.53883375e+02 -1.44346908e+02
  4.55284057e-01  1.54368910e+02]
Niter:  4 row:  43 ngroup:  26 nlines:  6393 gd:  5991
[ 1.22381798e-10 -1.03193079e-05 -2.82842856e-01  1.61506436e+04
 -1.44756745e+02 -1.06620930e-02  1.53901228e+02 -1.44289650e+02
  4.82726401e-01  1.54391831e+02 -1.44807483e+02 -3.30907309e-02
  1.53884718e+02 -1.44297039e+02  4.56573016e-01  1.54366350e+02
 -1.44784774e+02 -2.84204628e-02  1.53906406e+02 -1.44285479e+02
  4.78647581e-01  1.54382625e+02 -1.44757293e+02 -2.13110650e-02
  1.53897550e+02 -1.44289121e+02  4.68825868e-01  1.54369996e+02
 -1.44749458e+02 -3.83510142e-03  1.53896526e+02 -1.44274495e+02
  4.69653784e-01  1.54391885e+02 -1.44746151e+02  1.64633135e-02
  1.53910114e+02 -1.44291751e+02  4.49946274e-01  1.54374124e+02
 -1.44813295e+02 -3.71001038e-02  1.53870080e+02 -1.44295503e+02
  4.45147614e-01  1.54376192e+02 -1.44770568e+02 -1.02623486e-02
  1.53913540e+02 -1.44285434e+02  4.83852252e-01  1.54395776e+02
 -1.44783809e+02 -3.60019800e-02  1.53885274e+02 -1.44295574e+02
  4.63813126e-01  1.54385199e+02 -1.44787827e+02 -1.74470619e-02
  1.53889880e+02 -1.44250036e+02  4.72829304e-01  1.54404091e+02
 -1.44805957e+02 -3.17240193e-02  1.53880933e+02 -1.44301065e+02
  4.20905410e-01  1.54373407e+02 -1.44778290e+02 -3.02092744e-02
  1.53900251e+02 -1.44304619e+02  4.47282200e-01  1.54381799e+02
 -1.44782589e+02 -6.56307222e-02  1.53883375e+02 -1.44346908e+02
  4.55284057e-01  1.54368910e+02]
res:  5991 -0.0009042160891112871 0.016027784133257228 0.025846166711691914
[ 1.22381786e-10 -1.03193090e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
Niter:  5 row:  43 ngroup:  26 nlines:  6393 gd:  5991
[ 1.22381786e-10 -1.03193090e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
res:  5991 -0.0009125128890445922 0.016026342753320932 0.025846659348859036
[ 1.22383458e-10 -1.03193090e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
Niter:  6 row:  43 ngroup:  26 nlines:  6393 gd:  5991
[ 1.22383458e-10 -1.03193090e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
res:  5991 -0.000901855844858801 0.016030047800086322 0.02584665916494464
[ 1.22382213e-10 -1.03193105e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
Saving figure to  wave_resid_43670005_fiber43.png
Final values:
res:  -0.000901855844858801 0.02584665916494464
pars:  [ 1.22382213e-10 -1.03193105e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
43 [ 1.22382213e-10 -1.03193105e-05 -2.82842884e-01  1.61506452e+04
 -1.44745459e+02 -1.82436236e-03  1.53906316e+02 -1.44277671e+02
  4.87850015e-01  1.54396852e+02 -1.44795833e+02 -2.46835183e-02
  1.53889630e+02 -1.44285642e+02  4.61774368e-01  1.54373396e+02
 -1.44767730e+02 -1.99090614e-02  1.53911416e+02 -1.44273966e+02
  4.83841431e-01  1.54385692e+02 -1.44741616e+02 -1.61323228e-02
  1.53902625e+02 -1.44277802e+02  4.77386052e-01  1.54375236e+02
 -1.44738066e+02  4.77881618e-03  1.53901621e+02 -1.44263627e+02
  4.74771237e-01  1.54396996e+02 -1.44735006e+02  2.17048725e-02
  1.53917186e+02 -1.44280337e+02  4.55161414e-01  1.54379147e+02
 -1.44802456e+02 -3.18032753e-02  1.53875158e+02 -1.44278321e+02
  4.50315532e-01  1.54381215e+02 -1.44759345e+02 -1.98391287e-03
  1.53918597e+02 -1.44274229e+02  4.89053276e-01  1.54400935e+02
 -1.44777829e+02 -2.71541915e-02  1.53890300e+02 -1.44284060e+02
  4.68973841e-01  1.54390290e+02 -1.44776131e+02 -5.70183149e-03
  1.53894919e+02 -1.44239045e+02  4.78122605e-01  1.54409184e+02
 -1.44799839e+02 -2.30007177e-02  1.53885877e+02 -1.44300241e+02
  4.26103657e-01  1.54378535e+02 -1.44766668e+02 -2.15075892e-02
  1.53902989e+02 -1.44293238e+02  4.56081961e-01  1.54386918e+02
 -1.44766109e+02 -5.69770990e-02  1.53888387e+02 -1.44330719e+02
  4.64339207e-01  1.54375980e+02]
--- Row 45/300 row=44 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  44
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=44 ---
Niter:  0 row:  44 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.00016121297267090995 0.013478475427291414 0.029952160460571087
[ 1.21569476e-10 -1.03204095e-05 -2.82835211e-01  1.61506956e+04
 -1.44791269e+02  1.48124297e-13  1.53906260e+02]
Niter:  1 row:  44 ngroup:  1 nlines:  252 gd:  233
[ 1.21569476e-10 -1.03204095e-05 -2.82835211e-01  1.61506956e+04
 -1.44791269e+02  1.48124297e-13  1.53906260e+02]
res:  233 -0.0004368874233477982 0.013857894697139272 0.022106881931373275
[ 1.21906675e-10 -1.03204272e-05 -2.82840687e-01  1.61506965e+04
 -1.44759902e+02  9.30635961e-11  1.53881461e+02]
Niter:  2 row:  44 ngroup:  1 nlines:  252 gd:  235
[ 1.21906675e-10 -1.03204272e-05 -2.82840687e-01  1.61506965e+04
 -1.44759902e+02  9.30635961e-11  1.53881461e+02]
res:  235 5.107989181851735e-05 0.014095888804149581 0.02267568881025751
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
Niter:  3 row:  44 ngroup:  1 nlines:  252 gd:  235
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
res:  235 5.107989181851735e-05 0.014095888804149581 0.02267568881025751
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
Niter:  4 row:  44 ngroup:  1 nlines:  252 gd:  235
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
res:  235 5.107989181851735e-05 0.014095888804149581 0.02267568881025751
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
Niter:  5 row:  44 ngroup:  1 nlines:  252 gd:  235
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
res:  235 5.107989181851735e-05 0.014095888804149581 0.02267568881025751
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
Niter:  6 row:  44 ngroup:  1 nlines:  252 gd:  235
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
res:  235 5.107989181851735e-05 0.014095888804149581 0.02267568881025751
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
Final values:
res:  5.107989181851735e-05 0.02267568881025751
pars:  [ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
44 [ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02]
elapsed: 3.0 sec.
Niter:  0 row:  44 ngroup:  26 nlines:  6558 gd:  6558
[ 1.22019692e-10 -1.03205074e-05 -2.82842360e-01  1.61506973e+04
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02 -1.44748461e+02  2.18014528e-10
  1.53877692e+02 -1.44748461e+02  2.18014528e-10  1.53877692e+02
 -1.44748461e+02  2.18014528e-10  1.53877692e+02 -1.44748461e+02
  2.18014528e-10  1.53877692e+02]
res:  6558 0.0003947901368519524 0.014558769958966877 0.03458870560957098
[ 1.22019704e-10 -1.03205084e-05 -2.82842332e-01  1.61506957e+04
 -1.44750159e+02  5.59978604e-04  1.53875009e+02 -1.44277503e+02
  4.75447916e-01  1.54383362e+02 -1.44768358e+02 -1.79295648e-02
  1.53868303e+02 -1.44277641e+02  4.58324003e-01  1.54347083e+02
 -1.44766696e+02 -3.37737443e-02  1.53893542e+02 -1.44284055e+02
  4.71255236e-01  1.54381138e+02 -1.44770945e+02 -2.19325791e-02
  1.53882803e+02 -1.44280627e+02  4.72997288e-01  1.54358494e+02
 -1.44759417e+02 -1.17266508e-02  1.53882399e+02 -1.44259256e+02
  4.51903059e-01  1.54374021e+02 -1.44762459e+02 -1.47659444e-02
  1.53882284e+02 -1.44266730e+02  4.69378375e-01  1.54377635e+02
 -1.44810701e+02 -5.48753023e-02  1.53876758e+02 -1.44275470e+02
  4.59223253e-01  1.54367600e+02 -1.44756271e+02 -1.58276758e-02
  1.53896830e+02 -1.44285363e+02  4.56514332e-01  1.54385430e+02
 -1.44773763e+02 -2.58066000e-02  1.53864336e+02 -1.44302747e+02
  4.55874968e-01  1.54371151e+02 -1.44805769e+02 -2.29423696e-02
  1.53877735e+02 -1.44287875e+02  5.02762952e-01  1.54382447e+02
 -1.44802451e+02 -3.83616420e-02  1.53861137e+02 -1.44291288e+02
  4.41556158e-01  1.54360572e+02 -1.44814839e+02 -2.78388441e-02
  1.53880990e+02 -1.44324421e+02  4.63870124e-01  1.54374007e+02
 -1.44797892e+02 -5.07191567e-02  1.53878452e+02 -1.44319954e+02
  4.30222027e-01  1.54355561e+02]
Niter:  1 row:  44 ngroup:  26 nlines:  6558 gd:  6060
[ 1.22019704e-10 -1.03205084e-05 -2.82842332e-01  1.61506957e+04
 -1.44750159e+02  5.59978604e-04  1.53875009e+02 -1.44277503e+02
  4.75447916e-01  1.54383362e+02 -1.44768358e+02 -1.79295648e-02
  1.53868303e+02 -1.44277641e+02  4.58324003e-01  1.54347083e+02
 -1.44766696e+02 -3.37737443e-02  1.53893542e+02 -1.44284055e+02
  4.71255236e-01  1.54381138e+02 -1.44770945e+02 -2.19325791e-02
  1.53882803e+02 -1.44280627e+02  4.72997288e-01  1.54358494e+02
 -1.44759417e+02 -1.17266508e-02  1.53882399e+02 -1.44259256e+02
  4.51903059e-01  1.54374021e+02 -1.44762459e+02 -1.47659444e-02
  1.53882284e+02 -1.44266730e+02  4.69378375e-01  1.54377635e+02
 -1.44810701e+02 -5.48753023e-02  1.53876758e+02 -1.44275470e+02
  4.59223253e-01  1.54367600e+02 -1.44756271e+02 -1.58276758e-02
  1.53896830e+02 -1.44285363e+02  4.56514332e-01  1.54385430e+02
 -1.44773763e+02 -2.58066000e-02  1.53864336e+02 -1.44302747e+02
  4.55874968e-01  1.54371151e+02 -1.44805769e+02 -2.29423696e-02
  1.53877735e+02 -1.44287875e+02  5.02762952e-01  1.54382447e+02
 -1.44802451e+02 -3.83616420e-02  1.53861137e+02 -1.44291288e+02
  4.41556158e-01  1.54360572e+02 -1.44814839e+02 -2.78388441e-02
  1.53880990e+02 -1.44324421e+02  4.63870124e-01  1.54374007e+02
 -1.44797892e+02 -5.07191567e-02  1.53878452e+02 -1.44319954e+02
  4.30222027e-01  1.54355561e+02]
res:  6060 -0.0007962357649375917 0.014488730817902251 0.023682458543528278
[ 1.22019717e-10 -1.03205094e-05 -2.82842304e-01  1.61506941e+04
 -1.44762434e+02 -1.13843310e-02  1.53868158e+02 -1.44289310e+02
  4.54578048e-01  1.54365869e+02 -1.44776524e+02 -4.35712119e-02
  1.53859257e+02 -1.44294005e+02  4.39803975e-01  1.54346180e+02
 -1.44787262e+02 -5.64097344e-02  1.53888686e+02 -1.44290840e+02
  4.63831126e-01  1.54375223e+02 -1.44776871e+02 -3.87182094e-02
  1.53881807e+02 -1.44268609e+02  4.49744974e-01  1.54349841e+02
 -1.44768728e+02 -3.52305748e-02  1.53877546e+02 -1.44271239e+02
  4.40004817e-01  1.54370918e+02 -1.44776649e+02 -2.22482928e-02
  1.53872374e+02 -1.44295250e+02  4.43449754e-01  1.54372851e+02
 -1.44812160e+02 -6.57856514e-02  1.53871162e+02 -1.44291934e+02
  4.36592483e-01  1.54355462e+02 -1.44785194e+02 -3.01957794e-02
  1.53894104e+02 -1.44276156e+02  4.42508367e-01  1.54383927e+02
 -1.44784302e+02 -3.75792621e-02  1.53865322e+02 -1.44304311e+02
  4.46581142e-01  1.54361009e+02 -1.44810644e+02 -4.55662416e-02
  1.53882748e+02 -1.44301488e+02  4.81727596e-01  1.54363447e+02
 -1.44816455e+02 -6.37842771e-02  1.53855997e+02 -1.44302649e+02
  4.30578599e-01  1.54348375e+02 -1.44804386e+02 -4.83326635e-02
  1.53871908e+02 -1.44306725e+02  4.57429339e-01  1.54365466e+02
 -1.44791217e+02 -6.11383910e-02  1.53872552e+02 -1.44323819e+02
  4.23279257e-01  1.54347561e+02]
Niter:  2 row:  44 ngroup:  26 nlines:  6558 gd:  6052
[ 1.22019717e-10 -1.03205094e-05 -2.82842304e-01  1.61506941e+04
 -1.44762434e+02 -1.13843310e-02  1.53868158e+02 -1.44289310e+02
  4.54578048e-01  1.54365869e+02 -1.44776524e+02 -4.35712119e-02
  1.53859257e+02 -1.44294005e+02  4.39803975e-01  1.54346180e+02
 -1.44787262e+02 -5.64097344e-02  1.53888686e+02 -1.44290840e+02
  4.63831126e-01  1.54375223e+02 -1.44776871e+02 -3.87182094e-02
  1.53881807e+02 -1.44268609e+02  4.49744974e-01  1.54349841e+02
 -1.44768728e+02 -3.52305748e-02  1.53877546e+02 -1.44271239e+02
  4.40004817e-01  1.54370918e+02 -1.44776649e+02 -2.22482928e-02
  1.53872374e+02 -1.44295250e+02  4.43449754e-01  1.54372851e+02
 -1.44812160e+02 -6.57856514e-02  1.53871162e+02 -1.44291934e+02
  4.36592483e-01  1.54355462e+02 -1.44785194e+02 -3.01957794e-02
  1.53894104e+02 -1.44276156e+02  4.42508367e-01  1.54383927e+02
 -1.44784302e+02 -3.75792621e-02  1.53865322e+02 -1.44304311e+02
  4.46581142e-01  1.54361009e+02 -1.44810644e+02 -4.55662416e-02
  1.53882748e+02 -1.44301488e+02  4.81727596e-01  1.54363447e+02
 -1.44816455e+02 -6.37842771e-02  1.53855997e+02 -1.44302649e+02
  4.30578599e-01  1.54348375e+02 -1.44804386e+02 -4.83326635e-02
  1.53871908e+02 -1.44306725e+02  4.57429339e-01  1.54365466e+02
 -1.44791217e+02 -6.11383910e-02  1.53872552e+02 -1.44323819e+02
  4.23279257e-01  1.54347561e+02]
res:  6052 -0.0007535099848610116 0.014597092168514791 0.023551610794888815
[ 1.22019729e-10 -1.03205104e-05 -2.82842275e-01  1.61506925e+04
 -1.44769420e+02 -1.70825284e-02  1.53863391e+02 -1.44296274e+02
  4.45872382e-01  1.54361110e+02 -1.44783535e+02 -4.92702378e-02
  1.53854497e+02 -1.44306108e+02  4.30688542e-01  1.54341422e+02
 -1.44794253e+02 -6.53010672e-02  1.53883922e+02 -1.44286165e+02
  4.58131462e-01  1.54370463e+02 -1.44779202e+02 -4.77767271e-02
  1.53878943e+02 -1.44271328e+02  4.40547118e-01  1.54345084e+02
 -1.44775721e+02 -4.09166910e-02  1.53872781e+02 -1.44278244e+02
  4.34305683e-01  1.54366166e+02 -1.44783653e+02 -2.79417376e-02
  1.53867615e+02 -1.44312391e+02  4.37752130e-01  1.54368095e+02
 -1.44819148e+02 -7.46518992e-02  1.53866403e+02 -1.44304353e+02
  4.30870112e-01  1.54346993e+02 -1.44792186e+02 -3.58957240e-02
  1.53889341e+02 -1.44283173e+02  4.36800107e-01  1.54379170e+02
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  4.40873487e-01  1.54356241e+02 -1.44812891e+02 -5.12469599e-02
  1.53879949e+02 -1.44308469e+02  4.76015597e-01  1.54358695e+02
 -1.44823460e+02 -7.29203125e-02  1.53851236e+02 -1.44309660e+02
  4.24877703e-01  1.54341797e+02 -1.44811383e+02 -5.40438986e-02
  1.53867140e+02 -1.44302590e+02  4.54827108e-01  1.54360709e+02
 -1.44792935e+02 -6.68437268e-02  1.53867787e+02 -1.44326013e+02
  4.17569606e-01  1.54342809e+02]
Niter:  3 row:  44 ngroup:  26 nlines:  6558 gd:  6057
[ 1.22019729e-10 -1.03205104e-05 -2.82842275e-01  1.61506925e+04
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  4.45872382e-01  1.54361110e+02 -1.44783535e+02 -4.92702378e-02
  1.53854497e+02 -1.44306108e+02  4.30688542e-01  1.54341422e+02
 -1.44794253e+02 -6.53010672e-02  1.53883922e+02 -1.44286165e+02
  4.58131462e-01  1.54370463e+02 -1.44779202e+02 -4.77767271e-02
  1.53878943e+02 -1.44271328e+02  4.40547118e-01  1.54345084e+02
 -1.44775721e+02 -4.09166910e-02  1.53872781e+02 -1.44278244e+02
  4.34305683e-01  1.54366166e+02 -1.44783653e+02 -2.79417376e-02
  1.53867615e+02 -1.44312391e+02  4.37752130e-01  1.54368095e+02
 -1.44819148e+02 -7.46518992e-02  1.53866403e+02 -1.44304353e+02
  4.30870112e-01  1.54346993e+02 -1.44792186e+02 -3.58957240e-02
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  4.40873487e-01  1.54356241e+02 -1.44812891e+02 -5.12469599e-02
  1.53879949e+02 -1.44308469e+02  4.76015597e-01  1.54358695e+02
 -1.44823460e+02 -7.29203125e-02  1.53851236e+02 -1.44309660e+02
  4.24877703e-01  1.54341797e+02 -1.44811383e+02 -5.40438986e-02
  1.53867140e+02 -1.44302590e+02  4.54827108e-01  1.54360709e+02
 -1.44792935e+02 -6.68437268e-02  1.53867787e+02 -1.44326013e+02
  4.17569606e-01  1.54342809e+02]
res:  6057 -0.0007603922740599955 0.014582948429051612 0.023613314206485245
[ 1.22028531e-10 -1.03205104e-05 -2.82842275e-01  1.61506925e+04
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  4.45872382e-01  1.54361110e+02 -1.44783535e+02 -4.92702378e-02
  1.53854497e+02 -1.44306108e+02  4.30688542e-01  1.54341422e+02
 -1.44794253e+02 -6.53010672e-02  1.53883922e+02 -1.44286165e+02
  4.58131462e-01  1.54370463e+02 -1.44779202e+02 -4.77767271e-02
  1.53878943e+02 -1.44271328e+02  4.40547118e-01  1.54345084e+02
 -1.44775721e+02 -4.09166910e-02  1.53872781e+02 -1.44278244e+02
  4.34305683e-01  1.54366166e+02 -1.44783653e+02 -2.79417376e-02
  1.53867615e+02 -1.44312391e+02  4.37752130e-01  1.54368095e+02
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  4.30870112e-01  1.54346993e+02 -1.44792186e+02 -3.58957240e-02
  1.53889341e+02 -1.44283173e+02  4.36800107e-01  1.54379170e+02
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  4.40873487e-01  1.54356241e+02 -1.44812891e+02 -5.12469599e-02
  1.53879949e+02 -1.44308469e+02  4.76015597e-01  1.54358695e+02
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  4.24877703e-01  1.54341797e+02 -1.44811383e+02 -5.40438986e-02
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 -1.44792935e+02 -6.68437268e-02  1.53867787e+02 -1.44326013e+02
  4.17569606e-01  1.54342809e+02]
Niter:  4 row:  44 ngroup:  26 nlines:  6558 gd:  6056
[ 1.22028531e-10 -1.03205104e-05 -2.82842275e-01  1.61506925e+04
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  1.53878943e+02 -1.44271328e+02  4.40547118e-01  1.54345084e+02
 -1.44775721e+02 -4.09166910e-02  1.53872781e+02 -1.44278244e+02
  4.34305683e-01  1.54366166e+02 -1.44783653e+02 -2.79417376e-02
  1.53867615e+02 -1.44312391e+02  4.37752130e-01  1.54368095e+02
 -1.44819148e+02 -7.46518992e-02  1.53866403e+02 -1.44304353e+02
  4.30870112e-01  1.54346993e+02 -1.44792186e+02 -3.58957240e-02
  1.53889341e+02 -1.44283173e+02  4.36800107e-01  1.54379170e+02
 -1.44791310e+02 -4.32898597e-02  1.53860557e+02 -1.44311308e+02
  4.40873487e-01  1.54356241e+02 -1.44812891e+02 -5.12469599e-02
  1.53879949e+02 -1.44308469e+02  4.76015597e-01  1.54358695e+02
 -1.44823460e+02 -7.29203125e-02  1.53851236e+02 -1.44309660e+02
  4.24877703e-01  1.54341797e+02 -1.44811383e+02 -5.40438986e-02
  1.53867140e+02 -1.44302590e+02  4.54827108e-01  1.54360709e+02
 -1.44792935e+02 -6.68437268e-02  1.53867787e+02 -1.44326013e+02
  4.17569606e-01  1.54342809e+02]
res:  6056 -0.0006720674082316691 0.014556228799847304 0.023598543526390132
[ 1.22028543e-10 -1.03205115e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
Niter:  5 row:  44 ngroup:  26 nlines:  6558 gd:  6056
[ 1.22028543e-10 -1.03205115e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
res:  6056 -0.0006725286893924931 0.014559616309270496 0.02359783023273378
[ 1.22033974e-10 -1.03205115e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
Niter:  6 row:  44 ngroup:  26 nlines:  6558 gd:  6056
[ 1.22033974e-10 -1.03205115e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
res:  6056 -0.0006488167418865487 0.014568427742233325 0.023597777644264146
[ 1.22033076e-10 -1.03205193e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
Saving figure to  wave_resid_43670005_fiber44.png
Final values:
res:  -0.0006488167418865487 0.023597777644264146
pars:  [ 1.22033076e-10 -1.03205193e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
44 [ 1.22033076e-10 -1.03205193e-05 -2.82842247e-01  1.61506909e+04
 -1.44776770e+02 -2.27783812e-02  1.53858970e+02 -1.44303590e+02
  4.40182758e-01  1.54356707e+02 -1.44790926e+02 -5.49734498e-02
  1.53850093e+02 -1.44318526e+02  4.24994315e-01  1.54337024e+02
 -1.44801614e+02 -7.09988989e-02  1.53879508e+02 -1.44288493e+02
  4.52428483e-01  1.54366060e+02 -1.44786588e+02 -5.65483896e-02
  1.53874529e+02 -1.44278739e+02  4.34858490e-01  1.54340685e+02
 -1.44783081e+02 -4.65944440e-02  1.53868364e+02 -1.44285626e+02
  4.28610224e-01  1.54363573e+02 -1.44791035e+02 -3.36359126e-02
  1.53863212e+02 -1.44324556e+02  4.32056313e-01  1.54363699e+02
 -1.44826504e+02 -8.03567970e-02  1.53862001e+02 -1.44311760e+02
  4.25153159e-01  1.54342620e+02 -1.44799547e+02 -4.16023507e-02
  1.53884927e+02 -1.44290571e+02  4.31100736e-01  1.54374773e+02
 -1.44798698e+02 -4.89938865e-02  1.53856139e+02 -1.44318676e+02
  4.35166167e-01  1.54351820e+02 -1.44815303e+02 -5.69423135e-02
  1.53875547e+02 -1.44315814e+02  4.70310715e-01  1.54354306e+02
 -1.44830841e+02 -7.85924118e-02  1.53846829e+02 -1.44317050e+02
  4.19175584e-01  1.54337396e+02 -1.44818753e+02 -5.97520779e-02
  1.53862718e+02 -1.44309985e+02  4.49138583e-01  1.54356311e+02
 -1.44800349e+02 -7.25423124e-02  1.53863371e+02 -1.44333390e+02
  4.11859488e-01  1.54338419e+02]
--- Row 46/300 row=45 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  45
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=45 ---
Niter:  0 row:  45 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.0005087187864774023 0.014715915436681826 0.03279657463166089
[ 1.21948476e-10 -1.03191829e-05 -2.82839580e-01  1.61506921e+04
 -1.44746420e+02  4.75545316e-14  1.53956599e+02]
Niter:  1 row:  45 ngroup:  1 nlines:  246 gd:  229
[ 1.21948476e-10 -1.03191829e-05 -2.82839580e-01  1.61506921e+04
 -1.44746420e+02  4.75545316e-14  1.53956599e+02]
res:  229 -0.0009318389211330214 0.015676301260100445 0.024329368265269137
[ 1.21955609e-10 -1.03190796e-05 -2.82839316e-01  1.61506958e+04
 -1.44717498e+02  9.09540093e-12  1.53966326e+02]
Niter:  2 row:  45 ngroup:  1 nlines:  246 gd:  232
[ 1.21955609e-10 -1.03190796e-05 -2.82839316e-01  1.61506958e+04
 -1.44717498e+02  9.09540093e-12  1.53966326e+02]
res:  232 -0.0017720914847814129 0.015975749172866927 0.025323697173510025
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
Niter:  3 row:  45 ngroup:  1 nlines:  246 gd:  232
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
res:  232 -0.0017720914847814129 0.015975749172866927 0.025323697173510025
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
Niter:  4 row:  45 ngroup:  1 nlines:  246 gd:  232
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
res:  232 -0.0017720914847814129 0.015975749172866927 0.025323697173510025
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
Niter:  5 row:  45 ngroup:  1 nlines:  246 gd:  232
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
res:  232 -0.0017720914847814129 0.015975749172866927 0.025323697173510025
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
Niter:  6 row:  45 ngroup:  1 nlines:  246 gd:  232
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
res:  232 -0.0017720914847814129 0.015975749172866927 0.025323697173510025
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
Final values:
res:  -0.0017720914847814129 0.025323697173510025
pars:  [ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
45 [ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02]
elapsed: 3.0 sec.
Niter:  0 row:  45 ngroup:  26 nlines:  6414 gd:  6414
[ 1.21998606e-10 -1.03192549e-05 -2.82840648e-01  1.61506968e+04
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02 -1.44707361e+02 -9.27849212e-11
  1.53954960e+02 -1.44707361e+02 -9.27849212e-11  1.53954960e+02
 -1.44707361e+02 -9.27849212e-11  1.53954960e+02 -1.44707361e+02
 -9.27849212e-11  1.53954960e+02]
res:  6414 -0.0001748377044350491 0.015100963186341687 0.03450373484346359
[ 1.21998594e-10 -1.03192559e-05 -2.82840619e-01  1.61506952e+04
 -1.44727148e+02  1.07717836e-02  1.53960110e+02 -1.44232435e+02
  5.18514350e-01  1.54451500e+02 -1.44766227e+02 -2.96771364e-03
  1.53948769e+02 -1.44249360e+02  4.82058212e-01  1.54426875e+02
 -1.44744503e+02  6.55985143e-03  1.53957258e+02 -1.44223186e+02
  5.11917412e-01  1.54437124e+02 -1.44746705e+02 -4.56550296e-03
  1.53950738e+02 -1.44270089e+02  5.14259426e-01  1.54424076e+02
 -1.44765691e+02  2.22584942e-02  1.53952538e+02 -1.44270178e+02
  5.18346324e-01  1.54441457e+02 -1.44744807e+02  2.09805007e-03
  1.53949447e+02 -1.44248236e+02  4.98130636e-01  1.54432618e+02
 -1.44787639e+02 -2.90239088e-02  1.53928096e+02 -1.44235076e+02
  4.78961006e-01  1.54419111e+02 -1.44736561e+02 -5.15340729e-03
  1.53964574e+02 -1.44236016e+02  5.20286738e-01  1.54451696e+02
 -1.44753059e+02 -2.16886775e-03  1.53935343e+02 -1.44254693e+02
  4.84405156e-01  1.54432971e+02 -1.44749325e+02  1.16752915e-02
  1.53954265e+02 -1.44244482e+02  4.78248103e-01  1.54439531e+02
 -1.44769864e+02 -2.65874398e-02  1.53932339e+02 -1.44270454e+02
  5.00688536e-01  1.54418915e+02 -1.44753089e+02  2.78767798e-03
  1.53949403e+02 -1.44283750e+02  4.86508252e-01  1.54433578e+02
 -1.44784997e+02 -2.45314432e-02  1.53942467e+02 -1.44264868e+02
  4.89092847e-01  1.54417738e+02]
Niter:  1 row:  45 ngroup:  26 nlines:  6414 gd:  5936
[ 1.21998594e-10 -1.03192559e-05 -2.82840619e-01  1.61506952e+04
 -1.44727148e+02  1.07717836e-02  1.53960110e+02 -1.44232435e+02
  5.18514350e-01  1.54451500e+02 -1.44766227e+02 -2.96771364e-03
  1.53948769e+02 -1.44249360e+02  4.82058212e-01  1.54426875e+02
 -1.44744503e+02  6.55985143e-03  1.53957258e+02 -1.44223186e+02
  5.11917412e-01  1.54437124e+02 -1.44746705e+02 -4.56550296e-03
  1.53950738e+02 -1.44270089e+02  5.14259426e-01  1.54424076e+02
 -1.44765691e+02  2.22584942e-02  1.53952538e+02 -1.44270178e+02
  5.18346324e-01  1.54441457e+02 -1.44744807e+02  2.09805007e-03
  1.53949447e+02 -1.44248236e+02  4.98130636e-01  1.54432618e+02
 -1.44787639e+02 -2.90239088e-02  1.53928096e+02 -1.44235076e+02
  4.78961006e-01  1.54419111e+02 -1.44736561e+02 -5.15340729e-03
  1.53964574e+02 -1.44236016e+02  5.20286738e-01  1.54451696e+02
 -1.44753059e+02 -2.16886775e-03  1.53935343e+02 -1.44254693e+02
  4.84405156e-01  1.54432971e+02 -1.44749325e+02  1.16752915e-02
  1.53954265e+02 -1.44244482e+02  4.78248103e-01  1.54439531e+02
 -1.44769864e+02 -2.65874398e-02  1.53932339e+02 -1.44270454e+02
  5.00688536e-01  1.54418915e+02 -1.44753089e+02  2.78767798e-03
  1.53949403e+02 -1.44283750e+02  4.86508252e-01  1.54433578e+02
 -1.44784997e+02 -2.45314432e-02  1.53942467e+02 -1.44264868e+02
  4.89092847e-01  1.54417738e+02]
res:  5936 -0.0012575517403092817 0.014961779212171678 0.024204054176057067
[ 1.21998582e-10 -1.03192569e-05 -2.82840648e-01  1.61506968e+04
 -1.44707398e+02  2.98934978e-03  1.53958901e+02 -1.44237622e+02
  5.09837898e-01  1.54450682e+02 -1.44757851e+02 -1.25387005e-02
  1.53948700e+02 -1.44242305e+02  4.69160145e-01  1.54431401e+02
 -1.44743859e+02 -1.18076384e-03  1.53957259e+02 -1.44231776e+02
  5.09808783e-01  1.54444473e+02 -1.44743573e+02 -1.47637420e-02
  1.53954946e+02 -1.44255173e+02  4.94563767e-01  1.54420485e+02
 -1.44740886e+02  2.84440540e-02  1.53955231e+02 -1.44248361e+02
  5.13895652e-01  1.54437938e+02 -1.44726967e+02 -1.35972896e-03
  1.53958055e+02 -1.44248677e+02  4.83691171e-01  1.54441075e+02
 -1.44768273e+02 -3.23650154e-02  1.53930662e+02 -1.44246884e+02
  4.69866940e-01  1.54425883e+02 -1.44726883e+02 -2.85314183e-03
  1.53973269e+02 -1.44226704e+02  5.14979809e-01  1.54454470e+02
 -1.44734265e+02 -1.55315044e-02  1.53936274e+02 -1.44252495e+02
  4.89301191e-01  1.54437313e+02 -1.44741371e+02  5.85846699e-03
  1.53951164e+02 -1.44232520e+02  4.75232460e-01  1.54441896e+02
 -1.44750612e+02 -2.02810184e-02  1.53932184e+02 -1.44264153e+02
  4.69575451e-01  1.54425267e+02 -1.44763689e+02 -6.89636235e-03
  1.53953094e+02 -1.44273814e+02  4.88201535e-01  1.54431541e+02
 -1.44781032e+02 -2.85039411e-02  1.53937657e+02 -1.44254717e+02
  4.81835413e-01  1.54421496e+02]
Niter:  2 row:  45 ngroup:  26 nlines:  6414 gd:  5933
[ 1.21998582e-10 -1.03192569e-05 -2.82840648e-01  1.61506968e+04
 -1.44707398e+02  2.98934978e-03  1.53958901e+02 -1.44237622e+02
  5.09837898e-01  1.54450682e+02 -1.44757851e+02 -1.25387005e-02
  1.53948700e+02 -1.44242305e+02  4.69160145e-01  1.54431401e+02
 -1.44743859e+02 -1.18076384e-03  1.53957259e+02 -1.44231776e+02
  5.09808783e-01  1.54444473e+02 -1.44743573e+02 -1.47637420e-02
  1.53954946e+02 -1.44255173e+02  4.94563767e-01  1.54420485e+02
 -1.44740886e+02  2.84440540e-02  1.53955231e+02 -1.44248361e+02
  5.13895652e-01  1.54437938e+02 -1.44726967e+02 -1.35972896e-03
  1.53958055e+02 -1.44248677e+02  4.83691171e-01  1.54441075e+02
 -1.44768273e+02 -3.23650154e-02  1.53930662e+02 -1.44246884e+02
  4.69866940e-01  1.54425883e+02 -1.44726883e+02 -2.85314183e-03
  1.53973269e+02 -1.44226704e+02  5.14979809e-01  1.54454470e+02
 -1.44734265e+02 -1.55315044e-02  1.53936274e+02 -1.44252495e+02
  4.89301191e-01  1.54437313e+02 -1.44741371e+02  5.85846699e-03
  1.53951164e+02 -1.44232520e+02  4.75232460e-01  1.54441896e+02
 -1.44750612e+02 -2.02810184e-02  1.53932184e+02 -1.44264153e+02
  4.69575451e-01  1.54425267e+02 -1.44763689e+02 -6.89636235e-03
  1.53953094e+02 -1.44273814e+02  4.88201535e-01  1.54431541e+02
 -1.44781032e+02 -2.85039411e-02  1.53937657e+02 -1.44254717e+02
  4.81835413e-01  1.54421496e+02]
res:  5933 -0.0012924102293254691 0.014987913041295542 0.024133799737175412
[ 1.21998569e-10 -1.03192580e-05 -2.82840676e-01  1.61506984e+04
 -1.44700421e+02  5.30323631e-03  1.53963625e+02 -1.44235566e+02
  5.12448116e-01  1.54455402e+02 -1.44750872e+02 -1.00993067e-02
  1.53953440e+02 -1.44235326e+02  4.74869384e-01  1.54438080e+02
 -1.44736910e+02  1.48658598e-03  1.53961988e+02 -1.44224798e+02
  5.15507015e-01  1.54451265e+02 -1.44736618e+02 -9.06989193e-03
  1.53961773e+02 -1.44248172e+02  5.00246665e-01  1.54423286e+02
 -1.44723282e+02  3.41492125e-02  1.53959965e+02 -1.44236586e+02
  5.19596682e-01  1.54442664e+02 -1.44714629e+02  8.88475067e-04
  1.53962781e+02 -1.44241715e+02  4.86379617e-01  1.54445788e+02
 -1.44761299e+02 -2.66833778e-02  1.53935395e+02 -1.44239905e+02
  4.71939060e-01  1.54430610e+02 -1.44714957e+02  2.84243379e-03
  1.53977997e+02 -1.44219709e+02  5.20663886e-01  1.54459192e+02
 -1.44727287e+02 -1.28085909e-02  1.53941008e+02 -1.44245529e+02
  4.95010391e-01  1.54442035e+02 -1.44734402e+02  8.39858143e-03
  1.53955887e+02 -1.44220907e+02  4.80942502e-01  1.54446616e+02
 -1.44743641e+02 -1.45775040e-02  1.53936913e+02 -1.44257205e+02
  4.71156525e-01  1.54429991e+02 -1.44756741e+02 -4.30583320e-03
  1.53957823e+02 -1.44261656e+02  4.93889221e-01  1.54436260e+02
 -1.44774091e+02 -2.28115850e-02  1.53940175e+02 -1.44247764e+02
  4.84082203e-01  1.54426222e+02]
Niter:  3 row:  45 ngroup:  26 nlines:  6414 gd:  5932
[ 1.21998569e-10 -1.03192580e-05 -2.82840676e-01  1.61506984e+04
 -1.44700421e+02  5.30323631e-03  1.53963625e+02 -1.44235566e+02
  5.12448116e-01  1.54455402e+02 -1.44750872e+02 -1.00993067e-02
  1.53953440e+02 -1.44235326e+02  4.74869384e-01  1.54438080e+02
 -1.44736910e+02  1.48658598e-03  1.53961988e+02 -1.44224798e+02
  5.15507015e-01  1.54451265e+02 -1.44736618e+02 -9.06989193e-03
  1.53961773e+02 -1.44248172e+02  5.00246665e-01  1.54423286e+02
 -1.44723282e+02  3.41492125e-02  1.53959965e+02 -1.44236586e+02
  5.19596682e-01  1.54442664e+02 -1.44714629e+02  8.88475067e-04
  1.53962781e+02 -1.44241715e+02  4.86379617e-01  1.54445788e+02
 -1.44761299e+02 -2.66833778e-02  1.53935395e+02 -1.44239905e+02
  4.71939060e-01  1.54430610e+02 -1.44714957e+02  2.84243379e-03
  1.53977997e+02 -1.44219709e+02  5.20663886e-01  1.54459192e+02
 -1.44727287e+02 -1.28085909e-02  1.53941008e+02 -1.44245529e+02
  4.95010391e-01  1.54442035e+02 -1.44734402e+02  8.39858143e-03
  1.53955887e+02 -1.44220907e+02  4.80942502e-01  1.54446616e+02
 -1.44743641e+02 -1.45775040e-02  1.53936913e+02 -1.44257205e+02
  4.71156525e-01  1.54429991e+02 -1.44756741e+02 -4.30583320e-03
  1.53957823e+02 -1.44261656e+02  4.93889221e-01  1.54436260e+02
 -1.44774091e+02 -2.28115850e-02  1.53940175e+02 -1.44247764e+02
  4.84082203e-01  1.54426222e+02]
res:  5932 -0.0012355592316453112 0.015021217835055722 0.0240580077944694
[ 1.22162749e-10 -1.03200121e-05 -2.82842997e-01  1.61507000e+04
 -1.44695563e+02  7.94130179e-03  1.53946422e+02 -1.44230336e+02
  5.17103872e-01  1.54438203e+02 -1.44746022e+02 -5.58015041e-03
  1.53936607e+02 -1.44230525e+02  4.79652159e-01  1.54420802e+02
 -1.44731513e+02  6.11498628e-03  1.53944944e+02 -1.44219977e+02
  5.20121431e-01  1.54434213e+02 -1.44731407e+02 -4.49986268e-03
  1.53944602e+02 -1.44243793e+02  5.04753025e-01  1.54406011e+02
 -1.44718388e+02  3.89436787e-02  1.53942981e+02 -1.44231598e+02
  5.24278711e-01  1.54425568e+02 -1.44709761e+02  5.45756091e-03
  1.53945638e+02 -1.44236617e+02  4.91111085e-01  1.54428373e+02
 -1.44756413e+02 -2.22473931e-02  1.53918406e+02 -1.44235142e+02
  4.76819237e-01  1.54413539e+02 -1.44710093e+02  7.46846852e-03
  1.53960916e+02 -1.44215191e+02  5.25119560e-01  1.54442009e+02
 -1.44722477e+02 -1.02072427e-02  1.53924045e+02 -1.44240461e+02
  4.99751189e-01  1.54424829e+02 -1.44729243e+02  1.09289961e-02
  1.53938714e+02 -1.44215973e+02  4.85740187e-01  1.54429376e+02
 -1.44738643e+02 -9.74154985e-03  1.53919867e+02 -1.44251797e+02
  4.75741567e-01  1.54412820e+02 -1.44751415e+02  1.31404366e-04
  1.53940758e+02 -1.44256904e+02  4.98394326e-01  1.54419004e+02
 -1.44768636e+02 -1.81341587e-02  1.53923249e+02 -1.44242422e+02
  4.88700366e-01  1.54409113e+02]
Niter:  4 row:  45 ngroup:  26 nlines:  6414 gd:  5925
[ 1.22162749e-10 -1.03200121e-05 -2.82842997e-01  1.61507000e+04
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  5.17103872e-01  1.54438203e+02 -1.44746022e+02 -5.58015041e-03
  1.53936607e+02 -1.44230525e+02  4.79652159e-01  1.54420802e+02
 -1.44731513e+02  6.11498628e-03  1.53944944e+02 -1.44219977e+02
  5.20121431e-01  1.54434213e+02 -1.44731407e+02 -4.49986268e-03
  1.53944602e+02 -1.44243793e+02  5.04753025e-01  1.54406011e+02
 -1.44718388e+02  3.89436787e-02  1.53942981e+02 -1.44231598e+02
  5.24278711e-01  1.54425568e+02 -1.44709761e+02  5.45756091e-03
  1.53945638e+02 -1.44236617e+02  4.91111085e-01  1.54428373e+02
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  4.76819237e-01  1.54413539e+02 -1.44710093e+02  7.46846852e-03
  1.53960916e+02 -1.44215191e+02  5.25119560e-01  1.54442009e+02
 -1.44722477e+02 -1.02072427e-02  1.53924045e+02 -1.44240461e+02
  4.99751189e-01  1.54424829e+02 -1.44729243e+02  1.09289961e-02
  1.53938714e+02 -1.44215973e+02  4.85740187e-01  1.54429376e+02
 -1.44738643e+02 -9.74154985e-03  1.53919867e+02 -1.44251797e+02
  4.75741567e-01  1.54412820e+02 -1.44751415e+02  1.31404366e-04
  1.53940758e+02 -1.44256904e+02  4.98394326e-01  1.54419004e+02
 -1.44768636e+02 -1.81341587e-02  1.53923249e+02 -1.44242422e+02
  4.88700366e-01  1.54409113e+02]
res:  5925 -0.001140714828579803 0.015006032758719812 0.02395206536856291
[ 1.22162761e-10 -1.03200131e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
Niter:  5 row:  45 ngroup:  26 nlines:  6414 gd:  5926
[ 1.22162761e-10 -1.03200131e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
res:  5926 -0.001162413167548948 0.015008647755166749 0.023965022347703792
[ 1.22164836e-10 -1.03200131e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
Niter:  6 row:  45 ngroup:  26 nlines:  6414 gd:  5926
[ 1.22164836e-10 -1.03200131e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
res:  5926 -0.0011366543985786848 0.015004459684860194 0.023965005835541585
[ 1.22162989e-10 -1.03200141e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
Saving figure to  wave_resid_43670005_fiber45.png
Final values:
res:  -0.0011366543985786848 0.023965005835541585
pars:  [ 1.22162989e-10 -1.03200141e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
45 [ 1.22162989e-10 -1.03200141e-05 -2.82843016e-01  1.61506984e+04
 -1.44701744e+02 -1.90851513e-03  1.53941900e+02 -1.44236568e+02
  5.11308033e-01  1.54435529e+02 -1.44752182e+02 -1.45045032e-02
  1.53932082e+02 -1.44236678e+02  4.73838200e-01  1.54416228e+02
 -1.44737708e+02  3.18933390e-04  1.53940390e+02 -1.44226144e+02
  5.14321393e-01  1.54429665e+02 -1.44737619e+02 -1.02915550e-02
  1.53940065e+02 -1.44249882e+02  4.98972479e-01  1.54403406e+02
 -1.44724553e+02  3.31334904e-02  1.53938462e+02 -1.44237794e+02
  5.18476907e-01  1.54420993e+02 -1.44715911e+02 -3.57193692e-03
  1.53941101e+02 -1.44247834e+02  4.82026711e-01  1.54423840e+02
 -1.44762553e+02 -2.80247364e-02  1.53913867e+02 -1.44241302e+02
  4.70991711e-01  1.54408974e+02 -1.44716265e+02 -1.37051981e-03
  1.53956381e+02 -1.44221297e+02  5.16072888e-01  1.54437437e+02
 -1.44728631e+02 -1.69431782e-02  1.53919519e+02 -1.44246647e+02
  4.90460961e-01  1.54420287e+02 -1.44735460e+02  6.85198368e-04
  1.53934165e+02 -1.44222164e+02  4.79929849e-01  1.54424836e+02
 -1.44744831e+02 -1.55570602e-02  1.53915313e+02 -1.44258023e+02
  4.69943795e-01  1.54408271e+02 -1.44757640e+02 -5.64239087e-03
  1.53936229e+02 -1.44263040e+02  4.88882802e-01  1.54414447e+02
 -1.44774848e+02 -2.39350003e-02  1.53918708e+02 -1.44248667e+02
  4.86465099e-01  1.54404556e+02]
--- Row 47/300 row=46 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  46
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=46 ---
Niter:  0 row:  46 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0011931617300433572 0.013465740707033547 0.0335197389584102
[ 1.22173173e-10 -1.03196596e-05 -2.82846146e-01  1.61506566e+04
 -1.44740095e+02  1.81520512e-13  1.53907798e+02]
Niter:  1 row:  46 ngroup:  1 nlines:  251 gd:  224
[ 1.22173173e-10 -1.03196596e-05 -2.82846146e-01  1.61506566e+04
 -1.44740095e+02  1.81520512e-13  1.53907798e+02]
res:  224 -0.0005753570749220671 0.01246436387191352 0.021985964799446114
[ 1.22431946e-10 -1.03200664e-05 -2.82848555e-01  1.61506601e+04
 -1.44729272e+02 -5.84382568e-12  1.53902328e+02]
Niter:  2 row:  46 ngroup:  1 nlines:  251 gd:  225
[ 1.22431946e-10 -1.03200664e-05 -2.82848555e-01  1.61506601e+04
 -1.44729272e+02 -5.84382568e-12  1.53902328e+02]
res:  225 -0.0009827848680288298 0.012398080551065505 0.02224879237786388
[ 1.22432999e-10 -1.03200891e-05 -2.82848489e-01  1.61506609e+04
 -1.44726918e+02  8.49114511e-11  1.53904933e+02]
Niter:  3 row:  46 ngroup:  1 nlines:  251 gd:  226
[ 1.22432999e-10 -1.03200891e-05 -2.82848489e-01  1.61506609e+04
 -1.44726918e+02  8.49114511e-11  1.53904933e+02]
res:  226 -0.0008574118437536526 0.012469068282371154 0.022527919032481983
[ 1.22410492e-10 -1.03200891e-05 -2.82848489e-01  1.61506609e+04
 -1.44726918e+02  8.49114511e-11  1.53904933e+02]
Niter:  4 row:  46 ngroup:  1 nlines:  251 gd:  227
[ 1.22410492e-10 -1.03200891e-05 -2.82848489e-01  1.61506609e+04
 -1.44726918e+02  8.49114511e-11  1.53904933e+02]
res:  227 -0.000914911986910738 0.012545776702609146 0.02277261291900297
[ 1.22539546e-10 -1.03201612e-05 -2.82850048e-01  1.61506617e+04
 -1.44716286e+02  7.42109809e-11  1.53901518e+02]
Niter:  5 row:  46 ngroup:  1 nlines:  251 gd:  226
[ 1.22539546e-10 -1.03201612e-05 -2.82850048e-01  1.61506617e+04
 -1.44716286e+02  7.42109809e-11  1.53901518e+02]
res:  226 -0.0010278511181240901 0.012190632231067866 0.02246739159084856
[ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02]
Niter:  6 row:  46 ngroup:  1 nlines:  251 gd:  226
[ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02]
res:  226 -0.0010278511181240901 0.012190632231067866 0.02246739159084856
[ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02]
Final values:
res:  -0.0010278511181240901 0.02246739159084856
pars:  [ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02]
46 [ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02]
elapsed: 2.9 sec.
Niter:  0 row:  46 ngroup:  26 nlines:  6508 gd:  6508
[ 1.22667765e-10 -1.03201960e-05 -2.82852002e-01  1.61506626e+04
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02 -1.44702349e+02  6.93334564e-11
  1.53895358e+02 -1.44702349e+02  6.93334564e-11  1.53895358e+02
 -1.44702349e+02  6.93334564e-11  1.53895358e+02 -1.44702349e+02
  6.93334564e-11  1.53895358e+02]
res:  6508 0.001035261933793663 0.015344363009717199 0.03524456661029521
[ 1.22667753e-10 -1.03201970e-05 -2.82851973e-01  1.61506610e+04
 -1.44702067e+02  1.46719815e-02  1.53892943e+02 -1.44223506e+02
  4.89494005e-01  1.54375418e+02 -1.44712086e+02  1.06337402e-02
  1.53872584e+02 -1.44205405e+02  4.95706912e-01  1.54380923e+02
 -1.44684766e+02  9.25475749e-03  1.53885717e+02 -1.44222469e+02
  5.14929925e-01  1.54383786e+02 -1.44706925e+02  9.85250134e-03
  1.53884396e+02 -1.44237159e+02  5.05948177e-01  1.54364730e+02
 -1.44714082e+02  6.10121378e-03  1.53886004e+02 -1.44216511e+02
  4.95846062e-01  1.54373075e+02 -1.44725455e+02  1.59612854e-02
  1.53890963e+02 -1.44195062e+02  5.01659121e-01  1.54380923e+02
 -1.44740194e+02 -1.88982037e-02  1.53873435e+02 -1.44176752e+02
  4.85064235e-01  1.54366756e+02 -1.44681645e+02 -2.07684132e-03
  1.53894692e+02 -1.44193009e+02  5.12333609e-01  1.54377661e+02
 -1.44732174e+02  7.94364163e-04  1.53891616e+02 -1.44239475e+02
  4.86236442e-01  1.54370515e+02 -1.44704572e+02  1.29035440e-02
  1.53892935e+02 -1.44222309e+02  5.04290321e-01  1.54384127e+02
 -1.44755575e+02 -3.03249784e-02  1.53875310e+02 -1.44234904e+02
  4.86068404e-01  1.54363099e+02 -1.44697693e+02 -1.31060922e-02
  1.53881321e+02 -1.44255041e+02  4.94973841e-01  1.54371479e+02
 -1.44737544e+02 -2.07090192e-02  1.53876586e+02 -1.44265554e+02
  4.88872831e-01  1.54349938e+02]
Niter:  1 row:  46 ngroup:  26 nlines:  6508 gd:  6053
[ 1.22667753e-10 -1.03201970e-05 -2.82851973e-01  1.61506610e+04
 -1.44702067e+02  1.46719815e-02  1.53892943e+02 -1.44223506e+02
  4.89494005e-01  1.54375418e+02 -1.44712086e+02  1.06337402e-02
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 -1.44684766e+02  9.25475749e-03  1.53885717e+02 -1.44222469e+02
  5.14929925e-01  1.54383786e+02 -1.44706925e+02  9.85250134e-03
  1.53884396e+02 -1.44237159e+02  5.05948177e-01  1.54364730e+02
 -1.44714082e+02  6.10121378e-03  1.53886004e+02 -1.44216511e+02
  4.95846062e-01  1.54373075e+02 -1.44725455e+02  1.59612854e-02
  1.53890963e+02 -1.44195062e+02  5.01659121e-01  1.54380923e+02
 -1.44740194e+02 -1.88982037e-02  1.53873435e+02 -1.44176752e+02
  4.85064235e-01  1.54366756e+02 -1.44681645e+02 -2.07684132e-03
  1.53894692e+02 -1.44193009e+02  5.12333609e-01  1.54377661e+02
 -1.44732174e+02  7.94364163e-04  1.53891616e+02 -1.44239475e+02
  4.86236442e-01  1.54370515e+02 -1.44704572e+02  1.29035440e-02
  1.53892935e+02 -1.44222309e+02  5.04290321e-01  1.54384127e+02
 -1.44755575e+02 -3.03249784e-02  1.53875310e+02 -1.44234904e+02
  4.86068404e-01  1.54363099e+02 -1.44697693e+02 -1.31060922e-02
  1.53881321e+02 -1.44255041e+02  4.94973841e-01  1.54371479e+02
 -1.44737544e+02 -2.07090192e-02  1.53876586e+02 -1.44265554e+02
  4.88872831e-01  1.54349938e+02]
res:  6053 -0.0007779433362884447 0.015011715890977939 0.025355428490826223
[ 1.22667741e-10 -1.03201981e-05 -2.82851945e-01  1.61506593e+04
 -1.44720834e+02 -8.20434262e-03  1.53885728e+02 -1.44233494e+02
  4.56427065e-01  1.54372437e+02 -1.44723978e+02 -1.59750173e-02
  1.53874648e+02 -1.44215493e+02  4.78600461e-01  1.54362879e+02
 -1.44703588e+02 -1.72735310e-02  1.53874116e+02 -1.44236396e+02
  4.92094161e-01  1.54375919e+02 -1.44689336e+02 -1.36863216e-02
  1.53875065e+02 -1.44229915e+02  4.88859690e-01  1.54354919e+02
 -1.44740213e+02 -1.02780789e-02  1.53876808e+02 -1.44216902e+02
  4.71553020e-01  1.54368991e+02 -1.44732576e+02 -1.11091501e-02
  1.53878266e+02 -1.44201222e+02  4.74538724e-01  1.54376638e+02
 -1.44752015e+02 -2.92416376e-02  1.53866694e+02 -1.44221178e+02
  4.61233624e-01  1.54356475e+02 -1.44699872e+02 -1.95401552e-02
  1.53886464e+02 -1.44204896e+02  4.92045433e-01  1.54375537e+02
 -1.44751709e+02 -9.48015198e-03  1.53884250e+02 -1.44245661e+02
  4.70658499e-01  1.54367836e+02 -1.44703411e+02 -2.12698545e-02
  1.53889352e+02 -1.44221518e+02  4.78456595e-01  1.54380035e+02
 -1.44767067e+02 -4.54256111e-02  1.53861276e+02 -1.44239003e+02
  4.60397016e-01  1.54349821e+02 -1.44717686e+02 -2.19867272e-02
  1.53867592e+02 -1.44247929e+02  4.61210909e-01  1.54357471e+02
 -1.44751928e+02 -4.13507089e-02  1.53870355e+02 -1.44273511e+02
  4.66073183e-01  1.54346213e+02]
Niter:  2 row:  46 ngroup:  26 nlines:  6508 gd:  6032
[ 1.22667741e-10 -1.03201981e-05 -2.82851945e-01  1.61506593e+04
 -1.44720834e+02 -8.20434262e-03  1.53885728e+02 -1.44233494e+02
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 -1.44703588e+02 -1.72735310e-02  1.53874116e+02 -1.44236396e+02
  4.92094161e-01  1.54375919e+02 -1.44689336e+02 -1.36863216e-02
  1.53875065e+02 -1.44229915e+02  4.88859690e-01  1.54354919e+02
 -1.44740213e+02 -1.02780789e-02  1.53876808e+02 -1.44216902e+02
  4.71553020e-01  1.54368991e+02 -1.44732576e+02 -1.11091501e-02
  1.53878266e+02 -1.44201222e+02  4.74538724e-01  1.54376638e+02
 -1.44752015e+02 -2.92416376e-02  1.53866694e+02 -1.44221178e+02
  4.61233624e-01  1.54356475e+02 -1.44699872e+02 -1.95401552e-02
  1.53886464e+02 -1.44204896e+02  4.92045433e-01  1.54375537e+02
 -1.44751709e+02 -9.48015198e-03  1.53884250e+02 -1.44245661e+02
  4.70658499e-01  1.54367836e+02 -1.44703411e+02 -2.12698545e-02
  1.53889352e+02 -1.44221518e+02  4.78456595e-01  1.54380035e+02
 -1.44767067e+02 -4.54256111e-02  1.53861276e+02 -1.44239003e+02
  4.60397016e-01  1.54349821e+02 -1.44717686e+02 -2.19867272e-02
  1.53867592e+02 -1.44247929e+02  4.61210909e-01  1.54357471e+02
 -1.44751928e+02 -4.13507089e-02  1.53870355e+02 -1.44273511e+02
  4.66073183e-01  1.54346213e+02]
res:  6032 -0.0007971789173097932 0.015082760669429263 0.025050031312082603
[ 1.22667728e-10 -1.03201991e-05 -2.82851917e-01  1.61506577e+04
 -1.44727824e+02 -1.72530539e-02  1.53880971e+02 -1.44240497e+02
  4.50708191e-01  1.54367682e+02 -1.44730985e+02 -2.54964019e-02
  1.53873758e+02 -1.44222494e+02  4.72895645e-01  1.54358118e+02
 -1.44710598e+02 -2.29623771e-02  1.53869351e+02 -1.44238043e+02
  4.83068940e-01  1.54371160e+02 -1.44691211e+02 -1.93921274e-02
  1.53870308e+02 -1.44236923e+02  4.79483977e-01  1.54350160e+02
 -1.44747204e+02 -1.91731469e-02  1.53872048e+02 -1.44212954e+02
  4.65854282e-01  1.54366203e+02 -1.44739569e+02 -2.00742906e-02
  1.53873504e+02 -1.44208253e+02  4.65791020e-01  1.54371884e+02
 -1.44753487e+02 -3.49330127e-02  1.53861928e+02 -1.44233192e+02
  4.52142285e-01  1.54351723e+02 -1.44706844e+02 -2.52376729e-02
  1.53881704e+02 -1.44211875e+02  4.79513759e-01  1.54370780e+02
 -1.44758685e+02 -1.51827845e-02  1.53879481e+02 -1.44252645e+02
  4.64951912e-01  1.54363081e+02 -1.44710428e+02 -3.73619129e-02
  1.53884592e+02 -1.44228495e+02  4.66092569e-01  1.54379200e+02
 -1.44774040e+02 -4.78667090e-02  1.53856512e+02 -1.44241211e+02
  4.47948805e-01  1.54345063e+02 -1.44724705e+02 -2.76883919e-02
  1.53862828e+02 -1.44244967e+02  4.51996795e-01  1.54352714e+02
 -1.44758905e+02 -4.70400106e-02  1.53867470e+02 -1.44280503e+02
  4.60359755e-01  1.54343303e+02]
Niter:  3 row:  46 ngroup:  26 nlines:  6508 gd:  6036
[ 1.22667728e-10 -1.03201991e-05 -2.82851917e-01  1.61506577e+04
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  4.50708191e-01  1.54367682e+02 -1.44730985e+02 -2.54964019e-02
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  4.83068940e-01  1.54371160e+02 -1.44691211e+02 -1.93921274e-02
  1.53870308e+02 -1.44236923e+02  4.79483977e-01  1.54350160e+02
 -1.44747204e+02 -1.91731469e-02  1.53872048e+02 -1.44212954e+02
  4.65854282e-01  1.54366203e+02 -1.44739569e+02 -2.00742906e-02
  1.53873504e+02 -1.44208253e+02  4.65791020e-01  1.54371884e+02
 -1.44753487e+02 -3.49330127e-02  1.53861928e+02 -1.44233192e+02
  4.52142285e-01  1.54351723e+02 -1.44706844e+02 -2.52376729e-02
  1.53881704e+02 -1.44211875e+02  4.79513759e-01  1.54370780e+02
 -1.44758685e+02 -1.51827845e-02  1.53879481e+02 -1.44252645e+02
  4.64951912e-01  1.54363081e+02 -1.44710428e+02 -3.73619129e-02
  1.53884592e+02 -1.44228495e+02  4.66092569e-01  1.54379200e+02
 -1.44774040e+02 -4.78667090e-02  1.53856512e+02 -1.44241211e+02
  4.47948805e-01  1.54345063e+02 -1.44724705e+02 -2.76883919e-02
  1.53862828e+02 -1.44244967e+02  4.51996795e-01  1.54352714e+02
 -1.44758905e+02 -4.70400106e-02  1.53867470e+02 -1.44280503e+02
  4.60359755e-01  1.54343303e+02]
res:  6036 -0.0007260254915308906 0.015106201666640118 0.025099075808981828
[ 1.22650877e-10 -1.03201991e-05 -2.82851917e-01  1.61506577e+04
 -1.44727824e+02 -1.72530539e-02  1.53880971e+02 -1.44240497e+02
  4.50708191e-01  1.54367682e+02 -1.44730985e+02 -2.54964019e-02
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 -1.44710598e+02 -2.29623771e-02  1.53869351e+02 -1.44238043e+02
  4.83068940e-01  1.54371160e+02 -1.44691211e+02 -1.93921274e-02
  1.53870308e+02 -1.44236923e+02  4.79483977e-01  1.54350160e+02
 -1.44747204e+02 -1.91731469e-02  1.53872048e+02 -1.44212954e+02
  4.65854282e-01  1.54366203e+02 -1.44739569e+02 -2.00742906e-02
  1.53873504e+02 -1.44208253e+02  4.65791020e-01  1.54371884e+02
 -1.44753487e+02 -3.49330127e-02  1.53861928e+02 -1.44233192e+02
  4.52142285e-01  1.54351723e+02 -1.44706844e+02 -2.52376729e-02
  1.53881704e+02 -1.44211875e+02  4.79513759e-01  1.54370780e+02
 -1.44758685e+02 -1.51827845e-02  1.53879481e+02 -1.44252645e+02
  4.64951912e-01  1.54363081e+02 -1.44710428e+02 -3.73619129e-02
  1.53884592e+02 -1.44228495e+02  4.66092569e-01  1.54379200e+02
 -1.44774040e+02 -4.78667090e-02  1.53856512e+02 -1.44241211e+02
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 -1.44758905e+02 -4.70400106e-02  1.53867470e+02 -1.44280503e+02
  4.60359755e-01  1.54343303e+02]
Niter:  4 row:  46 ngroup:  26 nlines:  6508 gd:  6034
[ 1.22650877e-10 -1.03201991e-05 -2.82851917e-01  1.61506577e+04
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  4.50708191e-01  1.54367682e+02 -1.44730985e+02 -2.54964019e-02
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  4.83068940e-01  1.54371160e+02 -1.44691211e+02 -1.93921274e-02
  1.53870308e+02 -1.44236923e+02  4.79483977e-01  1.54350160e+02
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  4.65854282e-01  1.54366203e+02 -1.44739569e+02 -2.00742906e-02
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  4.52142285e-01  1.54351723e+02 -1.44706844e+02 -2.52376729e-02
  1.53881704e+02 -1.44211875e+02  4.79513759e-01  1.54370780e+02
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  4.64951912e-01  1.54363081e+02 -1.44710428e+02 -3.73619129e-02
  1.53884592e+02 -1.44228495e+02  4.66092569e-01  1.54379200e+02
 -1.44774040e+02 -4.78667090e-02  1.53856512e+02 -1.44241211e+02
  4.47948805e-01  1.54345063e+02 -1.44724705e+02 -2.76883919e-02
  1.53862828e+02 -1.44244967e+02  4.51996795e-01  1.54352714e+02
 -1.44758905e+02 -4.70400106e-02  1.53867470e+02 -1.44280503e+02
  4.60359755e-01  1.54343303e+02]
res:  6034 -0.0008040905458983616 0.015140324286221585 0.02507036117959065
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  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
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  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
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 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
Niter:  5 row:  46 ngroup:  26 nlines:  6508 gd:  6034
[ 1.22650865e-10 -1.03202001e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
res:  6034 -0.0007288240121852141 0.01515349167311797 0.025068562738148233
[ 1.22636348e-10 -1.03202001e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
Niter:  6 row:  46 ngroup:  26 nlines:  6508 gd:  6034
[ 1.22636348e-10 -1.03202001e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
res:  6034 -0.0007842180175430258 0.015140099998461665 0.025068567985545666
[ 1.22635552e-10 -1.03201897e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
Saving figure to  wave_resid_43670005_fiber46.png
Final values:
res:  -0.0007842180175430258 0.025068567985545666
pars:  [ 1.22635552e-10 -1.03201897e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
46 [ 1.22635552e-10 -1.03201897e-05 -2.82851888e-01  1.61506561e+04
 -1.44734108e+02 -2.29602970e-02  1.53875524e+02 -1.44246776e+02
  4.44994869e-01  1.54362234e+02 -1.44737272e+02 -3.11931481e-02
  1.53868325e+02 -1.44228781e+02  4.67193300e-01  1.54352679e+02
 -1.44716881e+02 -2.86530650e-02  1.53863915e+02 -1.44244324e+02
  4.77370542e-01  1.54365716e+02 -1.44697494e+02 -2.50984768e-02
  1.53864860e+02 -1.44243208e+02  4.73761392e-01  1.54344722e+02
 -1.44753489e+02 -2.78985708e-02  1.53866606e+02 -1.44214396e+02
  4.60159513e-01  1.54360761e+02 -1.44745855e+02 -2.57709482e-02
  1.53868066e+02 -1.44214533e+02  4.60078546e-01  1.54366435e+02
 -1.44759764e+02 -4.06348357e-02  1.53856496e+02 -1.44239473e+02
  4.46436544e-01  1.54346270e+02 -1.44713136e+02 -3.09309062e-02
  1.53876264e+02 -1.44218167e+02  4.73788490e-01  1.54365335e+02
 -1.44764975e+02 -2.08930914e-02  1.53874053e+02 -1.44258932e+02
  4.59245408e-01  1.54357635e+02 -1.44716710e+02 -4.30732281e-02
  1.53879152e+02 -1.44234787e+02  4.60404662e-01  1.54373758e+02
 -1.44780334e+02 -5.35625449e-02  1.53851076e+02 -1.44247497e+02
  4.42246833e-01  1.54339624e+02 -1.44736097e+02 -3.33958677e-02
  1.53857391e+02 -1.44251259e+02  4.46310517e-01  1.54347268e+02
 -1.44765195e+02 -5.27353416e-02  1.53864077e+02 -1.44286791e+02
  4.54648040e-01  1.54337848e+02]
--- Row 48/300 row=47 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  47
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=47 ---
Niter:  0 row:  47 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 -0.000650203530312865 0.013914673319050053 0.032165995712402695
[ 1.21700132e-10 -1.03194949e-05 -2.82840368e-01  1.61506980e+04
 -1.44774585e+02 -1.65496403e-13  1.53962436e+02]
Niter:  1 row:  47 ngroup:  1 nlines:  238 gd:  221
[ 1.21700132e-10 -1.03194949e-05 -2.82840368e-01  1.61506980e+04
 -1.44774585e+02 -1.65496403e-13  1.53962436e+02]
res:  221 -0.001885619421955198 0.014624275639107509 0.02345582070468103
[ 1.21797788e-10 -1.03192732e-05 -2.82841249e-01  1.61506994e+04
 -1.44763347e+02  1.71355443e-11  1.53964457e+02]
Niter:  2 row:  47 ngroup:  1 nlines:  238 gd:  220
[ 1.21797788e-10 -1.03192732e-05 -2.82841249e-01  1.61506994e+04
 -1.44763347e+02  1.71355443e-11  1.53964457e+02]
res:  220 -0.0018094789356837282 0.01427408752442716 0.0231543609289284
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
Niter:  3 row:  47 ngroup:  1 nlines:  238 gd:  220
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
res:  220 -0.0018094789356837282 0.01427408752442716 0.0231543609289284
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
Niter:  4 row:  47 ngroup:  1 nlines:  238 gd:  220
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
res:  220 -0.0018094789356837282 0.01427408752442716 0.0231543609289284
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
Niter:  5 row:  47 ngroup:  1 nlines:  238 gd:  220
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
res:  220 -0.0018094789356837282 0.01427408752442716 0.0231543609289284
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
Niter:  6 row:  47 ngroup:  1 nlines:  238 gd:  220
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
res:  220 -0.0018094789356837282 0.01427408752442716 0.0231543609289284
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
Final values:
res:  -0.0018094789356837282 0.0231543609289284
pars:  [ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
47 [ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02]
elapsed: 3.0 sec.
Niter:  0 row:  47 ngroup:  26 nlines:  6366 gd:  6366
[ 1.21844453e-10 -1.03192769e-05 -2.82842017e-01  1.61506985e+04
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02 -1.44762549e+02  6.11382971e-11
  1.53958342e+02 -1.44762549e+02  6.11382971e-11  1.53958342e+02
 -1.44762549e+02  6.11382971e-11  1.53958342e+02 -1.44762549e+02
  6.11382971e-11  1.53958342e+02]
res:  6366 0.00027014499301003525 0.014940805825062853 0.03356768267861792
[ 1.21844465e-10 -1.03192779e-05 -2.82841989e-01  1.61506969e+04
 -1.44766510e+02 -3.72637986e-03  1.53957618e+02 -1.44244661e+02
  4.96271235e-01  1.54445922e+02 -1.44773855e+02  1.22843254e-03
  1.53942494e+02 -1.44267932e+02  4.79475557e-01  1.54432489e+02
 -1.44746720e+02 -1.89265342e-02  1.53960046e+02 -1.44242219e+02
  5.05125643e-01  1.54440248e+02 -1.44730227e+02  2.12303403e-02
  1.53954006e+02 -1.44268682e+02  4.87227610e-01  1.54420143e+02
 -1.44755918e+02  8.97808489e-03  1.53944082e+02 -1.44266191e+02
  5.02384264e-01  1.54439093e+02 -1.44733258e+02 -7.44432681e-03
  1.53956996e+02 -1.44272440e+02  4.82715523e-01  1.54439125e+02
 -1.44813097e+02 -1.49891171e-02  1.53948623e+02 -1.44262713e+02
  4.62097138e-01  1.54428446e+02 -1.44753056e+02  1.38510107e-02
  1.53955155e+02 -1.44289707e+02  4.77462267e-01  1.54452169e+02
 -1.44770588e+02 -1.23957116e-02  1.53944543e+02 -1.44262860e+02
  4.71452099e-01  1.54439074e+02 -1.44727598e+02  5.44095829e-03
  1.53960142e+02 -1.44262608e+02  4.90524321e-01  1.54433074e+02
 -1.44792354e+02 -1.20546872e-02  1.53929927e+02 -1.44268158e+02
  4.86911204e-01  1.54426966e+02 -1.44793016e+02 -1.49072395e-03
  1.53947765e+02 -1.44278898e+02  4.87227888e-01  1.54428338e+02
 -1.44793339e+02 -3.38548852e-02  1.53943354e+02 -1.44287788e+02
  4.81865379e-01  1.54423356e+02]
Niter:  1 row:  47 ngroup:  26 nlines:  6366 gd:  5940
[ 1.21844465e-10 -1.03192779e-05 -2.82841989e-01  1.61506969e+04
 -1.44766510e+02 -3.72637986e-03  1.53957618e+02 -1.44244661e+02
  4.96271235e-01  1.54445922e+02 -1.44773855e+02  1.22843254e-03
  1.53942494e+02 -1.44267932e+02  4.79475557e-01  1.54432489e+02
 -1.44746720e+02 -1.89265342e-02  1.53960046e+02 -1.44242219e+02
  5.05125643e-01  1.54440248e+02 -1.44730227e+02  2.12303403e-02
  1.53954006e+02 -1.44268682e+02  4.87227610e-01  1.54420143e+02
 -1.44755918e+02  8.97808489e-03  1.53944082e+02 -1.44266191e+02
  5.02384264e-01  1.54439093e+02 -1.44733258e+02 -7.44432681e-03
  1.53956996e+02 -1.44272440e+02  4.82715523e-01  1.54439125e+02
 -1.44813097e+02 -1.49891171e-02  1.53948623e+02 -1.44262713e+02
  4.62097138e-01  1.54428446e+02 -1.44753056e+02  1.38510107e-02
  1.53955155e+02 -1.44289707e+02  4.77462267e-01  1.54452169e+02
 -1.44770588e+02 -1.23957116e-02  1.53944543e+02 -1.44262860e+02
  4.71452099e-01  1.54439074e+02 -1.44727598e+02  5.44095829e-03
  1.53960142e+02 -1.44262608e+02  4.90524321e-01  1.54433074e+02
 -1.44792354e+02 -1.20546872e-02  1.53929927e+02 -1.44268158e+02
  4.86911204e-01  1.54426966e+02 -1.44793016e+02 -1.49072395e-03
  1.53947765e+02 -1.44278898e+02  4.87227888e-01  1.54428338e+02
 -1.44793339e+02 -3.38548852e-02  1.53943354e+02 -1.44287788e+02
  4.81865379e-01  1.54423356e+02]
res:  5940 -0.00028255669349164236 0.015097747887921287 0.024158945393198485
[ 1.21844477e-10 -1.03192789e-05 -2.82842017e-01  1.61506985e+04
 -1.44762588e+02 -3.23125210e-03  1.53958310e+02 -1.44245695e+02
  4.95261786e-01  1.54452304e+02 -1.44766903e+02 -1.53166946e-02
  1.53947149e+02 -1.44256978e+02  4.75252640e-01  1.54435181e+02
 -1.44759195e+02 -3.18172689e-02  1.53962517e+02 -1.44211849e+02
  5.04692558e-01  1.54443372e+02 -1.44717995e+02  1.64705297e-02
  1.53960871e+02 -1.44260533e+02  4.91364308e-01  1.54424146e+02
 -1.44740096e+02  6.23457029e-03  1.53953482e+02 -1.44244780e+02
  5.04035995e-01  1.54445917e+02 -1.44741368e+02  3.72838871e-03
  1.53957244e+02 -1.44273765e+02  4.89985649e-01  1.54440773e+02
 -1.44798574e+02 -9.85797204e-03  1.53941270e+02 -1.44270166e+02
  4.57255418e-01  1.54429760e+02 -1.44746111e+02  2.36944946e-03
  1.53961949e+02 -1.44274394e+02  4.80966221e-01  1.54452317e+02
 -1.44767711e+02 -1.34603686e-02  1.53943183e+02 -1.44260249e+02
  4.79948040e-01  1.54440372e+02 -1.44738051e+02  4.40946801e-03
  1.53965652e+02 -1.44243646e+02  4.87491475e-01  1.54441537e+02
 -1.44767242e+02 -2.01900845e-02  1.53933097e+02 -1.44261852e+02
  4.81504326e-01  1.54437092e+02 -1.44779530e+02 -7.70484448e-03
  1.53945466e+02 -1.44262003e+02  4.84512895e-01  1.54433479e+02
 -1.44778065e+02 -3.07855436e-02  1.53943294e+02 -1.44259325e+02
  4.74297985e-01  1.54423259e+02]
Niter:  2 row:  47 ngroup:  26 nlines:  6366 gd:  5943
[ 1.21844477e-10 -1.03192789e-05 -2.82842017e-01  1.61506985e+04
 -1.44762588e+02 -3.23125210e-03  1.53958310e+02 -1.44245695e+02
  4.95261786e-01  1.54452304e+02 -1.44766903e+02 -1.53166946e-02
  1.53947149e+02 -1.44256978e+02  4.75252640e-01  1.54435181e+02
 -1.44759195e+02 -3.18172689e-02  1.53962517e+02 -1.44211849e+02
  5.04692558e-01  1.54443372e+02 -1.44717995e+02  1.64705297e-02
  1.53960871e+02 -1.44260533e+02  4.91364308e-01  1.54424146e+02
 -1.44740096e+02  6.23457029e-03  1.53953482e+02 -1.44244780e+02
  5.04035995e-01  1.54445917e+02 -1.44741368e+02  3.72838871e-03
  1.53957244e+02 -1.44273765e+02  4.89985649e-01  1.54440773e+02
 -1.44798574e+02 -9.85797204e-03  1.53941270e+02 -1.44270166e+02
  4.57255418e-01  1.54429760e+02 -1.44746111e+02  2.36944946e-03
  1.53961949e+02 -1.44274394e+02  4.80966221e-01  1.54452317e+02
 -1.44767711e+02 -1.34603686e-02  1.53943183e+02 -1.44260249e+02
  4.79948040e-01  1.54440372e+02 -1.44738051e+02  4.40946801e-03
  1.53965652e+02 -1.44243646e+02  4.87491475e-01  1.54441537e+02
 -1.44767242e+02 -2.01900845e-02  1.53933097e+02 -1.44261852e+02
  4.81504326e-01  1.54437092e+02 -1.44779530e+02 -7.70484448e-03
  1.53945466e+02 -1.44262003e+02  4.84512895e-01  1.54433479e+02
 -1.44778065e+02 -3.07855436e-02  1.53943294e+02 -1.44259325e+02
  4.74297985e-01  1.54423259e+02]
res:  5943 -0.00033351522142766044 0.015144283690460725 0.02417688617390961
[ 1.21844489e-10 -1.03192800e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342500e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266806e-03
  1.53966683e+02 -1.44267444e+02  4.86659656e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
Niter:  3 row:  47 ngroup:  26 nlines:  6366 gd:  5941
[ 1.21844489e-10 -1.03192800e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342500e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266806e-03
  1.53966683e+02 -1.44267444e+02  4.86659656e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
res:  5941 -0.000341840930559556 0.015145152026889264 0.024149154239391363
[ 1.21849342e-10 -1.03192800e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342500e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266806e-03
  1.53966683e+02 -1.44267444e+02  4.86659656e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
Niter:  4 row:  47 ngroup:  26 nlines:  6366 gd:  5942
[ 1.21849342e-10 -1.03192800e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342500e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266806e-03
  1.53966683e+02 -1.44267444e+02  4.86659656e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
res:  5942 -0.00034170751860074233 0.015152580133872107 0.024162875954676196
[ 1.21849342e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
Niter:  5 row:  47 ngroup:  26 nlines:  6366 gd:  5942
[ 1.21849342e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
res:  5942 -0.0003417177567826002 0.015149358049711736 0.024162875651359342
[ 1.21849498e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
Niter:  6 row:  47 ngroup:  26 nlines:  6366 gd:  5942
[ 1.21849498e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
res:  5942 -0.000341707233019406 0.015152589955505391 0.02416287580862657
[ 1.21849343e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
Saving figure to  wave_resid_43670005_fiber47.png
Final values:
res:  -0.000341707233019406 0.02416287580862657
pars:  [ 1.21849343e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
47 [ 1.21849343e-10 -1.03192810e-05 -2.82842046e-01  1.61507001e+04
 -1.44755621e+02  2.45117388e-03  1.53963042e+02 -1.44243841e+02
  4.97546020e-01  1.54458962e+02 -1.44759951e+02 -1.24936777e-02
  1.53951886e+02 -1.44250008e+02  4.80952820e-01  1.54439910e+02
 -1.44752236e+02 -2.97911605e-02  1.53967255e+02 -1.44199401e+02
  5.10384714e-01  1.54448091e+02 -1.44711062e+02  1.59268709e-02
  1.53967634e+02 -1.44253575e+02  5.00342502e-01  1.54428874e+02
 -1.44733115e+02  8.52898134e-03  1.53958215e+02 -1.44237830e+02
  5.09734033e-01  1.54450637e+02 -1.44734391e+02  9.41756582e-03
  1.53961971e+02 -1.44266804e+02  4.95688771e-01  1.54445496e+02
 -1.44791606e+02 -4.16775277e-03  1.53946004e+02 -1.44263177e+02
  4.62935953e-01  1.54434487e+02 -1.44739165e+02  1.39266589e-03
  1.53966683e+02 -1.44267444e+02  4.86659654e-01  1.54454835e+02
 -1.44760756e+02 -7.76643142e-03  1.53947914e+02 -1.44257927e+02
  4.85638977e-01  1.54445097e+02 -1.44731093e+02  1.01138510e-02
  1.53970378e+02 -1.44236677e+02  4.89937728e-01  1.54446267e+02
 -1.44760277e+02 -1.44922782e-02  1.53937827e+02 -1.44254895e+02
  4.87191577e-01  1.54443713e+02 -1.44772561e+02 -5.30127975e-03
  1.53950190e+02 -1.44249853e+02  4.86865689e-01  1.54438209e+02
 -1.44771118e+02 -2.50796558e-02  1.53948023e+02 -1.44246700e+02
  4.79987500e-01  1.54427982e+02]
--- Row 49/300 row=48 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  48
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=48 ---
Niter:  0 row:  48 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 0.0009787602666619932 0.017360266885589226 0.03386516672291924
[ 1.21903501e-10 -1.03186700e-05 -2.82839698e-01  1.61506233e+04
 -1.44788192e+02  2.15552578e-13  1.53984945e+02]
Niter:  1 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.21903501e-10 -1.03186700e-05 -2.82839698e-01  1.61506233e+04
 -1.44788192e+02  2.15552578e-13  1.53984945e+02]
res:  244 0.0004028511166325188 0.01607182936550089 0.027625401301415813
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Niter:  2 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
res:  244 0.000402852070692461 0.016071828536951216 0.02762540130137962
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Niter:  3 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
res:  244 0.00040285117574967444 0.01607182931729767 0.02762540130133386
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Niter:  4 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
res:  244 0.00040285117574967444 0.01607182931729767 0.02762540130133386
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Niter:  5 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
res:  244 0.00040285117574967444 0.01607182931729767 0.02762540130133386
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Niter:  6 row:  48 ngroup:  1 nlines:  254 gd:  244
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
res:  244 0.00040285117574967444 0.01607182931729767 0.02762540130133386
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
Final values:
res:  0.00040285117574967444 0.02762540130133386
pars:  [ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
48 [ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02]
elapsed: 3.0 sec.
Niter:  0 row:  48 ngroup:  26 nlines:  6600 gd:  6600
[ 1.22274386e-10 -1.03190577e-05 -2.82845398e-01  1.61506286e+04
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02 -1.44739199e+02 -5.66566770e-12
  1.53970019e+02 -1.44739199e+02 -5.66566770e-12  1.53970019e+02
 -1.44739199e+02 -5.66566770e-12  1.53970019e+02 -1.44739199e+02
 -5.66566770e-12  1.53970019e+02]
res:  6600 0.0002916480179919745 0.01623376965380885 0.03556581351556689
[ 1.22274374e-10 -1.03190587e-05 -2.82845427e-01  1.61506302e+04
 -1.44732235e+02  2.43745777e-02  1.53976076e+02 -1.44241456e+02
  5.16631374e-01  1.54460147e+02 -1.44763455e+02  6.49478774e-03
  1.53967581e+02 -1.44257010e+02  4.94952480e-01  1.54438950e+02
 -1.44714154e+02  2.72537698e-03  1.53978868e+02 -1.44243687e+02
  5.21811135e-01  1.54462204e+02 -1.44739895e+02  5.86185121e-04
  1.53965052e+02 -1.44251740e+02  5.03501706e-01  1.54435231e+02
 -1.44730556e+02  3.28336910e-02  1.53963735e+02 -1.44221858e+02
  5.10924992e-01  1.54460872e+02 -1.44752929e+02  3.05577246e-02
  1.53971054e+02 -1.44261675e+02  5.21349110e-01  1.54451856e+02
 -1.44791094e+02 -1.82471923e-02  1.53946646e+02 -1.44241873e+02
  4.77024931e-01  1.54442723e+02 -1.44739746e+02  2.72888702e-02
  1.53978904e+02 -1.44238548e+02  5.21978532e-01  1.54472707e+02
 -1.44742522e+02  5.10317903e-03  1.53954110e+02 -1.44265717e+02
  4.97425838e-01  1.54456939e+02 -1.44755678e+02  1.06913305e-02
  1.53968537e+02 -1.44213435e+02  5.13125564e-01  1.54465454e+02
 -1.44796833e+02 -4.11044284e-03  1.53952690e+02 -1.44235573e+02
  4.89869560e-01  1.54453404e+02 -1.44747483e+02  1.88856227e-02
  1.53958560e+02 -1.44273246e+02  5.16822795e-01  1.54454277e+02
 -1.44779308e+02 -5.84798835e-03  1.53962665e+02 -1.44297284e+02
  4.65822030e-01  1.54431040e+02]
Niter:  1 row:  48 ngroup:  26 nlines:  6600 gd:  6175
[ 1.22274374e-10 -1.03190587e-05 -2.82845427e-01  1.61506302e+04
 -1.44732235e+02  2.43745777e-02  1.53976076e+02 -1.44241456e+02
  5.16631374e-01  1.54460147e+02 -1.44763455e+02  6.49478774e-03
  1.53967581e+02 -1.44257010e+02  4.94952480e-01  1.54438950e+02
 -1.44714154e+02  2.72537698e-03  1.53978868e+02 -1.44243687e+02
  5.21811135e-01  1.54462204e+02 -1.44739895e+02  5.86185121e-04
  1.53965052e+02 -1.44251740e+02  5.03501706e-01  1.54435231e+02
 -1.44730556e+02  3.28336910e-02  1.53963735e+02 -1.44221858e+02
  5.10924992e-01  1.54460872e+02 -1.44752929e+02  3.05577246e-02
  1.53971054e+02 -1.44261675e+02  5.21349110e-01  1.54451856e+02
 -1.44791094e+02 -1.82471923e-02  1.53946646e+02 -1.44241873e+02
  4.77024931e-01  1.54442723e+02 -1.44739746e+02  2.72888702e-02
  1.53978904e+02 -1.44238548e+02  5.21978532e-01  1.54472707e+02
 -1.44742522e+02  5.10317903e-03  1.53954110e+02 -1.44265717e+02
  4.97425838e-01  1.54456939e+02 -1.44755678e+02  1.06913305e-02
  1.53968537e+02 -1.44213435e+02  5.13125564e-01  1.54465454e+02
 -1.44796833e+02 -4.11044284e-03  1.53952690e+02 -1.44235573e+02
  4.89869560e-01  1.54453404e+02 -1.44747483e+02  1.88856227e-02
  1.53958560e+02 -1.44273246e+02  5.16822795e-01  1.54454277e+02
 -1.44779308e+02 -5.84798835e-03  1.53962665e+02 -1.44297284e+02
  4.65822030e-01  1.54431040e+02]
res:  6175 -0.0009138669756794116 0.01607770835107658 0.0263550636673235
[ 1.22274361e-10 -1.03190577e-05 -2.82845455e-01  1.61506319e+04
 -1.44725233e+02  1.46919242e-02  1.53979503e+02 -1.44243021e+02
  5.03966432e-01  1.54467146e+02 -1.44750035e+02  2.93072140e-03
  1.53971815e+02 -1.44239210e+02  4.81780636e-01  1.54443600e+02
 -1.44714289e+02 -1.38382789e-02  1.53982735e+02 -1.44233537e+02
  5.09371567e-01  1.54465985e+02 -1.44725251e+02  7.40080042e-03
  1.53971178e+02 -1.44242211e+02  5.06510022e-01  1.54440370e+02
 -1.44717777e+02  2.88107066e-02  1.53965696e+02 -1.44211801e+02
  5.09262872e-01  1.54459309e+02 -1.44743076e+02  1.96111530e-02
  1.53973042e+02 -1.44250087e+02  5.10504566e-01  1.54455880e+02
 -1.44771336e+02 -1.71967878e-02  1.53946241e+02 -1.44246421e+02
  4.78514087e-01  1.54438556e+02 -1.44740929e+02  2.69354602e-02
  1.53983289e+02 -1.44226257e+02  5.14886569e-01  1.54476144e+02
 -1.44740449e+02  5.51911271e-03  1.53957130e+02 -1.44268412e+02
  4.94800213e-01  1.54444735e+02 -1.44755355e+02 -2.68850396e-03
  1.53969999e+02 -1.44209586e+02  5.02772590e-01  1.54457347e+02
 -1.44782125e+02 -2.00235058e-02  1.53949120e+02 -1.44241660e+02
  4.88848507e-01  1.54450331e+02 -1.44740499e+02  4.37748973e-03
  1.53959121e+02 -1.44252411e+02  5.08781592e-01  1.54456914e+02
 -1.44768613e+02 -5.89561845e-03  1.53963301e+02 -1.44261300e+02
  4.57531835e-01  1.54435679e+02]
Niter:  2 row:  48 ngroup:  26 nlines:  6600 gd:  6164
[ 1.22274361e-10 -1.03190577e-05 -2.82845455e-01  1.61506319e+04
 -1.44725233e+02  1.46919242e-02  1.53979503e+02 -1.44243021e+02
  5.03966432e-01  1.54467146e+02 -1.44750035e+02  2.93072140e-03
  1.53971815e+02 -1.44239210e+02  4.81780636e-01  1.54443600e+02
 -1.44714289e+02 -1.38382789e-02  1.53982735e+02 -1.44233537e+02
  5.09371567e-01  1.54465985e+02 -1.44725251e+02  7.40080042e-03
  1.53971178e+02 -1.44242211e+02  5.06510022e-01  1.54440370e+02
 -1.44717777e+02  2.88107066e-02  1.53965696e+02 -1.44211801e+02
  5.09262872e-01  1.54459309e+02 -1.44743076e+02  1.96111530e-02
  1.53973042e+02 -1.44250087e+02  5.10504566e-01  1.54455880e+02
 -1.44771336e+02 -1.71967878e-02  1.53946241e+02 -1.44246421e+02
  4.78514087e-01  1.54438556e+02 -1.44740929e+02  2.69354602e-02
  1.53983289e+02 -1.44226257e+02  5.14886569e-01  1.54476144e+02
 -1.44740449e+02  5.51911271e-03  1.53957130e+02 -1.44268412e+02
  4.94800213e-01  1.54444735e+02 -1.44755355e+02 -2.68850396e-03
  1.53969999e+02 -1.44209586e+02  5.02772590e-01  1.54457347e+02
 -1.44782125e+02 -2.00235058e-02  1.53949120e+02 -1.44241660e+02
  4.88848507e-01  1.54450331e+02 -1.44740499e+02  4.37748973e-03
  1.53959121e+02 -1.44252411e+02  5.08781592e-01  1.54456914e+02
 -1.44768613e+02 -5.89561845e-03  1.53963301e+02 -1.44261300e+02
  4.57531835e-01  1.54435679e+02]
res:  6164 -0.0008845817719702609 0.01604732982468704 0.026172904547206218
[ 1.22274349e-10 -1.03190567e-05 -2.82845483e-01  1.61506335e+04
 -1.44718232e+02  1.71338514e-02  1.53984261e+02 -1.44236003e+02
  5.09653728e-01  1.54473989e+02 -1.44743048e+02  8.62539204e-03
  1.53976566e+02 -1.44232197e+02  4.84025062e-01  1.54448353e+02
 -1.44707284e+02 -8.15509658e-03  1.53987492e+02 -1.44226545e+02
  5.11898347e-01  1.54472768e+02 -1.44718257e+02  1.31101283e-02
  1.53977887e+02 -1.44235197e+02  5.15575246e-01  1.54445134e+02
 -1.44705064e+02  3.45039359e-02  1.53970455e+02 -1.44204794e+02
  5.14944892e-01  1.54464062e+02 -1.44736090e+02  2.53056633e-02
  1.53977800e+02 -1.44237327e+02  5.08840114e-01  1.54460635e+02
 -1.44764346e+02 -1.14974652e-02  1.53951001e+02 -1.44239390e+02
  4.80480990e-01  1.54443308e+02 -1.44733922e+02  2.90164877e-02
  1.53988049e+02 -1.44219229e+02  5.20585546e-01  1.54480904e+02
 -1.44733445e+02  1.12218553e-02  1.53961890e+02 -1.44261440e+02
  5.00510038e-01  1.54447456e+02 -1.44748344e+02  3.02067639e-03
  1.53974762e+02 -1.44202583e+02  5.08475475e-01  1.54462098e+02
 -1.44775146e+02 -2.17217002e-02  1.53951907e+02 -1.44234675e+02
  4.94554095e-01  1.54451228e+02 -1.44733516e+02  1.00831080e-02
  1.53963879e+02 -1.44245399e+02  5.10070221e-01  1.54459606e+02
 -1.44750604e+02 -2.01368154e-04  1.53968056e+02 -1.44249391e+02
  4.59647360e-01  1.54440429e+02]
Niter:  3 row:  48 ngroup:  26 nlines:  6600 gd:  6158
[ 1.22274349e-10 -1.03190567e-05 -2.82845483e-01  1.61506335e+04
 -1.44718232e+02  1.71338514e-02  1.53984261e+02 -1.44236003e+02
  5.09653728e-01  1.54473989e+02 -1.44743048e+02  8.62539204e-03
  1.53976566e+02 -1.44232197e+02  4.84025062e-01  1.54448353e+02
 -1.44707284e+02 -8.15509658e-03  1.53987492e+02 -1.44226545e+02
  5.11898347e-01  1.54472768e+02 -1.44718257e+02  1.31101283e-02
  1.53977887e+02 -1.44235197e+02  5.15575246e-01  1.54445134e+02
 -1.44705064e+02  3.45039359e-02  1.53970455e+02 -1.44204794e+02
  5.14944892e-01  1.54464062e+02 -1.44736090e+02  2.53056633e-02
  1.53977800e+02 -1.44237327e+02  5.08840114e-01  1.54460635e+02
 -1.44764346e+02 -1.14974652e-02  1.53951001e+02 -1.44239390e+02
  4.80480990e-01  1.54443308e+02 -1.44733922e+02  2.90164877e-02
  1.53988049e+02 -1.44219229e+02  5.20585546e-01  1.54480904e+02
 -1.44733445e+02  1.12218553e-02  1.53961890e+02 -1.44261440e+02
  5.00510038e-01  1.54447456e+02 -1.44748344e+02  3.02067639e-03
  1.53974762e+02 -1.44202583e+02  5.08475475e-01  1.54462098e+02
 -1.44775146e+02 -2.17217002e-02  1.53951907e+02 -1.44234675e+02
  4.94554095e-01  1.54451228e+02 -1.44733516e+02  1.00831080e-02
  1.53963879e+02 -1.44245399e+02  5.10070221e-01  1.54459606e+02
 -1.44750604e+02 -2.01368154e-04  1.53968056e+02 -1.44249391e+02
  4.59647360e-01  1.54440429e+02]
res:  6158 -0.0007357708755080239 0.016028821448344388 0.02608115200458874
[ 1.22219573e-10 -1.03190567e-05 -2.82845483e-01  1.61506335e+04
 -1.44718232e+02  1.71338514e-02  1.53984261e+02 -1.44236003e+02
  5.09653728e-01  1.54473989e+02 -1.44743048e+02  8.62539204e-03
  1.53976566e+02 -1.44232197e+02  4.84025062e-01  1.54448353e+02
 -1.44707284e+02 -8.15509658e-03  1.53987492e+02 -1.44226545e+02
  5.11898347e-01  1.54472768e+02 -1.44718257e+02  1.31101283e-02
  1.53977887e+02 -1.44235197e+02  5.15575246e-01  1.54445134e+02
 -1.44705064e+02  3.45039359e-02  1.53970455e+02 -1.44204794e+02
  5.14944892e-01  1.54464062e+02 -1.44736090e+02  2.53056633e-02
  1.53977800e+02 -1.44237327e+02  5.08840114e-01  1.54460635e+02
 -1.44764346e+02 -1.14974652e-02  1.53951001e+02 -1.44239390e+02
  4.80480990e-01  1.54443308e+02 -1.44733922e+02  2.90164877e-02
  1.53988049e+02 -1.44219229e+02  5.20585546e-01  1.54480904e+02
 -1.44733445e+02  1.12218553e-02  1.53961890e+02 -1.44261440e+02
  5.00510038e-01  1.54447456e+02 -1.44748344e+02  3.02067639e-03
  1.53974762e+02 -1.44202583e+02  5.08475475e-01  1.54462098e+02
 -1.44775146e+02 -2.17217002e-02  1.53951907e+02 -1.44234675e+02
  4.94554095e-01  1.54451228e+02 -1.44733516e+02  1.00831080e-02
  1.53963879e+02 -1.44245399e+02  5.10070221e-01  1.54459606e+02
 -1.44750604e+02 -2.01368154e-04  1.53968056e+02 -1.44249391e+02
  4.59647360e-01  1.54440429e+02]
Niter:  4 row:  48 ngroup:  26 nlines:  6600 gd:  6160
[ 1.22219573e-10 -1.03190567e-05 -2.82845483e-01  1.61506335e+04
 -1.44718232e+02  1.71338514e-02  1.53984261e+02 -1.44236003e+02
  5.09653728e-01  1.54473989e+02 -1.44743048e+02  8.62539204e-03
  1.53976566e+02 -1.44232197e+02  4.84025062e-01  1.54448353e+02
 -1.44707284e+02 -8.15509658e-03  1.53987492e+02 -1.44226545e+02
  5.11898347e-01  1.54472768e+02 -1.44718257e+02  1.31101283e-02
  1.53977887e+02 -1.44235197e+02  5.15575246e-01  1.54445134e+02
 -1.44705064e+02  3.45039359e-02  1.53970455e+02 -1.44204794e+02
  5.14944892e-01  1.54464062e+02 -1.44736090e+02  2.53056633e-02
  1.53977800e+02 -1.44237327e+02  5.08840114e-01  1.54460635e+02
 -1.44764346e+02 -1.14974652e-02  1.53951001e+02 -1.44239390e+02
  4.80480990e-01  1.54443308e+02 -1.44733922e+02  2.90164877e-02
  1.53988049e+02 -1.44219229e+02  5.20585546e-01  1.54480904e+02
 -1.44733445e+02  1.12218553e-02  1.53961890e+02 -1.44261440e+02
  5.00510038e-01  1.54447456e+02 -1.44748344e+02  3.02067639e-03
  1.53974762e+02 -1.44202583e+02  5.08475475e-01  1.54462098e+02
 -1.44775146e+02 -2.17217002e-02  1.53951907e+02 -1.44234675e+02
  4.94554095e-01  1.54451228e+02 -1.44733516e+02  1.00831080e-02
  1.53963879e+02 -1.44245399e+02  5.10070221e-01  1.54459606e+02
 -1.44750604e+02 -2.01368154e-04  1.53968056e+02 -1.44249391e+02
  4.59647360e-01  1.54440429e+02]
res:  6160 -0.0008971322240540758 0.016072596646154125 0.02609664634600278
[ 1.22219561e-10 -1.03190556e-05 -2.82845511e-01  1.61506351e+04
 -1.44708914e+02  2.28533818e-02  1.53988786e+02 -1.44226580e+02
  5.15344771e-01  1.54478445e+02 -1.44733800e+02  1.43236771e-02
  1.53979045e+02 -1.44222806e+02  4.89720976e-01  1.54452791e+02
 -1.44697930e+02 -2.46396283e-03  1.53992083e+02 -1.44217261e+02
  5.17614305e-01  1.54475286e+02 -1.44708978e+02  1.88338475e-02
  1.53980411e+02 -1.44225817e+02  5.21278813e-01  1.54447724e+02
 -1.44695706e+02  4.01940190e-02  1.53975091e+02 -1.44195447e+02
  5.20625197e-01  1.54466549e+02 -1.44726847e+02  3.09844625e-02
  1.53980340e+02 -1.44227918e+02  5.14522323e-01  1.54463149e+02
 -1.44755073e+02 -5.79829918e-03  1.53953561e+02 -1.44229896e+02
  4.86178750e-01  1.54445785e+02 -1.44724562e+02  2.74434023e-02
  1.53990602e+02 -1.44209753e+02  5.26280695e-01  1.54483464e+02
 -1.44724095e+02  1.35269748e-02  1.53964442e+02 -1.44252246e+02
  5.06215116e-01  1.54449935e+02 -1.44738967e+02  8.73338228e-03
  1.53977352e+02 -1.44193258e+02  5.14175259e-01  1.54464571e+02
 -1.44765923e+02 -1.60189511e-02  1.53954445e+02 -1.44225423e+02
  4.96653910e-01  1.54453718e+02 -1.44724279e+02  1.57961441e-02
  1.53966422e+02 -1.44236025e+02  5.15761090e-01  1.54462156e+02
 -1.44741316e+02  5.48782965e-03  1.53970564e+02 -1.44234450e+02
  4.65354063e-01  1.54442896e+02]
Niter:  5 row:  48 ngroup:  26 nlines:  6600 gd:  6155
[ 1.22219561e-10 -1.03190556e-05 -2.82845511e-01  1.61506351e+04
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  5.15344771e-01  1.54478445e+02 -1.44733800e+02  1.43236771e-02
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 -1.44697930e+02 -2.46396283e-03  1.53992083e+02 -1.44217261e+02
  5.17614305e-01  1.54475286e+02 -1.44708978e+02  1.88338475e-02
  1.53980411e+02 -1.44225817e+02  5.21278813e-01  1.54447724e+02
 -1.44695706e+02  4.01940190e-02  1.53975091e+02 -1.44195447e+02
  5.20625197e-01  1.54466549e+02 -1.44726847e+02  3.09844625e-02
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  4.86178750e-01  1.54445785e+02 -1.44724562e+02  2.74434023e-02
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  4.96653910e-01  1.54453718e+02 -1.44724279e+02  1.57961441e-02
  1.53966422e+02 -1.44236025e+02  5.15761090e-01  1.54462156e+02
 -1.44741316e+02  5.48782965e-03  1.53970564e+02 -1.44234450e+02
  4.65354063e-01  1.54442896e+02]
res:  6155 -0.0007546237320639193 0.016058638897447963 0.02602401312012827
[ 1.22184397e-10 -1.03190556e-05 -2.82845511e-01  1.61506351e+04
 -1.44708914e+02  2.28533818e-02  1.53988786e+02 -1.44226580e+02
  5.15344771e-01  1.54478445e+02 -1.44733800e+02  1.43236771e-02
  1.53979045e+02 -1.44222806e+02  4.89720976e-01  1.54452791e+02
 -1.44697930e+02 -2.46396283e-03  1.53992083e+02 -1.44217261e+02
  5.17614305e-01  1.54475286e+02 -1.44708978e+02  1.88338475e-02
  1.53980411e+02 -1.44225817e+02  5.21278813e-01  1.54447724e+02
 -1.44695706e+02  4.01940190e-02  1.53975091e+02 -1.44195447e+02
  5.20625197e-01  1.54466549e+02 -1.44726847e+02  3.09844625e-02
  1.53980340e+02 -1.44227918e+02  5.14522323e-01  1.54463149e+02
 -1.44755073e+02 -5.79829918e-03  1.53953561e+02 -1.44229896e+02
  4.86178750e-01  1.54445785e+02 -1.44724562e+02  2.74434023e-02
  1.53990602e+02 -1.44209753e+02  5.26280695e-01  1.54483464e+02
 -1.44724095e+02  1.35269748e-02  1.53964442e+02 -1.44252246e+02
  5.06215116e-01  1.54449935e+02 -1.44738967e+02  8.73338228e-03
  1.53977352e+02 -1.44193258e+02  5.14175259e-01  1.54464571e+02
 -1.44765923e+02 -1.60189511e-02  1.53954445e+02 -1.44225423e+02
  4.96653910e-01  1.54453718e+02 -1.44724279e+02  1.57961441e-02
  1.53966422e+02 -1.44236025e+02  5.15761090e-01  1.54462156e+02
 -1.44741316e+02  5.48782965e-03  1.53970564e+02 -1.44234450e+02
  4.65354063e-01  1.54442896e+02]
Niter:  6 row:  48 ngroup:  26 nlines:  6600 gd:  6156
[ 1.22184397e-10 -1.03190556e-05 -2.82845511e-01  1.61506351e+04
 -1.44708914e+02  2.28533818e-02  1.53988786e+02 -1.44226580e+02
  5.15344771e-01  1.54478445e+02 -1.44733800e+02  1.43236771e-02
  1.53979045e+02 -1.44222806e+02  4.89720976e-01  1.54452791e+02
 -1.44697930e+02 -2.46396283e-03  1.53992083e+02 -1.44217261e+02
  5.17614305e-01  1.54475286e+02 -1.44708978e+02  1.88338475e-02
  1.53980411e+02 -1.44225817e+02  5.21278813e-01  1.54447724e+02
 -1.44695706e+02  4.01940190e-02  1.53975091e+02 -1.44195447e+02
  5.20625197e-01  1.54466549e+02 -1.44726847e+02  3.09844625e-02
  1.53980340e+02 -1.44227918e+02  5.14522323e-01  1.54463149e+02
 -1.44755073e+02 -5.79829918e-03  1.53953561e+02 -1.44229896e+02
  4.86178750e-01  1.54445785e+02 -1.44724562e+02  2.74434023e-02
  1.53990602e+02 -1.44209753e+02  5.26280695e-01  1.54483464e+02
 -1.44724095e+02  1.35269748e-02  1.53964442e+02 -1.44252246e+02
  5.06215116e-01  1.54449935e+02 -1.44738967e+02  8.73338228e-03
  1.53977352e+02 -1.44193258e+02  5.14175259e-01  1.54464571e+02
 -1.44765923e+02 -1.60189511e-02  1.53954445e+02 -1.44225423e+02
  4.96653910e-01  1.54453718e+02 -1.44724279e+02  1.57961441e-02
  1.53966422e+02 -1.44236025e+02  5.15761090e-01  1.54462156e+02
 -1.44741316e+02  5.48782965e-03  1.53970564e+02 -1.44234450e+02
  4.65354063e-01  1.54442896e+02]
res:  6156 -0.001130617639319098 0.01588419478139258 0.02599599244525273
[ 1.22322852e-10 -1.03191315e-05 -2.82848933e-01  1.61506337e+04
 -1.44692451e+02  1.59100495e-02  1.53963677e+02 -1.44210901e+02
  5.07975282e-01  1.54453231e+02 -1.44718405e+02  7.04074448e-03
  1.53953896e+02 -1.44207317e+02  4.82421969e-01  1.54427664e+02
 -1.44682583e+02 -9.86470030e-03  1.53966948e+02 -1.44202013e+02
  5.10843782e-01  1.54450178e+02 -1.44693679e+02  1.20161141e-02
  1.53955264e+02 -1.44210360e+02  5.14134154e-01  1.54422650e+02
 -1.44680243e+02  3.27826457e-02  1.53949974e+02 -1.44180022e+02
  5.13001181e-01  1.54441416e+02 -1.44711591e+02  2.34665851e-02
  1.53955212e+02 -1.44212408e+02  5.07091554e-01  1.54438014e+02
 -1.44739823e+02 -1.30300219e-02  1.53928459e+02 -1.44214166e+02
  4.78952113e-01  1.54420616e+02 -1.44709031e+02  2.01263465e-02
  1.53965513e+02 -1.44194108e+02  5.19058379e-01  1.54458378e+02
 -1.44708736e+02  6.27448621e-03  1.53939345e+02 -1.44237120e+02
  4.99226535e-01  1.54424748e+02 -1.44723559e+02  1.73088541e-03
  1.53951875e+02 -1.44177790e+02  5.06972265e-01  1.54439424e+02
 -1.44749505e+02 -2.31350829e-02  1.53929346e+02 -1.44210200e+02
  4.89598334e-01  1.54428590e+02 -1.44709101e+02  8.76856928e-03
  1.53941343e+02 -1.44220589e+02  5.08410176e-01  1.54437031e+02
 -1.44726019e+02 -1.83861440e-03  1.53945845e+02 -1.44218950e+02
  4.58265318e-01  1.54417737e+02]
Saving figure to  wave_resid_43670005_fiber48.png
Final values:
res:  -0.001130617639319098 0.02599599244525273
pars:  [ 1.22322852e-10 -1.03191315e-05 -2.82848933e-01  1.61506337e+04
 -1.44692451e+02  1.59100495e-02  1.53963677e+02 -1.44210901e+02
  5.07975282e-01  1.54453231e+02 -1.44718405e+02  7.04074448e-03
  1.53953896e+02 -1.44207317e+02  4.82421969e-01  1.54427664e+02
 -1.44682583e+02 -9.86470030e-03  1.53966948e+02 -1.44202013e+02
  5.10843782e-01  1.54450178e+02 -1.44693679e+02  1.20161141e-02
  1.53955264e+02 -1.44210360e+02  5.14134154e-01  1.54422650e+02
 -1.44680243e+02  3.27826457e-02  1.53949974e+02 -1.44180022e+02
  5.13001181e-01  1.54441416e+02 -1.44711591e+02  2.34665851e-02
  1.53955212e+02 -1.44212408e+02  5.07091554e-01  1.54438014e+02
 -1.44739823e+02 -1.30300219e-02  1.53928459e+02 -1.44214166e+02
  4.78952113e-01  1.54420616e+02 -1.44709031e+02  2.01263465e-02
  1.53965513e+02 -1.44194108e+02  5.19058379e-01  1.54458378e+02
 -1.44708736e+02  6.27448621e-03  1.53939345e+02 -1.44237120e+02
  4.99226535e-01  1.54424748e+02 -1.44723559e+02  1.73088541e-03
  1.53951875e+02 -1.44177790e+02  5.06972265e-01  1.54439424e+02
 -1.44749505e+02 -2.31350829e-02  1.53929346e+02 -1.44210200e+02
  4.89598334e-01  1.54428590e+02 -1.44709101e+02  8.76856928e-03
  1.53941343e+02 -1.44220589e+02  5.08410176e-01  1.54437031e+02
 -1.44726019e+02 -1.83861440e-03  1.53945845e+02 -1.44218950e+02
  4.58265318e-01  1.54417737e+02]
48 [ 1.22322852e-10 -1.03191315e-05 -2.82848933e-01  1.61506337e+04
 -1.44692451e+02  1.59100495e-02  1.53963677e+02 -1.44210901e+02
  5.07975282e-01  1.54453231e+02 -1.44718405e+02  7.04074448e-03
  1.53953896e+02 -1.44207317e+02  4.82421969e-01  1.54427664e+02
 -1.44682583e+02 -9.86470030e-03  1.53966948e+02 -1.44202013e+02
  5.10843782e-01  1.54450178e+02 -1.44693679e+02  1.20161141e-02
  1.53955264e+02 -1.44210360e+02  5.14134154e-01  1.54422650e+02
 -1.44680243e+02  3.27826457e-02  1.53949974e+02 -1.44180022e+02
  5.13001181e-01  1.54441416e+02 -1.44711591e+02  2.34665851e-02
  1.53955212e+02 -1.44212408e+02  5.07091554e-01  1.54438014e+02
 -1.44739823e+02 -1.30300219e-02  1.53928459e+02 -1.44214166e+02
  4.78952113e-01  1.54420616e+02 -1.44709031e+02  2.01263465e-02
  1.53965513e+02 -1.44194108e+02  5.19058379e-01  1.54458378e+02
 -1.44708736e+02  6.27448621e-03  1.53939345e+02 -1.44237120e+02
  4.99226535e-01  1.54424748e+02 -1.44723559e+02  1.73088541e-03
  1.53951875e+02 -1.44177790e+02  5.06972265e-01  1.54439424e+02
 -1.44749505e+02 -2.31350829e-02  1.53929346e+02 -1.44210200e+02
  4.89598334e-01  1.54428590e+02 -1.44709101e+02  8.76856928e-03
  1.53941343e+02 -1.44220589e+02  5.08410176e-01  1.54437031e+02
 -1.44726019e+02 -1.83861440e-03  1.53945845e+02 -1.44218950e+02
  4.58265318e-01  1.54417737e+02]
--- Row 50/300 row=49 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  49
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=49 ---
Niter:  0 row:  49 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.00014143228872853797 0.01385838835631148 0.03512541329765537
[ 1.22289990e-10 -1.03186011e-05 -2.82848784e-01  1.61506058e+04
 -1.44685654e+02  8.70427711e-14  1.53955226e+02]
Niter:  1 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.22289990e-10 -1.03186011e-05 -2.82848784e-01  1.61506058e+04
 -1.44685654e+02  8.70427711e-14  1.53955226e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Niter:  2 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Niter:  3 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Niter:  4 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Niter:  5 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Niter:  6 row:  49 ngroup:  1 nlines:  243 gd:  217
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
res:  217 0.000564876103453571 0.014144170250801835 0.021714748007425348
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
Final values:
res:  0.000564876103453571 0.021714748007425348
pars:  [ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
49 [ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02]
elapsed: 3.0 sec.
Niter:  0 row:  49 ngroup:  26 nlines:  6446 gd:  6446
[ 1.21901204e-10 -1.03191336e-05 -2.82843930e-01  1.61506039e+04
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02 -1.44740210e+02  1.92080609e-11
  1.53966187e+02 -1.44740210e+02  1.92080609e-11  1.53966187e+02
 -1.44740210e+02  1.92080609e-11  1.53966187e+02 -1.44740210e+02
  1.92080609e-11  1.53966187e+02]
res:  6446 0.0001932231725731981 0.01568108436094917 0.03532624431804993
[ 1.21901192e-10 -1.03191347e-05 -2.82843959e-01  1.61506055e+04
 -1.44719711e+02 -1.73895600e-03  1.53963626e+02 -1.44249545e+02
  4.95968682e-01  1.54461765e+02 -1.44783210e+02 -1.84933553e-02
  1.53943449e+02 -1.44277184e+02  4.77524400e-01  1.54436614e+02
 -1.44729834e+02 -1.61550868e-02  1.53976381e+02 -1.44252844e+02
  4.87093258e-01  1.54461387e+02 -1.44734973e+02  5.27986189e-03
  1.53957054e+02 -1.44267380e+02  4.91391490e-01  1.54442479e+02
 -1.44753084e+02 -8.50695070e-04  1.53961556e+02 -1.44289632e+02
  4.97146217e-01  1.54454264e+02 -1.44741189e+02  6.30259412e-03
  1.53976082e+02 -1.44273177e+02  4.96176426e-01  1.54432862e+02
 -1.44800637e+02 -1.26009592e-02  1.53944122e+02 -1.44295629e+02
  4.66366911e-01  1.54442307e+02 -1.44725731e+02 -7.70778886e-03
  1.53974051e+02 -1.44245473e+02  5.16099781e-01  1.54455067e+02
 -1.44787595e+02 -4.91026583e-03  1.53937690e+02 -1.44276645e+02
  4.79380416e-01  1.54459057e+02 -1.44752589e+02 -5.97827064e-03
  1.53963937e+02 -1.44253705e+02  4.95236921e-01  1.54451811e+02
 -1.44774731e+02 -2.72794127e-02  1.53945905e+02 -1.44244959e+02
  4.85553257e-01  1.54432656e+02 -1.44778874e+02 -1.23315626e-02
  1.53958231e+02 -1.44276174e+02  4.74710690e-01  1.54454081e+02
 -1.44799803e+02 -2.48683225e-02  1.53943532e+02 -1.44300855e+02
  4.65591593e-01  1.54430269e+02]
Niter:  1 row:  49 ngroup:  26 nlines:  6446 gd:  5974
[ 1.21901192e-10 -1.03191347e-05 -2.82843959e-01  1.61506055e+04
 -1.44719711e+02 -1.73895600e-03  1.53963626e+02 -1.44249545e+02
  4.95968682e-01  1.54461765e+02 -1.44783210e+02 -1.84933553e-02
  1.53943449e+02 -1.44277184e+02  4.77524400e-01  1.54436614e+02
 -1.44729834e+02 -1.61550868e-02  1.53976381e+02 -1.44252844e+02
  4.87093258e-01  1.54461387e+02 -1.44734973e+02  5.27986189e-03
  1.53957054e+02 -1.44267380e+02  4.91391490e-01  1.54442479e+02
 -1.44753084e+02 -8.50695070e-04  1.53961556e+02 -1.44289632e+02
  4.97146217e-01  1.54454264e+02 -1.44741189e+02  6.30259412e-03
  1.53976082e+02 -1.44273177e+02  4.96176426e-01  1.54432862e+02
 -1.44800637e+02 -1.26009592e-02  1.53944122e+02 -1.44295629e+02
  4.66366911e-01  1.54442307e+02 -1.44725731e+02 -7.70778886e-03
  1.53974051e+02 -1.44245473e+02  5.16099781e-01  1.54455067e+02
 -1.44787595e+02 -4.91026583e-03  1.53937690e+02 -1.44276645e+02
  4.79380416e-01  1.54459057e+02 -1.44752589e+02 -5.97827064e-03
  1.53963937e+02 -1.44253705e+02  4.95236921e-01  1.54451811e+02
 -1.44774731e+02 -2.72794127e-02  1.53945905e+02 -1.44244959e+02
  4.85553257e-01  1.54432656e+02 -1.44778874e+02 -1.23315626e-02
  1.53958231e+02 -1.44276174e+02  4.74710690e-01  1.54454081e+02
 -1.44799803e+02 -2.48683225e-02  1.53943532e+02 -1.44300855e+02
  4.65591593e-01  1.54430269e+02]
res:  5974 -0.00047837256897764746 0.01581788692237751 0.0253609222106221
[ 1.21901179e-10 -1.03191357e-05 -2.82843987e-01  1.61506071e+04
 -1.44726258e+02  7.70871298e-03  1.53971317e+02 -1.44242574e+02
  4.93253751e-01  1.54466611e+02 -1.44766757e+02 -1.21822614e-02
  1.53946649e+02 -1.44269117e+02  4.73874108e-01  1.54432666e+02
 -1.44741222e+02 -1.07792434e-02  1.53977083e+02 -1.44256020e+02
  4.88873202e-01  1.54472220e+02 -1.44735849e+02  5.66140636e-03
  1.53959217e+02 -1.44254537e+02  4.99152548e-01  1.54438232e+02
 -1.44760620e+02 -4.85892098e-04  1.53964593e+02 -1.44271365e+02
  4.85792045e-01  1.54453364e+02 -1.44775873e+02  7.70108241e-03
  1.53968251e+02 -1.44256167e+02  4.87981552e-01  1.54434766e+02
 -1.44785655e+02 -1.35647203e-02  1.53951080e+02 -1.44265471e+02
  4.54465246e-01  1.54442107e+02 -1.44729469e+02 -3.96246671e-03
  1.53971571e+02 -1.44246761e+02  5.03758746e-01  1.54458679e+02
 -1.44766035e+02  5.72998309e-03  1.53952373e+02 -1.44269135e+02
  4.82931121e-01  1.54459955e+02 -1.44738165e+02 -6.84262153e-03
  1.53965455e+02 -1.44256297e+02  4.95969418e-01  1.54449167e+02
 -1.44754296e+02 -3.10134688e-03  1.53950094e+02 -1.44250128e+02
  4.89448360e-01  1.54437417e+02 -1.44741776e+02 -9.56823490e-03
  1.53959941e+02 -1.44269363e+02  4.69721917e-01  1.54453275e+02
 -1.44792163e+02 -2.72187155e-02  1.53950800e+02 -1.44288951e+02
  4.66127658e-01  1.54434121e+02]
Niter:  2 row:  49 ngroup:  26 nlines:  6446 gd:  5982
[ 1.21901179e-10 -1.03191357e-05 -2.82843987e-01  1.61506071e+04
 -1.44726258e+02  7.70871298e-03  1.53971317e+02 -1.44242574e+02
  4.93253751e-01  1.54466611e+02 -1.44766757e+02 -1.21822614e-02
  1.53946649e+02 -1.44269117e+02  4.73874108e-01  1.54432666e+02
 -1.44741222e+02 -1.07792434e-02  1.53977083e+02 -1.44256020e+02
  4.88873202e-01  1.54472220e+02 -1.44735849e+02  5.66140636e-03
  1.53959217e+02 -1.44254537e+02  4.99152548e-01  1.54438232e+02
 -1.44760620e+02 -4.85892098e-04  1.53964593e+02 -1.44271365e+02
  4.85792045e-01  1.54453364e+02 -1.44775873e+02  7.70108241e-03
  1.53968251e+02 -1.44256167e+02  4.87981552e-01  1.54434766e+02
 -1.44785655e+02 -1.35647203e-02  1.53951080e+02 -1.44265471e+02
  4.54465246e-01  1.54442107e+02 -1.44729469e+02 -3.96246671e-03
  1.53971571e+02 -1.44246761e+02  5.03758746e-01  1.54458679e+02
 -1.44766035e+02  5.72998309e-03  1.53952373e+02 -1.44269135e+02
  4.82931121e-01  1.54459955e+02 -1.44738165e+02 -6.84262153e-03
  1.53965455e+02 -1.44256297e+02  4.95969418e-01  1.54449167e+02
 -1.44754296e+02 -3.10134688e-03  1.53950094e+02 -1.44250128e+02
  4.89448360e-01  1.54437417e+02 -1.44741776e+02 -9.56823490e-03
  1.53959941e+02 -1.44269363e+02  4.69721917e-01  1.54453275e+02
 -1.44792163e+02 -2.72187155e-02  1.53950800e+02 -1.44288951e+02
  4.66127658e-01  1.54434121e+02]
res:  5982 -0.0004582135597956949 0.015828390740352916 0.025446974224962986
[ 1.21901167e-10 -1.03191367e-05 -2.82844015e-01  1.61506087e+04
 -1.44719282e+02  1.34051254e-02  1.53978251e+02 -1.44235620e+02
  4.98948855e-01  1.54471339e+02 -1.44759813e+02 -6.50312428e-03
  1.53951374e+02 -1.44262153e+02  4.79572755e-01  1.54437392e+02
 -1.44734247e+02 -1.76345552e-03  1.53981805e+02 -1.44249035e+02
  4.94574688e-01  1.54476949e+02 -1.44728848e+02  7.89576443e-03
  1.53963940e+02 -1.44247585e+02  5.04840497e-01  1.54442964e+02
 -1.44759252e+02  2.06588971e-03  1.53969330e+02 -1.44264386e+02
  4.88274730e-01  1.54458093e+02 -1.44774589e+02  1.34084817e-02
  1.53972985e+02 -1.44243960e+02  4.93686726e-01  1.54439486e+02
 -1.44778706e+02 -1.55987675e-02  1.53955802e+02 -1.44258485e+02
  4.57057088e-01  1.54446833e+02 -1.44727481e+02  1.74006340e-03
  1.53976296e+02 -1.44239805e+02  5.06300176e-01  1.54463408e+02
 -1.44747297e+02  1.48365017e-02  1.53957094e+02 -1.44262163e+02
  4.88630498e-01  1.54462587e+02 -1.44725693e+02 -1.13850744e-03
  1.53970190e+02 -1.44249346e+02  5.01687602e-01  1.54451852e+02
 -1.44747318e+02  6.09793768e-03  1.53954823e+02 -1.44243168e+02
  4.95161654e-01  1.54442134e+02 -1.44724894e+02 -3.87306898e-03
  1.53964670e+02 -1.44262423e+02  4.72059684e-01  1.54457999e+02
 -1.44785216e+02 -2.15270380e-02  1.53955528e+02 -1.44282002e+02
  4.68447579e-01  1.54438852e+02]
Niter:  3 row:  49 ngroup:  26 nlines:  6446 gd:  5981
[ 1.21901167e-10 -1.03191367e-05 -2.82844015e-01  1.61506087e+04
 -1.44719282e+02  1.34051254e-02  1.53978251e+02 -1.44235620e+02
  4.98948855e-01  1.54471339e+02 -1.44759813e+02 -6.50312428e-03
  1.53951374e+02 -1.44262153e+02  4.79572755e-01  1.54437392e+02
 -1.44734247e+02 -1.76345552e-03  1.53981805e+02 -1.44249035e+02
  4.94574688e-01  1.54476949e+02 -1.44728848e+02  7.89576443e-03
  1.53963940e+02 -1.44247585e+02  5.04840497e-01  1.54442964e+02
 -1.44759252e+02  2.06588971e-03  1.53969330e+02 -1.44264386e+02
  4.88274730e-01  1.54458093e+02 -1.44774589e+02  1.34084817e-02
  1.53972985e+02 -1.44243960e+02  4.93686726e-01  1.54439486e+02
 -1.44778706e+02 -1.55987675e-02  1.53955802e+02 -1.44258485e+02
  4.57057088e-01  1.54446833e+02 -1.44727481e+02  1.74006340e-03
  1.53976296e+02 -1.44239805e+02  5.06300176e-01  1.54463408e+02
 -1.44747297e+02  1.48365017e-02  1.53957094e+02 -1.44262163e+02
  4.88630498e-01  1.54462587e+02 -1.44725693e+02 -1.13850744e-03
  1.53970190e+02 -1.44249346e+02  5.01687602e-01  1.54451852e+02
 -1.44747318e+02  6.09793768e-03  1.53954823e+02 -1.44243168e+02
  4.95161654e-01  1.54442134e+02 -1.44724894e+02 -3.87306898e-03
  1.53964670e+02 -1.44262423e+02  4.72059684e-01  1.54457999e+02
 -1.44785216e+02 -2.15270380e-02  1.53955528e+02 -1.44282002e+02
  4.68447579e-01  1.54438852e+02]
res:  5981 -0.00024341896732948953 0.01583821266558516 0.02542645896402101
[ 1.21858443e-10 -1.03191367e-05 -2.82844015e-01  1.61506087e+04
 -1.44719282e+02  1.34051254e-02  1.53978251e+02 -1.44235620e+02
  4.98948855e-01  1.54471339e+02 -1.44759813e+02 -6.50312428e-03
  1.53951374e+02 -1.44262153e+02  4.79572755e-01  1.54437392e+02
 -1.44734247e+02 -1.76345552e-03  1.53981805e+02 -1.44249035e+02
  4.94574688e-01  1.54476949e+02 -1.44728848e+02  7.89576443e-03
  1.53963940e+02 -1.44247585e+02  5.04840497e-01  1.54442964e+02
 -1.44759252e+02  2.06588971e-03  1.53969330e+02 -1.44264386e+02
  4.88274730e-01  1.54458093e+02 -1.44774589e+02  1.34084817e-02
  1.53972985e+02 -1.44243960e+02  4.93686726e-01  1.54439486e+02
 -1.44778706e+02 -1.55987675e-02  1.53955802e+02 -1.44258485e+02
  4.57057088e-01  1.54446833e+02 -1.44727481e+02  1.74006340e-03
  1.53976296e+02 -1.44239805e+02  5.06300176e-01  1.54463408e+02
 -1.44747297e+02  1.48365017e-02  1.53957094e+02 -1.44262163e+02
  4.88630498e-01  1.54462587e+02 -1.44725693e+02 -1.13850744e-03
  1.53970190e+02 -1.44249346e+02  5.01687602e-01  1.54451852e+02
 -1.44747318e+02  6.09793768e-03  1.53954823e+02 -1.44243168e+02
  4.95161654e-01  1.54442134e+02 -1.44724894e+02 -3.87306898e-03
  1.53964670e+02 -1.44262423e+02  4.72059684e-01  1.54457999e+02
 -1.44785216e+02 -2.15270380e-02  1.53955528e+02 -1.44282002e+02
  4.68447579e-01  1.54438852e+02]
Niter:  4 row:  49 ngroup:  26 nlines:  6446 gd:  5979
[ 1.21858443e-10 -1.03191367e-05 -2.82844015e-01  1.61506087e+04
 -1.44719282e+02  1.34051254e-02  1.53978251e+02 -1.44235620e+02
  4.98948855e-01  1.54471339e+02 -1.44759813e+02 -6.50312428e-03
  1.53951374e+02 -1.44262153e+02  4.79572755e-01  1.54437392e+02
 -1.44734247e+02 -1.76345552e-03  1.53981805e+02 -1.44249035e+02
  4.94574688e-01  1.54476949e+02 -1.44728848e+02  7.89576443e-03
  1.53963940e+02 -1.44247585e+02  5.04840497e-01  1.54442964e+02
 -1.44759252e+02  2.06588971e-03  1.53969330e+02 -1.44264386e+02
  4.88274730e-01  1.54458093e+02 -1.44774589e+02  1.34084817e-02
  1.53972985e+02 -1.44243960e+02  4.93686726e-01  1.54439486e+02
 -1.44778706e+02 -1.55987675e-02  1.53955802e+02 -1.44258485e+02
  4.57057088e-01  1.54446833e+02 -1.44727481e+02  1.74006340e-03
  1.53976296e+02 -1.44239805e+02  5.06300176e-01  1.54463408e+02
 -1.44747297e+02  1.48365017e-02  1.53957094e+02 -1.44262163e+02
  4.88630498e-01  1.54462587e+02 -1.44725693e+02 -1.13850744e-03
  1.53970190e+02 -1.44249346e+02  5.01687602e-01  1.54451852e+02
 -1.44747318e+02  6.09793768e-03  1.53954823e+02 -1.44243168e+02
  4.95161654e-01  1.54442134e+02 -1.44724894e+02 -3.87306898e-03
  1.53964670e+02 -1.44262423e+02  4.72059684e-01  1.54457999e+02
 -1.44785216e+02 -2.15270380e-02  1.53955528e+02 -1.44282002e+02
  4.68447579e-01  1.54438852e+02]
res:  5979 -0.0004424762964845286 0.015813695476026624 0.025391570696872184
[ 1.21858430e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
Niter:  5 row:  49 ngroup:  26 nlines:  6446 gd:  5979
[ 1.21858430e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
res:  5979 -0.00033762064413167536 0.015758975870994618 0.02538944760859101
[ 1.21831819e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
Niter:  6 row:  49 ngroup:  26 nlines:  6446 gd:  5978
[ 1.21831819e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
res:  5978 -0.0003361258131917566 0.015759498299303232 0.025375243469145072
[ 1.21831592e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
Saving figure to  wave_resid_43670005_fiber49.png
Final values:
res:  -0.0003361258131917566 0.025375243469145072
pars:  [ 1.21831592e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
49 [ 1.21831592e-10 -1.03191378e-05 -2.82844044e-01  1.61506103e+04
 -1.44710442e+02  1.91004162e-02  1.53981288e+02 -1.44226870e+02
  5.04643889e-01  1.54474357e+02 -1.44751121e+02 -8.31710848e-04
  1.53954370e+02 -1.44253379e+02  4.85264894e-01  1.54440391e+02
 -1.44725428e+02  3.95767944e-03  1.53984775e+02 -1.44240172e+02
  5.00272140e-01  1.54479980e+02 -1.44725768e+02  1.00235338e-02
  1.53966933e+02 -1.44238857e+02  5.10529653e-01  1.54446012e+02
 -1.44755851e+02  7.76687756e-03  1.53972405e+02 -1.44255555e+02
  4.93981542e-01  1.54461114e+02 -1.44765782e+02  1.91225089e-02
  1.53976036e+02 -1.44235219e+02  4.99387709e-01  1.54444607e+02
 -1.44769986e+02 -9.90168233e-03  1.53958782e+02 -1.44249607e+02
  4.62762163e-01  1.54449832e+02 -1.44718669e+02  7.44051132e-03
  1.53979290e+02 -1.44231051e+02  5.12023569e-01  1.54466443e+02
 -1.44738399e+02  2.05233683e-02  1.53960062e+02 -1.44253346e+02
  4.94310987e-01  1.54465676e+02 -1.44716831e+02  4.56017076e-03
  1.53973254e+02 -1.44240623e+02  5.07398961e-01  1.54454875e+02
 -1.44738487e+02  1.17931910e-02  1.53957837e+02 -1.44234405e+02
  5.00875169e-01  1.54445086e+02 -1.44716060e+02  1.82282702e-03
  1.53969870e+02 -1.44253735e+02  4.77753108e-01  1.54460996e+02
 -1.44776503e+02 -1.58316886e-02  1.53958538e+02 -1.44273282e+02
  4.74138595e-01  1.54441898e+02]
--- Row 51/300 row=50 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  50
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=50 ---
Niter:  0 row:  50 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.0016002310685507837 0.01686939856972458 0.03311792773980485
[ 1.21586340e-10 -1.03185678e-05 -2.82847712e-01  1.61506708e+04
 -1.44653316e+02  3.44248781e-14  1.53969690e+02]
Niter:  1 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21586340e-10 -1.03185678e-05 -2.82847712e-01  1.61506708e+04
 -1.44653316e+02  3.44248781e-14  1.53969690e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Niter:  2 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Niter:  3 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Niter:  4 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Niter:  5 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Niter:  6 row:  50 ngroup:  1 nlines:  252 gd:  239
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
res:  239 0.0008951713871283573 0.01584169796660717 0.026027968818499485
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
Final values:
res:  0.0008951713871283573 0.026027968818499485
pars:  [ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
50 [ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02]
elapsed: 3.0 sec.
Niter:  0 row:  50 ngroup:  26 nlines:  6536 gd:  6536
[ 1.21626482e-10 -1.03187483e-05 -2.82848922e-01  1.61506693e+04
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02 -1.44663880e+02 -6.18839311e-11
  1.53951176e+02 -1.44663880e+02 -6.18839311e-11  1.53951176e+02
 -1.44663880e+02 -6.18839311e-11  1.53951176e+02 -1.44663880e+02
 -6.18839311e-11  1.53951176e+02]
res:  6536 9.953873814083636e-08 0.015345746605817112 0.034653774077423545
[ 1.21626494e-10 -1.03187494e-05 -2.82848894e-01  1.61506677e+04
 -1.44659969e+02 -1.09593587e-02  1.53951326e+02 -1.44215485e+02
  4.69732419e-01  1.54432856e+02 -1.44686488e+02 -1.13051391e-02
  1.53934666e+02 -1.44233480e+02  4.58844219e-01  1.54417557e+02
 -1.44690150e+02 -8.97216780e-03  1.53939824e+02 -1.44191429e+02
  4.95529488e-01  1.54432030e+02 -1.44666093e+02 -1.98398282e-02
  1.53940261e+02 -1.44188482e+02  4.78259374e-01  1.54412788e+02
 -1.44684391e+02 -1.58903531e-02  1.53941813e+02 -1.44213208e+02
  4.71137608e-01  1.54432555e+02 -1.44675366e+02 -6.46200177e-03
  1.53939759e+02 -1.44224018e+02  4.62106721e-01  1.54424121e+02
 -1.44726819e+02 -3.53299513e-02  1.53934714e+02 -1.44188266e+02
  4.65529375e-01  1.54423009e+02 -1.44683637e+02 -7.05284897e-03
  1.53951692e+02 -1.44215522e+02  4.81976448e-01  1.54435897e+02
 -1.44711953e+02 -1.78686098e-02  1.53922867e+02 -1.44232727e+02
  4.76070780e-01  1.54419209e+02 -1.44692159e+02 -8.54258049e-04
  1.53935877e+02 -1.44189257e+02  4.97152958e-01  1.54419934e+02
 -1.44704580e+02 -1.99948859e-02  1.53924809e+02 -1.44217305e+02
  4.51295240e-01  1.54421505e+02 -1.44716945e+02  4.58159778e-03
  1.53942213e+02 -1.44201883e+02  4.80302229e-01  1.54414376e+02
 -1.44744654e+02 -4.66957065e-02  1.53929708e+02 -1.44191221e+02
  4.39341374e-01  1.54420675e+02]
Niter:  1 row:  50 ngroup:  26 nlines:  6536 gd:  6089
[ 1.21626494e-10 -1.03187494e-05 -2.82848894e-01  1.61506677e+04
 -1.44659969e+02 -1.09593587e-02  1.53951326e+02 -1.44215485e+02
  4.69732419e-01  1.54432856e+02 -1.44686488e+02 -1.13051391e-02
  1.53934666e+02 -1.44233480e+02  4.58844219e-01  1.54417557e+02
 -1.44690150e+02 -8.97216780e-03  1.53939824e+02 -1.44191429e+02
  4.95529488e-01  1.54432030e+02 -1.44666093e+02 -1.98398282e-02
  1.53940261e+02 -1.44188482e+02  4.78259374e-01  1.54412788e+02
 -1.44684391e+02 -1.58903531e-02  1.53941813e+02 -1.44213208e+02
  4.71137608e-01  1.54432555e+02 -1.44675366e+02 -6.46200177e-03
  1.53939759e+02 -1.44224018e+02  4.62106721e-01  1.54424121e+02
 -1.44726819e+02 -3.53299513e-02  1.53934714e+02 -1.44188266e+02
  4.65529375e-01  1.54423009e+02 -1.44683637e+02 -7.05284897e-03
  1.53951692e+02 -1.44215522e+02  4.81976448e-01  1.54435897e+02
 -1.44711953e+02 -1.78686098e-02  1.53922867e+02 -1.44232727e+02
  4.76070780e-01  1.54419209e+02 -1.44692159e+02 -8.54258049e-04
  1.53935877e+02 -1.44189257e+02  4.97152958e-01  1.54419934e+02
 -1.44704580e+02 -1.99948859e-02  1.53924809e+02 -1.44217305e+02
  4.51295240e-01  1.54421505e+02 -1.44716945e+02  4.58159778e-03
  1.53942213e+02 -1.44201883e+02  4.80302229e-01  1.54414376e+02
 -1.44744654e+02 -4.66957065e-02  1.53929708e+02 -1.44191221e+02
  4.39341374e-01  1.54420675e+02]
res:  6089 -0.0007823059177098912 0.01532650284570991 0.02486705301332994
[ 1.21626506e-10 -1.03187504e-05 -2.82848866e-01  1.61506661e+04
 -1.44677875e+02 -1.14145353e-02  1.53941658e+02 -1.44204458e+02
  4.58316592e-01  1.54421838e+02 -1.44717478e+02 -4.11585799e-02
  1.53930283e+02 -1.44239440e+02  4.40712933e-01  1.54407606e+02
 -1.44686772e+02 -3.47592229e-02  1.53933119e+02 -1.44190138e+02
  4.80697074e-01  1.54424823e+02 -1.44684739e+02 -3.88847737e-02
  1.53938559e+02 -1.44187254e+02  4.52479462e-01  1.54400518e+02
 -1.44702667e+02 -2.79292929e-02  1.53941315e+02 -1.44198175e+02
  4.56976663e-01  1.54418886e+02 -1.44684103e+02 -3.02008569e-02
  1.53940854e+02 -1.44223365e+02  4.54601110e-01  1.54416327e+02
 -1.44734601e+02 -5.04068281e-02  1.53923336e+02 -1.44196251e+02
  4.55118567e-01  1.54415950e+02 -1.44688086e+02 -1.16998769e-02
  1.53943574e+02 -1.44212861e+02  4.54759148e-01  1.54426270e+02
 -1.44713927e+02 -2.53734571e-02  1.53922805e+02 -1.44231411e+02
  4.63175513e-01  1.54416923e+02 -1.44706727e+02 -1.31705679e-02
  1.53937862e+02 -1.44199860e+02  4.66602841e-01  1.54416828e+02
 -1.44713383e+02 -3.15491475e-02  1.53917526e+02 -1.44215928e+02
  4.41563004e-01  1.54406038e+02 -1.44713533e+02 -3.56859068e-03
  1.53932150e+02 -1.44196199e+02  4.55078105e-01  1.54411961e+02
 -1.44758506e+02 -6.19814810e-02  1.53921016e+02 -1.44204302e+02
  4.29341751e-01  1.54406824e+02]
Niter:  2 row:  50 ngroup:  26 nlines:  6536 gd:  6094
[ 1.21626506e-10 -1.03187504e-05 -2.82848866e-01  1.61506661e+04
 -1.44677875e+02 -1.14145353e-02  1.53941658e+02 -1.44204458e+02
  4.58316592e-01  1.54421838e+02 -1.44717478e+02 -4.11585799e-02
  1.53930283e+02 -1.44239440e+02  4.40712933e-01  1.54407606e+02
 -1.44686772e+02 -3.47592229e-02  1.53933119e+02 -1.44190138e+02
  4.80697074e-01  1.54424823e+02 -1.44684739e+02 -3.88847737e-02
  1.53938559e+02 -1.44187254e+02  4.52479462e-01  1.54400518e+02
 -1.44702667e+02 -2.79292929e-02  1.53941315e+02 -1.44198175e+02
  4.56976663e-01  1.54418886e+02 -1.44684103e+02 -3.02008569e-02
  1.53940854e+02 -1.44223365e+02  4.54601110e-01  1.54416327e+02
 -1.44734601e+02 -5.04068281e-02  1.53923336e+02 -1.44196251e+02
  4.55118567e-01  1.54415950e+02 -1.44688086e+02 -1.16998769e-02
  1.53943574e+02 -1.44212861e+02  4.54759148e-01  1.54426270e+02
 -1.44713927e+02 -2.53734571e-02  1.53922805e+02 -1.44231411e+02
  4.63175513e-01  1.54416923e+02 -1.44706727e+02 -1.31705679e-02
  1.53937862e+02 -1.44199860e+02  4.66602841e-01  1.54416828e+02
 -1.44713383e+02 -3.15491475e-02  1.53917526e+02 -1.44215928e+02
  4.41563004e-01  1.54406038e+02 -1.44713533e+02 -3.56859068e-03
  1.53932150e+02 -1.44196199e+02  4.55078105e-01  1.54411961e+02
 -1.44758506e+02 -6.19814810e-02  1.53921016e+02 -1.44204302e+02
  4.29341751e-01  1.54406824e+02]
res:  6094 -0.0007967643923620926 0.015317609999328852 0.024907374252268615
[ 1.21626519e-10 -1.03187514e-05 -2.82848837e-01  1.61506645e+04
 -1.44684872e+02 -1.71164002e-02  1.53936899e+02 -1.44206340e+02
  4.52614872e-01  1.54417088e+02 -1.44724466e+02 -4.68506517e-02
  1.53925525e+02 -1.44246435e+02  4.31472109e-01  1.54400809e+02
 -1.44693775e+02 -4.36916453e-02  1.53928358e+02 -1.44197137e+02
  4.74998388e-01  1.54420072e+02 -1.44691757e+02 -4.45789061e-02
  1.53933803e+02 -1.44188440e+02  4.46803765e-01  1.54395762e+02
 -1.44709652e+02 -3.36329404e-02  1.53936556e+02 -1.44200238e+02
  4.51259781e-01  1.54412152e+02 -1.44691091e+02 -4.23298511e-02
  1.53936098e+02 -1.44230355e+02  4.52250798e-01  1.54413435e+02
 -1.44741603e+02 -5.61130495e-02  1.53918579e+02 -1.44203264e+02
  4.49421146e-01  1.54411189e+02 -1.44695093e+02 -1.74105906e-02
  1.53938814e+02 -1.44214357e+02  4.45934741e-01  1.54421510e+02
 -1.44720924e+02 -3.10653147e-02  1.53918047e+02 -1.44233557e+02
  4.54011765e-01  1.54412174e+02 -1.44713721e+02 -1.88615295e-02
  1.53933102e+02 -1.44206859e+02  4.60912667e-01  1.54412078e+02
 -1.44720350e+02 -3.72427764e-02  1.53912767e+02 -1.44222940e+02
  4.35843881e-01  1.54401277e+02 -1.44715345e+02 -1.28019670e-02
  1.53927385e+02 -1.44192776e+02  4.45971435e-01  1.54407203e+02
 -1.44765496e+02 -7.09421295e-02  1.53916252e+02 -1.44211301e+02
  4.23642358e-01  1.54397959e+02]
Niter:  3 row:  50 ngroup:  26 nlines:  6536 gd:  6092
[ 1.21626519e-10 -1.03187514e-05 -2.82848837e-01  1.61506645e+04
 -1.44684872e+02 -1.71164002e-02  1.53936899e+02 -1.44206340e+02
  4.52614872e-01  1.54417088e+02 -1.44724466e+02 -4.68506517e-02
  1.53925525e+02 -1.44246435e+02  4.31472109e-01  1.54400809e+02
 -1.44693775e+02 -4.36916453e-02  1.53928358e+02 -1.44197137e+02
  4.74998388e-01  1.54420072e+02 -1.44691757e+02 -4.45789061e-02
  1.53933803e+02 -1.44188440e+02  4.46803765e-01  1.54395762e+02
 -1.44709652e+02 -3.36329404e-02  1.53936556e+02 -1.44200238e+02
  4.51259781e-01  1.54412152e+02 -1.44691091e+02 -4.23298511e-02
  1.53936098e+02 -1.44230355e+02  4.52250798e-01  1.54413435e+02
 -1.44741603e+02 -5.61130495e-02  1.53918579e+02 -1.44203264e+02
  4.49421146e-01  1.54411189e+02 -1.44695093e+02 -1.74105906e-02
  1.53938814e+02 -1.44214357e+02  4.45934741e-01  1.54421510e+02
 -1.44720924e+02 -3.10653147e-02  1.53918047e+02 -1.44233557e+02
  4.54011765e-01  1.54412174e+02 -1.44713721e+02 -1.88615295e-02
  1.53933102e+02 -1.44206859e+02  4.60912667e-01  1.54412078e+02
 -1.44720350e+02 -3.72427764e-02  1.53912767e+02 -1.44222940e+02
  4.35843881e-01  1.54401277e+02 -1.44715345e+02 -1.28019670e-02
  1.53927385e+02 -1.44192776e+02  4.45971435e-01  1.54407203e+02
 -1.44765496e+02 -7.09421295e-02  1.53916252e+02 -1.44211301e+02
  4.23642358e-01  1.54397959e+02]
res:  6092 -0.0009585736679582624 0.015096212034222845 0.024802858217809955
[ 1.21801435e-10 -1.03191691e-05 -2.82848853e-01  1.61506661e+04
 -1.44691917e+02 -1.17971518e-02  1.53940618e+02 -1.44213509e+02
  4.57905505e-01  1.54420840e+02 -1.44731291e+02 -4.15379615e-02
  1.53929247e+02 -1.44253412e+02  4.35061689e-01  1.54404573e+02
 -1.44700949e+02 -3.83835993e-02  1.53932069e+02 -1.44204190e+02
  4.80309783e-01  1.54423811e+02 -1.44699179e+02 -3.92643587e-02
  1.53937532e+02 -1.44196262e+02  4.52105554e-01  1.54399499e+02
 -1.44716442e+02 -2.83438640e-02  1.53940286e+02 -1.44207801e+02
  4.56559758e-01  1.54415866e+02 -1.44697897e+02 -3.70469664e-02
  1.53939850e+02 -1.44237243e+02  4.57563626e-01  1.54417157e+02
 -1.44748703e+02 -5.08100139e-02  1.53922308e+02 -1.44210566e+02
  4.54726491e-01  1.54414910e+02 -1.44702323e+02 -1.21105856e-02
  1.53942546e+02 -1.44221184e+02  4.51247878e-01  1.54425238e+02
 -1.44727900e+02 -2.57520212e-02  1.53921773e+02 -1.44240180e+02
  4.57662322e-01  1.54415906e+02 -1.44720648e+02 -1.35603570e-02
  1.53936835e+02 -1.44213894e+02  4.66210832e-01  1.54415824e+02
 -1.44726762e+02 -3.19383899e-02  1.53916485e+02 -1.44230214e+02
  4.41143280e-01  1.54404984e+02 -1.44722259e+02 -7.47542882e-03
  1.53931089e+02 -1.44200035e+02  4.51287483e-01  1.54410911e+02
 -1.44772359e+02 -6.56356288e-02  1.53919967e+02 -1.44218401e+02
  4.28968696e-01  1.54401640e+02]
Niter:  4 row:  50 ngroup:  26 nlines:  6536 gd:  6083
[ 1.21801435e-10 -1.03191691e-05 -2.82848853e-01  1.61506661e+04
 -1.44691917e+02 -1.17971518e-02  1.53940618e+02 -1.44213509e+02
  4.57905505e-01  1.54420840e+02 -1.44731291e+02 -4.15379615e-02
  1.53929247e+02 -1.44253412e+02  4.35061689e-01  1.54404573e+02
 -1.44700949e+02 -3.83835993e-02  1.53932069e+02 -1.44204190e+02
  4.80309783e-01  1.54423811e+02 -1.44699179e+02 -3.92643587e-02
  1.53937532e+02 -1.44196262e+02  4.52105554e-01  1.54399499e+02
 -1.44716442e+02 -2.83438640e-02  1.53940286e+02 -1.44207801e+02
  4.56559758e-01  1.54415866e+02 -1.44697897e+02 -3.70469664e-02
  1.53939850e+02 -1.44237243e+02  4.57563626e-01  1.54417157e+02
 -1.44748703e+02 -5.08100139e-02  1.53922308e+02 -1.44210566e+02
  4.54726491e-01  1.54414910e+02 -1.44702323e+02 -1.21105856e-02
  1.53942546e+02 -1.44221184e+02  4.51247878e-01  1.54425238e+02
 -1.44727900e+02 -2.57520212e-02  1.53921773e+02 -1.44240180e+02
  4.57662322e-01  1.54415906e+02 -1.44720648e+02 -1.35603570e-02
  1.53936835e+02 -1.44213894e+02  4.66210832e-01  1.54415824e+02
 -1.44726762e+02 -3.19383899e-02  1.53916485e+02 -1.44230214e+02
  4.41143280e-01  1.54404984e+02 -1.44722259e+02 -7.47542882e-03
  1.53931089e+02 -1.44200035e+02  4.51287483e-01  1.54410911e+02
 -1.44772359e+02 -6.56356288e-02  1.53919967e+02 -1.44218401e+02
  4.28968696e-01  1.54401640e+02]
res:  6083 -0.0008267306830020971 0.015038299000480038 0.024674104791219634
[ 1.21801447e-10 -1.03191702e-05 -2.82848825e-01  1.61506645e+04
 -1.44705451e+02 -1.76365298e-02  1.53937221e+02 -1.44221656e+02
  4.52058611e-01  1.54417501e+02 -1.44739420e+02 -4.73636757e-02
  1.53925855e+02 -1.44261527e+02  4.27406503e-01  1.54401227e+02
 -1.44709109e+02 -4.42175113e-02  1.53928659e+02 -1.44212303e+02
  4.71260157e-01  1.54420459e+02 -1.44707369e+02 -4.85910414e-02
  1.53934151e+02 -1.44204484e+02  4.46281440e-01  1.54396125e+02
 -1.44724560e+02 -3.41799405e-02  1.53938747e+02 -1.44215993e+02
  4.50714224e-01  1.54412461e+02 -1.44706046e+02 -4.28784611e-02
  1.53936477e+02 -1.44245374e+02  4.51727375e-01  1.54413753e+02
 -1.44756868e+02 -5.66431112e-02  1.53918925e+02 -1.44224087e+02
  4.48891290e-01  1.54411504e+02 -1.44710482e+02 -1.79470232e-02
  1.53939152e+02 -1.44229271e+02  4.45413761e-01  1.54421840e+02
 -1.44736068e+02 -3.15763006e-02  1.53918381e+02 -1.44248283e+02
  4.50052309e-01  1.54412561e+02 -1.44734099e+02 -1.93900149e-02
  1.53933434e+02 -1.44222043e+02  4.60367787e-01  1.54412480e+02
 -1.44734816e+02 -3.77710890e-02  1.53913084e+02 -1.44243750e+02
  4.35285625e-01  1.54401570e+02 -1.44735727e+02 -1.33148404e-02
  1.53927654e+02 -1.44208221e+02  4.45458702e-01  1.54407516e+02
 -1.44780493e+02 -7.14674352e-02  1.53916543e+02 -1.44232202e+02
  4.23137970e-01  1.54398176e+02]
Niter:  5 row:  50 ngroup:  26 nlines:  6536 gd:  6075
[ 1.21801447e-10 -1.03191702e-05 -2.82848825e-01  1.61506645e+04
 -1.44705451e+02 -1.76365298e-02  1.53937221e+02 -1.44221656e+02
  4.52058611e-01  1.54417501e+02 -1.44739420e+02 -4.73636757e-02
  1.53925855e+02 -1.44261527e+02  4.27406503e-01  1.54401227e+02
 -1.44709109e+02 -4.42175113e-02  1.53928659e+02 -1.44212303e+02
  4.71260157e-01  1.54420459e+02 -1.44707369e+02 -4.85910414e-02
  1.53934151e+02 -1.44204484e+02  4.46281440e-01  1.54396125e+02
 -1.44724560e+02 -3.41799405e-02  1.53938747e+02 -1.44215993e+02
  4.50714224e-01  1.54412461e+02 -1.44706046e+02 -4.28784611e-02
  1.53936477e+02 -1.44245374e+02  4.51727375e-01  1.54413753e+02
 -1.44756868e+02 -5.66431112e-02  1.53918925e+02 -1.44224087e+02
  4.48891290e-01  1.54411504e+02 -1.44710482e+02 -1.79470232e-02
  1.53939152e+02 -1.44229271e+02  4.45413761e-01  1.54421840e+02
 -1.44736068e+02 -3.15763006e-02  1.53918381e+02 -1.44248283e+02
  4.50052309e-01  1.54412561e+02 -1.44734099e+02 -1.93900149e-02
  1.53933434e+02 -1.44222043e+02  4.60367787e-01  1.54412480e+02
 -1.44734816e+02 -3.77710890e-02  1.53913084e+02 -1.44243750e+02
  4.35285625e-01  1.54401570e+02 -1.44735727e+02 -1.33148404e-02
  1.53927654e+02 -1.44208221e+02  4.45458702e-01  1.54407516e+02
 -1.44780493e+02 -7.14674352e-02  1.53916543e+02 -1.44232202e+02
  4.23137970e-01  1.54398176e+02]
res:  6075 -0.0007075545308907749 0.014979504404436739 0.024541238632019388
[ 1.21973566e-10 -1.03196130e-05 -2.82849770e-01  1.61506661e+04
 -1.44706161e+02 -1.24913162e-02  1.53935288e+02 -1.44222287e+02
  4.57181379e-01  1.54415567e+02 -1.44739831e+02 -4.50183875e-02
  1.53923921e+02 -1.44262036e+02  4.32376265e-01  1.54399317e+02
 -1.44709809e+02 -3.91638496e-02  1.53928307e+02 -1.44212860e+02
  4.73266143e-01  1.54416759e+02 -1.44708248e+02 -4.35699078e-02
  1.53932219e+02 -1.44205680e+02  4.51222411e-01  1.54394194e+02
 -1.44724948e+02 -2.90782419e-02  1.53938491e+02 -1.44216971e+02
  4.55892322e-01  1.54410529e+02 -1.44706463e+02 -3.78204277e-02
  1.53934571e+02 -1.44245840e+02  4.53896081e-01  1.54411829e+02
 -1.44757508e+02 -5.15229055e-02  1.53916996e+02 -1.44225003e+02
  4.53997711e-01  1.54409580e+02 -1.44711214e+02 -1.28304265e-02
  1.53937237e+02 -1.44229637e+02  4.50506006e-01  1.54419921e+02
 -1.44741327e+02 -2.65452213e-02  1.53916454e+02 -1.44248544e+02
  4.55175750e-01  1.54410598e+02 -1.44734722e+02 -1.43482691e-02
  1.53931525e+02 -1.44222617e+02  4.65395288e-01  1.54410541e+02
 -1.44734879e+02 -3.27208135e-02  1.53911153e+02 -1.44244664e+02
  4.40489543e-01  1.54399631e+02 -1.44736341e+02 -8.22961352e-03
  1.53925734e+02 -1.44208985e+02  4.50520699e-01  1.54407198e+02
 -1.44780937e+02 -6.63848344e-02  1.53914628e+02 -1.44232957e+02
  4.28249597e-01  1.54396237e+02]
Niter:  6 row:  50 ngroup:  26 nlines:  6536 gd:  6072
[ 1.21973566e-10 -1.03196130e-05 -2.82849770e-01  1.61506661e+04
 -1.44706161e+02 -1.24913162e-02  1.53935288e+02 -1.44222287e+02
  4.57181379e-01  1.54415567e+02 -1.44739831e+02 -4.50183875e-02
  1.53923921e+02 -1.44262036e+02  4.32376265e-01  1.54399317e+02
 -1.44709809e+02 -3.91638496e-02  1.53928307e+02 -1.44212860e+02
  4.73266143e-01  1.54416759e+02 -1.44708248e+02 -4.35699078e-02
  1.53932219e+02 -1.44205680e+02  4.51222411e-01  1.54394194e+02
 -1.44724948e+02 -2.90782419e-02  1.53938491e+02 -1.44216971e+02
  4.55892322e-01  1.54410529e+02 -1.44706463e+02 -3.78204277e-02
  1.53934571e+02 -1.44245840e+02  4.53896081e-01  1.54411829e+02
 -1.44757508e+02 -5.15229055e-02  1.53916996e+02 -1.44225003e+02
  4.53997711e-01  1.54409580e+02 -1.44711214e+02 -1.28304265e-02
  1.53937237e+02 -1.44229637e+02  4.50506006e-01  1.54419921e+02
 -1.44741327e+02 -2.65452213e-02  1.53916454e+02 -1.44248544e+02
  4.55175750e-01  1.54410598e+02 -1.44734722e+02 -1.43482691e-02
  1.53931525e+02 -1.44222617e+02  4.65395288e-01  1.54410541e+02
 -1.44734879e+02 -3.27208135e-02  1.53911153e+02 -1.44244664e+02
  4.40489543e-01  1.54399631e+02 -1.44736341e+02 -8.22961352e-03
  1.53925734e+02 -1.44208985e+02  4.50520699e-01  1.54407198e+02
 -1.44780937e+02 -6.63848344e-02  1.53914628e+02 -1.44232957e+02
  4.28249597e-01  1.54396237e+02]
res:  6072 -0.0006999987017479725 0.014978151346440427 0.024499878754685477
[ 1.21973204e-10 -1.03196130e-05 -2.82849770e-01  1.61506661e+04
 -1.44706161e+02 -1.24913162e-02  1.53935288e+02 -1.44222287e+02
  4.57181379e-01  1.54415567e+02 -1.44739831e+02 -4.50183875e-02
  1.53923921e+02 -1.44262036e+02  4.32376265e-01  1.54399317e+02
 -1.44709809e+02 -3.91638496e-02  1.53928307e+02 -1.44212860e+02
  4.73266143e-01  1.54416759e+02 -1.44708248e+02 -4.35699078e-02
  1.53932219e+02 -1.44205680e+02  4.51222411e-01  1.54394194e+02
 -1.44724948e+02 -2.90782419e-02  1.53938491e+02 -1.44216971e+02
  4.55892322e-01  1.54410529e+02 -1.44706463e+02 -3.78204277e-02
  1.53934571e+02 -1.44245840e+02  4.53896081e-01  1.54411829e+02
 -1.44757508e+02 -5.15229055e-02  1.53916996e+02 -1.44225003e+02
  4.53997711e-01  1.54409580e+02 -1.44711214e+02 -1.28304265e-02
  1.53937237e+02 -1.44229637e+02  4.50506006e-01  1.54419921e+02
 -1.44741327e+02 -2.65452213e-02  1.53916454e+02 -1.44248544e+02
  4.55175750e-01  1.54410598e+02 -1.44734722e+02 -1.43482691e-02
  1.53931525e+02 -1.44222617e+02  4.65395288e-01  1.54410541e+02
 -1.44734879e+02 -3.27208135e-02  1.53911153e+02 -1.44244664e+02
  4.40489543e-01  1.54399631e+02 -1.44736341e+02 -8.22961352e-03
  1.53925734e+02 -1.44208985e+02  4.50520699e-01  1.54407198e+02
 -1.44780937e+02 -6.63848344e-02  1.53914628e+02 -1.44232957e+02
  4.28249597e-01  1.54396237e+02]
Saving figure to  wave_resid_43670005_fiber50.png
Final values:
res:  -0.0006999987017479725 0.024499878754685477
pars:  [ 1.21973204e-10 -1.03196130e-05 -2.82849770e-01  1.61506661e+04
 -1.44706161e+02 -1.24913162e-02  1.53935288e+02 -1.44222287e+02
  4.57181379e-01  1.54415567e+02 -1.44739831e+02 -4.50183875e-02
  1.53923921e+02 -1.44262036e+02  4.32376265e-01  1.54399317e+02
 -1.44709809e+02 -3.91638496e-02  1.53928307e+02 -1.44212860e+02
  4.73266143e-01  1.54416759e+02 -1.44708248e+02 -4.35699078e-02
  1.53932219e+02 -1.44205680e+02  4.51222411e-01  1.54394194e+02
 -1.44724948e+02 -2.90782419e-02  1.53938491e+02 -1.44216971e+02
  4.55892322e-01  1.54410529e+02 -1.44706463e+02 -3.78204277e-02
  1.53934571e+02 -1.44245840e+02  4.53896081e-01  1.54411829e+02
 -1.44757508e+02 -5.15229055e-02  1.53916996e+02 -1.44225003e+02
  4.53997711e-01  1.54409580e+02 -1.44711214e+02 -1.28304265e-02
  1.53937237e+02 -1.44229637e+02  4.50506006e-01  1.54419921e+02
 -1.44741327e+02 -2.65452213e-02  1.53916454e+02 -1.44248544e+02
  4.55175750e-01  1.54410598e+02 -1.44734722e+02 -1.43482691e-02
  1.53931525e+02 -1.44222617e+02  4.65395288e-01  1.54410541e+02
 -1.44734879e+02 -3.27208135e-02  1.53911153e+02 -1.44244664e+02
  4.40489543e-01  1.54399631e+02 -1.44736341e+02 -8.22961352e-03
  1.53925734e+02 -1.44208985e+02  4.50520699e-01  1.54407198e+02
 -1.44780937e+02 -6.63848344e-02  1.53914628e+02 -1.44232957e+02
  4.28249597e-01  1.54396237e+02]
50 [ 1.21973204e-10 -1.03196130e-05 -2.82849770e-01  1.61506661e+04
 -1.44706161e+02 -1.24913162e-02  1.53935288e+02 -1.44222287e+02
  4.57181379e-01  1.54415567e+02 -1.44739831e+02 -4.50183875e-02
  1.53923921e+02 -1.44262036e+02  4.32376265e-01  1.54399317e+02
 -1.44709809e+02 -3.91638496e-02  1.53928307e+02 -1.44212860e+02
  4.73266143e-01  1.54416759e+02 -1.44708248e+02 -4.35699078e-02
  1.53932219e+02 -1.44205680e+02  4.51222411e-01  1.54394194e+02
 -1.44724948e+02 -2.90782419e-02  1.53938491e+02 -1.44216971e+02
  4.55892322e-01  1.54410529e+02 -1.44706463e+02 -3.78204277e-02
  1.53934571e+02 -1.44245840e+02  4.53896081e-01  1.54411829e+02
 -1.44757508e+02 -5.15229055e-02  1.53916996e+02 -1.44225003e+02
  4.53997711e-01  1.54409580e+02 -1.44711214e+02 -1.28304265e-02
  1.53937237e+02 -1.44229637e+02  4.50506006e-01  1.54419921e+02
 -1.44741327e+02 -2.65452213e-02  1.53916454e+02 -1.44248544e+02
  4.55175750e-01  1.54410598e+02 -1.44734722e+02 -1.43482691e-02
  1.53931525e+02 -1.44222617e+02  4.65395288e-01  1.54410541e+02
 -1.44734879e+02 -3.27208135e-02  1.53911153e+02 -1.44244664e+02
  4.40489543e-01  1.54399631e+02 -1.44736341e+02 -8.22961352e-03
  1.53925734e+02 -1.44208985e+02  4.50520699e-01  1.54407198e+02
 -1.44780937e+02 -6.63848344e-02  1.53914628e+02 -1.44232957e+02
  4.28249597e-01  1.54396237e+02]
--- Row 52/300 row=51 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  51
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=51 ---
Niter:  0 row:  51 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -0.0004521085229498567 0.014940084826776001 0.031342697970134115
[ 1.22320007e-10 -1.03190795e-05 -2.82853749e-01  1.61505980e+04
 -1.44698661e+02 -3.42849124e-14  1.53930718e+02]
Niter:  1 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22320007e-10 -1.03190795e-05 -2.82853749e-01  1.61505980e+04
 -1.44698661e+02 -3.42849124e-14  1.53930718e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Niter:  2 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Niter:  3 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Niter:  4 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Niter:  5 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Niter:  6 row:  51 ngroup:  1 nlines:  250 gd:  231
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
res:  231 3.22575879181386e-05 0.014676149423394236 0.022848101209460472
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
Final values:
res:  3.22575879181386e-05 0.022848101209460472
pars:  [ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
51 [ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02]
elapsed: 3.0 sec.
Niter:  0 row:  51 ngroup:  26 nlines:  6483 gd:  6483
[ 1.22280462e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02 -1.44677986e+02  4.34331822e-12
  1.53921110e+02 -1.44677986e+02  4.34331822e-12  1.53921110e+02
 -1.44677986e+02  4.34331822e-12  1.53921110e+02 -1.44677986e+02
  4.34331822e-12  1.53921110e+02]
res:  6483 0.0006598728541575838 0.015150044446272659 0.034024076900221564
[ 1.22280449e-10 -1.03192853e-05 -2.82855459e-01  1.61505977e+04
 -1.44686147e+02 -1.04292215e-03  1.53913606e+02 -1.44200352e+02
  4.80299004e-01  1.54425796e+02 -1.44687236e+02 -1.91085663e-02
  1.53910769e+02 -1.44182209e+02  4.86662100e-01  1.54408511e+02
 -1.44686226e+02 -7.17982359e-03  1.53932882e+02 -1.44175046e+02
  4.76095184e-01  1.54422682e+02 -1.44644181e+02 -1.14864613e-02
  1.53928930e+02 -1.44186032e+02  4.87363397e-01  1.54394026e+02
 -1.44709096e+02  5.26628474e-03  1.53914742e+02 -1.44200608e+02
  4.81280056e-01  1.54418815e+02 -1.44690212e+02  1.27263462e-02
  1.53912224e+02 -1.44209962e+02  4.74735816e-01  1.54417553e+02
 -1.44739702e+02 -1.87867442e-02  1.53904566e+02 -1.44196242e+02
  4.65772398e-01  1.54399595e+02 -1.44710983e+02  4.03242781e-03
  1.53933275e+02 -1.44195621e+02  4.94959872e-01  1.54415053e+02
 -1.44699681e+02  2.84291696e-03  1.53925549e+02 -1.44205830e+02
  5.19315886e-01  1.54410517e+02 -1.44706280e+02 -9.29233659e-04
  1.53911787e+02 -1.44227772e+02  4.98797658e-01  1.54417328e+02
 -1.44696596e+02 -1.67835229e-02  1.53916428e+02 -1.44211963e+02
  4.66177101e-01  1.54401775e+02 -1.44688407e+02  7.26748694e-03
  1.53908107e+02 -1.44206367e+02  4.93228505e-01  1.54399545e+02
 -1.44749106e+02 -1.18570554e-02  1.53921476e+02 -1.44214004e+02
  4.59916213e-01  1.54389062e+02]
Niter:  1 row:  51 ngroup:  26 nlines:  6483 gd:  6011
[ 1.22280449e-10 -1.03192853e-05 -2.82855459e-01  1.61505977e+04
 -1.44686147e+02 -1.04292215e-03  1.53913606e+02 -1.44200352e+02
  4.80299004e-01  1.54425796e+02 -1.44687236e+02 -1.91085663e-02
  1.53910769e+02 -1.44182209e+02  4.86662100e-01  1.54408511e+02
 -1.44686226e+02 -7.17982359e-03  1.53932882e+02 -1.44175046e+02
  4.76095184e-01  1.54422682e+02 -1.44644181e+02 -1.14864613e-02
  1.53928930e+02 -1.44186032e+02  4.87363397e-01  1.54394026e+02
 -1.44709096e+02  5.26628474e-03  1.53914742e+02 -1.44200608e+02
  4.81280056e-01  1.54418815e+02 -1.44690212e+02  1.27263462e-02
  1.53912224e+02 -1.44209962e+02  4.74735816e-01  1.54417553e+02
 -1.44739702e+02 -1.87867442e-02  1.53904566e+02 -1.44196242e+02
  4.65772398e-01  1.54399595e+02 -1.44710983e+02  4.03242781e-03
  1.53933275e+02 -1.44195621e+02  4.94959872e-01  1.54415053e+02
 -1.44699681e+02  2.84291696e-03  1.53925549e+02 -1.44205830e+02
  5.19315886e-01  1.54410517e+02 -1.44706280e+02 -9.29233659e-04
  1.53911787e+02 -1.44227772e+02  4.98797658e-01  1.54417328e+02
 -1.44696596e+02 -1.67835229e-02  1.53916428e+02 -1.44211963e+02
  4.66177101e-01  1.54401775e+02 -1.44688407e+02  7.26748694e-03
  1.53908107e+02 -1.44206367e+02  4.93228505e-01  1.54399545e+02
 -1.44749106e+02 -1.18570554e-02  1.53921476e+02 -1.44214004e+02
  4.59916213e-01  1.54389062e+02]
res:  6011 -0.0005980275273032021 0.01504755665155244 0.024270426402789567
[ 1.22280437e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677985e+02  1.40119830e-06  1.53921109e+02 -1.44192913e+02
  4.71465349e-01  1.54423224e+02 -1.44696793e+02 -2.21164848e-02
  1.53915216e+02 -1.44184396e+02  4.70730700e-01  1.54409244e+02
 -1.44685227e+02 -2.31181526e-02  1.53934272e+02 -1.44173407e+02
  4.78832226e-01  1.54426073e+02 -1.44644080e+02 -1.96425400e-02
  1.53927810e+02 -1.44187529e+02  4.84888787e-01  1.54402918e+02
 -1.44713404e+02 -6.39313534e-03  1.53918993e+02 -1.44180649e+02
  4.82227627e-01  1.54422465e+02 -1.44689238e+02  9.64217847e-04
  1.53922013e+02 -1.44189853e+02  4.63410039e-01  1.54408965e+02
 -1.44737775e+02 -2.53750663e-02  1.53913290e+02 -1.44203628e+02
  4.64827560e-01  1.54403866e+02 -1.44701006e+02  5.23612590e-04
  1.53939087e+02 -1.44187419e+02  5.00625779e-01  1.54422448e+02
 -1.44685121e+02 -5.70402877e-03  1.53921372e+02 -1.44208609e+02
  5.04974373e-01  1.54409672e+02 -1.44700090e+02 -3.74941924e-03
  1.53914799e+02 -1.44216091e+02  4.94838926e-01  1.54413843e+02
 -1.44697601e+02 -1.78204012e-02  1.53923453e+02 -1.44216679e+02
  4.72651890e-01  1.54402079e+02 -1.44694518e+02  1.19207694e-02
  1.53909548e+02 -1.44216558e+02  4.70984183e-01  1.54399675e+02
 -1.44721251e+02 -2.65463222e-02  1.53926849e+02 -1.44226329e+02
  4.62604249e-01  1.54396600e+02]
Niter:  2 row:  51 ngroup:  26 nlines:  6483 gd:  6009
[ 1.22280437e-10 -1.03192842e-05 -2.82855488e-01  1.61505993e+04
 -1.44677985e+02  1.40119830e-06  1.53921109e+02 -1.44192913e+02
  4.71465349e-01  1.54423224e+02 -1.44696793e+02 -2.21164848e-02
  1.53915216e+02 -1.44184396e+02  4.70730700e-01  1.54409244e+02
 -1.44685227e+02 -2.31181526e-02  1.53934272e+02 -1.44173407e+02
  4.78832226e-01  1.54426073e+02 -1.44644080e+02 -1.96425400e-02
  1.53927810e+02 -1.44187529e+02  4.84888787e-01  1.54402918e+02
 -1.44713404e+02 -6.39313534e-03  1.53918993e+02 -1.44180649e+02
  4.82227627e-01  1.54422465e+02 -1.44689238e+02  9.64217847e-04
  1.53922013e+02 -1.44189853e+02  4.63410039e-01  1.54408965e+02
 -1.44737775e+02 -2.53750663e-02  1.53913290e+02 -1.44203628e+02
  4.64827560e-01  1.54403866e+02 -1.44701006e+02  5.23612590e-04
  1.53939087e+02 -1.44187419e+02  5.00625779e-01  1.54422448e+02
 -1.44685121e+02 -5.70402877e-03  1.53921372e+02 -1.44208609e+02
  5.04974373e-01  1.54409672e+02 -1.44700090e+02 -3.74941924e-03
  1.53914799e+02 -1.44216091e+02  4.94838926e-01  1.54413843e+02
 -1.44697601e+02 -1.78204012e-02  1.53923453e+02 -1.44216679e+02
  4.72651890e-01  1.54402079e+02 -1.44694518e+02  1.19207694e-02
  1.53909548e+02 -1.44216558e+02  4.70984183e-01  1.54399675e+02
 -1.44721251e+02 -2.65463222e-02  1.53926849e+02 -1.44226329e+02
  4.62604249e-01  1.54396600e+02]
res:  6009 -0.0006671816281595966 0.015181574295638711 0.02421695600324942
[ 1.22280425e-10 -1.03192832e-05 -2.82855516e-01  1.61506010e+04
 -1.44670971e+02  5.71044267e-03  1.53925860e+02 -1.44185882e+02
  4.73462681e-01  1.54427991e+02 -1.44689756e+02 -1.64113166e-02
  1.53919972e+02 -1.44177395e+02  4.76397636e-01  1.54414009e+02
 -1.44682750e+02 -2.39219696e-02  1.53939032e+02 -1.44166407e+02
  4.84524883e-01  1.54430843e+02 -1.44637072e+02 -2.09963691e-02
  1.53932568e+02 -1.44180513e+02  4.83490890e-01  1.54409658e+02
 -1.44706415e+02 -4.19155149e-03  1.53923751e+02 -1.44161680e+02
  4.87952619e-01  1.54427217e+02 -1.44682246e+02  6.67173981e-03
  1.53926769e+02 -1.44182833e+02  4.69109759e-01  1.54413716e+02
 -1.44730786e+02 -1.96762761e-02  1.53918056e+02 -1.44196612e+02
  4.70509099e-01  1.54408627e+02 -1.44693998e+02  3.08677432e-03
  1.53943845e+02 -1.44180418e+02  5.06315525e-01  1.54427214e+02
 -1.44672836e+02 -2.87062350e-03  1.53926128e+02 -1.44201605e+02
  5.06797050e-01  1.54414426e+02 -1.44693093e+02  1.96216864e-03
  1.53919562e+02 -1.44209096e+02  5.00540312e-01  1.54418604e+02
 -1.44690604e+02 -1.21220761e-02  1.53928213e+02 -1.44209692e+02
  4.78383248e-01  1.54406839e+02 -1.44687514e+02  1.76255305e-02
  1.53914304e+02 -1.44209565e+02  4.73564380e-01  1.54404428e+02
 -1.44714236e+02 -3.10010890e-02  1.53931602e+02 -1.44219322e+02
  4.68306983e-01  1.54405167e+02]
Niter:  3 row:  51 ngroup:  26 nlines:  6483 gd:  6012
[ 1.22280425e-10 -1.03192832e-05 -2.82855516e-01  1.61506010e+04
 -1.44670971e+02  5.71044267e-03  1.53925860e+02 -1.44185882e+02
  4.73462681e-01  1.54427991e+02 -1.44689756e+02 -1.64113166e-02
  1.53919972e+02 -1.44177395e+02  4.76397636e-01  1.54414009e+02
 -1.44682750e+02 -2.39219696e-02  1.53939032e+02 -1.44166407e+02
  4.84524883e-01  1.54430843e+02 -1.44637072e+02 -2.09963691e-02
  1.53932568e+02 -1.44180513e+02  4.83490890e-01  1.54409658e+02
 -1.44706415e+02 -4.19155149e-03  1.53923751e+02 -1.44161680e+02
  4.87952619e-01  1.54427217e+02 -1.44682246e+02  6.67173981e-03
  1.53926769e+02 -1.44182833e+02  4.69109759e-01  1.54413716e+02
 -1.44730786e+02 -1.96762761e-02  1.53918056e+02 -1.44196612e+02
  4.70509099e-01  1.54408627e+02 -1.44693998e+02  3.08677432e-03
  1.53943845e+02 -1.44180418e+02  5.06315525e-01  1.54427214e+02
 -1.44672836e+02 -2.87062350e-03  1.53926128e+02 -1.44201605e+02
  5.06797050e-01  1.54414426e+02 -1.44693093e+02  1.96216864e-03
  1.53919562e+02 -1.44209096e+02  5.00540312e-01  1.54418604e+02
 -1.44690604e+02 -1.21220761e-02  1.53928213e+02 -1.44209692e+02
  4.78383248e-01  1.54406839e+02 -1.44687514e+02  1.76255305e-02
  1.53914304e+02 -1.44209565e+02  4.73564380e-01  1.54404428e+02
 -1.44714236e+02 -3.10010890e-02  1.53931602e+02 -1.44219322e+02
  4.68306983e-01  1.54405167e+02]
res:  6012 -0.0005787970021629008 0.01514988500639447 0.024255400766788452
[ 1.22266275e-10 -1.03192832e-05 -2.82855516e-01  1.61506010e+04
 -1.44670971e+02  5.71044267e-03  1.53925860e+02 -1.44185882e+02
  4.73462681e-01  1.54427991e+02 -1.44689756e+02 -1.64113166e-02
  1.53919972e+02 -1.44177395e+02  4.76397636e-01  1.54414009e+02
 -1.44682750e+02 -2.39219696e-02  1.53939032e+02 -1.44166407e+02
  4.84524883e-01  1.54430843e+02 -1.44637072e+02 -2.09963691e-02
  1.53932568e+02 -1.44180513e+02  4.83490890e-01  1.54409658e+02
 -1.44706415e+02 -4.19155149e-03  1.53923751e+02 -1.44161680e+02
  4.87952619e-01  1.54427217e+02 -1.44682246e+02  6.67173981e-03
  1.53926769e+02 -1.44182833e+02  4.69109759e-01  1.54413716e+02
 -1.44730786e+02 -1.96762761e-02  1.53918056e+02 -1.44196612e+02
  4.70509099e-01  1.54408627e+02 -1.44693998e+02  3.08677432e-03
  1.53943845e+02 -1.44180418e+02  5.06315525e-01  1.54427214e+02
 -1.44672836e+02 -2.87062350e-03  1.53926128e+02 -1.44201605e+02
  5.06797050e-01  1.54414426e+02 -1.44693093e+02  1.96216864e-03
  1.53919562e+02 -1.44209096e+02  5.00540312e-01  1.54418604e+02
 -1.44690604e+02 -1.21220761e-02  1.53928213e+02 -1.44209692e+02
  4.78383248e-01  1.54406839e+02 -1.44687514e+02  1.76255305e-02
  1.53914304e+02 -1.44209565e+02  4.73564380e-01  1.54404428e+02
 -1.44714236e+02 -3.10010890e-02  1.53931602e+02 -1.44219322e+02
  4.68306983e-01  1.54405167e+02]
Niter:  4 row:  51 ngroup:  26 nlines:  6483 gd:  6014
[ 1.22266275e-10 -1.03192832e-05 -2.82855516e-01  1.61506010e+04
 -1.44670971e+02  5.71044267e-03  1.53925860e+02 -1.44185882e+02
  4.73462681e-01  1.54427991e+02 -1.44689756e+02 -1.64113166e-02
  1.53919972e+02 -1.44177395e+02  4.76397636e-01  1.54414009e+02
 -1.44682750e+02 -2.39219696e-02  1.53939032e+02 -1.44166407e+02
  4.84524883e-01  1.54430843e+02 -1.44637072e+02 -2.09963691e-02
  1.53932568e+02 -1.44180513e+02  4.83490890e-01  1.54409658e+02
 -1.44706415e+02 -4.19155149e-03  1.53923751e+02 -1.44161680e+02
  4.87952619e-01  1.54427217e+02 -1.44682246e+02  6.67173981e-03
  1.53926769e+02 -1.44182833e+02  4.69109759e-01  1.54413716e+02
 -1.44730786e+02 -1.96762761e-02  1.53918056e+02 -1.44196612e+02
  4.70509099e-01  1.54408627e+02 -1.44693998e+02  3.08677432e-03
  1.53943845e+02 -1.44180418e+02  5.06315525e-01  1.54427214e+02
 -1.44672836e+02 -2.87062350e-03  1.53926128e+02 -1.44201605e+02
  5.06797050e-01  1.54414426e+02 -1.44693093e+02  1.96216864e-03
  1.53919562e+02 -1.44209096e+02  5.00540312e-01  1.54418604e+02
 -1.44690604e+02 -1.21220761e-02  1.53928213e+02 -1.44209692e+02
  4.78383248e-01  1.54406839e+02 -1.44687514e+02  1.76255305e-02
  1.53914304e+02 -1.44209565e+02  4.73564380e-01  1.54404428e+02
 -1.44714236e+02 -3.10010890e-02  1.53931602e+02 -1.44219322e+02
  4.68306983e-01  1.54405167e+02]
res:  6014 -0.0006615719503315631 0.015159335363932769 0.024281291419214823
[ 1.22266263e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
Niter:  5 row:  51 ngroup:  26 nlines:  6483 gd:  6014
[ 1.22266263e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
res:  6014 -0.0006112846203905065 0.015163963464146946 0.02428119694596971
[ 1.22261054e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
Niter:  6 row:  51 ngroup:  26 nlines:  6483 gd:  6015
[ 1.22261054e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
res:  6015 -0.0006110337926656939 0.015163963409577264 0.02429494745681124
[ 1.22261042e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
Saving figure to  wave_resid_43670005_fiber51.png
Final values:
res:  -0.0006110337926656939 0.02429494745681124
pars:  [ 1.22261042e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
51 [ 1.22261042e-10 -1.03192822e-05 -2.82855544e-01  1.61506026e+04
 -1.44663340e+02  8.27877943e-03  1.53930023e+02 -1.44178219e+02
  4.79162575e-01  1.54432202e+02 -1.44682085e+02 -1.07036178e-02
  1.53924152e+02 -1.44169791e+02  4.82063401e-01  1.54418215e+02
 -1.44675186e+02 -1.82257737e-02  1.53943220e+02 -1.44158810e+02
  4.90210651e-01  1.54435065e+02 -1.44629452e+02 -1.85714291e-02
  1.53936755e+02 -1.44172881e+02  4.89226317e-01  1.54415721e+02
 -1.44698836e+02  1.50049476e-03  1.53927934e+02 -1.44153992e+02
  4.93671838e-01  1.54433218e+02 -1.44674662e+02  1.23760151e-02
  1.53930946e+02 -1.44175192e+02  4.74812668e-01  1.54417884e+02
 -1.44723211e+02 -1.39824273e-02  1.53922262e+02 -1.44188980e+02
  4.76186154e-01  1.54412822e+02 -1.44686386e+02  8.78439525e-03
  1.53948034e+02 -1.44172809e+02  5.12012283e-01  1.54431420e+02
 -1.44665243e+02  2.83589008e-03  1.53930308e+02 -1.44193997e+02
  5.12509863e-01  1.54418603e+02 -1.44685495e+02  7.66651315e-03
  1.53923761e+02 -1.44201499e+02  5.06238291e-01  1.54422800e+02
 -1.44683012e+02 -6.42286849e-03  1.53932406e+02 -1.44202120e+02
  4.84117996e-01  1.54411027e+02 -1.44679905e+02  2.66146322e-02
  1.53918483e+02 -1.44201976e+02  4.79277696e-01  1.54408598e+02
 -1.44706604e+02 -2.53153632e-02  1.53935774e+02 -1.44211709e+02
  4.74005982e-01  1.54409348e+02]
--- Row 53/300 row=52 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  52
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=52 ---
Niter:  0 row:  52 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 -0.0012952165170645458 0.015223022333884728 0.03475478476323255
[ 1.21636230e-10 -1.03195897e-05 -2.82853481e-01  1.61506474e+04
 -1.44632914e+02 -7.76375188e-14  1.53926386e+02]
Niter:  1 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21636230e-10 -1.03195897e-05 -2.82853481e-01  1.61506474e+04
 -1.44632914e+02 -7.76375188e-14  1.53926386e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Niter:  2 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Niter:  3 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Niter:  4 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Niter:  5 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Niter:  6 row:  52 ngroup:  1 nlines:  244 gd:  227
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
res:  227 -0.0011568714608074515 0.015446658733708318 0.02602646469473225
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
Final values:
res:  -0.0011568714608074515 0.02602646469473225
pars:  [ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
52 [ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02]
elapsed: 3.0 sec.
Niter:  0 row:  52 ngroup:  26 nlines:  6428 gd:  6428
[ 1.21713375e-10 -1.03194403e-05 -2.82853690e-01  1.61506472e+04
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02 -1.44636859e+02 -2.76052377e-10
  1.53929832e+02 -1.44636859e+02 -2.76052377e-10  1.53929832e+02
 -1.44636859e+02 -2.76052377e-10  1.53929832e+02 -1.44636859e+02
 -2.76052377e-10  1.53929832e+02]
res:  6428 0.0002262553271066281 0.015808401682988915 0.03398130880075244
[ 1.21713387e-10 -1.03194413e-05 -2.82853661e-01  1.61506456e+04
 -1.44638463e+02 -6.31598284e-03  1.53925627e+02 -1.44133311e+02
  5.06830606e-01  1.54428336e+02 -1.44654263e+02 -6.83617501e-03
  1.53915156e+02 -1.44177746e+02  4.75067583e-01  1.54394938e+02
 -1.44627601e+02 -1.95526401e-02  1.53927899e+02 -1.44126439e+02
  5.04381307e-01  1.54424894e+02 -1.44644279e+02  2.91241505e-03
  1.53926952e+02 -1.44141546e+02  4.79225337e-01  1.54393380e+02
 -1.44644306e+02  5.88217331e-03  1.53927126e+02 -1.44144595e+02
  4.92501503e-01  1.54418574e+02 -1.44648330e+02  3.43295316e-03
  1.53922868e+02 -1.44155166e+02  4.99316631e-01  1.54420527e+02
 -1.44682475e+02 -1.10888327e-02  1.53907975e+02 -1.44165165e+02
  4.55640633e-01  1.54389045e+02 -1.44677145e+02 -6.08932226e-04
  1.53937524e+02 -1.44142004e+02  4.95566438e-01  1.54421345e+02
 -1.44641330e+02  2.48972437e-03  1.53909834e+02 -1.44166581e+02
  4.64154743e-01  1.54410662e+02 -1.44691136e+02 -4.03148505e-03
  1.53919724e+02 -1.44169130e+02  4.83613158e-01  1.54414717e+02
 -1.44666266e+02 -1.95591324e-02  1.53901794e+02 -1.44178547e+02
  4.45827072e-01  1.54398541e+02 -1.44655088e+02  9.18982426e-03
  1.53913373e+02 -1.44180003e+02  4.79936750e-01  1.54410962e+02
 -1.44667525e+02 -2.19756356e-02  1.53910034e+02 -1.44164504e+02
  4.56067138e-01  1.54398281e+02]
Niter:  1 row:  52 ngroup:  26 nlines:  6428 gd:  6029
[ 1.21713387e-10 -1.03194413e-05 -2.82853661e-01  1.61506456e+04
 -1.44638463e+02 -6.31598284e-03  1.53925627e+02 -1.44133311e+02
  5.06830606e-01  1.54428336e+02 -1.44654263e+02 -6.83617501e-03
  1.53915156e+02 -1.44177746e+02  4.75067583e-01  1.54394938e+02
 -1.44627601e+02 -1.95526401e-02  1.53927899e+02 -1.44126439e+02
  5.04381307e-01  1.54424894e+02 -1.44644279e+02  2.91241505e-03
  1.53926952e+02 -1.44141546e+02  4.79225337e-01  1.54393380e+02
 -1.44644306e+02  5.88217331e-03  1.53927126e+02 -1.44144595e+02
  4.92501503e-01  1.54418574e+02 -1.44648330e+02  3.43295316e-03
  1.53922868e+02 -1.44155166e+02  4.99316631e-01  1.54420527e+02
 -1.44682475e+02 -1.10888327e-02  1.53907975e+02 -1.44165165e+02
  4.55640633e-01  1.54389045e+02 -1.44677145e+02 -6.08932226e-04
  1.53937524e+02 -1.44142004e+02  4.95566438e-01  1.54421345e+02
 -1.44641330e+02  2.48972437e-03  1.53909834e+02 -1.44166581e+02
  4.64154743e-01  1.54410662e+02 -1.44691136e+02 -4.03148505e-03
  1.53919724e+02 -1.44169130e+02  4.83613158e-01  1.54414717e+02
 -1.44666266e+02 -1.95591324e-02  1.53901794e+02 -1.44178547e+02
  4.45827072e-01  1.54398541e+02 -1.44655088e+02  9.18982426e-03
  1.53913373e+02 -1.44180003e+02  4.79936750e-01  1.54410962e+02
 -1.44667525e+02 -2.19756356e-02  1.53910034e+02 -1.44164504e+02
  4.56067138e-01  1.54398281e+02]
res:  6029 -0.0004769102997670416 0.0156254756875569 0.025580105970393525
[ 1.21713399e-10 -1.03194424e-05 -2.82853633e-01  1.61506440e+04
 -1.44650831e+02 -1.13621057e-02  1.53920331e+02 -1.44159486e+02
  4.92882619e-01  1.54416903e+02 -1.44660853e+02 -2.93413614e-02
  1.53909588e+02 -1.44178083e+02  4.61597930e-01  1.54389270e+02
 -1.44648923e+02 -4.03208987e-02  1.53923082e+02 -1.44158458e+02
  4.90080753e-01  1.54412539e+02 -1.44649504e+02 -1.14584975e-02
  1.53920547e+02 -1.44159908e+02  4.66992006e-01  1.54381229e+02
 -1.44656840e+02 -1.19326056e-02  1.53918498e+02 -1.44145195e+02
  4.62575029e-01  1.54411011e+02 -1.44668839e+02 -7.41176286e-03
  1.53919929e+02 -1.44184813e+02  4.76121301e-01  1.54408623e+02
 -1.44689041e+02 -3.18550909e-02  1.53894129e+02 -1.44176818e+02
  4.45132899e-01  1.54394642e+02 -1.44678078e+02 -5.04118034e-03
  1.53937046e+02 -1.44155455e+02  4.78429455e-01  1.54414033e+02
 -1.44652485e+02 -1.57331871e-02  1.53905037e+02 -1.44165097e+02
  4.59435742e-01  1.54405754e+02 -1.44680332e+02 -1.74098835e-02
  1.53914871e+02 -1.44169239e+02  4.82080847e-01  1.54408168e+02
 -1.44663946e+02 -5.18369534e-02  1.53901759e+02 -1.44178416e+02
  4.40933800e-01  1.54388277e+02 -1.44647899e+02  1.87604878e-03
  1.53908898e+02 -1.44178295e+02  4.60067790e-01  1.54405682e+02
 -1.44674764e+02 -4.64055847e-02  1.53903089e+02 -1.44176306e+02
  4.45469156e-01  1.54395737e+02]
Niter:  2 row:  52 ngroup:  26 nlines:  6428 gd:  6024
[ 1.21713399e-10 -1.03194424e-05 -2.82853633e-01  1.61506440e+04
 -1.44650831e+02 -1.13621057e-02  1.53920331e+02 -1.44159486e+02
  4.92882619e-01  1.54416903e+02 -1.44660853e+02 -2.93413614e-02
  1.53909588e+02 -1.44178083e+02  4.61597930e-01  1.54389270e+02
 -1.44648923e+02 -4.03208987e-02  1.53923082e+02 -1.44158458e+02
  4.90080753e-01  1.54412539e+02 -1.44649504e+02 -1.14584975e-02
  1.53920547e+02 -1.44159908e+02  4.66992006e-01  1.54381229e+02
 -1.44656840e+02 -1.19326056e-02  1.53918498e+02 -1.44145195e+02
  4.62575029e-01  1.54411011e+02 -1.44668839e+02 -7.41176286e-03
  1.53919929e+02 -1.44184813e+02  4.76121301e-01  1.54408623e+02
 -1.44689041e+02 -3.18550909e-02  1.53894129e+02 -1.44176818e+02
  4.45132899e-01  1.54394642e+02 -1.44678078e+02 -5.04118034e-03
  1.53937046e+02 -1.44155455e+02  4.78429455e-01  1.54414033e+02
 -1.44652485e+02 -1.57331871e-02  1.53905037e+02 -1.44165097e+02
  4.59435742e-01  1.54405754e+02 -1.44680332e+02 -1.74098835e-02
  1.53914871e+02 -1.44169239e+02  4.82080847e-01  1.54408168e+02
 -1.44663946e+02 -5.18369534e-02  1.53901759e+02 -1.44178416e+02
  4.40933800e-01  1.54388277e+02 -1.44647899e+02  1.87604878e-03
  1.53908898e+02 -1.44178295e+02  4.60067790e-01  1.54405682e+02
 -1.44674764e+02 -4.64055847e-02  1.53903089e+02 -1.44176306e+02
  4.45469156e-01  1.54395737e+02]
res:  6024 -0.0005493987164300052 0.01560299097400275 0.025481994262122477
[ 1.21713411e-10 -1.03194434e-05 -2.82853605e-01  1.61506424e+04
 -1.44657816e+02 -1.70435977e-02  1.53915580e+02 -1.44172403e+02
  4.87192831e-01  1.54412148e+02 -1.44667881e+02 -3.50451924e-02
  1.53904833e+02 -1.44185104e+02  4.52313320e-01  1.54384511e+02
 -1.44655936e+02 -4.93661480e-02  1.53920189e+02 -1.44165503e+02
  4.84379555e-01  1.54407790e+02 -1.44656517e+02 -1.71560095e-02
  1.53915791e+02 -1.44166905e+02  4.57424838e-01  1.54376474e+02
 -1.44663833e+02 -2.08012919e-02  1.53913739e+02 -1.44152162e+02
  4.53422001e-01  1.54406256e+02 -1.44675813e+02 -1.31286908e-02
  1.53915173e+02 -1.44197664e+02  4.70435960e-01  1.54403865e+02
 -1.44696030e+02 -3.75664322e-02  1.53889372e+02 -1.44188657e+02
  4.39421707e-01  1.54389876e+02 -1.44673892e+02 -1.07476639e-02
  1.53934201e+02 -1.44168066e+02  4.72735204e-01  1.54409271e+02
 -1.44659491e+02 -2.14345437e-02  1.53900275e+02 -1.44161242e+02
  4.53748479e-01  1.54401000e+02 -1.44687323e+02 -2.31050624e-02
  1.53910120e+02 -1.44170984e+02  4.76384049e-01  1.54403416e+02
 -1.44670946e+02 -6.45005603e-02  1.53896999e+02 -1.44185423e+02
  4.35224362e-01  1.54383514e+02 -1.44654855e+02 -3.82728574e-03
  1.53904139e+02 -1.44179745e+02  4.47363930e-01  1.54400927e+02
 -1.44681779e+02 -5.21053112e-02  1.53898329e+02 -1.44183311e+02
  4.39767049e-01  1.54390982e+02]
Niter:  3 row:  52 ngroup:  26 nlines:  6428 gd:  6024
[ 1.21713411e-10 -1.03194434e-05 -2.82853605e-01  1.61506424e+04
 -1.44657816e+02 -1.70435977e-02  1.53915580e+02 -1.44172403e+02
  4.87192831e-01  1.54412148e+02 -1.44667881e+02 -3.50451924e-02
  1.53904833e+02 -1.44185104e+02  4.52313320e-01  1.54384511e+02
 -1.44655936e+02 -4.93661480e-02  1.53920189e+02 -1.44165503e+02
  4.84379555e-01  1.54407790e+02 -1.44656517e+02 -1.71560095e-02
  1.53915791e+02 -1.44166905e+02  4.57424838e-01  1.54376474e+02
 -1.44663833e+02 -2.08012919e-02  1.53913739e+02 -1.44152162e+02
  4.53422001e-01  1.54406256e+02 -1.44675813e+02 -1.31286908e-02
  1.53915173e+02 -1.44197664e+02  4.70435960e-01  1.54403865e+02
 -1.44696030e+02 -3.75664322e-02  1.53889372e+02 -1.44188657e+02
  4.39421707e-01  1.54389876e+02 -1.44673892e+02 -1.07476639e-02
  1.53934201e+02 -1.44168066e+02  4.72735204e-01  1.54409271e+02
 -1.44659491e+02 -2.14345437e-02  1.53900275e+02 -1.44161242e+02
  4.53748479e-01  1.54401000e+02 -1.44687323e+02 -2.31050624e-02
  1.53910120e+02 -1.44170984e+02  4.76384049e-01  1.54403416e+02
 -1.44670946e+02 -6.45005603e-02  1.53896999e+02 -1.44185423e+02
  4.35224362e-01  1.54383514e+02 -1.44654855e+02 -3.82728574e-03
  1.53904139e+02 -1.44179745e+02  4.47363930e-01  1.54400927e+02
 -1.44681779e+02 -5.21053112e-02  1.53898329e+02 -1.44183311e+02
  4.39767049e-01  1.54390982e+02]
res:  6024 -0.0006916201064086636 0.015543181809334783 0.0254234585209862
[ 1.21707384e-10 -1.03195592e-05 -2.82850094e-01  1.61506440e+04
 -1.44682284e+02 -1.03268896e-02  1.53940748e+02 -1.44197404e+02
  4.93602995e-01  1.54437274e+02 -1.44693352e+02 -2.88300400e-02
  1.53929972e+02 -1.44210384e+02  4.58545075e-01  1.54409580e+02
 -1.44681059e+02 -4.31432923e-02  1.53945249e+02 -1.44191404e+02
  4.90647996e-01  1.54432940e+02 -1.44681711e+02 -1.09620690e-02
  1.53940902e+02 -1.44191728e+02  4.63772097e-01  1.54401608e+02
 -1.44688404e+02 -1.44959632e-02  1.53938839e+02 -1.44176337e+02
  4.59589416e-01  1.54431362e+02 -1.44700052e+02 -7.22625096e-03
  1.53940281e+02 -1.44222601e+02  4.77110431e-01  1.54428930e+02
 -1.44720592e+02 -3.15071190e-02  1.53914437e+02 -1.44212970e+02
  4.45527653e-01  1.54414878e+02 -1.44697035e+02 -4.67329377e-03
  1.53959230e+02 -1.44193199e+02  4.79142254e-01  1.54434305e+02
 -1.44684256e+02 -1.52277608e-02  1.53925325e+02 -1.44186195e+02
  4.60402064e-01  1.54426084e+02 -1.44711900e+02 -1.69600969e-02
  1.53935276e+02 -1.44195964e+02  4.82653219e-01  1.54428610e+02
 -1.44695638e+02 -5.81070890e-02  1.53922047e+02 -1.44210550e+02
  4.41213860e-01  1.54408555e+02 -1.44678670e+02  2.37893336e-03
  1.53929230e+02 -1.44203153e+02  4.53535888e-01  1.54426041e+02
 -1.44706891e+02 -4.58369037e-02  1.53923381e+02 -1.44208247e+02
  4.45965700e-01  1.54416079e+02]
Niter:  4 row:  52 ngroup:  26 nlines:  6428 gd:  6015
[ 1.21707384e-10 -1.03195592e-05 -2.82850094e-01  1.61506440e+04
 -1.44682284e+02 -1.03268896e-02  1.53940748e+02 -1.44197404e+02
  4.93602995e-01  1.54437274e+02 -1.44693352e+02 -2.88300400e-02
  1.53929972e+02 -1.44210384e+02  4.58545075e-01  1.54409580e+02
 -1.44681059e+02 -4.31432923e-02  1.53945249e+02 -1.44191404e+02
  4.90647996e-01  1.54432940e+02 -1.44681711e+02 -1.09620690e-02
  1.53940902e+02 -1.44191728e+02  4.63772097e-01  1.54401608e+02
 -1.44688404e+02 -1.44959632e-02  1.53938839e+02 -1.44176337e+02
  4.59589416e-01  1.54431362e+02 -1.44700052e+02 -7.22625096e-03
  1.53940281e+02 -1.44222601e+02  4.77110431e-01  1.54428930e+02
 -1.44720592e+02 -3.15071190e-02  1.53914437e+02 -1.44212970e+02
  4.45527653e-01  1.54414878e+02 -1.44697035e+02 -4.67329377e-03
  1.53959230e+02 -1.44193199e+02  4.79142254e-01  1.54434305e+02
 -1.44684256e+02 -1.52277608e-02  1.53925325e+02 -1.44186195e+02
  4.60402064e-01  1.54426084e+02 -1.44711900e+02 -1.69600969e-02
  1.53935276e+02 -1.44195964e+02  4.82653219e-01  1.54428610e+02
 -1.44695638e+02 -5.81070890e-02  1.53922047e+02 -1.44210550e+02
  4.41213860e-01  1.54408555e+02 -1.44678670e+02  2.37893336e-03
  1.53929230e+02 -1.44203153e+02  4.53535888e-01  1.54426041e+02
 -1.44706891e+02 -4.58369037e-02  1.53923381e+02 -1.44208247e+02
  4.45965700e-01  1.54416079e+02]
res:  6015 -0.0004435596329130931 0.015557947135675931 0.02528796027139281
[ 1.21707396e-10 -1.03195603e-05 -2.82850066e-01  1.61506424e+04
 -1.44689222e+02 -1.64431294e-02  1.53935785e+02 -1.44204169e+02
  4.87531506e-01  1.54432235e+02 -1.44700344e+02 -3.49032996e-02
  1.53926982e+02 -1.44217395e+02  4.55832734e-01  1.54406581e+02
 -1.44693748e+02 -4.60223441e-02  1.53942287e+02 -1.44198372e+02
  4.84571208e-01  1.54430073e+02 -1.44688611e+02 -1.70276685e-02
  1.53937933e+02 -1.44193629e+02  4.61211380e-01  1.54398654e+02
 -1.44695411e+02 -1.72395886e-02  1.53933745e+02 -1.44183117e+02
  4.53516679e-01  1.54428430e+02 -1.44706932e+02 -1.32947915e-02
  1.53937321e+02 -1.44229588e+02  4.71006729e-01  1.54425958e+02
 -1.44727517e+02 -3.75741445e-02  1.53911481e+02 -1.44215278e+02
  4.35635359e-01  1.54413838e+02 -1.44700699e+02 -1.07252815e-02
  1.53958233e+02 -1.44205951e+02  4.80018031e-01  1.54431279e+02
 -1.44691393e+02 -2.13063747e-02  1.53922271e+02 -1.44193112e+02
  4.54276886e-01  1.54421132e+02 -1.44718862e+02 -2.30336441e-02
  1.53934280e+02 -1.44203065e+02  4.76553764e-01  1.54425657e+02
 -1.44702703e+02 -6.41759802e-02  1.53919060e+02 -1.44217380e+02
  4.35134244e-01  1.54405505e+02 -1.44685524e+02 -3.70602679e-03
  1.53926211e+02 -1.44211622e+02  4.47439352e-01  1.54423100e+02
 -1.44713902e+02 -5.19016607e-02  1.53920368e+02 -1.44215181e+02
  4.46681526e-01  1.54413134e+02]
Niter:  5 row:  52 ngroup:  26 nlines:  6428 gd:  6009
[ 1.21707396e-10 -1.03195603e-05 -2.82850066e-01  1.61506424e+04
 -1.44689222e+02 -1.64431294e-02  1.53935785e+02 -1.44204169e+02
  4.87531506e-01  1.54432235e+02 -1.44700344e+02 -3.49032996e-02
  1.53926982e+02 -1.44217395e+02  4.55832734e-01  1.54406581e+02
 -1.44693748e+02 -4.60223441e-02  1.53942287e+02 -1.44198372e+02
  4.84571208e-01  1.54430073e+02 -1.44688611e+02 -1.70276685e-02
  1.53937933e+02 -1.44193629e+02  4.61211380e-01  1.54398654e+02
 -1.44695411e+02 -1.72395886e-02  1.53933745e+02 -1.44183117e+02
  4.53516679e-01  1.54428430e+02 -1.44706932e+02 -1.32947915e-02
  1.53937321e+02 -1.44229588e+02  4.71006729e-01  1.54425958e+02
 -1.44727517e+02 -3.75741445e-02  1.53911481e+02 -1.44215278e+02
  4.35635359e-01  1.54413838e+02 -1.44700699e+02 -1.07252815e-02
  1.53958233e+02 -1.44205951e+02  4.80018031e-01  1.54431279e+02
 -1.44691393e+02 -2.13063747e-02  1.53922271e+02 -1.44193112e+02
  4.54276886e-01  1.54421132e+02 -1.44718862e+02 -2.30336441e-02
  1.53934280e+02 -1.44203065e+02  4.76553764e-01  1.54425657e+02
 -1.44702703e+02 -6.41759802e-02  1.53919060e+02 -1.44217380e+02
  4.35134244e-01  1.54405505e+02 -1.44685524e+02 -3.70602679e-03
  1.53926211e+02 -1.44211622e+02  4.47439352e-01  1.54423100e+02
 -1.44713902e+02 -5.19016607e-02  1.53920368e+02 -1.44215181e+02
  4.46681526e-01  1.54413134e+02]
res:  6009 -0.0002611103300296236 0.015387399111205013 0.02518289721364925
[ 1.22181970e-10 -1.03203104e-05 -2.82854406e-01  1.61506440e+04
 -1.44689170e+02 -1.26267510e-02  1.53915241e+02 -1.44195649e+02
  4.91730003e-01  1.54415144e+02 -1.44692357e+02 -3.04556337e-02
  1.53909858e+02 -1.44209049e+02  4.60109115e-01  1.54389411e+02
 -1.44685452e+02 -4.14624375e-02  1.53925144e+02 -1.44190782e+02
  4.88924623e-01  1.54413012e+02 -1.44680264e+02 -1.25531409e-02
  1.53920857e+02 -1.44185218e+02  4.70994662e-01  1.54381541e+02
 -1.44686482e+02 -1.30844291e-02  1.53916564e+02 -1.44173517e+02
  4.57977186e-01  1.54414572e+02 -1.44697279e+02 -8.57016696e-03
  1.53920235e+02 -1.44220989e+02  4.74882615e-01  1.54408768e+02
 -1.44718298e+02 -3.29709136e-02  1.53894344e+02 -1.44199103e+02
  4.40320135e-01  1.54396658e+02 -1.44691927e+02 -6.16686172e-03
  1.53941192e+02 -1.44197807e+02  4.83986180e-01  1.54414134e+02
 -1.44682767e+02 -1.68797798e-02  1.53905164e+02 -1.44184376e+02
  4.58194424e-01  1.54404042e+02 -1.44709997e+02 -1.85314444e-02
  1.53917141e+02 -1.44194569e+02  4.80908126e-01  1.54408463e+02
 -1.44693849e+02 -5.99151351e-02  1.53901938e+02 -1.44218811e+02
  4.39734038e-01  1.54388270e+02 -1.44675588e+02  7.08552105e-04
  1.53909050e+02 -1.44212617e+02  4.51925756e-01  1.54405986e+02
 -1.44705541e+02 -4.75179431e-02  1.53903226e+02 -1.44206593e+02
  4.56736123e-01  1.54396042e+02]
Niter:  6 row:  52 ngroup:  26 nlines:  6428 gd:  6011
[ 1.22181970e-10 -1.03203104e-05 -2.82854406e-01  1.61506440e+04
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  4.91730003e-01  1.54415144e+02 -1.44692357e+02 -3.04556337e-02
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 -1.44685452e+02 -4.14624375e-02  1.53925144e+02 -1.44190782e+02
  4.88924623e-01  1.54413012e+02 -1.44680264e+02 -1.25531409e-02
  1.53920857e+02 -1.44185218e+02  4.70994662e-01  1.54381541e+02
 -1.44686482e+02 -1.30844291e-02  1.53916564e+02 -1.44173517e+02
  4.57977186e-01  1.54414572e+02 -1.44697279e+02 -8.57016696e-03
  1.53920235e+02 -1.44220989e+02  4.74882615e-01  1.54408768e+02
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  4.40320135e-01  1.54396658e+02 -1.44691927e+02 -6.16686172e-03
  1.53941192e+02 -1.44197807e+02  4.83986180e-01  1.54414134e+02
 -1.44682767e+02 -1.68797798e-02  1.53905164e+02 -1.44184376e+02
  4.58194424e-01  1.54404042e+02 -1.44709997e+02 -1.85314444e-02
  1.53917141e+02 -1.44194569e+02  4.80908126e-01  1.54408463e+02
 -1.44693849e+02 -5.99151351e-02  1.53901938e+02 -1.44218811e+02
  4.39734038e-01  1.54388270e+02 -1.44675588e+02  7.08552105e-04
  1.53909050e+02 -1.44212617e+02  4.51925756e-01  1.54405986e+02
 -1.44705541e+02 -4.75179431e-02  1.53903226e+02 -1.44206593e+02
  4.56736123e-01  1.54396042e+02]
res:  6011 -0.0002532331645852537 0.01538309426723572 0.025200092958299346
[ 1.22181113e-10 -1.03203104e-05 -2.82854406e-01  1.61506440e+04
 -1.44689170e+02 -1.26267510e-02  1.53915241e+02 -1.44195649e+02
  4.91730003e-01  1.54415144e+02 -1.44692357e+02 -3.04556337e-02
  1.53909858e+02 -1.44209049e+02  4.60109115e-01  1.54389411e+02
 -1.44685452e+02 -4.14624375e-02  1.53925144e+02 -1.44190782e+02
  4.88924623e-01  1.54413012e+02 -1.44680264e+02 -1.25531409e-02
  1.53920857e+02 -1.44185218e+02  4.70994662e-01  1.54381541e+02
 -1.44686482e+02 -1.30844291e-02  1.53916564e+02 -1.44173517e+02
  4.57977186e-01  1.54414572e+02 -1.44697279e+02 -8.57016696e-03
  1.53920235e+02 -1.44220989e+02  4.74882615e-01  1.54408768e+02
 -1.44718298e+02 -3.29709136e-02  1.53894344e+02 -1.44199103e+02
  4.40320135e-01  1.54396658e+02 -1.44691927e+02 -6.16686172e-03
  1.53941192e+02 -1.44197807e+02  4.83986180e-01  1.54414134e+02
 -1.44682767e+02 -1.68797798e-02  1.53905164e+02 -1.44184376e+02
  4.58194424e-01  1.54404042e+02 -1.44709997e+02 -1.85314444e-02
  1.53917141e+02 -1.44194569e+02  4.80908126e-01  1.54408463e+02
 -1.44693849e+02 -5.99151351e-02  1.53901938e+02 -1.44218811e+02
  4.39734038e-01  1.54388270e+02 -1.44675588e+02  7.08552105e-04
  1.53909050e+02 -1.44212617e+02  4.51925756e-01  1.54405986e+02
 -1.44705541e+02 -4.75179431e-02  1.53903226e+02 -1.44206593e+02
  4.56736123e-01  1.54396042e+02]
Saving figure to  wave_resid_43670005_fiber52.png
Final values:
res:  -0.0002532331645852537 0.025200092958299346
pars:  [ 1.22181113e-10 -1.03203104e-05 -2.82854406e-01  1.61506440e+04
 -1.44689170e+02 -1.26267510e-02  1.53915241e+02 -1.44195649e+02
  4.91730003e-01  1.54415144e+02 -1.44692357e+02 -3.04556337e-02
  1.53909858e+02 -1.44209049e+02  4.60109115e-01  1.54389411e+02
 -1.44685452e+02 -4.14624375e-02  1.53925144e+02 -1.44190782e+02
  4.88924623e-01  1.54413012e+02 -1.44680264e+02 -1.25531409e-02
  1.53920857e+02 -1.44185218e+02  4.70994662e-01  1.54381541e+02
 -1.44686482e+02 -1.30844291e-02  1.53916564e+02 -1.44173517e+02
  4.57977186e-01  1.54414572e+02 -1.44697279e+02 -8.57016696e-03
  1.53920235e+02 -1.44220989e+02  4.74882615e-01  1.54408768e+02
 -1.44718298e+02 -3.29709136e-02  1.53894344e+02 -1.44199103e+02
  4.40320135e-01  1.54396658e+02 -1.44691927e+02 -6.16686172e-03
  1.53941192e+02 -1.44197807e+02  4.83986180e-01  1.54414134e+02
 -1.44682767e+02 -1.68797798e-02  1.53905164e+02 -1.44184376e+02
  4.58194424e-01  1.54404042e+02 -1.44709997e+02 -1.85314444e-02
  1.53917141e+02 -1.44194569e+02  4.80908126e-01  1.54408463e+02
 -1.44693849e+02 -5.99151351e-02  1.53901938e+02 -1.44218811e+02
  4.39734038e-01  1.54388270e+02 -1.44675588e+02  7.08552105e-04
  1.53909050e+02 -1.44212617e+02  4.51925756e-01  1.54405986e+02
 -1.44705541e+02 -4.75179431e-02  1.53903226e+02 -1.44206593e+02
  4.56736123e-01  1.54396042e+02]
52 [ 1.22181113e-10 -1.03203104e-05 -2.82854406e-01  1.61506440e+04
 -1.44689170e+02 -1.26267510e-02  1.53915241e+02 -1.44195649e+02
  4.91730003e-01  1.54415144e+02 -1.44692357e+02 -3.04556337e-02
  1.53909858e+02 -1.44209049e+02  4.60109115e-01  1.54389411e+02
 -1.44685452e+02 -4.14624375e-02  1.53925144e+02 -1.44190782e+02
  4.88924623e-01  1.54413012e+02 -1.44680264e+02 -1.25531409e-02
  1.53920857e+02 -1.44185218e+02  4.70994662e-01  1.54381541e+02
 -1.44686482e+02 -1.30844291e-02  1.53916564e+02 -1.44173517e+02
  4.57977186e-01  1.54414572e+02 -1.44697279e+02 -8.57016696e-03
  1.53920235e+02 -1.44220989e+02  4.74882615e-01  1.54408768e+02
 -1.44718298e+02 -3.29709136e-02  1.53894344e+02 -1.44199103e+02
  4.40320135e-01  1.54396658e+02 -1.44691927e+02 -6.16686172e-03
  1.53941192e+02 -1.44197807e+02  4.83986180e-01  1.54414134e+02
 -1.44682767e+02 -1.68797798e-02  1.53905164e+02 -1.44184376e+02
  4.58194424e-01  1.54404042e+02 -1.44709997e+02 -1.85314444e-02
  1.53917141e+02 -1.44194569e+02  4.80908126e-01  1.54408463e+02
 -1.44693849e+02 -5.99151351e-02  1.53901938e+02 -1.44218811e+02
  4.39734038e-01  1.54388270e+02 -1.44675588e+02  7.08552105e-04
  1.53909050e+02 -1.44212617e+02  4.51925756e-01  1.54405986e+02
 -1.44705541e+02 -4.75179431e-02  1.53903226e+02 -1.44206593e+02
  4.56736123e-01  1.54396042e+02]
--- Row 54/300 row=53 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  53
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=53 ---
Niter:  0 row:  53 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0003545623148966115 0.01622551636683056 0.03339430294957606
[ 1.21834653e-10 -1.03187971e-05 -2.82851170e-01  1.61505591e+04
 -1.44734601e+02 -3.76816531e-14  1.53958332e+02]
Niter:  1 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.21834653e-10 -1.03187971e-05 -2.82851170e-01  1.61505591e+04
 -1.44734601e+02 -3.76816531e-14  1.53958332e+02]
res:  231 0.0014648191736341687 0.015573205902910559 0.02338170026484428
[ 1.22021359e-10 -1.03182319e-05 -2.82854689e-01  1.61505621e+04
 -1.44677484e+02  2.53867265e-11  1.53958344e+02]
Niter:  2 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.22021359e-10 -1.03182319e-05 -2.82854689e-01  1.61505621e+04
 -1.44677484e+02  2.53867265e-11  1.53958344e+02]
res:  231 0.0016280394593195524 0.016168207250302657 0.023302966947176033
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
Niter:  3 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
res:  231 0.0016280394593195524 0.016168207250302657 0.023302966947176033
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
Niter:  4 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
res:  231 0.0016280394593195524 0.016168207250302657 0.023302966947176033
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
Niter:  5 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
res:  231 0.0016280394593195524 0.016168207250302657 0.023302966947176033
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
Niter:  6 row:  53 ngroup:  1 nlines:  247 gd:  231
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
res:  231 0.0016280394593195524 0.016168207250302657 0.023302966947176033
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
Final values:
res:  0.0016280394593195524 0.023302966947176033
pars:  [ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
53 [ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02]
elapsed: 3.0 sec.
Niter:  0 row:  53 ngroup:  26 nlines:  6582 gd:  6582
[ 1.22035884e-10 -1.03181361e-05 -2.82855446e-01  1.61505632e+04
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02 -1.44660132e+02 -3.13682741e-11
  1.53958673e+02 -1.44660132e+02 -3.13682741e-11  1.53958673e+02
 -1.44660132e+02 -3.13682741e-11  1.53958673e+02 -1.44660132e+02
 -3.13682741e-11  1.53958673e+02]
res:  6582 0.0004951833925588289 0.015408344430397847 0.03446651573234699
[ 1.22035896e-10 -1.03181372e-05 -2.82855417e-01  1.61505616e+04
 -1.44683841e+02  9.45105191e-03  1.53956270e+02 -1.44169160e+02
  4.94615914e-01  1.54449973e+02 -1.44676970e+02 -2.60125261e-02
  1.53939749e+02 -1.44185302e+02  4.73469988e-01  1.54420063e+02
 -1.44666587e+02 -9.62594684e-03  1.53955236e+02 -1.44174287e+02
  4.97459808e-01  1.54453750e+02 -1.44670349e+02  2.22130573e-04
  1.53947479e+02 -1.44202008e+02  4.88919204e-01  1.54413191e+02
 -1.44671714e+02  1.20259631e-02  1.53952214e+02 -1.44197132e+02
  5.07810156e-01  1.54439024e+02 -1.44663368e+02  1.58904643e-02
  1.53941924e+02 -1.44198097e+02  5.14418480e-01  1.54441368e+02
 -1.44711905e+02 -2.04284158e-02  1.53938510e+02 -1.44174070e+02
  4.49772168e-01  1.54436953e+02 -1.44683747e+02  2.70854017e-02
  1.53960428e+02 -1.44204869e+02  5.19605641e-01  1.54450432e+02
 -1.44710034e+02 -8.41641695e-03  1.53942242e+02 -1.44189854e+02
  4.80306944e-01  1.54447659e+02 -1.44686138e+02  4.16864876e-03
  1.53948967e+02 -1.44165637e+02  5.06071864e-01  1.54435660e+02
 -1.44683227e+02 -1.00535801e-02  1.53929228e+02 -1.44175141e+02
  4.83962151e-01  1.54422779e+02 -1.44695735e+02  1.07289082e-02
  1.53949105e+02 -1.44202419e+02  4.66498976e-01  1.54439158e+02
 -1.44703599e+02 -1.94592876e-02  1.53933029e+02 -1.44207819e+02
  4.79883849e-01  1.54424135e+02]
Niter:  1 row:  53 ngroup:  26 nlines:  6582 gd:  6090
[ 1.22035896e-10 -1.03181372e-05 -2.82855417e-01  1.61505616e+04
 -1.44683841e+02  9.45105191e-03  1.53956270e+02 -1.44169160e+02
  4.94615914e-01  1.54449973e+02 -1.44676970e+02 -2.60125261e-02
  1.53939749e+02 -1.44185302e+02  4.73469988e-01  1.54420063e+02
 -1.44666587e+02 -9.62594684e-03  1.53955236e+02 -1.44174287e+02
  4.97459808e-01  1.54453750e+02 -1.44670349e+02  2.22130573e-04
  1.53947479e+02 -1.44202008e+02  4.88919204e-01  1.54413191e+02
 -1.44671714e+02  1.20259631e-02  1.53952214e+02 -1.44197132e+02
  5.07810156e-01  1.54439024e+02 -1.44663368e+02  1.58904643e-02
  1.53941924e+02 -1.44198097e+02  5.14418480e-01  1.54441368e+02
 -1.44711905e+02 -2.04284158e-02  1.53938510e+02 -1.44174070e+02
  4.49772168e-01  1.54436953e+02 -1.44683747e+02  2.70854017e-02
  1.53960428e+02 -1.44204869e+02  5.19605641e-01  1.54450432e+02
 -1.44710034e+02 -8.41641695e-03  1.53942242e+02 -1.44189854e+02
  4.80306944e-01  1.54447659e+02 -1.44686138e+02  4.16864876e-03
  1.53948967e+02 -1.44165637e+02  5.06071864e-01  1.54435660e+02
 -1.44683227e+02 -1.00535801e-02  1.53929228e+02 -1.44175141e+02
  4.83962151e-01  1.54422779e+02 -1.44695735e+02  1.07289082e-02
  1.53949105e+02 -1.44202419e+02  4.66498976e-01  1.54439158e+02
 -1.44703599e+02 -1.94592876e-02  1.53933029e+02 -1.44207819e+02
  4.79883849e-01  1.54424135e+02]
res:  6090 -0.0003740263337022043 0.015298805259590154 0.024737041075729275
[ 1.22035909e-10 -1.03181382e-05 -2.82855446e-01  1.61505615e+04
 -1.44672320e+02 -5.90272693e-03  1.53953529e+02 -1.44184258e+02
  4.94333327e-01  1.54445076e+02 -1.44676940e+02 -2.49233540e-02
  1.53932679e+02 -1.44183130e+02  4.63599708e-01  1.54416802e+02
 -1.44658525e+02 -2.43647767e-02  1.53954449e+02 -1.44179422e+02
  4.90015142e-01  1.54446838e+02 -1.44660346e+02 -1.90389340e-03
  1.53940857e+02 -1.44192150e+02  4.75793049e-01  1.54413097e+02
 -1.44677273e+02  6.49528603e-03  1.53948876e+02 -1.44181049e+02
  4.92347568e-01  1.54434875e+02 -1.44660409e+02 -3.43299853e-04
  1.53940385e+02 -1.44189697e+02  5.02480949e-01  1.54440394e+02
 -1.44718530e+02 -2.98642111e-02  1.53937536e+02 -1.44196875e+02
  4.55794544e-01  1.54433870e+02 -1.44678198e+02  1.88554911e-02
  1.53953651e+02 -1.44196697e+02  5.02478843e-01  1.54449103e+02
 -1.44695966e+02 -1.05668181e-02  1.53941286e+02 -1.44178149e+02
  4.60710384e-01  1.54440104e+02 -1.44675051e+02 -2.24358231e-03
  1.53948988e+02 -1.44172606e+02  4.93585409e-01  1.54430735e+02
 -1.44685179e+02 -1.18310798e-02  1.53923412e+02 -1.44191046e+02
  4.90314744e-01  1.54425337e+02 -1.44703496e+02 -5.66037938e-03
  1.53944444e+02 -1.44199752e+02  4.57375552e-01  1.54431831e+02
 -1.44692312e+02 -4.50979755e-02  1.53931605e+02 -1.44201674e+02
  4.65422465e-01  1.54425096e+02]
Niter:  2 row:  53 ngroup:  26 nlines:  6582 gd:  6084
[ 1.22035909e-10 -1.03181382e-05 -2.82855446e-01  1.61505615e+04
 -1.44672320e+02 -5.90272693e-03  1.53953529e+02 -1.44184258e+02
  4.94333327e-01  1.54445076e+02 -1.44676940e+02 -2.49233540e-02
  1.53932679e+02 -1.44183130e+02  4.63599708e-01  1.54416802e+02
 -1.44658525e+02 -2.43647767e-02  1.53954449e+02 -1.44179422e+02
  4.90015142e-01  1.54446838e+02 -1.44660346e+02 -1.90389340e-03
  1.53940857e+02 -1.44192150e+02  4.75793049e-01  1.54413097e+02
 -1.44677273e+02  6.49528603e-03  1.53948876e+02 -1.44181049e+02
  4.92347568e-01  1.54434875e+02 -1.44660409e+02 -3.43299853e-04
  1.53940385e+02 -1.44189697e+02  5.02480949e-01  1.54440394e+02
 -1.44718530e+02 -2.98642111e-02  1.53937536e+02 -1.44196875e+02
  4.55794544e-01  1.54433870e+02 -1.44678198e+02  1.88554911e-02
  1.53953651e+02 -1.44196697e+02  5.02478843e-01  1.54449103e+02
 -1.44695966e+02 -1.05668181e-02  1.53941286e+02 -1.44178149e+02
  4.60710384e-01  1.54440104e+02 -1.44675051e+02 -2.24358231e-03
  1.53948988e+02 -1.44172606e+02  4.93585409e-01  1.54430735e+02
 -1.44685179e+02 -1.18310798e-02  1.53923412e+02 -1.44191046e+02
  4.90314744e-01  1.54425337e+02 -1.44703496e+02 -5.66037938e-03
  1.53944444e+02 -1.44199752e+02  4.57375552e-01  1.54431831e+02
 -1.44692312e+02 -4.50979755e-02  1.53931605e+02 -1.44201674e+02
  4.65422465e-01  1.54425096e+02]
res:  6084 -0.0002777093568511191 0.015310976142245636 0.0246317317187687
[ 1.22035921e-10 -1.03181392e-05 -2.82855474e-01  1.61505614e+04
 -1.44667680e+02 -6.53012292e-03  1.53952778e+02 -1.44184776e+02
  4.93700894e-01  1.54444328e+02 -1.44677457e+02 -1.84884609e-02
  1.53931930e+02 -1.44183648e+02  4.62973709e-01  1.54416053e+02
 -1.44659042e+02 -2.49877585e-02  1.53953699e+02 -1.44179941e+02
  4.89379239e-01  1.54446090e+02 -1.44660863e+02 -2.52776388e-03
  1.53938166e+02 -1.44187429e+02  4.71936500e-01  1.54412350e+02
 -1.44677790e+02  5.87123116e-03  1.53948126e+02 -1.44181567e+02
  4.91720223e-01  1.54434127e+02 -1.44660925e+02 -4.50494277e-03
  1.53939636e+02 -1.44190213e+02  4.98412072e-01  1.54439645e+02
 -1.44719048e+02 -3.38298728e-02  1.53936786e+02 -1.44202526e+02
  4.61525594e-01  1.54433120e+02 -1.44678717e+02  1.82304254e-02
  1.53952902e+02 -1.44192194e+02  5.01852430e-01  1.54448354e+02
 -1.44691436e+02 -8.12992213e-03  1.53944756e+02 -1.44172829e+02
  4.57067851e-01  1.54439354e+02 -1.44665460e+02 -2.87097806e-03
  1.53950179e+02 -1.44173123e+02  4.89144685e-01  1.54429985e+02
 -1.44685697e+02 -1.24599018e-02  1.53922663e+02 -1.44191564e+02
  4.93066333e-01  1.54426473e+02 -1.44704014e+02 -6.29128726e-03
  1.53943693e+02 -1.44200268e+02  4.56752510e-01  1.54431083e+02
 -1.44692831e+02 -4.57226606e-02  1.53930855e+02 -1.44196911e+02
  4.64789467e-01  1.54424348e+02]
Niter:  3 row:  53 ngroup:  26 nlines:  6582 gd:  6083
[ 1.22035921e-10 -1.03181392e-05 -2.82855474e-01  1.61505614e+04
 -1.44667680e+02 -6.53012292e-03  1.53952778e+02 -1.44184776e+02
  4.93700894e-01  1.54444328e+02 -1.44677457e+02 -1.84884609e-02
  1.53931930e+02 -1.44183648e+02  4.62973709e-01  1.54416053e+02
 -1.44659042e+02 -2.49877585e-02  1.53953699e+02 -1.44179941e+02
  4.89379239e-01  1.54446090e+02 -1.44660863e+02 -2.52776388e-03
  1.53938166e+02 -1.44187429e+02  4.71936500e-01  1.54412350e+02
 -1.44677790e+02  5.87123116e-03  1.53948126e+02 -1.44181567e+02
  4.91720223e-01  1.54434127e+02 -1.44660925e+02 -4.50494277e-03
  1.53939636e+02 -1.44190213e+02  4.98412072e-01  1.54439645e+02
 -1.44719048e+02 -3.38298728e-02  1.53936786e+02 -1.44202526e+02
  4.61525594e-01  1.54433120e+02 -1.44678717e+02  1.82304254e-02
  1.53952902e+02 -1.44192194e+02  5.01852430e-01  1.54448354e+02
 -1.44691436e+02 -8.12992213e-03  1.53944756e+02 -1.44172829e+02
  4.57067851e-01  1.54439354e+02 -1.44665460e+02 -2.87097806e-03
  1.53950179e+02 -1.44173123e+02  4.89144685e-01  1.54429985e+02
 -1.44685697e+02 -1.24599018e-02  1.53922663e+02 -1.44191564e+02
  4.93066333e-01  1.54426473e+02 -1.44704014e+02 -6.29128726e-03
  1.53943693e+02 -1.44200268e+02  4.56752510e-01  1.54431083e+02
 -1.44692831e+02 -4.57226606e-02  1.53930855e+02 -1.44196911e+02
  4.64789467e-01  1.54424348e+02]
res:  6083 -0.00012924030124850105 0.015209339782813913 0.024592602692379
[ 1.22151882e-10 -1.03186520e-05 -2.82856531e-01  1.61505630e+04
 -1.44666373e+02 -1.65569867e-03  1.53946667e+02 -1.44183468e+02
  4.98643813e-01  1.54438388e+02 -1.44676025e+02 -1.35679694e-02
  1.53925959e+02 -1.44182330e+02  4.68020911e-01  1.54410082e+02
 -1.44657820e+02 -2.00001576e-02  1.53947653e+02 -1.44178534e+02
  4.94257582e-01  1.54440168e+02 -1.44659609e+02  2.50218582e-03
  1.53930467e+02 -1.44186199e+02  4.76893314e-01  1.54406472e+02
 -1.44676488e+02  1.10867807e-02  1.53942105e+02 -1.44180229e+02
  4.96665406e-01  1.54428180e+02 -1.44659886e+02  7.40613716e-04
  1.53933644e+02 -1.44189090e+02  5.03394114e-01  1.54433642e+02
 -1.44717683e+02 -2.87260938e-02  1.53930750e+02 -1.44201067e+02
  4.66531234e-01  1.54425293e+02 -1.44677108e+02  2.32946661e-02
  1.53946911e+02 -1.44190950e+02  5.06833816e-01  1.54442334e+02
 -1.44690145e+02 -2.84216012e-04  1.53938657e+02 -1.44171840e+02
  4.62057005e-01  1.54433244e+02 -1.44664241e+02  2.19408752e-03
  1.53944213e+02 -1.44172113e+02  4.94174468e-01  1.54423929e+02
 -1.44684279e+02 -7.37067953e-03  1.53916694e+02 -1.44190191e+02
  4.98010641e-01  1.54420411e+02 -1.44702554e+02 -1.21538043e-03
  1.53937544e+02 -1.44199276e+02  4.61971199e-01  1.54425133e+02
 -1.44691245e+02 -4.06426727e-02  1.53924781e+02 -1.44195969e+02
  4.69888865e-01  1.54418420e+02]
Niter:  4 row:  53 ngroup:  26 nlines:  6582 gd:  6076
[ 1.22151882e-10 -1.03186520e-05 -2.82856531e-01  1.61505630e+04
 -1.44666373e+02 -1.65569867e-03  1.53946667e+02 -1.44183468e+02
  4.98643813e-01  1.54438388e+02 -1.44676025e+02 -1.35679694e-02
  1.53925959e+02 -1.44182330e+02  4.68020911e-01  1.54410082e+02
 -1.44657820e+02 -2.00001576e-02  1.53947653e+02 -1.44178534e+02
  4.94257582e-01  1.54440168e+02 -1.44659609e+02  2.50218582e-03
  1.53930467e+02 -1.44186199e+02  4.76893314e-01  1.54406472e+02
 -1.44676488e+02  1.10867807e-02  1.53942105e+02 -1.44180229e+02
  4.96665406e-01  1.54428180e+02 -1.44659886e+02  7.40613716e-04
  1.53933644e+02 -1.44189090e+02  5.03394114e-01  1.54433642e+02
 -1.44717683e+02 -2.87260938e-02  1.53930750e+02 -1.44201067e+02
  4.66531234e-01  1.54425293e+02 -1.44677108e+02  2.32946661e-02
  1.53946911e+02 -1.44190950e+02  5.06833816e-01  1.54442334e+02
 -1.44690145e+02 -2.84216012e-04  1.53938657e+02 -1.44171840e+02
  4.62057005e-01  1.54433244e+02 -1.44664241e+02  2.19408752e-03
  1.53944213e+02 -1.44172113e+02  4.94174468e-01  1.54423929e+02
 -1.44684279e+02 -7.37067953e-03  1.53916694e+02 -1.44190191e+02
  4.98010641e-01  1.54420411e+02 -1.44702554e+02 -1.21538043e-03
  1.53937544e+02 -1.44199276e+02  4.61971199e-01  1.54425133e+02
 -1.44691245e+02 -4.06426727e-02  1.53924781e+02 -1.44195969e+02
  4.69888865e-01  1.54418420e+02]
res:  6076 -0.00012819032144761877 0.015233598463055387 0.024495469526688816
[ 1.22151894e-10 -1.03186530e-05 -2.82856559e-01  1.61505639e+04
 -1.44667639e+02 -2.00560514e-03  1.53947435e+02 -1.44179506e+02
  4.98537343e-01  1.54441027e+02 -1.44672065e+02 -1.04317241e-02
  1.53928596e+02 -1.44178366e+02  4.71178279e-01  1.54412718e+02
 -1.44653852e+02 -1.68487621e-02  1.53950285e+02 -1.44174575e+02
  4.97397898e-01  1.54442808e+02 -1.44655640e+02  5.65266900e-03
  1.53932898e+02 -1.44182230e+02  4.80038396e-01  1.54409114e+02
 -1.44672524e+02  1.42601739e-02  1.53944740e+02 -1.44176264e+02
  4.99812747e-01  1.54430817e+02 -1.44655908e+02  3.90386740e-03
  1.53936280e+02 -1.44185111e+02  5.03341998e-01  1.54438215e+02
 -1.44713721e+02 -2.55714018e-02  1.53933386e+02 -1.44197109e+02
  4.69684664e-01  1.54427710e+02 -1.44673159e+02  2.64520857e-02
  1.53949550e+02 -1.44186978e+02  5.09984815e-01  1.54444967e+02
 -1.44686177e+02  3.19448434e-03  1.53941290e+02 -1.44167857e+02
  4.61958299e-01  1.54435874e+02 -1.44660270e+02  5.35180967e-03
  1.53946851e+02 -1.44168132e+02  4.97323232e-01  1.54426562e+02
 -1.44680318e+02 -4.21312147e-03  1.53919332e+02 -1.44186228e+02
  5.01152403e-01  1.54423042e+02 -1.44698595e+02  1.94599516e-03
  1.53940172e+02 -1.44189669e+02  4.65140747e-01  1.54427771e+02
 -1.44687294e+02 -3.74842209e-02  1.53927413e+02 -1.44191981e+02
  4.73050527e-01  1.54423124e+02]
Niter:  5 row:  53 ngroup:  26 nlines:  6582 gd:  6076
[ 1.22151894e-10 -1.03186530e-05 -2.82856559e-01  1.61505639e+04
 -1.44667639e+02 -2.00560514e-03  1.53947435e+02 -1.44179506e+02
  4.98537343e-01  1.54441027e+02 -1.44672065e+02 -1.04317241e-02
  1.53928596e+02 -1.44178366e+02  4.71178279e-01  1.54412718e+02
 -1.44653852e+02 -1.68487621e-02  1.53950285e+02 -1.44174575e+02
  4.97397898e-01  1.54442808e+02 -1.44655640e+02  5.65266900e-03
  1.53932898e+02 -1.44182230e+02  4.80038396e-01  1.54409114e+02
 -1.44672524e+02  1.42601739e-02  1.53944740e+02 -1.44176264e+02
  4.99812747e-01  1.54430817e+02 -1.44655908e+02  3.90386740e-03
  1.53936280e+02 -1.44185111e+02  5.03341998e-01  1.54438215e+02
 -1.44713721e+02 -2.55714018e-02  1.53933386e+02 -1.44197109e+02
  4.69684664e-01  1.54427710e+02 -1.44673159e+02  2.64520857e-02
  1.53949550e+02 -1.44186978e+02  5.09984815e-01  1.54444967e+02
 -1.44686177e+02  3.19448434e-03  1.53941290e+02 -1.44167857e+02
  4.61958299e-01  1.54435874e+02 -1.44660270e+02  5.35180967e-03
  1.53946851e+02 -1.44168132e+02  4.97323232e-01  1.54426562e+02
 -1.44680318e+02 -4.21312147e-03  1.53919332e+02 -1.44186228e+02
  5.01152403e-01  1.54423042e+02 -1.44698595e+02  1.94599516e-03
  1.53940172e+02 -1.44189669e+02  4.65140747e-01  1.54427771e+02
 -1.44687294e+02 -3.74842209e-02  1.53927413e+02 -1.44191981e+02
  4.73050527e-01  1.54423124e+02]
res:  6076 -0.00010430800193717005 0.015235443615893018 0.02449412624490449
[ 1.22183047e-10 -1.03187606e-05 -2.82856803e-01  1.61505655e+04
 -1.44662191e+02  3.46036267e-03  1.53950164e+02 -1.44174045e+02
  5.00545138e-01  1.54443796e+02 -1.44666576e+02 -4.93929823e-03
  1.53931358e+02 -1.44172903e+02  4.76710711e-01  1.54415480e+02
 -1.44648407e+02 -1.13361205e-02  1.53953033e+02 -1.44169095e+02
  5.02874104e-01  1.54445581e+02 -1.44650187e+02  1.11827067e-02
  1.53935645e+02 -1.44176781e+02  4.85540258e-01  1.54411895e+02
 -1.44667062e+02  1.98475863e-02  1.53947493e+02 -1.44170793e+02
  5.05312325e-01  1.54433583e+02 -1.44650499e+02  9.48821793e-03
  1.53939038e+02 -1.44179680e+02  5.08840827e-01  1.54440973e+02
 -1.44708247e+02 -2.00190998e-02  1.53936136e+02 -1.44191617e+02
  4.75207869e-01  1.54430453e+02 -1.44667639e+02  3.19901401e-02
  1.53952309e+02 -1.44181525e+02  5.15496152e-01  1.54447719e+02
 -1.44680715e+02  8.71026484e-03  1.53944026e+02 -1.44162454e+02
  4.67455520e-01  1.54438608e+02 -1.44654824e+02  1.08932168e-02
  1.53949613e+02 -1.44162727e+02  5.02850656e-01  1.54429308e+02
 -1.44674833e+02  1.32165878e-03  1.53922095e+02 -1.44180752e+02
  5.06646968e-01  1.54425786e+02 -1.44693100e+02  7.48057098e-03
  1.53942898e+02 -1.44184260e+02  4.70730996e-01  1.54430535e+02
 -1.44681776e+02 -3.19395195e-02  1.53932246e+02 -1.44186586e+02
  4.78598482e-01  1.54425889e+02]
Niter:  6 row:  53 ngroup:  26 nlines:  6582 gd:  6076
[ 1.22183047e-10 -1.03187606e-05 -2.82856803e-01  1.61505655e+04
 -1.44662191e+02  3.46036267e-03  1.53950164e+02 -1.44174045e+02
  5.00545138e-01  1.54443796e+02 -1.44666576e+02 -4.93929823e-03
  1.53931358e+02 -1.44172903e+02  4.76710711e-01  1.54415480e+02
 -1.44648407e+02 -1.13361205e-02  1.53953033e+02 -1.44169095e+02
  5.02874104e-01  1.54445581e+02 -1.44650187e+02  1.11827067e-02
  1.53935645e+02 -1.44176781e+02  4.85540258e-01  1.54411895e+02
 -1.44667062e+02  1.98475863e-02  1.53947493e+02 -1.44170793e+02
  5.05312325e-01  1.54433583e+02 -1.44650499e+02  9.48821793e-03
  1.53939038e+02 -1.44179680e+02  5.08840827e-01  1.54440973e+02
 -1.44708247e+02 -2.00190998e-02  1.53936136e+02 -1.44191617e+02
  4.75207869e-01  1.54430453e+02 -1.44667639e+02  3.19901401e-02
  1.53952309e+02 -1.44181525e+02  5.15496152e-01  1.54447719e+02
 -1.44680715e+02  8.71026484e-03  1.53944026e+02 -1.44162454e+02
  4.67455520e-01  1.54438608e+02 -1.44654824e+02  1.08932168e-02
  1.53949613e+02 -1.44162727e+02  5.02850656e-01  1.54429308e+02
 -1.44674833e+02  1.32165878e-03  1.53922095e+02 -1.44180752e+02
  5.06646968e-01  1.54425786e+02 -1.44693100e+02  7.48057098e-03
  1.53942898e+02 -1.44184260e+02  4.70730996e-01  1.54430535e+02
 -1.44681776e+02 -3.19395195e-02  1.53932246e+02 -1.44186586e+02
  4.78598482e-01  1.54425889e+02]
res:  6076 -0.00010433062834636075 0.015235509433296102 0.02449412624075523
[ 1.22183008e-10 -1.03187606e-05 -2.82856803e-01  1.61505655e+04
 -1.44662191e+02  3.46036267e-03  1.53950164e+02 -1.44174045e+02
  5.00545138e-01  1.54443796e+02 -1.44666576e+02 -4.93929823e-03
  1.53931358e+02 -1.44172903e+02  4.76710711e-01  1.54415480e+02
 -1.44648407e+02 -1.13361205e-02  1.53953033e+02 -1.44169095e+02
  5.02874104e-01  1.54445581e+02 -1.44650187e+02  1.11827067e-02
  1.53935645e+02 -1.44176781e+02  4.85540258e-01  1.54411895e+02
 -1.44667062e+02  1.98475863e-02  1.53947493e+02 -1.44170793e+02
  5.05312325e-01  1.54433583e+02 -1.44650499e+02  9.48821793e-03
  1.53939038e+02 -1.44179680e+02  5.08840827e-01  1.54440973e+02
 -1.44708247e+02 -2.00190998e-02  1.53936136e+02 -1.44191617e+02
  4.75207869e-01  1.54430453e+02 -1.44667639e+02  3.19901401e-02
  1.53952309e+02 -1.44181525e+02  5.15496152e-01  1.54447719e+02
 -1.44680715e+02  8.71026484e-03  1.53944026e+02 -1.44162454e+02
  4.67455520e-01  1.54438608e+02 -1.44654824e+02  1.08932168e-02
  1.53949613e+02 -1.44162727e+02  5.02850656e-01  1.54429308e+02
 -1.44674833e+02  1.32165878e-03  1.53922095e+02 -1.44180752e+02
  5.06646968e-01  1.54425786e+02 -1.44693100e+02  7.48057098e-03
  1.53942898e+02 -1.44184260e+02  4.70730996e-01  1.54430535e+02
 -1.44681776e+02 -3.19395195e-02  1.53932246e+02 -1.44186586e+02
  4.78598482e-01  1.54425889e+02]
Saving figure to  wave_resid_43670005_fiber53.png
Final values:
res:  -0.00010433062834636075 0.02449412624075523
pars:  [ 1.22183008e-10 -1.03187606e-05 -2.82856803e-01  1.61505655e+04
 -1.44662191e+02  3.46036267e-03  1.53950164e+02 -1.44174045e+02
  5.00545138e-01  1.54443796e+02 -1.44666576e+02 -4.93929823e-03
  1.53931358e+02 -1.44172903e+02  4.76710711e-01  1.54415480e+02
 -1.44648407e+02 -1.13361205e-02  1.53953033e+02 -1.44169095e+02
  5.02874104e-01  1.54445581e+02 -1.44650187e+02  1.11827067e-02
  1.53935645e+02 -1.44176781e+02  4.85540258e-01  1.54411895e+02
 -1.44667062e+02  1.98475863e-02  1.53947493e+02 -1.44170793e+02
  5.05312325e-01  1.54433583e+02 -1.44650499e+02  9.48821793e-03
  1.53939038e+02 -1.44179680e+02  5.08840827e-01  1.54440973e+02
 -1.44708247e+02 -2.00190998e-02  1.53936136e+02 -1.44191617e+02
  4.75207869e-01  1.54430453e+02 -1.44667639e+02  3.19901401e-02
  1.53952309e+02 -1.44181525e+02  5.15496152e-01  1.54447719e+02
 -1.44680715e+02  8.71026484e-03  1.53944026e+02 -1.44162454e+02
  4.67455520e-01  1.54438608e+02 -1.44654824e+02  1.08932168e-02
  1.53949613e+02 -1.44162727e+02  5.02850656e-01  1.54429308e+02
 -1.44674833e+02  1.32165878e-03  1.53922095e+02 -1.44180752e+02
  5.06646968e-01  1.54425786e+02 -1.44693100e+02  7.48057098e-03
  1.53942898e+02 -1.44184260e+02  4.70730996e-01  1.54430535e+02
 -1.44681776e+02 -3.19395195e-02  1.53932246e+02 -1.44186586e+02
  4.78598482e-01  1.54425889e+02]
53 [ 1.22183008e-10 -1.03187606e-05 -2.82856803e-01  1.61505655e+04
 -1.44662191e+02  3.46036267e-03  1.53950164e+02 -1.44174045e+02
  5.00545138e-01  1.54443796e+02 -1.44666576e+02 -4.93929823e-03
  1.53931358e+02 -1.44172903e+02  4.76710711e-01  1.54415480e+02
 -1.44648407e+02 -1.13361205e-02  1.53953033e+02 -1.44169095e+02
  5.02874104e-01  1.54445581e+02 -1.44650187e+02  1.11827067e-02
  1.53935645e+02 -1.44176781e+02  4.85540258e-01  1.54411895e+02
 -1.44667062e+02  1.98475863e-02  1.53947493e+02 -1.44170793e+02
  5.05312325e-01  1.54433583e+02 -1.44650499e+02  9.48821793e-03
  1.53939038e+02 -1.44179680e+02  5.08840827e-01  1.54440973e+02
 -1.44708247e+02 -2.00190998e-02  1.53936136e+02 -1.44191617e+02
  4.75207869e-01  1.54430453e+02 -1.44667639e+02  3.19901401e-02
  1.53952309e+02 -1.44181525e+02  5.15496152e-01  1.54447719e+02
 -1.44680715e+02  8.71026484e-03  1.53944026e+02 -1.44162454e+02
  4.67455520e-01  1.54438608e+02 -1.44654824e+02  1.08932168e-02
  1.53949613e+02 -1.44162727e+02  5.02850656e-01  1.54429308e+02
 -1.44674833e+02  1.32165878e-03  1.53922095e+02 -1.44180752e+02
  5.06646968e-01  1.54425786e+02 -1.44693100e+02  7.48057098e-03
  1.53942898e+02 -1.44184260e+02  4.70730996e-01  1.54430535e+02
 -1.44681776e+02 -3.19395195e-02  1.53932246e+02 -1.44186586e+02
  4.78598482e-01  1.54425889e+02]
--- Row 55/300 row=54 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  54
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=54 ---
Niter:  0 row:  54 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 -0.0009165599421976367 0.01355339573638048 0.032370766536029424
[ 1.21403593e-10 -1.03194658e-05 -2.82848502e-01  1.61505786e+04
 -1.44707279e+02 -8.77436934e-14  1.53968688e+02]
Niter:  1 row:  54 ngroup:  1 nlines:  251 gd:  232
[ 1.21403593e-10 -1.03194658e-05 -2.82848502e-01  1.61505786e+04
 -1.44707279e+02 -8.77436934e-14  1.53968688e+02]
res:  232 5.182467066333629e-05 0.012480840061471099 0.023611506361984717
[ 1.21647598e-10 -1.03200112e-05 -2.82854545e-01  1.61505831e+04
 -1.44662858e+02 -2.78294150e-11  1.53949558e+02]
Niter:  2 row:  54 ngroup:  1 nlines:  251 gd:  227
[ 1.21647598e-10 -1.03200112e-05 -2.82854545e-01  1.61505831e+04
 -1.44662858e+02 -2.78294150e-11  1.53949558e+02]
res:  227 -0.0009133680050581461 0.013397036393143935 0.022140639964066865
[ 1.21913563e-10 -1.03201594e-05 -2.82857622e-01  1.61505848e+04
 -1.44648352e+02 -1.03018591e-11  1.53942171e+02]
Niter:  3 row:  54 ngroup:  1 nlines:  251 gd:  231
[ 1.21913563e-10 -1.03201594e-05 -2.82857622e-01  1.61505848e+04
 -1.44648352e+02 -1.03018591e-11  1.53942171e+02]
res:  231 -0.0005401909002102911 0.013931446348578902 0.023239866059544555
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
Niter:  4 row:  54 ngroup:  1 nlines:  251 gd:  231
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
res:  231 -0.0005401909002102911 0.013931446348578902 0.023239866059544555
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
Niter:  5 row:  54 ngroup:  1 nlines:  251 gd:  231
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
res:  231 -0.0005401909002102911 0.013931446348578902 0.023239866059544555
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
Niter:  6 row:  54 ngroup:  1 nlines:  251 gd:  231
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
res:  231 -0.0005401909002102911 0.013931446348578902 0.023239866059544555
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
Final values:
res:  -0.0005401909002102911 0.023239866059544555
pars:  [ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
54 [ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02]
elapsed: 3.0 sec.
Niter:  0 row:  54 ngroup:  26 nlines:  6502 gd:  6502
[ 1.21813195e-10 -1.03203443e-05 -2.82856563e-01  1.61505841e+04
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02 -1.44659666e+02  9.95000329e-08
  1.53941875e+02 -1.44659666e+02  9.95000329e-08  1.53941875e+02
 -1.44659666e+02  9.95000329e-08  1.53941875e+02 -1.44659666e+02
  9.95000329e-08  1.53941875e+02]
res:  6502 0.0003872851748383255 0.014480229340733786 0.03391180870718636
[ 1.21813207e-10 -1.03203433e-05 -2.82856535e-01  1.61505825e+04
 -1.44655244e+02  1.25024141e-02  1.53928319e+02 -1.44132638e+02
  5.12981613e-01  1.54432969e+02 -1.44687023e+02 -1.04259011e-02
  1.53925427e+02 -1.44149217e+02  4.78237922e-01  1.54415401e+02
 -1.44646415e+02 -7.70730156e-03  1.53939132e+02 -1.44164301e+02
  4.95082302e-01  1.54440909e+02 -1.44651438e+02 -3.73936158e-03
  1.53934754e+02 -1.44170016e+02  5.04578449e-01  1.54403145e+02
 -1.44647752e+02 -1.17261492e-02  1.53943584e+02 -1.44138333e+02
  5.07037094e-01  1.54429348e+02 -1.44646885e+02  3.12824089e-02
  1.53932560e+02 -1.44188830e+02  5.01022645e-01  1.54430713e+02
 -1.44669500e+02 -1.84221703e-02  1.53917237e+02 -1.44180374e+02
  4.83833410e-01  1.54427888e+02 -1.44645842e+02  8.16434361e-03
  1.53946669e+02 -1.44157148e+02  4.88716744e-01  1.54438299e+02
 -1.44660431e+02 -2.77684138e-02  1.53921430e+02 -1.44167982e+02
  4.92119736e-01  1.54422768e+02 -1.44644245e+02 -1.01509648e-02
  1.53934554e+02 -1.44148512e+02  4.87420072e-01  1.54425222e+02
 -1.44653132e+02 -3.55600796e-02  1.53903831e+02 -1.44171915e+02
  4.81777383e-01  1.54419320e+02 -1.44650538e+02  2.46480147e-03
  1.53940808e+02 -1.44165298e+02  4.94595751e-01  1.54415100e+02
 -1.44693183e+02 -9.01765618e-03  1.53930965e+02 -1.44180055e+02
  4.60444930e-01  1.54402794e+02]
Niter:  1 row:  54 ngroup:  26 nlines:  6502 gd:  5985
[ 1.21813207e-10 -1.03203433e-05 -2.82856535e-01  1.61505825e+04
 -1.44655244e+02  1.25024141e-02  1.53928319e+02 -1.44132638e+02
  5.12981613e-01  1.54432969e+02 -1.44687023e+02 -1.04259011e-02
  1.53925427e+02 -1.44149217e+02  4.78237922e-01  1.54415401e+02
 -1.44646415e+02 -7.70730156e-03  1.53939132e+02 -1.44164301e+02
  4.95082302e-01  1.54440909e+02 -1.44651438e+02 -3.73936158e-03
  1.53934754e+02 -1.44170016e+02  5.04578449e-01  1.54403145e+02
 -1.44647752e+02 -1.17261492e-02  1.53943584e+02 -1.44138333e+02
  5.07037094e-01  1.54429348e+02 -1.44646885e+02  3.12824089e-02
  1.53932560e+02 -1.44188830e+02  5.01022645e-01  1.54430713e+02
 -1.44669500e+02 -1.84221703e-02  1.53917237e+02 -1.44180374e+02
  4.83833410e-01  1.54427888e+02 -1.44645842e+02  8.16434361e-03
  1.53946669e+02 -1.44157148e+02  4.88716744e-01  1.54438299e+02
 -1.44660431e+02 -2.77684138e-02  1.53921430e+02 -1.44167982e+02
  4.92119736e-01  1.54422768e+02 -1.44644245e+02 -1.01509648e-02
  1.53934554e+02 -1.44148512e+02  4.87420072e-01  1.54425222e+02
 -1.44653132e+02 -3.55600796e-02  1.53903831e+02 -1.44171915e+02
  4.81777383e-01  1.54419320e+02 -1.44650538e+02  2.46480147e-03
  1.53940808e+02 -1.44165298e+02  4.94595751e-01  1.54415100e+02
 -1.44693183e+02 -9.01765618e-03  1.53930965e+02 -1.44180055e+02
  4.60444930e-01  1.54402794e+02]
res:  5985 -5.8042471209773794e-05 0.014547596859301848 0.023736755585324922
[ 1.21813219e-10 -1.03203422e-05 -2.82856507e-01  1.61505809e+04
 -1.44668619e+02 -8.38210499e-03  1.53930509e+02 -1.44143180e+02
  4.97188930e-01  1.54430979e+02 -1.44685611e+02 -2.21077522e-02
  1.53918228e+02 -1.44160155e+02  4.67629712e-01  1.54410576e+02
 -1.44674627e+02 -3.16787856e-02  1.53925539e+02 -1.44154259e+02
  4.82012339e-01  1.54431995e+02 -1.44646425e+02 -1.54250557e-02
  1.53927297e+02 -1.44179982e+02  4.89616871e-01  1.54402318e+02
 -1.44639918e+02 -2.81614216e-02  1.53937640e+02 -1.44152131e+02
  4.79435724e-01  1.54422991e+02 -1.44648925e+02  1.33748127e-02
  1.53926974e+02 -1.44181813e+02  4.70238164e-01  1.54425683e+02
 -1.44689251e+02 -3.08097659e-02  1.53915145e+02 -1.44177178e+02
  4.66637472e-01  1.54419002e+02 -1.44653544e+02 -3.38077202e-03
  1.53940635e+02 -1.44164378e+02  4.74583134e-01  1.54438711e+02
 -1.44670705e+02 -3.34534437e-02  1.53907471e+02 -1.44168961e+02
  4.71539442e-01  1.54416637e+02 -1.44652278e+02 -2.44621156e-02
  1.53927527e+02 -1.44139579e+02  4.76104938e-01  1.54419769e+02
 -1.44672403e+02 -3.82772438e-02  1.53898604e+02 -1.44173991e+02
  4.66210065e-01  1.54410362e+02 -1.44652159e+02 -1.73594824e-02
  1.53926657e+02 -1.44161923e+02  4.79937003e-01  1.54417298e+02
 -1.44694252e+02 -3.22052894e-02  1.53923409e+02 -1.44188046e+02
  4.54314538e-01  1.54398530e+02]
Niter:  2 row:  54 ngroup:  26 nlines:  6502 gd:  5989
[ 1.21813219e-10 -1.03203422e-05 -2.82856507e-01  1.61505809e+04
 -1.44668619e+02 -8.38210499e-03  1.53930509e+02 -1.44143180e+02
  4.97188930e-01  1.54430979e+02 -1.44685611e+02 -2.21077522e-02
  1.53918228e+02 -1.44160155e+02  4.67629712e-01  1.54410576e+02
 -1.44674627e+02 -3.16787856e-02  1.53925539e+02 -1.44154259e+02
  4.82012339e-01  1.54431995e+02 -1.44646425e+02 -1.54250557e-02
  1.53927297e+02 -1.44179982e+02  4.89616871e-01  1.54402318e+02
 -1.44639918e+02 -2.81614216e-02  1.53937640e+02 -1.44152131e+02
  4.79435724e-01  1.54422991e+02 -1.44648925e+02  1.33748127e-02
  1.53926974e+02 -1.44181813e+02  4.70238164e-01  1.54425683e+02
 -1.44689251e+02 -3.08097659e-02  1.53915145e+02 -1.44177178e+02
  4.66637472e-01  1.54419002e+02 -1.44653544e+02 -3.38077202e-03
  1.53940635e+02 -1.44164378e+02  4.74583134e-01  1.54438711e+02
 -1.44670705e+02 -3.34534437e-02  1.53907471e+02 -1.44168961e+02
  4.71539442e-01  1.54416637e+02 -1.44652278e+02 -2.44621156e-02
  1.53927527e+02 -1.44139579e+02  4.76104938e-01  1.54419769e+02
 -1.44672403e+02 -3.82772438e-02  1.53898604e+02 -1.44173991e+02
  4.66210065e-01  1.54410362e+02 -1.44652159e+02 -1.73594824e-02
  1.53926657e+02 -1.44161923e+02  4.79937003e-01  1.54417298e+02
 -1.44694252e+02 -3.22052894e-02  1.53923409e+02 -1.44188046e+02
  4.54314538e-01  1.54398530e+02]
res:  5989 -8.958056605479214e-05 0.014590900806979334 0.023763990800851214
[ 1.21813232e-10 -1.03203412e-05 -2.82856478e-01  1.61505793e+04
 -1.44675577e+02 -1.71310090e-02  1.53927648e+02 -1.44150170e+02
  4.91507938e-01  1.54426253e+02 -1.44692561e+02 -2.77913509e-02
  1.53913497e+02 -1.44167120e+02  4.61932833e-01  1.54405850e+02
 -1.44681589e+02 -3.73665837e-02  1.53920817e+02 -1.44161210e+02
  4.76301396e-01  1.54427269e+02 -1.44653375e+02 -2.11250484e-02
  1.53922576e+02 -1.44186958e+02  4.83921375e-01  1.54401357e+02
 -1.44646907e+02 -3.38547341e-02  1.53932915e+02 -1.44159080e+02
  4.70793117e-01  1.54418262e+02 -1.44651377e+02 -6.47439309e-03
  1.53922252e+02 -1.44183232e+02  4.61766427e-01  1.54420958e+02
 -1.44696203e+02 -3.65136057e-02  1.53910420e+02 -1.44184150e+02
  4.53335787e-01  1.54414271e+02 -1.44660513e+02 -1.24192778e-02
  1.53935911e+02 -1.44171350e+02  4.65602456e-01  1.54433988e+02
 -1.44677655e+02 -3.91525093e-02  1.53902747e+02 -1.44175932e+02
  4.62402019e-01  1.54411911e+02 -1.44659247e+02 -3.01772990e-02
  1.53922796e+02 -1.44146534e+02  4.70411048e-01  1.54413169e+02
 -1.44679363e+02 -4.39766751e-02  1.53893870e+02 -1.44180963e+02
  4.57458651e-01  1.54405638e+02 -1.44659119e+02 -2.59599309e-02
  1.53921934e+02 -1.44168881e+02  4.74241467e-01  1.54414577e+02
 -1.44701208e+02 -4.11601105e-02  1.53918688e+02 -1.44195022e+02
  4.48608882e-01  1.54393807e+02]
Niter:  3 row:  54 ngroup:  26 nlines:  6502 gd:  5992
[ 1.21813232e-10 -1.03203412e-05 -2.82856478e-01  1.61505793e+04
 -1.44675577e+02 -1.71310090e-02  1.53927648e+02 -1.44150170e+02
  4.91507938e-01  1.54426253e+02 -1.44692561e+02 -2.77913509e-02
  1.53913497e+02 -1.44167120e+02  4.61932833e-01  1.54405850e+02
 -1.44681589e+02 -3.73665837e-02  1.53920817e+02 -1.44161210e+02
  4.76301396e-01  1.54427269e+02 -1.44653375e+02 -2.11250484e-02
  1.53922576e+02 -1.44186958e+02  4.83921375e-01  1.54401357e+02
 -1.44646907e+02 -3.38547341e-02  1.53932915e+02 -1.44159080e+02
  4.70793117e-01  1.54418262e+02 -1.44651377e+02 -6.47439309e-03
  1.53922252e+02 -1.44183232e+02  4.61766427e-01  1.54420958e+02
 -1.44696203e+02 -3.65136057e-02  1.53910420e+02 -1.44184150e+02
  4.53335787e-01  1.54414271e+02 -1.44660513e+02 -1.24192778e-02
  1.53935911e+02 -1.44171350e+02  4.65602456e-01  1.54433988e+02
 -1.44677655e+02 -3.91525093e-02  1.53902747e+02 -1.44175932e+02
  4.62402019e-01  1.54411911e+02 -1.44659247e+02 -3.01772990e-02
  1.53922796e+02 -1.44146534e+02  4.70411048e-01  1.54413169e+02
 -1.44679363e+02 -4.39766751e-02  1.53893870e+02 -1.44180963e+02
  4.57458651e-01  1.54405638e+02 -1.44659119e+02 -2.59599309e-02
  1.53921934e+02 -1.44168881e+02  4.74241467e-01  1.54414577e+02
 -1.44701208e+02 -4.11601105e-02  1.53918688e+02 -1.44195022e+02
  4.48608882e-01  1.54393807e+02]
res:  5992 -0.0001448508646717528 0.014445326943132386 0.023797892575935276
[ 1.21851804e-10 -1.03198541e-05 -2.82856430e-01  1.61505777e+04
 -1.44675934e+02 -2.23475655e-02  1.53933007e+02 -1.44150278e+02
  4.86317714e-01  1.54431653e+02 -1.44692972e+02 -3.30086570e-02
  1.53918772e+02 -1.44167414e+02  4.56717181e-01  1.54411259e+02
 -1.44681908e+02 -4.25406569e-02  1.53926278e+02 -1.44161608e+02
  4.71075638e-01  1.54432663e+02 -1.44653788e+02 -2.63746753e-02
  1.53928040e+02 -1.44187166e+02  4.78728746e-01  1.54406790e+02
 -1.44647033e+02 -3.90220445e-02  1.53938323e+02 -1.44159502e+02
  4.65597255e-01  1.54423580e+02 -1.44651779e+02 -1.81752677e-02
  1.53927740e+02 -1.44183776e+02  4.56589516e-01  1.54426334e+02
 -1.44696596e+02 -4.81067485e-02  1.53915831e+02 -1.44184408e+02
  4.48118198e-01  1.54419552e+02 -1.44660780e+02 -1.76185845e-02
  1.53941337e+02 -1.44171595e+02  4.60426752e-01  1.54439438e+02
 -1.44678064e+02 -4.43537427e-02  1.53908205e+02 -1.44176187e+02
  4.51527213e-01  1.54417294e+02 -1.44659510e+02 -3.53775712e-02
  1.53928084e+02 -1.44146906e+02  4.65205958e-01  1.54418498e+02
 -1.44679691e+02 -4.92043411e-02  1.53899043e+02 -1.44181205e+02
  4.52262879e-01  1.54411051e+02 -1.44659462e+02 -3.12083019e-02
  1.53927382e+02 -1.44169232e+02  4.69066783e-01  1.54419958e+02
 -1.44701575e+02 -4.63792568e-02  1.53924164e+02 -1.44195227e+02
  4.43417806e-01  1.54399301e+02]
Niter:  4 row:  54 ngroup:  26 nlines:  6502 gd:  5984
[ 1.21851804e-10 -1.03198541e-05 -2.82856430e-01  1.61505777e+04
 -1.44675934e+02 -2.23475655e-02  1.53933007e+02 -1.44150278e+02
  4.86317714e-01  1.54431653e+02 -1.44692972e+02 -3.30086570e-02
  1.53918772e+02 -1.44167414e+02  4.56717181e-01  1.54411259e+02
 -1.44681908e+02 -4.25406569e-02  1.53926278e+02 -1.44161608e+02
  4.71075638e-01  1.54432663e+02 -1.44653788e+02 -2.63746753e-02
  1.53928040e+02 -1.44187166e+02  4.78728746e-01  1.54406790e+02
 -1.44647033e+02 -3.90220445e-02  1.53938323e+02 -1.44159502e+02
  4.65597255e-01  1.54423580e+02 -1.44651779e+02 -1.81752677e-02
  1.53927740e+02 -1.44183776e+02  4.56589516e-01  1.54426334e+02
 -1.44696596e+02 -4.81067485e-02  1.53915831e+02 -1.44184408e+02
  4.48118198e-01  1.54419552e+02 -1.44660780e+02 -1.76185845e-02
  1.53941337e+02 -1.44171595e+02  4.60426752e-01  1.54439438e+02
 -1.44678064e+02 -4.43537427e-02  1.53908205e+02 -1.44176187e+02
  4.51527213e-01  1.54417294e+02 -1.44659510e+02 -3.53775712e-02
  1.53928084e+02 -1.44146906e+02  4.65205958e-01  1.54418498e+02
 -1.44679691e+02 -4.92043411e-02  1.53899043e+02 -1.44181205e+02
  4.52262879e-01  1.54411051e+02 -1.44659462e+02 -3.12083019e-02
  1.53927382e+02 -1.44169232e+02  4.69066783e-01  1.54419958e+02
 -1.44701575e+02 -4.63792568e-02  1.53924164e+02 -1.44195227e+02
  4.43417806e-01  1.54399301e+02]
res:  5984 -0.00022038012866687495 0.014449331003561383 0.0236861927337125
[ 1.21851812e-10 -1.03198552e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
Niter:  5 row:  54 ngroup:  26 nlines:  6502 gd:  5985
[ 1.21851812e-10 -1.03198552e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
res:  5985 -0.0002169755880458979 0.014448627644924272 0.023698347383786317
[ 1.21851230e-10 -1.03198552e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
Niter:  6 row:  54 ngroup:  26 nlines:  6502 gd:  5985
[ 1.21851230e-10 -1.03198552e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
res:  5985 -0.00022018274194124388 0.014449253747443436 0.023698345653994698
[ 1.21851827e-10 -1.03198553e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
Saving figure to  wave_resid_43670005_fiber54.png
Final values:
res:  -0.00022018274194124388 0.023698345653994698
pars:  [ 1.21851827e-10 -1.03198553e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
54 [ 1.21851827e-10 -1.03198553e-05 -2.82856459e-01  1.61505786e+04
 -1.44671228e+02 -1.88328447e-02  1.53935200e+02 -1.44145530e+02
  4.89813449e-01  1.54433841e+02 -1.44688273e+02 -2.95087671e-02
  1.53920973e+02 -1.44167385e+02  4.60230862e-01  1.54411498e+02
 -1.44677192e+02 -3.90205535e-02  1.53928460e+02 -1.44156906e+02
  4.74598892e-01  1.54432868e+02 -1.44649087e+02 -2.28474747e-02
  1.53930223e+02 -1.44182434e+02  4.82231643e-01  1.54408976e+02
 -1.44642287e+02 -3.55269318e-02  1.53940510e+02 -1.44154803e+02
  4.69098282e-01  1.54425572e+02 -1.44647079e+02 -1.87722198e-02
  1.53931850e+02 -1.44179094e+02  4.60087278e-01  1.54428528e+02
 -1.44691889e+02 -4.18073022e-02  1.53916084e+02 -1.44179683e+02
  4.51655302e-01  1.54423625e+02 -1.44650795e+02 -1.41104660e-02
  1.53943524e+02 -1.44161529e+02  4.63932642e-01  1.54441623e+02
 -1.44673363e+02 -4.08431933e-02  1.53910389e+02 -1.44171462e+02
  4.57505427e-01  1.54421266e+02 -1.44654784e+02 -3.18642561e-02
  1.53930284e+02 -1.44136929e+02  4.68705738e-01  1.54420696e+02
 -1.44674975e+02 -4.56967944e-02  1.53901253e+02 -1.44176476e+02
  4.55760926e-01  1.54415017e+02 -1.44654751e+02 -2.76855569e-02
  1.53929568e+02 -1.44164523e+02  4.72572003e-01  1.54420226e+02
 -1.44696867e+02 -4.61572266e-02  1.53924276e+02 -1.44190494e+02
  4.46929123e-01  1.54401481e+02]
--- Row 56/300 row=55 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  55
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=55 ---
Niter:  0 row:  55 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.001716874842713878 0.016655368587635166 0.031368579994232856
[ 1.21788136e-10 -1.03182372e-05 -2.82856352e-01  1.61504918e+04
 -1.44683754e+02  2.41089831e-14  1.53950698e+02]
Niter:  1 row:  55 ngroup:  1 nlines:  252 gd:  238
[ 1.21788136e-10 -1.03182372e-05 -2.82856352e-01  1.61504918e+04
 -1.44683754e+02  2.41089831e-14  1.53950698e+02]
res:  238 -0.002109265462422627 0.015506600875596632 0.024966418816285432
[ 1.21753749e-10 -1.03174846e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
Niter:  2 row:  55 ngroup:  1 nlines:  252 gd:  238
[ 1.21753749e-10 -1.03174846e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
res:  238 -0.0026875290286625386 0.01505752078446676 0.024926234185354678
[ 1.21809311e-10 -1.03174846e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
Niter:  3 row:  55 ngroup:  1 nlines:  252 gd:  238
[ 1.21809311e-10 -1.03174846e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
res:  238 -0.0027577565888350364 0.015092298788658809 0.02492414609244216
[ 1.21796356e-10 -1.03174373e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
Niter:  4 row:  55 ngroup:  1 nlines:  252 gd:  237
[ 1.21796356e-10 -1.03174373e-05 -2.82855744e-01  1.61504941e+04
 -1.44667827e+02  7.54017288e-12  1.53962246e+02]
res:  237 -0.0020968951266695512 0.01563357367467688 0.024511263507935064
[ 1.21892855e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
Niter:  5 row:  55 ngroup:  1 nlines:  252 gd:  236
[ 1.21892855e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
res:  236 -0.0020423703717824537 0.015616713987583353 0.02417589308515044
[ 1.21897893e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
Niter:  6 row:  55 ngroup:  1 nlines:  252 gd:  235
[ 1.21897893e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
res:  235 -0.0023038214048938244 0.01548294135955075 0.023810073710439982
[ 1.21873735e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
Final values:
res:  -0.0023038214048938244 0.023810073710439982
pars:  [ 1.21873735e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
55 [ 1.21873735e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02]
elapsed: 3.0 sec.
Niter:  0 row:  55 ngroup:  26 nlines:  6619 gd:  6619
[ 1.21873735e-10 -1.03172377e-05 -2.82856384e-01  1.61504940e+04
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02 -1.44664154e+02  5.13853259e-10
  1.53964991e+02 -1.44664154e+02  5.13853259e-10  1.53964991e+02
 -1.44664154e+02  5.13853259e-10  1.53964991e+02 -1.44664154e+02
  5.13853259e-10  1.53964991e+02]
res:  6619 0.00033198132769030053 0.01550537158982479 0.03425138274204707
[ 1.21873747e-10 -1.03172387e-05 -2.82856355e-01  1.61504924e+04
 -1.44665055e+02  3.44635931e-03  1.53972945e+02 -1.44188512e+02
  5.02501762e-01  1.54465000e+02 -1.44662073e+02 -8.64990448e-03
  1.53959517e+02 -1.44171589e+02  4.75305924e-01  1.54451820e+02
 -1.44643314e+02 -1.41135390e-02  1.53966440e+02 -1.44144743e+02
  5.02668051e-01  1.54457673e+02 -1.44633102e+02 -1.39967329e-02
  1.53961778e+02 -1.44166273e+02  4.82226883e-01  1.54439262e+02
 -1.44667776e+02 -7.61137345e-04  1.53980784e+02 -1.44145165e+02
  4.96267664e-01  1.54468942e+02 -1.44658331e+02 -2.90817889e-03
  1.53974393e+02 -1.44194883e+02  4.97161418e-01  1.54462776e+02
 -1.44688888e+02 -3.50556162e-02  1.53964557e+02 -1.44166540e+02
  4.65701266e-01  1.54448633e+02 -1.44658258e+02 -1.62355184e-02
  1.53979287e+02 -1.44173221e+02  4.96641460e-01  1.54470624e+02
 -1.44668621e+02 -1.22374919e-02  1.53959626e+02 -1.44177677e+02
  4.86834306e-01  1.54452310e+02 -1.44663874e+02 -1.31694666e-02
  1.53963673e+02 -1.44167364e+02  4.71150123e-01  1.54461560e+02
 -1.44703479e+02 -4.29174697e-02  1.53947061e+02 -1.44174894e+02
  4.64415754e-01  1.54453435e+02 -1.44688295e+02 -3.30048019e-03
  1.53962181e+02 -1.44195990e+02  4.87362790e-01  1.54458020e+02
 -1.44719016e+02 -4.50518265e-02  1.53957148e+02 -1.44209866e+02
  4.58832141e-01  1.54436320e+02]
Niter:  1 row:  55 ngroup:  26 nlines:  6619 gd:  6165
[ 1.21873747e-10 -1.03172387e-05 -2.82856355e-01  1.61504924e+04
 -1.44665055e+02  3.44635931e-03  1.53972945e+02 -1.44188512e+02
  5.02501762e-01  1.54465000e+02 -1.44662073e+02 -8.64990448e-03
  1.53959517e+02 -1.44171589e+02  4.75305924e-01  1.54451820e+02
 -1.44643314e+02 -1.41135390e-02  1.53966440e+02 -1.44144743e+02
  5.02668051e-01  1.54457673e+02 -1.44633102e+02 -1.39967329e-02
  1.53961778e+02 -1.44166273e+02  4.82226883e-01  1.54439262e+02
 -1.44667776e+02 -7.61137345e-04  1.53980784e+02 -1.44145165e+02
  4.96267664e-01  1.54468942e+02 -1.44658331e+02 -2.90817889e-03
  1.53974393e+02 -1.44194883e+02  4.97161418e-01  1.54462776e+02
 -1.44688888e+02 -3.50556162e-02  1.53964557e+02 -1.44166540e+02
  4.65701266e-01  1.54448633e+02 -1.44658258e+02 -1.62355184e-02
  1.53979287e+02 -1.44173221e+02  4.96641460e-01  1.54470624e+02
 -1.44668621e+02 -1.22374919e-02  1.53959626e+02 -1.44177677e+02
  4.86834306e-01  1.54452310e+02 -1.44663874e+02 -1.31694666e-02
  1.53963673e+02 -1.44167364e+02  4.71150123e-01  1.54461560e+02
 -1.44703479e+02 -4.29174697e-02  1.53947061e+02 -1.44174894e+02
  4.64415754e-01  1.54453435e+02 -1.44688295e+02 -3.30048019e-03
  1.53962181e+02 -1.44195990e+02  4.87362790e-01  1.54458020e+02
 -1.44719016e+02 -4.50518265e-02  1.53957148e+02 -1.44209866e+02
  4.58832141e-01  1.54436320e+02]
res:  6165 -0.001208999066875549 0.015418225648318185 0.024993488526662836
[ 1.21873759e-10 -1.03172397e-05 -2.82856327e-01  1.61504908e+04
 -1.44677348e+02 -1.14142116e-02  1.53956610e+02 -1.44190689e+02
  4.94768461e-01  1.54450491e+02 -1.44683227e+02 -2.85213939e-02
  1.53944834e+02 -1.44191994e+02  4.61891016e-01  1.54433157e+02
 -1.44636512e+02 -3.35177647e-02  1.53957359e+02 -1.44157188e+02
  4.96905864e-01  1.54441004e+02 -1.44650410e+02 -2.58193054e-02
  1.53955600e+02 -1.44160938e+02  4.79457321e-01  1.54425982e+02
 -1.44663564e+02 -1.32296206e-02  1.53967589e+02 -1.44163941e+02
  4.91597739e-01  1.54459587e+02 -1.44676929e+02 -1.13185637e-02
  1.53965157e+02 -1.44206148e+02  4.95785011e-01  1.54457049e+02
 -1.44686745e+02 -4.10110183e-02  1.53946969e+02 -1.44173818e+02
  4.53256181e-01  1.54437415e+02 -1.44671435e+02 -1.97926295e-02
  1.53976701e+02 -1.44191791e+02  4.89394861e-01  1.54454385e+02
 -1.44681953e+02 -2.86146469e-02  1.53943377e+02 -1.44190602e+02
  4.62849589e-01  1.54446072e+02 -1.44677384e+02 -3.78796866e-02
  1.53957934e+02 -1.44179855e+02  4.62704067e-01  1.54452881e+02
 -1.44697080e+02 -6.47250812e-02  1.53940242e+02 -1.44202166e+02
  4.58686859e-01  1.54443404e+02 -1.44699184e+02 -1.92326036e-02
  1.53961065e+02 -1.44199698e+02  4.64430600e-01  1.54446954e+02
 -1.44702254e+02 -5.73339944e-02  1.53944867e+02 -1.44210141e+02
  4.45819564e-01  1.54423485e+02]
Niter:  2 row:  55 ngroup:  26 nlines:  6619 gd:  6161
[ 1.21873759e-10 -1.03172397e-05 -2.82856327e-01  1.61504908e+04
 -1.44677348e+02 -1.14142116e-02  1.53956610e+02 -1.44190689e+02
  4.94768461e-01  1.54450491e+02 -1.44683227e+02 -2.85213939e-02
  1.53944834e+02 -1.44191994e+02  4.61891016e-01  1.54433157e+02
 -1.44636512e+02 -3.35177647e-02  1.53957359e+02 -1.44157188e+02
  4.96905864e-01  1.54441004e+02 -1.44650410e+02 -2.58193054e-02
  1.53955600e+02 -1.44160938e+02  4.79457321e-01  1.54425982e+02
 -1.44663564e+02 -1.32296206e-02  1.53967589e+02 -1.44163941e+02
  4.91597739e-01  1.54459587e+02 -1.44676929e+02 -1.13185637e-02
  1.53965157e+02 -1.44206148e+02  4.95785011e-01  1.54457049e+02
 -1.44686745e+02 -4.10110183e-02  1.53946969e+02 -1.44173818e+02
  4.53256181e-01  1.54437415e+02 -1.44671435e+02 -1.97926295e-02
  1.53976701e+02 -1.44191791e+02  4.89394861e-01  1.54454385e+02
 -1.44681953e+02 -2.86146469e-02  1.53943377e+02 -1.44190602e+02
  4.62849589e-01  1.54446072e+02 -1.44677384e+02 -3.78796866e-02
  1.53957934e+02 -1.44179855e+02  4.62704067e-01  1.54452881e+02
 -1.44697080e+02 -6.47250812e-02  1.53940242e+02 -1.44202166e+02
  4.58686859e-01  1.54443404e+02 -1.44699184e+02 -1.92326036e-02
  1.53961065e+02 -1.44199698e+02  4.64430600e-01  1.54446954e+02
 -1.44702254e+02 -5.73339944e-02  1.53944867e+02 -1.44210141e+02
  4.45819564e-01  1.54423485e+02]
res:  6161 -0.001206461331094033 0.015422605016283342 0.024918168378220636
[ 1.21873772e-10 -1.03172408e-05 -2.82856299e-01  1.61504892e+04
 -1.44684358e+02 -1.71227345e-02  1.53949943e+02 -1.44197705e+02
  4.89078075e-01  1.54445731e+02 -1.44690235e+02 -3.42269958e-02
  1.53940082e+02 -1.44199020e+02  4.56181684e-01  1.54428399e+02
 -1.44638783e+02 -4.25994483e-02  1.53952605e+02 -1.44164186e+02
  4.91207291e-01  1.54436244e+02 -1.44657429e+02 -3.15259516e-02
  1.53950844e+02 -1.44167975e+02  4.73752701e-01  1.54421218e+02
 -1.44670570e+02 -2.24545009e-02  1.53962828e+02 -1.44170959e+02
  4.89095442e-01  1.54452756e+02 -1.44683930e+02 -1.70431127e-02
  1.53960402e+02 -1.44213142e+02  4.90083159e-01  1.54454339e+02
 -1.44693756e+02 -4.67002938e-02  1.53940337e+02 -1.44180852e+02
  4.47558594e-01  1.54432644e+02 -1.44678437e+02 -2.23308204e-02
  1.53971937e+02 -1.44198818e+02  4.83686185e-01  1.54449625e+02
 -1.44688953e+02 -3.43297165e-02  1.53938623e+02 -1.44197587e+02
  4.53322284e-01  1.54441308e+02 -1.44689498e+02 -4.35803855e-02
  1.53955048e+02 -1.44186871e+02  4.56990772e-01  1.54448120e+02
 -1.44704077e+02 -7.04317216e-02  1.53935480e+02 -1.44220302e+02
  4.52983634e-01  1.54438633e+02 -1.44700789e+02 -2.49357949e-02
  1.53956304e+02 -1.44200934e+02  4.58726270e-01  1.54442200e+02
 -1.44698892e+02 -6.30352827e-02  1.53938352e+02 -1.44211807e+02
  4.40112788e-01  1.54418722e+02]
Niter:  3 row:  55 ngroup:  26 nlines:  6619 gd:  6156
[ 1.21873772e-10 -1.03172408e-05 -2.82856299e-01  1.61504892e+04
 -1.44684358e+02 -1.71227345e-02  1.53949943e+02 -1.44197705e+02
  4.89078075e-01  1.54445731e+02 -1.44690235e+02 -3.42269958e-02
  1.53940082e+02 -1.44199020e+02  4.56181684e-01  1.54428399e+02
 -1.44638783e+02 -4.25994483e-02  1.53952605e+02 -1.44164186e+02
  4.91207291e-01  1.54436244e+02 -1.44657429e+02 -3.15259516e-02
  1.53950844e+02 -1.44167975e+02  4.73752701e-01  1.54421218e+02
 -1.44670570e+02 -2.24545009e-02  1.53962828e+02 -1.44170959e+02
  4.89095442e-01  1.54452756e+02 -1.44683930e+02 -1.70431127e-02
  1.53960402e+02 -1.44213142e+02  4.90083159e-01  1.54454339e+02
 -1.44693756e+02 -4.67002938e-02  1.53940337e+02 -1.44180852e+02
  4.47558594e-01  1.54432644e+02 -1.44678437e+02 -2.23308204e-02
  1.53971937e+02 -1.44198818e+02  4.83686185e-01  1.54449625e+02
 -1.44688953e+02 -3.43297165e-02  1.53938623e+02 -1.44197587e+02
  4.53322284e-01  1.54441308e+02 -1.44689498e+02 -4.35803855e-02
  1.53955048e+02 -1.44186871e+02  4.56990772e-01  1.54448120e+02
 -1.44704077e+02 -7.04317216e-02  1.53935480e+02 -1.44220302e+02
  4.52983634e-01  1.54438633e+02 -1.44700789e+02 -2.49357949e-02
  1.53956304e+02 -1.44200934e+02  4.58726270e-01  1.54442200e+02
 -1.44698892e+02 -6.30352827e-02  1.53938352e+02 -1.44211807e+02
  4.40112788e-01  1.54418722e+02]
res:  6156 -0.0011464754770713625 0.015333710263803368 0.024812820418042277
[ 1.21989321e-10 -1.03176487e-05 -2.82856872e-01  1.61504908e+04
 -1.44684876e+02 -1.17547433e-02  1.53948488e+02 -1.44198312e+02
  4.94353009e-01  1.54444272e+02 -1.44690702e+02 -2.88731988e-02
  1.53938572e+02 -1.44199774e+02  4.61564319e-01  1.54426922e+02
 -1.44639495e+02 -3.72416954e-02  1.53951113e+02 -1.44164540e+02
  4.96549861e-01  1.54434781e+02 -1.44658073e+02 -2.62052906e-02
  1.53949348e+02 -1.44168855e+02  4.79107841e-01  1.54419774e+02
 -1.44671004e+02 -1.71180052e-02  1.53961379e+02 -1.44171602e+02
  4.94469837e-01  1.54451333e+02 -1.44684300e+02 -1.16096231e-02
  1.53958918e+02 -1.44213410e+02  4.95414806e-01  1.54452926e+02
 -1.44694280e+02 -3.94628723e-02  1.53938831e+02 -1.44181709e+02
  4.52900875e-01  1.54431245e+02 -1.44678874e+02 -1.69651164e-02
  1.53970502e+02 -1.44199553e+02  4.89056370e-01  1.54448165e+02
 -1.44689344e+02 -2.89536508e-02  1.53937125e+02 -1.44197769e+02
  4.56725443e-01  1.54439875e+02 -1.44690087e+02 -3.82302338e-02
  1.53953579e+02 -1.44187437e+02  4.64083988e-01  1.54446660e+02
 -1.44704399e+02 -6.50626794e-02  1.53934033e+02 -1.44223664e+02
  4.58312107e-01  1.54437227e+02 -1.44698336e+02 -1.95981174e-02
  1.53954852e+02 -1.44195751e+02  4.64071127e-01  1.54440708e+02
 -1.44699701e+02 -5.77143313e-02  1.53935803e+02 -1.44209552e+02
  4.45498944e-01  1.54417281e+02]
Niter:  4 row:  55 ngroup:  26 nlines:  6619 gd:  6154
[ 1.21989321e-10 -1.03176487e-05 -2.82856872e-01  1.61504908e+04
 -1.44684876e+02 -1.17547433e-02  1.53948488e+02 -1.44198312e+02
  4.94353009e-01  1.54444272e+02 -1.44690702e+02 -2.88731988e-02
  1.53938572e+02 -1.44199774e+02  4.61564319e-01  1.54426922e+02
 -1.44639495e+02 -3.72416954e-02  1.53951113e+02 -1.44164540e+02
  4.96549861e-01  1.54434781e+02 -1.44658073e+02 -2.62052906e-02
  1.53949348e+02 -1.44168855e+02  4.79107841e-01  1.54419774e+02
 -1.44671004e+02 -1.71180052e-02  1.53961379e+02 -1.44171602e+02
  4.94469837e-01  1.54451333e+02 -1.44684300e+02 -1.16096231e-02
  1.53958918e+02 -1.44213410e+02  4.95414806e-01  1.54452926e+02
 -1.44694280e+02 -3.94628723e-02  1.53938831e+02 -1.44181709e+02
  4.52900875e-01  1.54431245e+02 -1.44678874e+02 -1.69651164e-02
  1.53970502e+02 -1.44199553e+02  4.89056370e-01  1.54448165e+02
 -1.44689344e+02 -2.89536508e-02  1.53937125e+02 -1.44197769e+02
  4.56725443e-01  1.54439875e+02 -1.44690087e+02 -3.82302338e-02
  1.53953579e+02 -1.44187437e+02  4.64083988e-01  1.54446660e+02
 -1.44704399e+02 -6.50626794e-02  1.53934033e+02 -1.44223664e+02
  4.58312107e-01  1.54437227e+02 -1.44698336e+02 -1.95981174e-02
  1.53954852e+02 -1.44195751e+02  4.64071127e-01  1.54440708e+02
 -1.44699701e+02 -5.77143313e-02  1.53935803e+02 -1.44209552e+02
  4.45498944e-01  1.54417281e+02]
res:  6154 -0.0010588048298814101 0.01531969869392924 0.024784250865043957
[ 1.21989333e-10 -1.03176497e-05 -2.82856844e-01  1.61504892e+04
 -1.44692339e+02 -1.76781771e-02  1.53944207e+02 -1.44205782e+02
  4.88457490e-01  1.54439996e+02 -1.44698164e+02 -3.47651942e-02
  1.53934317e+02 -1.44207250e+02  4.55642082e-01  1.54422655e+02
 -1.44646974e+02 -4.31523422e-02  1.53946852e+02 -1.44171995e+02
  4.90630472e-01  1.54430504e+02 -1.44665545e+02 -3.21048376e-02
  1.53945084e+02 -1.44176340e+02  4.73207126e-01  1.54415485e+02
 -1.44678465e+02 -2.30314995e-02  1.53957099e+02 -1.44184617e+02
  4.88545776e-01  1.54447039e+02 -1.44691760e+02 -1.75327234e-02
  1.53954658e+02 -1.44220860e+02  4.89498708e-01  1.54448631e+02
 -1.44701745e+02 -4.37952648e-02  1.53934576e+02 -1.44189192e+02
  4.46994812e-01  1.54426939e+02 -1.44686331e+02 -2.28704859e-02
  1.53966215e+02 -1.44207028e+02  4.83133802e-01  1.54443891e+02
 -1.44696800e+02 -3.48674144e-02  1.53932867e+02 -1.44205210e+02
  4.49251559e-01  1.54435587e+02 -1.44697554e+02 -4.41313942e-02
  1.53949312e+02 -1.44194907e+02  4.59610528e-01  1.54442380e+02
 -1.44711853e+02 -7.09835883e-02  1.53929752e+02 -1.44228110e+02
  4.52394462e-01  1.54432921e+02 -1.44703401e+02 -2.55046574e-02
  1.53950573e+02 -1.44193262e+02  4.58153839e-01  1.54436446e+02
 -1.44702098e+02 -6.36105966e-02  1.53930626e+02 -1.44214753e+02
  4.39587165e-01  1.54413000e+02]
Niter:  5 row:  55 ngroup:  26 nlines:  6619 gd:  6153
[ 1.21989333e-10 -1.03176497e-05 -2.82856844e-01  1.61504892e+04
 -1.44692339e+02 -1.76781771e-02  1.53944207e+02 -1.44205782e+02
  4.88457490e-01  1.54439996e+02 -1.44698164e+02 -3.47651942e-02
  1.53934317e+02 -1.44207250e+02  4.55642082e-01  1.54422655e+02
 -1.44646974e+02 -4.31523422e-02  1.53946852e+02 -1.44171995e+02
  4.90630472e-01  1.54430504e+02 -1.44665545e+02 -3.21048376e-02
  1.53945084e+02 -1.44176340e+02  4.73207126e-01  1.54415485e+02
 -1.44678465e+02 -2.30314995e-02  1.53957099e+02 -1.44184617e+02
  4.88545776e-01  1.54447039e+02 -1.44691760e+02 -1.75327234e-02
  1.53954658e+02 -1.44220860e+02  4.89498708e-01  1.54448631e+02
 -1.44701745e+02 -4.37952648e-02  1.53934576e+02 -1.44189192e+02
  4.46994812e-01  1.54426939e+02 -1.44686331e+02 -2.28704859e-02
  1.53966215e+02 -1.44207028e+02  4.83133802e-01  1.54443891e+02
 -1.44696800e+02 -3.48674144e-02  1.53932867e+02 -1.44205210e+02
  4.49251559e-01  1.54435587e+02 -1.44697554e+02 -4.41313942e-02
  1.53949312e+02 -1.44194907e+02  4.59610528e-01  1.54442380e+02
 -1.44711853e+02 -7.09835883e-02  1.53929752e+02 -1.44228110e+02
  4.52394462e-01  1.54432921e+02 -1.44703401e+02 -2.55046574e-02
  1.53950573e+02 -1.44193262e+02  4.58153839e-01  1.54436446e+02
 -1.44702098e+02 -6.36105966e-02  1.53930626e+02 -1.44214753e+02
  4.39587165e-01  1.54413000e+02]
res:  6153 -0.0009641504766477738 0.015489860079469508 0.024761916267251955
[ 1.22095151e-10 -1.03181303e-05 -2.82857652e-01  1.61504908e+04
 -1.44692316e+02 -1.25444986e-02  1.53940102e+02 -1.44205848e+02
  4.93471233e-01  1.54435883e+02 -1.44698090e+02 -2.96680727e-02
  1.53930122e+02 -1.44207461e+02  4.60797415e-01  1.54418513e+02
 -1.44647143e+02 -3.80431477e-02  1.53942687e+02 -1.44171812e+02
  4.95711751e-01  1.54426388e+02 -1.44665646e+02 -2.70469271e-02
  1.53940917e+02 -1.44176674e+02  4.78322360e-01  1.54411409e+02
 -1.44678360e+02 -1.79407200e-02  1.53953003e+02 -1.44184815e+02
  4.93686936e-01  1.54442991e+02 -1.44691594e+02 -1.23084598e-02
  1.53950497e+02 -1.44220588e+02  4.94568915e-01  1.54444595e+02
 -1.44701729e+02 -3.87026114e-02  1.53930385e+02 -1.44189503e+02
  4.52079227e-01  1.54422933e+02 -1.44686230e+02 -1.77278756e-02
  1.53962143e+02 -1.44207217e+02  4.88261690e-01  1.54439775e+02
 -1.44696653e+02 -2.97278388e-02  1.53928693e+02 -1.44204855e+02
  4.54287223e-01  1.54431519e+02 -1.44697603e+02 -3.90176311e-02
  1.53945178e+02 -1.44194933e+02  4.64709474e-01  1.54438271e+02
 -1.44711636e+02 -6.58486828e-02  1.53925659e+02 -1.44227925e+02
  4.57490599e-01  1.54428906e+02 -1.44703552e+02 -2.04104102e-02
  1.53946470e+02 -1.44185827e+02  4.63252950e-01  1.54432278e+02
 -1.44702327e+02 -5.85438511e-02  1.53926460e+02 -1.44214941e+02
  4.44737615e-01  1.54408918e+02]
Niter:  6 row:  55 ngroup:  26 nlines:  6619 gd:  6160
[ 1.22095151e-10 -1.03181303e-05 -2.82857652e-01  1.61504908e+04
 -1.44692316e+02 -1.25444986e-02  1.53940102e+02 -1.44205848e+02
  4.93471233e-01  1.54435883e+02 -1.44698090e+02 -2.96680727e-02
  1.53930122e+02 -1.44207461e+02  4.60797415e-01  1.54418513e+02
 -1.44647143e+02 -3.80431477e-02  1.53942687e+02 -1.44171812e+02
  4.95711751e-01  1.54426388e+02 -1.44665646e+02 -2.70469271e-02
  1.53940917e+02 -1.44176674e+02  4.78322360e-01  1.54411409e+02
 -1.44678360e+02 -1.79407200e-02  1.53953003e+02 -1.44184815e+02
  4.93686936e-01  1.54442991e+02 -1.44691594e+02 -1.23084598e-02
  1.53950497e+02 -1.44220588e+02  4.94568915e-01  1.54444595e+02
 -1.44701729e+02 -3.87026114e-02  1.53930385e+02 -1.44189503e+02
  4.52079227e-01  1.54422933e+02 -1.44686230e+02 -1.77278756e-02
  1.53962143e+02 -1.44207217e+02  4.88261690e-01  1.54439775e+02
 -1.44696653e+02 -2.97278388e-02  1.53928693e+02 -1.44204855e+02
  4.54287223e-01  1.54431519e+02 -1.44697603e+02 -3.90176311e-02
  1.53945178e+02 -1.44194933e+02  4.64709474e-01  1.54438271e+02
 -1.44711636e+02 -6.58486828e-02  1.53925659e+02 -1.44227925e+02
  4.57490599e-01  1.54428906e+02 -1.44703552e+02 -2.04104102e-02
  1.53946470e+02 -1.44185827e+02  4.63252950e-01  1.54432278e+02
 -1.44702327e+02 -5.85438511e-02  1.53926460e+02 -1.44214941e+02
  4.44737615e-01  1.54408918e+02]
res:  6160 -0.0009577640903444262 0.015484134026337415 0.024853071076048054
[ 1.22090194e-10 -1.03181303e-05 -2.82857652e-01  1.61504908e+04
 -1.44692316e+02 -1.25444986e-02  1.53940102e+02 -1.44205848e+02
  4.93471233e-01  1.54435883e+02 -1.44698090e+02 -2.96680727e-02
  1.53930122e+02 -1.44207461e+02  4.60797415e-01  1.54418513e+02
 -1.44647143e+02 -3.80431477e-02  1.53942687e+02 -1.44171812e+02
  4.95711751e-01  1.54426388e+02 -1.44665646e+02 -2.70469271e-02
  1.53940917e+02 -1.44176674e+02  4.78322360e-01  1.54411409e+02
 -1.44678360e+02 -1.79407200e-02  1.53953003e+02 -1.44184815e+02
  4.93686936e-01  1.54442991e+02 -1.44691594e+02 -1.23084598e-02
  1.53950497e+02 -1.44220588e+02  4.94568915e-01  1.54444595e+02
 -1.44701729e+02 -3.87026114e-02  1.53930385e+02 -1.44189503e+02
  4.52079227e-01  1.54422933e+02 -1.44686230e+02 -1.77278756e-02
  1.53962143e+02 -1.44207217e+02  4.88261690e-01  1.54439775e+02
 -1.44696653e+02 -2.97278388e-02  1.53928693e+02 -1.44204855e+02
  4.54287223e-01  1.54431519e+02 -1.44697603e+02 -3.90176311e-02
  1.53945178e+02 -1.44194933e+02  4.64709474e-01  1.54438271e+02
 -1.44711636e+02 -6.58486828e-02  1.53925659e+02 -1.44227925e+02
  4.57490599e-01  1.54428906e+02 -1.44703552e+02 -2.04104102e-02
  1.53946470e+02 -1.44185827e+02  4.63252950e-01  1.54432278e+02
 -1.44702327e+02 -5.85438511e-02  1.53926460e+02 -1.44214941e+02
  4.44737615e-01  1.54408918e+02]
Saving figure to  wave_resid_43670005_fiber55.png
Final values:
res:  -0.0009577640903444262 0.024853071076048054
pars:  [ 1.22090194e-10 -1.03181303e-05 -2.82857652e-01  1.61504908e+04
 -1.44692316e+02 -1.25444986e-02  1.53940102e+02 -1.44205848e+02
  4.93471233e-01  1.54435883e+02 -1.44698090e+02 -2.96680727e-02
  1.53930122e+02 -1.44207461e+02  4.60797415e-01  1.54418513e+02
 -1.44647143e+02 -3.80431477e-02  1.53942687e+02 -1.44171812e+02
  4.95711751e-01  1.54426388e+02 -1.44665646e+02 -2.70469271e-02
  1.53940917e+02 -1.44176674e+02  4.78322360e-01  1.54411409e+02
 -1.44678360e+02 -1.79407200e-02  1.53953003e+02 -1.44184815e+02
  4.93686936e-01  1.54442991e+02 -1.44691594e+02 -1.23084598e-02
  1.53950497e+02 -1.44220588e+02  4.94568915e-01  1.54444595e+02
 -1.44701729e+02 -3.87026114e-02  1.53930385e+02 -1.44189503e+02
  4.52079227e-01  1.54422933e+02 -1.44686230e+02 -1.77278756e-02
  1.53962143e+02 -1.44207217e+02  4.88261690e-01  1.54439775e+02
 -1.44696653e+02 -2.97278388e-02  1.53928693e+02 -1.44204855e+02
  4.54287223e-01  1.54431519e+02 -1.44697603e+02 -3.90176311e-02
  1.53945178e+02 -1.44194933e+02  4.64709474e-01  1.54438271e+02
 -1.44711636e+02 -6.58486828e-02  1.53925659e+02 -1.44227925e+02
  4.57490599e-01  1.54428906e+02 -1.44703552e+02 -2.04104102e-02
  1.53946470e+02 -1.44185827e+02  4.63252950e-01  1.54432278e+02
 -1.44702327e+02 -5.85438511e-02  1.53926460e+02 -1.44214941e+02
  4.44737615e-01  1.54408918e+02]
55 [ 1.22090194e-10 -1.03181303e-05 -2.82857652e-01  1.61504908e+04
 -1.44692316e+02 -1.25444986e-02  1.53940102e+02 -1.44205848e+02
  4.93471233e-01  1.54435883e+02 -1.44698090e+02 -2.96680727e-02
  1.53930122e+02 -1.44207461e+02  4.60797415e-01  1.54418513e+02
 -1.44647143e+02 -3.80431477e-02  1.53942687e+02 -1.44171812e+02
  4.95711751e-01  1.54426388e+02 -1.44665646e+02 -2.70469271e-02
  1.53940917e+02 -1.44176674e+02  4.78322360e-01  1.54411409e+02
 -1.44678360e+02 -1.79407200e-02  1.53953003e+02 -1.44184815e+02
  4.93686936e-01  1.54442991e+02 -1.44691594e+02 -1.23084598e-02
  1.53950497e+02 -1.44220588e+02  4.94568915e-01  1.54444595e+02
 -1.44701729e+02 -3.87026114e-02  1.53930385e+02 -1.44189503e+02
  4.52079227e-01  1.54422933e+02 -1.44686230e+02 -1.77278756e-02
  1.53962143e+02 -1.44207217e+02  4.88261690e-01  1.54439775e+02
 -1.44696653e+02 -2.97278388e-02  1.53928693e+02 -1.44204855e+02
  4.54287223e-01  1.54431519e+02 -1.44697603e+02 -3.90176311e-02
  1.53945178e+02 -1.44194933e+02  4.64709474e-01  1.54438271e+02
 -1.44711636e+02 -6.58486828e-02  1.53925659e+02 -1.44227925e+02
  4.57490599e-01  1.54428906e+02 -1.44703552e+02 -2.04104102e-02
  1.53946470e+02 -1.44185827e+02  4.63252950e-01  1.54432278e+02
 -1.44702327e+02 -5.85438511e-02  1.53926460e+02 -1.44214941e+02
  4.44737615e-01  1.54408918e+02]
--- Row 57/300 row=56 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  56
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=56 ---
Niter:  0 row:  56 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.0009100044007936958 0.016130426494783023 0.035360037302662274
[ 1.20760521e-10 -1.03173725e-05 -2.82851403e-01  1.61504681e+04
 -1.44652895e+02 -1.53060564e-13  1.53960250e+02]
Niter:  1 row:  56 ngroup:  1 nlines:  239 gd:  225
[ 1.20760521e-10 -1.03173725e-05 -2.82851403e-01  1.61504681e+04
 -1.44652895e+02 -1.53060564e-13  1.53960250e+02]
res:  225 -0.0007577441647299565 0.016210876374316285 0.025960544131603862
[ 1.20954448e-10 -1.03170571e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
Niter:  2 row:  56 ngroup:  1 nlines:  239 gd:  223
[ 1.20954448e-10 -1.03170571e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
res:  223 -0.0005252360515441978 0.01618242133190506 0.025142026266996218
[ 1.20907721e-10 -1.03170571e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
Niter:  3 row:  56 ngroup:  1 nlines:  239 gd:  223
[ 1.20907721e-10 -1.03170571e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
res:  223 -0.00048194882037932985 0.016037410798162455 0.025141723678907078
[ 1.20909954e-10 -1.03170694e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
Niter:  4 row:  56 ngroup:  1 nlines:  239 gd:  223
[ 1.20909954e-10 -1.03170694e-05 -2.82852994e-01  1.61504691e+04
 -1.44640665e+02  6.88701481e-11  1.53967491e+02]
res:  223 -0.0003201314957550494 0.01584755050134845 0.025127714881241124
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
Niter:  5 row:  56 ngroup:  1 nlines:  239 gd:  223
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
res:  223 -0.0003201314957550494 0.01584755050134845 0.025127714881241124
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
Niter:  6 row:  56 ngroup:  1 nlines:  239 gd:  223
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
res:  223 -0.0003201314957550494 0.01584755050134845 0.025127714881241124
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
Final values:
res:  -0.0003201314957550494 0.025127714881241124
pars:  [ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
56 [ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02]
elapsed: 3.0 sec.
Niter:  0 row:  56 ngroup:  26 nlines:  6432 gd:  6432
[ 1.21007632e-10 -1.03173540e-05 -2.82853272e-01  1.61504692e+04
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02 -1.44651588e+02  1.06163568e-08
  1.53965509e+02 -1.44651588e+02  1.06163568e-08  1.53965509e+02
 -1.44651588e+02  1.06163568e-08  1.53965509e+02 -1.44651588e+02
  1.06163568e-08  1.53965509e+02]
res:  6432 -0.0008379840801353566 0.01639686476391944 0.03498653795321692
[ 1.21007644e-10 -1.03173529e-05 -2.82853243e-01  1.61504676e+04
 -1.44648572e+02 -1.92208520e-03  1.53956625e+02 -1.44193417e+02
  4.87930019e-01  1.54460474e+02 -1.44662007e+02 -4.41935363e-02
  1.53948894e+02 -1.44202840e+02  4.71089478e-01  1.54438274e+02
 -1.44661190e+02 -5.19750990e-02  1.53949177e+02 -1.44202769e+02
  4.64996848e-01  1.54446275e+02 -1.44655987e+02 -3.99247462e-02
  1.53935019e+02 -1.44165245e+02  4.86867636e-01  1.54431769e+02
 -1.44683036e+02 -1.90460579e-02  1.53956478e+02 -1.44186148e+02
  4.83059401e-01  1.54453271e+02 -1.44682054e+02 -9.22563206e-03
  1.53965405e+02 -1.44185452e+02  4.79887656e-01  1.54447088e+02
 -1.44686734e+02 -5.72899818e-02  1.53948573e+02 -1.44188992e+02
  4.71454843e-01  1.54436600e+02 -1.44648542e+02 -1.36571493e-02
  1.53968064e+02 -1.44197705e+02  4.77817280e-01  1.54454358e+02
 -1.44707071e+02 -3.14270464e-02  1.53946760e+02 -1.44181585e+02
  4.68350936e-01  1.54444130e+02 -1.44691507e+02 -1.93099688e-02
  1.53949970e+02 -1.44149890e+02  4.77328077e-01  1.54452041e+02
 -1.44682139e+02 -4.82214637e-02  1.53944468e+02 -1.44217825e+02
  4.52991614e-01  1.54424072e+02 -1.44685568e+02 -1.41208322e-02
  1.53947413e+02 -1.44183841e+02  4.79196554e-01  1.54454567e+02
 -1.44668486e+02 -4.49525775e-02  1.53946843e+02 -1.44236382e+02
  4.37498128e-01  1.54430728e+02]
Niter:  1 row:  56 ngroup:  26 nlines:  6432 gd:  6017
[ 1.21007644e-10 -1.03173529e-05 -2.82853243e-01  1.61504676e+04
 -1.44648572e+02 -1.92208520e-03  1.53956625e+02 -1.44193417e+02
  4.87930019e-01  1.54460474e+02 -1.44662007e+02 -4.41935363e-02
  1.53948894e+02 -1.44202840e+02  4.71089478e-01  1.54438274e+02
 -1.44661190e+02 -5.19750990e-02  1.53949177e+02 -1.44202769e+02
  4.64996848e-01  1.54446275e+02 -1.44655987e+02 -3.99247462e-02
  1.53935019e+02 -1.44165245e+02  4.86867636e-01  1.54431769e+02
 -1.44683036e+02 -1.90460579e-02  1.53956478e+02 -1.44186148e+02
  4.83059401e-01  1.54453271e+02 -1.44682054e+02 -9.22563206e-03
  1.53965405e+02 -1.44185452e+02  4.79887656e-01  1.54447088e+02
 -1.44686734e+02 -5.72899818e-02  1.53948573e+02 -1.44188992e+02
  4.71454843e-01  1.54436600e+02 -1.44648542e+02 -1.36571493e-02
  1.53968064e+02 -1.44197705e+02  4.77817280e-01  1.54454358e+02
 -1.44707071e+02 -3.14270464e-02  1.53946760e+02 -1.44181585e+02
  4.68350936e-01  1.54444130e+02 -1.44691507e+02 -1.93099688e-02
  1.53949970e+02 -1.44149890e+02  4.77328077e-01  1.54452041e+02
 -1.44682139e+02 -4.82214637e-02  1.53944468e+02 -1.44217825e+02
  4.52991614e-01  1.54424072e+02 -1.44685568e+02 -1.41208322e-02
  1.53947413e+02 -1.44183841e+02  4.79196554e-01  1.54454567e+02
 -1.44668486e+02 -4.49525775e-02  1.53946843e+02 -1.44236382e+02
  4.37498128e-01  1.54430728e+02]
res:  6017 -0.0006006929634168046 0.016420139982074033 0.026076695387212596
[ 1.21007656e-10 -1.03173540e-05 -2.82853215e-01  1.61504659e+04
 -1.44659494e+02 -1.13752395e-02  1.53956020e+02 -1.44193699e+02
  4.75136099e-01  1.54455195e+02 -1.44670192e+02 -4.84630857e-02
  1.53939774e+02 -1.44218478e+02  4.56882132e-01  1.54438924e+02
 -1.44680656e+02 -5.27660739e-02  1.53949522e+02 -1.44184274e+02
  4.59215177e-01  1.54442339e+02 -1.44653968e+02 -5.98268804e-02
  1.53933013e+02 -1.44149848e+02  4.81642952e-01  1.54426290e+02
 -1.44676928e+02 -2.38476736e-02  1.53953108e+02 -1.44185542e+02
  4.59969569e-01  1.54453986e+02 -1.44676930e+02 -1.82595113e-02
  1.53957770e+02 -1.44193515e+02  4.69858928e-01  1.54446949e+02
 -1.44705318e+02 -5.15399474e-02  1.53943884e+02 -1.44175432e+02
  4.69140828e-01  1.54429963e+02 -1.44659835e+02 -2.90702278e-02
  1.53956360e+02 -1.44197785e+02  4.67051070e-01  1.54458407e+02
 -1.44701868e+02 -4.46594292e-02  1.53939949e+02 -1.44195957e+02
  4.54555643e-01  1.54444123e+02 -1.44699794e+02 -2.89435179e-02
  1.53955475e+02 -1.44168182e+02  4.79832054e-01  1.54447370e+02
 -1.44702605e+02 -6.47555182e-02  1.53934584e+02 -1.44198235e+02
  4.30755509e-01  1.54418788e+02 -1.44695553e+02 -3.93459532e-02
  1.53948155e+02 -1.44196142e+02  4.53463269e-01  1.54441622e+02
 -1.44675598e+02 -5.88625126e-02  1.53943898e+02 -1.44239249e+02
  4.12169054e-01  1.54424477e+02]
Niter:  2 row:  56 ngroup:  26 nlines:  6432 gd:  6023
[ 1.21007656e-10 -1.03173540e-05 -2.82853215e-01  1.61504659e+04
 -1.44659494e+02 -1.13752395e-02  1.53956020e+02 -1.44193699e+02
  4.75136099e-01  1.54455195e+02 -1.44670192e+02 -4.84630857e-02
  1.53939774e+02 -1.44218478e+02  4.56882132e-01  1.54438924e+02
 -1.44680656e+02 -5.27660739e-02  1.53949522e+02 -1.44184274e+02
  4.59215177e-01  1.54442339e+02 -1.44653968e+02 -5.98268804e-02
  1.53933013e+02 -1.44149848e+02  4.81642952e-01  1.54426290e+02
 -1.44676928e+02 -2.38476736e-02  1.53953108e+02 -1.44185542e+02
  4.59969569e-01  1.54453986e+02 -1.44676930e+02 -1.82595113e-02
  1.53957770e+02 -1.44193515e+02  4.69858928e-01  1.54446949e+02
 -1.44705318e+02 -5.15399474e-02  1.53943884e+02 -1.44175432e+02
  4.69140828e-01  1.54429963e+02 -1.44659835e+02 -2.90702278e-02
  1.53956360e+02 -1.44197785e+02  4.67051070e-01  1.54458407e+02
 -1.44701868e+02 -4.46594292e-02  1.53939949e+02 -1.44195957e+02
  4.54555643e-01  1.54444123e+02 -1.44699794e+02 -2.89435179e-02
  1.53955475e+02 -1.44168182e+02  4.79832054e-01  1.54447370e+02
 -1.44702605e+02 -6.47555182e-02  1.53934584e+02 -1.44198235e+02
  4.30755509e-01  1.54418788e+02 -1.44695553e+02 -3.93459532e-02
  1.53948155e+02 -1.44196142e+02  4.53463269e-01  1.54441622e+02
 -1.44675598e+02 -5.88625126e-02  1.53943898e+02 -1.44239249e+02
  4.12169054e-01  1.54424477e+02]
res:  6023 -0.0007342732442339184 0.01646259265635308 0.026127471700227122
[ 1.21007668e-10 -1.03173550e-05 -2.82853187e-01  1.61504643e+04
 -1.44672559e+02 -1.70612402e-02  1.53951259e+02 -1.44200701e+02
  4.54329845e-01  1.54450444e+02 -1.44682904e+02 -5.41548096e-02
  1.53931000e+02 -1.44225492e+02  4.47934350e-01  1.54434169e+02
 -1.44687667e+02 -5.84638030e-02  1.53944759e+02 -1.44186193e+02
  4.53539400e-01  1.54437582e+02 -1.44660990e+02 -6.55473829e-02
  1.53928248e+02 -1.44156883e+02  4.75948199e-01  1.54421529e+02
 -1.44683945e+02 -2.95387379e-02  1.53948339e+02 -1.44192558e+02
  4.54286886e-01  1.54449233e+02 -1.44683936e+02 -2.39601009e-02
  1.53953008e+02 -1.44200529e+02  4.64140563e-01  1.54446343e+02
 -1.44712353e+02 -5.72432119e-02  1.53936992e+02 -1.44176625e+02
  4.63454521e-01  1.54421185e+02 -1.44666883e+02 -3.81869739e-02
  1.53951606e+02 -1.44204783e+02  4.61343701e-01  1.54453644e+02
 -1.44703098e+02 -5.03464717e-02  1.53935190e+02 -1.44202950e+02
  4.48863569e-01  1.54439367e+02 -1.44706776e+02 -3.46559183e-02
  1.53950714e+02 -1.44181225e+02  4.74122510e-01  1.54442612e+02
 -1.44709632e+02 -7.04697102e-02  1.53929828e+02 -1.44205252e+02
  4.17504676e-01  1.54414036e+02 -1.44702548e+02 -5.22019209e-02
  1.53943391e+02 -1.44208310e+02  4.40343978e-01  1.54434948e+02
 -1.44682568e+02 -6.78437396e-02  1.53939141e+02 -1.44246266e+02
  4.06471127e-01  1.54419718e+02]
Niter:  3 row:  56 ngroup:  26 nlines:  6432 gd:  6022
[ 1.21007668e-10 -1.03173550e-05 -2.82853187e-01  1.61504643e+04
 -1.44672559e+02 -1.70612402e-02  1.53951259e+02 -1.44200701e+02
  4.54329845e-01  1.54450444e+02 -1.44682904e+02 -5.41548096e-02
  1.53931000e+02 -1.44225492e+02  4.47934350e-01  1.54434169e+02
 -1.44687667e+02 -5.84638030e-02  1.53944759e+02 -1.44186193e+02
  4.53539400e-01  1.54437582e+02 -1.44660990e+02 -6.55473829e-02
  1.53928248e+02 -1.44156883e+02  4.75948199e-01  1.54421529e+02
 -1.44683945e+02 -2.95387379e-02  1.53948339e+02 -1.44192558e+02
  4.54286886e-01  1.54449233e+02 -1.44683936e+02 -2.39601009e-02
  1.53953008e+02 -1.44200529e+02  4.64140563e-01  1.54446343e+02
 -1.44712353e+02 -5.72432119e-02  1.53936992e+02 -1.44176625e+02
  4.63454521e-01  1.54421185e+02 -1.44666883e+02 -3.81869739e-02
  1.53951606e+02 -1.44204783e+02  4.61343701e-01  1.54453644e+02
 -1.44703098e+02 -5.03464717e-02  1.53935190e+02 -1.44202950e+02
  4.48863569e-01  1.54439367e+02 -1.44706776e+02 -3.46559183e-02
  1.53950714e+02 -1.44181225e+02  4.74122510e-01  1.54442612e+02
 -1.44709632e+02 -7.04697102e-02  1.53929828e+02 -1.44205252e+02
  4.17504676e-01  1.54414036e+02 -1.44702548e+02 -5.22019209e-02
  1.53943391e+02 -1.44208310e+02  4.40343978e-01  1.54434948e+02
 -1.44682568e+02 -6.78437396e-02  1.53939141e+02 -1.44246266e+02
  4.06471127e-01  1.54419718e+02]
res:  6022 -0.0014362647998495959 0.01642278108465689 0.026081186466252262
[ 1.21101374e-10 -1.03173550e-05 -2.82853187e-01  1.61504643e+04
 -1.44672559e+02 -1.70612402e-02  1.53951259e+02 -1.44200701e+02
  4.54329845e-01  1.54450444e+02 -1.44682904e+02 -5.41548096e-02
  1.53931000e+02 -1.44225492e+02  4.47934350e-01  1.54434169e+02
 -1.44687667e+02 -5.84638030e-02  1.53944759e+02 -1.44186193e+02
  4.53539400e-01  1.54437582e+02 -1.44660990e+02 -6.55473829e-02
  1.53928248e+02 -1.44156883e+02  4.75948199e-01  1.54421529e+02
 -1.44683945e+02 -2.95387379e-02  1.53948339e+02 -1.44192558e+02
  4.54286886e-01  1.54449233e+02 -1.44683936e+02 -2.39601009e-02
  1.53953008e+02 -1.44200529e+02  4.64140563e-01  1.54446343e+02
 -1.44712353e+02 -5.72432119e-02  1.53936992e+02 -1.44176625e+02
  4.63454521e-01  1.54421185e+02 -1.44666883e+02 -3.81869739e-02
  1.53951606e+02 -1.44204783e+02  4.61343701e-01  1.54453644e+02
 -1.44703098e+02 -5.03464717e-02  1.53935190e+02 -1.44202950e+02
  4.48863569e-01  1.54439367e+02 -1.44706776e+02 -3.46559183e-02
  1.53950714e+02 -1.44181225e+02  4.74122510e-01  1.54442612e+02
 -1.44709632e+02 -7.04697102e-02  1.53929828e+02 -1.44205252e+02
  4.17504676e-01  1.54414036e+02 -1.44702548e+02 -5.22019209e-02
  1.53943391e+02 -1.44208310e+02  4.40343978e-01  1.54434948e+02
 -1.44682568e+02 -6.78437396e-02  1.53939141e+02 -1.44246266e+02
  4.06471127e-01  1.54419718e+02]
Niter:  4 row:  56 ngroup:  26 nlines:  6432 gd:  6018
[ 1.21101374e-10 -1.03173550e-05 -2.82853187e-01  1.61504643e+04
 -1.44672559e+02 -1.70612402e-02  1.53951259e+02 -1.44200701e+02
  4.54329845e-01  1.54450444e+02 -1.44682904e+02 -5.41548096e-02
  1.53931000e+02 -1.44225492e+02  4.47934350e-01  1.54434169e+02
 -1.44687667e+02 -5.84638030e-02  1.53944759e+02 -1.44186193e+02
  4.53539400e-01  1.54437582e+02 -1.44660990e+02 -6.55473829e-02
  1.53928248e+02 -1.44156883e+02  4.75948199e-01  1.54421529e+02
 -1.44683945e+02 -2.95387379e-02  1.53948339e+02 -1.44192558e+02
  4.54286886e-01  1.54449233e+02 -1.44683936e+02 -2.39601009e-02
  1.53953008e+02 -1.44200529e+02  4.64140563e-01  1.54446343e+02
 -1.44712353e+02 -5.72432119e-02  1.53936992e+02 -1.44176625e+02
  4.63454521e-01  1.54421185e+02 -1.44666883e+02 -3.81869739e-02
  1.53951606e+02 -1.44204783e+02  4.61343701e-01  1.54453644e+02
 -1.44703098e+02 -5.03464717e-02  1.53935190e+02 -1.44202950e+02
  4.48863569e-01  1.54439367e+02 -1.44706776e+02 -3.46559183e-02
  1.53950714e+02 -1.44181225e+02  4.74122510e-01  1.54442612e+02
 -1.44709632e+02 -7.04697102e-02  1.53929828e+02 -1.44205252e+02
  4.17504676e-01  1.54414036e+02 -1.44702548e+02 -5.22019209e-02
  1.53943391e+02 -1.44208310e+02  4.40343978e-01  1.54434948e+02
 -1.44682568e+02 -6.78437396e-02  1.53939141e+02 -1.44246266e+02
  4.06471127e-01  1.54419718e+02]
res:  6018 -0.0007869909204600845 0.01639234272261092 0.026002808934312623
[ 1.21101386e-10 -1.03173560e-05 -2.82853159e-01  1.61504627e+04
 -1.44683576e+02 -2.27360947e-02  1.53950233e+02 -1.44211697e+02
  4.36795756e-01  1.54449576e+02 -1.44693979e+02 -5.98355146e-02
  1.53930062e+02 -1.44236573e+02  4.42207159e-01  1.54433259e+02
 -1.44698752e+02 -6.41626098e-02  1.53945785e+02 -1.44192339e+02
  4.47869838e-01  1.54436627e+02 -1.44672135e+02 -7.12584555e-02
  1.53927170e+02 -1.44168135e+02  4.70256063e-01  1.54420536e+02
 -1.44689160e+02 -3.52335172e-02  1.53947210e+02 -1.44203676e+02
  4.48614099e-01  1.54448347e+02 -1.44689616e+02 -2.96493563e-02
  1.53951981e+02 -1.44211620e+02  4.58423459e-01  1.54441201e+02
 -1.44723624e+02 -6.29414623e-02  1.53936081e+02 -1.44187804e+02
  4.57802267e-01  1.54420213e+02 -1.44678211e+02 -4.38787343e-02
  1.53950691e+02 -1.44215762e+02  4.55634990e-01  1.54452613e+02
 -1.44714133e+02 -5.60249287e-02  1.53934212e+02 -1.44213896e+02
  4.43182711e-01  1.54438434e+02 -1.44717623e+02 -4.03615326e-02
  1.53949720e+02 -1.44192271e+02  4.68416977e-01  1.54441655e+02
 -1.44720806e+02 -7.61707164e-02  1.53928898e+02 -1.44216361e+02
  4.11820336e-01  1.54413161e+02 -1.44713506e+02 -5.78756836e-02
  1.53942318e+02 -1.44219068e+02  4.34634250e-01  1.54434035e+02
 -1.44693297e+02 -7.35614711e-02  1.53938172e+02 -1.44257405e+02
  4.00776014e-01  1.54418747e+02]
Niter:  5 row:  56 ngroup:  26 nlines:  6432 gd:  6018
[ 1.21101386e-10 -1.03173560e-05 -2.82853159e-01  1.61504627e+04
 -1.44683576e+02 -2.27360947e-02  1.53950233e+02 -1.44211697e+02
  4.36795756e-01  1.54449576e+02 -1.44693979e+02 -5.98355146e-02
  1.53930062e+02 -1.44236573e+02  4.42207159e-01  1.54433259e+02
 -1.44698752e+02 -6.41626098e-02  1.53945785e+02 -1.44192339e+02
  4.47869838e-01  1.54436627e+02 -1.44672135e+02 -7.12584555e-02
  1.53927170e+02 -1.44168135e+02  4.70256063e-01  1.54420536e+02
 -1.44689160e+02 -3.52335172e-02  1.53947210e+02 -1.44203676e+02
  4.48614099e-01  1.54448347e+02 -1.44689616e+02 -2.96493563e-02
  1.53951981e+02 -1.44211620e+02  4.58423459e-01  1.54441201e+02
 -1.44723624e+02 -6.29414623e-02  1.53936081e+02 -1.44187804e+02
  4.57802267e-01  1.54420213e+02 -1.44678211e+02 -4.38787343e-02
  1.53950691e+02 -1.44215762e+02  4.55634990e-01  1.54452613e+02
 -1.44714133e+02 -5.60249287e-02  1.53934212e+02 -1.44213896e+02
  4.43182711e-01  1.54438434e+02 -1.44717623e+02 -4.03615326e-02
  1.53949720e+02 -1.44192271e+02  4.68416977e-01  1.54441655e+02
 -1.44720806e+02 -7.61707164e-02  1.53928898e+02 -1.44216361e+02
  4.11820336e-01  1.54413161e+02 -1.44713506e+02 -5.78756836e-02
  1.53942318e+02 -1.44219068e+02  4.34634250e-01  1.54434035e+02
 -1.44693297e+02 -7.35614711e-02  1.53938172e+02 -1.44257405e+02
  4.00776014e-01  1.54418747e+02]
res:  6018 -0.001247182955921744 0.016437666191450262 0.02598839676782558
[ 1.21165676e-10 -1.03173560e-05 -2.82853159e-01  1.61504627e+04
 -1.44683576e+02 -2.27360947e-02  1.53950233e+02 -1.44211697e+02
  4.36795756e-01  1.54449576e+02 -1.44693979e+02 -5.98355146e-02
  1.53930062e+02 -1.44236573e+02  4.42207159e-01  1.54433259e+02
 -1.44698752e+02 -6.41626098e-02  1.53945785e+02 -1.44192339e+02
  4.47869838e-01  1.54436627e+02 -1.44672135e+02 -7.12584555e-02
  1.53927170e+02 -1.44168135e+02  4.70256063e-01  1.54420536e+02
 -1.44689160e+02 -3.52335172e-02  1.53947210e+02 -1.44203676e+02
  4.48614099e-01  1.54448347e+02 -1.44689616e+02 -2.96493563e-02
  1.53951981e+02 -1.44211620e+02  4.58423459e-01  1.54441201e+02
 -1.44723624e+02 -6.29414623e-02  1.53936081e+02 -1.44187804e+02
  4.57802267e-01  1.54420213e+02 -1.44678211e+02 -4.38787343e-02
  1.53950691e+02 -1.44215762e+02  4.55634990e-01  1.54452613e+02
 -1.44714133e+02 -5.60249287e-02  1.53934212e+02 -1.44213896e+02
  4.43182711e-01  1.54438434e+02 -1.44717623e+02 -4.03615326e-02
  1.53949720e+02 -1.44192271e+02  4.68416977e-01  1.54441655e+02
 -1.44720806e+02 -7.61707164e-02  1.53928898e+02 -1.44216361e+02
  4.11820336e-01  1.54413161e+02 -1.44713506e+02 -5.78756836e-02
  1.53942318e+02 -1.44219068e+02  4.34634250e-01  1.54434035e+02
 -1.44693297e+02 -7.35614711e-02  1.53938172e+02 -1.44257405e+02
  4.00776014e-01  1.54418747e+02]
Niter:  6 row:  56 ngroup:  26 nlines:  6432 gd:  6019
[ 1.21165676e-10 -1.03173560e-05 -2.82853159e-01  1.61504627e+04
 -1.44683576e+02 -2.27360947e-02  1.53950233e+02 -1.44211697e+02
  4.36795756e-01  1.54449576e+02 -1.44693979e+02 -5.98355146e-02
  1.53930062e+02 -1.44236573e+02  4.42207159e-01  1.54433259e+02
 -1.44698752e+02 -6.41626098e-02  1.53945785e+02 -1.44192339e+02
  4.47869838e-01  1.54436627e+02 -1.44672135e+02 -7.12584555e-02
  1.53927170e+02 -1.44168135e+02  4.70256063e-01  1.54420536e+02
 -1.44689160e+02 -3.52335172e-02  1.53947210e+02 -1.44203676e+02
  4.48614099e-01  1.54448347e+02 -1.44689616e+02 -2.96493563e-02
  1.53951981e+02 -1.44211620e+02  4.58423459e-01  1.54441201e+02
 -1.44723624e+02 -6.29414623e-02  1.53936081e+02 -1.44187804e+02
  4.57802267e-01  1.54420213e+02 -1.44678211e+02 -4.38787343e-02
  1.53950691e+02 -1.44215762e+02  4.55634990e-01  1.54452613e+02
 -1.44714133e+02 -5.60249287e-02  1.53934212e+02 -1.44213896e+02
  4.43182711e-01  1.54438434e+02 -1.44717623e+02 -4.03615326e-02
  1.53949720e+02 -1.44192271e+02  4.68416977e-01  1.54441655e+02
 -1.44720806e+02 -7.61707164e-02  1.53928898e+02 -1.44216361e+02
  4.11820336e-01  1.54413161e+02 -1.44713506e+02 -5.78756836e-02
  1.53942318e+02 -1.44219068e+02  4.34634250e-01  1.54434035e+02
 -1.44693297e+02 -7.35614711e-02  1.53938172e+02 -1.44257405e+02
  4.00776014e-01  1.54418747e+02]
res:  6019 -0.0013407880651357118 0.01637178625423985 0.02598202698859573
[ 1.21247784e-10 -1.03175608e-05 -2.82854393e-01  1.61504611e+04
 -1.44687908e+02 -2.94049574e-02  1.53936358e+02 -1.44215989e+02
  4.29840343e-01  1.54435857e+02 -1.44698312e+02 -6.65267103e-02
  1.53916220e+02 -1.44240890e+02  4.35807446e-01  1.54419391e+02
 -1.44703100e+02 -7.07081393e-02  1.53931935e+02 -1.44196670e+02
  4.41093949e-01  1.54422779e+02 -1.44676517e+02 -7.76937334e-02
  1.53913483e+02 -1.44172588e+02  4.63587292e-01  1.54406702e+02
 -1.44693605e+02 -4.17841894e-02  1.53933406e+02 -1.44208090e+02
  4.41844802e-01  1.54434469e+02 -1.44693884e+02 -3.62280477e-02
  1.53938144e+02 -1.44215962e+02  4.51960757e-01  1.54427387e+02
 -1.44728171e+02 -6.94654276e-02  1.53922211e+02 -1.44192315e+02
  4.51032126e-01  1.54406512e+02 -1.44682719e+02 -5.04767747e-02
  1.53936832e+02 -1.44220055e+02  4.49119738e-01  1.54438799e+02
 -1.44718437e+02 -6.26619365e-02  1.53920382e+02 -1.44218178e+02
  4.36504592e-01  1.54424578e+02 -1.44721783e+02 -4.67974471e-02
  1.53935889e+02 -1.44196593e+02  4.61877286e-01  1.54427832e+02
 -1.44725195e+02 -8.26459248e-02  1.53915057e+02 -1.44220723e+02
  4.05183777e-01  1.54399317e+02 -1.44717761e+02 -6.45504162e-02
  1.53928337e+02 -1.44223180e+02  4.28142014e-01  1.54420173e+02
 -1.44697414e+02 -7.99730664e-02  1.53924323e+02 -1.44261808e+02
  3.94217951e-01  1.54404911e+02]
Saving figure to  wave_resid_43670005_fiber56.png
Final values:
res:  -0.0013407880651357118 0.02598202698859573
pars:  [ 1.21247784e-10 -1.03175608e-05 -2.82854393e-01  1.61504611e+04
 -1.44687908e+02 -2.94049574e-02  1.53936358e+02 -1.44215989e+02
  4.29840343e-01  1.54435857e+02 -1.44698312e+02 -6.65267103e-02
  1.53916220e+02 -1.44240890e+02  4.35807446e-01  1.54419391e+02
 -1.44703100e+02 -7.07081393e-02  1.53931935e+02 -1.44196670e+02
  4.41093949e-01  1.54422779e+02 -1.44676517e+02 -7.76937334e-02
  1.53913483e+02 -1.44172588e+02  4.63587292e-01  1.54406702e+02
 -1.44693605e+02 -4.17841894e-02  1.53933406e+02 -1.44208090e+02
  4.41844802e-01  1.54434469e+02 -1.44693884e+02 -3.62280477e-02
  1.53938144e+02 -1.44215962e+02  4.51960757e-01  1.54427387e+02
 -1.44728171e+02 -6.94654276e-02  1.53922211e+02 -1.44192315e+02
  4.51032126e-01  1.54406512e+02 -1.44682719e+02 -5.04767747e-02
  1.53936832e+02 -1.44220055e+02  4.49119738e-01  1.54438799e+02
 -1.44718437e+02 -6.26619365e-02  1.53920382e+02 -1.44218178e+02
  4.36504592e-01  1.54424578e+02 -1.44721783e+02 -4.67974471e-02
  1.53935889e+02 -1.44196593e+02  4.61877286e-01  1.54427832e+02
 -1.44725195e+02 -8.26459248e-02  1.53915057e+02 -1.44220723e+02
  4.05183777e-01  1.54399317e+02 -1.44717761e+02 -6.45504162e-02
  1.53928337e+02 -1.44223180e+02  4.28142014e-01  1.54420173e+02
 -1.44697414e+02 -7.99730664e-02  1.53924323e+02 -1.44261808e+02
  3.94217951e-01  1.54404911e+02]
56 [ 1.21247784e-10 -1.03175608e-05 -2.82854393e-01  1.61504611e+04
 -1.44687908e+02 -2.94049574e-02  1.53936358e+02 -1.44215989e+02
  4.29840343e-01  1.54435857e+02 -1.44698312e+02 -6.65267103e-02
  1.53916220e+02 -1.44240890e+02  4.35807446e-01  1.54419391e+02
 -1.44703100e+02 -7.07081393e-02  1.53931935e+02 -1.44196670e+02
  4.41093949e-01  1.54422779e+02 -1.44676517e+02 -7.76937334e-02
  1.53913483e+02 -1.44172588e+02  4.63587292e-01  1.54406702e+02
 -1.44693605e+02 -4.17841894e-02  1.53933406e+02 -1.44208090e+02
  4.41844802e-01  1.54434469e+02 -1.44693884e+02 -3.62280477e-02
  1.53938144e+02 -1.44215962e+02  4.51960757e-01  1.54427387e+02
 -1.44728171e+02 -6.94654276e-02  1.53922211e+02 -1.44192315e+02
  4.51032126e-01  1.54406512e+02 -1.44682719e+02 -5.04767747e-02
  1.53936832e+02 -1.44220055e+02  4.49119738e-01  1.54438799e+02
 -1.44718437e+02 -6.26619365e-02  1.53920382e+02 -1.44218178e+02
  4.36504592e-01  1.54424578e+02 -1.44721783e+02 -4.67974471e-02
  1.53935889e+02 -1.44196593e+02  4.61877286e-01  1.54427832e+02
 -1.44725195e+02 -8.26459248e-02  1.53915057e+02 -1.44220723e+02
  4.05183777e-01  1.54399317e+02 -1.44717761e+02 -6.45504162e-02
  1.53928337e+02 -1.44223180e+02  4.28142014e-01  1.54420173e+02
 -1.44697414e+02 -7.99730664e-02  1.53924323e+02 -1.44261808e+02
  3.94217951e-01  1.54404911e+02]
--- Row 58/300 row=57 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  57
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=57 ---
Niter:  0 row:  57 ngroup:  1 nlines:  261 gd:  261
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  261 0.00023045920534059405 0.01261983428048552 0.03322205874175233
[ 1.22125992e-10 -1.03191648e-05 -2.82858933e-01  1.61504706e+04
 -1.44660101e+02 -1.20013805e-13  1.53964312e+02]
Niter:  1 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22125992e-10 -1.03191648e-05 -2.82858933e-01  1.61504706e+04
 -1.44660101e+02 -1.20013805e-13  1.53964312e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Niter:  2 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Niter:  3 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Niter:  4 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Niter:  5 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Niter:  6 row:  57 ngroup:  1 nlines:  261 gd:  235
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
res:  235 0.0002435023088764865 0.01281728253889014 0.02041435218060537
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
Final values:
res:  0.0002435023088764865 0.02041435218060537
pars:  [ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
57 [ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02]
elapsed: 3.0 sec.
Niter:  0 row:  57 ngroup:  26 nlines:  6661 gd:  6661
[ 1.22094635e-10 -1.03190304e-05 -2.82859188e-01  1.61504728e+04
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02 -1.44642118e+02  2.94232018e-11
  1.53970232e+02 -1.44642118e+02  2.94232018e-11  1.53970232e+02
 -1.44642118e+02  2.94232018e-11  1.53970232e+02 -1.44642118e+02
  2.94232018e-11  1.53970232e+02]
res:  6661 0.0012920523404318374 0.014391926921234699 0.032797558893347435
[ 1.22094623e-10 -1.03190315e-05 -2.82859216e-01  1.61504744e+04
 -1.44636828e+02  1.37443154e-02  1.53975406e+02 -1.44147617e+02
  5.18799386e-01  1.54476876e+02 -1.44656487e+02  2.06678778e-03
  1.53962919e+02 -1.44179443e+02  5.06697717e-01  1.54452854e+02
 -1.44645670e+02  3.89430707e-03  1.53987495e+02 -1.44133799e+02
  5.27911487e-01  1.54478440e+02 -1.44616462e+02  1.24024110e-02
  1.53978000e+02 -1.44144015e+02  4.99083380e-01  1.54456325e+02
 -1.44637941e+02  1.50539763e-02  1.53978101e+02 -1.44154294e+02
  5.20611062e-01  1.54479470e+02 -1.44640843e+02  3.97636976e-02
  1.53981209e+02 -1.44145817e+02  5.21934814e-01  1.54482808e+02
 -1.44681104e+02 -1.57450862e-02  1.53957405e+02 -1.44170920e+02
  5.01942634e-01  1.54456484e+02 -1.44630482e+02  6.48825747e-03
  1.53989153e+02 -1.44148237e+02  5.02196735e-01  1.54475860e+02
 -1.44682284e+02 -2.55832649e-03  1.53966977e+02 -1.44142887e+02
  4.87328304e-01  1.54473302e+02 -1.44650897e+02  2.25223435e-02
  1.53981087e+02 -1.44146741e+02  5.31157187e-01  1.54472641e+02
 -1.44667278e+02 -3.13207132e-03  1.53966350e+02 -1.44135627e+02
  5.01631767e-01  1.54460505e+02 -1.44654892e+02  1.15442322e-02
  1.53970100e+02 -1.44157047e+02  4.98375926e-01  1.54457357e+02
 -1.44664183e+02 -2.57562793e-02  1.53962245e+02 -1.44165385e+02
  5.07145147e-01  1.54447077e+02]
Niter:  1 row:  57 ngroup:  26 nlines:  6661 gd:  6146
[ 1.22094623e-10 -1.03190315e-05 -2.82859216e-01  1.61504744e+04
 -1.44636828e+02  1.37443154e-02  1.53975406e+02 -1.44147617e+02
  5.18799386e-01  1.54476876e+02 -1.44656487e+02  2.06678778e-03
  1.53962919e+02 -1.44179443e+02  5.06697717e-01  1.54452854e+02
 -1.44645670e+02  3.89430707e-03  1.53987495e+02 -1.44133799e+02
  5.27911487e-01  1.54478440e+02 -1.44616462e+02  1.24024110e-02
  1.53978000e+02 -1.44144015e+02  4.99083380e-01  1.54456325e+02
 -1.44637941e+02  1.50539763e-02  1.53978101e+02 -1.44154294e+02
  5.20611062e-01  1.54479470e+02 -1.44640843e+02  3.97636976e-02
  1.53981209e+02 -1.44145817e+02  5.21934814e-01  1.54482808e+02
 -1.44681104e+02 -1.57450862e-02  1.53957405e+02 -1.44170920e+02
  5.01942634e-01  1.54456484e+02 -1.44630482e+02  6.48825747e-03
  1.53989153e+02 -1.44148237e+02  5.02196735e-01  1.54475860e+02
 -1.44682284e+02 -2.55832649e-03  1.53966977e+02 -1.44142887e+02
  4.87328304e-01  1.54473302e+02 -1.44650897e+02  2.25223435e-02
  1.53981087e+02 -1.44146741e+02  5.31157187e-01  1.54472641e+02
 -1.44667278e+02 -3.13207132e-03  1.53966350e+02 -1.44135627e+02
  5.01631767e-01  1.54460505e+02 -1.44654892e+02  1.15442322e-02
  1.53970100e+02 -1.44157047e+02  4.98375926e-01  1.54457357e+02
 -1.44664183e+02 -2.57562793e-02  1.53962245e+02 -1.44165385e+02
  5.07145147e-01  1.54447077e+02]
res:  6146 -0.0002125309874827508 0.014268636257838807 0.023172432557631333
[ 1.22094611e-10 -1.03190304e-05 -2.82859244e-01  1.61504760e+04
 -1.44628146e+02  1.13209885e-02  1.53977894e+02 -1.44129148e+02
  5.17738968e-01  1.54480839e+02 -1.44659812e+02 -1.27109831e-03
  1.53964234e+02 -1.44177113e+02  5.08615333e-01  1.54461635e+02
 -1.44637372e+02  7.02647815e-03  1.53990896e+02 -1.44134367e+02
  5.15440608e-01  1.54479231e+02 -1.44628204e+02  7.97155023e-03
  1.53977125e+02 -1.44143225e+02  5.06597915e-01  1.54459573e+02
 -1.44640341e+02  2.01530648e-02  1.53978718e+02 -1.44159629e+02
  5.20048203e-01  1.54482315e+02 -1.44634066e+02  3.76098986e-02
  1.53976781e+02 -1.44157860e+02  5.17302306e-01  1.54477106e+02
 -1.44674752e+02 -2.63562413e-02  1.53956830e+02 -1.44175624e+02
  4.93314535e-01  1.54457179e+02 -1.44628898e+02 -1.55317872e-03
  1.53983467e+02 -1.44141973e+02  5.02962867e-01  1.54479591e+02
 -1.44675375e+02  4.30674175e-03  1.53960148e+02 -1.44149785e+02
  4.89325086e-01  1.54475676e+02 -1.44642575e+02  1.69461725e-02
  1.53982822e+02 -1.44147269e+02  5.10225901e-01  1.54473756e+02
 -1.44660272e+02 -5.02584605e-03  1.53963781e+02 -1.44136688e+02
  4.85563001e-01  1.54464790e+02 -1.44662136e+02  2.73688872e-03
  1.53974300e+02 -1.44167820e+02  4.94509444e-01  1.54458941e+02
 -1.44670715e+02 -2.09241559e-02  1.53969355e+02 -1.44158632e+02
  5.00547499e-01  1.54445215e+02]
Niter:  2 row:  57 ngroup:  26 nlines:  6661 gd:  6162
[ 1.22094611e-10 -1.03190304e-05 -2.82859244e-01  1.61504760e+04
 -1.44628146e+02  1.13209885e-02  1.53977894e+02 -1.44129148e+02
  5.17738968e-01  1.54480839e+02 -1.44659812e+02 -1.27109831e-03
  1.53964234e+02 -1.44177113e+02  5.08615333e-01  1.54461635e+02
 -1.44637372e+02  7.02647815e-03  1.53990896e+02 -1.44134367e+02
  5.15440608e-01  1.54479231e+02 -1.44628204e+02  7.97155023e-03
  1.53977125e+02 -1.44143225e+02  5.06597915e-01  1.54459573e+02
 -1.44640341e+02  2.01530648e-02  1.53978718e+02 -1.44159629e+02
  5.20048203e-01  1.54482315e+02 -1.44634066e+02  3.76098986e-02
  1.53976781e+02 -1.44157860e+02  5.17302306e-01  1.54477106e+02
 -1.44674752e+02 -2.63562413e-02  1.53956830e+02 -1.44175624e+02
  4.93314535e-01  1.54457179e+02 -1.44628898e+02 -1.55317872e-03
  1.53983467e+02 -1.44141973e+02  5.02962867e-01  1.54479591e+02
 -1.44675375e+02  4.30674175e-03  1.53960148e+02 -1.44149785e+02
  4.89325086e-01  1.54475676e+02 -1.44642575e+02  1.69461725e-02
  1.53982822e+02 -1.44147269e+02  5.10225901e-01  1.54473756e+02
 -1.44660272e+02 -5.02584605e-03  1.53963781e+02 -1.44136688e+02
  4.85563001e-01  1.54464790e+02 -1.44662136e+02  2.73688872e-03
  1.53974300e+02 -1.44167820e+02  4.94509444e-01  1.54458941e+02
 -1.44670715e+02 -2.09241559e-02  1.53969355e+02 -1.44158632e+02
  5.00547499e-01  1.54445215e+02]
res:  6162 -0.0001837912386690732 0.014264492945585516 0.023347885204579373
[ 1.22094599e-10 -1.03190294e-05 -2.82859273e-01  1.61504776e+04
 -1.44621141e+02  1.70098162e-02  1.53982655e+02 -1.44122130e+02
  5.23457363e-01  1.54487474e+02 -1.44652790e+02  4.42932411e-03
  1.53969000e+02 -1.44170128e+02  5.14325190e-01  1.54468197e+02
 -1.44625947e+02  1.27302566e-02  1.53995661e+02 -1.44127317e+02
  5.15051662e-01  1.54482209e+02 -1.44621190e+02  1.36736476e-02
  1.53981890e+02 -1.44136203e+02  5.12291723e-01  1.54464333e+02
 -1.44633337e+02  2.88235524e-02  1.53981766e+02 -1.44152623e+02
  5.25764853e-01  1.54487078e+02 -1.44622229e+02  4.33088273e-02
  1.53979839e+02 -1.44150848e+02  5.22997667e-01  1.54481865e+02
 -1.44667752e+02 -2.06609056e-02  1.53959823e+02 -1.44168621e+02
  4.95967580e-01  1.54461945e+02 -1.44621900e+02  9.98184577e-04
  1.53988228e+02 -1.44129938e+02  5.11833855e-01  1.54484344e+02
 -1.44668372e+02  1.29425283e-02  1.53964914e+02 -1.44147476e+02
  4.98059449e-01  1.54480437e+02 -1.44625454e+02  2.26507796e-02
  1.53987584e+02 -1.44140271e+02  5.12597478e-01  1.54478519e+02
 -1.44653265e+02  6.70368407e-04  1.53968546e+02 -1.44129634e+02
  4.82280800e-01  1.54469555e+02 -1.44655130e+02  5.55720079e-03
  1.53980809e+02 -1.44160820e+02  5.00220721e-01  1.54463691e+02
 -1.44663717e+02 -1.52151835e-02  1.53975969e+02 -1.44151635e+02
  5.03412797e-01  1.54449977e+02]
Niter:  3 row:  57 ngroup:  26 nlines:  6661 gd:  6161
[ 1.22094599e-10 -1.03190294e-05 -2.82859273e-01  1.61504776e+04
 -1.44621141e+02  1.70098162e-02  1.53982655e+02 -1.44122130e+02
  5.23457363e-01  1.54487474e+02 -1.44652790e+02  4.42932411e-03
  1.53969000e+02 -1.44170128e+02  5.14325190e-01  1.54468197e+02
 -1.44625947e+02  1.27302566e-02  1.53995661e+02 -1.44127317e+02
  5.15051662e-01  1.54482209e+02 -1.44621190e+02  1.36736476e-02
  1.53981890e+02 -1.44136203e+02  5.12291723e-01  1.54464333e+02
 -1.44633337e+02  2.88235524e-02  1.53981766e+02 -1.44152623e+02
  5.25764853e-01  1.54487078e+02 -1.44622229e+02  4.33088273e-02
  1.53979839e+02 -1.44150848e+02  5.22997667e-01  1.54481865e+02
 -1.44667752e+02 -2.06609056e-02  1.53959823e+02 -1.44168621e+02
  4.95967580e-01  1.54461945e+02 -1.44621900e+02  9.98184577e-04
  1.53988228e+02 -1.44129938e+02  5.11833855e-01  1.54484344e+02
 -1.44668372e+02  1.29425283e-02  1.53964914e+02 -1.44147476e+02
  4.98059449e-01  1.54480437e+02 -1.44625454e+02  2.26507796e-02
  1.53987584e+02 -1.44140271e+02  5.12597478e-01  1.54478519e+02
 -1.44653265e+02  6.70368407e-04  1.53968546e+02 -1.44129634e+02
  4.82280800e-01  1.54469555e+02 -1.44655130e+02  5.55720079e-03
  1.53980809e+02 -1.44160820e+02  5.00220721e-01  1.54463691e+02
 -1.44663717e+02 -1.52151835e-02  1.53975969e+02 -1.44151635e+02
  5.03412797e-01  1.54449977e+02]
res:  6161 -0.00047158061533991713 0.01436972219744348 0.023317841823053853
[ 1.21797736e-10 -1.03185926e-05 -2.82857695e-01  1.61504760e+04
 -1.44619629e+02  1.19939857e-02  1.53982977e+02 -1.44120371e+02
  5.18134251e-01  1.54487775e+02 -1.44650674e+02 -7.34477963e-04
  1.53969389e+02 -1.44169089e+02  5.09094038e-01  1.54468496e+02
 -1.44624574e+02  7.55797511e-03  1.53996030e+02 -1.44124740e+02
  5.09783289e-01  1.54482514e+02 -1.44619491e+02  8.51374259e-03
  1.53982260e+02 -1.44134325e+02  5.07181453e-01  1.54464610e+02
 -1.44631741e+02  2.35507803e-02  1.53982081e+02 -1.44151034e+02
  5.20452316e-01  1.54487413e+02 -1.44619948e+02  3.81797967e-02
  1.53980225e+02 -1.44149118e+02  5.17903447e-01  1.54479460e+02
 -1.44666356e+02 -2.58149696e-02  1.53960196e+02 -1.44167103e+02
  4.90848965e-01  1.54462343e+02 -1.44620524e+02 -4.04067762e-03
  1.53988525e+02 -1.44127964e+02  5.06583019e-01  1.54484573e+02
 -1.44666852e+02  7.64905746e-03  1.53965316e+02 -1.44145729e+02
  4.92962574e-01  1.54480772e+02 -1.44623886e+02  1.74389453e-02
  1.53987908e+02 -1.44138896e+02  5.07515764e-01  1.54478859e+02
 -1.44651745e+02 -4.45252978e-03  1.53968949e+02 -1.44127010e+02
  4.76985615e-01  1.54469917e+02 -1.44653488e+02  2.96813010e-04
  1.53981171e+02 -1.44159482e+02  4.94987739e-01  1.54463836e+02
 -1.44662297e+02 -2.05098480e-02  1.53976396e+02 -1.44150265e+02
  4.98213452e-01  1.54450295e+02]
Niter:  4 row:  57 ngroup:  26 nlines:  6661 gd:  6162
[ 1.21797736e-10 -1.03185926e-05 -2.82857695e-01  1.61504760e+04
 -1.44619629e+02  1.19939857e-02  1.53982977e+02 -1.44120371e+02
  5.18134251e-01  1.54487775e+02 -1.44650674e+02 -7.34477963e-04
  1.53969389e+02 -1.44169089e+02  5.09094038e-01  1.54468496e+02
 -1.44624574e+02  7.55797511e-03  1.53996030e+02 -1.44124740e+02
  5.09783289e-01  1.54482514e+02 -1.44619491e+02  8.51374259e-03
  1.53982260e+02 -1.44134325e+02  5.07181453e-01  1.54464610e+02
 -1.44631741e+02  2.35507803e-02  1.53982081e+02 -1.44151034e+02
  5.20452316e-01  1.54487413e+02 -1.44619948e+02  3.81797967e-02
  1.53980225e+02 -1.44149118e+02  5.17903447e-01  1.54479460e+02
 -1.44666356e+02 -2.58149696e-02  1.53960196e+02 -1.44167103e+02
  4.90848965e-01  1.54462343e+02 -1.44620524e+02 -4.04067762e-03
  1.53988525e+02 -1.44127964e+02  5.06583019e-01  1.54484573e+02
 -1.44666852e+02  7.64905746e-03  1.53965316e+02 -1.44145729e+02
  4.92962574e-01  1.54480772e+02 -1.44623886e+02  1.74389453e-02
  1.53987908e+02 -1.44138896e+02  5.07515764e-01  1.54478859e+02
 -1.44651745e+02 -4.45252978e-03  1.53968949e+02 -1.44127010e+02
  4.76985615e-01  1.54469917e+02 -1.44653488e+02  2.96813010e-04
  1.53981171e+02 -1.44159482e+02  4.94987739e-01  1.54463836e+02
 -1.44662297e+02 -2.05098480e-02  1.53976396e+02 -1.44150265e+02
  4.98213452e-01  1.54450295e+02]
res:  6162 -0.00032226195980911143 0.014377580813743407 0.023322777578231885
[ 1.21797748e-10 -1.03185937e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
Niter:  5 row:  57 ngroup:  26 nlines:  6661 gd:  6163
[ 1.21797748e-10 -1.03185937e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
res:  6163 -0.0003459456347627565 0.014388412000698736 0.023335169620014494
[ 1.21801140e-10 -1.03185937e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
Niter:  6 row:  57 ngroup:  26 nlines:  6661 gd:  6163
[ 1.21801140e-10 -1.03185937e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
res:  6163 -0.00031839817711443175 0.01437607862681034 0.023335148997451628
[ 1.21798887e-10 -1.03185973e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
Saving figure to  wave_resid_43670005_fiber57.png
Final values:
res:  -0.00031839817711443175 0.023335148997451628
pars:  [ 1.21798887e-10 -1.03185973e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
57 [ 1.21798887e-10 -1.03185973e-05 -2.82857707e-01  1.61504744e+04
 -1.44627139e+02  6.43207582e-03  1.53978667e+02 -1.44123116e+02
  5.12550294e-01  1.54483462e+02 -1.44653153e+02 -6.30863662e-03
  1.53965062e+02 -1.44176534e+02  5.03519331e-01  1.54465995e+02
 -1.44627179e+02  1.98587337e-03  1.53991705e+02 -1.44132410e+02
  5.04206064e-01  1.54478211e+02 -1.44627026e+02  2.93726440e-03
  1.53977937e+02 -1.44141882e+02  5.01610506e-01  1.54460306e+02
 -1.44634007e+02  1.79615406e-02  1.53975998e+02 -1.44158553e+02
  5.14868124e-01  1.54483097e+02 -1.44627566e+02  3.25974493e-02
  1.53975901e+02 -1.44156656e+02  5.12344395e-01  1.54476086e+02
 -1.44673850e+02 -3.13931758e-02  1.53955875e+02 -1.44169529e+02
  4.88275395e-01  1.54458017e+02 -1.44623150e+02 -9.59222267e-03
  1.53984217e+02 -1.44135532e+02  5.00996820e-01  1.54480287e+02
 -1.44674360e+02  4.91104115e-03  1.53960987e+02 -1.44153266e+02
  4.87385239e-01  1.54476460e+02 -1.44631403e+02  1.18503854e-02
  1.53983596e+02 -1.44146388e+02  5.01955976e-01  1.54476498e+02
 -1.44659255e+02 -1.00288501e-02  1.53964622e+02 -1.44134678e+02
  4.71398375e-01  1.54465596e+02 -1.44661011e+02 -5.29836195e-03
  1.53976851e+02 -1.44166974e+02  4.89414739e-01  1.54459564e+02
 -1.44669793e+02 -2.61022549e-02  1.53972065e+02 -1.44147278e+02
  4.92644466e-01  1.54445981e+02]
--- Row 59/300 row=58 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  58
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=58 ---
Niter:  0 row:  58 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0008122819654090563 0.013770021114396513 0.029500055909622326
[ 1.21848296e-10 -1.03174759e-05 -2.82863330e-01  1.61504720e+04
 -1.44570746e+02  2.91831856e-13  1.53974907e+02]
Niter:  1 row:  58 ngroup:  1 nlines:  243 gd:  223
[ 1.21848296e-10 -1.03174759e-05 -2.82863330e-01  1.61504720e+04
 -1.44570746e+02  2.91831856e-13  1.53974907e+02]
res:  223 -0.00017203656716446858 0.012082275234206463 0.020829637092727348
[ 1.22087319e-10 -1.03177933e-05 -2.82864490e-01  1.61504755e+04
 -1.44578819e+02  2.08683315e-11  1.53978937e+02]
Niter:  2 row:  58 ngroup:  1 nlines:  243 gd:  221
[ 1.22087319e-10 -1.03177933e-05 -2.82864490e-01  1.61504755e+04
 -1.44578819e+02  2.08683315e-11  1.53978937e+02]
res:  221 -0.00107437258157006 0.01215676857100334 0.020202389973130168
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
Niter:  3 row:  58 ngroup:  1 nlines:  243 gd:  221
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
res:  221 -0.00107437258157006 0.01215676857100334 0.020202389973130168
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
Niter:  4 row:  58 ngroup:  1 nlines:  243 gd:  221
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
res:  221 -0.00107437258157006 0.01215676857100334 0.020202389973130168
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
Niter:  5 row:  58 ngroup:  1 nlines:  243 gd:  221
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
res:  221 -0.00107437258157006 0.01215676857100334 0.020202389973130168
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
Niter:  6 row:  58 ngroup:  1 nlines:  243 gd:  221
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
res:  221 -0.00107437258157006 0.01215676857100334 0.020202389973130168
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
Final values:
res:  -0.00107437258157006 0.020202389973130168
pars:  [ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
58 [ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02]
elapsed: 2.9 sec.
Niter:  0 row:  58 ngroup:  26 nlines:  6484 gd:  6484
[ 1.22127514e-10 -1.03177185e-05 -2.82865494e-01  1.61504764e+04
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02 -1.44571399e+02  4.79949823e-11
  1.53977558e+02 -1.44571399e+02  4.79949823e-11  1.53977558e+02
 -1.44571399e+02  4.79949823e-11  1.53977558e+02 -1.44571399e+02
  4.79949823e-11  1.53977558e+02]
res:  6484 0.0007491503056371585 0.014540570458848379 0.03254771725633257
[ 1.22127502e-10 -1.03177195e-05 -2.82865465e-01  1.61504747e+04
 -1.44556657e+02  9.31597774e-03  1.53976526e+02 -1.44090688e+02
  4.99882344e-01  1.54469800e+02 -1.44594353e+02  1.10337719e-02
  1.53963900e+02 -1.44071150e+02  4.92558064e-01  1.54451267e+02
 -1.44576264e+02  6.35503376e-03  1.53974631e+02 -1.44092432e+02
  5.01665609e-01  1.54467793e+02 -1.44588537e+02  7.61832505e-03
  1.53968394e+02 -1.44110238e+02  4.96270313e-01  1.54449817e+02
 -1.44580828e+02  1.74488419e-02  1.53974392e+02 -1.44077348e+02
  5.04131822e-01  1.54454317e+02 -1.44585907e+02  1.59025596e-02
  1.53960375e+02 -1.44085958e+02  5.04530703e-01  1.54460484e+02
 -1.44595776e+02 -9.60623741e-03  1.53955635e+02 -1.44136226e+02
  4.94400118e-01  1.54455456e+02 -1.44566799e+02  1.83695138e-03
  1.53973423e+02 -1.44084269e+02  5.00885344e-01  1.54473964e+02
 -1.44611294e+02  1.09365732e-02  1.53957375e+02 -1.44105592e+02
  4.93990118e-01  1.54454044e+02 -1.44593765e+02 -1.13975096e-02
  1.53972699e+02 -1.44112029e+02  5.17714075e-01  1.54459088e+02
 -1.44633786e+02 -1.14466157e-02  1.53950237e+02 -1.44083066e+02
  4.96917752e-01  1.54454824e+02 -1.44621032e+02 -1.33805752e-02
  1.53958516e+02 -1.44117289e+02  5.13947148e-01  1.54456848e+02
 -1.44606456e+02 -1.52773146e-02  1.53958563e+02 -1.44097792e+02
  4.92863103e-01  1.54441023e+02]
Niter:  1 row:  58 ngroup:  26 nlines:  6484 gd:  6037
[ 1.22127502e-10 -1.03177195e-05 -2.82865465e-01  1.61504747e+04
 -1.44556657e+02  9.31597774e-03  1.53976526e+02 -1.44090688e+02
  4.99882344e-01  1.54469800e+02 -1.44594353e+02  1.10337719e-02
  1.53963900e+02 -1.44071150e+02  4.92558064e-01  1.54451267e+02
 -1.44576264e+02  6.35503376e-03  1.53974631e+02 -1.44092432e+02
  5.01665609e-01  1.54467793e+02 -1.44588537e+02  7.61832505e-03
  1.53968394e+02 -1.44110238e+02  4.96270313e-01  1.54449817e+02
 -1.44580828e+02  1.74488419e-02  1.53974392e+02 -1.44077348e+02
  5.04131822e-01  1.54454317e+02 -1.44585907e+02  1.59025596e-02
  1.53960375e+02 -1.44085958e+02  5.04530703e-01  1.54460484e+02
 -1.44595776e+02 -9.60623741e-03  1.53955635e+02 -1.44136226e+02
  4.94400118e-01  1.54455456e+02 -1.44566799e+02  1.83695138e-03
  1.53973423e+02 -1.44084269e+02  5.00885344e-01  1.54473964e+02
 -1.44611294e+02  1.09365732e-02  1.53957375e+02 -1.44105592e+02
  4.93990118e-01  1.54454044e+02 -1.44593765e+02 -1.13975096e-02
  1.53972699e+02 -1.44112029e+02  5.17714075e-01  1.54459088e+02
 -1.44633786e+02 -1.14466157e-02  1.53950237e+02 -1.44083066e+02
  4.96917752e-01  1.54454824e+02 -1.44621032e+02 -1.33805752e-02
  1.53958516e+02 -1.44117289e+02  5.13947148e-01  1.54456848e+02
 -1.44606456e+02 -1.52773146e-02  1.53958563e+02 -1.44097792e+02
  4.92863103e-01  1.54441023e+02]
res:  6037 -7.360758718277793e-05 0.014566672798537184 0.023455107698944
[ 1.22127514e-10 -1.03177206e-05 -2.82865437e-01  1.61504731e+04
 -1.44570680e+02 -4.74291880e-03  1.53971979e+02 -1.44088514e+02
  5.06588097e-01  1.54467705e+02 -1.44596768e+02 -2.20520201e-02
  1.53958716e+02 -1.44086197e+02  4.76875220e-01  1.54444077e+02
 -1.44584127e+02 -1.03403889e-02  1.53971839e+02 -1.44098109e+02
  4.99435648e-01  1.54467881e+02 -1.44590475e+02  4.39140628e-03
  1.53964108e+02 -1.44131222e+02  4.88849432e-01  1.54443856e+02
 -1.44590040e+02  2.93736635e-03  1.53968879e+02 -1.44078718e+02
  4.87164407e-01  1.54446662e+02 -1.44589287e+02  9.14394837e-03
  1.53957586e+02 -1.44076694e+02  4.81553061e-01  1.54459507e+02
 -1.44604685e+02 -2.76385206e-02  1.53948928e+02 -1.44129407e+02
  4.82350349e-01  1.54447336e+02 -1.44593233e+02 -1.57922705e-02
  1.53970853e+02 -1.44085640e+02  4.85637247e-01  1.54464145e+02
 -1.44608581e+02 -1.11647665e-03  1.53946910e+02 -1.44091245e+02
  4.85214836e-01  1.54448032e+02 -1.44596899e+02 -1.68185660e-02
  1.53959875e+02 -1.44118674e+02  4.81094904e-01  1.54453586e+02
 -1.44642484e+02 -2.96889410e-02  1.53937024e+02 -1.44114109e+02
  4.70580437e-01  1.54445277e+02 -1.44620504e+02 -2.80082206e-02
  1.53956314e+02 -1.44117358e+02  4.97703759e-01  1.54447988e+02
 -1.44612887e+02 -2.49304216e-02  1.53953020e+02 -1.44102862e+02
  4.72819132e-01  1.54424385e+02]
Niter:  2 row:  58 ngroup:  26 nlines:  6484 gd:  6044
[ 1.22127514e-10 -1.03177206e-05 -2.82865437e-01  1.61504731e+04
 -1.44570680e+02 -4.74291880e-03  1.53971979e+02 -1.44088514e+02
  5.06588097e-01  1.54467705e+02 -1.44596768e+02 -2.20520201e-02
  1.53958716e+02 -1.44086197e+02  4.76875220e-01  1.54444077e+02
 -1.44584127e+02 -1.03403889e-02  1.53971839e+02 -1.44098109e+02
  4.99435648e-01  1.54467881e+02 -1.44590475e+02  4.39140628e-03
  1.53964108e+02 -1.44131222e+02  4.88849432e-01  1.54443856e+02
 -1.44590040e+02  2.93736635e-03  1.53968879e+02 -1.44078718e+02
  4.87164407e-01  1.54446662e+02 -1.44589287e+02  9.14394837e-03
  1.53957586e+02 -1.44076694e+02  4.81553061e-01  1.54459507e+02
 -1.44604685e+02 -2.76385206e-02  1.53948928e+02 -1.44129407e+02
  4.82350349e-01  1.54447336e+02 -1.44593233e+02 -1.57922705e-02
  1.53970853e+02 -1.44085640e+02  4.85637247e-01  1.54464145e+02
 -1.44608581e+02 -1.11647665e-03  1.53946910e+02 -1.44091245e+02
  4.85214836e-01  1.54448032e+02 -1.44596899e+02 -1.68185660e-02
  1.53959875e+02 -1.44118674e+02  4.81094904e-01  1.54453586e+02
 -1.44642484e+02 -2.96889410e-02  1.53937024e+02 -1.44114109e+02
  4.70580437e-01  1.54445277e+02 -1.44620504e+02 -2.80082206e-02
  1.53956314e+02 -1.44117358e+02  4.97703759e-01  1.54447988e+02
 -1.44612887e+02 -2.49304216e-02  1.53953020e+02 -1.44102862e+02
  4.72819132e-01  1.54424385e+02]
res:  6044 -6.322064291452989e-05 0.014597965784560074 0.023517362979448123
[ 1.22127526e-10 -1.03177216e-05 -2.82865409e-01  1.61504715e+04
 -1.44582963e+02 -1.04321890e-02  1.53968982e+02 -1.44090567e+02
  5.00889529e-01  1.54462953e+02 -1.44598927e+02 -2.77392592e-02
  1.53955854e+02 -1.44093212e+02  4.67832874e-01  1.54439318e+02
 -1.44591116e+02 -1.92413153e-02  1.53967079e+02 -1.44105085e+02
  4.96746384e-01  1.54463121e+02 -1.44592954e+02 -1.29723546e-03
  1.53959348e+02 -1.44142927e+02  4.83131752e-01  1.54439099e+02
 -1.44597032e+02 -5.80826480e-03  1.53964116e+02 -1.44080452e+02
  4.78391286e-01  1.54441892e+02 -1.44596311e+02  3.44838098e-03
  1.53952824e+02 -1.44078818e+02  4.75865529e-01  1.54454742e+02
 -1.44611689e+02 -3.65777791e-02  1.53944164e+02 -1.44136425e+02
  4.76645032e-01  1.54442580e+02 -1.44600208e+02 -2.15021634e-02
  1.53966093e+02 -1.44087404e+02  4.76849811e-01  1.54459392e+02
 -1.44615595e+02 -6.81273962e-03  1.53942154e+02 -1.44098267e+02
  4.79508469e-01  1.54443280e+02 -1.44599190e+02 -2.25180483e-02
  1.53955113e+02 -1.44125668e+02  4.68569947e-01  1.54448827e+02
 -1.44649467e+02 -3.53847216e-02  1.53932265e+02 -1.44121105e+02
  4.58812744e-01  1.54440517e+02 -1.44627477e+02 -3.37262990e-02
  1.53955216e+02 -1.44124368e+02  4.88831526e-01  1.54443238e+02
 -1.44619853e+02 -3.06297999e-02  1.53948262e+02 -1.44109842e+02
  4.60580232e-01  1.54415808e+02]
Niter:  3 row:  58 ngroup:  26 nlines:  6484 gd:  6045
[ 1.22127526e-10 -1.03177216e-05 -2.82865409e-01  1.61504715e+04
 -1.44582963e+02 -1.04321890e-02  1.53968982e+02 -1.44090567e+02
  5.00889529e-01  1.54462953e+02 -1.44598927e+02 -2.77392592e-02
  1.53955854e+02 -1.44093212e+02  4.67832874e-01  1.54439318e+02
 -1.44591116e+02 -1.92413153e-02  1.53967079e+02 -1.44105085e+02
  4.96746384e-01  1.54463121e+02 -1.44592954e+02 -1.29723546e-03
  1.53959348e+02 -1.44142927e+02  4.83131752e-01  1.54439099e+02
 -1.44597032e+02 -5.80826480e-03  1.53964116e+02 -1.44080452e+02
  4.78391286e-01  1.54441892e+02 -1.44596311e+02  3.44838098e-03
  1.53952824e+02 -1.44078818e+02  4.75865529e-01  1.54454742e+02
 -1.44611689e+02 -3.65777791e-02  1.53944164e+02 -1.44136425e+02
  4.76645032e-01  1.54442580e+02 -1.44600208e+02 -2.15021634e-02
  1.53966093e+02 -1.44087404e+02  4.76849811e-01  1.54459392e+02
 -1.44615595e+02 -6.81273962e-03  1.53942154e+02 -1.44098267e+02
  4.79508469e-01  1.54443280e+02 -1.44599190e+02 -2.25180483e-02
  1.53955113e+02 -1.44125668e+02  4.68569947e-01  1.54448827e+02
 -1.44649467e+02 -3.53847216e-02  1.53932265e+02 -1.44121105e+02
  4.58812744e-01  1.54440517e+02 -1.44627477e+02 -3.37262990e-02
  1.53955216e+02 -1.44124368e+02  4.88831526e-01  1.54443238e+02
 -1.44619853e+02 -3.06297999e-02  1.53948262e+02 -1.44109842e+02
  4.60580232e-01  1.54415808e+02]
res:  6045 -0.00018827838994184276 0.01477233264449751 0.02351422839364686
[ 1.21958036e-10 -1.03181412e-05 -2.82861416e-01  1.61504731e+04
 -1.44618512e+02 -4.45637144e-03  1.53987857e+02 -1.44120127e+02
  5.06581264e-01  1.54481807e+02 -1.44627429e+02 -2.17088568e-02
  1.53974797e+02 -1.44122709e+02  4.73746433e-01  1.54458205e+02
 -1.44619994e+02 -1.70645268e-02  1.53985999e+02 -1.44133656e+02
  5.02283441e-01  1.54482047e+02 -1.44622771e+02  4.49121860e-03
  1.53980427e+02 -1.44171486e+02  4.88356828e-01  1.54458016e+02
 -1.44626031e+02 -7.07990567e-04  1.53983088e+02 -1.44110180e+02
  4.84233032e-01  1.54460923e+02 -1.44626107e+02  9.33849138e-03
  1.53971777e+02 -1.44109099e+02  4.81921616e-01  1.54473696e+02
 -1.44640988e+02 -3.11145878e-02  1.53963133e+02 -1.44166197e+02
  4.82300790e-01  1.54461479e+02 -1.44628821e+02 -1.60791699e-02
  1.53985012e+02 -1.44116556e+02  4.82257106e-01  1.54478212e+02
 -1.44645115e+02 -1.06111436e-03  1.53961063e+02 -1.44127995e+02
  4.84958209e-01  1.54462076e+02 -1.44628524e+02 -1.67843396e-02
  1.53974069e+02 -1.44154777e+02  4.74638101e-01  1.54467806e+02
 -1.44678243e+02 -2.97162544e-02  1.53951151e+02 -1.44150176e+02
  4.64170584e-01  1.54459427e+02 -1.44655986e+02 -2.85411623e-02
  1.53974157e+02 -1.44153759e+02  4.94248277e-01  1.54462110e+02
 -1.44648205e+02 -2.50045773e-02  1.53967145e+02 -1.44138706e+02
  4.66176036e-01  1.54434700e+02]
Niter:  4 row:  58 ngroup:  26 nlines:  6484 gd:  6055
[ 1.21958036e-10 -1.03181412e-05 -2.82861416e-01  1.61504731e+04
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  5.02283441e-01  1.54482047e+02 -1.44622771e+02  4.49121860e-03
  1.53980427e+02 -1.44171486e+02  4.88356828e-01  1.54458016e+02
 -1.44626031e+02 -7.07990567e-04  1.53983088e+02 -1.44110180e+02
  4.84233032e-01  1.54460923e+02 -1.44626107e+02  9.33849138e-03
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  4.84958209e-01  1.54462076e+02 -1.44628524e+02 -1.67843396e-02
  1.53974069e+02 -1.44154777e+02  4.74638101e-01  1.54467806e+02
 -1.44678243e+02 -2.97162544e-02  1.53951151e+02 -1.44150176e+02
  4.64170584e-01  1.54459427e+02 -1.44655986e+02 -2.85411623e-02
  1.53974157e+02 -1.44153759e+02  4.94248277e-01  1.54462110e+02
 -1.44648205e+02 -2.50045773e-02  1.53967145e+02 -1.44138706e+02
  4.66176036e-01  1.54434700e+02]
res:  6055 -8.542651630705222e-05 0.014784498556764447 0.02363159410777019
[ 1.21958024e-10 -1.03181402e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
Niter:  5 row:  58 ngroup:  26 nlines:  6484 gd:  6058
[ 1.21958024e-10 -1.03181402e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
res:  6058 -6.715378458466148e-05 0.01479966644092201 0.023670821582065193
[ 1.21950966e-10 -1.03181402e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
Niter:  6 row:  58 ngroup:  26 nlines:  6484 gd:  6058
[ 1.21950966e-10 -1.03181402e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
res:  6058 -0.00011939874548261287 0.014780666005208332 0.023670811786919477
[ 1.21951928e-10 -1.03181301e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
Saving figure to  wave_resid_43670005_fiber58.png
Final values:
res:  -0.00011939874548261287 0.023670811786919477
pars:  [ 1.21951928e-10 -1.03181301e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
58 [ 1.21951928e-10 -1.03181301e-05 -2.82861445e-01  1.61504747e+04
 -1.44604041e+02  1.04467172e-03  1.53992310e+02 -1.44111398e+02
  5.12094447e-01  1.54486266e+02 -1.44618876e+02 -1.62260294e-02
  1.53979246e+02 -1.44114015e+02  4.79246995e-01  1.54462658e+02
 -1.44616211e+02 -1.12057508e-02  1.53990448e+02 -1.44125041e+02
  5.07818845e-01  1.54486503e+02 -1.44614070e+02  1.00026372e-02
  1.53986617e+02 -1.44162845e+02  4.96888691e-01  1.54464253e+02
 -1.44617369e+02  4.86784611e-03  1.53987542e+02 -1.44101340e+02
  4.92992859e-01  1.54465380e+02 -1.44617321e+02  1.78745533e-02
  1.53976223e+02 -1.44100225e+02  4.87411473e-01  1.54478146e+02
 -1.44632261e+02 -2.55839900e-02  1.53969530e+02 -1.44157283e+02
  4.87815946e-01  1.54465937e+02 -1.44620175e+02 -1.69095543e-02
  1.53989456e+02 -1.44112954e+02  4.87805388e-01  1.54484544e+02
 -1.44641543e+02  4.46024945e-03  1.53965512e+02 -1.44119248e+02
  4.90489669e-01  1.54466523e+02 -1.44619821e+02 -1.12604794e-02
  1.53978514e+02 -1.44151431e+02  4.76457057e-01  1.54472255e+02
 -1.44669576e+02 -2.42013165e-02  1.53955601e+02 -1.44141473e+02
  4.69713467e-01  1.54463886e+02 -1.44647407e+02 -2.29809389e-02
  1.53980557e+02 -1.44145079e+02  4.99789345e-01  1.54466545e+02
 -1.44639645e+02 -1.94804804e-02  1.53971596e+02 -1.44129903e+02
  4.71695930e-01  1.54439147e+02]
--- Row 60/300 row=59 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  59
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=59 ---
Niter:  0 row:  59 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 -0.0005596462688117754 0.015947664159284614 0.0392793960516613
[ 1.21741765e-10 -1.03180392e-05 -2.82855528e-01  1.61504346e+04
 -1.44631515e+02  3.78771446e-13  1.54033382e+02]
Niter:  1 row:  59 ngroup:  1 nlines:  254 gd:  231
[ 1.21741765e-10 -1.03180392e-05 -2.82855528e-01  1.61504346e+04
 -1.44631515e+02  3.78771446e-13  1.54033382e+02]
res:  231 -0.0011464670460554771 0.016021406461732113 0.024799322501505978
[ 1.21310708e-10 -1.03169887e-05 -2.82848225e-01  1.61504290e+04
 -1.44678153e+02 -1.82827444e-11  1.54054470e+02]
Niter:  2 row:  59 ngroup:  1 nlines:  254 gd:  233
[ 1.21310708e-10 -1.03169887e-05 -2.82848225e-01  1.61504290e+04
 -1.44678153e+02 -1.82827444e-11  1.54054470e+02]
res:  233 -0.0015355467248809873 0.01622879919159459 0.02538528568858121
[ 1.21203249e-10 -1.03168149e-05 -2.82846059e-01  1.61504280e+04
 -1.44693019e+02 -6.97559601e-11  1.54062667e+02]
Niter:  3 row:  59 ngroup:  1 nlines:  254 gd:  232
[ 1.21203249e-10 -1.03168149e-05 -2.82846059e-01  1.61504280e+04
 -1.44693019e+02 -6.97559601e-11  1.54062667e+02]
res:  232 -0.0014772435251870775 0.015955536496221612 0.025009110445439256
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
Niter:  4 row:  59 ngroup:  1 nlines:  254 gd:  232
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
res:  232 -0.0014772435251870775 0.015955536496221612 0.025009110445439256
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
Niter:  5 row:  59 ngroup:  1 nlines:  254 gd:  232
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
res:  232 -0.0014772435251870775 0.015955536496221612 0.025009110445439256
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
Niter:  6 row:  59 ngroup:  1 nlines:  254 gd:  232
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
res:  232 -0.0014772435251870775 0.015955536496221612 0.025009110445439256
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
Final values:
res:  -0.0014772435251870775 0.025009110445439256
pars:  [ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
59 [ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02]
elapsed: 3.0 sec.
Niter:  0 row:  59 ngroup:  26 nlines:  6484 gd:  6484
[ 1.21184956e-10 -1.03167784e-05 -2.82845885e-01  1.61504269e+04
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 -6.27653166e-11  1.54060397e+02 -1.44697571e+02 -6.27653166e-11
  1.54060397e+02 -1.44697571e+02 -6.27653166e-11  1.54060397e+02
 -1.44697571e+02 -6.27653166e-11  1.54060397e+02 -1.44697571e+02
 -6.27653166e-11  1.54060397e+02]
res:  6484 0.0009243750682799146 0.014854192961138324 0.033961393992623046
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 -1.44725410e+02 -2.46177449e-02  1.54059849e+02 -1.44259877e+02
  4.63306468e-01  1.54550042e+02]
Niter:  1 row:  59 ngroup:  26 nlines:  6484 gd:  5964
[ 1.21184944e-10 -1.03167794e-05 -2.82845913e-01  1.61504285e+04
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  1.54076330e+02 -1.44257770e+02  4.75042226e-01  1.54561228e+02
 -1.44725410e+02 -2.46177449e-02  1.54059849e+02 -1.44259877e+02
  4.63306468e-01  1.54550042e+02]
res:  5964 -0.0002558647629484767 0.014629192613028863 0.023838610968321527
[ 1.21184932e-10 -1.03167804e-05 -2.82845942e-01  1.61504301e+04
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  4.66699601e-01  1.54551896e+02]
Niter:  2 row:  59 ngroup:  26 nlines:  6484 gd:  5952
[ 1.21184932e-10 -1.03167804e-05 -2.82845942e-01  1.61504301e+04
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 -1.44709778e+02 -9.32894631e-03  1.54059411e+02 -1.44236574e+02
  4.66699601e-01  1.54551896e+02]
res:  5952 -9.577123546478106e-05 0.01471260267226171 0.02363845033137939
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Niter:  3 row:  59 ngroup:  26 nlines:  6484 gd:  5950
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 -1.44692017e+02  2.63481662e-03  1.54062103e+02 -1.44229585e+02
  4.75839157e-01  1.54556619e+02]
res:  5950 0.00029982353498780867 0.014591594252124196 0.023575882266836247
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Niter:  4 row:  59 ngroup:  26 nlines:  6484 gd:  5943
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 -1.44692017e+02  2.63481662e-03  1.54062103e+02 -1.44229585e+02
  4.75839157e-01  1.54556619e+02]
res:  5943 -0.00022525838903675321 0.014550983215485758 0.023453420392531607
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 -1.44714540e+02 -1.43232682e-02  1.54070731e+02 -1.44211971e+02
  4.69243476e-01  1.54567447e+02 -1.44676361e+02  2.73551084e-02
  1.54099045e+02 -1.44195680e+02  5.13282984e-01  1.54583529e+02
 -1.44664729e+02  5.98104670e-03  1.54072209e+02 -1.44205984e+02
  4.95155540e-01  1.54572609e+02 -1.44699846e+02  2.54837684e-02
  1.54079706e+02 -1.44164329e+02  5.11661110e-01  1.54582476e+02
 -1.44722723e+02 -8.88258979e-03  1.54069583e+02 -1.44219933e+02
  4.78817181e-01  1.54561306e+02 -1.44714911e+02  1.12666245e-02
  1.54083557e+02 -1.44228576e+02  4.86755380e-01  1.54568193e+02
 -1.44680634e+02  1.15121711e-02  1.54067130e+02 -1.44218245e+02
  4.81526732e-01  1.54557380e+02]
Niter:  5 row:  59 ngroup:  26 nlines:  6484 gd:  5940
[ 1.21086882e-10 -1.03167825e-05 -2.82845998e-01  1.61504333e+04
 -1.44670438e+02  2.63455784e-02  1.54077316e+02 -1.44179428e+02
  5.21437199e-01  1.54579529e+02 -1.44680275e+02 -1.45587132e-03
  1.54073543e+02 -1.44187115e+02  5.17768533e-01  1.54573207e+02
 -1.44679784e+02  6.39882555e-03  1.54101282e+02 -1.44193841e+02
  4.93369189e-01  1.54583937e+02 -1.44683243e+02  2.33750267e-02
  1.54081811e+02 -1.44203173e+02  5.04793525e-01  1.54555390e+02
 -1.44685068e+02 -9.55174986e-04  1.54085778e+02 -1.44182337e+02
  5.02099359e-01  1.54591185e+02 -1.44697608e+02  4.60060479e-02
  1.54082924e+02 -1.44187208e+02  5.11659749e-01  1.54572624e+02
 -1.44714540e+02 -1.43232682e-02  1.54070731e+02 -1.44211971e+02
  4.69243476e-01  1.54567447e+02 -1.44676361e+02  2.73551084e-02
  1.54099045e+02 -1.44195680e+02  5.13282984e-01  1.54583529e+02
 -1.44664729e+02  5.98104670e-03  1.54072209e+02 -1.44205984e+02
  4.95155540e-01  1.54572609e+02 -1.44699846e+02  2.54837684e-02
  1.54079706e+02 -1.44164329e+02  5.11661110e-01  1.54582476e+02
 -1.44722723e+02 -8.88258979e-03  1.54069583e+02 -1.44219933e+02
  4.78817181e-01  1.54561306e+02 -1.44714911e+02  1.12666245e-02
  1.54083557e+02 -1.44228576e+02  4.86755380e-01  1.54568193e+02
 -1.44680634e+02  1.15121711e-02  1.54067130e+02 -1.44218245e+02
  4.81526732e-01  1.54557380e+02]
res:  5940 0.0001240569745277753 0.014466601550338964 0.02339397030116545
[ 1.21012565e-10 -1.03167825e-05 -2.82845998e-01  1.61504333e+04
 -1.44670438e+02  2.63455784e-02  1.54077316e+02 -1.44179428e+02
  5.21437199e-01  1.54579529e+02 -1.44680275e+02 -1.45587132e-03
  1.54073543e+02 -1.44187115e+02  5.17768533e-01  1.54573207e+02
 -1.44679784e+02  6.39882555e-03  1.54101282e+02 -1.44193841e+02
  4.93369189e-01  1.54583937e+02 -1.44683243e+02  2.33750267e-02
  1.54081811e+02 -1.44203173e+02  5.04793525e-01  1.54555390e+02
 -1.44685068e+02 -9.55174986e-04  1.54085778e+02 -1.44182337e+02
  5.02099359e-01  1.54591185e+02 -1.44697608e+02  4.60060479e-02
  1.54082924e+02 -1.44187208e+02  5.11659749e-01  1.54572624e+02
 -1.44714540e+02 -1.43232682e-02  1.54070731e+02 -1.44211971e+02
  4.69243476e-01  1.54567447e+02 -1.44676361e+02  2.73551084e-02
  1.54099045e+02 -1.44195680e+02  5.13282984e-01  1.54583529e+02
 -1.44664729e+02  5.98104670e-03  1.54072209e+02 -1.44205984e+02
  4.95155540e-01  1.54572609e+02 -1.44699846e+02  2.54837684e-02
  1.54079706e+02 -1.44164329e+02  5.11661110e-01  1.54582476e+02
 -1.44722723e+02 -8.88258979e-03  1.54069583e+02 -1.44219933e+02
  4.78817181e-01  1.54561306e+02 -1.44714911e+02  1.12666245e-02
  1.54083557e+02 -1.44228576e+02  4.86755380e-01  1.54568193e+02
 -1.44680634e+02  1.15121711e-02  1.54067130e+02 -1.44218245e+02
  4.81526732e-01  1.54557380e+02]
Niter:  6 row:  59 ngroup:  26 nlines:  6484 gd:  5938
[ 1.21012565e-10 -1.03167825e-05 -2.82845998e-01  1.61504333e+04
 -1.44670438e+02  2.63455784e-02  1.54077316e+02 -1.44179428e+02
  5.21437199e-01  1.54579529e+02 -1.44680275e+02 -1.45587132e-03
  1.54073543e+02 -1.44187115e+02  5.17768533e-01  1.54573207e+02
 -1.44679784e+02  6.39882555e-03  1.54101282e+02 -1.44193841e+02
  4.93369189e-01  1.54583937e+02 -1.44683243e+02  2.33750267e-02
  1.54081811e+02 -1.44203173e+02  5.04793525e-01  1.54555390e+02
 -1.44685068e+02 -9.55174986e-04  1.54085778e+02 -1.44182337e+02
  5.02099359e-01  1.54591185e+02 -1.44697608e+02  4.60060479e-02
  1.54082924e+02 -1.44187208e+02  5.11659749e-01  1.54572624e+02
 -1.44714540e+02 -1.43232682e-02  1.54070731e+02 -1.44211971e+02
  4.69243476e-01  1.54567447e+02 -1.44676361e+02  2.73551084e-02
  1.54099045e+02 -1.44195680e+02  5.13282984e-01  1.54583529e+02
 -1.44664729e+02  5.98104670e-03  1.54072209e+02 -1.44205984e+02
  4.95155540e-01  1.54572609e+02 -1.44699846e+02  2.54837684e-02
  1.54079706e+02 -1.44164329e+02  5.11661110e-01  1.54582476e+02
 -1.44722723e+02 -8.88258979e-03  1.54069583e+02 -1.44219933e+02
  4.78817181e-01  1.54561306e+02 -1.44714911e+02  1.12666245e-02
  1.54083557e+02 -1.44228576e+02  4.86755380e-01  1.54568193e+02
 -1.44680634e+02  1.15121711e-02  1.54067130e+02 -1.44218245e+02
  4.81526732e-01  1.54557380e+02]
res:  5938 4.416338106238982e-05 0.014443176904023858 0.02334467856170378
[ 1.21004426e-10 -1.03170213e-05 -2.82845957e-01  1.61504317e+04
 -1.44683892e+02  1.98363903e-02  1.54068694e+02 -1.44193395e+02
  5.14986002e-01  1.54570893e+02 -1.44693875e+02 -7.94816128e-03
  1.54064904e+02 -1.44200765e+02  5.11409441e-01  1.54564613e+02
 -1.44693283e+02 -1.12368086e-04  1.54092695e+02 -1.44207529e+02
  4.86848456e-01  1.54575300e+02 -1.44696968e+02  1.69027922e-02
  1.54073117e+02 -1.44216804e+02  4.98304235e-01  1.54546827e+02
 -1.44698952e+02 -7.44004017e-03  1.54077146e+02 -1.44196138e+02
  4.95588944e-01  1.54582543e+02 -1.44711113e+02  3.95128792e-02
  1.54074376e+02 -1.44201061e+02  5.05022541e-01  1.54563980e+02
 -1.44728452e+02 -2.08084299e-02  1.54062150e+02 -1.44225517e+02
  4.62749874e-01  1.54558926e+02 -1.44690009e+02  2.09075259e-02
  1.54090427e+02 -1.44209147e+02  5.06783655e-01  1.54574991e+02
 -1.44678561e+02 -5.20679744e-04  1.54063635e+02 -1.44219572e+02
  4.88657021e-01  1.54563955e+02 -1.44713256e+02  1.90265324e-02
  1.54071099e+02 -1.44177993e+02  5.05176805e-01  1.54573955e+02
 -1.44736365e+02 -1.53353521e-02  1.54060974e+02 -1.44233447e+02
  4.72309681e-01  1.54552787e+02 -1.44728531e+02  4.80762362e-03
  1.54074945e+02 -1.44242188e+02  4.80213918e-01  1.54559534e+02
 -1.44694546e+02  5.04691331e-03  1.54058672e+02 -1.44232118e+02
  4.75017089e-01  1.54548805e+02]
Saving figure to  wave_resid_43670005_fiber59.png
Final values:
res:  4.416338106238982e-05 0.02334467856170378
pars:  [ 1.21004426e-10 -1.03170213e-05 -2.82845957e-01  1.61504317e+04
 -1.44683892e+02  1.98363903e-02  1.54068694e+02 -1.44193395e+02
  5.14986002e-01  1.54570893e+02 -1.44693875e+02 -7.94816128e-03
  1.54064904e+02 -1.44200765e+02  5.11409441e-01  1.54564613e+02
 -1.44693283e+02 -1.12368086e-04  1.54092695e+02 -1.44207529e+02
  4.86848456e-01  1.54575300e+02 -1.44696968e+02  1.69027922e-02
  1.54073117e+02 -1.44216804e+02  4.98304235e-01  1.54546827e+02
 -1.44698952e+02 -7.44004017e-03  1.54077146e+02 -1.44196138e+02
  4.95588944e-01  1.54582543e+02 -1.44711113e+02  3.95128792e-02
  1.54074376e+02 -1.44201061e+02  5.05022541e-01  1.54563980e+02
 -1.44728452e+02 -2.08084299e-02  1.54062150e+02 -1.44225517e+02
  4.62749874e-01  1.54558926e+02 -1.44690009e+02  2.09075259e-02
  1.54090427e+02 -1.44209147e+02  5.06783655e-01  1.54574991e+02
 -1.44678561e+02 -5.20679744e-04  1.54063635e+02 -1.44219572e+02
  4.88657021e-01  1.54563955e+02 -1.44713256e+02  1.90265324e-02
  1.54071099e+02 -1.44177993e+02  5.05176805e-01  1.54573955e+02
 -1.44736365e+02 -1.53353521e-02  1.54060974e+02 -1.44233447e+02
  4.72309681e-01  1.54552787e+02 -1.44728531e+02  4.80762362e-03
  1.54074945e+02 -1.44242188e+02  4.80213918e-01  1.54559534e+02
 -1.44694546e+02  5.04691331e-03  1.54058672e+02 -1.44232118e+02
  4.75017089e-01  1.54548805e+02]
59 [ 1.21004426e-10 -1.03170213e-05 -2.82845957e-01  1.61504317e+04
 -1.44683892e+02  1.98363903e-02  1.54068694e+02 -1.44193395e+02
  5.14986002e-01  1.54570893e+02 -1.44693875e+02 -7.94816128e-03
  1.54064904e+02 -1.44200765e+02  5.11409441e-01  1.54564613e+02
 -1.44693283e+02 -1.12368086e-04  1.54092695e+02 -1.44207529e+02
  4.86848456e-01  1.54575300e+02 -1.44696968e+02  1.69027922e-02
  1.54073117e+02 -1.44216804e+02  4.98304235e-01  1.54546827e+02
 -1.44698952e+02 -7.44004017e-03  1.54077146e+02 -1.44196138e+02
  4.95588944e-01  1.54582543e+02 -1.44711113e+02  3.95128792e-02
  1.54074376e+02 -1.44201061e+02  5.05022541e-01  1.54563980e+02
 -1.44728452e+02 -2.08084299e-02  1.54062150e+02 -1.44225517e+02
  4.62749874e-01  1.54558926e+02 -1.44690009e+02  2.09075259e-02
  1.54090427e+02 -1.44209147e+02  5.06783655e-01  1.54574991e+02
 -1.44678561e+02 -5.20679744e-04  1.54063635e+02 -1.44219572e+02
  4.88657021e-01  1.54563955e+02 -1.44713256e+02  1.90265324e-02
  1.54071099e+02 -1.44177993e+02  5.05176805e-01  1.54573955e+02
 -1.44736365e+02 -1.53353521e-02  1.54060974e+02 -1.44233447e+02
  4.72309681e-01  1.54552787e+02 -1.44728531e+02  4.80762362e-03
  1.54074945e+02 -1.44242188e+02  4.80213918e-01  1.54559534e+02
 -1.44694546e+02  5.04691331e-03  1.54058672e+02 -1.44232118e+02
  4.75017089e-01  1.54548805e+02]
--- Row 61/300 row=60 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  60
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=60 ---
Niter:  0 row:  60 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 -0.00203471747590811 0.012925593702675542 0.031869861130189706
[ 1.21325881e-10 -1.03197230e-05 -2.82858960e-01  1.61505652e+04
 -1.44631925e+02  2.24635603e-13  1.53979977e+02]
Niter:  1 row:  60 ngroup:  1 nlines:  241 gd:  223
[ 1.21325881e-10 -1.03197230e-05 -2.82858960e-01  1.61505652e+04
 -1.44631925e+02  2.24635603e-13  1.53979977e+02]
res:  223 -0.0017225626161234686 0.012578967616718728 0.022753361770554623
[ 1.21652191e-10 -1.03188674e-05 -2.82862388e-01  1.61505653e+04
 -1.44594121e+02  2.06175792e-10  1.53981724e+02]
Niter:  2 row:  60 ngroup:  1 nlines:  241 gd:  223
[ 1.21652191e-10 -1.03188674e-05 -2.82862388e-01  1.61505653e+04
 -1.44594121e+02  2.06175792e-10  1.53981724e+02]
res:  223 -0.0013755839045188623 0.012279722965104156 0.02268323577309042
[ 1.21889977e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
Niter:  3 row:  60 ngroup:  1 nlines:  241 gd:  222
[ 1.21889977e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
res:  222 -0.0011688026188494405 0.012527383994893171 0.02236082222137877
[ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
Niter:  4 row:  60 ngroup:  1 nlines:  241 gd:  219
[ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
res:  219 -0.0016895333137654234 0.013048409400653327 0.021430598122626734
[ 1.21925180e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
Niter:  5 row:  60 ngroup:  1 nlines:  241 gd:  223
[ 1.21925180e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
res:  223 -0.0013755840136582265 0.012279723125175224 0.022683235773127263
[ 1.21889977e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
Niter:  6 row:  60 ngroup:  1 nlines:  241 gd:  222
[ 1.21889977e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
res:  222 -0.0011688027261698153 0.012527383863925934 0.022360822219797488
[ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
Final values:
res:  -0.0011688027261698153 0.022360822219797488
pars:  [ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
60 [ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02]
elapsed: 3.0 sec.
Niter:  0 row:  60 ngroup:  26 nlines:  6357 gd:  6357
[ 1.21866791e-10 -1.03189703e-05 -2.82866037e-01  1.61505653e+04
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02 -1.44575263e+02  6.98769414e-11
  1.53964579e+02 -1.44575263e+02  6.98769414e-11  1.53964579e+02
 -1.44575263e+02  6.98769414e-11  1.53964579e+02 -1.44575263e+02
  6.98769414e-11  1.53964579e+02]
res:  6357 -6.477894203271717e-05 0.013433524254651275 0.030768198240625523
[ 1.21866804e-10 -1.03189713e-05 -2.82866008e-01  1.61505636e+04
 -1.44587158e+02 -4.76117409e-03  1.53961392e+02 -1.44089468e+02
  4.86301100e-01  1.54456826e+02 -1.44616350e+02 -1.54227731e-02
  1.53948259e+02 -1.44124105e+02  4.76586741e-01  1.54446044e+02
 -1.44617779e+02 -1.23883544e-02  1.53963340e+02 -1.44096640e+02
  4.95317747e-01  1.54468392e+02 -1.44570851e+02  4.77860237e-03
  1.53949338e+02 -1.44116200e+02  4.82107707e-01  1.54445311e+02
 -1.44604131e+02  8.72038811e-03  1.53953949e+02 -1.44106523e+02
  4.84995113e-01  1.54452273e+02 -1.44603457e+02 -1.64434937e-02
  1.53958696e+02 -1.44108521e+02  4.83327674e-01  1.54452331e+02
 -1.44605067e+02 -2.20112199e-02  1.53949028e+02 -1.44085791e+02
  4.79547270e-01  1.54444559e+02 -1.44587865e+02 -1.64289719e-02
  1.53961730e+02 -1.44125310e+02  5.01505762e-01  1.54460751e+02
 -1.44631292e+02 -4.25880574e-03  1.53939646e+02 -1.44099998e+02
  4.81766666e-01  1.54460485e+02 -1.44604398e+02 -1.03365284e-04
  1.53959915e+02 -1.44087127e+02  4.71443629e-01  1.54450946e+02
 -1.44640334e+02 -6.70311431e-02  1.53948533e+02 -1.44118183e+02
  4.78787082e-01  1.54439824e+02 -1.44604057e+02 -2.71328771e-02
  1.53946388e+02 -1.44116491e+02  4.69163092e-01  1.54446077e+02
 -1.44643077e+02 -3.27049692e-02  1.53949209e+02 -1.44125426e+02
  4.67756927e-01  1.54428013e+02]
Niter:  1 row:  60 ngroup:  26 nlines:  6357 gd:  5896
[ 1.21866804e-10 -1.03189713e-05 -2.82866008e-01  1.61505636e+04
 -1.44587158e+02 -4.76117409e-03  1.53961392e+02 -1.44089468e+02
  4.86301100e-01  1.54456826e+02 -1.44616350e+02 -1.54227731e-02
  1.53948259e+02 -1.44124105e+02  4.76586741e-01  1.54446044e+02
 -1.44617779e+02 -1.23883544e-02  1.53963340e+02 -1.44096640e+02
  4.95317747e-01  1.54468392e+02 -1.44570851e+02  4.77860237e-03
  1.53949338e+02 -1.44116200e+02  4.82107707e-01  1.54445311e+02
 -1.44604131e+02  8.72038811e-03  1.53953949e+02 -1.44106523e+02
  4.84995113e-01  1.54452273e+02 -1.44603457e+02 -1.64434937e-02
  1.53958696e+02 -1.44108521e+02  4.83327674e-01  1.54452331e+02
 -1.44605067e+02 -2.20112199e-02  1.53949028e+02 -1.44085791e+02
  4.79547270e-01  1.54444559e+02 -1.44587865e+02 -1.64289719e-02
  1.53961730e+02 -1.44125310e+02  5.01505762e-01  1.54460751e+02
 -1.44631292e+02 -4.25880574e-03  1.53939646e+02 -1.44099998e+02
  4.81766666e-01  1.54460485e+02 -1.44604398e+02 -1.03365284e-04
  1.53959915e+02 -1.44087127e+02  4.71443629e-01  1.54450946e+02
 -1.44640334e+02 -6.70311431e-02  1.53948533e+02 -1.44118183e+02
  4.78787082e-01  1.54439824e+02 -1.44604057e+02 -2.71328771e-02
  1.53946388e+02 -1.44116491e+02  4.69163092e-01  1.54446077e+02
 -1.44643077e+02 -3.27049692e-02  1.53949209e+02 -1.44125426e+02
  4.67756927e-01  1.54428013e+02]
res:  5896 -0.0009214643396262545 0.013302558150826371 0.021877076824114383
[ 1.21866816e-10 -1.03189723e-05 -2.82865980e-01  1.61505620e+04
 -1.44593070e+02 -1.13919746e-02  1.53954136e+02 -1.44099627e+02
  4.78026116e-01  1.54451738e+02 -1.44621248e+02 -3.62223232e-02
  1.53946936e+02 -1.44133279e+02  4.66571841e-01  1.54441065e+02
 -1.44613091e+02 -3.62894269e-02  1.53951387e+02 -1.44101533e+02
  4.78474268e-01  1.54459735e+02 -1.44587112e+02 -1.47527183e-02
  1.53947995e+02 -1.44112676e+02  4.61309957e-01  1.54427215e+02
 -1.44616249e+02 -8.61539790e-03  1.53949398e+02 -1.44106365e+02
  4.78583860e-01  1.54440048e+02 -1.44611321e+02 -2.24425980e-02
  1.53955240e+02 -1.44108932e+02  4.71866687e-01  1.54446814e+02
 -1.44617790e+02 -4.01398517e-02  1.53945182e+02 -1.44112699e+02
  4.52528369e-01  1.54444020e+02 -1.44596515e+02 -3.19031585e-02
  1.53957368e+02 -1.44130632e+02  4.86701397e-01  1.54451811e+02
 -1.44632269e+02 -2.07780610e-02  1.53933131e+02 -1.44099904e+02
  4.76103211e-01  1.54449134e+02 -1.44605542e+02 -2.36350340e-02
  1.53950728e+02 -1.44095814e+02  4.73119427e-01  1.54441628e+02
 -1.44640131e+02 -7.69556387e-02  1.53941070e+02 -1.44135360e+02
  4.52614062e-01  1.54428431e+02 -1.44621521e+02 -2.28271836e-02
  1.53946753e+02 -1.44120116e+02  4.49106538e-01  1.54435205e+02
 -1.44648388e+02 -5.15049895e-02  1.53939410e+02 -1.44130830e+02
  4.47001755e-01  1.54423865e+02]
Niter:  2 row:  60 ngroup:  26 nlines:  6357 gd:  5877
[ 1.21866816e-10 -1.03189723e-05 -2.82865980e-01  1.61505620e+04
 -1.44593070e+02 -1.13919746e-02  1.53954136e+02 -1.44099627e+02
  4.78026116e-01  1.54451738e+02 -1.44621248e+02 -3.62223232e-02
  1.53946936e+02 -1.44133279e+02  4.66571841e-01  1.54441065e+02
 -1.44613091e+02 -3.62894269e-02  1.53951387e+02 -1.44101533e+02
  4.78474268e-01  1.54459735e+02 -1.44587112e+02 -1.47527183e-02
  1.53947995e+02 -1.44112676e+02  4.61309957e-01  1.54427215e+02
 -1.44616249e+02 -8.61539790e-03  1.53949398e+02 -1.44106365e+02
  4.78583860e-01  1.54440048e+02 -1.44611321e+02 -2.24425980e-02
  1.53955240e+02 -1.44108932e+02  4.71866687e-01  1.54446814e+02
 -1.44617790e+02 -4.01398517e-02  1.53945182e+02 -1.44112699e+02
  4.52528369e-01  1.54444020e+02 -1.44596515e+02 -3.19031585e-02
  1.53957368e+02 -1.44130632e+02  4.86701397e-01  1.54451811e+02
 -1.44632269e+02 -2.07780610e-02  1.53933131e+02 -1.44099904e+02
  4.76103211e-01  1.54449134e+02 -1.44605542e+02 -2.36350340e-02
  1.53950728e+02 -1.44095814e+02  4.73119427e-01  1.54441628e+02
 -1.44640131e+02 -7.69556387e-02  1.53941070e+02 -1.44135360e+02
  4.52614062e-01  1.54428431e+02 -1.44621521e+02 -2.28271836e-02
  1.53946753e+02 -1.44120116e+02  4.49106538e-01  1.54435205e+02
 -1.44648388e+02 -5.15049895e-02  1.53939410e+02 -1.44130830e+02
  4.47001755e-01  1.54423865e+02]
res:  5877 -0.0008741086548980093 0.013374712632867158 0.021620467968845716
[ 1.21866828e-10 -1.03189734e-05 -2.82865952e-01  1.61505604e+04
 -1.44600093e+02 -2.02777729e-02  1.53949371e+02 -1.44106648e+02
  4.72320093e-01  1.54446978e+02 -1.44628240e+02 -4.51367486e-02
  1.53942179e+02 -1.44140292e+02  4.60872465e-01  1.54436224e+02
 -1.44620063e+02 -4.77836893e-02  1.53944851e+02 -1.44108550e+02
  4.69311265e-01  1.54454975e+02 -1.44594138e+02 -3.01915184e-02
  1.53943238e+02 -1.44115169e+02  4.55601032e-01  1.54422452e+02
 -1.44623274e+02 -1.75053477e-02  1.53946461e+02 -1.44113375e+02
  4.72895761e-01  1.54435285e+02 -1.44618296e+02 -2.81499923e-02
  1.53950484e+02 -1.44115947e+02  4.66156852e-01  1.54442050e+02
 -1.44624796e+02 -4.58332385e-02  1.53940421e+02 -1.44119742e+02
  4.43842474e-01  1.54441000e+02 -1.44603520e+02 -3.76089078e-02
  1.53956317e+02 -1.44132656e+02  4.77974367e-01  1.54447054e+02
 -1.44639256e+02 -2.65021488e-02  1.53930134e+02 -1.44106906e+02
  4.70403743e-01  1.54444377e+02 -1.44612528e+02 -3.26068917e-02
  1.53945961e+02 -1.44102807e+02  4.70667842e-01  1.54436872e+02
 -1.44637012e+02 -8.26645372e-02  1.53936308e+02 -1.44142351e+02
  4.44278897e-01  1.54423663e+02 -1.44628566e+02 -2.57265273e-02
  1.53941988e+02 -1.44127140e+02  4.43417271e-01  1.54430440e+02
 -1.44655409e+02 -6.28515673e-02  1.53936358e+02 -1.44137862e+02
  4.41290485e-01  1.54420943e+02]
Niter:  3 row:  60 ngroup:  26 nlines:  6357 gd:  5877
[ 1.21866828e-10 -1.03189734e-05 -2.82865952e-01  1.61505604e+04
 -1.44600093e+02 -2.02777729e-02  1.53949371e+02 -1.44106648e+02
  4.72320093e-01  1.54446978e+02 -1.44628240e+02 -4.51367486e-02
  1.53942179e+02 -1.44140292e+02  4.60872465e-01  1.54436224e+02
 -1.44620063e+02 -4.77836893e-02  1.53944851e+02 -1.44108550e+02
  4.69311265e-01  1.54454975e+02 -1.44594138e+02 -3.01915184e-02
  1.53943238e+02 -1.44115169e+02  4.55601032e-01  1.54422452e+02
 -1.44623274e+02 -1.75053477e-02  1.53946461e+02 -1.44113375e+02
  4.72895761e-01  1.54435285e+02 -1.44618296e+02 -2.81499923e-02
  1.53950484e+02 -1.44115947e+02  4.66156852e-01  1.54442050e+02
 -1.44624796e+02 -4.58332385e-02  1.53940421e+02 -1.44119742e+02
  4.43842474e-01  1.54441000e+02 -1.44603520e+02 -3.76089078e-02
  1.53956317e+02 -1.44132656e+02  4.77974367e-01  1.54447054e+02
 -1.44639256e+02 -2.65021488e-02  1.53930134e+02 -1.44106906e+02
  4.70403743e-01  1.54444377e+02 -1.44612528e+02 -3.26068917e-02
  1.53945961e+02 -1.44102807e+02  4.70667842e-01  1.54436872e+02
 -1.44637012e+02 -8.26645372e-02  1.53936308e+02 -1.44142351e+02
  4.44278897e-01  1.54423663e+02 -1.44628566e+02 -2.57265273e-02
  1.53941988e+02 -1.44127140e+02  4.43417271e-01  1.54430440e+02
 -1.44655409e+02 -6.28515673e-02  1.53936358e+02 -1.44137862e+02
  4.41290485e-01  1.54420943e+02]
res:  5877 -0.0007736973202554509 0.013444825146507355 0.021610681116911477
[ 1.21925797e-10 -1.03194372e-05 -2.82865033e-01  1.61505620e+04
 -1.44613527e+02 -1.50046751e-02  1.53955816e+02 -1.44119943e+02
  4.77582490e-01  1.54453411e+02 -1.44640986e+02 -3.96592420e-02
  1.53948600e+02 -1.44153480e+02  4.66264946e-01  1.54440195e+02
 -1.44632380e+02 -4.25051660e-02  1.53951299e+02 -1.44121803e+02
  4.74593617e-01  1.54461409e+02 -1.44607549e+02 -2.48994201e-02
  1.53949662e+02 -1.44128193e+02  4.60878497e-01  1.54428893e+02
 -1.44636733e+02 -1.22820972e-02  1.53952892e+02 -1.44126451e+02
  4.78288705e-01  1.54441727e+02 -1.44630684e+02 -2.28911026e-02
  1.53956904e+02 -1.44129110e+02  4.71385266e-01  1.54448497e+02
 -1.44637826e+02 -4.05413505e-02  1.53946855e+02 -1.44133565e+02
  4.49151496e-01  1.54447422e+02 -1.44616521e+02 -3.23228192e-02
  1.53962757e+02 -1.44145560e+02  4.83291386e-01  1.54453480e+02
 -1.44651916e+02 -2.13149213e-02  1.53936560e+02 -1.44119839e+02
  4.75716496e-01  1.54450803e+02 -1.44625175e+02 -2.72087976e-02
  1.53952409e+02 -1.44115507e+02  4.76100179e-01  1.54443296e+02
 -1.44650487e+02 -7.73519754e-02  1.53942742e+02 -1.44154988e+02
  4.49585885e-01  1.54430111e+02 -1.44642517e+02 -1.64047652e-02
  1.53948432e+02 -1.44140506e+02  4.48758364e-01  1.54436883e+02
 -1.44668720e+02 -5.75104471e-02  1.53942804e+02 -1.44151467e+02
  4.46567662e-01  1.54427384e+02]
Niter:  4 row:  60 ngroup:  26 nlines:  6357 gd:  5881
[ 1.21925797e-10 -1.03194372e-05 -2.82865033e-01  1.61505620e+04
 -1.44613527e+02 -1.50046751e-02  1.53955816e+02 -1.44119943e+02
  4.77582490e-01  1.54453411e+02 -1.44640986e+02 -3.96592420e-02
  1.53948600e+02 -1.44153480e+02  4.66264946e-01  1.54440195e+02
 -1.44632380e+02 -4.25051660e-02  1.53951299e+02 -1.44121803e+02
  4.74593617e-01  1.54461409e+02 -1.44607549e+02 -2.48994201e-02
  1.53949662e+02 -1.44128193e+02  4.60878497e-01  1.54428893e+02
 -1.44636733e+02 -1.22820972e-02  1.53952892e+02 -1.44126451e+02
  4.78288705e-01  1.54441727e+02 -1.44630684e+02 -2.28911026e-02
  1.53956904e+02 -1.44129110e+02  4.71385266e-01  1.54448497e+02
 -1.44637826e+02 -4.05413505e-02  1.53946855e+02 -1.44133565e+02
  4.49151496e-01  1.54447422e+02 -1.44616521e+02 -3.23228192e-02
  1.53962757e+02 -1.44145560e+02  4.83291386e-01  1.54453480e+02
 -1.44651916e+02 -2.13149213e-02  1.53936560e+02 -1.44119839e+02
  4.75716496e-01  1.54450803e+02 -1.44625175e+02 -2.72087976e-02
  1.53952409e+02 -1.44115507e+02  4.76100179e-01  1.54443296e+02
 -1.44650487e+02 -7.73519754e-02  1.53942742e+02 -1.44154988e+02
  4.49585885e-01  1.54430111e+02 -1.44642517e+02 -1.64047652e-02
  1.53948432e+02 -1.44140506e+02  4.48758364e-01  1.54436883e+02
 -1.44668720e+02 -5.75104471e-02  1.53942804e+02 -1.44151467e+02
  4.46567662e-01  1.54427384e+02]
res:  5881 -0.0008461319121124689 0.013482390648277942 0.021652798873163653
[ 1.21925785e-10 -1.03194362e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
Niter:  5 row:  60 ngroup:  26 nlines:  6357 gd:  5882
[ 1.21925785e-10 -1.03194362e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
res:  5882 -0.0008419046025665011 0.013492337480784045 0.021664231245269134
[ 1.21923106e-10 -1.03194362e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
Niter:  6 row:  60 ngroup:  26 nlines:  6357 gd:  5882
[ 1.21923106e-10 -1.03194362e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
res:  5882 -0.0008528165999450721 0.013465860814903863 0.02166421840619555
[ 1.21925335e-10 -1.03194343e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
Saving figure to  wave_resid_43670005_fiber60.png
Final values:
res:  -0.0008528165999450721 0.02166421840619555
pars:  [ 1.21925335e-10 -1.03194343e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
60 [ 1.21925335e-10 -1.03194343e-05 -2.82865062e-01  1.61505636e+04
 -1.44605597e+02 -9.42456512e-03  1.53960209e+02 -1.44112075e+02
  4.83172321e-01  1.54457791e+02 -1.44638522e+02 -3.41167729e-02
  1.53952980e+02 -1.44145608e+02  4.71819084e-01  1.54445284e+02
 -1.44624583e+02 -3.69234923e-02  1.53955692e+02 -1.44113931e+02
  4.80175670e-01  1.54465790e+02 -1.44599630e+02 -2.24869409e-02
  1.53955713e+02 -1.44120340e+02  4.66467507e-01  1.54433276e+02
 -1.44628821e+02 -9.76450956e-03  1.53957276e+02 -1.44118591e+02
  4.83850914e-01  1.54446112e+02 -1.44622870e+02 -1.72820374e-02
  1.53961280e+02 -1.44121230e+02  4.76985057e-01  1.54452880e+02
 -1.44629972e+02 -3.49578754e-02  1.53951241e+02 -1.44125609e+02
  4.54735217e-01  1.54451791e+02 -1.44608680e+02 -2.67341570e-02
  1.53967141e+02 -1.44142489e+02  4.88864166e-01  1.54457856e+02
 -1.44644089e+02 -1.57071301e-02  1.53940935e+02 -1.44111988e+02
  4.81299208e-01  1.54455178e+02 -1.44617339e+02 -2.16546134e-02
  1.53956805e+02 -1.44107691e+02  4.84740817e-01  1.54447666e+02
 -1.44647469e+02 -7.17708819e-02  1.53947130e+02 -1.44147196e+02
  4.55168968e-01  1.54434510e+02 -1.44634503e+02 -1.20156966e-02
  1.53952821e+02 -1.44132621e+02  4.51392646e-01  1.54441278e+02
 -1.44660823e+02 -5.19368886e-02  1.53947202e+02 -1.44143527e+02
  4.52160843e-01  1.54431770e+02]
--- Row 62/300 row=61 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  61
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=61 ---
Niter:  0 row:  61 ngroup:  1 nlines:  254 gd:  254
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  254 0.0011578976109376526 0.014998800063040107 0.02949909580306772
[ 1.21513698e-10 -1.03196837e-05 -2.82857190e-01  1.61505292e+04
 -1.44661069e+02  2.16635265e-13  1.54003592e+02]
Niter:  1 row:  61 ngroup:  1 nlines:  254 gd:  244
[ 1.21513698e-10 -1.03196837e-05 -2.82857190e-01  1.61505292e+04
 -1.44661069e+02  2.16635265e-13  1.54003592e+02]
res:  244 -8.846510809235042e-05 0.014374629666235705 0.02401918105673164
[ 1.21708191e-10 -1.03195346e-05 -2.82859199e-01  1.61505327e+04
 -1.44638321e+02  2.26798792e-13  1.54011101e+02]
Niter:  2 row:  61 ngroup:  1 nlines:  254 gd:  242
[ 1.21708191e-10 -1.03195346e-05 -2.82859199e-01  1.61505327e+04
 -1.44638321e+02  2.26798792e-13  1.54011101e+02]
res:  242 -5.185660393181024e-05 0.014563683051164844 0.023373436568224066
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
Niter:  3 row:  61 ngroup:  1 nlines:  254 gd:  242
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
res:  242 -5.185660393181024e-05 0.014563683051164844 0.023373436568224066
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
Niter:  4 row:  61 ngroup:  1 nlines:  254 gd:  242
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
res:  242 -5.185660393181024e-05 0.014563683051164844 0.023373436568224066
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
Niter:  5 row:  61 ngroup:  1 nlines:  254 gd:  242
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
res:  242 -5.185660393181024e-05 0.014563683051164844 0.023373436568224066
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
Niter:  6 row:  61 ngroup:  1 nlines:  254 gd:  242
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
res:  242 -5.185660393181024e-05 0.014563683051164844 0.023373436568224066
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
Final values:
res:  -5.185660393181024e-05 0.023373436568224066
pars:  [ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
61 [ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02]
elapsed: 3.0 sec.
Niter:  0 row:  61 ngroup:  26 nlines:  6601 gd:  6601
[ 1.21805490e-10 -1.03197184e-05 -2.82861244e-01  1.61505337e+04
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02 -1.44624676e+02 -8.15282202e-11
  1.53999172e+02 -1.44624676e+02 -8.15282202e-11  1.53999172e+02
 -1.44624676e+02 -8.15282202e-11  1.53999172e+02 -1.44624676e+02
 -8.15282202e-11  1.53999172e+02]
res:  6601 0.001395880590280285 0.013717896090383874 0.0312588115231136
[ 1.21805478e-10 -1.03197174e-05 -2.82861272e-01  1.61505353e+04
 -1.44612992e+02  2.14813952e-02  1.54005897e+02 -1.44120695e+02
  5.15783990e-01  1.54502853e+02 -1.44626298e+02 -8.80952130e-03
  1.54002638e+02 -1.44142404e+02  4.99435028e-01  1.54494961e+02
 -1.44614242e+02 -3.05427623e-03  1.54009781e+02 -1.44132954e+02
  5.13872031e-01  1.54503821e+02 -1.44637531e+02  2.92090896e-02
  1.54005756e+02 -1.44120120e+02  5.14941915e-01  1.54489098e+02
 -1.44617868e+02  2.12090702e-02  1.53999571e+02 -1.44128459e+02
  5.08948103e-01  1.54507463e+02 -1.44619002e+02  1.98219333e-02
  1.54009206e+02 -1.44125976e+02  5.17719483e-01  1.54494842e+02
 -1.44643392e+02  1.59508157e-02  1.54007660e+02 -1.44150582e+02
  4.86890189e-01  1.54491620e+02 -1.44609835e+02  2.40331458e-02
  1.54021564e+02 -1.44124553e+02  5.08701406e-01  1.54509093e+02
 -1.44648307e+02 -3.69101716e-03  1.53990034e+02 -1.44161101e+02
  5.17433254e-01  1.54489371e+02 -1.44621663e+02  1.15283314e-02
  1.54002096e+02 -1.44128258e+02  5.06968323e-01  1.54493200e+02
 -1.44665743e+02  3.29077358e-04  1.53992807e+02 -1.44145665e+02
  5.07921224e-01  1.54487846e+02 -1.44616387e+02  2.05112401e-02
  1.53991598e+02 -1.44143472e+02  5.02265909e-01  1.54494930e+02
 -1.44644784e+02 -1.23789931e-02  1.54003494e+02 -1.44159639e+02
  4.79847931e-01  1.54481429e+02]
Niter:  1 row:  61 ngroup:  26 nlines:  6601 gd:  6095
[ 1.21805478e-10 -1.03197174e-05 -2.82861272e-01  1.61505353e+04
 -1.44612992e+02  2.14813952e-02  1.54005897e+02 -1.44120695e+02
  5.15783990e-01  1.54502853e+02 -1.44626298e+02 -8.80952130e-03
  1.54002638e+02 -1.44142404e+02  4.99435028e-01  1.54494961e+02
 -1.44614242e+02 -3.05427623e-03  1.54009781e+02 -1.44132954e+02
  5.13872031e-01  1.54503821e+02 -1.44637531e+02  2.92090896e-02
  1.54005756e+02 -1.44120120e+02  5.14941915e-01  1.54489098e+02
 -1.44617868e+02  2.12090702e-02  1.53999571e+02 -1.44128459e+02
  5.08948103e-01  1.54507463e+02 -1.44619002e+02  1.98219333e-02
  1.54009206e+02 -1.44125976e+02  5.17719483e-01  1.54494842e+02
 -1.44643392e+02  1.59508157e-02  1.54007660e+02 -1.44150582e+02
  4.86890189e-01  1.54491620e+02 -1.44609835e+02  2.40331458e-02
  1.54021564e+02 -1.44124553e+02  5.08701406e-01  1.54509093e+02
 -1.44648307e+02 -3.69101716e-03  1.53990034e+02 -1.44161101e+02
  5.17433254e-01  1.54489371e+02 -1.44621663e+02  1.15283314e-02
  1.54002096e+02 -1.44128258e+02  5.06968323e-01  1.54493200e+02
 -1.44665743e+02  3.29077358e-04  1.53992807e+02 -1.44145665e+02
  5.07921224e-01  1.54487846e+02 -1.44616387e+02  2.05112401e-02
  1.53991598e+02 -1.44143472e+02  5.02265909e-01  1.54494930e+02
 -1.44644784e+02 -1.23789931e-02  1.54003494e+02 -1.44159639e+02
  4.79847931e-01  1.54481429e+02]
res:  6095 5.501982013811357e-05 0.013656454888405278 0.022297521102327026
[ 1.21805466e-10 -1.03197163e-05 -2.82861300e-01  1.61505369e+04
 -1.44615094e+02  1.14013951e-02  1.54008693e+02 -1.44113074e+02
  5.16328889e-01  1.54506238e+02 -1.44630824e+02 -2.77370013e-03
  1.54001712e+02 -1.44147480e+02  5.09280271e-01  1.54494126e+02
 -1.44614114e+02 -3.33005929e-04  1.54005342e+02 -1.44116940e+02
  5.18897876e-01  1.54509685e+02 -1.44630215e+02  1.35727799e-02
  1.54005744e+02 -1.44113708e+02  5.05047256e-01  1.54488181e+02
 -1.44607339e+02  1.44929695e-02  1.54001828e+02 -1.44121582e+02
  5.15376110e-01  1.54505794e+02 -1.44609144e+02  2.07131011e-02
  1.54008410e+02 -1.44120249e+02  5.17754779e-01  1.54495144e+02
 -1.44650759e+02 -5.00057900e-03  1.54006396e+02 -1.44157734e+02
  4.83837386e-01  1.54489845e+02 -1.44607017e+02  1.88156324e-02
  1.54026030e+02 -1.44129557e+02  5.17459010e-01  1.54508530e+02
 -1.44641880e+02  5.53327326e-03  1.53992214e+02 -1.44134507e+02
  5.05459162e-01  1.54492735e+02 -1.44624766e+02 -8.12405941e-03
  1.54006980e+02 -1.44122141e+02  4.89721797e-01  1.54494762e+02
 -1.44646271e+02 -7.78414299e-03  1.53995193e+02 -1.44129339e+02
  4.99741227e-01  1.54485437e+02 -1.44632731e+02  1.55130945e-02
  1.53995973e+02 -1.44136119e+02  5.09235082e-01  1.54492465e+02
 -1.44633173e+02 -2.00210022e-02  1.54005461e+02 -1.44165745e+02
  4.75694124e-01  1.54482604e+02]
Niter:  2 row:  61 ngroup:  26 nlines:  6601 gd:  6088
[ 1.21805466e-10 -1.03197163e-05 -2.82861300e-01  1.61505369e+04
 -1.44615094e+02  1.14013951e-02  1.54008693e+02 -1.44113074e+02
  5.16328889e-01  1.54506238e+02 -1.44630824e+02 -2.77370013e-03
  1.54001712e+02 -1.44147480e+02  5.09280271e-01  1.54494126e+02
 -1.44614114e+02 -3.33005929e-04  1.54005342e+02 -1.44116940e+02
  5.18897876e-01  1.54509685e+02 -1.44630215e+02  1.35727799e-02
  1.54005744e+02 -1.44113708e+02  5.05047256e-01  1.54488181e+02
 -1.44607339e+02  1.44929695e-02  1.54001828e+02 -1.44121582e+02
  5.15376110e-01  1.54505794e+02 -1.44609144e+02  2.07131011e-02
  1.54008410e+02 -1.44120249e+02  5.17754779e-01  1.54495144e+02
 -1.44650759e+02 -5.00057900e-03  1.54006396e+02 -1.44157734e+02
  4.83837386e-01  1.54489845e+02 -1.44607017e+02  1.88156324e-02
  1.54026030e+02 -1.44129557e+02  5.17459010e-01  1.54508530e+02
 -1.44641880e+02  5.53327326e-03  1.53992214e+02 -1.44134507e+02
  5.05459162e-01  1.54492735e+02 -1.44624766e+02 -8.12405941e-03
  1.54006980e+02 -1.44122141e+02  4.89721797e-01  1.54494762e+02
 -1.44646271e+02 -7.78414299e-03  1.53995193e+02 -1.44129339e+02
  4.99741227e-01  1.54485437e+02 -1.44632731e+02  1.55130945e-02
  1.53995973e+02 -1.44136119e+02  5.09235082e-01  1.54492465e+02
 -1.44633173e+02 -2.00210022e-02  1.54005461e+02 -1.44165745e+02
  4.75694124e-01  1.54482604e+02]
res:  6088 5.973231964162551e-06 0.013702715808904031 0.02218735488894144
[ 1.21805454e-10 -1.03197153e-05 -2.82861329e-01  1.61505385e+04
 -1.44608098e+02  1.43059242e-02  1.54013454e+02 -1.44106072e+02
  5.19017109e-01  1.54510997e+02 -1.44623810e+02  2.92226241e-03
  1.54006481e+02 -1.44140457e+02  5.18202613e-01  1.54498880e+02
 -1.44607097e+02  5.37101238e-03  1.54010108e+02 -1.44105866e+02
  5.24615620e-01  1.54514439e+02 -1.44623209e+02  1.63605015e-02
  1.54010504e+02 -1.44106711e+02  5.10750653e-01  1.54492944e+02
 -1.44596163e+02  2.02044616e-02  1.54006589e+02 -1.44114570e+02
  5.21081008e-01  1.54510558e+02 -1.44597426e+02  2.64286765e-02
  1.54013166e+02 -1.44107948e+02  5.23472932e-01  1.54499908e+02
 -1.44652920e+02  7.05374083e-04  1.54009503e+02 -1.44155937e+02
  4.89542891e-01  1.54492729e+02 -1.44599991e+02  2.45337958e-02
  1.54032389e+02 -1.44122543e+02  5.26129807e-01  1.54513295e+02
 -1.44630609e+02  1.41673777e-02  1.53996973e+02 -1.44119299e+02
  5.08045933e-01  1.54497498e+02 -1.44617762e+02 -5.41135239e-03
  1.54011750e+02 -1.44115129e+02  4.95410383e-01  1.54499529e+02
 -1.44639279e+02 -8.48224480e-03  1.53999955e+02 -1.44122323e+02
  5.05445130e-01  1.54490208e+02 -1.44630516e+02  1.51350800e-02
  1.54000730e+02 -1.44129111e+02  5.17936818e-01  1.54497227e+02
 -1.44621371e+02 -1.43395197e-02  1.54010219e+02 -1.44158725e+02
  4.78543678e-01  1.54487371e+02]
Niter:  3 row:  61 ngroup:  26 nlines:  6601 gd:  6088
[ 1.21805454e-10 -1.03197153e-05 -2.82861329e-01  1.61505385e+04
 -1.44608098e+02  1.43059242e-02  1.54013454e+02 -1.44106072e+02
  5.19017109e-01  1.54510997e+02 -1.44623810e+02  2.92226241e-03
  1.54006481e+02 -1.44140457e+02  5.18202613e-01  1.54498880e+02
 -1.44607097e+02  5.37101238e-03  1.54010108e+02 -1.44105866e+02
  5.24615620e-01  1.54514439e+02 -1.44623209e+02  1.63605015e-02
  1.54010504e+02 -1.44106711e+02  5.10750653e-01  1.54492944e+02
 -1.44596163e+02  2.02044616e-02  1.54006589e+02 -1.44114570e+02
  5.21081008e-01  1.54510558e+02 -1.44597426e+02  2.64286765e-02
  1.54013166e+02 -1.44107948e+02  5.23472932e-01  1.54499908e+02
 -1.44652920e+02  7.05374083e-04  1.54009503e+02 -1.44155937e+02
  4.89542891e-01  1.54492729e+02 -1.44599991e+02  2.45337958e-02
  1.54032389e+02 -1.44122543e+02  5.26129807e-01  1.54513295e+02
 -1.44630609e+02  1.41673777e-02  1.53996973e+02 -1.44119299e+02
  5.08045933e-01  1.54497498e+02 -1.44617762e+02 -5.41135239e-03
  1.54011750e+02 -1.44115129e+02  4.95410383e-01  1.54499529e+02
 -1.44639279e+02 -8.48224480e-03  1.53999955e+02 -1.44122323e+02
  5.05445130e-01  1.54490208e+02 -1.44630516e+02  1.51350800e-02
  1.54000730e+02 -1.44129111e+02  5.17936818e-01  1.54497227e+02
 -1.44621371e+02 -1.43395197e-02  1.54010219e+02 -1.44158725e+02
  4.78543678e-01  1.54487371e+02]
res:  6088 0.0001079107569239568 0.01362617554332246 0.022155222682672178
[ 1.21909910e-10 -1.03195459e-05 -2.82864740e-01  1.61505369e+04
 -1.44585902e+02  7.01365827e-03  1.53992238e+02 -1.44083767e+02
  5.12629885e-01  1.54489753e+02 -1.44601107e+02 -3.29861516e-03
  1.53985278e+02 -1.44117682e+02  5.12083079e-01  1.54477638e+02
 -1.44584424e+02 -6.51548027e-04  1.53988893e+02 -1.44083452e+02
  5.18943626e-01  1.54493251e+02 -1.44600828e+02  1.04942991e-02
  1.53989245e+02 -1.44084522e+02  5.04669970e-01  1.54471677e+02
 -1.44573815e+02  1.41993411e-02  1.53985368e+02 -1.44092070e+02
  5.14944472e-01  1.54489318e+02 -1.44575327e+02  2.04752226e-02
  1.53991960e+02 -1.44084195e+02  5.17777097e-01  1.54478710e+02
 -1.44630556e+02 -5.28313151e-03  1.53987704e+02 -1.44134954e+02
  4.83626182e-01  1.54471506e+02 -1.44577223e+02  1.87452117e-02
  1.54011154e+02 -1.44099949e+02  5.19991578e-01  1.54492090e+02
 -1.44608267e+02  8.11148824e-03  1.53975776e+02 -1.44096985e+02
  5.01768468e-01  1.54476252e+02 -1.44595375e+02 -1.10381276e-02
  1.53990518e+02 -1.44092681e+02  4.89134158e-01  1.54478313e+02
 -1.44617180e+02 -1.68604503e-02  1.53978741e+02 -1.44099593e+02
  4.99232912e-01  1.54468979e+02 -1.44607755e+02  9.14703725e-03
  1.53979515e+02 -1.44106639e+02  5.11995811e-01  1.54475954e+02
 -1.44597109e+02 -2.07951028e-02  1.53989007e+02 -1.44136022e+02
  4.72759415e-01  1.54466133e+02]
Niter:  4 row:  61 ngroup:  26 nlines:  6601 gd:  6079
[ 1.21909910e-10 -1.03195459e-05 -2.82864740e-01  1.61505369e+04
 -1.44585902e+02  7.01365827e-03  1.53992238e+02 -1.44083767e+02
  5.12629885e-01  1.54489753e+02 -1.44601107e+02 -3.29861516e-03
  1.53985278e+02 -1.44117682e+02  5.12083079e-01  1.54477638e+02
 -1.44584424e+02 -6.51548027e-04  1.53988893e+02 -1.44083452e+02
  5.18943626e-01  1.54493251e+02 -1.44600828e+02  1.04942991e-02
  1.53989245e+02 -1.44084522e+02  5.04669970e-01  1.54471677e+02
 -1.44573815e+02  1.41993411e-02  1.53985368e+02 -1.44092070e+02
  5.14944472e-01  1.54489318e+02 -1.44575327e+02  2.04752226e-02
  1.53991960e+02 -1.44084195e+02  5.17777097e-01  1.54478710e+02
 -1.44630556e+02 -5.28313151e-03  1.53987704e+02 -1.44134954e+02
  4.83626182e-01  1.54471506e+02 -1.44577223e+02  1.87452117e-02
  1.54011154e+02 -1.44099949e+02  5.19991578e-01  1.54492090e+02
 -1.44608267e+02  8.11148824e-03  1.53975776e+02 -1.44096985e+02
  5.01768468e-01  1.54476252e+02 -1.44595375e+02 -1.10381276e-02
  1.53990518e+02 -1.44092681e+02  4.89134158e-01  1.54478313e+02
 -1.44617180e+02 -1.68604503e-02  1.53978741e+02 -1.44099593e+02
  4.99232912e-01  1.54468979e+02 -1.44607755e+02  9.14703725e-03
  1.53979515e+02 -1.44106639e+02  5.11995811e-01  1.54475954e+02
 -1.44597109e+02 -2.07951028e-02  1.53989007e+02 -1.44136022e+02
  4.72759415e-01  1.54466133e+02]
res:  6079 2.517506800359115e-05 0.013677616121640312 0.022035494970463445
[ 1.21909898e-10 -1.03195448e-05 -2.82864712e-01  1.61505365e+04
 -1.44589310e+02  4.05193145e-03  1.53991124e+02 -1.44082380e+02
  5.11605368e-01  1.54488671e+02 -1.44604733e+02 -4.35504393e-03
  1.53982529e+02 -1.44116226e+02  5.11039597e-01  1.54476537e+02
 -1.44587956e+02 -1.73210943e-03  1.53987798e+02 -1.44086914e+02
  5.17856781e-01  1.54492117e+02 -1.44604250e+02  1.24624033e-02
  1.53988150e+02 -1.44083158e+02  5.00677448e-01  1.54470602e+02
 -1.44577278e+02  1.01977865e-02  1.53984267e+02 -1.44095541e+02
  5.13908977e-01  1.54488251e+02 -1.44578687e+02  1.32830343e-02
  1.53990823e+02 -1.44088024e+02  5.16688265e-01  1.54477605e+02
 -1.44634020e+02 -6.35349235e-03  1.53987187e+02 -1.44136417e+02
  4.82549755e-01  1.54470447e+02 -1.44576164e+02  1.47566266e-02
  1.54010037e+02 -1.44103471e+02  5.18944914e-01  1.54491008e+02
 -1.44611648e+02  4.27785109e-03  1.53974637e+02 -1.44100446e+02
  5.00750334e-01  1.54475180e+02 -1.44598840e+02 -1.21306984e-02
  1.53989458e+02 -1.44096071e+02  4.88116965e-01  1.54477228e+02
 -1.44620544e+02 -2.48519047e-02  1.53977620e+02 -1.44098415e+02
  4.98202924e-01  1.54467921e+02 -1.44606587e+02  2.35354508e-03
  1.53978407e+02 -1.44110150e+02  5.10945383e-01  1.54474882e+02
 -1.44592633e+02 -2.18110609e-02  1.53986270e+02 -1.44139554e+02
  4.71677909e-01  1.54465056e+02]
Niter:  5 row:  61 ngroup:  26 nlines:  6601 gd:  6082
[ 1.21909898e-10 -1.03195448e-05 -2.82864712e-01  1.61505365e+04
 -1.44589310e+02  4.05193145e-03  1.53991124e+02 -1.44082380e+02
  5.11605368e-01  1.54488671e+02 -1.44604733e+02 -4.35504393e-03
  1.53982529e+02 -1.44116226e+02  5.11039597e-01  1.54476537e+02
 -1.44587956e+02 -1.73210943e-03  1.53987798e+02 -1.44086914e+02
  5.17856781e-01  1.54492117e+02 -1.44604250e+02  1.24624033e-02
  1.53988150e+02 -1.44083158e+02  5.00677448e-01  1.54470602e+02
 -1.44577278e+02  1.01977865e-02  1.53984267e+02 -1.44095541e+02
  5.13908977e-01  1.54488251e+02 -1.44578687e+02  1.32830343e-02
  1.53990823e+02 -1.44088024e+02  5.16688265e-01  1.54477605e+02
 -1.44634020e+02 -6.35349235e-03  1.53987187e+02 -1.44136417e+02
  4.82549755e-01  1.54470447e+02 -1.44576164e+02  1.47566266e-02
  1.54010037e+02 -1.44103471e+02  5.18944914e-01  1.54491008e+02
 -1.44611648e+02  4.27785109e-03  1.53974637e+02 -1.44100446e+02
  5.00750334e-01  1.54475180e+02 -1.44598840e+02 -1.21306984e-02
  1.53989458e+02 -1.44096071e+02  4.88116965e-01  1.54477228e+02
 -1.44620544e+02 -2.48519047e-02  1.53977620e+02 -1.44098415e+02
  4.98202924e-01  1.54467921e+02 -1.44606587e+02  2.35354508e-03
  1.53978407e+02 -1.44110150e+02  5.10945383e-01  1.54474882e+02
 -1.44592633e+02 -2.18110609e-02  1.53986270e+02 -1.44139554e+02
  4.71677909e-01  1.54465056e+02]
res:  6082 -0.00013064377162663732 0.0135983317377395 0.02205447767926284
[ 1.21786240e-10 -1.03190316e-05 -2.82863430e-01  1.61505349e+04
 -1.44592371e+02 -9.58493036e-04  1.53998406e+02 -1.44085240e+02
  5.06640568e-01  1.54495970e+02 -1.44607555e+02 -9.40477166e-03
  1.53989729e+02 -1.44118794e+02  5.05953213e-01  1.54483907e+02
 -1.44590738e+02 -6.81929337e-03  1.53995006e+02 -1.44089774e+02
  5.12636290e-01  1.54499473e+02 -1.44607169e+02  7.18211491e-03
  1.53995453e+02 -1.44086126e+02  4.95617198e-01  1.54477865e+02
 -1.44580290e+02  5.12490610e-03  1.53991536e+02 -1.44098363e+02
  5.08836906e-01  1.54495494e+02 -1.44581774e+02  8.21662043e-03
  1.53998167e+02 -1.44090199e+02  5.11479070e-01  1.54484846e+02
 -1.44637018e+02 -1.14921285e-02  1.53994483e+02 -1.44145313e+02
  4.77386613e-01  1.54475631e+02 -1.44579021e+02  9.59184153e-03
  1.54017356e+02 -1.44106263e+02  5.13863274e-01  1.54498234e+02
 -1.44619472e+02 -8.76794995e-04  1.53981940e+02 -1.44103484e+02
  4.95729783e-01  1.54482432e+02 -1.44601805e+02 -1.74056668e-02
  1.53996632e+02 -1.44098958e+02  4.83107631e-01  1.54484432e+02
 -1.44623690e+02 -2.98207884e-02  1.53984887e+02 -1.44101377e+02
  4.93160490e-01  1.54475077e+02 -1.44609408e+02 -2.76809206e-03
  1.53985729e+02 -1.44113024e+02  5.05817262e-01  1.54482161e+02
 -1.44595717e+02 -2.67663398e-02  1.53993612e+02 -1.44142265e+02
  4.66499227e-01  1.54472267e+02]
Niter:  6 row:  61 ngroup:  26 nlines:  6601 gd:  6078
[ 1.21786240e-10 -1.03190316e-05 -2.82863430e-01  1.61505349e+04
 -1.44592371e+02 -9.58493036e-04  1.53998406e+02 -1.44085240e+02
  5.06640568e-01  1.54495970e+02 -1.44607555e+02 -9.40477166e-03
  1.53989729e+02 -1.44118794e+02  5.05953213e-01  1.54483907e+02
 -1.44590738e+02 -6.81929337e-03  1.53995006e+02 -1.44089774e+02
  5.12636290e-01  1.54499473e+02 -1.44607169e+02  7.18211491e-03
  1.53995453e+02 -1.44086126e+02  4.95617198e-01  1.54477865e+02
 -1.44580290e+02  5.12490610e-03  1.53991536e+02 -1.44098363e+02
  5.08836906e-01  1.54495494e+02 -1.44581774e+02  8.21662043e-03
  1.53998167e+02 -1.44090199e+02  5.11479070e-01  1.54484846e+02
 -1.44637018e+02 -1.14921285e-02  1.53994483e+02 -1.44145313e+02
  4.77386613e-01  1.54475631e+02 -1.44579021e+02  9.59184153e-03
  1.54017356e+02 -1.44106263e+02  5.13863274e-01  1.54498234e+02
 -1.44619472e+02 -8.76794995e-04  1.53981940e+02 -1.44103484e+02
  4.95729783e-01  1.54482432e+02 -1.44601805e+02 -1.74056668e-02
  1.53996632e+02 -1.44098958e+02  4.83107631e-01  1.54484432e+02
 -1.44623690e+02 -2.98207884e-02  1.53984887e+02 -1.44101377e+02
  4.93160490e-01  1.54475077e+02 -1.44609408e+02 -2.76809206e-03
  1.53985729e+02 -1.44113024e+02  5.05817262e-01  1.54482161e+02
 -1.44595717e+02 -2.67663398e-02  1.53993612e+02 -1.44142265e+02
  4.66499227e-01  1.54472267e+02]
res:  6078 -0.00013064376980764791 0.013597491104519577 0.02200297603877342
[ 1.21786086e-10 -1.03190316e-05 -2.82863430e-01  1.61505349e+04
 -1.44592371e+02 -9.58493036e-04  1.53998406e+02 -1.44085240e+02
  5.06640568e-01  1.54495970e+02 -1.44607555e+02 -9.40477166e-03
  1.53989729e+02 -1.44118794e+02  5.05953213e-01  1.54483907e+02
 -1.44590738e+02 -6.81929337e-03  1.53995006e+02 -1.44089774e+02
  5.12636290e-01  1.54499473e+02 -1.44607169e+02  7.18211491e-03
  1.53995453e+02 -1.44086126e+02  4.95617198e-01  1.54477865e+02
 -1.44580290e+02  5.12490610e-03  1.53991536e+02 -1.44098363e+02
  5.08836906e-01  1.54495494e+02 -1.44581774e+02  8.21662043e-03
  1.53998167e+02 -1.44090199e+02  5.11479070e-01  1.54484846e+02
 -1.44637018e+02 -1.14921285e-02  1.53994483e+02 -1.44145313e+02
  4.77386613e-01  1.54475631e+02 -1.44579021e+02  9.59184153e-03
  1.54017356e+02 -1.44106263e+02  5.13863274e-01  1.54498234e+02
 -1.44619472e+02 -8.76794995e-04  1.53981940e+02 -1.44103484e+02
  4.95729783e-01  1.54482432e+02 -1.44601805e+02 -1.74056668e-02
  1.53996632e+02 -1.44098958e+02  4.83107631e-01  1.54484432e+02
 -1.44623690e+02 -2.98207884e-02  1.53984887e+02 -1.44101377e+02
  4.93160490e-01  1.54475077e+02 -1.44609408e+02 -2.76809206e-03
  1.53985729e+02 -1.44113024e+02  5.05817262e-01  1.54482161e+02
 -1.44595717e+02 -2.67663398e-02  1.53993612e+02 -1.44142265e+02
  4.66499227e-01  1.54472267e+02]
Saving figure to  wave_resid_43670005_fiber61.png
Final values:
res:  -0.00013064376980764791 0.02200297603877342
pars:  [ 1.21786086e-10 -1.03190316e-05 -2.82863430e-01  1.61505349e+04
 -1.44592371e+02 -9.58493036e-04  1.53998406e+02 -1.44085240e+02
  5.06640568e-01  1.54495970e+02 -1.44607555e+02 -9.40477166e-03
  1.53989729e+02 -1.44118794e+02  5.05953213e-01  1.54483907e+02
 -1.44590738e+02 -6.81929337e-03  1.53995006e+02 -1.44089774e+02
  5.12636290e-01  1.54499473e+02 -1.44607169e+02  7.18211491e-03
  1.53995453e+02 -1.44086126e+02  4.95617198e-01  1.54477865e+02
 -1.44580290e+02  5.12490610e-03  1.53991536e+02 -1.44098363e+02
  5.08836906e-01  1.54495494e+02 -1.44581774e+02  8.21662043e-03
  1.53998167e+02 -1.44090199e+02  5.11479070e-01  1.54484846e+02
 -1.44637018e+02 -1.14921285e-02  1.53994483e+02 -1.44145313e+02
  4.77386613e-01  1.54475631e+02 -1.44579021e+02  9.59184153e-03
  1.54017356e+02 -1.44106263e+02  5.13863274e-01  1.54498234e+02
 -1.44619472e+02 -8.76794995e-04  1.53981940e+02 -1.44103484e+02
  4.95729783e-01  1.54482432e+02 -1.44601805e+02 -1.74056668e-02
  1.53996632e+02 -1.44098958e+02  4.83107631e-01  1.54484432e+02
 -1.44623690e+02 -2.98207884e-02  1.53984887e+02 -1.44101377e+02
  4.93160490e-01  1.54475077e+02 -1.44609408e+02 -2.76809206e-03
  1.53985729e+02 -1.44113024e+02  5.05817262e-01  1.54482161e+02
 -1.44595717e+02 -2.67663398e-02  1.53993612e+02 -1.44142265e+02
  4.66499227e-01  1.54472267e+02]
61 [ 1.21786086e-10 -1.03190316e-05 -2.82863430e-01  1.61505349e+04
 -1.44592371e+02 -9.58493036e-04  1.53998406e+02 -1.44085240e+02
  5.06640568e-01  1.54495970e+02 -1.44607555e+02 -9.40477166e-03
  1.53989729e+02 -1.44118794e+02  5.05953213e-01  1.54483907e+02
 -1.44590738e+02 -6.81929337e-03  1.53995006e+02 -1.44089774e+02
  5.12636290e-01  1.54499473e+02 -1.44607169e+02  7.18211491e-03
  1.53995453e+02 -1.44086126e+02  4.95617198e-01  1.54477865e+02
 -1.44580290e+02  5.12490610e-03  1.53991536e+02 -1.44098363e+02
  5.08836906e-01  1.54495494e+02 -1.44581774e+02  8.21662043e-03
  1.53998167e+02 -1.44090199e+02  5.11479070e-01  1.54484846e+02
 -1.44637018e+02 -1.14921285e-02  1.53994483e+02 -1.44145313e+02
  4.77386613e-01  1.54475631e+02 -1.44579021e+02  9.59184153e-03
  1.54017356e+02 -1.44106263e+02  5.13863274e-01  1.54498234e+02
 -1.44619472e+02 -8.76794995e-04  1.53981940e+02 -1.44103484e+02
  4.95729783e-01  1.54482432e+02 -1.44601805e+02 -1.74056668e-02
  1.53996632e+02 -1.44098958e+02  4.83107631e-01  1.54484432e+02
 -1.44623690e+02 -2.98207884e-02  1.53984887e+02 -1.44101377e+02
  4.93160490e-01  1.54475077e+02 -1.44609408e+02 -2.76809206e-03
  1.53985729e+02 -1.44113024e+02  5.05817262e-01  1.54482161e+02
 -1.44595717e+02 -2.67663398e-02  1.53993612e+02 -1.44142265e+02
  4.66499227e-01  1.54472267e+02]
--- Row 63/300 row=62 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  62
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=62 ---
Niter:  0 row:  62 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.001008601608191384 0.013389311656283098 0.02930979894151755
[ 1.21660270e-10 -1.03182325e-05 -2.82860728e-01  1.61505638e+04
 -1.44654917e+02 -7.39539266e-14  1.53995967e+02]
Niter:  1 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.21660270e-10 -1.03182325e-05 -2.82860728e-01  1.61505638e+04
 -1.44654917e+02 -7.39539266e-14  1.53995967e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Niter:  2 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Niter:  3 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Niter:  4 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Niter:  5 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Niter:  6 row:  62 ngroup:  1 nlines:  239 gd:  223
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
res:  223 -0.001159071101938025 0.012939841184561374 0.021443955506262036
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
Final values:
res:  -0.001159071101938025 0.021443955506262036
pars:  [ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
62 [ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02]
elapsed: 3.0 sec.
Niter:  0 row:  62 ngroup:  26 nlines:  6295 gd:  6295
[ 1.22083470e-10 -1.03181982e-05 -2.82866247e-01  1.61505677e+04
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02 -1.44613077e+02  6.41163542e-12
  1.53992044e+02 -1.44613077e+02  6.41163542e-12  1.53992044e+02
 -1.44613077e+02  6.41163542e-12  1.53992044e+02 -1.44613077e+02
  6.41163542e-12  1.53992044e+02]
res:  6295 -7.042137076496147e-05 0.014473881416051881 0.03165322495707382
[ 1.22083458e-10 -1.03181993e-05 -2.82866275e-01  1.61505693e+04
 -1.44601396e+02  1.97627982e-02  1.53993040e+02 -1.44091417e+02
  5.00838871e-01  1.54503028e+02 -1.44640379e+02 -5.38535787e-03
  1.53982236e+02 -1.44072123e+02  4.85400890e-01  1.54474855e+02
 -1.44619469e+02 -1.64436821e-03  1.54001502e+02 -1.44088039e+02
  5.23401414e-01  1.54500046e+02 -1.44574608e+02  4.79065721e-03
  1.53996601e+02 -1.44106371e+02  4.97636839e-01  1.54480941e+02
 -1.44591795e+02 -1.21002596e-03  1.53998911e+02 -1.44108476e+02
  4.93167784e-01  1.54490736e+02 -1.44594857e+02  1.73840052e-03
  1.53996727e+02 -1.44080703e+02  4.90452983e-01  1.54499940e+02
 -1.44637927e+02  8.47082946e-03  1.53978277e+02 -1.44084066e+02
  4.77311054e-01  1.54486515e+02 -1.44564010e+02  1.17394791e-02
  1.54009371e+02 -1.44094741e+02  5.13698541e-01  1.54489443e+02
 -1.44628381e+02 -2.73388513e-02  1.53986400e+02 -1.44120150e+02
  4.73363658e-01  1.54482262e+02 -1.44603383e+02  1.69532592e-02
  1.53999465e+02 -1.44087383e+02  4.79637254e-01  1.54496480e+02
 -1.44621290e+02 -1.08433293e-02  1.53980745e+02 -1.44094583e+02
  4.95980149e-01  1.54481986e+02 -1.44594512e+02 -7.47544120e-03
  1.53991857e+02 -1.44118351e+02  5.02217409e-01  1.54483972e+02
 -1.44616296e+02 -2.26435133e-02  1.53978307e+02 -1.44108244e+02
  4.72202921e-01  1.54468850e+02]
Niter:  1 row:  62 ngroup:  26 nlines:  6295 gd:  5885
[ 1.22083458e-10 -1.03181993e-05 -2.82866275e-01  1.61505693e+04
 -1.44601396e+02  1.97627982e-02  1.53993040e+02 -1.44091417e+02
  5.00838871e-01  1.54503028e+02 -1.44640379e+02 -5.38535787e-03
  1.53982236e+02 -1.44072123e+02  4.85400890e-01  1.54474855e+02
 -1.44619469e+02 -1.64436821e-03  1.54001502e+02 -1.44088039e+02
  5.23401414e-01  1.54500046e+02 -1.44574608e+02  4.79065721e-03
  1.53996601e+02 -1.44106371e+02  4.97636839e-01  1.54480941e+02
 -1.44591795e+02 -1.21002596e-03  1.53998911e+02 -1.44108476e+02
  4.93167784e-01  1.54490736e+02 -1.44594857e+02  1.73840052e-03
  1.53996727e+02 -1.44080703e+02  4.90452983e-01  1.54499940e+02
 -1.44637927e+02  8.47082946e-03  1.53978277e+02 -1.44084066e+02
  4.77311054e-01  1.54486515e+02 -1.44564010e+02  1.17394791e-02
  1.54009371e+02 -1.44094741e+02  5.13698541e-01  1.54489443e+02
 -1.44628381e+02 -2.73388513e-02  1.53986400e+02 -1.44120150e+02
  4.73363658e-01  1.54482262e+02 -1.44603383e+02  1.69532592e-02
  1.53999465e+02 -1.44087383e+02  4.79637254e-01  1.54496480e+02
 -1.44621290e+02 -1.08433293e-02  1.53980745e+02 -1.44094583e+02
  4.95980149e-01  1.54481986e+02 -1.44594512e+02 -7.47544120e-03
  1.53991857e+02 -1.44118351e+02  5.02217409e-01  1.54483972e+02
 -1.44616296e+02 -2.26435133e-02  1.53978307e+02 -1.44108244e+02
  4.72202921e-01  1.54468850e+02]
res:  5885 -0.000553470983504667 0.014374064769071992 0.023465577348274886
[ 1.22083446e-10 -1.03182003e-05 -2.82866304e-01  1.61505709e+04
 -1.44599162e+02  1.14112503e-02  1.54001475e+02 -1.44090522e+02
  4.89363390e-01  1.54505745e+02 -1.44619180e+02 -3.44247259e-03
  1.53986861e+02 -1.44082202e+02  4.93030925e-01  1.54490599e+02
 -1.44591593e+02 -5.53800939e-03  1.54004354e+02 -1.44093348e+02
  5.26250669e-01  1.54506500e+02 -1.44577027e+02  8.51773926e-03
  1.54004437e+02 -1.44078255e+02  4.90345916e-01  1.54480617e+02
 -1.44586811e+02 -5.56977794e-04  1.54003887e+02 -1.44088772e+02
  4.89701881e-01  1.54495132e+02 -1.44587910e+02  8.02271266e-03
  1.53998318e+02 -1.44067624e+02  4.89367360e-01  1.54500863e+02
 -1.44614801e+02 -7.41946443e-03  1.53980561e+02 -1.44076266e+02
  4.85925793e-01  1.54489083e+02 -1.44563688e+02  4.57288697e-03
  1.54015464e+02 -1.44100468e+02  5.18970380e-01  1.54500452e+02
 -1.44618041e+02 -1.51384913e-02  1.53983073e+02 -1.44122732e+02
  4.73940066e-01  1.54486787e+02 -1.44591005e+02  6.18284930e-05
  1.54004001e+02 -1.44085701e+02  4.80437475e-01  1.54496056e+02
 -1.44609097e+02 -6.53349097e-03  1.53989928e+02 -1.44081593e+02
  4.92946071e-01  1.54481504e+02 -1.44586505e+02  3.94765647e-04
  1.53998422e+02 -1.44105781e+02  4.92209558e-01  1.54483940e+02
 -1.44611806e+02 -1.79812074e-02  1.53987298e+02 -1.44105002e+02
  4.81379126e-01  1.54471081e+02]
Niter:  2 row:  62 ngroup:  26 nlines:  6295 gd:  5877
[ 1.22083446e-10 -1.03182003e-05 -2.82866304e-01  1.61505709e+04
 -1.44599162e+02  1.14112503e-02  1.54001475e+02 -1.44090522e+02
  4.89363390e-01  1.54505745e+02 -1.44619180e+02 -3.44247259e-03
  1.53986861e+02 -1.44082202e+02  4.93030925e-01  1.54490599e+02
 -1.44591593e+02 -5.53800939e-03  1.54004354e+02 -1.44093348e+02
  5.26250669e-01  1.54506500e+02 -1.44577027e+02  8.51773926e-03
  1.54004437e+02 -1.44078255e+02  4.90345916e-01  1.54480617e+02
 -1.44586811e+02 -5.56977794e-04  1.54003887e+02 -1.44088772e+02
  4.89701881e-01  1.54495132e+02 -1.44587910e+02  8.02271266e-03
  1.53998318e+02 -1.44067624e+02  4.89367360e-01  1.54500863e+02
 -1.44614801e+02 -7.41946443e-03  1.53980561e+02 -1.44076266e+02
  4.85925793e-01  1.54489083e+02 -1.44563688e+02  4.57288697e-03
  1.54015464e+02 -1.44100468e+02  5.18970380e-01  1.54500452e+02
 -1.44618041e+02 -1.51384913e-02  1.53983073e+02 -1.44122732e+02
  4.73940066e-01  1.54486787e+02 -1.44591005e+02  6.18284930e-05
  1.54004001e+02 -1.44085701e+02  4.80437475e-01  1.54496056e+02
 -1.44609097e+02 -6.53349097e-03  1.53989928e+02 -1.44081593e+02
  4.92946071e-01  1.54481504e+02 -1.44586505e+02  3.94765647e-04
  1.53998422e+02 -1.44105781e+02  4.92209558e-01  1.54483940e+02
 -1.44611806e+02 -1.79812074e-02  1.53987298e+02 -1.44105002e+02
  4.81379126e-01  1.54471081e+02]
res:  5877 -0.00048458831952302717 0.014384485175469308 0.023340377505904595
[ 1.22083433e-10 -1.03182013e-05 -2.82866332e-01  1.61505725e+04
 -1.44592204e+02  1.71158652e-02  1.54008227e+02 -1.44083551e+02
  4.95074945e-01  1.54510471e+02 -1.44607707e+02  2.25747817e-03
  1.53991596e+02 -1.44075207e+02  4.98726253e-01  1.54497447e+02
 -1.44579633e+02  1.86072427e-04  1.54007208e+02 -1.44086387e+02
  5.31948822e-01  1.54511231e+02 -1.44570055e+02  1.42234130e-02
  1.54009169e+02 -1.44065784e+02  4.96034058e-01  1.54485342e+02
 -1.44579833e+02  1.81839439e-03  1.54008620e+02 -1.44076432e+02
  4.95410755e-01  1.54499851e+02 -1.44580962e+02  1.37268759e-02
  1.54003042e+02 -1.44060661e+02  4.95065797e-01  1.54505597e+02
 -1.44607817e+02 -5.26523207e-03  1.53985287e+02 -1.44069267e+02
  4.91616312e-01  1.54493808e+02 -1.44556696e+02  6.86932952e-03
  1.54020184e+02 -1.44093498e+02  5.24672373e-01  1.54505176e+02
 -1.44611097e+02 -9.42894457e-03  1.53987810e+02 -1.44115732e+02
  4.79654771e-01  1.54491518e+02 -1.44584035e+02  2.54749237e-03
  1.54008731e+02 -1.44078699e+02  4.86139878e-01  1.54500779e+02
 -1.44602146e+02 -8.34853789e-04  1.53996615e+02 -1.44074622e+02
  4.95259273e-01  1.54486237e+02 -1.44579537e+02  6.10673655e-03
  1.54003151e+02 -1.44098820e+02  4.94409145e-01  1.54488671e+02
 -1.44604851e+02 -1.22717057e-02  1.53993872e+02 -1.44098031e+02
  4.87069252e-01  1.54473792e+02]
Niter:  3 row:  62 ngroup:  26 nlines:  6295 gd:  5876
[ 1.22083433e-10 -1.03182013e-05 -2.82866332e-01  1.61505725e+04
 -1.44592204e+02  1.71158652e-02  1.54008227e+02 -1.44083551e+02
  4.95074945e-01  1.54510471e+02 -1.44607707e+02  2.25747817e-03
  1.53991596e+02 -1.44075207e+02  4.98726253e-01  1.54497447e+02
 -1.44579633e+02  1.86072427e-04  1.54007208e+02 -1.44086387e+02
  5.31948822e-01  1.54511231e+02 -1.44570055e+02  1.42234130e-02
  1.54009169e+02 -1.44065784e+02  4.96034058e-01  1.54485342e+02
 -1.44579833e+02  1.81839439e-03  1.54008620e+02 -1.44076432e+02
  4.95410755e-01  1.54499851e+02 -1.44580962e+02  1.37268759e-02
  1.54003042e+02 -1.44060661e+02  4.95065797e-01  1.54505597e+02
 -1.44607817e+02 -5.26523207e-03  1.53985287e+02 -1.44069267e+02
  4.91616312e-01  1.54493808e+02 -1.44556696e+02  6.86932952e-03
  1.54020184e+02 -1.44093498e+02  5.24672373e-01  1.54505176e+02
 -1.44611097e+02 -9.42894457e-03  1.53987810e+02 -1.44115732e+02
  4.79654771e-01  1.54491518e+02 -1.44584035e+02  2.54749237e-03
  1.54008731e+02 -1.44078699e+02  4.86139878e-01  1.54500779e+02
 -1.44602146e+02 -8.34853789e-04  1.53996615e+02 -1.44074622e+02
  4.95259273e-01  1.54486237e+02 -1.44579537e+02  6.10673655e-03
  1.54003151e+02 -1.44098820e+02  4.94409145e-01  1.54488671e+02
 -1.44604851e+02 -1.22717057e-02  1.53993872e+02 -1.44098031e+02
  4.87069252e-01  1.54473792e+02]
res:  5876 -0.0006223865766514791 0.014353027156175813 0.02324316691531598
[ 1.21865443e-10 -1.03188479e-05 -2.82865540e-01  1.61505741e+04
 -1.44596519e+02  2.20578932e-02  1.53999347e+02 -1.44088211e+02
  4.99976853e-01  1.54501567e+02 -1.44611861e+02  7.25533679e-03
  1.53983081e+02 -1.44079783e+02  5.03685047e-01  1.54488606e+02
 -1.44579536e+02  5.07135616e-03  1.53998154e+02 -1.44090716e+02
  5.36946066e-01  1.54502548e+02 -1.44574462e+02  1.91854178e-02
  1.54000505e+02 -1.44070319e+02  5.01012273e-01  1.54476332e+02
 -1.44584307e+02  6.72249271e-03  1.54000011e+02 -1.44080886e+02
  5.00330200e-01  1.54490600e+02 -1.44585095e+02  1.86580496e-02
  1.53993993e+02 -1.44064952e+02  5.00046494e-01  1.54496970e+02
 -1.44612403e+02 -3.40347896e-04  1.53976317e+02 -1.44073969e+02
  4.96632888e-01  1.54484780e+02 -1.44561242e+02  1.17810424e-02
  1.54010969e+02 -1.44097810e+02  5.29600755e-01  1.54496156e+02
 -1.44615290e+02 -4.49841542e-03  1.53979301e+02 -1.44120412e+02
  4.84571088e-01  1.54482781e+02 -1.44588358e+02  7.49157940e-03
  1.54000011e+02 -1.44083399e+02  4.91067410e-01  1.54491729e+02
 -1.44606389e+02  4.11047436e-03  1.53987711e+02 -1.44078918e+02
  5.00211368e-01  1.54477598e+02 -1.44583869e+02  1.10484205e-02
  1.53994411e+02 -1.44103310e+02  4.99296546e-01  1.54480009e+02
 -1.44609098e+02 -7.35011804e-03  1.53984890e+02 -1.44102398e+02
  4.92073067e-01  1.54464954e+02]
Niter:  4 row:  62 ngroup:  26 nlines:  6295 gd:  5868
[ 1.21865443e-10 -1.03188479e-05 -2.82865540e-01  1.61505741e+04
 -1.44596519e+02  2.20578932e-02  1.53999347e+02 -1.44088211e+02
  4.99976853e-01  1.54501567e+02 -1.44611861e+02  7.25533679e-03
  1.53983081e+02 -1.44079783e+02  5.03685047e-01  1.54488606e+02
 -1.44579536e+02  5.07135616e-03  1.53998154e+02 -1.44090716e+02
  5.36946066e-01  1.54502548e+02 -1.44574462e+02  1.91854178e-02
  1.54000505e+02 -1.44070319e+02  5.01012273e-01  1.54476332e+02
 -1.44584307e+02  6.72249271e-03  1.54000011e+02 -1.44080886e+02
  5.00330200e-01  1.54490600e+02 -1.44585095e+02  1.86580496e-02
  1.53993993e+02 -1.44064952e+02  5.00046494e-01  1.54496970e+02
 -1.44612403e+02 -3.40347896e-04  1.53976317e+02 -1.44073969e+02
  4.96632888e-01  1.54484780e+02 -1.44561242e+02  1.17810424e-02
  1.54010969e+02 -1.44097810e+02  5.29600755e-01  1.54496156e+02
 -1.44615290e+02 -4.49841542e-03  1.53979301e+02 -1.44120412e+02
  4.84571088e-01  1.54482781e+02 -1.44588358e+02  7.49157940e-03
  1.54000011e+02 -1.44083399e+02  4.91067410e-01  1.54491729e+02
 -1.44606389e+02  4.11047436e-03  1.53987711e+02 -1.44078918e+02
  5.00211368e-01  1.54477598e+02 -1.44583869e+02  1.10484205e-02
  1.53994411e+02 -1.44103310e+02  4.99296546e-01  1.54480009e+02
 -1.44609098e+02 -7.35011804e-03  1.53984890e+02 -1.44102398e+02
  4.92073067e-01  1.54464954e+02]
res:  5868 -0.00045615491035277955 0.014393612949788803 0.023124324353526585
[ 1.21865431e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
Niter:  5 row:  62 ngroup:  26 nlines:  6295 gd:  5869
[ 1.21865431e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
res:  5869 -0.00041476702972431667 0.014403563749510795 0.02313681476449468
[ 1.21849380e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
Niter:  6 row:  62 ngroup:  26 nlines:  6295 gd:  5869
[ 1.21849380e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
res:  5869 -0.0004028717848996166 0.014404197598196333 0.023136720613450342
[ 1.21847196e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
Saving figure to  wave_resid_43670005_fiber62.png
Final values:
res:  -0.0004028717848996166 0.023136720613450342
pars:  [ 1.21847196e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
62 [ 1.21847196e-10 -1.03188489e-05 -2.82865568e-01  1.61505757e+04
 -1.44587724e+02  2.77619979e-02  1.54004105e+02 -1.44079161e+02
  5.05682823e-01  1.54508241e+02 -1.44603228e+02  9.53937431e-03
  1.53987846e+02 -1.44070887e+02  5.09381212e-01  1.54493398e+02
 -1.44569943e+02  7.63132457e-03  1.54004858e+02 -1.44081947e+02
  5.42638487e-01  1.54507300e+02 -1.44565683e+02  2.48811054e-02
  1.54005291e+02 -1.44061427e+02  5.06705027e-01  1.54481091e+02
 -1.44575462e+02  1.24284245e-02  1.54004766e+02 -1.44072078e+02
  5.06036482e-01  1.54497376e+02 -1.44576481e+02  2.43628239e-02
  1.53998725e+02 -1.44056277e+02  5.05741320e-01  1.54499743e+02
 -1.44603453e+02  5.37063536e-03  1.53981145e+02 -1.44064946e+02
  5.02321915e-01  1.54491534e+02 -1.44552364e+02  1.74897619e-02
  1.54015702e+02 -1.44089095e+02  5.35303699e-01  1.54500890e+02
 -1.44606599e+02  4.78526476e-03  1.53986092e+02 -1.44111423e+02
  4.90273964e-01  1.54487681e+02 -1.44579652e+02  1.31932217e-02
  1.54004745e+02 -1.44074401e+02  4.96773750e-01  1.54496500e+02
 -1.44597663e+02  9.81237805e-03  1.53994526e+02 -1.44070230e+02
  5.05914797e-01  1.54482378e+02 -1.44575140e+02  1.67533230e-02
  1.53999186e+02 -1.44094399e+02  5.01425455e-01  1.54484768e+02
 -1.44600390e+02 -1.64445648e-03  1.53986002e+02 -1.44093656e+02
  4.97762801e-01  1.54471890e+02]
--- Row 64/300 row=63 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  63
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=63 ---
Niter:  0 row:  63 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.0008496163336531026 0.012869453174971568 0.03440563103058004
[ 1.21648124e-10 -1.03187231e-05 -2.82866339e-01  1.61505661e+04
 -1.44583152e+02  9.95000009e-08  1.53975326e+02]
Niter:  1 row:  63 ngroup:  1 nlines:  248 gd:  220
[ 1.21648124e-10 -1.03187231e-05 -2.82866339e-01  1.61505661e+04
 -1.44583152e+02  9.95000009e-08  1.53975326e+02]
res:  220 -0.001500366101936379 0.014217113385711855 0.022242225061647993
[ 1.21589463e-10 -1.03188866e-05 -2.82866753e-01  1.61505688e+04
 -1.44567493e+02  9.94509767e-08  1.53969077e+02]
Niter:  2 row:  63 ngroup:  1 nlines:  248 gd:  227
[ 1.21589463e-10 -1.03188866e-05 -2.82866753e-01  1.61505688e+04
 -1.44567493e+02  9.94509767e-08  1.53969077e+02]
res:  227 -2.3829219571780413e-05 0.014089150062318367 0.024125824708452287
[ 1.21582990e-10 -1.03189221e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
Niter:  3 row:  63 ngroup:  1 nlines:  248 gd:  228
[ 1.21582990e-10 -1.03189221e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
res:  228 4.602169519785093e-05 0.014047169844161544 0.024417853650753135
[ 1.21575426e-10 -1.03189221e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
Niter:  4 row:  63 ngroup:  1 nlines:  248 gd:  228
[ 1.21575426e-10 -1.03189221e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
res:  228 3.27458519677748e-05 0.01406870743176114 0.02441790577491973
[ 1.21581874e-10 -1.03189326e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
Niter:  5 row:  63 ngroup:  1 nlines:  248 gd:  228
[ 1.21581874e-10 -1.03189326e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
res:  228 7.784537592669949e-05 0.014015447488418431 0.02441797463868965
[ 1.21576990e-10 -1.03189326e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
Niter:  6 row:  63 ngroup:  1 nlines:  248 gd:  228
[ 1.21576990e-10 -1.03189326e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
res:  228 6.929752544237999e-05 0.014034690811058681 0.024418021081383717
[ 1.21581128e-10 -1.03189393e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
Final values:
res:  6.929752544237999e-05 0.024418021081383717
pars:  [ 1.21581128e-10 -1.03189393e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
63 [ 1.21581128e-10 -1.03189393e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02]
elapsed: 3.0 sec.
Niter:  0 row:  63 ngroup:  26 nlines:  6543 gd:  6543
[ 1.21581128e-10 -1.03189393e-05 -2.82868371e-01  1.61505688e+04
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02 -1.44545073e+02  9.94511392e-08
  1.53962412e+02 -1.44545073e+02  9.94511392e-08  1.53962412e+02
 -1.44545073e+02  9.94511392e-08  1.53962412e+02 -1.44545073e+02
  9.94511392e-08  1.53962412e+02]
res:  6543 0.001469929093218525 0.014755494532437297 0.031968226294725045
[ 1.21581140e-10 -1.03189383e-05 -2.82868343e-01  1.61505672e+04
 -1.44563255e+02  3.51509649e-03  1.53958705e+02 -1.44060666e+02
  5.21410619e-01  1.54453758e+02 -1.44571518e+02 -1.21136893e-02
  1.53947909e+02 -1.44100333e+02  5.03196146e-01  1.54435317e+02
 -1.44572281e+02 -1.45161048e-02  1.53962745e+02 -1.44092995e+02
  5.13084426e-01  1.54451210e+02 -1.44570047e+02  3.00048131e-03
  1.53957877e+02 -1.44096903e+02  4.95854047e-01  1.54442426e+02
 -1.44594969e+02 -7.50720562e-03  1.53956596e+02 -1.44085315e+02
  5.04541365e-01  1.54454752e+02 -1.44570460e+02  9.43589963e-03
  1.53966434e+02 -1.44086344e+02  4.87486774e-01  1.54450881e+02
 -1.44605235e+02  7.40724213e-04  1.53944773e+02 -1.44075245e+02
  4.87588867e-01  1.54439095e+02 -1.44590618e+02  2.37419271e-03
  1.53974540e+02 -1.44091028e+02  5.09577587e-01  1.54465652e+02
 -1.44609032e+02 -1.19393084e-02  1.53952990e+02 -1.44128908e+02
  4.88706486e-01  1.54446039e+02 -1.44558094e+02  1.62146857e-03
  1.53956769e+02 -1.44097492e+02  5.07518230e-01  1.54457184e+02
 -1.44622990e+02 -3.78321531e-02  1.53950572e+02 -1.44090148e+02
  4.82557790e-01  1.54441940e+02 -1.44590308e+02 -1.03280238e-02
  1.53951165e+02 -1.44111865e+02  5.06038622e-01  1.54443198e+02
 -1.44617664e+02 -1.39506186e-02  1.53948915e+02 -1.44100777e+02
  4.86189504e-01  1.54431338e+02]
Niter:  1 row:  63 ngroup:  26 nlines:  6543 gd:  6109
[ 1.21581140e-10 -1.03189383e-05 -2.82868343e-01  1.61505672e+04
 -1.44563255e+02  3.51509649e-03  1.53958705e+02 -1.44060666e+02
  5.21410619e-01  1.54453758e+02 -1.44571518e+02 -1.21136893e-02
  1.53947909e+02 -1.44100333e+02  5.03196146e-01  1.54435317e+02
 -1.44572281e+02 -1.45161048e-02  1.53962745e+02 -1.44092995e+02
  5.13084426e-01  1.54451210e+02 -1.44570047e+02  3.00048131e-03
  1.53957877e+02 -1.44096903e+02  4.95854047e-01  1.54442426e+02
 -1.44594969e+02 -7.50720562e-03  1.53956596e+02 -1.44085315e+02
  5.04541365e-01  1.54454752e+02 -1.44570460e+02  9.43589963e-03
  1.53966434e+02 -1.44086344e+02  4.87486774e-01  1.54450881e+02
 -1.44605235e+02  7.40724213e-04  1.53944773e+02 -1.44075245e+02
  4.87588867e-01  1.54439095e+02 -1.44590618e+02  2.37419271e-03
  1.53974540e+02 -1.44091028e+02  5.09577587e-01  1.54465652e+02
 -1.44609032e+02 -1.19393084e-02  1.53952990e+02 -1.44128908e+02
  4.88706486e-01  1.54446039e+02 -1.44558094e+02  1.62146857e-03
  1.53956769e+02 -1.44097492e+02  5.07518230e-01  1.54457184e+02
 -1.44622990e+02 -3.78321531e-02  1.53950572e+02 -1.44090148e+02
  4.82557790e-01  1.54441940e+02 -1.44590308e+02 -1.03280238e-02
  1.53951165e+02 -1.44111865e+02  5.06038622e-01  1.54443198e+02
 -1.44617664e+02 -1.39506186e-02  1.53948915e+02 -1.44100777e+02
  4.86189504e-01  1.54431338e+02]
res:  6109 0.000253969836194301 0.014680686232168227 0.023669194854866755
[ 1.21581152e-10 -1.03189373e-05 -2.82868315e-01  1.61505656e+04
 -1.44569658e+02 -8.06305522e-03  1.53952435e+02 -1.44080360e+02
  4.91442107e-01  1.54445221e+02 -1.44588509e+02 -2.91333693e-02
  1.53940961e+02 -1.44094364e+02  4.77429272e-01  1.54430558e+02
 -1.44572133e+02 -1.57884709e-02  1.53950256e+02 -1.44098983e+02
  5.02554024e-01  1.54447172e+02 -1.44580303e+02 -1.93502149e-02
  1.53943900e+02 -1.44103451e+02  4.76402009e-01  1.54435873e+02
 -1.44602202e+02 -1.28746007e-02  1.53946964e+02 -1.44085012e+02
  4.82519519e-01  1.54447729e+02 -1.44581249e+02 -8.68102188e-03
  1.53959513e+02 -1.44087882e+02  4.77583022e-01  1.54442567e+02
 -1.44610340e+02 -2.81609741e-02  1.53937887e+02 -1.44087206e+02
  4.70826706e-01  1.54430709e+02 -1.44607701e+02 -7.14745264e-03
  1.53962105e+02 -1.44096835e+02  4.92423106e-01  1.54459303e+02
 -1.44604493e+02 -2.23269287e-02  1.53944082e+02 -1.44122104e+02
  4.81688085e-01  1.54439510e+02 -1.44577270e+02 -1.97168536e-02
  1.53943134e+02 -1.44103058e+02  4.97351962e-01  1.54447557e+02
 -1.44621987e+02 -5.44105903e-02  1.53938791e+02 -1.44112976e+02
  4.55304136e-01  1.54440378e+02 -1.44610254e+02 -3.25844480e-02
  1.53945807e+02 -1.44106952e+02  4.85248855e-01  1.54431459e+02
 -1.44615621e+02 -3.94357311e-02  1.53943514e+02 -1.44111928e+02
  4.61840444e-01  1.54427823e+02]
Niter:  2 row:  63 ngroup:  26 nlines:  6543 gd:  6100
[ 1.21581152e-10 -1.03189373e-05 -2.82868315e-01  1.61505656e+04
 -1.44569658e+02 -8.06305522e-03  1.53952435e+02 -1.44080360e+02
  4.91442107e-01  1.54445221e+02 -1.44588509e+02 -2.91333693e-02
  1.53940961e+02 -1.44094364e+02  4.77429272e-01  1.54430558e+02
 -1.44572133e+02 -1.57884709e-02  1.53950256e+02 -1.44098983e+02
  5.02554024e-01  1.54447172e+02 -1.44580303e+02 -1.93502149e-02
  1.53943900e+02 -1.44103451e+02  4.76402009e-01  1.54435873e+02
 -1.44602202e+02 -1.28746007e-02  1.53946964e+02 -1.44085012e+02
  4.82519519e-01  1.54447729e+02 -1.44581249e+02 -8.68102188e-03
  1.53959513e+02 -1.44087882e+02  4.77583022e-01  1.54442567e+02
 -1.44610340e+02 -2.81609741e-02  1.53937887e+02 -1.44087206e+02
  4.70826706e-01  1.54430709e+02 -1.44607701e+02 -7.14745264e-03
  1.53962105e+02 -1.44096835e+02  4.92423106e-01  1.54459303e+02
 -1.44604493e+02 -2.23269287e-02  1.53944082e+02 -1.44122104e+02
  4.81688085e-01  1.54439510e+02 -1.44577270e+02 -1.97168536e-02
  1.53943134e+02 -1.44103058e+02  4.97351962e-01  1.54447557e+02
 -1.44621987e+02 -5.44105903e-02  1.53938791e+02 -1.44112976e+02
  4.55304136e-01  1.54440378e+02 -1.44610254e+02 -3.25844480e-02
  1.53945807e+02 -1.44106952e+02  4.85248855e-01  1.54431459e+02
 -1.44615621e+02 -3.94357311e-02  1.53943514e+02 -1.44111928e+02
  4.61840444e-01  1.54427823e+02]
res:  6100 0.00022447167248174082 0.01465134786485578 0.023522566026375705
[ 1.21581164e-10 -1.03189362e-05 -2.82868287e-01  1.61505640e+04
 -1.44571320e+02 -1.70850045e-02  1.53947710e+02 -1.44087349e+02
  4.85755412e-01  1.54438575e+02 -1.44600277e+02 -3.48400231e-02
  1.53936233e+02 -1.44096022e+02  4.71726512e-01  1.54427673e+02
 -1.44574403e+02 -2.14977085e-02  1.53945525e+02 -1.44105952e+02
  4.96851225e-01  1.54442436e+02 -1.44587279e+02 -3.09146409e-02
  1.53939178e+02 -1.44100583e+02  4.67500608e-01  1.54431143e+02
 -1.44609187e+02 -1.85685072e-02  1.53942229e+02 -1.44092005e+02
  4.76822478e-01  1.54442998e+02 -1.44588226e+02 -1.74760660e-02
  1.53954784e+02 -1.44094856e+02  4.71870712e-01  1.54437839e+02
 -1.44617312e+02 -3.71472187e-02  1.53933156e+02 -1.44094204e+02
  4.65134558e-01  1.54425971e+02 -1.44614672e+02 -1.28261919e-02
  1.53957383e+02 -1.44103799e+02  4.86715021e-01  1.54454570e+02
 -1.44611444e+02 -2.80469438e-02  1.53939358e+02 -1.44112708e+02
  4.75994200e-01  1.54434781e+02 -1.44584245e+02 -2.53919946e-02
  1.53938405e+02 -1.44104553e+02  4.91659173e-01  1.54441027e+02
 -1.44628980e+02 -6.01250051e-02  1.53934066e+02 -1.44130241e+02
  4.46391850e-01  1.54435651e+02 -1.44617209e+02 -4.12445946e-02
  1.53941079e+02 -1.44103486e+02  4.79550763e-01  1.54424664e+02
 -1.44622596e+02 -4.51337621e-02  1.53938787e+02 -1.44118903e+02
  4.56126092e-01  1.54425012e+02]
Niter:  3 row:  63 ngroup:  26 nlines:  6543 gd:  6097
[ 1.21581164e-10 -1.03189362e-05 -2.82868287e-01  1.61505640e+04
 -1.44571320e+02 -1.70850045e-02  1.53947710e+02 -1.44087349e+02
  4.85755412e-01  1.54438575e+02 -1.44600277e+02 -3.48400231e-02
  1.53936233e+02 -1.44096022e+02  4.71726512e-01  1.54427673e+02
 -1.44574403e+02 -2.14977085e-02  1.53945525e+02 -1.44105952e+02
  4.96851225e-01  1.54442436e+02 -1.44587279e+02 -3.09146409e-02
  1.53939178e+02 -1.44100583e+02  4.67500608e-01  1.54431143e+02
 -1.44609187e+02 -1.85685072e-02  1.53942229e+02 -1.44092005e+02
  4.76822478e-01  1.54442998e+02 -1.44588226e+02 -1.74760660e-02
  1.53954784e+02 -1.44094856e+02  4.71870712e-01  1.54437839e+02
 -1.44617312e+02 -3.71472187e-02  1.53933156e+02 -1.44094204e+02
  4.65134558e-01  1.54425971e+02 -1.44614672e+02 -1.28261919e-02
  1.53957383e+02 -1.44103799e+02  4.86715021e-01  1.54454570e+02
 -1.44611444e+02 -2.80469438e-02  1.53939358e+02 -1.44112708e+02
  4.75994200e-01  1.54434781e+02 -1.44584245e+02 -2.53919946e-02
  1.53938405e+02 -1.44104553e+02  4.91659173e-01  1.54441027e+02
 -1.44628980e+02 -6.01250051e-02  1.53934066e+02 -1.44130241e+02
  4.46391850e-01  1.54435651e+02 -1.44617209e+02 -4.12445946e-02
  1.53941079e+02 -1.44103486e+02  4.79550763e-01  1.54424664e+02
 -1.44622596e+02 -4.51337621e-02  1.53938787e+02 -1.44118903e+02
  4.56126092e-01  1.54425012e+02]
res:  6097 -0.00017213742466992699 0.01462640548379568 0.02345653973835235
[ 1.21668329e-10 -1.03189362e-05 -2.82868287e-01  1.61505640e+04
 -1.44571320e+02 -1.70850045e-02  1.53947710e+02 -1.44087349e+02
  4.85755412e-01  1.54438575e+02 -1.44600277e+02 -3.48400231e-02
  1.53936233e+02 -1.44096022e+02  4.71726512e-01  1.54427673e+02
 -1.44574403e+02 -2.14977085e-02  1.53945525e+02 -1.44105952e+02
  4.96851225e-01  1.54442436e+02 -1.44587279e+02 -3.09146409e-02
  1.53939178e+02 -1.44100583e+02  4.67500608e-01  1.54431143e+02
 -1.44609187e+02 -1.85685072e-02  1.53942229e+02 -1.44092005e+02
  4.76822478e-01  1.54442998e+02 -1.44588226e+02 -1.74760660e-02
  1.53954784e+02 -1.44094856e+02  4.71870712e-01  1.54437839e+02
 -1.44617312e+02 -3.71472187e-02  1.53933156e+02 -1.44094204e+02
  4.65134558e-01  1.54425971e+02 -1.44614672e+02 -1.28261919e-02
  1.53957383e+02 -1.44103799e+02  4.86715021e-01  1.54454570e+02
 -1.44611444e+02 -2.80469438e-02  1.53939358e+02 -1.44112708e+02
  4.75994200e-01  1.54434781e+02 -1.44584245e+02 -2.53919946e-02
  1.53938405e+02 -1.44104553e+02  4.91659173e-01  1.54441027e+02
 -1.44628980e+02 -6.01250051e-02  1.53934066e+02 -1.44130241e+02
  4.46391850e-01  1.54435651e+02 -1.44617209e+02 -4.12445946e-02
  1.53941079e+02 -1.44103486e+02  4.79550763e-01  1.54424664e+02
 -1.44622596e+02 -4.51337621e-02  1.53938787e+02 -1.44118903e+02
  4.56126092e-01  1.54425012e+02]
Niter:  4 row:  63 ngroup:  26 nlines:  6543 gd:  6103
[ 1.21668329e-10 -1.03189362e-05 -2.82868287e-01  1.61505640e+04
 -1.44571320e+02 -1.70850045e-02  1.53947710e+02 -1.44087349e+02
  4.85755412e-01  1.54438575e+02 -1.44600277e+02 -3.48400231e-02
  1.53936233e+02 -1.44096022e+02  4.71726512e-01  1.54427673e+02
 -1.44574403e+02 -2.14977085e-02  1.53945525e+02 -1.44105952e+02
  4.96851225e-01  1.54442436e+02 -1.44587279e+02 -3.09146409e-02
  1.53939178e+02 -1.44100583e+02  4.67500608e-01  1.54431143e+02
 -1.44609187e+02 -1.85685072e-02  1.53942229e+02 -1.44092005e+02
  4.76822478e-01  1.54442998e+02 -1.44588226e+02 -1.74760660e-02
  1.53954784e+02 -1.44094856e+02  4.71870712e-01  1.54437839e+02
 -1.44617312e+02 -3.71472187e-02  1.53933156e+02 -1.44094204e+02
  4.65134558e-01  1.54425971e+02 -1.44614672e+02 -1.28261919e-02
  1.53957383e+02 -1.44103799e+02  4.86715021e-01  1.54454570e+02
 -1.44611444e+02 -2.80469438e-02  1.53939358e+02 -1.44112708e+02
  4.75994200e-01  1.54434781e+02 -1.44584245e+02 -2.53919946e-02
  1.53938405e+02 -1.44104553e+02  4.91659173e-01  1.54441027e+02
 -1.44628980e+02 -6.01250051e-02  1.53934066e+02 -1.44130241e+02
  4.46391850e-01  1.54435651e+02 -1.44617209e+02 -4.12445946e-02
  1.53941079e+02 -1.44103486e+02  4.79550763e-01  1.54424664e+02
 -1.44622596e+02 -4.51337621e-02  1.53938787e+02 -1.44118903e+02
  4.56126092e-01  1.54425012e+02]
res:  6103 0.00023774269538989756 0.014688771885630558 0.023515076272787535
[ 1.21668341e-10 -1.03189352e-05 -2.82868258e-01  1.61505623e+04
 -1.44582151e+02 -2.27724646e-02  1.53946487e+02 -1.44098235e+02
  4.80072487e-01  1.54437292e+02 -1.44610836e+02 -4.05481068e-02
  1.53934977e+02 -1.44106987e+02  4.66019596e-01  1.54426394e+02
 -1.44585099e+02 -2.72110414e-02  1.53944244e+02 -1.44116645e+02
  4.91149042e-01  1.54441086e+02 -1.44598036e+02 -3.66138109e-02
  1.53938000e+02 -1.44111362e+02  4.61801619e-01  1.54427856e+02
 -1.44615221e+02 -2.42560270e-02  1.53940885e+02 -1.44102891e+02
  4.71124595e-01  1.54441723e+02 -1.44599008e+02 -2.31696365e-02
  1.53953512e+02 -1.44100488e+02  4.66165819e-01  1.54436598e+02
 -1.44628035e+02 -4.28491424e-02  1.53931865e+02 -1.44105126e+02
  4.59440531e-01  1.54424584e+02 -1.44620689e+02 -1.85015775e-02
  1.53956191e+02 -1.44109997e+02  4.81010665e-01  1.54453251e+02
 -1.44622024e+02 -3.37598814e-02  1.53938149e+02 -1.44118625e+02
  4.70300291e-01  1.54433514e+02 -1.44594998e+02 -3.10591354e-02
  1.53937136e+02 -1.44115356e+02  4.85973884e-01  1.54439688e+02
 -1.44639871e+02 -6.58338362e-02  1.53932861e+02 -1.44146423e+02
  4.40704919e-01  1.54434415e+02 -1.44627829e+02 -4.99911516e-02
  1.53937863e+02 -1.44109530e+02  4.73847465e-01  1.54423234e+02
 -1.44633369e+02 -5.08160862e-02  1.53937537e+02 -1.44129661e+02
  4.50405760e-01  1.54421910e+02]
Niter:  5 row:  63 ngroup:  26 nlines:  6543 gd:  6105
[ 1.21668341e-10 -1.03189352e-05 -2.82868258e-01  1.61505623e+04
 -1.44582151e+02 -2.27724646e-02  1.53946487e+02 -1.44098235e+02
  4.80072487e-01  1.54437292e+02 -1.44610836e+02 -4.05481068e-02
  1.53934977e+02 -1.44106987e+02  4.66019596e-01  1.54426394e+02
 -1.44585099e+02 -2.72110414e-02  1.53944244e+02 -1.44116645e+02
  4.91149042e-01  1.54441086e+02 -1.44598036e+02 -3.66138109e-02
  1.53938000e+02 -1.44111362e+02  4.61801619e-01  1.54427856e+02
 -1.44615221e+02 -2.42560270e-02  1.53940885e+02 -1.44102891e+02
  4.71124595e-01  1.54441723e+02 -1.44599008e+02 -2.31696365e-02
  1.53953512e+02 -1.44100488e+02  4.66165819e-01  1.54436598e+02
 -1.44628035e+02 -4.28491424e-02  1.53931865e+02 -1.44105126e+02
  4.59440531e-01  1.54424584e+02 -1.44620689e+02 -1.85015775e-02
  1.53956191e+02 -1.44109997e+02  4.81010665e-01  1.54453251e+02
 -1.44622024e+02 -3.37598814e-02  1.53938149e+02 -1.44118625e+02
  4.70300291e-01  1.54433514e+02 -1.44594998e+02 -3.10591354e-02
  1.53937136e+02 -1.44115356e+02  4.85973884e-01  1.54439688e+02
 -1.44639871e+02 -6.58338362e-02  1.53932861e+02 -1.44146423e+02
  4.40704919e-01  1.54434415e+02 -1.44627829e+02 -4.99911516e-02
  1.53937863e+02 -1.44109530e+02  4.73847465e-01  1.54423234e+02
 -1.44633369e+02 -5.08160862e-02  1.53937537e+02 -1.44129661e+02
  4.50405760e-01  1.54421910e+02]
res:  6105 -5.487559246830642e-05 0.014654664551926544 0.023526538775736544
[ 1.21728319e-10 -1.03189352e-05 -2.82868258e-01  1.61505623e+04
 -1.44582151e+02 -2.27724646e-02  1.53946487e+02 -1.44098235e+02
  4.80072487e-01  1.54437292e+02 -1.44610836e+02 -4.05481068e-02
  1.53934977e+02 -1.44106987e+02  4.66019596e-01  1.54426394e+02
 -1.44585099e+02 -2.72110414e-02  1.53944244e+02 -1.44116645e+02
  4.91149042e-01  1.54441086e+02 -1.44598036e+02 -3.66138109e-02
  1.53938000e+02 -1.44111362e+02  4.61801619e-01  1.54427856e+02
 -1.44615221e+02 -2.42560270e-02  1.53940885e+02 -1.44102891e+02
  4.71124595e-01  1.54441723e+02 -1.44599008e+02 -2.31696365e-02
  1.53953512e+02 -1.44100488e+02  4.66165819e-01  1.54436598e+02
 -1.44628035e+02 -4.28491424e-02  1.53931865e+02 -1.44105126e+02
  4.59440531e-01  1.54424584e+02 -1.44620689e+02 -1.85015775e-02
  1.53956191e+02 -1.44109997e+02  4.81010665e-01  1.54453251e+02
 -1.44622024e+02 -3.37598814e-02  1.53938149e+02 -1.44118625e+02
  4.70300291e-01  1.54433514e+02 -1.44594998e+02 -3.10591354e-02
  1.53937136e+02 -1.44115356e+02  4.85973884e-01  1.54439688e+02
 -1.44639871e+02 -6.58338362e-02  1.53932861e+02 -1.44146423e+02
  4.40704919e-01  1.54434415e+02 -1.44627829e+02 -4.99911516e-02
  1.53937863e+02 -1.44109530e+02  4.73847465e-01  1.54423234e+02
 -1.44633369e+02 -5.08160862e-02  1.53937537e+02 -1.44129661e+02
  4.50405760e-01  1.54421910e+02]
Niter:  6 row:  63 ngroup:  26 nlines:  6543 gd:  6105
[ 1.21728319e-10 -1.03189352e-05 -2.82868258e-01  1.61505623e+04
 -1.44582151e+02 -2.27724646e-02  1.53946487e+02 -1.44098235e+02
  4.80072487e-01  1.54437292e+02 -1.44610836e+02 -4.05481068e-02
  1.53934977e+02 -1.44106987e+02  4.66019596e-01  1.54426394e+02
 -1.44585099e+02 -2.72110414e-02  1.53944244e+02 -1.44116645e+02
  4.91149042e-01  1.54441086e+02 -1.44598036e+02 -3.66138109e-02
  1.53938000e+02 -1.44111362e+02  4.61801619e-01  1.54427856e+02
 -1.44615221e+02 -2.42560270e-02  1.53940885e+02 -1.44102891e+02
  4.71124595e-01  1.54441723e+02 -1.44599008e+02 -2.31696365e-02
  1.53953512e+02 -1.44100488e+02  4.66165819e-01  1.54436598e+02
 -1.44628035e+02 -4.28491424e-02  1.53931865e+02 -1.44105126e+02
  4.59440531e-01  1.54424584e+02 -1.44620689e+02 -1.85015775e-02
  1.53956191e+02 -1.44109997e+02  4.81010665e-01  1.54453251e+02
 -1.44622024e+02 -3.37598814e-02  1.53938149e+02 -1.44118625e+02
  4.70300291e-01  1.54433514e+02 -1.44594998e+02 -3.10591354e-02
  1.53937136e+02 -1.44115356e+02  4.85973884e-01  1.54439688e+02
 -1.44639871e+02 -6.58338362e-02  1.53932861e+02 -1.44146423e+02
  4.40704919e-01  1.54434415e+02 -1.44627829e+02 -4.99911516e-02
  1.53937863e+02 -1.44109530e+02  4.73847465e-01  1.54423234e+02
 -1.44633369e+02 -5.08160862e-02  1.53937537e+02 -1.44129661e+02
  4.50405760e-01  1.54421910e+02]
res:  6105 0.0005746631341025932 0.014462364544669981 0.02350332305280533
[ 1.21819189e-10 -1.03187439e-05 -2.82868321e-01  1.61505637e+04
 -1.44574097e+02 -1.56266531e-02  1.53959472e+02 -1.44090156e+02
  4.87211970e-01  1.54450303e+02 -1.44602771e+02 -3.34163069e-02
  1.53948025e+02 -1.44098910e+02  4.73191065e-01  1.54439412e+02
 -1.44577055e+02 -2.00593726e-02  1.53957250e+02 -1.44108602e+02
  4.98299919e-01  1.54453988e+02 -1.44589974e+02 -2.95099022e-02
  1.53951177e+02 -1.44103313e+02  4.68953191e-01  1.54440931e+02
 -1.44607168e+02 -1.71245589e-02  1.53954805e+02 -1.44094817e+02
  4.78280184e-01  1.54454742e+02 -1.44590943e+02 -1.60434173e-02
  1.53966528e+02 -1.44092409e+02  4.73328442e-01  1.54449667e+02
 -1.44619876e+02 -3.57019917e-02  1.53944854e+02 -1.44097055e+02
  4.66575972e-01  1.54437430e+02 -1.44612601e+02 -1.13709426e-02
  1.53969343e+02 -1.44101949e+02  4.88152314e-01  1.54466195e+02
 -1.44613888e+02 -2.66149101e-02  1.53951271e+02 -1.44110533e+02
  4.77455520e-01  1.54447616e+02 -1.44586937e+02 -2.39332216e-02
  1.53950171e+02 -1.44107268e+02  4.93127420e-01  1.54453528e+02
 -1.44631822e+02 -5.86894496e-02  1.53945998e+02 -1.44138296e+02
  4.47869432e-01  1.54447493e+02 -1.44619730e+02 -4.28603846e-02
  1.53950947e+02 -1.44101440e+02  4.80989630e-01  1.54436015e+02
 -1.44625304e+02 -4.36937434e-02  1.53950592e+02 -1.44121542e+02
  4.57558829e-01  1.54435925e+02]
Saving figure to  wave_resid_43670005_fiber63.png
Final values:
res:  0.0005746631341025932 0.02350332305280533
pars:  [ 1.21819189e-10 -1.03187439e-05 -2.82868321e-01  1.61505637e+04
 -1.44574097e+02 -1.56266531e-02  1.53959472e+02 -1.44090156e+02
  4.87211970e-01  1.54450303e+02 -1.44602771e+02 -3.34163069e-02
  1.53948025e+02 -1.44098910e+02  4.73191065e-01  1.54439412e+02
 -1.44577055e+02 -2.00593726e-02  1.53957250e+02 -1.44108602e+02
  4.98299919e-01  1.54453988e+02 -1.44589974e+02 -2.95099022e-02
  1.53951177e+02 -1.44103313e+02  4.68953191e-01  1.54440931e+02
 -1.44607168e+02 -1.71245589e-02  1.53954805e+02 -1.44094817e+02
  4.78280184e-01  1.54454742e+02 -1.44590943e+02 -1.60434173e-02
  1.53966528e+02 -1.44092409e+02  4.73328442e-01  1.54449667e+02
 -1.44619876e+02 -3.57019917e-02  1.53944854e+02 -1.44097055e+02
  4.66575972e-01  1.54437430e+02 -1.44612601e+02 -1.13709426e-02
  1.53969343e+02 -1.44101949e+02  4.88152314e-01  1.54466195e+02
 -1.44613888e+02 -2.66149101e-02  1.53951271e+02 -1.44110533e+02
  4.77455520e-01  1.54447616e+02 -1.44586937e+02 -2.39332216e-02
  1.53950171e+02 -1.44107268e+02  4.93127420e-01  1.54453528e+02
 -1.44631822e+02 -5.86894496e-02  1.53945998e+02 -1.44138296e+02
  4.47869432e-01  1.54447493e+02 -1.44619730e+02 -4.28603846e-02
  1.53950947e+02 -1.44101440e+02  4.80989630e-01  1.54436015e+02
 -1.44625304e+02 -4.36937434e-02  1.53950592e+02 -1.44121542e+02
  4.57558829e-01  1.54435925e+02]
63 [ 1.21819189e-10 -1.03187439e-05 -2.82868321e-01  1.61505637e+04
 -1.44574097e+02 -1.56266531e-02  1.53959472e+02 -1.44090156e+02
  4.87211970e-01  1.54450303e+02 -1.44602771e+02 -3.34163069e-02
  1.53948025e+02 -1.44098910e+02  4.73191065e-01  1.54439412e+02
 -1.44577055e+02 -2.00593726e-02  1.53957250e+02 -1.44108602e+02
  4.98299919e-01  1.54453988e+02 -1.44589974e+02 -2.95099022e-02
  1.53951177e+02 -1.44103313e+02  4.68953191e-01  1.54440931e+02
 -1.44607168e+02 -1.71245589e-02  1.53954805e+02 -1.44094817e+02
  4.78280184e-01  1.54454742e+02 -1.44590943e+02 -1.60434173e-02
  1.53966528e+02 -1.44092409e+02  4.73328442e-01  1.54449667e+02
 -1.44619876e+02 -3.57019917e-02  1.53944854e+02 -1.44097055e+02
  4.66575972e-01  1.54437430e+02 -1.44612601e+02 -1.13709426e-02
  1.53969343e+02 -1.44101949e+02  4.88152314e-01  1.54466195e+02
 -1.44613888e+02 -2.66149101e-02  1.53951271e+02 -1.44110533e+02
  4.77455520e-01  1.54447616e+02 -1.44586937e+02 -2.39332216e-02
  1.53950171e+02 -1.44107268e+02  4.93127420e-01  1.54453528e+02
 -1.44631822e+02 -5.86894496e-02  1.53945998e+02 -1.44138296e+02
  4.47869432e-01  1.54447493e+02 -1.44619730e+02 -4.28603846e-02
  1.53950947e+02 -1.44101440e+02  4.80989630e-01  1.54436015e+02
 -1.44625304e+02 -4.36937434e-02  1.53950592e+02 -1.44121542e+02
  4.57558829e-01  1.54435925e+02]
--- Row 65/300 row=64 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  64
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=64 ---
Niter:  0 row:  64 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 -0.0006759182670066366 0.014898676486154727 0.031340410359901386
[ 1.21756955e-10 -1.03177287e-05 -2.82863281e-01  1.61505707e+04
 -1.44620798e+02  2.30695650e-13  1.54027354e+02]
Niter:  1 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21756955e-10 -1.03177287e-05 -2.82863281e-01  1.61505707e+04
 -1.44620798e+02  2.30695650e-13  1.54027354e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Niter:  2 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Niter:  3 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Niter:  4 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Niter:  5 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Niter:  6 row:  64 ngroup:  1 nlines:  244 gd:  229
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
res:  229 -0.0007591242328999215 0.014663076602118963 0.023456694558185394
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
Final values:
res:  -0.0007591242328999215 0.023456694558185394
pars:  [ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
64 [ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02]
elapsed: 3.0 sec.
Niter:  0 row:  64 ngroup:  26 nlines:  6278 gd:  6278
[ 1.21650467e-10 -1.03175932e-05 -2.82861594e-01  1.61505689e+04
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02 -1.44634065e+02  2.99186162e-11
  1.54029812e+02 -1.44634065e+02  2.99186162e-11  1.54029812e+02
 -1.44634065e+02  2.99186162e-11  1.54029812e+02 -1.44634065e+02
  2.99186162e-11  1.54029812e+02]
res:  6278 0.0005117331766086863 0.01413111253259558 0.030041833509570494
[ 1.21650455e-10 -1.03175942e-05 -2.82861623e-01  1.61505706e+04
 -1.44627117e+02 -2.93107927e-04  1.54036693e+02 -1.44113362e+02
  4.90077188e-01  1.54518302e+02 -1.44626648e+02 -5.83560536e-03
  1.54017236e+02 -1.44123365e+02  4.93703459e-01  1.54515229e+02
 -1.44623384e+02  8.17975168e-03  1.54040757e+02 -1.44116750e+02
  5.15398444e-01  1.54525067e+02 -1.44609132e+02 -1.67140492e-02
  1.54030427e+02 -1.44151623e+02  4.98384283e-01  1.54507802e+02
 -1.44638804e+02  9.35153769e-03  1.54035406e+02 -1.44121712e+02
  5.06003075e-01  1.54528550e+02 -1.44619916e+02  1.66710731e-02
  1.54025291e+02 -1.44141625e+02  4.92631409e-01  1.54524206e+02
 -1.44657245e+02 -9.10937102e-03  1.54014229e+02 -1.44133027e+02
  4.76079116e-01  1.54505734e+02 -1.44628922e+02  7.14102322e-03
  1.54044136e+02 -1.44141295e+02  4.83620896e-01  1.54510245e+02
 -1.44653578e+02  2.87785262e-03  1.54013221e+02 -1.44139370e+02
  4.73029574e-01  1.54525557e+02 -1.44626307e+02 -9.74957366e-03
  1.54029102e+02 -1.44140067e+02  5.02533951e-01  1.54533044e+02
 -1.44645716e+02 -9.44664830e-03  1.54014239e+02 -1.44131699e+02
  4.58841605e-01  1.54517856e+02 -1.44626156e+02 -4.33342132e-04
  1.54033199e+02 -1.44163693e+02  4.80170481e-01  1.54517010e+02
 -1.44669801e+02 -3.88279892e-02  1.54013469e+02 -1.44166113e+02
  4.92604034e-01  1.54498885e+02]
Niter:  1 row:  64 ngroup:  26 nlines:  6278 gd:  5899
[ 1.21650455e-10 -1.03175942e-05 -2.82861623e-01  1.61505706e+04
 -1.44627117e+02 -2.93107927e-04  1.54036693e+02 -1.44113362e+02
  4.90077188e-01  1.54518302e+02 -1.44626648e+02 -5.83560536e-03
  1.54017236e+02 -1.44123365e+02  4.93703459e-01  1.54515229e+02
 -1.44623384e+02  8.17975168e-03  1.54040757e+02 -1.44116750e+02
  5.15398444e-01  1.54525067e+02 -1.44609132e+02 -1.67140492e-02
  1.54030427e+02 -1.44151623e+02  4.98384283e-01  1.54507802e+02
 -1.44638804e+02  9.35153769e-03  1.54035406e+02 -1.44121712e+02
  5.06003075e-01  1.54528550e+02 -1.44619916e+02  1.66710731e-02
  1.54025291e+02 -1.44141625e+02  4.92631409e-01  1.54524206e+02
 -1.44657245e+02 -9.10937102e-03  1.54014229e+02 -1.44133027e+02
  4.76079116e-01  1.54505734e+02 -1.44628922e+02  7.14102322e-03
  1.54044136e+02 -1.44141295e+02  4.83620896e-01  1.54510245e+02
 -1.44653578e+02  2.87785262e-03  1.54013221e+02 -1.44139370e+02
  4.73029574e-01  1.54525557e+02 -1.44626307e+02 -9.74957366e-03
  1.54029102e+02 -1.44140067e+02  5.02533951e-01  1.54533044e+02
 -1.44645716e+02 -9.44664830e-03  1.54014239e+02 -1.44131699e+02
  4.58841605e-01  1.54517856e+02 -1.44626156e+02 -4.33342132e-04
  1.54033199e+02 -1.44163693e+02  4.80170481e-01  1.54517010e+02
 -1.44669801e+02 -3.88279892e-02  1.54013469e+02 -1.44166113e+02
  4.92604034e-01  1.54498885e+02]
res:  5899 -0.0002527222877688473 0.014071956376028538 0.022810102345509467
[ 1.21650442e-10 -1.03175952e-05 -2.82861651e-01  1.61505722e+04
 -1.44625148e+02  8.34696649e-03  1.54035239e+02 -1.44119560e+02
  4.99914990e-01  1.54522427e+02 -1.44629043e+02 -1.36080778e-02
  1.54019808e+02 -1.44130326e+02  4.86516960e-01  1.54514735e+02
 -1.44616934e+02 -6.13227189e-03  1.54033330e+02 -1.44125872e+02
  5.15926693e-01  1.54530624e+02 -1.44618990e+02 -1.45461750e-02
  1.54035762e+02 -1.44137537e+02  4.87558225e-01  1.54505903e+02
 -1.44629555e+02 -2.46781520e-03  1.54042098e+02 -1.44109953e+02
  5.03710759e-01  1.54530945e+02 -1.44617411e+02  8.78385363e-03
  1.54034573e+02 -1.44144266e+02  4.97424096e-01  1.54527445e+02
 -1.44655214e+02 -1.03560260e-02  1.54016675e+02 -1.44130017e+02
  4.74932071e-01  1.54509336e+02 -1.44624580e+02  4.39183334e-03
  1.54048674e+02 -1.44131914e+02  4.91288755e-01  1.54523209e+02
 -1.44647211e+02 -3.31466921e-03  1.54020018e+02 -1.44138919e+02
  4.82238572e-01  1.54524140e+02 -1.44606238e+02 -1.39973482e-02
  1.54031749e+02 -1.44133109e+02  4.91284295e-01  1.54528901e+02
 -1.44639776e+02 -1.18664475e-02  1.54020071e+02 -1.44118729e+02
  4.63678624e-01  1.54520265e+02 -1.44613287e+02  2.16454417e-03
  1.54036272e+02 -1.44156879e+02  4.95440415e-01  1.54529152e+02
 -1.44657778e+02 -3.33586605e-02  1.54018549e+02 -1.44159171e+02
  4.83739257e-01  1.54503480e+02]
Niter:  2 row:  64 ngroup:  26 nlines:  6278 gd:  5892
[ 1.21650442e-10 -1.03175952e-05 -2.82861651e-01  1.61505722e+04
 -1.44625148e+02  8.34696649e-03  1.54035239e+02 -1.44119560e+02
  4.99914990e-01  1.54522427e+02 -1.44629043e+02 -1.36080778e-02
  1.54019808e+02 -1.44130326e+02  4.86516960e-01  1.54514735e+02
 -1.44616934e+02 -6.13227189e-03  1.54033330e+02 -1.44125872e+02
  5.15926693e-01  1.54530624e+02 -1.44618990e+02 -1.45461750e-02
  1.54035762e+02 -1.44137537e+02  4.87558225e-01  1.54505903e+02
 -1.44629555e+02 -2.46781520e-03  1.54042098e+02 -1.44109953e+02
  5.03710759e-01  1.54530945e+02 -1.44617411e+02  8.78385363e-03
  1.54034573e+02 -1.44144266e+02  4.97424096e-01  1.54527445e+02
 -1.44655214e+02 -1.03560260e-02  1.54016675e+02 -1.44130017e+02
  4.74932071e-01  1.54509336e+02 -1.44624580e+02  4.39183334e-03
  1.54048674e+02 -1.44131914e+02  4.91288755e-01  1.54523209e+02
 -1.44647211e+02 -3.31466921e-03  1.54020018e+02 -1.44138919e+02
  4.82238572e-01  1.54524140e+02 -1.44606238e+02 -1.39973482e-02
  1.54031749e+02 -1.44133109e+02  4.91284295e-01  1.54528901e+02
 -1.44639776e+02 -1.18664475e-02  1.54020071e+02 -1.44118729e+02
  4.63678624e-01  1.54520265e+02 -1.44613287e+02  2.16454417e-03
  1.54036272e+02 -1.44156879e+02  4.95440415e-01  1.54529152e+02
 -1.44657778e+02 -3.33586605e-02  1.54018549e+02 -1.44159171e+02
  4.83739257e-01  1.54503480e+02]
res:  5892 -0.0003128847947664326 0.014190376596161514 0.022692864756539886
[ 1.21650430e-10 -1.03175963e-05 -2.82861679e-01  1.61505738e+04
 -1.44618197e+02  1.40475776e-02  1.54039982e+02 -1.44117665e+02
  5.05623849e-01  1.54529107e+02 -1.44622047e+02 -1.11063271e-02
  1.54024541e+02 -1.44128538e+02  4.89225645e-01  1.54517359e+02
 -1.44609973e+02 -4.30724433e-04  1.54038059e+02 -1.44124063e+02
  5.18582443e-01  1.54537157e+02 -1.44612026e+02 -8.83802980e-03
  1.54040497e+02 -1.44130562e+02  4.86952617e-01  1.54508823e+02
 -1.44618283e+02  3.21562585e-03  1.54046827e+02 -1.44102994e+02
  5.09429174e-01  1.54537600e+02 -1.44610439e+02  1.15342723e-02
  1.54039304e+02 -1.44137320e+02  5.03136743e-01  1.54532158e+02
 -1.44648247e+02 -7.80342784e-03  1.54021404e+02 -1.44123053e+02
  4.80625628e-01  1.54514066e+02 -1.44617622e+02  6.95023037e-03
  1.54053409e+02 -1.44124952e+02  4.96999158e-01  1.54529834e+02
 -1.44640250e+02  2.39825486e-03  1.54026535e+02 -1.44131979e+02
  4.87948079e-01  1.54528867e+02 -1.44599257e+02 -8.28370867e-03
  1.54036482e+02 -1.44126151e+02  4.96972424e-01  1.54533631e+02
 -1.44632822e+02 -6.16050997e-03  1.54024800e+02 -1.44107136e+02
  4.69380239e-01  1.54524980e+02 -1.44601316e+02  7.85936164e-03
  1.54041003e+02 -1.44149949e+02  5.04780786e-01  1.54533878e+02
 -1.44650820e+02 -2.76606495e-02  1.54023277e+02 -1.44148018e+02
  4.89441386e-01  1.54508195e+02]
Niter:  3 row:  64 ngroup:  26 nlines:  6278 gd:  5894
[ 1.21650430e-10 -1.03175963e-05 -2.82861679e-01  1.61505738e+04
 -1.44618197e+02  1.40475776e-02  1.54039982e+02 -1.44117665e+02
  5.05623849e-01  1.54529107e+02 -1.44622047e+02 -1.11063271e-02
  1.54024541e+02 -1.44128538e+02  4.89225645e-01  1.54517359e+02
 -1.44609973e+02 -4.30724433e-04  1.54038059e+02 -1.44124063e+02
  5.18582443e-01  1.54537157e+02 -1.44612026e+02 -8.83802980e-03
  1.54040497e+02 -1.44130562e+02  4.86952617e-01  1.54508823e+02
 -1.44618283e+02  3.21562585e-03  1.54046827e+02 -1.44102994e+02
  5.09429174e-01  1.54537600e+02 -1.44610439e+02  1.15342723e-02
  1.54039304e+02 -1.44137320e+02  5.03136743e-01  1.54532158e+02
 -1.44648247e+02 -7.80342784e-03  1.54021404e+02 -1.44123053e+02
  4.80625628e-01  1.54514066e+02 -1.44617622e+02  6.95023037e-03
  1.54053409e+02 -1.44124952e+02  4.96999158e-01  1.54529834e+02
 -1.44640250e+02  2.39825486e-03  1.54026535e+02 -1.44131979e+02
  4.87948079e-01  1.54528867e+02 -1.44599257e+02 -8.28370867e-03
  1.54036482e+02 -1.44126151e+02  4.96972424e-01  1.54533631e+02
 -1.44632822e+02 -6.16050997e-03  1.54024800e+02 -1.44107136e+02
  4.69380239e-01  1.54524980e+02 -1.44601316e+02  7.85936164e-03
  1.54041003e+02 -1.44149949e+02  5.04780786e-01  1.54533878e+02
 -1.44650820e+02 -2.76606495e-02  1.54023277e+02 -1.44148018e+02
  4.89441386e-01  1.54508195e+02]
res:  5894 3.788479261856992e-05 0.014006694517775031 0.022691201868151368
[ 1.21564645e-10 -1.03175963e-05 -2.82861679e-01  1.61505738e+04
 -1.44618197e+02  1.40475776e-02  1.54039982e+02 -1.44117665e+02
  5.05623849e-01  1.54529107e+02 -1.44622047e+02 -1.11063271e-02
  1.54024541e+02 -1.44128538e+02  4.89225645e-01  1.54517359e+02
 -1.44609973e+02 -4.30724433e-04  1.54038059e+02 -1.44124063e+02
  5.18582443e-01  1.54537157e+02 -1.44612026e+02 -8.83802980e-03
  1.54040497e+02 -1.44130562e+02  4.86952617e-01  1.54508823e+02
 -1.44618283e+02  3.21562585e-03  1.54046827e+02 -1.44102994e+02
  5.09429174e-01  1.54537600e+02 -1.44610439e+02  1.15342723e-02
  1.54039304e+02 -1.44137320e+02  5.03136743e-01  1.54532158e+02
 -1.44648247e+02 -7.80342784e-03  1.54021404e+02 -1.44123053e+02
  4.80625628e-01  1.54514066e+02 -1.44617622e+02  6.95023037e-03
  1.54053409e+02 -1.44124952e+02  4.96999158e-01  1.54529834e+02
 -1.44640250e+02  2.39825486e-03  1.54026535e+02 -1.44131979e+02
  4.87948079e-01  1.54528867e+02 -1.44599257e+02 -8.28370867e-03
  1.54036482e+02 -1.44126151e+02  4.96972424e-01  1.54533631e+02
 -1.44632822e+02 -6.16050997e-03  1.54024800e+02 -1.44107136e+02
  4.69380239e-01  1.54524980e+02 -1.44601316e+02  7.85936164e-03
  1.54041003e+02 -1.44149949e+02  5.04780786e-01  1.54533878e+02
 -1.44650820e+02 -2.76606495e-02  1.54023277e+02 -1.44148018e+02
  4.89441386e-01  1.54508195e+02]
Niter:  4 row:  64 ngroup:  26 nlines:  6278 gd:  5883
[ 1.21564645e-10 -1.03175963e-05 -2.82861679e-01  1.61505738e+04
 -1.44618197e+02  1.40475776e-02  1.54039982e+02 -1.44117665e+02
  5.05623849e-01  1.54529107e+02 -1.44622047e+02 -1.11063271e-02
  1.54024541e+02 -1.44128538e+02  4.89225645e-01  1.54517359e+02
 -1.44609973e+02 -4.30724433e-04  1.54038059e+02 -1.44124063e+02
  5.18582443e-01  1.54537157e+02 -1.44612026e+02 -8.83802980e-03
  1.54040497e+02 -1.44130562e+02  4.86952617e-01  1.54508823e+02
 -1.44618283e+02  3.21562585e-03  1.54046827e+02 -1.44102994e+02
  5.09429174e-01  1.54537600e+02 -1.44610439e+02  1.15342723e-02
  1.54039304e+02 -1.44137320e+02  5.03136743e-01  1.54532158e+02
 -1.44648247e+02 -7.80342784e-03  1.54021404e+02 -1.44123053e+02
  4.80625628e-01  1.54514066e+02 -1.44617622e+02  6.95023037e-03
  1.54053409e+02 -1.44124952e+02  4.96999158e-01  1.54529834e+02
 -1.44640250e+02  2.39825486e-03  1.54026535e+02 -1.44131979e+02
  4.87948079e-01  1.54528867e+02 -1.44599257e+02 -8.28370867e-03
  1.54036482e+02 -1.44126151e+02  4.96972424e-01  1.54533631e+02
 -1.44632822e+02 -6.16050997e-03  1.54024800e+02 -1.44107136e+02
  4.69380239e-01  1.54524980e+02 -1.44601316e+02  7.85936164e-03
  1.54041003e+02 -1.44149949e+02  5.04780786e-01  1.54533878e+02
 -1.44650820e+02 -2.76606495e-02  1.54023277e+02 -1.44148018e+02
  4.89441386e-01  1.54508195e+02]
res:  5883 -0.00041802481973718386 0.014021953169503831 0.022529544066030308
[ 1.21564633e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
Niter:  5 row:  64 ngroup:  26 nlines:  6278 gd:  5881
[ 1.21564633e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
res:  5881 -0.0001091559925043839 0.014009918899319018 0.022491748394281256
[ 1.21507987e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
Niter:  6 row:  64 ngroup:  26 nlines:  6278 gd:  5883
[ 1.21507987e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
res:  5883 -8.082311705948086e-05 0.01401101679130079 0.022515863235623282
[ 1.21503784e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
Saving figure to  wave_resid_43670005_fiber64.png
Final values:
res:  -8.082311705948086e-05 0.022515863235623282
pars:  [ 1.21503784e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
64 [ 1.21503784e-10 -1.03175973e-05 -2.82861708e-01  1.61505754e+04
 -1.44607669e+02  1.97347388e-02  1.54041461e+02 -1.44106912e+02
  5.11324701e-01  1.54530338e+02 -1.44611192e+02 -8.57640175e-03
  1.54025902e+02 -1.44122867e+02  4.94917775e-01  1.54518716e+02
 -1.44599384e+02  5.27292456e-03  1.54039373e+02 -1.44118480e+02
  5.24291074e-01  1.54538396e+02 -1.44605992e+02 -3.13835803e-03
  1.54041888e+02 -1.44119853e+02  4.92630474e-01  1.54510151e+02
 -1.44612026e+02  8.88205894e-03  1.54048129e+02 -1.44092416e+02
  5.15144249e-01  1.54538795e+02 -1.44599774e+02  1.72440491e-02
  1.54040641e+02 -1.44131198e+02  5.08848097e-01  1.54533288e+02
 -1.44637584e+02 -2.12095225e-03  1.54022708e+02 -1.44117131e+02
  4.86317164e-01  1.54517393e+02 -1.44607029e+02  1.26666789e-02
  1.54054787e+02 -1.44114322e+02  5.02698431e-01  1.54534916e+02
 -1.44629663e+02  5.10099161e-03  1.54027828e+02 -1.44121545e+02
  4.93654339e-01  1.54530153e+02 -1.44588516e+02 -2.57128115e-03
  1.54037824e+02 -1.44115569e+02  5.02663685e-01  1.54533120e+02
 -1.44622256e+02 -4.67175123e-04  1.54026101e+02 -1.44096400e+02
  4.75077925e-01  1.54526137e+02 -1.44590772e+02  1.35405293e-02
  1.54042319e+02 -1.44144050e+02  5.10473116e-01  1.54535153e+02
 -1.44640218e+02 -2.19705527e-02  1.54024581e+02 -1.44137651e+02
  4.95142756e-01  1.54509343e+02]
--- Row 66/300 row=65 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  65
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=65 ---
Niter:  0 row:  65 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 -0.0015269134819391184 0.01636444590621977 0.03210771185189665
[ 1.21392874e-10 -1.03189601e-05 -2.82861523e-01  1.61506312e+04
 -1.44626863e+02  2.10859284e-13  1.54023387e+02]
Niter:  1 row:  65 ngroup:  1 nlines:  255 gd:  244
[ 1.21392874e-10 -1.03189601e-05 -2.82861523e-01  1.61506312e+04
 -1.44626863e+02  2.10859284e-13  1.54023387e+02]
res:  244 -0.0006894294474477647 0.01584681577514857 0.025694372596152055
[ 1.21697580e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Niter:  2 row:  65 ngroup:  1 nlines:  255 gd:  243
[ 1.21697580e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
res:  243 -0.00045924136247776914 0.015980206730091595 0.025365412735884406
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Niter:  3 row:  65 ngroup:  1 nlines:  255 gd:  244
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
res:  244 -0.0006894063571962761 0.015846829785004957 0.025694372596158744
[ 1.21697579e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Niter:  4 row:  65 ngroup:  1 nlines:  255 gd:  243
[ 1.21697579e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
res:  243 -0.00045924135883979034 0.015980206728272606 0.02536541273594997
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Niter:  5 row:  65 ngroup:  1 nlines:  255 gd:  244
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
res:  244 -0.0006894063408253714 0.015846829799556872 0.025694372596178745
[ 1.21697579e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Niter:  6 row:  65 ngroup:  1 nlines:  255 gd:  243
[ 1.21697579e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
res:  243 -0.00045924135520181153 0.015980206726453616 0.02536541273592948
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
Final values:
res:  -0.00045924135520181153 0.02536541273592948
pars:  [ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
65 [ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02]
elapsed: 3.0 sec.
Niter:  0 row:  65 ngroup:  26 nlines:  6530 gd:  6530
[ 1.21689630e-10 -1.03189537e-05 -2.82864499e-01  1.61506342e+04
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02 -1.44615698e+02  1.86971016e-11
  1.54032222e+02 -1.44615698e+02  1.86971016e-11  1.54032222e+02
 -1.44615698e+02  1.86971016e-11  1.54032222e+02 -1.44615698e+02
  1.86971016e-11  1.54032222e+02]
res:  6530 0.0006602711409868789 0.015508624648646219 0.032697768117829686
[ 1.21689618e-10 -1.03189547e-05 -2.82864527e-01  1.61506358e+04
 -1.44593573e+02  1.63338321e-02  1.54029453e+02 -1.44095481e+02
  5.10208219e-01  1.54518584e+02 -1.44617709e+02  1.03836161e-02
  1.54027719e+02 -1.44109714e+02  5.10654177e-01  1.54500717e+02
 -1.44580518e+02  8.53371461e-03  1.54047675e+02 -1.44109732e+02
  5.24055530e-01  1.54526349e+02 -1.44592430e+02  1.64551340e-02
  1.54015734e+02 -1.44119667e+02  5.21613838e-01  1.54514132e+02
 -1.44571217e+02  1.94692506e-02  1.54036359e+02 -1.44091748e+02
  4.97387491e-01  1.54530073e+02 -1.44585083e+02  3.60561877e-02
  1.54029822e+02 -1.44110352e+02  5.19963167e-01  1.54514354e+02
 -1.44623476e+02  8.00289108e-03  1.54020127e+02 -1.44098438e+02
  4.78590484e-01  1.54510044e+02 -1.44569892e+02  2.37005030e-02
  1.54030765e+02 -1.44086651e+02  5.30242303e-01  1.54542211e+02
 -1.44620358e+02  1.77843975e-02  1.54008432e+02 -1.44098154e+02
  5.23123924e-01  1.54516064e+02 -1.44603059e+02  1.39340953e-02
  1.54030777e+02 -1.44100682e+02  5.11953667e-01  1.54532528e+02
 -1.44592762e+02  1.84031943e-02  1.54008351e+02 -1.44108277e+02
  5.01483384e-01  1.54516761e+02 -1.44629156e+02  9.86730096e-03
  1.54030218e+02 -1.44107139e+02  5.08858292e-01  1.54515808e+02
 -1.44632243e+02 -1.08533003e-03  1.54029191e+02 -1.44113125e+02
  5.08505277e-01  1.54495705e+02]
Niter:  1 row:  65 ngroup:  26 nlines:  6530 gd:  6152
[ 1.21689618e-10 -1.03189547e-05 -2.82864527e-01  1.61506358e+04
 -1.44593573e+02  1.63338321e-02  1.54029453e+02 -1.44095481e+02
  5.10208219e-01  1.54518584e+02 -1.44617709e+02  1.03836161e-02
  1.54027719e+02 -1.44109714e+02  5.10654177e-01  1.54500717e+02
 -1.44580518e+02  8.53371461e-03  1.54047675e+02 -1.44109732e+02
  5.24055530e-01  1.54526349e+02 -1.44592430e+02  1.64551340e-02
  1.54015734e+02 -1.44119667e+02  5.21613838e-01  1.54514132e+02
 -1.44571217e+02  1.94692506e-02  1.54036359e+02 -1.44091748e+02
  4.97387491e-01  1.54530073e+02 -1.44585083e+02  3.60561877e-02
  1.54029822e+02 -1.44110352e+02  5.19963167e-01  1.54514354e+02
 -1.44623476e+02  8.00289108e-03  1.54020127e+02 -1.44098438e+02
  4.78590484e-01  1.54510044e+02 -1.44569892e+02  2.37005030e-02
  1.54030765e+02 -1.44086651e+02  5.30242303e-01  1.54542211e+02
 -1.44620358e+02  1.77843975e-02  1.54008432e+02 -1.44098154e+02
  5.23123924e-01  1.54516064e+02 -1.44603059e+02  1.39340953e-02
  1.54030777e+02 -1.44100682e+02  5.11953667e-01  1.54532528e+02
 -1.44592762e+02  1.84031943e-02  1.54008351e+02 -1.44108277e+02
  5.01483384e-01  1.54516761e+02 -1.44629156e+02  9.86730096e-03
  1.54030218e+02 -1.44107139e+02  5.08858292e-01  1.54515808e+02
 -1.44632243e+02 -1.08533003e-03  1.54029191e+02 -1.44113125e+02
  5.08505277e-01  1.54495705e+02]
res:  6152 -0.0007301754658328719 0.015237960907143133 0.02490236817093934
[ 1.21689606e-10 -1.03189537e-05 -2.82864555e-01  1.61506374e+04
 -1.44601375e+02  1.46158482e-02  1.54041363e+02 -1.44100915e+02
  5.09087498e-01  1.54525444e+02 -1.44613052e+02  2.21930535e-03
  1.54029674e+02 -1.44110457e+02  5.10124441e-01  1.54501535e+02
 -1.44573956e+02  1.33477561e-03  1.54042843e+02 -1.44105375e+02
  5.20305483e-01  1.54521786e+02 -1.44597657e+02  9.92006276e-03
  1.54024999e+02 -1.44099568e+02  5.13519082e-01  1.54513771e+02
 -1.44557138e+02  1.58677659e-02  1.54036118e+02 -1.44080987e+02
  5.00902591e-01  1.54526442e+02 -1.44568968e+02  2.14531524e-02
  1.54027928e+02 -1.44097573e+02  5.18433132e-01  1.54516746e+02
 -1.44613738e+02 -8.61479237e-03  1.54016019e+02 -1.44083461e+02
  4.83018241e-01  1.54512156e+02 -1.44569074e+02  2.15852636e-02
  1.54038878e+02 -1.44098998e+02  5.07980563e-01  1.54548837e+02
 -1.44621449e+02  2.85411834e-02  1.54013070e+02 -1.44101756e+02
  5.02757607e-01  1.54518299e+02 -1.44608450e+02  1.56151607e-02
  1.54028050e+02 -1.44097315e+02  5.10874818e-01  1.54534073e+02
 -1.44593209e+02  3.09504515e-03  1.54007620e+02 -1.44100911e+02
  4.76727105e-01  1.54521866e+02 -1.44607656e+02  1.10270667e-02
  1.54027267e+02 -1.44099901e+02  5.07966941e-01  1.54516476e+02
 -1.44616450e+02 -1.01500706e-02  1.54019710e+02 -1.44094177e+02
  4.87620545e-01  1.54500469e+02]
Niter:  2 row:  65 ngroup:  26 nlines:  6530 gd:  6142
[ 1.21689606e-10 -1.03189537e-05 -2.82864555e-01  1.61506374e+04
 -1.44601375e+02  1.46158482e-02  1.54041363e+02 -1.44100915e+02
  5.09087498e-01  1.54525444e+02 -1.44613052e+02  2.21930535e-03
  1.54029674e+02 -1.44110457e+02  5.10124441e-01  1.54501535e+02
 -1.44573956e+02  1.33477561e-03  1.54042843e+02 -1.44105375e+02
  5.20305483e-01  1.54521786e+02 -1.44597657e+02  9.92006276e-03
  1.54024999e+02 -1.44099568e+02  5.13519082e-01  1.54513771e+02
 -1.44557138e+02  1.58677659e-02  1.54036118e+02 -1.44080987e+02
  5.00902591e-01  1.54526442e+02 -1.44568968e+02  2.14531524e-02
  1.54027928e+02 -1.44097573e+02  5.18433132e-01  1.54516746e+02
 -1.44613738e+02 -8.61479237e-03  1.54016019e+02 -1.44083461e+02
  4.83018241e-01  1.54512156e+02 -1.44569074e+02  2.15852636e-02
  1.54038878e+02 -1.44098998e+02  5.07980563e-01  1.54548837e+02
 -1.44621449e+02  2.85411834e-02  1.54013070e+02 -1.44101756e+02
  5.02757607e-01  1.54518299e+02 -1.44608450e+02  1.56151607e-02
  1.54028050e+02 -1.44097315e+02  5.10874818e-01  1.54534073e+02
 -1.44593209e+02  3.09504515e-03  1.54007620e+02 -1.44100911e+02
  4.76727105e-01  1.54521866e+02 -1.44607656e+02  1.10270667e-02
  1.54027267e+02 -1.44099901e+02  5.07966941e-01  1.54516476e+02
 -1.44616450e+02 -1.01500706e-02  1.54019710e+02 -1.44094177e+02
  4.87620545e-01  1.54500469e+02]
res:  6142 -0.0006337685281323502 0.01521272727404721 0.024749304769915815
[ 1.21689594e-10 -1.03189527e-05 -2.82864584e-01  1.61506391e+04
 -1.44594366e+02  1.71123705e-02  1.54047914e+02 -1.44098657e+02
  5.14794223e-01  1.54530201e+02 -1.44606044e+02  7.93137860e-03
  1.54034435e+02 -1.44103449e+02  5.15833381e-01  1.54506295e+02
 -1.44566943e+02  7.05887218e-03  1.54047608e+02 -1.44098350e+02
  5.26022066e-01  1.54526550e+02 -1.44596128e+02  1.56268431e-02
  1.54029755e+02 -1.44080872e+02  5.19236298e-01  1.54518537e+02
 -1.44550131e+02  2.15943284e-02  1.54040879e+02 -1.44073966e+02
  5.06617368e-01  1.54531211e+02 -1.44561961e+02  2.71704014e-02
  1.54032687e+02 -1.44085483e+02  5.24147652e-01  1.54521510e+02
 -1.44606716e+02 -2.90622616e-03  1.54020776e+02 -1.44076445e+02
  4.92004611e-01  1.54516923e+02 -1.44562057e+02  2.72985621e-02
  1.54045584e+02 -1.44092004e+02  5.13684663e-01  1.54553592e+02
 -1.44614439e+02  3.42618681e-02  1.54017830e+02 -1.44094743e+02
  5.08472776e-01  1.54523055e+02 -1.44601451e+02  2.13369636e-02
  1.54032814e+02 -1.44090311e+02  5.16579680e-01  1.54538838e+02
 -1.44591917e+02  5.26783892e-03  1.54012376e+02 -1.44093925e+02
  4.79465142e-01  1.54528568e+02 -1.44589203e+02  1.67487067e-02
  1.54032028e+02 -1.44092904e+02  5.13653384e-01  1.54521237e+02
 -1.44609433e+02 -7.70049424e-03  1.54024471e+02 -1.44082233e+02
  4.93331039e-01  1.54507190e+02]
Niter:  3 row:  65 ngroup:  26 nlines:  6530 gd:  6135
[ 1.21689594e-10 -1.03189527e-05 -2.82864584e-01  1.61506391e+04
 -1.44594366e+02  1.71123705e-02  1.54047914e+02 -1.44098657e+02
  5.14794223e-01  1.54530201e+02 -1.44606044e+02  7.93137860e-03
  1.54034435e+02 -1.44103449e+02  5.15833381e-01  1.54506295e+02
 -1.44566943e+02  7.05887218e-03  1.54047608e+02 -1.44098350e+02
  5.26022066e-01  1.54526550e+02 -1.44596128e+02  1.56268431e-02
  1.54029755e+02 -1.44080872e+02  5.19236298e-01  1.54518537e+02
 -1.44550131e+02  2.15943284e-02  1.54040879e+02 -1.44073966e+02
  5.06617368e-01  1.54531211e+02 -1.44561961e+02  2.71704014e-02
  1.54032687e+02 -1.44085483e+02  5.24147652e-01  1.54521510e+02
 -1.44606716e+02 -2.90622616e-03  1.54020776e+02 -1.44076445e+02
  4.92004611e-01  1.54516923e+02 -1.44562057e+02  2.72985621e-02
  1.54045584e+02 -1.44092004e+02  5.13684663e-01  1.54553592e+02
 -1.44614439e+02  3.42618681e-02  1.54017830e+02 -1.44094743e+02
  5.08472776e-01  1.54523055e+02 -1.44601451e+02  2.13369636e-02
  1.54032814e+02 -1.44090311e+02  5.16579680e-01  1.54538838e+02
 -1.44591917e+02  5.26783892e-03  1.54012376e+02 -1.44093925e+02
  4.79465142e-01  1.54528568e+02 -1.44589203e+02  1.67487067e-02
  1.54032028e+02 -1.44092904e+02  5.13653384e-01  1.54521237e+02
 -1.44609433e+02 -7.70049424e-03  1.54024471e+02 -1.44082233e+02
  4.93331039e-01  1.54507190e+02]
res:  6135 -0.00046497116454702336 0.015160829391788866 0.024653145065677937
[ 1.21658575e-10 -1.03189527e-05 -2.82864584e-01  1.61506391e+04
 -1.44594366e+02  1.71123705e-02  1.54047914e+02 -1.44098657e+02
  5.14794223e-01  1.54530201e+02 -1.44606044e+02  7.93137860e-03
  1.54034435e+02 -1.44103449e+02  5.15833381e-01  1.54506295e+02
 -1.44566943e+02  7.05887218e-03  1.54047608e+02 -1.44098350e+02
  5.26022066e-01  1.54526550e+02 -1.44596128e+02  1.56268431e-02
  1.54029755e+02 -1.44080872e+02  5.19236298e-01  1.54518537e+02
 -1.44550131e+02  2.15943284e-02  1.54040879e+02 -1.44073966e+02
  5.06617368e-01  1.54531211e+02 -1.44561961e+02  2.71704014e-02
  1.54032687e+02 -1.44085483e+02  5.24147652e-01  1.54521510e+02
 -1.44606716e+02 -2.90622616e-03  1.54020776e+02 -1.44076445e+02
  4.92004611e-01  1.54516923e+02 -1.44562057e+02  2.72985621e-02
  1.54045584e+02 -1.44092004e+02  5.13684663e-01  1.54553592e+02
 -1.44614439e+02  3.42618681e-02  1.54017830e+02 -1.44094743e+02
  5.08472776e-01  1.54523055e+02 -1.44601451e+02  2.13369636e-02
  1.54032814e+02 -1.44090311e+02  5.16579680e-01  1.54538838e+02
 -1.44591917e+02  5.26783892e-03  1.54012376e+02 -1.44093925e+02
  4.79465142e-01  1.54528568e+02 -1.44589203e+02  1.67487067e-02
  1.54032028e+02 -1.44092904e+02  5.13653384e-01  1.54521237e+02
 -1.44609433e+02 -7.70049424e-03  1.54024471e+02 -1.44082233e+02
  4.93331039e-01  1.54507190e+02]
Niter:  4 row:  65 ngroup:  26 nlines:  6530 gd:  6132
[ 1.21658575e-10 -1.03189527e-05 -2.82864584e-01  1.61506391e+04
 -1.44594366e+02  1.71123705e-02  1.54047914e+02 -1.44098657e+02
  5.14794223e-01  1.54530201e+02 -1.44606044e+02  7.93137860e-03
  1.54034435e+02 -1.44103449e+02  5.15833381e-01  1.54506295e+02
 -1.44566943e+02  7.05887218e-03  1.54047608e+02 -1.44098350e+02
  5.26022066e-01  1.54526550e+02 -1.44596128e+02  1.56268431e-02
  1.54029755e+02 -1.44080872e+02  5.19236298e-01  1.54518537e+02
 -1.44550131e+02  2.15943284e-02  1.54040879e+02 -1.44073966e+02
  5.06617368e-01  1.54531211e+02 -1.44561961e+02  2.71704014e-02
  1.54032687e+02 -1.44085483e+02  5.24147652e-01  1.54521510e+02
 -1.44606716e+02 -2.90622616e-03  1.54020776e+02 -1.44076445e+02
  4.92004611e-01  1.54516923e+02 -1.44562057e+02  2.72985621e-02
  1.54045584e+02 -1.44092004e+02  5.13684663e-01  1.54553592e+02
 -1.44614439e+02  3.42618681e-02  1.54017830e+02 -1.44094743e+02
  5.08472776e-01  1.54523055e+02 -1.44601451e+02  2.13369636e-02
  1.54032814e+02 -1.44090311e+02  5.16579680e-01  1.54538838e+02
 -1.44591917e+02  5.26783892e-03  1.54012376e+02 -1.44093925e+02
  4.79465142e-01  1.54528568e+02 -1.44589203e+02  1.67487067e-02
  1.54032028e+02 -1.44092904e+02  5.13653384e-01  1.54521237e+02
 -1.44609433e+02 -7.70049424e-03  1.54024471e+02 -1.44082233e+02
  4.93331039e-01  1.54507190e+02]
res:  6132 -0.00059694860556192 0.015140681322918681 0.024607569415578318
[ 1.21658563e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
Niter:  5 row:  65 ngroup:  26 nlines:  6530 gd:  6132
[ 1.21658563e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
res:  6132 -0.0005508869007826434 0.015142451583415095 0.024606347399403775
[ 1.21640790e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
Niter:  6 row:  65 ngroup:  26 nlines:  6530 gd:  6131
[ 1.21640790e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
res:  6131 -0.0005441481071102316 0.015140624103878508 0.024593594071214503
[ 1.21638616e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
Saving figure to  wave_resid_43670005_fiber65.png
Final values:
res:  -0.0005441481071102316 0.024593594071214503
pars:  [ 1.21638616e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
65 [ 1.21638616e-10 -1.03189516e-05 -2.82864612e-01  1.61506407e+04
 -1.44586023e+02  1.95607636e-02  1.54053217e+02 -1.44090331e+02
  5.20498958e-01  1.54533707e+02 -1.44597702e+02  1.36494957e-02
  1.54037951e+02 -1.44095108e+02  5.21539866e-01  1.54511750e+02
 -1.44558586e+02  1.27802532e-02  1.54051150e+02 -1.44089944e+02
  5.31738263e-01  1.54530094e+02 -1.44593417e+02  2.13346221e-02
  1.54033248e+02 -1.44067403e+02  5.24943820e-01  1.54522087e+02
 -1.44541792e+02  2.73218407e-02  1.54044402e+02 -1.44065586e+02
  5.12333262e-01  1.54534777e+02 -1.44553621e+02  3.28847661e-02
  1.54036195e+02 -1.44077165e+02  5.26667246e-01  1.54526984e+02
 -1.44598326e+02  2.79760731e-03  1.54024268e+02 -1.44068071e+02
  4.97691781e-01  1.54520477e+02 -1.44553687e+02  3.30142415e-02
  1.54050992e+02 -1.44083689e+02  5.16057383e-01  1.54557073e+02
 -1.44606083e+02  3.99835700e-02  1.54021339e+02 -1.44092118e+02
  5.14194178e-01  1.54526546e+02 -1.44598426e+02  2.70492981e-02
  1.54036354e+02 -1.44076554e+02  5.22277882e-01  1.54542366e+02
 -1.44583457e+02  1.09679722e-02  1.54015871e+02 -1.44085648e+02
  4.85160597e-01  1.54532092e+02 -1.44580789e+02  2.24736921e-02
  1.54035553e+02 -1.44084585e+02  5.19346303e-01  1.54524763e+02
 -1.44601061e+02 -2.00029418e-03  1.54027990e+02 -1.44073934e+02
  4.99036253e-01  1.54510748e+02]
--- Row 67/300 row=66 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  66
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=66 ---
Niter:  0 row:  66 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.00012649674317799509 0.014849030199911795 0.029894779973058044
[ 1.22395067e-10 -1.03184005e-05 -2.82878692e-01  1.61506113e+04
 -1.44510040e+02 -2.47000812e-13  1.53960156e+02]
Niter:  1 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22395067e-10 -1.03184005e-05 -2.82878692e-01  1.61506113e+04
 -1.44510040e+02 -2.47000812e-13  1.53960156e+02]
res:  233 0.00016582562784606125 0.01429784603533335 0.02302335490383708
[ 1.22368048e-10 -1.03182811e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Niter:  2 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22368048e-10 -1.03182811e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
res:  233 0.00016582054195168894 0.014297845104010776 0.023023354903766603
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Niter:  3 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
res:  233 0.00016582054195168894 0.014297845104010776 0.023023354903766603
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Niter:  4 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
res:  233 0.00016582054195168894 0.014297845104010776 0.023023354903766603
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Niter:  5 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
res:  233 0.00016582054195168894 0.014297845104010776 0.023023354903766603
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Niter:  6 row:  66 ngroup:  1 nlines:  245 gd:  233
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
res:  233 0.00016582054195168894 0.014297845104010776 0.023023354903766603
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
Final values:
res:  0.00016582054195168894 0.023023354903766603
pars:  [ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
66 [ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02]
elapsed: 3.0 sec.
Niter:  0 row:  66 ngroup:  26 nlines:  6319 gd:  6319
[ 1.22368048e-10 -1.03182810e-05 -2.82880638e-01  1.61506113e+04
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02 -1.44487745e+02 -8.63279382e-10
  1.53947057e+02 -1.44487745e+02 -8.63279382e-10  1.53947057e+02
 -1.44487745e+02 -8.63279382e-10  1.53947057e+02 -1.44487745e+02
 -8.63279382e-10  1.53947057e+02]
res:  6319 0.0009194630820275052 0.014398462448298233 0.031774061185358124
[ 1.22368060e-10 -1.03182800e-05 -2.82880610e-01  1.61506097e+04
 -1.44496010e+02 -5.51601964e-03  1.53943384e+02 -1.44003878e+02
  5.05214523e-01  1.54438832e+02 -1.44529005e+02 -9.54176363e-03
  1.53940056e+02 -1.43988049e+02  4.98277139e-01  1.54435636e+02
 -1.44514319e+02  8.81470530e-03  1.53950035e+02 -1.44027944e+02
  5.06885495e-01  1.54448098e+02 -1.44503905e+02  5.62122948e-03
  1.53945969e+02 -1.44036117e+02  4.83495358e-01  1.54418103e+02
 -1.44475337e+02  1.87420431e-02  1.53954259e+02 -1.44025115e+02
  5.10326306e-01  1.54436906e+02 -1.44505024e+02  1.37105149e-02
  1.53943802e+02 -1.44014055e+02  4.97615613e-01  1.54442177e+02
 -1.44552374e+02 -1.30416981e-02  1.53926589e+02 -1.44020847e+02
  4.74590164e-01  1.54418728e+02 -1.44520634e+02  5.03867132e-03
  1.53950283e+02 -1.44009598e+02  4.98778316e-01  1.54444363e+02
 -1.44526796e+02 -9.41957158e-05  1.53918848e+02 -1.43996966e+02
  4.95796470e-01  1.54430572e+02 -1.44492556e+02 -9.37169484e-03
  1.53949087e+02 -1.44013325e+02  4.98667711e-01  1.54437360e+02
 -1.44519491e+02 -2.03893076e-02  1.53929400e+02 -1.44049785e+02
  4.80377239e-01  1.54426906e+02 -1.44527105e+02 -2.84579709e-04
  1.53939154e+02 -1.44026874e+02  4.99277986e-01  1.54434832e+02
 -1.44530358e+02 -2.66665493e-03  1.53935549e+02 -1.44019739e+02
  4.99942398e-01  1.54413553e+02]
Niter:  1 row:  66 ngroup:  26 nlines:  6319 gd:  5893
[ 1.22368060e-10 -1.03182800e-05 -2.82880610e-01  1.61506097e+04
 -1.44496010e+02 -5.51601964e-03  1.53943384e+02 -1.44003878e+02
  5.05214523e-01  1.54438832e+02 -1.44529005e+02 -9.54176363e-03
  1.53940056e+02 -1.43988049e+02  4.98277139e-01  1.54435636e+02
 -1.44514319e+02  8.81470530e-03  1.53950035e+02 -1.44027944e+02
  5.06885495e-01  1.54448098e+02 -1.44503905e+02  5.62122948e-03
  1.53945969e+02 -1.44036117e+02  4.83495358e-01  1.54418103e+02
 -1.44475337e+02  1.87420431e-02  1.53954259e+02 -1.44025115e+02
  5.10326306e-01  1.54436906e+02 -1.44505024e+02  1.37105149e-02
  1.53943802e+02 -1.44014055e+02  4.97615613e-01  1.54442177e+02
 -1.44552374e+02 -1.30416981e-02  1.53926589e+02 -1.44020847e+02
  4.74590164e-01  1.54418728e+02 -1.44520634e+02  5.03867132e-03
  1.53950283e+02 -1.44009598e+02  4.98778316e-01  1.54444363e+02
 -1.44526796e+02 -9.41957158e-05  1.53918848e+02 -1.43996966e+02
  4.95796470e-01  1.54430572e+02 -1.44492556e+02 -9.37169484e-03
  1.53949087e+02 -1.44013325e+02  4.98667711e-01  1.54437360e+02
 -1.44519491e+02 -2.03893076e-02  1.53929400e+02 -1.44049785e+02
  4.80377239e-01  1.54426906e+02 -1.44527105e+02 -2.84579709e-04
  1.53939154e+02 -1.44026874e+02  4.99277986e-01  1.54434832e+02
 -1.44530358e+02 -2.66665493e-03  1.53935549e+02 -1.44019739e+02
  4.99942398e-01  1.54413553e+02]
res:  5893 -0.0001784146334102843 0.014316951233922737 0.023159645580885246
[ 1.22368048e-10 -1.03182790e-05 -2.82880582e-01  1.61506081e+04
 -1.44501701e+02 -1.13949739e-02  1.53937601e+02 -1.44006205e+02
  4.94898261e-01  1.54433202e+02 -1.44535533e+02 -1.34669893e-02
  1.53933273e+02 -1.44015872e+02  4.71234505e-01  1.54428882e+02
 -1.44516240e+02 -6.19894301e-03  1.53951611e+02 -1.44034863e+02
  4.93649570e-01  1.54437597e+02 -1.44511748e+02 -2.39811359e-02
  1.53943910e+02 -1.44049927e+02  4.84582227e-01  1.54414255e+02
 -1.44499664e+02 -6.64036785e-04  1.53939271e+02 -1.44019508e+02
  4.88567222e-01  1.54432181e+02 -1.44519923e+02  5.99759316e-03
  1.53935482e+02 -1.44017154e+02  4.74063281e-01  1.54435056e+02
 -1.44560631e+02 -2.65151673e-02  1.53921714e+02 -1.44027815e+02
  4.61582336e-01  1.54412054e+02 -1.44517662e+02 -9.77244205e-03
  1.53940428e+02 -1.44018885e+02  4.89156714e-01  1.54435681e+02
 -1.44533273e+02 -7.47176755e-03  1.53914698e+02 -1.44014830e+02
  4.76451080e-01  1.54418814e+02 -1.44508348e+02 -3.00996287e-02
  1.53944260e+02 -1.44019641e+02  4.83495821e-01  1.54430154e+02
 -1.44531555e+02 -2.23468618e-02  1.53922019e+02 -1.44050766e+02
  4.59224202e-01  1.54425472e+02 -1.44527559e+02 -1.77081841e-02
  1.53930465e+02 -1.44035067e+02  4.85419578e-01  1.54427263e+02
 -1.44526752e+02 -2.60105113e-02  1.53927011e+02 -1.44045954e+02
  4.65697741e-01  1.54409489e+02]
Niter:  2 row:  66 ngroup:  26 nlines:  6319 gd:  5892
[ 1.22368048e-10 -1.03182790e-05 -2.82880582e-01  1.61506081e+04
 -1.44501701e+02 -1.13949739e-02  1.53937601e+02 -1.44006205e+02
  4.94898261e-01  1.54433202e+02 -1.44535533e+02 -1.34669893e-02
  1.53933273e+02 -1.44015872e+02  4.71234505e-01  1.54428882e+02
 -1.44516240e+02 -6.19894301e-03  1.53951611e+02 -1.44034863e+02
  4.93649570e-01  1.54437597e+02 -1.44511748e+02 -2.39811359e-02
  1.53943910e+02 -1.44049927e+02  4.84582227e-01  1.54414255e+02
 -1.44499664e+02 -6.64036785e-04  1.53939271e+02 -1.44019508e+02
  4.88567222e-01  1.54432181e+02 -1.44519923e+02  5.99759316e-03
  1.53935482e+02 -1.44017154e+02  4.74063281e-01  1.54435056e+02
 -1.44560631e+02 -2.65151673e-02  1.53921714e+02 -1.44027815e+02
  4.61582336e-01  1.54412054e+02 -1.44517662e+02 -9.77244205e-03
  1.53940428e+02 -1.44018885e+02  4.89156714e-01  1.54435681e+02
 -1.44533273e+02 -7.47176755e-03  1.53914698e+02 -1.44014830e+02
  4.76451080e-01  1.54418814e+02 -1.44508348e+02 -3.00996287e-02
  1.53944260e+02 -1.44019641e+02  4.83495821e-01  1.54430154e+02
 -1.44531555e+02 -2.23468618e-02  1.53922019e+02 -1.44050766e+02
  4.59224202e-01  1.54425472e+02 -1.44527559e+02 -1.77081841e-02
  1.53930465e+02 -1.44035067e+02  4.85419578e-01  1.54427263e+02
 -1.44526752e+02 -2.60105113e-02  1.53927011e+02 -1.44045954e+02
  4.65697741e-01  1.54409489e+02]
res:  5892 -0.00027612548728939146 0.014320892154501053 0.02311775273071111
[ 1.22368036e-10 -1.03182780e-05 -2.82880554e-01  1.61506065e+04
 -1.44508678e+02 -1.70917569e-02  1.53932872e+02 -1.44008296e+02
  4.89199181e-01  1.54428485e+02 -1.44537824e+02 -1.91632541e-02
  1.53928549e+02 -1.44038588e+02  4.65559120e-01  1.54424155e+02
 -1.44523202e+02 -1.18926051e-02  1.53946880e+02 -1.44041783e+02
  4.78587419e-01  1.54432869e+02 -1.44518711e+02 -3.30953294e-02
  1.53941138e+02 -1.44056867e+02  4.78876053e-01  1.54409529e+02
 -1.44506641e+02 -6.36731276e-03  1.53934536e+02 -1.44020908e+02
  4.82854763e-01  1.54427456e+02 -1.44531913e+02  3.00106116e-04
  1.53930758e+02 -1.44024126e+02  4.65370940e-01  1.54430327e+02
 -1.44567573e+02 -3.22278019e-02  1.53916978e+02 -1.44034782e+02
  4.52770810e-01  1.54407326e+02 -1.44514462e+02 -1.54892564e-02
  1.53933749e+02 -1.44025859e+02  4.83463232e-01  1.54430951e+02
 -1.44540242e+02 -1.31655045e-02  1.53909971e+02 -1.44021821e+02
  4.67523588e-01  1.54412209e+02 -1.44515327e+02 -3.58079152e-02
  1.53941313e+02 -1.44026581e+02  4.77803922e-01  1.54425431e+02
 -1.44538490e+02 -2.49937922e-02  1.53917287e+02 -1.44057732e+02
  4.50486126e-01  1.54420739e+02 -1.44534513e+02 -2.67529462e-02
  1.53925734e+02 -1.44042030e+02  4.79711030e-01  1.54422536e+02
 -1.44533709e+02 -3.50299519e-02  1.53922269e+02 -1.44052903e+02
  4.56580463e-01  1.54404765e+02]
Niter:  3 row:  66 ngroup:  26 nlines:  6319 gd:  5892
[ 1.22368036e-10 -1.03182780e-05 -2.82880554e-01  1.61506065e+04
 -1.44508678e+02 -1.70917569e-02  1.53932872e+02 -1.44008296e+02
  4.89199181e-01  1.54428485e+02 -1.44537824e+02 -1.91632541e-02
  1.53928549e+02 -1.44038588e+02  4.65559120e-01  1.54424155e+02
 -1.44523202e+02 -1.18926051e-02  1.53946880e+02 -1.44041783e+02
  4.78587419e-01  1.54432869e+02 -1.44518711e+02 -3.30953294e-02
  1.53941138e+02 -1.44056867e+02  4.78876053e-01  1.54409529e+02
 -1.44506641e+02 -6.36731276e-03  1.53934536e+02 -1.44020908e+02
  4.82854763e-01  1.54427456e+02 -1.44531913e+02  3.00106116e-04
  1.53930758e+02 -1.44024126e+02  4.65370940e-01  1.54430327e+02
 -1.44567573e+02 -3.22278019e-02  1.53916978e+02 -1.44034782e+02
  4.52770810e-01  1.54407326e+02 -1.44514462e+02 -1.54892564e-02
  1.53933749e+02 -1.44025859e+02  4.83463232e-01  1.54430951e+02
 -1.44540242e+02 -1.31655045e-02  1.53909971e+02 -1.44021821e+02
  4.67523588e-01  1.54412209e+02 -1.44515327e+02 -3.58079152e-02
  1.53941313e+02 -1.44026581e+02  4.77803922e-01  1.54425431e+02
 -1.44538490e+02 -2.49937922e-02  1.53917287e+02 -1.44057732e+02
  4.50486126e-01  1.54420739e+02 -1.44534513e+02 -2.67529462e-02
  1.53925734e+02 -1.44042030e+02  4.79711030e-01  1.54422536e+02
 -1.44533709e+02 -3.50299519e-02  1.53922269e+02 -1.44052903e+02
  4.56580463e-01  1.54404765e+02]
res:  5892 -0.00028462901900638826 0.014319600129965693 0.023114323913106083
[ 1.22365384e-10 -1.03182780e-05 -2.82880554e-01  1.61506065e+04
 -1.44508678e+02 -1.70917569e-02  1.53932872e+02 -1.44008296e+02
  4.89199181e-01  1.54428485e+02 -1.44537824e+02 -1.91632541e-02
  1.53928549e+02 -1.44038588e+02  4.65559120e-01  1.54424155e+02
 -1.44523202e+02 -1.18926051e-02  1.53946880e+02 -1.44041783e+02
  4.78587419e-01  1.54432869e+02 -1.44518711e+02 -3.30953294e-02
  1.53941138e+02 -1.44056867e+02  4.78876053e-01  1.54409529e+02
 -1.44506641e+02 -6.36731276e-03  1.53934536e+02 -1.44020908e+02
  4.82854763e-01  1.54427456e+02 -1.44531913e+02  3.00106116e-04
  1.53930758e+02 -1.44024126e+02  4.65370940e-01  1.54430327e+02
 -1.44567573e+02 -3.22278019e-02  1.53916978e+02 -1.44034782e+02
  4.52770810e-01  1.54407326e+02 -1.44514462e+02 -1.54892564e-02
  1.53933749e+02 -1.44025859e+02  4.83463232e-01  1.54430951e+02
 -1.44540242e+02 -1.31655045e-02  1.53909971e+02 -1.44021821e+02
  4.67523588e-01  1.54412209e+02 -1.44515327e+02 -3.58079152e-02
  1.53941313e+02 -1.44026581e+02  4.77803922e-01  1.54425431e+02
 -1.44538490e+02 -2.49937922e-02  1.53917287e+02 -1.44057732e+02
  4.50486126e-01  1.54420739e+02 -1.44534513e+02 -2.67529462e-02
  1.53925734e+02 -1.44042030e+02  4.79711030e-01  1.54422536e+02
 -1.44533709e+02 -3.50299519e-02  1.53922269e+02 -1.44052903e+02
  4.56580463e-01  1.54404765e+02]
Niter:  4 row:  66 ngroup:  26 nlines:  6319 gd:  5893
[ 1.22365384e-10 -1.03182780e-05 -2.82880554e-01  1.61506065e+04
 -1.44508678e+02 -1.70917569e-02  1.53932872e+02 -1.44008296e+02
  4.89199181e-01  1.54428485e+02 -1.44537824e+02 -1.91632541e-02
  1.53928549e+02 -1.44038588e+02  4.65559120e-01  1.54424155e+02
 -1.44523202e+02 -1.18926051e-02  1.53946880e+02 -1.44041783e+02
  4.78587419e-01  1.54432869e+02 -1.44518711e+02 -3.30953294e-02
  1.53941138e+02 -1.44056867e+02  4.78876053e-01  1.54409529e+02
 -1.44506641e+02 -6.36731276e-03  1.53934536e+02 -1.44020908e+02
  4.82854763e-01  1.54427456e+02 -1.44531913e+02  3.00106116e-04
  1.53930758e+02 -1.44024126e+02  4.65370940e-01  1.54430327e+02
 -1.44567573e+02 -3.22278019e-02  1.53916978e+02 -1.44034782e+02
  4.52770810e-01  1.54407326e+02 -1.44514462e+02 -1.54892564e-02
  1.53933749e+02 -1.44025859e+02  4.83463232e-01  1.54430951e+02
 -1.44540242e+02 -1.31655045e-02  1.53909971e+02 -1.44021821e+02
  4.67523588e-01  1.54412209e+02 -1.44515327e+02 -3.58079152e-02
  1.53941313e+02 -1.44026581e+02  4.77803922e-01  1.54425431e+02
 -1.44538490e+02 -2.49937922e-02  1.53917287e+02 -1.44057732e+02
  4.50486126e-01  1.54420739e+02 -1.44534513e+02 -2.67529462e-02
  1.53925734e+02 -1.44042030e+02  4.79711030e-01  1.54422536e+02
 -1.44533709e+02 -3.50299519e-02  1.53922269e+02 -1.44052903e+02
  4.56580463e-01  1.54404765e+02]
res:  5893 -0.0003028455703315558 0.014344569561217213 0.023121770563336322
[ 1.22365372e-10 -1.03182769e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
Niter:  5 row:  66 ngroup:  26 nlines:  6319 gd:  5894
[ 1.22365372e-10 -1.03182769e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
res:  5894 -0.0003110199140792247 0.014367590249094064 0.023134536790524587
[ 1.22361358e-10 -1.03182769e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
Niter:  6 row:  66 ngroup:  26 nlines:  6319 gd:  5894
[ 1.22361358e-10 -1.03182769e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
res:  5894 -0.00030483497357636224 0.014346436248160899 0.023134468181127937
[ 1.22365088e-10 -1.03182755e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
Saving figure to  wave_resid_43670005_fiber66.png
Final values:
res:  -0.00030483497357636224 0.023134468181127937
pars:  [ 1.22365088e-10 -1.03182755e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
66 [ 1.22365088e-10 -1.03182755e-05 -2.82880525e-01  1.61506049e+04
 -1.44515539e+02 -2.27926766e-02  1.53928037e+02 -1.44015148e+02
  4.83498393e-01  1.54423658e+02 -1.44544665e+02 -2.48641063e-02
  1.53923719e+02 -1.44050668e+02  4.59879227e-01  1.54419322e+02
 -1.44530051e+02 -1.75840786e-02  1.53942044e+02 -1.44048600e+02
  4.66057162e-01  1.54428035e+02 -1.44525562e+02 -3.88114490e-02
  1.53936300e+02 -1.44063699e+02  4.73176385e-01  1.54404696e+02
 -1.44513502e+02 -1.20786678e-02  1.53929697e+02 -1.44027777e+02
  4.77143448e-01  1.54422623e+02 -1.44538764e+02 -5.39943408e-03
  1.53927652e+02 -1.44030983e+02  4.59650092e-01  1.54425493e+02
 -1.44574406e+02 -3.79356498e-02  1.53912139e+02 -1.44041637e+02
  4.47060852e-01  1.54402491e+02 -1.44521326e+02 -2.12095753e-02
  1.53928914e+02 -1.44032720e+02  4.77772764e-01  1.54426116e+02
 -1.44547097e+02 -1.88609214e-02  1.53905137e+02 -1.44028693e+02
  4.61830367e-01  1.54407375e+02 -1.44522190e+02 -4.15138984e-02
  1.53936482e+02 -1.44028821e+02  4.72111869e-01  1.54420600e+02
 -1.44545318e+02 -3.07155286e-02  1.53912451e+02 -1.44064584e+02
  4.44796690e-01  1.54415901e+02 -1.44541355e+02 -3.24543606e-02
  1.53920897e+02 -1.44048880e+02  4.74008092e-01  1.54417703e+02
 -1.44540554e+02 -4.38283551e-02  1.53917425e+02 -1.44059743e+02
  4.47724195e-01  1.54399934e+02]
--- Row 68/300 row=67 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  67
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=67 ---
Niter:  0 row:  67 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0002512599403416971 0.013141282381184283 0.028624243425775856
[ 1.22047260e-10 -1.03168009e-05 -2.82870329e-01  1.61506282e+04
 -1.44526918e+02 -2.54228139e-14  1.54041027e+02]
Niter:  1 row:  67 ngroup:  1 nlines:  249 gd:  231
[ 1.22047260e-10 -1.03168009e-05 -2.82870329e-01  1.61506282e+04
 -1.44526918e+02 -2.54228139e-14  1.54041027e+02]
res:  231 -0.0007319820142583922 0.014034064341103658 0.021370039763260063
[ 1.21822874e-10 -1.03158904e-05 -2.82870334e-01  1.61506288e+04
 -1.44486664e+02 -3.78842525e-11  1.54042134e+02]
Niter:  2 row:  67 ngroup:  1 nlines:  249 gd:  235
[ 1.21822874e-10 -1.03158904e-05 -2.82870334e-01  1.61506288e+04
 -1.44486664e+02 -3.78842525e-11  1.54042134e+02]
res:  235 7.144908704503905e-05 0.01477228110343276 0.022653888467089645
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
Niter:  3 row:  67 ngroup:  1 nlines:  249 gd:  235
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
res:  235 7.144913433876354e-05 0.014772281101613771 0.02265388846705165
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
Niter:  4 row:  67 ngroup:  1 nlines:  249 gd:  235
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
res:  235 7.144913433876354e-05 0.014772281101613771 0.02265388846705165
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
Niter:  5 row:  67 ngroup:  1 nlines:  249 gd:  235
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
res:  235 7.144913433876354e-05 0.014772281101613771 0.02265388846705165
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
Niter:  6 row:  67 ngroup:  1 nlines:  249 gd:  235
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
res:  235 7.144913433876354e-05 0.014772281101613771 0.02265388846705165
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
Final values:
res:  7.144913433876354e-05 0.02265388846705165
pars:  [ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
67 [ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02]
elapsed: 3.0 sec.
Niter:  0 row:  67 ngroup:  26 nlines:  6524 gd:  6524
[ 1.21544927e-10 -1.03161119e-05 -2.82867793e-01  1.61506271e+04
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02 -1.44507346e+02 -6.10668966e-11
  1.54043275e+02 -1.44507346e+02 -6.10668966e-11  1.54043275e+02
 -1.44507346e+02 -6.10668966e-11  1.54043275e+02 -1.44507346e+02
 -6.10668966e-11  1.54043275e+02]
res:  6524 0.0005055854153397377 0.015316323626393569 0.0328215390246637
[ 1.21544940e-10 -1.03161129e-05 -2.82867764e-01  1.61506255e+04
 -1.44524166e+02 -8.61873236e-03  1.54041571e+02 -1.44038338e+02
  4.91284788e-01  1.54543070e+02 -1.44552709e+02 -1.09991828e-02
  1.54035121e+02 -1.44061454e+02  4.87678646e-01  1.54519177e+02
 -1.44528205e+02 -5.46360623e-03  1.54035336e+02 -1.44047261e+02
  4.88712948e-01  1.54523913e+02 -1.44539036e+02 -5.04980692e-03
  1.54031005e+02 -1.44059203e+02  5.10182409e-01  1.54518198e+02
 -1.44540056e+02 -2.59281136e-03  1.54033979e+02 -1.44036008e+02
  4.91432752e-01  1.54526140e+02 -1.44554544e+02  8.27970630e-03
  1.54038141e+02 -1.44054509e+02  5.07022210e-01  1.54531665e+02
 -1.44558174e+02 -3.13285902e-02  1.54031358e+02 -1.44079081e+02
  4.82645224e-01  1.54514840e+02 -1.44568942e+02 -5.82649199e-03
  1.54041808e+02 -1.44063065e+02  4.97393520e-01  1.54537781e+02
 -1.44598197e+02 -3.25749363e-02  1.54027058e+02 -1.44071092e+02
  4.88748199e-01  1.54522655e+02 -1.44563939e+02 -5.11189670e-03
  1.54042482e+02 -1.44048020e+02  4.97933450e-01  1.54518164e+02
 -1.44568736e+02 -3.89796305e-02  1.54014291e+02 -1.44061072e+02
  4.84649919e-01  1.54517724e+02 -1.44548228e+02 -1.76999707e-02
  1.54041025e+02 -1.44073280e+02  4.92800334e-01  1.54526720e+02
 -1.44569132e+02 -2.75877783e-02  1.54022684e+02 -1.44086828e+02
  4.55445792e-01  1.54503232e+02]
Niter:  1 row:  67 ngroup:  26 nlines:  6524 gd:  6101
[ 1.21544940e-10 -1.03161129e-05 -2.82867764e-01  1.61506255e+04
 -1.44524166e+02 -8.61873236e-03  1.54041571e+02 -1.44038338e+02
  4.91284788e-01  1.54543070e+02 -1.44552709e+02 -1.09991828e-02
  1.54035121e+02 -1.44061454e+02  4.87678646e-01  1.54519177e+02
 -1.44528205e+02 -5.46360623e-03  1.54035336e+02 -1.44047261e+02
  4.88712948e-01  1.54523913e+02 -1.44539036e+02 -5.04980692e-03
  1.54031005e+02 -1.44059203e+02  5.10182409e-01  1.54518198e+02
 -1.44540056e+02 -2.59281136e-03  1.54033979e+02 -1.44036008e+02
  4.91432752e-01  1.54526140e+02 -1.44554544e+02  8.27970630e-03
  1.54038141e+02 -1.44054509e+02  5.07022210e-01  1.54531665e+02
 -1.44558174e+02 -3.13285902e-02  1.54031358e+02 -1.44079081e+02
  4.82645224e-01  1.54514840e+02 -1.44568942e+02 -5.82649199e-03
  1.54041808e+02 -1.44063065e+02  4.97393520e-01  1.54537781e+02
 -1.44598197e+02 -3.25749363e-02  1.54027058e+02 -1.44071092e+02
  4.88748199e-01  1.54522655e+02 -1.44563939e+02 -5.11189670e-03
  1.54042482e+02 -1.44048020e+02  4.97933450e-01  1.54518164e+02
 -1.44568736e+02 -3.89796305e-02  1.54014291e+02 -1.44061072e+02
  4.84649919e-01  1.54517724e+02 -1.44548228e+02 -1.76999707e-02
  1.54041025e+02 -1.44073280e+02  4.92800334e-01  1.54526720e+02
 -1.44569132e+02 -2.75877783e-02  1.54022684e+02 -1.44086828e+02
  4.55445792e-01  1.54503232e+02]
res:  6101 -0.0004934317803417798 0.015031061825538927 0.02447779649974168
[ 1.21544952e-10 -1.03161139e-05 -2.82867793e-01  1.61506271e+04
 -1.44513048e+02 -5.65447327e-06  1.54045113e+02 -1.44019451e+02
  4.82117659e-01  1.54546521e+02 -1.44551136e+02 -1.43233177e-02
  1.54036019e+02 -1.44040579e+02  4.73797227e-01  1.54526593e+02
 -1.44519686e+02 -7.27767790e-03  1.54035668e+02 -1.44040125e+02
  4.91326242e-01  1.54521721e+02 -1.44537761e+02 -4.80921681e-03
  1.54033420e+02 -1.44057624e+02  5.08278154e-01  1.54519019e+02
 -1.44533089e+02  8.28910262e-03  1.54035491e+02 -1.44029044e+02
  4.90675094e-01  1.54524200e+02 -1.44557105e+02  2.57573810e-03
  1.54035764e+02 -1.44040347e+02  5.07091245e-01  1.54533000e+02
 -1.44555820e+02 -2.49369026e-02  1.54030653e+02 -1.44064327e+02
  4.80952878e-01  1.54517613e+02 -1.44556137e+02 -9.79510327e-04
  1.54048196e+02 -1.44056242e+02  4.83314056e-01  1.54535845e+02
 -1.44574137e+02 -2.17289252e-02  1.54025854e+02 -1.44047572e+02
  4.67941920e-01  1.54526905e+02 -1.44553836e+02 -1.28688219e-02
  1.54043819e+02 -1.44047396e+02  4.91456642e-01  1.54525407e+02
 -1.44556650e+02 -3.68971696e-02  1.54018575e+02 -1.44074062e+02
  4.76236429e-01  1.54514971e+02 -1.44540186e+02 -2.55541760e-02
  1.54037635e+02 -1.44088075e+02  4.77634425e-01  1.54532858e+02
 -1.44555898e+02 -2.62014172e-02  1.54025067e+02 -1.44096154e+02
  4.56650402e-01  1.54509462e+02]
Niter:  2 row:  67 ngroup:  26 nlines:  6524 gd:  6094
[ 1.21544952e-10 -1.03161139e-05 -2.82867793e-01  1.61506271e+04
 -1.44513048e+02 -5.65447327e-06  1.54045113e+02 -1.44019451e+02
  4.82117659e-01  1.54546521e+02 -1.44551136e+02 -1.43233177e-02
  1.54036019e+02 -1.44040579e+02  4.73797227e-01  1.54526593e+02
 -1.44519686e+02 -7.27767790e-03  1.54035668e+02 -1.44040125e+02
  4.91326242e-01  1.54521721e+02 -1.44537761e+02 -4.80921681e-03
  1.54033420e+02 -1.44057624e+02  5.08278154e-01  1.54519019e+02
 -1.44533089e+02  8.28910262e-03  1.54035491e+02 -1.44029044e+02
  4.90675094e-01  1.54524200e+02 -1.44557105e+02  2.57573810e-03
  1.54035764e+02 -1.44040347e+02  5.07091245e-01  1.54533000e+02
 -1.44555820e+02 -2.49369026e-02  1.54030653e+02 -1.44064327e+02
  4.80952878e-01  1.54517613e+02 -1.44556137e+02 -9.79510327e-04
  1.54048196e+02 -1.44056242e+02  4.83314056e-01  1.54535845e+02
 -1.44574137e+02 -2.17289252e-02  1.54025854e+02 -1.44047572e+02
  4.67941920e-01  1.54526905e+02 -1.44553836e+02 -1.28688219e-02
  1.54043819e+02 -1.44047396e+02  4.91456642e-01  1.54525407e+02
 -1.44556650e+02 -3.68971696e-02  1.54018575e+02 -1.44074062e+02
  4.76236429e-01  1.54514971e+02 -1.44540186e+02 -2.55541760e-02
  1.54037635e+02 -1.44088075e+02  4.77634425e-01  1.54532858e+02
 -1.44555898e+02 -2.62014172e-02  1.54025067e+02 -1.44096154e+02
  4.56650402e-01  1.54509462e+02]
res:  6094 -0.0004815224465346546 0.015090034959030163 0.024367272574854982
[ 1.21544964e-10 -1.03161150e-05 -2.82867821e-01  1.61506288e+04
 -1.44500384e+02  5.70543962e-03  1.54049836e+02 -1.44002150e+02
  4.84087578e-01  1.54551254e+02 -1.44544134e+02 -8.61251165e-03
  1.54040747e+02 -1.44028458e+02  4.76238628e-01  1.54531318e+02
 -1.44507074e+02 -1.57805866e-03  1.54040392e+02 -1.44033144e+02
  4.97025472e-01  1.54526449e+02 -1.44530804e+02 -2.94198624e-03
  1.54038143e+02 -1.44050666e+02  5.13967583e-01  1.54521811e+02
 -1.44526121e+02  1.71653029e-02  1.54040216e+02 -1.44022080e+02
  4.96366427e-01  1.54528935e+02 -1.44554948e+02  8.27708400e-03
  1.54040490e+02 -1.44033364e+02  5.12787784e-01  1.54535627e+02
 -1.44548830e+02 -1.92350882e-02  1.54035383e+02 -1.44052590e+02
  4.83433793e-01  1.54522335e+02 -1.44544369e+02  8.03719226e-03
  1.54052920e+02 -1.44043488e+02  4.89021865e-01  1.54540570e+02
 -1.44567189e+02 -1.60200545e-02  1.54030590e+02 -1.44040605e+02
  4.73627616e-01  1.54531638e+02 -1.44546865e+02 -7.16939770e-03
  1.54048540e+02 -1.44040403e+02  4.93475072e-01  1.54530135e+02
 -1.44544475e+02 -3.12065358e-02  1.54023298e+02 -1.44077541e+02
  4.78623847e-01  1.54519705e+02 -1.44533237e+02 -1.98773342e-02
  1.54042357e+02 -1.44081115e+02  4.80111946e-01  1.54537577e+02
 -1.44548943e+02 -2.05076424e-02  1.54029796e+02 -1.44089199e+02
  4.62349224e-01  1.54514191e+02]
Niter:  3 row:  67 ngroup:  26 nlines:  6524 gd:  6094
[ 1.21544964e-10 -1.03161150e-05 -2.82867821e-01  1.61506288e+04
 -1.44500384e+02  5.70543962e-03  1.54049836e+02 -1.44002150e+02
  4.84087578e-01  1.54551254e+02 -1.44544134e+02 -8.61251165e-03
  1.54040747e+02 -1.44028458e+02  4.76238628e-01  1.54531318e+02
 -1.44507074e+02 -1.57805866e-03  1.54040392e+02 -1.44033144e+02
  4.97025472e-01  1.54526449e+02 -1.44530804e+02 -2.94198624e-03
  1.54038143e+02 -1.44050666e+02  5.13967583e-01  1.54521811e+02
 -1.44526121e+02  1.71653029e-02  1.54040216e+02 -1.44022080e+02
  4.96366427e-01  1.54528935e+02 -1.44554948e+02  8.27708400e-03
  1.54040490e+02 -1.44033364e+02  5.12787784e-01  1.54535627e+02
 -1.44548830e+02 -1.92350882e-02  1.54035383e+02 -1.44052590e+02
  4.83433793e-01  1.54522335e+02 -1.44544369e+02  8.03719226e-03
  1.54052920e+02 -1.44043488e+02  4.89021865e-01  1.54540570e+02
 -1.44567189e+02 -1.60200545e-02  1.54030590e+02 -1.44040605e+02
  4.73627616e-01  1.54531638e+02 -1.44546865e+02 -7.16939770e-03
  1.54048540e+02 -1.44040403e+02  4.93475072e-01  1.54530135e+02
 -1.44544475e+02 -3.12065358e-02  1.54023298e+02 -1.44077541e+02
  4.78623847e-01  1.54519705e+02 -1.44533237e+02 -1.98773342e-02
  1.54042357e+02 -1.44081115e+02  4.80111946e-01  1.54537577e+02
 -1.44548943e+02 -2.05076424e-02  1.54029796e+02 -1.44089199e+02
  4.62349224e-01  1.54514191e+02]
res:  6094 -0.00026462962250661803 0.015067531060594774 0.024315508188908066
[ 1.21793881e-10 -1.03168214e-05 -2.82870231e-01  1.61506304e+04
 -1.44497596e+02  1.04579172e-02  1.54036724e+02 -1.43998865e+02
  4.88606932e-01  1.54538227e+02 -1.44541285e+02 -3.82157457e-03
  1.54027671e+02 -1.44025190e+02  4.81118792e-01  1.54518251e+02
 -1.44504168e+02  3.07062891e-03  1.54027300e+02 -1.44029962e+02
  5.01580593e-01  1.54513370e+02 -1.44527183e+02 -1.53820486e-03
  1.54025034e+02 -1.44047073e+02  5.18442082e-01  1.54508711e+02
 -1.44522661e+02  2.50541748e-02  1.54027158e+02 -1.44018569e+02
  5.00772240e-01  1.54515927e+02 -1.44551136e+02  1.30316693e-02
  1.54025611e+02 -1.44030248e+02  5.17267658e-01  1.54522563e+02
 -1.44545796e+02 -1.46266703e-02  1.54022357e+02 -1.44049565e+02
  4.88104260e-01  1.54509228e+02 -1.44540775e+02  1.27039324e-02
  1.54039825e+02 -1.44035447e+02  4.93773689e-01  1.54527495e+02
 -1.44563348e+02 -1.12314425e-02  1.54017621e+02 -1.44037148e+02
  4.78084327e-01  1.54518647e+02 -1.44543503e+02 -2.50552725e-03
  1.54035399e+02 -1.44037392e+02  4.98048789e-01  1.54517085e+02
 -1.44540981e+02 -2.67981907e-02  1.54010175e+02 -1.44074319e+02
  4.83489958e-01  1.54506686e+02 -1.44529434e+02 -1.55240774e-02
  1.54029262e+02 -1.44077581e+02  4.84560906e-01  1.54524465e+02
 -1.44545315e+02 -1.59528882e-02  1.54016760e+02 -1.44085533e+02
  4.66997928e-01  1.54501125e+02]
Niter:  4 row:  67 ngroup:  26 nlines:  6524 gd:  6089
[ 1.21793881e-10 -1.03168214e-05 -2.82870231e-01  1.61506304e+04
 -1.44497596e+02  1.04579172e-02  1.54036724e+02 -1.43998865e+02
  4.88606932e-01  1.54538227e+02 -1.44541285e+02 -3.82157457e-03
  1.54027671e+02 -1.44025190e+02  4.81118792e-01  1.54518251e+02
 -1.44504168e+02  3.07062891e-03  1.54027300e+02 -1.44029962e+02
  5.01580593e-01  1.54513370e+02 -1.44527183e+02 -1.53820486e-03
  1.54025034e+02 -1.44047073e+02  5.18442082e-01  1.54508711e+02
 -1.44522661e+02  2.50541748e-02  1.54027158e+02 -1.44018569e+02
  5.00772240e-01  1.54515927e+02 -1.44551136e+02  1.30316693e-02
  1.54025611e+02 -1.44030248e+02  5.17267658e-01  1.54522563e+02
 -1.44545796e+02 -1.46266703e-02  1.54022357e+02 -1.44049565e+02
  4.88104260e-01  1.54509228e+02 -1.44540775e+02  1.27039324e-02
  1.54039825e+02 -1.44035447e+02  4.93773689e-01  1.54527495e+02
 -1.44563348e+02 -1.12314425e-02  1.54017621e+02 -1.44037148e+02
  4.78084327e-01  1.54518647e+02 -1.44543503e+02 -2.50552725e-03
  1.54035399e+02 -1.44037392e+02  4.98048789e-01  1.54517085e+02
 -1.44540981e+02 -2.67981907e-02  1.54010175e+02 -1.44074319e+02
  4.83489958e-01  1.54506686e+02 -1.44529434e+02 -1.55240774e-02
  1.54029262e+02 -1.44077581e+02  4.84560906e-01  1.54524465e+02
 -1.44545315e+02 -1.59528882e-02  1.54016760e+02 -1.44085533e+02
  4.66997928e-01  1.54501125e+02]
res:  6089 -0.00032007072513806634 0.015075845749379368 0.02424325664189807
[ 1.21793893e-10 -1.03168224e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
Niter:  5 row:  67 ngroup:  26 nlines:  6524 gd:  6089
[ 1.21793893e-10 -1.03168224e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
res:  6089 -0.0003207533045497257 0.0150726032888997 0.024243245025861365
[ 1.21795740e-10 -1.03168224e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
Niter:  6 row:  67 ngroup:  26 nlines:  6524 gd:  6089
[ 1.21795740e-10 -1.03168224e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
res:  6089 -0.0003194812798028579 0.015076849768774991 0.024243235561460134
[ 1.21794254e-10 -1.03168238e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
Saving figure to  wave_resid_43670005_fiber67.png
Final values:
res:  -0.0003194812798028579 0.024243235561460134
pars:  [ 1.21794254e-10 -1.03168238e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
67 [ 1.21794254e-10 -1.03168238e-05 -2.82870259e-01  1.61506301e+04
 -1.44498565e+02  9.48138508e-03  1.54035712e+02 -1.43999834e+02
  4.87626491e-01  1.54537216e+02 -1.44542255e+02 -4.79696625e-03
  1.54026659e+02 -1.44026159e+02  4.80141040e-01  1.54517239e+02
 -1.44510938e+02  2.09653033e-03  1.54026288e+02 -1.44030930e+02
  5.00598569e-01  1.54512359e+02 -1.44528151e+02 -2.69922535e-03
  1.54024022e+02 -1.44048041e+02  5.17465613e-01  1.54507699e+02
 -1.44523629e+02  2.42523491e-02  1.54026146e+02 -1.44019537e+02
  4.99790755e-01  1.54514915e+02 -1.44547559e+02  1.20474414e-02
  1.54024499e+02 -1.44031217e+02  5.12673672e-01  1.54521552e+02
 -1.44546765e+02 -1.56083016e-02  1.54021345e+02 -1.44050534e+02
  4.83999599e-01  1.54508216e+02 -1.44541743e+02  8.49011070e-03
  1.54038813e+02 -1.44041772e+02  4.92797687e-01  1.54526484e+02
 -1.44559582e+02 -1.22081964e-02  1.54016609e+02 -1.44038116e+02
  4.77106537e-01  1.54517635e+02 -1.44544472e+02 -3.48674145e-03
  1.54034387e+02 -1.44038361e+02  5.00895717e-01  1.54516073e+02
 -1.44541950e+02 -3.12781631e-02  1.54009163e+02 -1.44075288e+02
  4.82513382e-01  1.54505674e+02 -1.44530401e+02 -1.65042065e-02
  1.54028250e+02 -1.44078549e+02  4.83585950e-01  1.54525434e+02
 -1.44546283e+02 -2.04540168e-02  1.54015748e+02 -1.44086502e+02
  4.66019513e-01  1.54500113e+02]
--- Row 69/300 row=68 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  68
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=68 ---
Niter:  0 row:  68 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0013654268495884025 0.015065946434333455 0.03296377328366556
[ 1.21845730e-10 -1.03158956e-05 -2.82872448e-01  1.61506356e+04
 -1.44571323e+02 -9.06645691e-14  1.54019799e+02]
Niter:  1 row:  68 ngroup:  1 nlines:  247 gd:  232
[ 1.21845730e-10 -1.03158956e-05 -2.82872448e-01  1.61506356e+04
 -1.44571323e+02 -9.06645691e-14  1.54019799e+02]
res:  232 0.00017574576850165613 0.015110928421563585 0.025482695612170952
[ 1.22352028e-10 -1.03169983e-05 -2.82879934e-01  1.61506420e+04
 -1.44537034e+02  2.33048794e-12  1.53990002e+02]
Niter:  2 row:  68 ngroup:  1 nlines:  247 gd:  231
[ 1.22352028e-10 -1.03169983e-05 -2.82879934e-01  1.61506420e+04
 -1.44537034e+02  2.33048794e-12  1.53990002e+02]
res:  231 4.308361894800328e-05 0.014390804695722181 0.025140541520349315
[ 1.22341059e-10 -1.03170203e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
Niter:  3 row:  68 ngroup:  1 nlines:  247 gd:  230
[ 1.22341059e-10 -1.03170203e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
res:  230 -3.740771899174433e-05 0.014414748533454258 0.0248185525342904
[ 1.22346727e-10 -1.03170203e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
Niter:  4 row:  68 ngroup:  1 nlines:  247 gd:  230
[ 1.22346727e-10 -1.03170203e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
res:  230 -6.727315849275328e-06 0.014403331615540083 0.02481857197717759
[ 1.22341474e-10 -1.03170128e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
Niter:  5 row:  68 ngroup:  1 nlines:  247 gd:  230
[ 1.22341474e-10 -1.03170128e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
res:  230 -6.395344462362118e-05 0.014411216066946508 0.024818663681723554
[ 1.22345504e-10 -1.03170128e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
Niter:  6 row:  68 ngroup:  1 nlines:  247 gd:  230
[ 1.22345504e-10 -1.03170128e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
res:  230 -4.194241228105966e-05 0.014412196189368842 0.02481868554020957
[ 1.22341763e-10 -1.03170075e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
Final values:
res:  -4.194241228105966e-05 0.02481868554020957
pars:  [ 1.22341763e-10 -1.03170075e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
68 [ 1.22341763e-10 -1.03170075e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02]
elapsed: 3.0 sec.
Niter:  0 row:  68 ngroup:  26 nlines:  6345 gd:  6345
[ 1.22341763e-10 -1.03170075e-05 -2.82879678e-01  1.61506429e+04
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02 -1.44535129e+02  1.51008945e-10
  1.53993875e+02 -1.44535129e+02  1.51008945e-10  1.53993875e+02
 -1.44535129e+02  1.51008945e-10  1.53993875e+02 -1.44535129e+02
  1.51008945e-10  1.53993875e+02]
res:  6345 0.0004236156000843039 0.013460071217195946 0.03113084428021356
[ 1.22341751e-10 -1.03170086e-05 -2.82879650e-01  1.61506413e+04
 -1.44527012e+02  1.92051175e-02  1.53990145e+02 -1.43995435e+02
  5.17768366e-01  1.54499581e+02 -1.44523698e+02  1.07766511e-02
  1.53989010e+02 -1.44022369e+02  4.87576391e-01  1.54470131e+02
 -1.44490126e+02  7.21659494e-04  1.53995712e+02 -1.44012535e+02
  5.08024554e-01  1.54490875e+02 -1.44520393e+02  9.35300984e-03
  1.53995554e+02 -1.44035000e+02  4.99664590e-01  1.54474612e+02
 -1.44496305e+02  1.49532601e-02  1.53987573e+02 -1.44001402e+02
  5.09898560e-01  1.54486285e+02 -1.44517656e+02  1.45125037e-02
  1.53987766e+02 -1.44025904e+02  5.11639950e-01  1.54484699e+02
 -1.44538218e+02 -5.88337691e-03  1.53976396e+02 -1.44046329e+02
  4.82556442e-01  1.54465466e+02 -1.44513432e+02  4.86901953e-03
  1.53993095e+02 -1.44043786e+02  5.14462535e-01  1.54487364e+02
 -1.44532089e+02 -6.47704383e-06  1.53974741e+02 -1.44041551e+02
  5.10133930e-01  1.54493876e+02 -1.44518649e+02 -9.17339610e-03
  1.53991737e+02 -1.44020249e+02  4.88314056e-01  1.54485414e+02
 -1.44537131e+02 -2.33294965e-03  1.53969909e+02 -1.44024929e+02
  4.93555289e-01  1.54471669e+02 -1.44522978e+02 -4.62066926e-03
  1.53998106e+02 -1.44030697e+02  5.07703210e-01  1.54481617e+02
 -1.44527292e+02 -1.44762592e-02  1.53983786e+02 -1.44031697e+02
  4.94449305e-01  1.54459102e+02]
Niter:  1 row:  68 ngroup:  26 nlines:  6345 gd:  5864
[ 1.22341751e-10 -1.03170086e-05 -2.82879650e-01  1.61506413e+04
 -1.44527012e+02  1.92051175e-02  1.53990145e+02 -1.43995435e+02
  5.17768366e-01  1.54499581e+02 -1.44523698e+02  1.07766511e-02
  1.53989010e+02 -1.44022369e+02  4.87576391e-01  1.54470131e+02
 -1.44490126e+02  7.21659494e-04  1.53995712e+02 -1.44012535e+02
  5.08024554e-01  1.54490875e+02 -1.44520393e+02  9.35300984e-03
  1.53995554e+02 -1.44035000e+02  4.99664590e-01  1.54474612e+02
 -1.44496305e+02  1.49532601e-02  1.53987573e+02 -1.44001402e+02
  5.09898560e-01  1.54486285e+02 -1.44517656e+02  1.45125037e-02
  1.53987766e+02 -1.44025904e+02  5.11639950e-01  1.54484699e+02
 -1.44538218e+02 -5.88337691e-03  1.53976396e+02 -1.44046329e+02
  4.82556442e-01  1.54465466e+02 -1.44513432e+02  4.86901953e-03
  1.53993095e+02 -1.44043786e+02  5.14462535e-01  1.54487364e+02
 -1.44532089e+02 -6.47704383e-06  1.53974741e+02 -1.44041551e+02
  5.10133930e-01  1.54493876e+02 -1.44518649e+02 -9.17339610e-03
  1.53991737e+02 -1.44020249e+02  4.88314056e-01  1.54485414e+02
 -1.44537131e+02 -2.33294965e-03  1.53969909e+02 -1.44024929e+02
  4.93555289e-01  1.54471669e+02 -1.44522978e+02 -4.62066926e-03
  1.53998106e+02 -1.44030697e+02  5.07703210e-01  1.54481617e+02
 -1.44527292e+02 -1.44762592e-02  1.53983786e+02 -1.44031697e+02
  4.94449305e-01  1.54459102e+02]
res:  5864 -0.0004970048084942391 0.01357357315828267 0.022299350520577507
[ 1.22341739e-10 -1.03170096e-05 -2.82879622e-01  1.61506397e+04
 -1.44543934e+02 -1.14034258e-02  1.53982762e+02 -1.44009229e+02
  5.12577395e-01  1.54493509e+02 -1.44543492e+02 -7.29154250e-03
  1.53975084e+02 -1.44023484e+02  4.71574000e-01  1.54466816e+02
 -1.44502569e+02 -2.10689939e-02  1.53986572e+02 -1.44026005e+02
  5.03779221e-01  1.54485939e+02 -1.44526327e+02 -4.27733864e-03
  1.53990160e+02 -1.44036573e+02  4.79031180e-01  1.54469048e+02
 -1.44507253e+02 -6.59606475e-03  1.53983246e+02 -1.44022293e+02
  4.86177346e-01  1.54478420e+02 -1.44534606e+02  8.38372843e-03
  1.53986213e+02 -1.44038179e+02  5.00171229e-01  1.54476770e+02
 -1.44550933e+02 -2.27670352e-02  1.53972935e+02 -1.44049995e+02
  4.61268839e-01  1.54456240e+02 -1.44527335e+02 -1.53744028e-02
  1.53993280e+02 -1.44045196e+02  4.90201150e-01  1.54486739e+02
 -1.44546158e+02 -1.41928537e-03  1.53976863e+02 -1.44044191e+02
  4.87547504e-01  1.54480826e+02 -1.44521655e+02 -1.94559153e-02
  1.53986544e+02 -1.44024311e+02  4.74453269e-01  1.54480159e+02
 -1.44543490e+02 -2.70061342e-02  1.53961470e+02 -1.44027474e+02
  4.75369443e-01  1.54464753e+02 -1.44522426e+02 -2.34503549e-02
  1.53990163e+02 -1.44039880e+02  4.90220504e-01  1.54476089e+02
 -1.44534713e+02 -2.74685506e-02  1.53979312e+02 -1.44045321e+02
  4.82618351e-01  1.54454392e+02]
Niter:  2 row:  68 ngroup:  26 nlines:  6345 gd:  5873
[ 1.22341739e-10 -1.03170096e-05 -2.82879622e-01  1.61506397e+04
 -1.44543934e+02 -1.14034258e-02  1.53982762e+02 -1.44009229e+02
  5.12577395e-01  1.54493509e+02 -1.44543492e+02 -7.29154250e-03
  1.53975084e+02 -1.44023484e+02  4.71574000e-01  1.54466816e+02
 -1.44502569e+02 -2.10689939e-02  1.53986572e+02 -1.44026005e+02
  5.03779221e-01  1.54485939e+02 -1.44526327e+02 -4.27733864e-03
  1.53990160e+02 -1.44036573e+02  4.79031180e-01  1.54469048e+02
 -1.44507253e+02 -6.59606475e-03  1.53983246e+02 -1.44022293e+02
  4.86177346e-01  1.54478420e+02 -1.44534606e+02  8.38372843e-03
  1.53986213e+02 -1.44038179e+02  5.00171229e-01  1.54476770e+02
 -1.44550933e+02 -2.27670352e-02  1.53972935e+02 -1.44049995e+02
  4.61268839e-01  1.54456240e+02 -1.44527335e+02 -1.53744028e-02
  1.53993280e+02 -1.44045196e+02  4.90201150e-01  1.54486739e+02
 -1.44546158e+02 -1.41928537e-03  1.53976863e+02 -1.44044191e+02
  4.87547504e-01  1.54480826e+02 -1.44521655e+02 -1.94559153e-02
  1.53986544e+02 -1.44024311e+02  4.74453269e-01  1.54480159e+02
 -1.44543490e+02 -2.70061342e-02  1.53961470e+02 -1.44027474e+02
  4.75369443e-01  1.54464753e+02 -1.44522426e+02 -2.34503549e-02
  1.53990163e+02 -1.44039880e+02  4.90220504e-01  1.54476089e+02
 -1.44534713e+02 -2.74685506e-02  1.53979312e+02 -1.44045321e+02
  4.82618351e-01  1.54454392e+02]
res:  5873 -0.0005208899692661362 0.013585159644208034 0.022385788717444722
[ 1.22341727e-10 -1.03170106e-05 -2.82879594e-01  1.61506381e+04
 -1.44555881e+02 -1.71149729e-02  1.53978000e+02 -1.44016241e+02
  5.06870687e-01  1.54488739e+02 -1.44550509e+02 -1.60475740e-02
  1.53970319e+02 -1.44025559e+02  4.59783743e-01  1.54462052e+02
 -1.44509565e+02 -2.67811986e-02  1.53981807e+02 -1.44037788e+02
  4.98058097e-01  1.54481171e+02 -1.44533338e+02 -9.98948513e-03
  1.53985397e+02 -1.44043580e+02  4.70579004e-01  1.54464280e+02
 -1.44514278e+02 -1.53028422e-02  1.53978480e+02 -1.44029317e+02
  4.74650688e-01  1.54471876e+02 -1.44541612e+02  2.67930770e-03
  1.53983320e+02 -1.44045185e+02  4.94482783e-01  1.54473729e+02
 -1.44557952e+02 -2.84511822e-02  1.53968174e+02 -1.44057023e+02
  4.52783829e-01  1.54451472e+02 -1.44534350e+02 -2.38689644e-02
  1.53990372e+02 -1.44052180e+02  4.81583169e-01  1.54481977e+02
 -1.44553151e+02 -7.11208077e-03  1.53972099e+02 -1.44051189e+02
  4.78803993e-01  1.54476060e+02 -1.44528673e+02 -2.51480595e-02
  1.53983500e+02 -1.44031327e+02  4.68762239e-01  1.54475397e+02
 -1.44550503e+02 -3.27027925e-02  1.53956710e+02 -1.44034472e+02
  4.66680971e-01  1.54459996e+02 -1.44524208e+02 -3.23049761e-02
  1.53985403e+02 -1.44046870e+02  4.84525876e-01  1.54471326e+02
 -1.44541718e+02 -3.61044033e-02  1.53974560e+02 -1.44052316e+02
  4.76908774e-01  1.54449628e+02]
Niter:  3 row:  68 ngroup:  26 nlines:  6345 gd:  5876
[ 1.22341727e-10 -1.03170106e-05 -2.82879594e-01  1.61506381e+04
 -1.44555881e+02 -1.71149729e-02  1.53978000e+02 -1.44016241e+02
  5.06870687e-01  1.54488739e+02 -1.44550509e+02 -1.60475740e-02
  1.53970319e+02 -1.44025559e+02  4.59783743e-01  1.54462052e+02
 -1.44509565e+02 -2.67811986e-02  1.53981807e+02 -1.44037788e+02
  4.98058097e-01  1.54481171e+02 -1.44533338e+02 -9.98948513e-03
  1.53985397e+02 -1.44043580e+02  4.70579004e-01  1.54464280e+02
 -1.44514278e+02 -1.53028422e-02  1.53978480e+02 -1.44029317e+02
  4.74650688e-01  1.54471876e+02 -1.44541612e+02  2.67930770e-03
  1.53983320e+02 -1.44045185e+02  4.94482783e-01  1.54473729e+02
 -1.44557952e+02 -2.84511822e-02  1.53968174e+02 -1.44057023e+02
  4.52783829e-01  1.54451472e+02 -1.44534350e+02 -2.38689644e-02
  1.53990372e+02 -1.44052180e+02  4.81583169e-01  1.54481977e+02
 -1.44553151e+02 -7.11208077e-03  1.53972099e+02 -1.44051189e+02
  4.78803993e-01  1.54476060e+02 -1.44528673e+02 -2.51480595e-02
  1.53983500e+02 -1.44031327e+02  4.68762239e-01  1.54475397e+02
 -1.44550503e+02 -3.27027925e-02  1.53956710e+02 -1.44034472e+02
  4.66680971e-01  1.54459996e+02 -1.44524208e+02 -3.23049761e-02
  1.53985403e+02 -1.44046870e+02  4.84525876e-01  1.54471326e+02
 -1.44541718e+02 -3.61044033e-02  1.53974560e+02 -1.44052316e+02
  4.76908774e-01  1.54449628e+02]
res:  5876 -0.0006631267006014241 0.013660179070939193 0.022370900606830182
[ 1.21955082e-10 -1.03175206e-05 -2.82874916e-01  1.61506397e+04
 -1.44580945e+02 -1.19657534e-02  1.53990761e+02 -1.44048448e+02
  5.11941393e-01  1.54501658e+02 -1.44576045e+02 -1.07601907e-02
  1.53983156e+02 -1.44051141e+02  4.65201478e-01  1.54474868e+02
 -1.44534834e+02 -2.16997706e-02  1.53994742e+02 -1.44063279e+02
  5.02969162e-01  1.54494179e+02 -1.44558830e+02 -4.82495798e-03
  1.54000446e+02 -1.44069088e+02  4.75841240e-01  1.54477226e+02
 -1.44539957e+02 -1.41885004e-02  1.53991330e+02 -1.44055031e+02
  4.80033959e-01  1.54484834e+02 -1.44567079e+02  7.93783592e-03
  1.53996130e+02 -1.44070643e+02  5.00254587e-01  1.54486432e+02
 -1.44583614e+02 -2.25161989e-02  1.53980833e+02 -1.44082777e+02
  4.58393673e-01  1.54464447e+02 -1.44560008e+02 -1.83635641e-02
  1.54003516e+02 -1.44077288e+02  4.82870277e-01  1.54494833e+02
 -1.44578401e+02 -1.35842170e-03  1.53984859e+02 -1.44076469e+02
  4.84472359e-01  1.54488878e+02 -1.44554115e+02 -1.93724896e-02
  1.53996659e+02 -1.44056968e+02  4.74435157e-01  1.54488170e+02
 -1.44576013e+02 -2.71191629e-02  1.53969399e+02 -1.44059880e+02
  4.72426643e-01  1.54469919e+02 -1.44542772e+02 -2.68395912e-02
  1.54000450e+02 -1.44072113e+02  4.90159182e-01  1.54484097e+02
 -1.44567117e+02 -3.05946329e-02  1.53986987e+02 -1.44077574e+02
  4.82089239e-01  1.54462424e+02]
Niter:  4 row:  68 ngroup:  26 nlines:  6345 gd:  5865
[ 1.21955082e-10 -1.03175206e-05 -2.82874916e-01  1.61506397e+04
 -1.44580945e+02 -1.19657534e-02  1.53990761e+02 -1.44048448e+02
  5.11941393e-01  1.54501658e+02 -1.44576045e+02 -1.07601907e-02
  1.53983156e+02 -1.44051141e+02  4.65201478e-01  1.54474868e+02
 -1.44534834e+02 -2.16997706e-02  1.53994742e+02 -1.44063279e+02
  5.02969162e-01  1.54494179e+02 -1.44558830e+02 -4.82495798e-03
  1.54000446e+02 -1.44069088e+02  4.75841240e-01  1.54477226e+02
 -1.44539957e+02 -1.41885004e-02  1.53991330e+02 -1.44055031e+02
  4.80033959e-01  1.54484834e+02 -1.44567079e+02  7.93783592e-03
  1.53996130e+02 -1.44070643e+02  5.00254587e-01  1.54486432e+02
 -1.44583614e+02 -2.25161989e-02  1.53980833e+02 -1.44082777e+02
  4.58393673e-01  1.54464447e+02 -1.44560008e+02 -1.83635641e-02
  1.54003516e+02 -1.44077288e+02  4.82870277e-01  1.54494833e+02
 -1.44578401e+02 -1.35842170e-03  1.53984859e+02 -1.44076469e+02
  4.84472359e-01  1.54488878e+02 -1.44554115e+02 -1.93724896e-02
  1.53996659e+02 -1.44056968e+02  4.74435157e-01  1.54488170e+02
 -1.44576013e+02 -2.71191629e-02  1.53969399e+02 -1.44059880e+02
  4.72426643e-01  1.54469919e+02 -1.44542772e+02 -2.68395912e-02
  1.54000450e+02 -1.44072113e+02  4.90159182e-01  1.54484097e+02
 -1.44567117e+02 -3.05946329e-02  1.53986987e+02 -1.44077574e+02
  4.82089239e-01  1.54462424e+02]
res:  5865 -0.00044565498501469847 0.013709403350731009 0.022210976717461087
[ 1.21955070e-10 -1.03175195e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
Niter:  5 row:  68 ngroup:  26 nlines:  6345 gd:  5870
[ 1.21955070e-10 -1.03175195e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
res:  5870 -0.00041329921077704057 0.01371502172514738 0.022270001727422873
[ 1.21949867e-10 -1.03175195e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
Niter:  6 row:  68 ngroup:  26 nlines:  6345 gd:  5870
[ 1.21949867e-10 -1.03175195e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
res:  5870 -0.00044805275138060097 0.013709745100641157 0.022269980422705924
[ 1.21951174e-10 -1.03175120e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
Saving figure to  wave_resid_43670005_fiber68.png
Final values:
res:  -0.00044805275138060097 0.022269980422705924
pars:  [ 1.21951174e-10 -1.03175120e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
68 [ 1.21951174e-10 -1.03175120e-05 -2.82874944e-01  1.61506413e+04
 -1.44574285e+02 -6.27381646e-03  1.53997892e+02 -1.44039977e+02
  5.17643868e-01  1.54503190e+02 -1.44569367e+02 -5.07254149e-03
  1.53988342e+02 -1.44044469e+02  4.73897970e-01  1.54480054e+02
 -1.44528171e+02 -1.60043866e-02  1.53998144e+02 -1.44056613e+02
  5.08531282e-01  1.54501186e+02 -1.44552153e+02  8.66364292e-04
  1.54005035e+02 -1.44062419e+02  4.84403078e-01  1.54482411e+02
 -1.44538355e+02 -4.46840616e-03  1.53998343e+02 -1.44048347e+02
  4.85718328e-01  1.54490018e+02 -1.44560412e+02  1.36335922e-02
  1.54003180e+02 -1.44063977e+02  5.05928255e-01  1.54491845e+02
 -1.44576939e+02 -1.68382900e-02  1.53987935e+02 -1.44076104e+02
  4.66993756e-01  1.54469630e+02 -1.44553342e+02 -1.01113579e-02
  1.54008804e+02 -1.44070621e+02  4.86180361e-01  1.54500017e+02
 -1.44571733e+02  7.17670515e-03  1.53990047e+02 -1.44069810e+02
  4.93042360e-01  1.54492250e+02 -1.44547444e+02 -1.36977340e-02
  1.54000054e+02 -1.44050295e+02  4.80107874e-01  1.54493357e+02
 -1.44569346e+02 -2.14414646e-02  1.53976598e+02 -1.44053216e+02
  4.78096104e-01  1.54479328e+02 -1.44537913e+02 -2.11541422e-02
  1.54003218e+02 -1.44065436e+02  4.95832659e-01  1.54489284e+02
 -1.44560456e+02 -2.49175639e-02  1.53994205e+02 -1.44070909e+02
  4.84464977e-01  1.54467611e+02]
--- Row 70/300 row=69 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  69
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=69 ---
Niter:  0 row:  69 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0016344273626600625 0.013988160147164308 0.029032135540621947
[ 1.21623577e-10 -1.03181103e-05 -2.82875141e-01  1.61507076e+04
 -1.44527301e+02 -3.36157101e-13  1.53993425e+02]
Niter:  1 row:  69 ngroup:  1 nlines:  250 gd:  239
[ 1.21623577e-10 -1.03181103e-05 -2.82875141e-01  1.61507076e+04
 -1.44527301e+02 -3.36157101e-13  1.53993425e+02]
res:  239 0.0013726028410019353 0.014040852604921383 0.02363243571540915
[ 1.21372361e-10 -1.03175010e-05 -2.82872189e-01  1.61507082e+04
 -1.44525489e+02 -5.30726466e-11  1.54013933e+02]
Niter:  2 row:  69 ngroup:  1 nlines:  250 gd:  241
[ 1.21372361e-10 -1.03175010e-05 -2.82872189e-01  1.61507082e+04
 -1.44525489e+02 -5.30726466e-11  1.54013933e+02]
res:  241 0.0015716793604951818 0.01418976563581964 0.024159731400786335
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
Niter:  3 row:  69 ngroup:  1 nlines:  250 gd:  241
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
res:  241 0.0015716793604951818 0.01418976563581964 0.024159731400786335
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
Niter:  4 row:  69 ngroup:  1 nlines:  250 gd:  241
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
res:  241 0.0015716793604951818 0.01418976563581964 0.024159731400786335
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
Niter:  5 row:  69 ngroup:  1 nlines:  250 gd:  241
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
res:  241 0.0015716793604951818 0.01418976563581964 0.024159731400786335
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
Niter:  6 row:  69 ngroup:  1 nlines:  250 gd:  241
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
res:  241 0.0015716793604951818 0.01418976563581964 0.024159731400786335
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
Final values:
res:  0.0015716793604951818 0.024159731400786335
pars:  [ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
69 [ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02]
elapsed: 3.0 sec.
Niter:  0 row:  69 ngroup:  26 nlines:  6485 gd:  6485
[ 1.21265405e-10 -1.03175794e-05 -2.82870975e-01  1.61507091e+04
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02 -1.44528856e+02  3.87807998e-11
  1.54021101e+02 -1.44528856e+02  3.87807998e-11  1.54021101e+02
 -1.44528856e+02  3.87807998e-11  1.54021101e+02 -1.44528856e+02
  3.87807998e-11  1.54021101e+02]
res:  6485 0.0007477501076209592 0.015043953666463494 0.03237899674543207
[ 1.21265417e-10 -1.03175784e-05 -2.82870947e-01  1.61507075e+04
 -1.44537237e+02  1.85744250e-04  1.54016382e+02 -1.44039725e+02
  4.81916944e-01  1.54515646e+02 -1.44553545e+02 -1.92528057e-02
  1.54007914e+02 -1.44051011e+02  4.85243058e-01  1.54496814e+02
 -1.44541044e+02 -1.03685758e-03  1.54020483e+02 -1.44057484e+02
  4.75332583e-01  1.54505265e+02 -1.44534648e+02  6.09327666e-03
  1.54009241e+02 -1.44072154e+02  4.79278376e-01  1.54486851e+02
 -1.44549174e+02  7.47784065e-03  1.54011824e+02 -1.44038122e+02
  4.94125431e-01  1.54508477e+02 -1.44532469e+02  1.73041926e-02
  1.54012396e+02 -1.44038951e+02  5.02572849e-01  1.54499289e+02
 -1.44569005e+02 -8.42679679e-03  1.53998602e+02 -1.44062665e+02
  4.82385175e-01  1.54490340e+02 -1.44531306e+02 -1.79369326e-03
  1.54012216e+02 -1.44047720e+02  5.14350530e-01  1.54516340e+02
 -1.44555865e+02 -2.86919346e-02  1.54001398e+02 -1.44052506e+02
  4.85409764e-01  1.54494622e+02 -1.44564188e+02 -7.25598332e-03
  1.54019929e+02 -1.44048429e+02  5.08127085e-01  1.54509692e+02
 -1.44556817e+02 -2.85886587e-02  1.54000609e+02 -1.44076100e+02
  4.61564341e-01  1.54492818e+02 -1.44541444e+02 -1.17352676e-02
  1.54008512e+02 -1.44069608e+02  4.72311314e-01  1.54493996e+02
 -1.44562041e+02 -3.21476383e-02  1.54001922e+02 -1.44066221e+02
  4.88294146e-01  1.54495934e+02]
Niter:  1 row:  69 ngroup:  26 nlines:  6485 gd:  6064
[ 1.21265417e-10 -1.03175784e-05 -2.82870947e-01  1.61507075e+04
 -1.44537237e+02  1.85744250e-04  1.54016382e+02 -1.44039725e+02
  4.81916944e-01  1.54515646e+02 -1.44553545e+02 -1.92528057e-02
  1.54007914e+02 -1.44051011e+02  4.85243058e-01  1.54496814e+02
 -1.44541044e+02 -1.03685758e-03  1.54020483e+02 -1.44057484e+02
  4.75332583e-01  1.54505265e+02 -1.44534648e+02  6.09327666e-03
  1.54009241e+02 -1.44072154e+02  4.79278376e-01  1.54486851e+02
 -1.44549174e+02  7.47784065e-03  1.54011824e+02 -1.44038122e+02
  4.94125431e-01  1.54508477e+02 -1.44532469e+02  1.73041926e-02
  1.54012396e+02 -1.44038951e+02  5.02572849e-01  1.54499289e+02
 -1.44569005e+02 -8.42679679e-03  1.53998602e+02 -1.44062665e+02
  4.82385175e-01  1.54490340e+02 -1.44531306e+02 -1.79369326e-03
  1.54012216e+02 -1.44047720e+02  5.14350530e-01  1.54516340e+02
 -1.44555865e+02 -2.86919346e-02  1.54001398e+02 -1.44052506e+02
  4.85409764e-01  1.54494622e+02 -1.44564188e+02 -7.25598332e-03
  1.54019929e+02 -1.44048429e+02  5.08127085e-01  1.54509692e+02
 -1.44556817e+02 -2.85886587e-02  1.54000609e+02 -1.44076100e+02
  4.61564341e-01  1.54492818e+02 -1.44541444e+02 -1.17352676e-02
  1.54008512e+02 -1.44069608e+02  4.72311314e-01  1.54493996e+02
 -1.44562041e+02 -3.21476383e-02  1.54001922e+02 -1.44066221e+02
  4.88294146e-01  1.54495934e+02]
res:  6064 -1.555570270284079e-05 0.015153043743339367 0.024296638904935264
[ 1.21265429e-10 -1.03175776e-05 -2.82870919e-01  1.61507058e+04
 -1.44542798e+02 -1.14276221e-02  1.54011659e+02 -1.44050478e+02
  4.83560582e-01  1.54499998e+02 -1.44566741e+02 -2.52375712e-02
  1.53996418e+02 -1.44044718e+02  4.74611398e-01  1.54493880e+02
 -1.44541383e+02 -1.14764284e-02  1.54002630e+02 -1.44063097e+02
  4.64901855e-01  1.54502488e+02 -1.44545447e+02 -6.92986837e-03
  1.54004961e+02 -1.44078728e+02  4.66297077e-01  1.54477574e+02
 -1.44550299e+02 -8.37171229e-03  1.54006169e+02 -1.44036829e+02
  4.77137402e-01  1.54501509e+02 -1.44552331e+02 -9.13798091e-04
  1.54011843e+02 -1.44045926e+02  4.87695811e-01  1.54488396e+02
 -1.44583269e+02 -3.98571859e-02  1.53994137e+02 -1.44069234e+02
  4.60818632e-01  1.54494130e+02 -1.44532724e+02 -1.31914229e-02
  1.54008068e+02 -1.44053669e+02  4.92298268e-01  1.54512139e+02
 -1.44568770e+02 -3.13621389e-02  1.53996772e+02 -1.44053601e+02
  4.66768682e-01  1.54489583e+02 -1.44545377e+02 -2.51581225e-02
  1.54008517e+02 -1.44055388e+02  4.79536031e-01  1.54502897e+02
 -1.44576575e+02 -4.26864231e-02  1.53995588e+02 -1.44063146e+02
  4.52365512e-01  1.54489247e+02 -1.44565840e+02 -1.44538941e-02
  1.54007112e+02 -1.44066254e+02  4.56182442e-01  1.54487411e+02
 -1.44563711e+02 -2.66049701e-02  1.53993907e+02 -1.44067570e+02
  4.70707591e-01  1.54491436e+02]
Niter:  2 row:  69 ngroup:  26 nlines:  6485 gd:  6066
[ 1.21265429e-10 -1.03175776e-05 -2.82870919e-01  1.61507058e+04
 -1.44542798e+02 -1.14276221e-02  1.54011659e+02 -1.44050478e+02
  4.83560582e-01  1.54499998e+02 -1.44566741e+02 -2.52375712e-02
  1.53996418e+02 -1.44044718e+02  4.74611398e-01  1.54493880e+02
 -1.44541383e+02 -1.14764284e-02  1.54002630e+02 -1.44063097e+02
  4.64901855e-01  1.54502488e+02 -1.44545447e+02 -6.92986837e-03
  1.54004961e+02 -1.44078728e+02  4.66297077e-01  1.54477574e+02
 -1.44550299e+02 -8.37171229e-03  1.54006169e+02 -1.44036829e+02
  4.77137402e-01  1.54501509e+02 -1.44552331e+02 -9.13798091e-04
  1.54011843e+02 -1.44045926e+02  4.87695811e-01  1.54488396e+02
 -1.44583269e+02 -3.98571859e-02  1.53994137e+02 -1.44069234e+02
  4.60818632e-01  1.54494130e+02 -1.44532724e+02 -1.31914229e-02
  1.54008068e+02 -1.44053669e+02  4.92298268e-01  1.54512139e+02
 -1.44568770e+02 -3.13621389e-02  1.53996772e+02 -1.44053601e+02
  4.66768682e-01  1.54489583e+02 -1.44545377e+02 -2.51581225e-02
  1.54008517e+02 -1.44055388e+02  4.79536031e-01  1.54502897e+02
 -1.44576575e+02 -4.26864231e-02  1.53995588e+02 -1.44063146e+02
  4.52365512e-01  1.54489247e+02 -1.44565840e+02 -1.44538941e-02
  1.54007112e+02 -1.44066254e+02  4.56182442e-01  1.54487411e+02
 -1.44563711e+02 -2.66049701e-02  1.53993907e+02 -1.44067570e+02
  4.70707591e-01  1.54491436e+02]
res:  6066 -5.209405571804382e-06 0.015134667584788986 0.024303071901259143
[ 1.21265442e-10 -1.03175765e-05 -2.82870890e-01  1.61507042e+04
 -1.44549768e+02 -1.71464277e-02  1.54006939e+02 -1.44057455e+02
  4.81466551e-01  1.54493240e+02 -1.44573732e+02 -3.09316156e-02
  1.53991692e+02 -1.44046910e+02  4.68916630e-01  1.54489158e+02
 -1.44543002e+02 -2.04917674e-02  1.53997913e+02 -1.44070070e+02
  4.59193425e-01  1.54497763e+02 -1.44552407e+02 -1.26225359e-02
  1.54000245e+02 -1.44085692e+02  4.57080904e-01  1.54472846e+02
 -1.44557258e+02 -1.40730723e-02  1.54001448e+02 -1.44038935e+02
  4.68223280e-01  1.54496782e+02 -1.44564113e+02 -9.79402271e-03
  1.54007119e+02 -1.44052897e+02  4.82000439e-01  1.54483669e+02
 -1.44590247e+02 -4.55485122e-02  1.53989408e+02 -1.44076215e+02
  4.51674922e-01  1.54489409e+02 -1.44539697e+02 -1.88885374e-02
  1.54003338e+02 -1.44060657e+02  4.83248831e-01  1.54507420e+02
 -1.44580562e+02 -3.38226987e-02  1.53992053e+02 -1.44060582e+02
  4.61085145e-01  1.54486830e+02 -1.44547702e+02 -3.40214161e-02
  1.54003795e+02 -1.44062343e+02  4.73847013e-01  1.54498169e+02
 -1.44583551e+02 -4.83718931e-02  1.53990872e+02 -1.44070135e+02
  4.46667847e-01  1.54486366e+02 -1.44578209e+02 -2.01539191e-02
  1.54002388e+02 -1.44073229e+02  4.44241907e-01  1.54482698e+02
 -1.44570668e+02 -3.23028521e-02  1.53989185e+02 -1.44069321e+02
  4.64995187e-01  1.54486708e+02]
Niter:  3 row:  69 ngroup:  26 nlines:  6485 gd:  6065
[ 1.21265442e-10 -1.03175765e-05 -2.82870890e-01  1.61507042e+04
 -1.44549768e+02 -1.71464277e-02  1.54006939e+02 -1.44057455e+02
  4.81466551e-01  1.54493240e+02 -1.44573732e+02 -3.09316156e-02
  1.53991692e+02 -1.44046910e+02  4.68916630e-01  1.54489158e+02
 -1.44543002e+02 -2.04917674e-02  1.53997913e+02 -1.44070070e+02
  4.59193425e-01  1.54497763e+02 -1.44552407e+02 -1.26225359e-02
  1.54000245e+02 -1.44085692e+02  4.57080904e-01  1.54472846e+02
 -1.44557258e+02 -1.40730723e-02  1.54001448e+02 -1.44038935e+02
  4.68223280e-01  1.54496782e+02 -1.44564113e+02 -9.79402271e-03
  1.54007119e+02 -1.44052897e+02  4.82000439e-01  1.54483669e+02
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  4.51674922e-01  1.54489409e+02 -1.44539697e+02 -1.88885374e-02
  1.54003338e+02 -1.44060657e+02  4.83248831e-01  1.54507420e+02
 -1.44580562e+02 -3.38226987e-02  1.53992053e+02 -1.44060582e+02
  4.61085145e-01  1.54486830e+02 -1.44547702e+02 -3.40214161e-02
  1.54003795e+02 -1.44062343e+02  4.73847013e-01  1.54498169e+02
 -1.44583551e+02 -4.83718931e-02  1.53990872e+02 -1.44070135e+02
  4.46667847e-01  1.54486366e+02 -1.44578209e+02 -2.01539191e-02
  1.54002388e+02 -1.44073229e+02  4.44241907e-01  1.54482698e+02
 -1.44570668e+02 -3.23028521e-02  1.53989185e+02 -1.44069321e+02
  4.64995187e-01  1.54486708e+02]
res:  6065 -0.00036320582694315817 0.015130020710785175 0.024272984587306173
[ 1.21334668e-10 -1.03175765e-05 -2.82870890e-01  1.61507042e+04
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  4.81466551e-01  1.54493240e+02 -1.44573732e+02 -3.09316156e-02
  1.53991692e+02 -1.44046910e+02  4.68916630e-01  1.54489158e+02
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  4.59193425e-01  1.54497763e+02 -1.44552407e+02 -1.26225359e-02
  1.54000245e+02 -1.44085692e+02  4.57080904e-01  1.54472846e+02
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  1.54007119e+02 -1.44052897e+02  4.82000439e-01  1.54483669e+02
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  1.54003338e+02 -1.44060657e+02  4.83248831e-01  1.54507420e+02
 -1.44580562e+02 -3.38226987e-02  1.53992053e+02 -1.44060582e+02
  4.61085145e-01  1.54486830e+02 -1.44547702e+02 -3.40214161e-02
  1.54003795e+02 -1.44062343e+02  4.73847013e-01  1.54498169e+02
 -1.44583551e+02 -4.83718931e-02  1.53990872e+02 -1.44070135e+02
  4.46667847e-01  1.54486366e+02 -1.44578209e+02 -2.01539191e-02
  1.54002388e+02 -1.44073229e+02  4.44241907e-01  1.54482698e+02
 -1.44570668e+02 -3.23028521e-02  1.53989185e+02 -1.44069321e+02
  4.64995187e-01  1.54486708e+02]
Niter:  4 row:  69 ngroup:  26 nlines:  6485 gd:  6068
[ 1.21334668e-10 -1.03175765e-05 -2.82870890e-01  1.61507042e+04
 -1.44549768e+02 -1.71464277e-02  1.54006939e+02 -1.44057455e+02
  4.81466551e-01  1.54493240e+02 -1.44573732e+02 -3.09316156e-02
  1.53991692e+02 -1.44046910e+02  4.68916630e-01  1.54489158e+02
 -1.44543002e+02 -2.04917674e-02  1.53997913e+02 -1.44070070e+02
  4.59193425e-01  1.54497763e+02 -1.44552407e+02 -1.26225359e-02
  1.54000245e+02 -1.44085692e+02  4.57080904e-01  1.54472846e+02
 -1.44557258e+02 -1.40730723e-02  1.54001448e+02 -1.44038935e+02
  4.68223280e-01  1.54496782e+02 -1.44564113e+02 -9.79402271e-03
  1.54007119e+02 -1.44052897e+02  4.82000439e-01  1.54483669e+02
 -1.44590247e+02 -4.55485122e-02  1.53989408e+02 -1.44076215e+02
  4.51674922e-01  1.54489409e+02 -1.44539697e+02 -1.88885374e-02
  1.54003338e+02 -1.44060657e+02  4.83248831e-01  1.54507420e+02
 -1.44580562e+02 -3.38226987e-02  1.53992053e+02 -1.44060582e+02
  4.61085145e-01  1.54486830e+02 -1.44547702e+02 -3.40214161e-02
  1.54003795e+02 -1.44062343e+02  4.73847013e-01  1.54498169e+02
 -1.44583551e+02 -4.83718931e-02  1.53990872e+02 -1.44070135e+02
  4.46667847e-01  1.54486366e+02 -1.44578209e+02 -2.01539191e-02
  1.54002388e+02 -1.44073229e+02  4.44241907e-01  1.54482698e+02
 -1.44570668e+02 -3.23028521e-02  1.53989185e+02 -1.44069321e+02
  4.64995187e-01  1.54486708e+02]
res:  6068 -0.00013467112330545206 0.015100453247214318 0.02430179782617681
[ 1.21334680e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
Niter:  5 row:  69 ngroup:  26 nlines:  6485 gd:  6062
[ 1.21334680e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
res:  6062 -0.0002801471928250976 0.015067513697431423 0.024214575812883526
[ 1.21379529e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
Niter:  6 row:  69 ngroup:  26 nlines:  6485 gd:  6063
[ 1.21379529e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
res:  6063 -0.0003314122586743906 0.015086245010024868 0.024226465896271133
[ 1.21384531e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
Saving figure to  wave_resid_43670005_fiber69.png
Final values:
res:  -0.0003314122586743906 0.024226465896271133
pars:  [ 1.21384531e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
69 [ 1.21384531e-10 -1.03175776e-05 -2.82870862e-01  1.61507026e+04
 -1.44559755e+02 -2.28639869e-02  1.54005023e+02 -1.44067504e+02
  4.79453339e-01  1.54491308e+02 -1.44583844e+02 -3.66199611e-02
  1.53989723e+02 -1.44057014e+02  4.63223204e-01  1.54487202e+02
 -1.44552980e+02 -2.62056696e-02  1.53996026e+02 -1.44080090e+02
  4.53490222e-01  1.54495803e+02 -1.44562338e+02 -1.83152716e-02
  1.53998363e+02 -1.44095642e+02  4.51398405e-01  1.54470833e+02
 -1.44567188e+02 -1.97757586e-02  1.53999525e+02 -1.44049057e+02
  4.62518024e-01  1.54494787e+02 -1.44569229e+02 -1.55100321e-02
  1.54005186e+02 -1.44062873e+02  4.76305729e-01  1.54479657e+02
 -1.44600287e+02 -5.12363253e-02  1.53987410e+02 -1.44086268e+02
  4.45962624e-01  1.54487463e+02 -1.44549717e+02 -2.45814578e-02
  1.54001319e+02 -1.44070756e+02  4.77565439e-01  1.54505516e+02
 -1.44585803e+02 -3.95130346e-02  1.53990153e+02 -1.44070651e+02
  4.55407930e-01  1.54482905e+02 -1.44557688e+02 -3.97363385e-02
  1.53999929e+02 -1.44072262e+02  4.68170084e-01  1.54496157e+02
 -1.44593581e+02 -5.40582018e-02  1.53988998e+02 -1.44080258e+02
  4.40980026e-01  1.54484347e+02 -1.44588092e+02 -2.58546799e-02
  1.54002322e+02 -1.44083243e+02  4.38524783e-01  1.54480842e+02
 -1.44580580e+02 -3.49250585e-02  1.53987256e+02 -1.44079237e+02
  4.59275159e-01  1.54484705e+02]
--- Row 71/300 row=70 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  70
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=70 ---
Niter:  0 row:  70 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.0004962890561728273 0.01451779570106737 0.03103101621331556
[ 1.21956102e-10 -1.03174735e-05 -2.82881488e-01  1.61506680e+04
 -1.44468938e+02 -1.66301965e-13  1.53968361e+02]
Niter:  1 row:  70 ngroup:  1 nlines:  242 gd:  227
[ 1.21956102e-10 -1.03174735e-05 -2.82881488e-01  1.61506680e+04
 -1.44468938e+02 -1.66301965e-13  1.53968361e+02]
res:  227 -0.0020616286938093253 0.01449108449560299 0.022993520552528037
[ 1.21986857e-10 -1.03182827e-05 -2.82879709e-01  1.61506717e+04
 -1.44505539e+02 -2.41952404e-12  1.53982452e+02]
Niter:  2 row:  70 ngroup:  1 nlines:  242 gd:  224
[ 1.21986857e-10 -1.03182827e-05 -2.82879709e-01  1.61506717e+04
 -1.44505539e+02 -2.41952404e-12  1.53982452e+02]
res:  224 -0.001481171952036675 0.014601657290768344 0.021932570924958057
[ 1.21933945e-10 -1.03183573e-05 -2.82877781e-01  1.61506709e+04
 -1.44529684e+02  8.43418432e-12  1.53991591e+02]
Niter:  3 row:  70 ngroup:  1 nlines:  242 gd:  223
[ 1.21933945e-10 -1.03183573e-05 -2.82877781e-01  1.61506709e+04
 -1.44529684e+02  8.43418432e-12  1.53991591e+02]
res:  223 -0.0011329880935591063 0.014401483486835787 0.021589186368587115
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
Niter:  4 row:  70 ngroup:  1 nlines:  242 gd:  223
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
res:  223 -0.0011329880935591063 0.014401483486835787 0.021589186368587115
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
Niter:  5 row:  70 ngroup:  1 nlines:  242 gd:  223
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
res:  223 -0.0011329880935591063 0.014401483486835787 0.021589186368587115
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
Niter:  6 row:  70 ngroup:  1 nlines:  242 gd:  223
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
res:  223 -0.0011329880935591063 0.014401483486835787 0.021589186368587115
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
Final values:
res:  -0.0011329880935591063 0.021589186368587115
pars:  [ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
70 [ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02]
elapsed: 3.0 sec.
Niter:  0 row:  70 ngroup:  26 nlines:  6350 gd:  6350
[ 1.21806854e-10 -1.03183121e-05 -2.82875879e-01  1.61506699e+04
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02 -1.44543481e+02  4.62202470e-11
  1.53997324e+02 -1.44543481e+02  4.62202470e-11  1.53997324e+02
 -1.44543481e+02  4.62202470e-11  1.53997324e+02 -1.44543481e+02
  4.62202470e-11  1.53997324e+02]
res:  6350 0.0008601934187026927 0.015171579721027229 0.03201458735471081
[ 1.21806866e-10 -1.03183111e-05 -2.82875850e-01  1.61506683e+04
 -1.44522560e+02 -1.98340026e-04  1.53988841e+02 -1.44046301e+02
  4.99308872e-01  1.54495310e+02 -1.44549865e+02 -3.50467718e-02
  1.53988978e+02 -1.44069498e+02  4.61370884e-01  1.54468112e+02
 -1.44565080e+02 -1.07981248e-03  1.53991846e+02 -1.44063732e+02
  4.90722454e-01  1.54480920e+02 -1.44550509e+02 -1.37450425e-02
  1.53998644e+02 -1.44069226e+02  4.72808317e-01  1.54476138e+02
 -1.44556011e+02  5.01355813e-03  1.53989387e+02 -1.44072898e+02
  4.98171135e-01  1.54484356e+02 -1.44553699e+02 -1.01358360e-02
  1.53987285e+02 -1.44068602e+02  4.80466228e-01  1.54476310e+02
 -1.44593394e+02 -2.72728368e-02  1.53977456e+02 -1.44094393e+02
  4.63931345e-01  1.54477539e+02 -1.44552480e+02  2.29614452e-04
  1.53989233e+02 -1.44060882e+02  4.88538590e-01  1.54492708e+02
 -1.44574930e+02 -9.85725101e-03  1.53974596e+02 -1.44075598e+02
  4.69682712e-01  1.54474740e+02 -1.44538930e+02 -8.67139601e-03
  1.53994672e+02 -1.44056270e+02  4.78210133e-01  1.54482392e+02
 -1.44574796e+02 -3.94867145e-02  1.53966137e+02 -1.44046868e+02
  4.63666611e-01  1.54475937e+02 -1.44553511e+02 -1.19605989e-02
  1.53984086e+02 -1.44042040e+02  4.76960716e-01  1.54483712e+02
 -1.44573992e+02 -1.76567752e-02  1.53971784e+02 -1.44091215e+02
  4.79993727e-01  1.54461390e+02]
Niter:  1 row:  70 ngroup:  26 nlines:  6350 gd:  5961
[ 1.21806866e-10 -1.03183111e-05 -2.82875850e-01  1.61506683e+04
 -1.44522560e+02 -1.98340026e-04  1.53988841e+02 -1.44046301e+02
  4.99308872e-01  1.54495310e+02 -1.44549865e+02 -3.50467718e-02
  1.53988978e+02 -1.44069498e+02  4.61370884e-01  1.54468112e+02
 -1.44565080e+02 -1.07981248e-03  1.53991846e+02 -1.44063732e+02
  4.90722454e-01  1.54480920e+02 -1.44550509e+02 -1.37450425e-02
  1.53998644e+02 -1.44069226e+02  4.72808317e-01  1.54476138e+02
 -1.44556011e+02  5.01355813e-03  1.53989387e+02 -1.44072898e+02
  4.98171135e-01  1.54484356e+02 -1.44553699e+02 -1.01358360e-02
  1.53987285e+02 -1.44068602e+02  4.80466228e-01  1.54476310e+02
 -1.44593394e+02 -2.72728368e-02  1.53977456e+02 -1.44094393e+02
  4.63931345e-01  1.54477539e+02 -1.44552480e+02  2.29614452e-04
  1.53989233e+02 -1.44060882e+02  4.88538590e-01  1.54492708e+02
 -1.44574930e+02 -9.85725101e-03  1.53974596e+02 -1.44075598e+02
  4.69682712e-01  1.54474740e+02 -1.44538930e+02 -8.67139601e-03
  1.53994672e+02 -1.44056270e+02  4.78210133e-01  1.54482392e+02
 -1.44574796e+02 -3.94867145e-02  1.53966137e+02 -1.44046868e+02
  4.63666611e-01  1.54475937e+02 -1.44553511e+02 -1.19605989e-02
  1.53984086e+02 -1.44042040e+02  4.76960716e-01  1.54483712e+02
 -1.44573992e+02 -1.76567752e-02  1.53971784e+02 -1.44091215e+02
  4.79993727e-01  1.54461390e+02]
res:  5961 -0.0002309580077053397 0.015071350028847519 0.024363366222098753
[ 1.21806879e-10 -1.03183101e-05 -2.82875822e-01  1.61506682e+04
 -1.44546049e+02 -1.24405699e-02  1.53990527e+02 -1.44069934e+02
  5.02743155e-01  1.54488106e+02 -1.44567699e+02 -4.10660376e-02
  1.53977255e+02 -1.44074916e+02  4.57780352e-01  1.54467732e+02
 -1.44565647e+02 -2.10430266e-02  1.53994134e+02 -1.44080927e+02
  4.85755334e-01  1.54482590e+02 -1.44556018e+02 -2.58864870e-02
  1.53995474e+02 -1.44077652e+02  4.65563656e-01  1.54478803e+02
 -1.44563119e+02 -1.19377279e-02  1.53987370e+02 -1.44078499e+02
  4.81220752e-01  1.54480152e+02 -1.44552376e+02 -1.38975335e-02
  1.53989292e+02 -1.44080664e+02  4.90088049e-01  1.54473831e+02
 -1.44581921e+02 -4.33197196e-02  1.53977251e+02 -1.44089474e+02
  4.68936713e-01  1.54473218e+02 -1.44564262e+02 -1.41766427e-02
  1.53995701e+02 -1.44055050e+02  4.65966563e-01  1.54489781e+02
 -1.44586698e+02 -1.46123344e-02  1.53972294e+02 -1.44076397e+02
  4.59162245e-01  1.54474725e+02 -1.44562470e+02 -1.13078136e-02
  1.53993962e+02 -1.44065036e+02  4.70399831e-01  1.54483452e+02
 -1.44585201e+02 -4.82541138e-02  1.53966281e+02 -1.44068253e+02
  4.54903271e-01  1.54478141e+02 -1.44556709e+02 -1.49073092e-02
  1.53981751e+02 -1.44063323e+02  4.72337335e-01  1.54478263e+02
 -1.44578692e+02 -2.59957485e-02  1.53966220e+02 -1.44098959e+02
  4.46915481e-01  1.54461406e+02]
Niter:  2 row:  70 ngroup:  26 nlines:  6350 gd:  5959
[ 1.21806879e-10 -1.03183101e-05 -2.82875822e-01  1.61506682e+04
 -1.44546049e+02 -1.24405699e-02  1.53990527e+02 -1.44069934e+02
  5.02743155e-01  1.54488106e+02 -1.44567699e+02 -4.10660376e-02
  1.53977255e+02 -1.44074916e+02  4.57780352e-01  1.54467732e+02
 -1.44565647e+02 -2.10430266e-02  1.53994134e+02 -1.44080927e+02
  4.85755334e-01  1.54482590e+02 -1.44556018e+02 -2.58864870e-02
  1.53995474e+02 -1.44077652e+02  4.65563656e-01  1.54478803e+02
 -1.44563119e+02 -1.19377279e-02  1.53987370e+02 -1.44078499e+02
  4.81220752e-01  1.54480152e+02 -1.44552376e+02 -1.38975335e-02
  1.53989292e+02 -1.44080664e+02  4.90088049e-01  1.54473831e+02
 -1.44581921e+02 -4.33197196e-02  1.53977251e+02 -1.44089474e+02
  4.68936713e-01  1.54473218e+02 -1.44564262e+02 -1.41766427e-02
  1.53995701e+02 -1.44055050e+02  4.65966563e-01  1.54489781e+02
 -1.44586698e+02 -1.46123344e-02  1.53972294e+02 -1.44076397e+02
  4.59162245e-01  1.54474725e+02 -1.44562470e+02 -1.13078136e-02
  1.53993962e+02 -1.44065036e+02  4.70399831e-01  1.54483452e+02
 -1.44585201e+02 -4.82541138e-02  1.53966281e+02 -1.44068253e+02
  4.54903271e-01  1.54478141e+02 -1.44556709e+02 -1.49073092e-02
  1.53981751e+02 -1.44063323e+02  4.72337335e-01  1.54478263e+02
 -1.44578692e+02 -2.59957485e-02  1.53966220e+02 -1.44098959e+02
  4.46915481e-01  1.54461406e+02]
res:  5959 -0.00022431449360738043 0.015074131838446192 0.0243225679992282
[ 1.21806891e-10 -1.03183090e-05 -2.82875794e-01  1.61506694e+04
 -1.44540921e+02 -7.90817421e-03  1.53994653e+02 -1.44064809e+02
  5.10966136e-01  1.54492235e+02 -1.44562573e+02 -3.65378363e-02
  1.53981379e+02 -1.44069782e+02  4.62304830e-01  1.54471860e+02
 -1.44555398e+02 -1.65178128e-02  1.53998259e+02 -1.44081428e+02
  4.90282203e-01  1.54486718e+02 -1.44550892e+02 -2.13603959e-02
  1.53999600e+02 -1.44072521e+02  4.70097010e-01  1.54484839e+02
 -1.44557984e+02 -1.44326521e-02  1.53991497e+02 -1.44073387e+02
  4.82386760e-01  1.54484281e+02 -1.44547243e+02 -9.36438107e-03
  1.53993421e+02 -1.44075535e+02  4.94616260e-01  1.54477961e+02
 -1.44571924e+02 -4.51094319e-02  1.53981377e+02 -1.44078767e+02
  4.77325098e-01  1.54477346e+02 -1.44559131e+02 -9.64218806e-03
  1.54001676e+02 -1.44049922e+02  4.70495682e-01  1.54493909e+02
 -1.44581570e+02 -1.00873930e-02  1.53976423e+02 -1.44071271e+02
  4.63689343e-01  1.54478852e+02 -1.44557334e+02 -6.76751931e-03
  1.53998087e+02 -1.44059887e+02  4.71620203e-01  1.54489696e+02
 -1.44585521e+02 -4.37257830e-02  1.53970408e+02 -1.44063120e+02
  4.59432321e-01  1.54482267e+02 -1.44551578e+02 -1.03731193e-02
  1.53985880e+02 -1.44058203e+02  4.76859957e-01  1.54482393e+02
 -1.44573574e+02 -2.14627857e-02  1.53970348e+02 -1.44093832e+02
  4.51443858e-01  1.54465533e+02]
Niter:  3 row:  70 ngroup:  26 nlines:  6350 gd:  5957
[ 1.21806891e-10 -1.03183090e-05 -2.82875794e-01  1.61506694e+04
 -1.44540921e+02 -7.90817421e-03  1.53994653e+02 -1.44064809e+02
  5.10966136e-01  1.54492235e+02 -1.44562573e+02 -3.65378363e-02
  1.53981379e+02 -1.44069782e+02  4.62304830e-01  1.54471860e+02
 -1.44555398e+02 -1.65178128e-02  1.53998259e+02 -1.44081428e+02
  4.90282203e-01  1.54486718e+02 -1.44550892e+02 -2.13603959e-02
  1.53999600e+02 -1.44072521e+02  4.70097010e-01  1.54484839e+02
 -1.44557984e+02 -1.44326521e-02  1.53991497e+02 -1.44073387e+02
  4.82386760e-01  1.54484281e+02 -1.44547243e+02 -9.36438107e-03
  1.53993421e+02 -1.44075535e+02  4.94616260e-01  1.54477961e+02
 -1.44571924e+02 -4.51094319e-02  1.53981377e+02 -1.44078767e+02
  4.77325098e-01  1.54477346e+02 -1.44559131e+02 -9.64218806e-03
  1.54001676e+02 -1.44049922e+02  4.70495682e-01  1.54493909e+02
 -1.44581570e+02 -1.00873930e-02  1.53976423e+02 -1.44071271e+02
  4.63689343e-01  1.54478852e+02 -1.44557334e+02 -6.76751931e-03
  1.53998087e+02 -1.44059887e+02  4.71620203e-01  1.54489696e+02
 -1.44585521e+02 -4.37257830e-02  1.53970408e+02 -1.44063120e+02
  4.59432321e-01  1.54482267e+02 -1.44551578e+02 -1.03731193e-02
  1.53985880e+02 -1.44058203e+02  4.76859957e-01  1.54482393e+02
 -1.44573574e+02 -2.14627857e-02  1.53970348e+02 -1.44093832e+02
  4.51443858e-01  1.54465533e+02]
res:  5957 -0.0005047716431363369 0.014936771382053848 0.02425419276345829
[ 1.21834876e-10 -1.03179047e-05 -2.82876144e-01  1.61506678e+04
 -1.44538005e+02 -1.31969660e-02  1.53994764e+02 -1.44064748e+02
  5.05649319e-01  1.54492194e+02 -1.44559703e+02 -4.18034988e-02
  1.53981564e+02 -1.44066745e+02  4.56989464e-01  1.54471840e+02
 -1.44552459e+02 -2.18213046e-02  1.53998405e+02 -1.44078402e+02
  4.84979454e-01  1.54486750e+02 -1.44548041e+02 -2.66630590e-02
  1.53999686e+02 -1.44069549e+02  4.64794074e-01  1.54484793e+02
 -1.44554919e+02 -1.97056355e-02  1.53991565e+02 -1.44070822e+02
  4.77102358e-01  1.54484239e+02 -1.44544226e+02 -1.46547812e-02
  1.53993432e+02 -1.44072598e+02  4.89314547e-01  1.54477904e+02
 -1.44568919e+02 -5.04528505e-02  1.53981515e+02 -1.44075888e+02
  4.71975970e-01  1.54477358e+02 -1.44556143e+02 -1.49339298e-02
  1.54001797e+02 -1.44047011e+02  4.65192944e-01  1.54493936e+02
 -1.44581357e+02 -1.54020936e-02  1.53976423e+02 -1.44068418e+02
  4.58396032e-01  1.54478945e+02 -1.44554241e+02 -1.20642619e-02
  1.53998233e+02 -1.44056533e+02  4.66307892e-01  1.54489725e+02
 -1.44582868e+02 -4.90270404e-02  1.53970482e+02 -1.44060109e+02
  4.54133130e-01  1.54482375e+02 -1.44548602e+02 -1.56439153e-02
  1.53985887e+02 -1.44055461e+02  4.71550221e-01  1.54482327e+02
 -1.44570869e+02 -2.67567136e-02  1.53970415e+02 -1.44090936e+02
  4.46167225e-01  1.54465575e+02]
Niter:  4 row:  70 ngroup:  26 nlines:  6350 gd:  5945
[ 1.21834876e-10 -1.03179047e-05 -2.82876144e-01  1.61506678e+04
 -1.44538005e+02 -1.31969660e-02  1.53994764e+02 -1.44064748e+02
  5.05649319e-01  1.54492194e+02 -1.44559703e+02 -4.18034988e-02
  1.53981564e+02 -1.44066745e+02  4.56989464e-01  1.54471840e+02
 -1.44552459e+02 -2.18213046e-02  1.53998405e+02 -1.44078402e+02
  4.84979454e-01  1.54486750e+02 -1.44548041e+02 -2.66630590e-02
  1.53999686e+02 -1.44069549e+02  4.64794074e-01  1.54484793e+02
 -1.44554919e+02 -1.97056355e-02  1.53991565e+02 -1.44070822e+02
  4.77102358e-01  1.54484239e+02 -1.44544226e+02 -1.46547812e-02
  1.53993432e+02 -1.44072598e+02  4.89314547e-01  1.54477904e+02
 -1.44568919e+02 -5.04528505e-02  1.53981515e+02 -1.44075888e+02
  4.71975970e-01  1.54477358e+02 -1.44556143e+02 -1.49339298e-02
  1.54001797e+02 -1.44047011e+02  4.65192944e-01  1.54493936e+02
 -1.44581357e+02 -1.54020936e-02  1.53976423e+02 -1.44068418e+02
  4.58396032e-01  1.54478945e+02 -1.44554241e+02 -1.20642619e-02
  1.53998233e+02 -1.44056533e+02  4.66307892e-01  1.54489725e+02
 -1.44582868e+02 -4.90270404e-02  1.53970482e+02 -1.44060109e+02
  4.54133130e-01  1.54482375e+02 -1.44548602e+02 -1.56439153e-02
  1.53985887e+02 -1.44055461e+02  4.71550221e-01  1.54482327e+02
 -1.44570869e+02 -2.67567136e-02  1.53970415e+02 -1.44090936e+02
  4.46167225e-01  1.54465575e+02]
res:  5945 -0.0004103778928765678 0.014922363958248752 0.02409026749209599
[ 1.21834889e-10 -1.03179037e-05 -2.82876116e-01  1.61506688e+04
 -1.44534701e+02 -9.71925383e-03  1.53998230e+02 -1.44063894e+02
  5.12494617e-01  1.54497518e+02 -1.44556402e+02 -3.83297480e-02
  1.53985034e+02 -1.44063452e+02  4.57072771e-01  1.54475300e+02
 -1.44549160e+02 -1.83473797e-02  1.54001873e+02 -1.44075117e+02
  4.88455229e-01  1.54490213e+02 -1.44544727e+02 -2.31890881e-02
  1.54001113e+02 -1.44066251e+02  4.64909320e-01  1.54488252e+02
 -1.44551633e+02 -1.62327968e-02  1.53995030e+02 -1.44067491e+02
  4.80577188e-01  1.54487697e+02 -1.44540931e+02 -1.11806983e-02
  1.53996894e+02 -1.44069295e+02  4.92792018e-01  1.54481362e+02
 -1.44565621e+02 -4.69874302e-02  1.53986804e+02 -1.44072589e+02
  4.75451010e-01  1.54480819e+02 -1.44552856e+02 -1.14623049e-02
  1.54005264e+02 -1.44038368e+02  4.68664383e-01  1.54497397e+02
 -1.44580453e+02 -1.19322956e-02  1.53979884e+02 -1.44065107e+02
  4.61865286e-01  1.54482411e+02 -1.44550957e+02 -8.59344147e-03
  1.54001701e+02 -1.44053264e+02  4.69781054e-01  1.54491010e+02
 -1.44574025e+02 -4.55583116e-02  1.53973946e+02 -1.44056816e+02
  4.57604531e-01  1.54485842e+02 -1.44545302e+02 -1.21714225e-02
  1.53989348e+02 -1.44052149e+02  4.78123907e-01  1.54485785e+02
 -1.44567555e+02 -2.32851651e-02  1.53975863e+02 -1.44082383e+02
  4.49647055e-01  1.54469037e+02]
Niter:  5 row:  70 ngroup:  26 nlines:  6350 gd:  5945
[ 1.21834889e-10 -1.03179037e-05 -2.82876116e-01  1.61506688e+04
 -1.44534701e+02 -9.71925383e-03  1.53998230e+02 -1.44063894e+02
  5.12494617e-01  1.54497518e+02 -1.44556402e+02 -3.83297480e-02
  1.53985034e+02 -1.44063452e+02  4.57072771e-01  1.54475300e+02
 -1.44549160e+02 -1.83473797e-02  1.54001873e+02 -1.44075117e+02
  4.88455229e-01  1.54490213e+02 -1.44544727e+02 -2.31890881e-02
  1.54001113e+02 -1.44066251e+02  4.64909320e-01  1.54488252e+02
 -1.44551633e+02 -1.62327968e-02  1.53995030e+02 -1.44067491e+02
  4.80577188e-01  1.54487697e+02 -1.44540931e+02 -1.11806983e-02
  1.53996894e+02 -1.44069295e+02  4.92792018e-01  1.54481362e+02
 -1.44565621e+02 -4.69874302e-02  1.53986804e+02 -1.44072589e+02
  4.75451010e-01  1.54480819e+02 -1.44552856e+02 -1.14623049e-02
  1.54005264e+02 -1.44038368e+02  4.68664383e-01  1.54497397e+02
 -1.44580453e+02 -1.19322956e-02  1.53979884e+02 -1.44065107e+02
  4.61865286e-01  1.54482411e+02 -1.44550957e+02 -8.59344147e-03
  1.54001701e+02 -1.44053264e+02  4.69781054e-01  1.54491010e+02
 -1.44574025e+02 -4.55583116e-02  1.53973946e+02 -1.44056816e+02
  4.57604531e-01  1.54485842e+02 -1.44545302e+02 -1.21714225e-02
  1.53989348e+02 -1.44052149e+02  4.78123907e-01  1.54485785e+02
 -1.44567555e+02 -2.32851651e-02  1.53975863e+02 -1.44082383e+02
  4.49647055e-01  1.54469037e+02]
res:  5945 -0.00046463351191050606 0.01492849962778564 0.024089952467349397
[ 1.21844530e-10 -1.03179037e-05 -2.82876116e-01  1.61506688e+04
 -1.44534701e+02 -9.71925383e-03  1.53998230e+02 -1.44063894e+02
  5.12494617e-01  1.54497518e+02 -1.44556402e+02 -3.83297480e-02
  1.53985034e+02 -1.44063452e+02  4.57072771e-01  1.54475300e+02
 -1.44549160e+02 -1.83473797e-02  1.54001873e+02 -1.44075117e+02
  4.88455229e-01  1.54490213e+02 -1.44544727e+02 -2.31890881e-02
  1.54001113e+02 -1.44066251e+02  4.64909320e-01  1.54488252e+02
 -1.44551633e+02 -1.62327968e-02  1.53995030e+02 -1.44067491e+02
  4.80577188e-01  1.54487697e+02 -1.44540931e+02 -1.11806983e-02
  1.53996894e+02 -1.44069295e+02  4.92792018e-01  1.54481362e+02
 -1.44565621e+02 -4.69874302e-02  1.53986804e+02 -1.44072589e+02
  4.75451010e-01  1.54480819e+02 -1.44552856e+02 -1.14623049e-02
  1.54005264e+02 -1.44038368e+02  4.68664383e-01  1.54497397e+02
 -1.44580453e+02 -1.19322956e-02  1.53979884e+02 -1.44065107e+02
  4.61865286e-01  1.54482411e+02 -1.44550957e+02 -8.59344147e-03
  1.54001701e+02 -1.44053264e+02  4.69781054e-01  1.54491010e+02
 -1.44574025e+02 -4.55583116e-02  1.53973946e+02 -1.44056816e+02
  4.57604531e-01  1.54485842e+02 -1.44545302e+02 -1.21714225e-02
  1.53989348e+02 -1.44052149e+02  4.78123907e-01  1.54485785e+02
 -1.44567555e+02 -2.32851651e-02  1.53975863e+02 -1.44082383e+02
  4.49647055e-01  1.54469037e+02]
Niter:  6 row:  70 ngroup:  26 nlines:  6350 gd:  5945
[ 1.21844530e-10 -1.03179037e-05 -2.82876116e-01  1.61506688e+04
 -1.44534701e+02 -9.71925383e-03  1.53998230e+02 -1.44063894e+02
  5.12494617e-01  1.54497518e+02 -1.44556402e+02 -3.83297480e-02
  1.53985034e+02 -1.44063452e+02  4.57072771e-01  1.54475300e+02
 -1.44549160e+02 -1.83473797e-02  1.54001873e+02 -1.44075117e+02
  4.88455229e-01  1.54490213e+02 -1.44544727e+02 -2.31890881e-02
  1.54001113e+02 -1.44066251e+02  4.64909320e-01  1.54488252e+02
 -1.44551633e+02 -1.62327968e-02  1.53995030e+02 -1.44067491e+02
  4.80577188e-01  1.54487697e+02 -1.44540931e+02 -1.11806983e-02
  1.53996894e+02 -1.44069295e+02  4.92792018e-01  1.54481362e+02
 -1.44565621e+02 -4.69874302e-02  1.53986804e+02 -1.44072589e+02
  4.75451010e-01  1.54480819e+02 -1.44552856e+02 -1.14623049e-02
  1.54005264e+02 -1.44038368e+02  4.68664383e-01  1.54497397e+02
 -1.44580453e+02 -1.19322956e-02  1.53979884e+02 -1.44065107e+02
  4.61865286e-01  1.54482411e+02 -1.44550957e+02 -8.59344147e-03
  1.54001701e+02 -1.44053264e+02  4.69781054e-01  1.54491010e+02
 -1.44574025e+02 -4.55583116e-02  1.53973946e+02 -1.44056816e+02
  4.57604531e-01  1.54485842e+02 -1.44545302e+02 -1.21714225e-02
  1.53989348e+02 -1.44052149e+02  4.78123907e-01  1.54485785e+02
 -1.44567555e+02 -2.32851651e-02  1.53975863e+02 -1.44082383e+02
  4.49647055e-01  1.54469037e+02]
res:  5945 -0.0006005545765219722 0.014828444350314385 0.02407438834657649
[ 1.21846911e-10 -1.03175189e-05 -2.82876364e-01  1.61506672e+04
 -1.44532634e+02 -1.50636825e-02  1.53998364e+02 -1.44061937e+02
  5.07116855e-01  1.54497535e+02 -1.44554375e+02 -4.36565235e-02
  1.53985237e+02 -1.44061265e+02  4.51703904e-01  1.54475313e+02
 -1.44547068e+02 -2.36958026e-02  1.54002038e+02 -1.44072939e+02
  4.83098521e-01  1.54490274e+02 -1.44542721e+02 -2.85512386e-02
  1.54001189e+02 -1.44064128e+02  4.59551139e-01  1.54488240e+02
 -1.44549419e+02 -2.15734510e-02  1.53995123e+02 -1.44065762e+02
  4.75230418e-01  1.54487689e+02 -1.44538766e+02 -1.65311381e-02
  1.53996935e+02 -1.44067205e+02  4.87433921e-01  1.54481339e+02
 -1.44563465e+02 -5.23797704e-02  1.53986987e+02 -1.44070556e+02
  4.70052806e-01  1.54480862e+02 -1.44550714e+02 -1.68143203e-02
  1.54005406e+02 -1.44036215e+02  4.63306459e-01  1.54497453e+02
 -1.44578411e+02 -1.73000100e-02  1.53979914e+02 -1.44063100e+02
  4.56516660e-01  1.54482528e+02 -1.44548717e+02 -1.39502546e-02
  1.54001867e+02 -1.44050774e+02  4.64413622e-01  1.54491012e+02
 -1.44572123e+02 -5.09142331e-02  1.53974045e+02 -1.44054656e+02
  4.52248429e-01  1.54485971e+02 -1.44543175e+02 -1.75054527e-02
  1.53989385e+02 -1.44050248e+02  4.72750727e-01  1.54485755e+02
 -1.44565692e+02 -2.86350656e-02  1.53975980e+02 -1.44080237e+02
  4.44303274e-01  1.54469107e+02]
Saving figure to  wave_resid_43670005_fiber70.png
Final values:
res:  -0.0006005545765219722 0.02407438834657649
pars:  [ 1.21846911e-10 -1.03175189e-05 -2.82876364e-01  1.61506672e+04
 -1.44532634e+02 -1.50636825e-02  1.53998364e+02 -1.44061937e+02
  5.07116855e-01  1.54497535e+02 -1.44554375e+02 -4.36565235e-02
  1.53985237e+02 -1.44061265e+02  4.51703904e-01  1.54475313e+02
 -1.44547068e+02 -2.36958026e-02  1.54002038e+02 -1.44072939e+02
  4.83098521e-01  1.54490274e+02 -1.44542721e+02 -2.85512386e-02
  1.54001189e+02 -1.44064128e+02  4.59551139e-01  1.54488240e+02
 -1.44549419e+02 -2.15734510e-02  1.53995123e+02 -1.44065762e+02
  4.75230418e-01  1.54487689e+02 -1.44538766e+02 -1.65311381e-02
  1.53996935e+02 -1.44067205e+02  4.87433921e-01  1.54481339e+02
 -1.44563465e+02 -5.23797704e-02  1.53986987e+02 -1.44070556e+02
  4.70052806e-01  1.54480862e+02 -1.44550714e+02 -1.68143203e-02
  1.54005406e+02 -1.44036215e+02  4.63306459e-01  1.54497453e+02
 -1.44578411e+02 -1.73000100e-02  1.53979914e+02 -1.44063100e+02
  4.56516660e-01  1.54482528e+02 -1.44548717e+02 -1.39502546e-02
  1.54001867e+02 -1.44050774e+02  4.64413622e-01  1.54491012e+02
 -1.44572123e+02 -5.09142331e-02  1.53974045e+02 -1.44054656e+02
  4.52248429e-01  1.54485971e+02 -1.44543175e+02 -1.75054527e-02
  1.53989385e+02 -1.44050248e+02  4.72750727e-01  1.54485755e+02
 -1.44565692e+02 -2.86350656e-02  1.53975980e+02 -1.44080237e+02
  4.44303274e-01  1.54469107e+02]
70 [ 1.21846911e-10 -1.03175189e-05 -2.82876364e-01  1.61506672e+04
 -1.44532634e+02 -1.50636825e-02  1.53998364e+02 -1.44061937e+02
  5.07116855e-01  1.54497535e+02 -1.44554375e+02 -4.36565235e-02
  1.53985237e+02 -1.44061265e+02  4.51703904e-01  1.54475313e+02
 -1.44547068e+02 -2.36958026e-02  1.54002038e+02 -1.44072939e+02
  4.83098521e-01  1.54490274e+02 -1.44542721e+02 -2.85512386e-02
  1.54001189e+02 -1.44064128e+02  4.59551139e-01  1.54488240e+02
 -1.44549419e+02 -2.15734510e-02  1.53995123e+02 -1.44065762e+02
  4.75230418e-01  1.54487689e+02 -1.44538766e+02 -1.65311381e-02
  1.53996935e+02 -1.44067205e+02  4.87433921e-01  1.54481339e+02
 -1.44563465e+02 -5.23797704e-02  1.53986987e+02 -1.44070556e+02
  4.70052806e-01  1.54480862e+02 -1.44550714e+02 -1.68143203e-02
  1.54005406e+02 -1.44036215e+02  4.63306459e-01  1.54497453e+02
 -1.44578411e+02 -1.73000100e-02  1.53979914e+02 -1.44063100e+02
  4.56516660e-01  1.54482528e+02 -1.44548717e+02 -1.39502546e-02
  1.54001867e+02 -1.44050774e+02  4.64413622e-01  1.54491012e+02
 -1.44572123e+02 -5.09142331e-02  1.53974045e+02 -1.44054656e+02
  4.52248429e-01  1.54485971e+02 -1.44543175e+02 -1.75054527e-02
  1.53989385e+02 -1.44050248e+02  4.72750727e-01  1.54485755e+02
 -1.44565692e+02 -2.86350656e-02  1.53975980e+02 -1.44080237e+02
  4.44303274e-01  1.54469107e+02]
--- Row 72/300 row=71 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  71
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=71 ---
Niter:  0 row:  71 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.00039481280327891 0.014726523854733387 0.029816477077874885
[ 1.21566470e-10 -1.03168656e-05 -2.82876906e-01  1.61506820e+04
 -1.44543122e+02  1.89382813e-14  1.54008790e+02]
Niter:  1 row:  71 ngroup:  1 nlines:  242 gd:  231
[ 1.21566470e-10 -1.03168656e-05 -2.82876906e-01  1.61506820e+04
 -1.44543122e+02  1.89382813e-14  1.54008790e+02]
res:  231 -0.0017273278162974748 0.014436613932048203 0.024294864387860122
[ 1.21385561e-10 -1.03164532e-05 -2.82875604e-01  1.61506822e+04
 -1.44536246e+02  1.16351478e-10  1.54016425e+02]
Niter:  2 row:  71 ngroup:  1 nlines:  242 gd:  230
[ 1.21385561e-10 -1.03164532e-05 -2.82875604e-01  1.61506822e+04
 -1.44536246e+02  1.16351478e-10  1.54016425e+02]
res:  230 -0.0015383153622678947 0.014497032359940931 0.023952674654174475
[ 1.21286623e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
Niter:  3 row:  71 ngroup:  1 nlines:  242 gd:  230
[ 1.21286623e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
res:  230 -0.0015383154304799973 0.014497032353574468 0.023952674654156528
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
Niter:  4 row:  71 ngroup:  1 nlines:  242 gd:  230
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
res:  230 -0.0015383154304799973 0.014497032353574468 0.023952674654156528
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
Niter:  5 row:  71 ngroup:  1 nlines:  242 gd:  230
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
res:  230 -0.0015383154304799973 0.014497032353574468 0.023952674654156528
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
Niter:  6 row:  71 ngroup:  1 nlines:  242 gd:  230
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
res:  230 -0.0015383154304799973 0.014497032353574468 0.023952674654156528
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
Final values:
res:  -0.0015383154304799973 0.023952674654156528
pars:  [ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
71 [ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02]
elapsed: 3.0 sec.
Niter:  0 row:  71 ngroup:  26 nlines:  6453 gd:  6453
[ 1.21286624e-10 -1.03164011e-05 -2.82874158e-01  1.61506813e+04
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02 -1.44547215e+02  9.39045781e-11
  1.54020308e+02 -1.44547215e+02  9.39045781e-11  1.54020308e+02
 -1.44547215e+02  9.39045781e-11  1.54020308e+02 -1.44547215e+02
  9.39045781e-11  1.54020308e+02]
res:  6453 -0.00033630682810326107 0.015254135820214287 0.03237587452716622
[ 1.21286636e-10 -1.03164022e-05 -2.82874130e-01  1.61506797e+04
 -1.44554876e+02 -7.79138468e-03  1.54017380e+02 -1.44044272e+02
  4.87851908e-01  1.54518533e+02 -1.44565975e+02 -2.72792341e-02
  1.53997221e+02 -1.44072060e+02  4.76063346e-01  1.54487644e+02
 -1.44558673e+02 -2.85453367e-02  1.54030109e+02 -1.44060306e+02
  5.09393453e-01  1.54506694e+02 -1.44530156e+02 -2.80430565e-02
  1.54017296e+02 -1.44048870e+02  4.86937542e-01  1.54490692e+02
 -1.44535467e+02 -2.60981648e-02  1.54017927e+02 -1.44030505e+02
  4.88108427e-01  1.54511586e+02 -1.44561662e+02  4.91017652e-03
  1.54012049e+02 -1.44046230e+02  4.77502947e-01  1.54502446e+02
 -1.44564881e+02 -2.59941104e-02  1.54002939e+02 -1.44062802e+02
  4.90100491e-01  1.54509887e+02 -1.44534647e+02 -1.99493924e-02
  1.54011918e+02 -1.44056546e+02  5.02164549e-01  1.54514997e+02
 -1.44561395e+02 -2.12881094e-02  1.54004969e+02 -1.44078331e+02
  4.52084465e-01  1.54499179e+02 -1.44536030e+02 -6.53744302e-03
  1.54013643e+02 -1.44073913e+02  4.85602879e-01  1.54503848e+02
 -1.44550308e+02 -2.81001997e-02  1.54002565e+02 -1.44067285e+02
  4.71479835e-01  1.54496121e+02 -1.44543521e+02 -3.36480130e-03
  1.54009518e+02 -1.44054776e+02  4.78577453e-01  1.54491673e+02
 -1.44611493e+02 -3.52169088e-02  1.54000155e+02 -1.44049231e+02
  4.65418074e-01  1.54489591e+02]
Niter:  1 row:  71 ngroup:  26 nlines:  6453 gd:  6083
[ 1.21286636e-10 -1.03164022e-05 -2.82874130e-01  1.61506797e+04
 -1.44554876e+02 -7.79138468e-03  1.54017380e+02 -1.44044272e+02
  4.87851908e-01  1.54518533e+02 -1.44565975e+02 -2.72792341e-02
  1.53997221e+02 -1.44072060e+02  4.76063346e-01  1.54487644e+02
 -1.44558673e+02 -2.85453367e-02  1.54030109e+02 -1.44060306e+02
  5.09393453e-01  1.54506694e+02 -1.44530156e+02 -2.80430565e-02
  1.54017296e+02 -1.44048870e+02  4.86937542e-01  1.54490692e+02
 -1.44535467e+02 -2.60981648e-02  1.54017927e+02 -1.44030505e+02
  4.88108427e-01  1.54511586e+02 -1.44561662e+02  4.91017652e-03
  1.54012049e+02 -1.44046230e+02  4.77502947e-01  1.54502446e+02
 -1.44564881e+02 -2.59941104e-02  1.54002939e+02 -1.44062802e+02
  4.90100491e-01  1.54509887e+02 -1.44534647e+02 -1.99493924e-02
  1.54011918e+02 -1.44056546e+02  5.02164549e-01  1.54514997e+02
 -1.44561395e+02 -2.12881094e-02  1.54004969e+02 -1.44078331e+02
  4.52084465e-01  1.54499179e+02 -1.44536030e+02 -6.53744302e-03
  1.54013643e+02 -1.44073913e+02  4.85602879e-01  1.54503848e+02
 -1.44550308e+02 -2.81001997e-02  1.54002565e+02 -1.44067285e+02
  4.71479835e-01  1.54496121e+02 -1.44543521e+02 -3.36480130e-03
  1.54009518e+02 -1.44054776e+02  4.78577453e-01  1.54491673e+02
 -1.44611493e+02 -3.52169088e-02  1.54000155e+02 -1.44049231e+02
  4.65418074e-01  1.54489591e+02]
res:  6083 -0.0009150111072813161 0.015196939362795092 0.024724413629955016
[ 1.21286648e-10 -1.03164032e-05 -2.82874101e-01  1.61506780e+04
 -1.44561212e+02 -1.46188801e-02  1.54010811e+02 -1.44041230e+02
  4.71737767e-01  1.54508051e+02 -1.44567186e+02 -1.73583452e-02
  1.53992301e+02 -1.44063095e+02  4.74180847e-01  1.54479711e+02
 -1.44572410e+02 -2.30039529e-02  1.54019973e+02 -1.44067302e+02
  4.93389211e-01  1.54503835e+02 -1.44542902e+02 -4.34720485e-02
  1.54010190e+02 -1.44055853e+02  4.80812833e-01  1.54490166e+02
 -1.44549325e+02 -3.70005674e-02  1.54013173e+02 -1.44038316e+02
  4.69567437e-01  1.54501331e+02 -1.44547737e+02 -1.60202494e-02
  1.54000165e+02 -1.44059527e+02  4.76889665e-01  1.54491081e+02
 -1.44577514e+02 -3.52940034e-02  1.53995527e+02 -1.44070039e+02
  4.77221637e-01  1.54500875e+02 -1.44549103e+02 -2.67148658e-02
  1.54011161e+02 -1.44074731e+02  4.85134650e-01  1.54511684e+02
 -1.44573108e+02 -3.98901691e-02  1.53997946e+02 -1.44079936e+02
  4.36106349e-01  1.54497510e+02 -1.44551307e+02 -1.71142283e-02
  1.54008371e+02 -1.44074911e+02  4.74040746e-01  1.54495039e+02
 -1.44557320e+02 -3.88239177e-02  1.53994436e+02 -1.44079270e+02
  4.49868672e-01  1.54483952e+02 -1.44562146e+02 -8.84466669e-03
  1.54003914e+02 -1.44060616e+02  4.68005863e-01  1.54488613e+02
 -1.44605877e+02 -4.57906065e-02  1.53990355e+02 -1.44055847e+02
  4.46566992e-01  1.54486650e+02]
Niter:  2 row:  71 ngroup:  26 nlines:  6453 gd:  6074
[ 1.21286648e-10 -1.03164032e-05 -2.82874101e-01  1.61506780e+04
 -1.44561212e+02 -1.46188801e-02  1.54010811e+02 -1.44041230e+02
  4.71737767e-01  1.54508051e+02 -1.44567186e+02 -1.73583452e-02
  1.53992301e+02 -1.44063095e+02  4.74180847e-01  1.54479711e+02
 -1.44572410e+02 -2.30039529e-02  1.54019973e+02 -1.44067302e+02
  4.93389211e-01  1.54503835e+02 -1.44542902e+02 -4.34720485e-02
  1.54010190e+02 -1.44055853e+02  4.80812833e-01  1.54490166e+02
 -1.44549325e+02 -3.70005674e-02  1.54013173e+02 -1.44038316e+02
  4.69567437e-01  1.54501331e+02 -1.44547737e+02 -1.60202494e-02
  1.54000165e+02 -1.44059527e+02  4.76889665e-01  1.54491081e+02
 -1.44577514e+02 -3.52940034e-02  1.53995527e+02 -1.44070039e+02
  4.77221637e-01  1.54500875e+02 -1.44549103e+02 -2.67148658e-02
  1.54011161e+02 -1.44074731e+02  4.85134650e-01  1.54511684e+02
 -1.44573108e+02 -3.98901691e-02  1.53997946e+02 -1.44079936e+02
  4.36106349e-01  1.54497510e+02 -1.44551307e+02 -1.71142283e-02
  1.54008371e+02 -1.44074911e+02  4.74040746e-01  1.54495039e+02
 -1.44557320e+02 -3.88239177e-02  1.53994436e+02 -1.44079270e+02
  4.49868672e-01  1.54483952e+02 -1.44562146e+02 -8.84466669e-03
  1.54003914e+02 -1.44060616e+02  4.68005863e-01  1.54488613e+02
 -1.44605877e+02 -4.57906065e-02  1.53990355e+02 -1.44055847e+02
  4.46566992e-01  1.54486650e+02]
res:  6074 -0.0010479828815732617 0.01520653826992202 0.024586270319290907
[ 1.21286660e-10 -1.03164042e-05 -2.82874073e-01  1.61506764e+04
 -1.44568211e+02 -2.03253981e-02  1.54006062e+02 -1.44042537e+02
  4.66038640e-01  1.54499296e+02 -1.44574184e+02 -2.30528215e-02
  1.53987550e+02 -1.44065136e+02  4.68468496e-01  1.54472996e+02
 -1.44579396e+02 -2.54827468e-02  1.54015221e+02 -1.44074298e+02
  4.84287078e-01  1.54499088e+02 -1.44555227e+02 -5.26504972e-02
  1.54005433e+02 -1.44062836e+02  4.75112153e-01  1.54485408e+02
 -1.44556333e+02 -4.27156728e-02  1.54008418e+02 -1.44045346e+02
  4.56729798e-01  1.54496575e+02 -1.44554757e+02 -2.17317222e-02
  1.53995414e+02 -1.44066545e+02  4.71176190e-01  1.54486324e+02
 -1.44584522e+02 -4.09868845e-02  1.53990771e+02 -1.44077062e+02
  4.71529625e-01  1.54496118e+02 -1.44556112e+02 -3.24206052e-02
  1.54008405e+02 -1.44081761e+02  4.79424104e-01  1.54506924e+02
 -1.44580133e+02 -4.55836643e-02  1.53993194e+02 -1.44086950e+02
  4.27262121e-01  1.54492757e+02 -1.44563504e+02 -2.28297559e-02
  1.54003617e+02 -1.44081923e+02  4.68323869e-01  1.54490279e+02
 -1.44564332e+02 -4.45313876e-02  1.53989683e+02 -1.44086248e+02
  4.44156063e-01  1.54479193e+02 -1.44569191e+02 -1.45606215e-02
  1.53999162e+02 -1.44067612e+02  4.62304537e-01  1.54483863e+02
 -1.44612879e+02 -5.15011804e-02  1.53983698e+02 -1.44062864e+02
  4.40880381e-01  1.54481883e+02]
Niter:  3 row:  71 ngroup:  26 nlines:  6453 gd:  6078
[ 1.21286660e-10 -1.03164042e-05 -2.82874073e-01  1.61506764e+04
 -1.44568211e+02 -2.03253981e-02  1.54006062e+02 -1.44042537e+02
  4.66038640e-01  1.54499296e+02 -1.44574184e+02 -2.30528215e-02
  1.53987550e+02 -1.44065136e+02  4.68468496e-01  1.54472996e+02
 -1.44579396e+02 -2.54827468e-02  1.54015221e+02 -1.44074298e+02
  4.84287078e-01  1.54499088e+02 -1.44555227e+02 -5.26504972e-02
  1.54005433e+02 -1.44062836e+02  4.75112153e-01  1.54485408e+02
 -1.44556333e+02 -4.27156728e-02  1.54008418e+02 -1.44045346e+02
  4.56729798e-01  1.54496575e+02 -1.44554757e+02 -2.17317222e-02
  1.53995414e+02 -1.44066545e+02  4.71176190e-01  1.54486324e+02
 -1.44584522e+02 -4.09868845e-02  1.53990771e+02 -1.44077062e+02
  4.71529625e-01  1.54496118e+02 -1.44556112e+02 -3.24206052e-02
  1.54008405e+02 -1.44081761e+02  4.79424104e-01  1.54506924e+02
 -1.44580133e+02 -4.55836643e-02  1.53993194e+02 -1.44086950e+02
  4.27262121e-01  1.54492757e+02 -1.44563504e+02 -2.28297559e-02
  1.54003617e+02 -1.44081923e+02  4.68323869e-01  1.54490279e+02
 -1.44564332e+02 -4.45313876e-02  1.53989683e+02 -1.44086248e+02
  4.44156063e-01  1.54479193e+02 -1.44569191e+02 -1.45606215e-02
  1.53999162e+02 -1.44067612e+02  4.62304537e-01  1.54483863e+02
 -1.44612879e+02 -5.15011804e-02  1.53983698e+02 -1.44062864e+02
  4.40880381e-01  1.54481883e+02]
res:  6078 -0.0008425517116847914 0.01452570940455189 0.024555987470594922
[ 1.21935312e-10 -1.03169276e-05 -2.82878011e-01  1.61506780e+04
 -1.44566919e+02 -1.53482567e-02  1.54003582e+02 -1.44042405e+02
  4.70749432e-01  1.54496497e+02 -1.44572746e+02 -1.83573510e-02
  1.53984904e+02 -1.44063908e+02  4.73409546e-01  1.54470092e+02
 -1.44577611e+02 -2.04564509e-02  1.54012666e+02 -1.44071805e+02
  4.84474835e-01  1.54499180e+02 -1.44554720e+02 -4.81988125e-02
  1.54002607e+02 -1.44061212e+02  4.79870102e-01  1.54482483e+02
 -1.44555420e+02 -3.75604731e-02  1.54005662e+02 -1.44045071e+02
  4.56444700e-01  1.54493617e+02 -1.44554450e+02 -1.65802478e-02
  1.53992922e+02 -1.44065775e+02  4.76320580e-01  1.54483375e+02
 -1.44583425e+02 -3.63743387e-02  1.53987877e+02 -1.44076442e+02
  4.76094815e-01  1.54493243e+02 -1.44555037e+02 -2.74545105e-02
  1.54005475e+02 -1.44081619e+02  4.84509779e-01  1.54503942e+02
 -1.44579774e+02 -4.08313734e-02  1.53988027e+02 -1.44086169e+02
  4.32168099e-01  1.54490091e+02 -1.44562189e+02 -1.76305462e-02
  1.54000953e+02 -1.44081210e+02  4.73590120e-01  1.54487394e+02
 -1.44563511e+02 -3.96146066e-02  1.53987155e+02 -1.44084102e+02
  4.49093075e-01  1.54476171e+02 -1.44569561e+02 -9.47365336e-03
  1.53996464e+02 -1.44066286e+02  4.67246959e-01  1.54481340e+02
 -1.44611500e+02 -4.64664838e-02  1.53981052e+02 -1.44062208e+02
  4.45344295e-01  1.54478487e+02]
Niter:  4 row:  71 ngroup:  26 nlines:  6453 gd:  6034
[ 1.21935312e-10 -1.03169276e-05 -2.82878011e-01  1.61506780e+04
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  4.70749432e-01  1.54496497e+02 -1.44572746e+02 -1.83573510e-02
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 -1.44577611e+02 -2.04564509e-02  1.54012666e+02 -1.44071805e+02
  4.84474835e-01  1.54499180e+02 -1.44554720e+02 -4.81988125e-02
  1.54002607e+02 -1.44061212e+02  4.79870102e-01  1.54482483e+02
 -1.44555420e+02 -3.75604731e-02  1.54005662e+02 -1.44045071e+02
  4.56444700e-01  1.54493617e+02 -1.44554450e+02 -1.65802478e-02
  1.53992922e+02 -1.44065775e+02  4.76320580e-01  1.54483375e+02
 -1.44583425e+02 -3.63743387e-02  1.53987877e+02 -1.44076442e+02
  4.76094815e-01  1.54493243e+02 -1.44555037e+02 -2.74545105e-02
  1.54005475e+02 -1.44081619e+02  4.84509779e-01  1.54503942e+02
 -1.44579774e+02 -4.08313734e-02  1.53988027e+02 -1.44086169e+02
  4.32168099e-01  1.54490091e+02 -1.44562189e+02 -1.76305462e-02
  1.54000953e+02 -1.44081210e+02  4.73590120e-01  1.54487394e+02
 -1.44563511e+02 -3.96146066e-02  1.53987155e+02 -1.44084102e+02
  4.49093075e-01  1.54476171e+02 -1.44569561e+02 -9.47365336e-03
  1.53996464e+02 -1.44066286e+02  4.67246959e-01  1.54481340e+02
 -1.44611500e+02 -4.64664838e-02  1.53981052e+02 -1.44062208e+02
  4.45344295e-01  1.54478487e+02]
res:  6034 -0.0012556657875393284 0.0145924777007167 0.02394361223401595
[ 1.21935299e-10 -1.03169266e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
Niter:  5 row:  71 ngroup:  26 nlines:  6453 gd:  6033
[ 1.21935299e-10 -1.03169266e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
res:  6033 -0.0012072080407961039 0.014613282726713805 0.02392856417639162
[ 1.21927058e-10 -1.03169266e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
Niter:  6 row:  71 ngroup:  26 nlines:  6453 gd:  6033
[ 1.21927058e-10 -1.03169266e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
res:  6033 -0.0012737713059323141 0.014615732883612509 0.023928531466855273
[ 1.21929522e-10 -1.03169144e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
Saving figure to  wave_resid_43670005_fiber71.png
Final values:
res:  -0.0012737713059323141 0.023928531466855273
pars:  [ 1.21929522e-10 -1.03169144e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
71 [ 1.21929522e-10 -1.03169144e-05 -2.82878039e-01  1.61506797e+04
 -1.44558421e+02 -6.62116237e-03  1.54004808e+02 -1.44039370e+02
  4.72993945e-01  1.54497845e+02 -1.44564256e+02 -1.27444596e-02
  1.53990095e+02 -1.44060764e+02  4.75667533e-01  1.54473403e+02
 -1.44569175e+02 -1.48491632e-02  1.54015937e+02 -1.44063416e+02
  4.80661413e-01  1.54501685e+02 -1.44551747e+02 -4.25879117e-02
  1.54007800e+02 -1.44052771e+02  4.86283815e-01  1.54487657e+02
 -1.44546875e+02 -3.51532871e-02  1.54008954e+02 -1.44046778e+02
  4.63581970e-01  1.54496693e+02 -1.44551712e+02 -1.40199813e-02
  1.53996186e+02 -1.44057200e+02  4.78768801e-01  1.54486689e+02
 -1.44579884e+02 -3.41222095e-02  1.53989091e+02 -1.44073760e+02
  4.78152609e-01  1.54494491e+02 -1.44546501e+02 -2.51234759e-02
  1.54008793e+02 -1.44072971e+02  4.90130627e-01  1.54507269e+02
 -1.44571155e+02 -3.83639363e-02  1.53992122e+02 -1.44077602e+02
  4.30669284e-01  1.54493373e+02 -1.44559208e+02 -1.51856085e-02
  1.54004235e+02 -1.44067669e+02  4.75742417e-01  1.54492490e+02
 -1.44554952e+02 -3.40090727e-02  1.53988435e+02 -1.44075705e+02
  4.54701986e-01  1.54477351e+02 -1.44560845e+02 -3.84500909e-03
  1.53999744e+02 -1.44057794e+02  4.72863231e-01  1.54484603e+02
 -1.44608104e+02 -4.08484192e-02  1.53984129e+02 -1.44053624e+02
  4.50944640e-01  1.54481866e+02]
--- Row 73/300 row=72 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  72
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=72 ---
Niter:  0 row:  72 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.00032035385265771765 0.015478629882636596 0.03751962750585376
[ 1.21551099e-10 -1.03174634e-05 -2.82868550e-01  1.61507433e+04
 -1.44579759e+02 -7.15101618e-14  1.54049737e+02]
Niter:  1 row:  72 ngroup:  1 nlines:  243 gd:  221
[ 1.21551099e-10 -1.03174634e-05 -2.82868550e-01  1.61507433e+04
 -1.44579759e+02 -7.15101618e-14  1.54049737e+02]
res:  221 1.705046815914102e-05 0.014974524981880677 0.025220838669377042
[ 1.21888860e-10 -1.03174758e-05 -2.82876076e-01  1.61507475e+04
 -1.44505842e+02 -4.07317244e-12  1.54026033e+02]
Niter:  2 row:  72 ngroup:  1 nlines:  243 gd:  221
[ 1.21888860e-10 -1.03174758e-05 -2.82876076e-01  1.61507475e+04
 -1.44505842e+02 -4.07317244e-12  1.54026033e+02]
res:  221 -0.0012017621047561988 0.01584080695101875 0.024972662258363202
[ 1.22128980e-10 -1.03177863e-05 -2.82880169e-01  1.61507507e+04
 -1.44473613e+02 -8.51709151e-13  1.54010616e+02]
Niter:  3 row:  72 ngroup:  1 nlines:  243 gd:  217
[ 1.22128980e-10 -1.03177863e-05 -2.82880169e-01  1.61507507e+04
 -1.44473613e+02 -8.51709151e-13  1.54010616e+02]
res:  217 -0.0004129543522140011 0.01586137371850782 0.023383499394356917
[ 1.22348874e-10 -1.03177059e-05 -2.82884402e-01  1.61507531e+04
 -1.44430052e+02 -3.67352834e-12  1.54001144e+02]
Niter:  4 row:  72 ngroup:  1 nlines:  243 gd:  221
[ 1.22348874e-10 -1.03177059e-05 -2.82884402e-01  1.61507531e+04
 -1.44430052e+02 -3.67352834e-12  1.54001144e+02]
res:  221 -0.0008246856432378991 0.016102178651635768 0.024824244848405515
[ 1.22404655e-10 -1.03177549e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
Niter:  5 row:  72 ngroup:  1 nlines:  243 gd:  222
[ 1.22404655e-10 -1.03177549e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
res:  222 -0.0008266236836789176 0.015967333729349775 0.02520821143681033
[ 1.22364578e-10 -1.03177549e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
Niter:  6 row:  72 ngroup:  1 nlines:  243 gd:  222
[ 1.22364578e-10 -1.03177549e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
res:  222 -0.0005258706059976248 0.01553369450084574 0.02520740720489312
[ 1.22384109e-10 -1.03178076e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
Final values:
res:  -0.0005258706059976248 0.02520740720489312
pars:  [ 1.22384109e-10 -1.03178076e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
72 [ 1.22384109e-10 -1.03178076e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02]
elapsed: 3.0 sec.
Niter:  0 row:  72 ngroup:  26 nlines:  6175 gd:  6175
[ 1.22384109e-10 -1.03178076e-05 -2.82883454e-01  1.61507541e+04
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02 -1.44443017e+02  2.45101433e-12
  1.54011923e+02 -1.44443017e+02  2.45101433e-12  1.54011923e+02
 -1.44443017e+02  2.45101433e-12  1.54011923e+02 -1.44443017e+02
  2.45101433e-12  1.54011923e+02]
res:  6175 0.0003530600824888097 0.014709696670252015 0.03328546436328598
[ 1.22384096e-10 -1.03178086e-05 -2.82883426e-01  1.61507525e+04
 -1.44456847e+02  3.15291516e-02  1.54004432e+02 -1.43976111e+02
  5.12346642e-01  1.54496010e+02 -1.44462607e+02  7.13217029e-03
  1.53991350e+02 -1.43966789e+02  5.02829821e-01  1.54468253e+02
 -1.44456383e+02  1.88372555e-02  1.54005218e+02 -1.43989013e+02
  5.22599094e-01  1.54496800e+02 -1.44456110e+02 -7.01034140e-03
  1.54011838e+02 -1.43982388e+02  4.91113283e-01  1.54490973e+02
 -1.44464087e+02  2.14567532e-02  1.53994540e+02 -1.43932461e+02
  5.10788380e-01  1.54498955e+02 -1.44452017e+02  3.46587195e-02
  1.54007901e+02 -1.43959146e+02  5.44641495e-01  1.54487391e+02
 -1.44485226e+02 -2.10558287e-02  1.53992388e+02 -1.43970784e+02
  5.07990349e-01  1.54480991e+02 -1.44463890e+02  2.93622950e-02
  1.54017002e+02 -1.43962004e+02  5.06897244e-01  1.54503254e+02
 -1.44463950e+02  5.68949430e-03  1.53993288e+02 -1.43975541e+02
  5.07358224e-01  1.54489589e+02 -1.44465393e+02  2.38862003e-02
  1.53996671e+02 -1.43962224e+02  5.02271005e-01  1.54488249e+02
 -1.44470920e+02 -4.91926018e-03  1.53988442e+02 -1.43980694e+02
  4.86642485e-01  1.54484739e+02 -1.44461650e+02  3.01882767e-02
  1.54009061e+02 -1.43994535e+02  4.89293534e-01  1.54482856e+02
 -1.44488935e+02  7.81534422e-03  1.53996764e+02 -1.43992326e+02
  4.93017923e-01  1.54471513e+02]
Niter:  1 row:  72 ngroup:  26 nlines:  6175 gd:  5748
[ 1.22384096e-10 -1.03178086e-05 -2.82883426e-01  1.61507525e+04
 -1.44456847e+02  3.15291516e-02  1.54004432e+02 -1.43976111e+02
  5.12346642e-01  1.54496010e+02 -1.44462607e+02  7.13217029e-03
  1.53991350e+02 -1.43966789e+02  5.02829821e-01  1.54468253e+02
 -1.44456383e+02  1.88372555e-02  1.54005218e+02 -1.43989013e+02
  5.22599094e-01  1.54496800e+02 -1.44456110e+02 -7.01034140e-03
  1.54011838e+02 -1.43982388e+02  4.91113283e-01  1.54490973e+02
 -1.44464087e+02  2.14567532e-02  1.53994540e+02 -1.43932461e+02
  5.10788380e-01  1.54498955e+02 -1.44452017e+02  3.46587195e-02
  1.54007901e+02 -1.43959146e+02  5.44641495e-01  1.54487391e+02
 -1.44485226e+02 -2.10558287e-02  1.53992388e+02 -1.43970784e+02
  5.07990349e-01  1.54480991e+02 -1.44463890e+02  2.93622950e-02
  1.54017002e+02 -1.43962004e+02  5.06897244e-01  1.54503254e+02
 -1.44463950e+02  5.68949430e-03  1.53993288e+02 -1.43975541e+02
  5.07358224e-01  1.54489589e+02 -1.44465393e+02  2.38862003e-02
  1.53996671e+02 -1.43962224e+02  5.02271005e-01  1.54488249e+02
 -1.44470920e+02 -4.91926018e-03  1.53988442e+02 -1.43980694e+02
  4.86642485e-01  1.54484739e+02 -1.44461650e+02  3.01882767e-02
  1.54009061e+02 -1.43994535e+02  4.89293534e-01  1.54482856e+02
 -1.44488935e+02  7.81534422e-03  1.53996764e+02 -1.43992326e+02
  4.93017923e-01  1.54471513e+02]
res:  5748 -0.0004657961308112135 0.01482758583915711 0.024070472719090266
[ 1.22384084e-10 -1.03178076e-05 -2.82883397e-01  1.61507509e+04
 -1.44457082e+02 -4.09538868e-03  1.54000787e+02 -1.43975267e+02
  5.00364722e-01  1.54491143e+02 -1.44469550e+02 -6.51126870e-03
  1.53986617e+02 -1.43979460e+02  4.84847520e-01  1.54469755e+02
 -1.44449971e+02 -4.65256158e-03  1.54000588e+02 -1.44002137e+02
  5.01872589e-01  1.54481419e+02 -1.44475255e+02 -1.78133396e-02
  1.53997387e+02 -1.43990525e+02  4.77181714e-01  1.54486705e+02
 -1.44476599e+02 -2.03525281e-03  1.53992654e+02 -1.43946379e+02
  5.20612540e-01  1.54496691e+02 -1.44458466e+02  1.14720842e-02
  1.54004871e+02 -1.43959855e+02  5.19009403e-01  1.54486999e+02
 -1.44507058e+02 -3.98777942e-02  1.53991562e+02 -1.44002211e+02
  4.79307552e-01  1.54476253e+02 -1.44458034e+02  1.08219883e-02
  1.54008827e+02 -1.43968955e+02  4.92094085e-01  1.54494387e+02
 -1.44467783e+02 -1.51720562e-02  1.53995671e+02 -1.43977195e+02
  4.99961026e-01  1.54499163e+02 -1.44477064e+02  9.07827699e-03
  1.53995869e+02 -1.43976737e+02  4.74063955e-01  1.54483675e+02
 -1.44483490e+02 -2.85349378e-02  1.53978641e+02 -1.43980945e+02
  4.64513474e-01  1.54482598e+02 -1.44476834e+02  5.36471146e-03
  1.54001519e+02 -1.44000612e+02  4.79889983e-01  1.54478885e+02
 -1.44496242e+02 -2.26452951e-02  1.53983716e+02 -1.43985330e+02
  4.80025971e-01  1.54473373e+02]
Niter:  2 row:  72 ngroup:  26 nlines:  6175 gd:  5758
[ 1.22384084e-10 -1.03178076e-05 -2.82883397e-01  1.61507509e+04
 -1.44457082e+02 -4.09538868e-03  1.54000787e+02 -1.43975267e+02
  5.00364722e-01  1.54491143e+02 -1.44469550e+02 -6.51126870e-03
  1.53986617e+02 -1.43979460e+02  4.84847520e-01  1.54469755e+02
 -1.44449971e+02 -4.65256158e-03  1.54000588e+02 -1.44002137e+02
  5.01872589e-01  1.54481419e+02 -1.44475255e+02 -1.78133396e-02
  1.53997387e+02 -1.43990525e+02  4.77181714e-01  1.54486705e+02
 -1.44476599e+02 -2.03525281e-03  1.53992654e+02 -1.43946379e+02
  5.20612540e-01  1.54496691e+02 -1.44458466e+02  1.14720842e-02
  1.54004871e+02 -1.43959855e+02  5.19009403e-01  1.54486999e+02
 -1.44507058e+02 -3.98777942e-02  1.53991562e+02 -1.44002211e+02
  4.79307552e-01  1.54476253e+02 -1.44458034e+02  1.08219883e-02
  1.54008827e+02 -1.43968955e+02  4.92094085e-01  1.54494387e+02
 -1.44467783e+02 -1.51720562e-02  1.53995671e+02 -1.43977195e+02
  4.99961026e-01  1.54499163e+02 -1.44477064e+02  9.07827699e-03
  1.53995869e+02 -1.43976737e+02  4.74063955e-01  1.54483675e+02
 -1.44483490e+02 -2.85349378e-02  1.53978641e+02 -1.43980945e+02
  4.64513474e-01  1.54482598e+02 -1.44476834e+02  5.36471146e-03
  1.54001519e+02 -1.44000612e+02  4.79889983e-01  1.54478885e+02
 -1.44496242e+02 -2.26452951e-02  1.53983716e+02 -1.43985330e+02
  4.80025971e-01  1.54473373e+02]
res:  5758 -0.0005735218182962853 0.014933984477465856 0.024169974783899244
[ 1.22384072e-10 -1.03178066e-05 -2.82883369e-01  1.61507492e+04
 -1.44464050e+02 -1.70873221e-02  1.53996059e+02 -1.43982215e+02
  4.90849418e-01  1.54488318e+02 -1.44476493e+02 -1.55539671e-02
  1.53981884e+02 -1.43986449e+02  4.79165608e-01  1.54469243e+02
 -1.44456959e+02 -1.03400769e-02  1.53997705e+02 -1.44009079e+02
  4.92435895e-01  1.54476687e+02 -1.44482221e+02 -2.35037289e-02
  1.53992666e+02 -1.43997507e+02  4.71484495e-01  1.54481975e+02
 -1.44483557e+02 -7.74205242e-03  1.53987925e+02 -1.43953367e+02
  5.14909446e-01  1.54491958e+02 -1.44465443e+02 -4.34793961e-03
  1.54000149e+02 -1.43966828e+02  5.10159071e-01  1.54482284e+02
 -1.44518968e+02 -4.55637089e-02  1.53986837e+02 -1.44014045e+02
  4.70342971e-01  1.54471516e+02 -1.44459442e+02  5.12142371e-03
  1.54004096e+02 -1.43975906e+02  4.80044790e-01  1.54489655e+02
 -1.44469998e+02 -2.08640533e-02  1.53990952e+02 -1.43984154e+02
  4.94270772e-01  1.54494426e+02 -1.44484046e+02 -3.49196752e-03
  1.53991150e+02 -1.43983680e+02  4.68387994e-01  1.54478951e+02
 -1.44490470e+02 -3.75749040e-02  1.53973911e+02 -1.43983005e+02
  4.47992548e-01  1.54477874e+02 -1.44483786e+02 -3.64423242e-03
  1.53994800e+02 -1.44007576e+02  4.74205644e-01  1.54474163e+02
 -1.44503203e+02 -2.83573454e-02  1.53978994e+02 -1.43987328e+02
  4.74330445e-01  1.54468645e+02]
Niter:  3 row:  72 ngroup:  26 nlines:  6175 gd:  5758
[ 1.22384072e-10 -1.03178066e-05 -2.82883369e-01  1.61507492e+04
 -1.44464050e+02 -1.70873221e-02  1.53996059e+02 -1.43982215e+02
  4.90849418e-01  1.54488318e+02 -1.44476493e+02 -1.55539671e-02
  1.53981884e+02 -1.43986449e+02  4.79165608e-01  1.54469243e+02
 -1.44456959e+02 -1.03400769e-02  1.53997705e+02 -1.44009079e+02
  4.92435895e-01  1.54476687e+02 -1.44482221e+02 -2.35037289e-02
  1.53992666e+02 -1.43997507e+02  4.71484495e-01  1.54481975e+02
 -1.44483557e+02 -7.74205242e-03  1.53987925e+02 -1.43953367e+02
  5.14909446e-01  1.54491958e+02 -1.44465443e+02 -4.34793961e-03
  1.54000149e+02 -1.43966828e+02  5.10159071e-01  1.54482284e+02
 -1.44518968e+02 -4.55637089e-02  1.53986837e+02 -1.44014045e+02
  4.70342971e-01  1.54471516e+02 -1.44459442e+02  5.12142371e-03
  1.54004096e+02 -1.43975906e+02  4.80044790e-01  1.54489655e+02
 -1.44469998e+02 -2.08640533e-02  1.53990952e+02 -1.43984154e+02
  4.94270772e-01  1.54494426e+02 -1.44484046e+02 -3.49196752e-03
  1.53991150e+02 -1.43983680e+02  4.68387994e-01  1.54478951e+02
 -1.44490470e+02 -3.75749040e-02  1.53973911e+02 -1.43983005e+02
  4.47992548e-01  1.54477874e+02 -1.44483786e+02 -3.64423242e-03
  1.53994800e+02 -1.44007576e+02  4.74205644e-01  1.54474163e+02
 -1.44503203e+02 -2.83573454e-02  1.53978994e+02 -1.43987328e+02
  4.74330445e-01  1.54468645e+02]
res:  5758 -0.0004432218829606427 0.01493990668132028 0.024166816069854862
[ 1.22356378e-10 -1.03178066e-05 -2.82883369e-01  1.61507492e+04
 -1.44464050e+02 -1.70873221e-02  1.53996059e+02 -1.43982215e+02
  4.90849418e-01  1.54488318e+02 -1.44476493e+02 -1.55539671e-02
  1.53981884e+02 -1.43986449e+02  4.79165608e-01  1.54469243e+02
 -1.44456959e+02 -1.03400769e-02  1.53997705e+02 -1.44009079e+02
  4.92435895e-01  1.54476687e+02 -1.44482221e+02 -2.35037289e-02
  1.53992666e+02 -1.43997507e+02  4.71484495e-01  1.54481975e+02
 -1.44483557e+02 -7.74205242e-03  1.53987925e+02 -1.43953367e+02
  5.14909446e-01  1.54491958e+02 -1.44465443e+02 -4.34793961e-03
  1.54000149e+02 -1.43966828e+02  5.10159071e-01  1.54482284e+02
 -1.44518968e+02 -4.55637089e-02  1.53986837e+02 -1.44014045e+02
  4.70342971e-01  1.54471516e+02 -1.44459442e+02  5.12142371e-03
  1.54004096e+02 -1.43975906e+02  4.80044790e-01  1.54489655e+02
 -1.44469998e+02 -2.08640533e-02  1.53990952e+02 -1.43984154e+02
  4.94270772e-01  1.54494426e+02 -1.44484046e+02 -3.49196752e-03
  1.53991150e+02 -1.43983680e+02  4.68387994e-01  1.54478951e+02
 -1.44490470e+02 -3.75749040e-02  1.53973911e+02 -1.43983005e+02
  4.47992548e-01  1.54477874e+02 -1.44483786e+02 -3.64423242e-03
  1.53994800e+02 -1.44007576e+02  4.74205644e-01  1.54474163e+02
 -1.44503203e+02 -2.83573454e-02  1.53978994e+02 -1.43987328e+02
  4.74330445e-01  1.54468645e+02]
Niter:  4 row:  72 ngroup:  26 nlines:  6175 gd:  5757
[ 1.22356378e-10 -1.03178066e-05 -2.82883369e-01  1.61507492e+04
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  4.90849418e-01  1.54488318e+02 -1.44476493e+02 -1.55539671e-02
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 -1.44456959e+02 -1.03400769e-02  1.53997705e+02 -1.44009079e+02
  4.92435895e-01  1.54476687e+02 -1.44482221e+02 -2.35037289e-02
  1.53992666e+02 -1.43997507e+02  4.71484495e-01  1.54481975e+02
 -1.44483557e+02 -7.74205242e-03  1.53987925e+02 -1.43953367e+02
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 -1.44518968e+02 -4.55637089e-02  1.53986837e+02 -1.44014045e+02
  4.70342971e-01  1.54471516e+02 -1.44459442e+02  5.12142371e-03
  1.54004096e+02 -1.43975906e+02  4.80044790e-01  1.54489655e+02
 -1.44469998e+02 -2.08640533e-02  1.53990952e+02 -1.43984154e+02
  4.94270772e-01  1.54494426e+02 -1.44484046e+02 -3.49196752e-03
  1.53991150e+02 -1.43983680e+02  4.68387994e-01  1.54478951e+02
 -1.44490470e+02 -3.75749040e-02  1.53973911e+02 -1.43983005e+02
  4.47992548e-01  1.54477874e+02 -1.44483786e+02 -3.64423242e-03
  1.53994800e+02 -1.44007576e+02  4.74205644e-01  1.54474163e+02
 -1.44503203e+02 -2.83573454e-02  1.53978994e+02 -1.43987328e+02
  4.74330445e-01  1.54468645e+02]
res:  5757 -0.0005399998299253639 0.01490704067327897 0.024149191365142247
[ 1.22356365e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
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  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
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  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
Niter:  5 row:  72 ngroup:  26 nlines:  6175 gd:  5757
[ 1.22356365e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
res:  5757 -0.00047864593216218054 0.014883359934174223 0.024147475620241717
[ 1.22333386e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
Niter:  6 row:  72 ngroup:  26 nlines:  6175 gd:  5758
[ 1.22333386e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
res:  5758 -0.00044961229104956146 0.014876833876769524 0.02416105733894183
[ 1.22331132e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
Saving figure to  wave_resid_43670005_fiber72.png
Final values:
res:  -0.00044961229104956146 0.02416105733894183
pars:  [ 1.22331132e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
72 [ 1.22331132e-10 -1.03178056e-05 -2.82883341e-01  1.61507476e+04
 -1.44469828e+02 -2.27572939e-02  1.53990220e+02 -1.43988015e+02
  4.85170708e-01  1.54482494e+02 -1.44482300e+02 -2.12578341e-02
  1.53976050e+02 -1.43992206e+02  4.73482112e-01  1.54463405e+02
 -1.44462708e+02 -1.60242489e-02  1.53991851e+02 -1.44014882e+02
  4.86747381e-01  1.54470864e+02 -1.44487998e+02 -2.92033697e-02
  1.53986808e+02 -1.44003273e+02  4.65781899e-01  1.54476141e+02
 -1.44489345e+02 -1.34490868e-02  1.53982087e+02 -1.43959125e+02
  5.09208506e-01  1.54486134e+02 -1.44471210e+02 -1.00284472e-02
  1.53994300e+02 -1.43972598e+02  5.04440432e-01  1.54476423e+02
 -1.44524745e+02 -5.12547872e-02  1.53980993e+02 -1.44019855e+02
  4.64615470e-01  1.54465701e+02 -1.44465192e+02 -5.77091335e-04
  1.53998260e+02 -1.43981708e+02  4.74342024e-01  1.54483827e+02
 -1.44475786e+02 -2.65578119e-02  1.53985088e+02 -1.43989946e+02
  4.88575681e-01  1.54488610e+02 -1.44489804e+02 -9.19408063e-03
  1.53985288e+02 -1.43989481e+02  4.62700751e-01  1.54473103e+02
 -1.44496237e+02 -4.32580268e-02  1.53968081e+02 -1.43983764e+02
  4.38916088e-01  1.54474012e+02 -1.44489578e+02 -9.34152848e-03
  1.53988964e+02 -1.44013365e+02  4.68517673e-01  1.54468309e+02
 -1.44508983e+02 -3.40722977e-02  1.53973136e+02 -1.43993114e+02
  4.68630543e-01  1.54462806e+02]
--- Row 74/300 row=73 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  73
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=73 ---
Niter:  0 row:  73 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.001839610038587125 0.01531180004531052 0.03324196450194292
[ 1.20885550e-10 -1.03172366e-05 -2.82866832e-01  1.61506794e+04
 -1.44571347e+02  2.67777700e-13  1.54065352e+02]
Niter:  1 row:  73 ngroup:  1 nlines:  249 gd:  235
[ 1.20885550e-10 -1.03172366e-05 -2.82866832e-01  1.61506794e+04
 -1.44571347e+02  2.67777700e-13  1.54065352e+02]
res:  235 -0.003659005873487331 0.015691443615651224 0.025773717547283668
[ 1.21019774e-10 -1.03171087e-05 -2.82868156e-01  1.61506791e+04
 -1.44563962e+02  1.62503320e-10  1.54054454e+02]
Niter:  2 row:  73 ngroup:  1 nlines:  249 gd:  233
[ 1.21019774e-10 -1.03171087e-05 -2.82868156e-01  1.61506791e+04
 -1.44563962e+02  1.62503320e-10  1.54054454e+02]
res:  233 -0.0035146445497957757 0.015254391646521981 0.02504209915521825
[ 1.21067031e-10 -1.03171087e-05 -2.82868156e-01  1.61506791e+04
 -1.44563962e+02  1.62503320e-10  1.54054454e+02]
Niter:  3 row:  73 ngroup:  1 nlines:  249 gd:  234
[ 1.21067031e-10 -1.03171087e-05 -2.82868156e-01  1.61506791e+04
 -1.44563962e+02  1.62503320e-10  1.54054454e+02]
res:  234 -0.003543581649864791 0.015358626760644256 0.025354746930663086
[ 1.21103264e-10 -1.03170367e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
Niter:  4 row:  73 ngroup:  1 nlines:  249 gd:  234
[ 1.21103264e-10 -1.03170367e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
res:  234 -0.0036155665511614643 0.015355924719187897 0.025354517570609015
[ 1.21093157e-10 -1.03170241e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
Niter:  5 row:  73 ngroup:  1 nlines:  249 gd:  234
[ 1.21093157e-10 -1.03170241e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
res:  234 -0.003602913493523374 0.015348995888416539 0.025354366566897317
[ 1.21101135e-10 -1.03170241e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
Niter:  6 row:  73 ngroup:  1 nlines:  249 gd:  234
[ 1.21101135e-10 -1.03170241e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
res:  234 -0.003618662605731515 0.015346897474955767 0.025354220325759853
[ 1.21093256e-10 -1.03170143e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
Final values:
res:  -0.003618662605731515 0.025354220325759853
pars:  [ 1.21093256e-10 -1.03170143e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
73 [ 1.21093256e-10 -1.03170143e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02]
elapsed: 2.9 sec.
Niter:  0 row:  73 ngroup:  26 nlines:  6498 gd:  6498
[ 1.21093256e-10 -1.03170143e-05 -2.82868344e-01  1.61506791e+04
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02 -1.44562879e+02  9.95008125e-08
  1.54055255e+02 -1.44562879e+02  9.95008125e-08  1.54055255e+02
 -1.44562879e+02  9.95008125e-08  1.54055255e+02 -1.44562879e+02
  9.95008125e-08  1.54055255e+02]
res:  6498 -0.0003486731466182391 0.015232591617859725 0.033364235969230056
[ 1.21093268e-10 -1.03170133e-05 -2.82868372e-01  1.61506807e+04
 -1.44556860e+02  4.63155582e-03  1.54071078e+02 -1.44064187e+02
  4.98438852e-01  1.54556954e+02 -1.44568288e+02 -1.29398824e-02
  1.54059470e+02 -1.44071150e+02  5.06490760e-01  1.54544991e+02
 -1.44560317e+02 -6.82261341e-04  1.54067889e+02 -1.44057285e+02
  5.22803356e-01  1.54551787e+02 -1.44573774e+02 -1.34433323e-02
  1.54065736e+02 -1.44051882e+02  4.83576563e-01  1.54537293e+02
 -1.44558723e+02  1.97016794e-02  1.54060737e+02 -1.44066808e+02
  4.99982239e-01  1.54558897e+02 -1.44533442e+02  1.05576607e-03
  1.54055377e+02 -1.44077056e+02  5.02297500e-01  1.54555860e+02
 -1.44582650e+02 -2.41613559e-02  1.54057802e+02 -1.44059515e+02
  4.60957329e-01  1.54551830e+02 -1.44556131e+02 -1.07082765e-02
  1.54065545e+02 -1.44069380e+02  4.98409878e-01  1.54555516e+02
 -1.44584524e+02  1.11386981e-02  1.54060261e+02 -1.44064899e+02
  5.02256678e-01  1.54559163e+02 -1.44539654e+02 -1.63412282e-03
  1.54061573e+02 -1.44045286e+02  5.12170251e-01  1.54554532e+02
 -1.44590177e+02 -2.05880767e-02  1.54056575e+02 -1.44084541e+02
  4.82911564e-01  1.54540732e+02 -1.44562296e+02  2.22430787e-03
  1.54061702e+02 -1.44097318e+02  4.95784817e-01  1.54544337e+02
 -1.44580674e+02 -2.72183222e-02  1.54048774e+02 -1.44077309e+02
  4.94471442e-01  1.54536418e+02]
Niter:  1 row:  73 ngroup:  26 nlines:  6498 gd:  6094
[ 1.21093268e-10 -1.03170133e-05 -2.82868372e-01  1.61506807e+04
 -1.44556860e+02  4.63155582e-03  1.54071078e+02 -1.44064187e+02
  4.98438852e-01  1.54556954e+02 -1.44568288e+02 -1.29398824e-02
  1.54059470e+02 -1.44071150e+02  5.06490760e-01  1.54544991e+02
 -1.44560317e+02 -6.82261341e-04  1.54067889e+02 -1.44057285e+02
  5.22803356e-01  1.54551787e+02 -1.44573774e+02 -1.34433323e-02
  1.54065736e+02 -1.44051882e+02  4.83576563e-01  1.54537293e+02
 -1.44558723e+02  1.97016794e-02  1.54060737e+02 -1.44066808e+02
  4.99982239e-01  1.54558897e+02 -1.44533442e+02  1.05576607e-03
  1.54055377e+02 -1.44077056e+02  5.02297500e-01  1.54555860e+02
 -1.44582650e+02 -2.41613559e-02  1.54057802e+02 -1.44059515e+02
  4.60957329e-01  1.54551830e+02 -1.44556131e+02 -1.07082765e-02
  1.54065545e+02 -1.44069380e+02  4.98409878e-01  1.54555516e+02
 -1.44584524e+02  1.11386981e-02  1.54060261e+02 -1.44064899e+02
  5.02256678e-01  1.54559163e+02 -1.44539654e+02 -1.63412282e-03
  1.54061573e+02 -1.44045286e+02  5.12170251e-01  1.54554532e+02
 -1.44590177e+02 -2.05880767e-02  1.54056575e+02 -1.44084541e+02
  4.82911564e-01  1.54540732e+02 -1.44562296e+02  2.22430787e-03
  1.54061702e+02 -1.44097318e+02  4.95784817e-01  1.54544337e+02
 -1.44580674e+02 -2.72183222e-02  1.54048774e+02 -1.44077309e+02
  4.94471442e-01  1.54536418e+02]
res:  6094 -0.0007061856404106948 0.015369202116744418 0.02530754670565095
[ 1.21093280e-10 -1.03170122e-05 -2.82868400e-01  1.61506823e+04
 -1.44549858e+02  1.14306517e-02  1.54066813e+02 -1.44057189e+02
  4.92606533e-01  1.54562065e+02 -1.44561372e+02 -8.33435827e-03
  1.54061272e+02 -1.44069853e+02  4.95730917e-01  1.54549755e+02
 -1.44547741e+02 -7.39599773e-03  1.54067783e+02 -1.44050281e+02
  5.13850774e-01  1.54557735e+02 -1.44565794e+02 -3.29243990e-03
  1.54068365e+02 -1.44048159e+02  4.85005683e-01  1.54542644e+02
 -1.44558189e+02  2.32064959e-02  1.54063494e+02 -1.44055553e+02
  5.19022948e-01  1.54561287e+02 -1.44526437e+02  5.18118664e-03
  1.54062312e+02 -1.44064739e+02  5.12036934e-01  1.54556402e+02
 -1.44575289e+02 -2.76916373e-02  1.54055031e+02 -1.44059243e+02
  4.70509815e-01  1.54558579e+02 -1.44543536e+02 -2.05933983e-03
  1.54066826e+02 -1.44074830e+02  4.85860832e-01  1.54564372e+02
 -1.44565180e+02  6.37427999e-03  1.54063259e+02 -1.44065966e+02
  4.94758536e-01  1.54559633e+02 -1.44527875e+02  3.33707689e-03
  1.54068098e+02 -1.44046112e+02  5.05076360e-01  1.54553736e+02
 -1.44577640e+02 -2.52626498e-02  1.54063129e+02 -1.44067129e+02
  4.90604170e-01  1.54541178e+02 -1.44550598e+02  1.42088054e-02
  1.54068082e+02 -1.44099265e+02  4.91289372e-01  1.54551144e+02
 -1.44565016e+02 -3.22334529e-02  1.54058550e+02 -1.44070122e+02
  5.00133081e-01  1.54540692e+02]
Niter:  2 row:  73 ngroup:  26 nlines:  6498 gd:  6106
[ 1.21093280e-10 -1.03170122e-05 -2.82868400e-01  1.61506823e+04
 -1.44549858e+02  1.14306517e-02  1.54066813e+02 -1.44057189e+02
  4.92606533e-01  1.54562065e+02 -1.44561372e+02 -8.33435827e-03
  1.54061272e+02 -1.44069853e+02  4.95730917e-01  1.54549755e+02
 -1.44547741e+02 -7.39599773e-03  1.54067783e+02 -1.44050281e+02
  5.13850774e-01  1.54557735e+02 -1.44565794e+02 -3.29243990e-03
  1.54068365e+02 -1.44048159e+02  4.85005683e-01  1.54542644e+02
 -1.44558189e+02  2.32064959e-02  1.54063494e+02 -1.44055553e+02
  5.19022948e-01  1.54561287e+02 -1.44526437e+02  5.18118664e-03
  1.54062312e+02 -1.44064739e+02  5.12036934e-01  1.54556402e+02
 -1.44575289e+02 -2.76916373e-02  1.54055031e+02 -1.44059243e+02
  4.70509815e-01  1.54558579e+02 -1.44543536e+02 -2.05933983e-03
  1.54066826e+02 -1.44074830e+02  4.85860832e-01  1.54564372e+02
 -1.44565180e+02  6.37427999e-03  1.54063259e+02 -1.44065966e+02
  4.94758536e-01  1.54559633e+02 -1.44527875e+02  3.33707689e-03
  1.54068098e+02 -1.44046112e+02  5.05076360e-01  1.54553736e+02
 -1.44577640e+02 -2.52626498e-02  1.54063129e+02 -1.44067129e+02
  4.90604170e-01  1.54541178e+02 -1.44550598e+02  1.42088054e-02
  1.54068082e+02 -1.44099265e+02  4.91289372e-01  1.54551144e+02
 -1.44565016e+02 -3.22334529e-02  1.54058550e+02 -1.44070122e+02
  5.00133081e-01  1.54540692e+02]
res:  6106 -0.0006782810723962029 0.015484143292269437 0.025437419316490784
[ 1.21093292e-10 -1.03170112e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723443e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626269e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534817e-03
  1.54073123e+02 -1.44041123e+02  4.87483249e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286924e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884659e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
Niter:  3 row:  73 ngroup:  26 nlines:  6498 gd:  6109
[ 1.21093292e-10 -1.03170112e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723443e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626269e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534817e-03
  1.54073123e+02 -1.44041123e+02  4.87483249e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286924e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884659e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
res:  6109 -0.0006755172234989004 0.01548522493794735 0.02547617803749469
[ 1.21093539e-10 -1.03170112e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723443e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626269e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534817e-03
  1.54073123e+02 -1.44041123e+02  4.87483249e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286924e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884659e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
Niter:  4 row:  73 ngroup:  26 nlines:  6498 gd:  6109
[ 1.21093539e-10 -1.03170112e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723443e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626269e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534817e-03
  1.54073123e+02 -1.44041123e+02  4.87483249e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286924e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884659e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
res:  6109 -0.0006802228417654987 0.015487452133129409 0.025476131133292203
[ 1.21093539e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
Niter:  5 row:  73 ngroup:  26 nlines:  6498 gd:  6109
[ 1.21093539e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
res:  6109 -0.0006818620404374087 0.015486729485019168 0.025476130459935502
[ 1.21093373e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
Niter:  6 row:  73 ngroup:  26 nlines:  6498 gd:  6109
[ 1.21093373e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
res:  6109 -0.0006802429834351642 0.015487457034396357 0.025476130979591442
[ 1.21093538e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
Saving figure to  wave_resid_43670005_fiber73.png
Final values:
res:  -0.0006802429834351642 0.025476130979591442
pars:  [ 1.21093538e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
73 [ 1.21093538e-10 -1.03170102e-05 -2.82868428e-01  1.61506839e+04
 -1.44542857e+02  1.71391433e-02  1.54067762e+02 -1.44050191e+02
  4.94509961e-01  1.54566820e+02 -1.44554391e+02 -2.63723208e-03
  1.54066031e+02 -1.44062848e+02  4.94492123e-01  1.54554518e+02
 -1.44540730e+02 -5.02626501e-03  1.54072542e+02 -1.44043276e+02
  5.19556853e-01  1.54562505e+02 -1.44558814e+02  2.40534818e-03
  1.54073123e+02 -1.44041123e+02  4.87483246e-01  1.54547405e+02
 -1.44551192e+02  2.89146727e-02  1.54068254e+02 -1.44048563e+02
  5.31286927e-01  1.54566047e+02 -1.44519432e+02  1.08838134e-02
  1.54067073e+02 -1.44057739e+02  5.23875709e-01  1.54561170e+02
 -1.44568320e+02 -2.19884658e-02  1.54057897e+02 -1.44052238e+02
  4.76208641e-01  1.54565333e+02 -1.44536558e+02  7.02192491e-03
  1.54067824e+02 -1.44067828e+02  4.88478512e-01  1.54569135e+02
 -1.44558170e+02  8.90463250e-03  1.54069942e+02 -1.44058966e+02
  4.97052685e-01  1.54564396e+02 -1.44520860e+02  9.04492599e-03
  1.54072856e+02 -1.44044033e+02  5.10772522e-01  1.54556550e+02
 -1.44565198e+02 -1.95560476e-02  1.54067889e+02 -1.44050031e+02
  4.96325753e-01  1.54545941e+02 -1.44543618e+02  1.99019336e-02
  1.54072848e+02 -1.44092255e+02  4.97001327e-01  1.54555903e+02
 -1.44558021e+02 -2.96682271e-02  1.54065251e+02 -1.44063113e+02
  5.05848053e-01  1.54547296e+02]
--- Row 75/300 row=74 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  74
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=74 ---
Niter:  0 row:  74 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.002091201158691547 0.013255305369966663 0.029665609564151915
[ 1.21508092e-10 -1.03170267e-05 -2.82877195e-01  1.61507667e+04
 -1.44492486e+02 -1.99891759e-14  1.54038885e+02]
Niter:  1 row:  74 ngroup:  1 nlines:  238 gd:  222
[ 1.21508092e-10 -1.03170267e-05 -2.82877195e-01  1.61507667e+04
 -1.44492486e+02 -1.99891759e-14  1.54038885e+02]
res:  222 -0.002260688479509554 0.012430586874870642 0.02068155372609661
[ 1.22234659e-10 -1.03173030e-05 -2.82884126e-01  1.61507720e+04
 -1.44464786e+02  3.44827610e-12  1.54031057e+02]
Niter:  2 row:  74 ngroup:  1 nlines:  238 gd:  220
[ 1.22234659e-10 -1.03173030e-05 -2.82884126e-01  1.61507720e+04
 -1.44464786e+02  3.44827610e-12  1.54031057e+02]
res:  220 -0.0016636348809697665 0.011575871556487982 0.020051788174488407
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
Niter:  3 row:  74 ngroup:  1 nlines:  238 gd:  220
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
res:  220 -0.0016636348809697665 0.011575871556487982 0.020051788174488407
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
Niter:  4 row:  74 ngroup:  1 nlines:  238 gd:  220
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
res:  220 -0.0016636348809697665 0.011575871556487982 0.020051788174488407
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
Niter:  5 row:  74 ngroup:  1 nlines:  238 gd:  220
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
res:  220 -0.0016636348809697665 0.011575871556487982 0.020051788174488407
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
Niter:  6 row:  74 ngroup:  1 nlines:  238 gd:  220
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
res:  220 -0.0016636348809697665 0.011575871556487982 0.020051788174488407
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
Final values:
res:  -0.0016636348809697665 0.020051788174488407
pars:  [ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
74 [ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02]
elapsed: 3.0 sec.
Niter:  0 row:  74 ngroup:  26 nlines:  6201 gd:  6201
[ 1.22377028e-10 -1.03172086e-05 -2.82885701e-01  1.61507712e+04
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02 -1.44459457e+02  8.02339603e-11
  1.54026559e+02 -1.44459457e+02  8.02339603e-11  1.54026559e+02
 -1.44459457e+02  8.02339603e-11  1.54026559e+02 -1.44459457e+02
  8.02339603e-11  1.54026559e+02]
res:  6201 0.0007046158352750354 0.014175949114360265 0.032008216830866576
[ 1.22377016e-10 -1.03172096e-05 -2.82885673e-01  1.61507695e+04
 -1.44448345e+02  1.04944927e-02  1.54021989e+02 -1.43975940e+02
  5.04291490e-01  1.54494963e+02 -1.44458204e+02 -2.36010942e-03
  1.54008997e+02 -1.43991434e+02  4.87054886e-01  1.54505195e+02
 -1.44448022e+02  6.49169069e-04  1.54021908e+02 -1.43972230e+02
  5.14796706e-01  1.54490350e+02 -1.44430526e+02 -5.28686489e-03
  1.54017159e+02 -1.43996643e+02  4.89181798e-01  1.54483962e+02
 -1.44443301e+02  1.96370179e-02  1.54002818e+02 -1.43992985e+02
  5.06944177e-01  1.54503656e+02 -1.44449307e+02 -1.30249178e-02
  1.54022455e+02 -1.43972110e+02  4.93369656e-01  1.54506280e+02
 -1.44467837e+02 -5.46049005e-03  1.54001594e+02 -1.43999459e+02
  4.86972713e-01  1.54493746e+02 -1.44437506e+02  2.88836611e-02
  1.54021623e+02 -1.43965268e+02  5.14604941e-01  1.54510779e+02
 -1.44484825e+02 -1.11204684e-02  1.54001657e+02 -1.43956868e+02
  5.15581711e-01  1.54491481e+02 -1.44470742e+02 -2.41631804e-05
  1.54012958e+02 -1.43973639e+02  5.07921869e-01  1.54501282e+02
 -1.44474498e+02 -2.83024757e-02  1.54003745e+02 -1.43984624e+02
  4.90206034e-01  1.54488570e+02 -1.44461523e+02  1.11577227e-03
  1.54009953e+02 -1.43962949e+02  4.96950251e-01  1.54491297e+02
 -1.44485478e+02 -2.76623752e-02  1.54009261e+02 -1.43996668e+02
  4.87224525e-01  1.54488650e+02]
Niter:  1 row:  74 ngroup:  26 nlines:  6201 gd:  5748
[ 1.22377016e-10 -1.03172096e-05 -2.82885673e-01  1.61507695e+04
 -1.44448345e+02  1.04944927e-02  1.54021989e+02 -1.43975940e+02
  5.04291490e-01  1.54494963e+02 -1.44458204e+02 -2.36010942e-03
  1.54008997e+02 -1.43991434e+02  4.87054886e-01  1.54505195e+02
 -1.44448022e+02  6.49169069e-04  1.54021908e+02 -1.43972230e+02
  5.14796706e-01  1.54490350e+02 -1.44430526e+02 -5.28686489e-03
  1.54017159e+02 -1.43996643e+02  4.89181798e-01  1.54483962e+02
 -1.44443301e+02  1.96370179e-02  1.54002818e+02 -1.43992985e+02
  5.06944177e-01  1.54503656e+02 -1.44449307e+02 -1.30249178e-02
  1.54022455e+02 -1.43972110e+02  4.93369656e-01  1.54506280e+02
 -1.44467837e+02 -5.46049005e-03  1.54001594e+02 -1.43999459e+02
  4.86972713e-01  1.54493746e+02 -1.44437506e+02  2.88836611e-02
  1.54021623e+02 -1.43965268e+02  5.14604941e-01  1.54510779e+02
 -1.44484825e+02 -1.11204684e-02  1.54001657e+02 -1.43956868e+02
  5.15581711e-01  1.54491481e+02 -1.44470742e+02 -2.41631804e-05
  1.54012958e+02 -1.43973639e+02  5.07921869e-01  1.54501282e+02
 -1.44474498e+02 -2.83024757e-02  1.54003745e+02 -1.43984624e+02
  4.90206034e-01  1.54488570e+02 -1.44461523e+02  1.11577227e-03
  1.54009953e+02 -1.43962949e+02  4.96950251e-01  1.54491297e+02
 -1.44485478e+02 -2.76623752e-02  1.54009261e+02 -1.43996668e+02
  4.87224525e-01  1.54488650e+02]
res:  5748 -0.00045459486500476487 0.013996207972013508 0.022658848405947438
[ 1.22377003e-10 -1.03172106e-05 -2.82885645e-01  1.61507679e+04
 -1.44473475e+02 -1.44815560e-02  1.54017188e+02 -1.43959102e+02
  4.80520048e-01  1.54489913e+02 -1.44468767e+02 -2.91327915e-02
  1.54006349e+02 -1.43984329e+02  4.64421110e-01  1.54498580e+02
 -1.44460618e+02 -1.59645151e-02  1.54016370e+02 -1.43968078e+02
  4.89069872e-01  1.54486048e+02 -1.44437517e+02 -2.07657102e-02
  1.54011856e+02 -1.44003696e+02  4.70450956e-01  1.54474970e+02
 -1.44469750e+02 -3.01495403e-03  1.54000001e+02 -1.43996850e+02
  4.90741128e-01  1.54493829e+02 -1.44463147e+02 -3.11425551e-02
  1.54011717e+02 -1.43968787e+02  4.90750667e-01  1.54504543e+02
 -1.44486688e+02 -2.04592141e-02  1.53994591e+02 -1.43981110e+02
  4.71417842e-01  1.54488647e+02 -1.44471390e+02  8.73072465e-03
  1.54012157e+02 -1.43971700e+02  4.90401753e-01  1.54502800e+02
 -1.44487812e+02 -2.85408526e-02  1.54001429e+02 -1.43960182e+02
  5.01934128e-01  1.54488338e+02 -1.44475130e+02 -2.30673475e-02
  1.54001086e+02 -1.43975452e+02  4.83495073e-01  1.54500558e+02
 -1.44489418e+02 -5.39158674e-02  1.53996418e+02 -1.43998493e+02
  4.67095897e-01  1.54483162e+02 -1.44456608e+02 -2.43051983e-02
  1.54009758e+02 -1.43965394e+02  4.79849411e-01  1.54484421e+02
 -1.44484805e+02 -4.18222479e-02  1.53999557e+02 -1.44007300e+02
  4.56338640e-01  1.54481975e+02]
Niter:  2 row:  74 ngroup:  26 nlines:  6201 gd:  5738
[ 1.22377003e-10 -1.03172106e-05 -2.82885645e-01  1.61507679e+04
 -1.44473475e+02 -1.44815560e-02  1.54017188e+02 -1.43959102e+02
  4.80520048e-01  1.54489913e+02 -1.44468767e+02 -2.91327915e-02
  1.54006349e+02 -1.43984329e+02  4.64421110e-01  1.54498580e+02
 -1.44460618e+02 -1.59645151e-02  1.54016370e+02 -1.43968078e+02
  4.89069872e-01  1.54486048e+02 -1.44437517e+02 -2.07657102e-02
  1.54011856e+02 -1.44003696e+02  4.70450956e-01  1.54474970e+02
 -1.44469750e+02 -3.01495403e-03  1.54000001e+02 -1.43996850e+02
  4.90741128e-01  1.54493829e+02 -1.44463147e+02 -3.11425551e-02
  1.54011717e+02 -1.43968787e+02  4.90750667e-01  1.54504543e+02
 -1.44486688e+02 -2.04592141e-02  1.53994591e+02 -1.43981110e+02
  4.71417842e-01  1.54488647e+02 -1.44471390e+02  8.73072465e-03
  1.54012157e+02 -1.43971700e+02  4.90401753e-01  1.54502800e+02
 -1.44487812e+02 -2.85408526e-02  1.54001429e+02 -1.43960182e+02
  5.01934128e-01  1.54488338e+02 -1.44475130e+02 -2.30673475e-02
  1.54001086e+02 -1.43975452e+02  4.83495073e-01  1.54500558e+02
 -1.44489418e+02 -5.39158674e-02  1.53996418e+02 -1.43998493e+02
  4.67095897e-01  1.54483162e+02 -1.44456608e+02 -2.43051983e-02
  1.54009758e+02 -1.43965394e+02  4.79849411e-01  1.54484421e+02
 -1.44484805e+02 -4.18222479e-02  1.53999557e+02 -1.44007300e+02
  4.56338640e-01  1.54481975e+02]
res:  5738 -0.000499597066664137 0.014046260224858997 0.02248816719443901
[ 1.22376991e-10 -1.03172117e-05 -2.82885673e-01  1.61507663e+04
 -1.44480006e+02 -2.01870049e-02  1.54012040e+02 -1.43959698e+02
  4.74810380e-01  1.54484763e+02 -1.44475286e+02 -4.40340702e-02
  1.54001197e+02 -1.43979533e+02  4.55551412e-01  1.54493426e+02
 -1.44467136e+02 -2.51741958e-02  1.54013118e+02 -1.43974606e+02
  4.83365137e-01  1.54482640e+02 -1.44444035e+02 -2.64818787e-02
  1.54008622e+02 -1.44010226e+02  4.61321489e-01  1.54469815e+02
 -1.44476262e+02 -8.73161425e-03  1.53994848e+02 -1.43997933e+02
  4.81491635e-01  1.54488677e+02 -1.44469687e+02 -3.68532535e-02
  1.54006565e+02 -1.43969439e+02  4.88706481e-01  1.54499394e+02
 -1.44493217e+02 -2.94600489e-02  1.53989440e+02 -1.43981611e+02
  4.62558201e-01  1.54483499e+02 -1.44482926e+02 -2.82910616e-04
  1.54007004e+02 -1.43978234e+02  4.80931096e-01  1.54497647e+02
 -1.44489458e+02 -3.42497223e-02  1.53996276e+02 -1.43966714e+02
  4.96226463e-01  1.54483187e+02 -1.44477082e+02 -3.22823384e-02
  1.53994030e+02 -1.43981956e+02  4.71543920e-01  1.54495411e+02
 -1.44495949e+02 -5.96247727e-02  1.53991268e+02 -1.44005007e+02
  4.57931441e-01  1.54478011e+02 -1.44463124e+02 -3.00195174e-02
  1.54008670e+02 -1.43967336e+02  4.67883298e-01  1.54479276e+02
 -1.44491328e+02 -4.75343221e-02  1.53994407e+02 -1.44013835e+02
  4.43979489e-01  1.54476819e+02]
Niter:  3 row:  74 ngroup:  26 nlines:  6201 gd:  5737
[ 1.22376991e-10 -1.03172117e-05 -2.82885673e-01  1.61507663e+04
 -1.44480006e+02 -2.01870049e-02  1.54012040e+02 -1.43959698e+02
  4.74810380e-01  1.54484763e+02 -1.44475286e+02 -4.40340702e-02
  1.54001197e+02 -1.43979533e+02  4.55551412e-01  1.54493426e+02
 -1.44467136e+02 -2.51741958e-02  1.54013118e+02 -1.43974606e+02
  4.83365137e-01  1.54482640e+02 -1.44444035e+02 -2.64818787e-02
  1.54008622e+02 -1.44010226e+02  4.61321489e-01  1.54469815e+02
 -1.44476262e+02 -8.73161425e-03  1.53994848e+02 -1.43997933e+02
  4.81491635e-01  1.54488677e+02 -1.44469687e+02 -3.68532535e-02
  1.54006565e+02 -1.43969439e+02  4.88706481e-01  1.54499394e+02
 -1.44493217e+02 -2.94600489e-02  1.53989440e+02 -1.43981611e+02
  4.62558201e-01  1.54483499e+02 -1.44482926e+02 -2.82910616e-04
  1.54007004e+02 -1.43978234e+02  4.80931096e-01  1.54497647e+02
 -1.44489458e+02 -3.42497223e-02  1.53996276e+02 -1.43966714e+02
  4.96226463e-01  1.54483187e+02 -1.44477082e+02 -3.22823384e-02
  1.53994030e+02 -1.43981956e+02  4.71543920e-01  1.54495411e+02
 -1.44495949e+02 -5.96247727e-02  1.53991268e+02 -1.44005007e+02
  4.57931441e-01  1.54478011e+02 -1.44463124e+02 -3.00195174e-02
  1.54008670e+02 -1.43967336e+02  4.67883298e-01  1.54479276e+02
 -1.44491328e+02 -4.75343221e-02  1.53994407e+02 -1.44013835e+02
  4.43979489e-01  1.54476819e+02]
res:  5737 -0.00046904805094527546 0.013999497245094972 0.02244624611917696
[ 1.22285099e-10 -1.03175760e-05 -2.82884481e-01  1.61507679e+04
 -1.44486722e+02 -1.47243004e-02  1.54015716e+02 -1.43966383e+02
  4.80224663e-01  1.54488503e+02 -1.44481824e+02 -3.85622504e-02
  1.54005004e+02 -1.43986489e+02  4.61126603e-01  1.54497284e+02
 -1.44473681e+02 -1.97365171e-02  1.54018339e+02 -1.43981329e+02
  4.88830013e-01  1.54486465e+02 -1.44450552e+02 -2.11143538e-02
  1.54012293e+02 -1.44016960e+02  4.64202711e-01  1.54473700e+02
 -1.44482717e+02 -3.36492828e-03  1.53998661e+02 -1.44004501e+02
  4.86921660e-01  1.54492512e+02 -1.44476562e+02 -3.13832347e-02
  1.54010406e+02 -1.43975873e+02  4.94199202e-01  1.54503075e+02
 -1.44499912e+02 -2.66175732e-02  1.53993221e+02 -1.43988598e+02
  4.68000380e-01  1.54487196e+02 -1.44489709e+02  2.56357197e-03
  1.54010807e+02 -1.43985042e+02  4.86656773e-01  1.54501538e+02
 -1.44492055e+02 -2.88569910e-02  1.54000127e+02 -1.43973487e+02
  5.01686707e-01  1.54486973e+02 -1.44479712e+02 -2.67561071e-02
  1.53997816e+02 -1.43988312e+02  4.74554547e-01  1.54499050e+02
 -1.44502691e+02 -5.41157941e-02  1.53995040e+02 -1.44011516e+02
  4.63464653e-01  1.54481759e+02 -1.44469656e+02 -2.46429398e-02
  1.54012300e+02 -1.43973783e+02  4.70654139e-01  1.54482892e+02
 -1.44497983e+02 -4.20901807e-02  1.53998154e+02 -1.44020620e+02
  4.46454413e-01  1.54480787e+02]
Niter:  4 row:  74 ngroup:  26 nlines:  6201 gd:  5739
[ 1.22285099e-10 -1.03175760e-05 -2.82884481e-01  1.61507679e+04
 -1.44486722e+02 -1.47243004e-02  1.54015716e+02 -1.43966383e+02
  4.80224663e-01  1.54488503e+02 -1.44481824e+02 -3.85622504e-02
  1.54005004e+02 -1.43986489e+02  4.61126603e-01  1.54497284e+02
 -1.44473681e+02 -1.97365171e-02  1.54018339e+02 -1.43981329e+02
  4.88830013e-01  1.54486465e+02 -1.44450552e+02 -2.11143538e-02
  1.54012293e+02 -1.44016960e+02  4.64202711e-01  1.54473700e+02
 -1.44482717e+02 -3.36492828e-03  1.53998661e+02 -1.44004501e+02
  4.86921660e-01  1.54492512e+02 -1.44476562e+02 -3.13832347e-02
  1.54010406e+02 -1.43975873e+02  4.94199202e-01  1.54503075e+02
 -1.44499912e+02 -2.66175732e-02  1.53993221e+02 -1.43988598e+02
  4.68000380e-01  1.54487196e+02 -1.44489709e+02  2.56357197e-03
  1.54010807e+02 -1.43985042e+02  4.86656773e-01  1.54501538e+02
 -1.44492055e+02 -2.88569910e-02  1.54000127e+02 -1.43973487e+02
  5.01686707e-01  1.54486973e+02 -1.44479712e+02 -2.67561071e-02
  1.53997816e+02 -1.43988312e+02  4.74554547e-01  1.54499050e+02
 -1.44502691e+02 -5.41157941e-02  1.53995040e+02 -1.44011516e+02
  4.63464653e-01  1.54481759e+02 -1.44469656e+02 -2.46429398e-02
  1.54012300e+02 -1.43973783e+02  4.70654139e-01  1.54482892e+02
 -1.44497983e+02 -4.20901807e-02  1.53998154e+02 -1.44020620e+02
  4.46454413e-01  1.54480787e+02]
res:  5739 -0.0004482525837374851 0.014004360848048236 0.022468722261046986
[ 1.22285087e-10 -1.03175770e-05 -2.82884509e-01  1.61507695e+04
 -1.44479326e+02 -9.22963529e-03  1.54022074e+02 -1.43958963e+02
  4.85726543e-01  1.54492988e+02 -1.44474476e+02 -3.30648057e-02
  1.54009494e+02 -1.43979045e+02  4.66604434e-01  1.54501778e+02
 -1.44466330e+02 -1.42431351e-02  1.54021393e+02 -1.43973941e+02
  4.94327844e-01  1.54490958e+02 -1.44443228e+02 -1.56007212e-02
  1.54016772e+02 -1.44009559e+02  4.69074682e-01  1.54478196e+02
 -1.44475365e+02  2.15486106e-03  1.54003154e+02 -1.43997132e+02
  4.92416231e-01  1.54497002e+02 -1.44464464e+02 -2.58913551e-02
  1.54014894e+02 -1.43968511e+02  4.99685572e-01  1.54507560e+02
 -1.44492521e+02 -2.53418831e-02  1.53997706e+02 -1.43976367e+02
  4.73497649e-01  1.54491676e+02 -1.44482318e+02  7.39800783e-03
  1.54015298e+02 -1.43977637e+02  4.92100444e-01  1.54506029e+02
 -1.44483840e+02 -2.33445018e-02  1.54004621e+02 -1.43966088e+02
  5.07179222e-01  1.54491463e+02 -1.44471489e+02 -2.12815235e-02
  1.54002303e+02 -1.43980964e+02  4.79415557e-01  1.54503529e+02
 -1.44495299e+02 -4.86196755e-02  1.54001502e+02 -1.44004136e+02
  4.68942216e-01  1.54484428e+02 -1.44462300e+02 -1.91366597e-02
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 -1.44490596e+02 -3.65845206e-02  1.54002638e+02 -1.44013222e+02
  4.51233048e-01  1.54487255e+02]
Niter:  5 row:  74 ngroup:  26 nlines:  6201 gd:  5739
[ 1.22285087e-10 -1.03175770e-05 -2.82884509e-01  1.61507695e+04
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  4.85726543e-01  1.54492988e+02 -1.44474476e+02 -3.30648057e-02
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 -1.44466330e+02 -1.42431351e-02  1.54021393e+02 -1.43973941e+02
  4.94327844e-01  1.54490958e+02 -1.44443228e+02 -1.56007212e-02
  1.54016772e+02 -1.44009559e+02  4.69074682e-01  1.54478196e+02
 -1.44475365e+02  2.15486106e-03  1.54003154e+02 -1.43997132e+02
  4.92416231e-01  1.54497002e+02 -1.44464464e+02 -2.58913551e-02
  1.54014894e+02 -1.43968511e+02  4.99685572e-01  1.54507560e+02
 -1.44492521e+02 -2.53418831e-02  1.53997706e+02 -1.43976367e+02
  4.73497649e-01  1.54491676e+02 -1.44482318e+02  7.39800783e-03
  1.54015298e+02 -1.43977637e+02  4.92100444e-01  1.54506029e+02
 -1.44483840e+02 -2.33445018e-02  1.54004621e+02 -1.43966088e+02
  5.07179222e-01  1.54491463e+02 -1.44471489e+02 -2.12815235e-02
  1.54002303e+02 -1.43980964e+02  4.79415557e-01  1.54503529e+02
 -1.44495299e+02 -4.86196755e-02  1.54001502e+02 -1.44004136e+02
  4.68942216e-01  1.54484428e+02 -1.44462300e+02 -1.91366597e-02
  1.54016776e+02 -1.43966457e+02  4.75508352e-01  1.54487368e+02
 -1.44490596e+02 -3.65845206e-02  1.54002638e+02 -1.44013222e+02
  4.51233048e-01  1.54487255e+02]
res:  5739 -0.0004590173666656483 0.014010095095727593 0.022467463494636974
[ 1.22275870e-10 -1.03176274e-05 -2.82884338e-01  1.61507711e+04
 -1.44474740e+02 -3.60589070e-03  1.54027093e+02 -1.43954370e+02
  4.91348972e-01  1.54498021e+02 -1.44469872e+02 -2.74374503e-02
  1.54014535e+02 -1.43974483e+02  4.72236190e-01  1.54506826e+02
 -1.44461724e+02 -8.62039933e-03  1.54026431e+02 -1.43969354e+02
  4.99953573e-01  1.54496001e+02 -1.44438622e+02 -9.98340864e-03
  1.54021795e+02 -1.44004976e+02  4.74699518e-01  1.54483246e+02
 -1.44470749e+02  7.77567885e-03  1.54008196e+02 -1.43992530e+02
  4.98035850e-01  1.54502045e+02 -1.44459891e+02 -2.02634258e-02
  1.54019938e+02 -1.43963892e+02  5.05313658e-01  1.54512587e+02
 -1.44487932e+02 -1.97182246e-02  1.54002743e+02 -1.43971820e+02
  4.79123545e-01  1.54496702e+02 -1.44477740e+02  1.30258397e-02
  1.54020338e+02 -1.43973060e+02  4.97738300e-01  1.54511079e+02
 -1.44479236e+02 -1.77228818e-02  1.54009667e+02 -1.43961507e+02
  5.12804131e-01  1.54496501e+02 -1.44466892e+02 -1.56526928e-02
  1.54007340e+02 -1.43976337e+02  4.85047729e-01  1.54508549e+02
 -1.44490714e+02 -4.29903867e-02  1.54006529e+02 -1.43999524e+02
  4.74569587e-01  1.54489458e+02 -1.44457694e+02 -1.35134551e-02
  1.54021795e+02 -1.43961844e+02  4.81134271e-01  1.54492384e+02
 -1.44486000e+02 -3.09596423e-02  1.54007670e+02 -1.44008644e+02
  4.56854606e-01  1.54492307e+02]
Niter:  6 row:  74 ngroup:  26 nlines:  6201 gd:  5742
[ 1.22275870e-10 -1.03176274e-05 -2.82884338e-01  1.61507711e+04
 -1.44474740e+02 -3.60589070e-03  1.54027093e+02 -1.43954370e+02
  4.91348972e-01  1.54498021e+02 -1.44469872e+02 -2.74374503e-02
  1.54014535e+02 -1.43974483e+02  4.72236190e-01  1.54506826e+02
 -1.44461724e+02 -8.62039933e-03  1.54026431e+02 -1.43969354e+02
  4.99953573e-01  1.54496001e+02 -1.44438622e+02 -9.98340864e-03
  1.54021795e+02 -1.44004976e+02  4.74699518e-01  1.54483246e+02
 -1.44470749e+02  7.77567885e-03  1.54008196e+02 -1.43992530e+02
  4.98035850e-01  1.54502045e+02 -1.44459891e+02 -2.02634258e-02
  1.54019938e+02 -1.43963892e+02  5.05313658e-01  1.54512587e+02
 -1.44487932e+02 -1.97182246e-02  1.54002743e+02 -1.43971820e+02
  4.79123545e-01  1.54496702e+02 -1.44477740e+02  1.30258397e-02
  1.54020338e+02 -1.43973060e+02  4.97738300e-01  1.54511079e+02
 -1.44479236e+02 -1.77228818e-02  1.54009667e+02 -1.43961507e+02
  5.12804131e-01  1.54496501e+02 -1.44466892e+02 -1.56526928e-02
  1.54007340e+02 -1.43976337e+02  4.85047729e-01  1.54508549e+02
 -1.44490714e+02 -4.29903867e-02  1.54006529e+02 -1.43999524e+02
  4.74569587e-01  1.54489458e+02 -1.44457694e+02 -1.35134551e-02
  1.54021795e+02 -1.43961844e+02  4.81134271e-01  1.54492384e+02
 -1.44486000e+02 -3.09596423e-02  1.54007670e+02 -1.44008644e+02
  4.56854606e-01  1.54492307e+02]
res:  5742 -0.0004558608416118659 0.014008995225594845 0.022507150700357602
[ 1.22275547e-10 -1.03176274e-05 -2.82884338e-01  1.61507711e+04
 -1.44474740e+02 -3.60589070e-03  1.54027093e+02 -1.43954370e+02
  4.91348972e-01  1.54498021e+02 -1.44469872e+02 -2.74374503e-02
  1.54014535e+02 -1.43974483e+02  4.72236190e-01  1.54506826e+02
 -1.44461724e+02 -8.62039933e-03  1.54026431e+02 -1.43969354e+02
  4.99953573e-01  1.54496001e+02 -1.44438622e+02 -9.98340864e-03
  1.54021795e+02 -1.44004976e+02  4.74699518e-01  1.54483246e+02
 -1.44470749e+02  7.77567885e-03  1.54008196e+02 -1.43992530e+02
  4.98035850e-01  1.54502045e+02 -1.44459891e+02 -2.02634258e-02
  1.54019938e+02 -1.43963892e+02  5.05313658e-01  1.54512587e+02
 -1.44487932e+02 -1.97182246e-02  1.54002743e+02 -1.43971820e+02
  4.79123545e-01  1.54496702e+02 -1.44477740e+02  1.30258397e-02
  1.54020338e+02 -1.43973060e+02  4.97738300e-01  1.54511079e+02
 -1.44479236e+02 -1.77228818e-02  1.54009667e+02 -1.43961507e+02
  5.12804131e-01  1.54496501e+02 -1.44466892e+02 -1.56526928e-02
  1.54007340e+02 -1.43976337e+02  4.85047729e-01  1.54508549e+02
 -1.44490714e+02 -4.29903867e-02  1.54006529e+02 -1.43999524e+02
  4.74569587e-01  1.54489458e+02 -1.44457694e+02 -1.35134551e-02
  1.54021795e+02 -1.43961844e+02  4.81134271e-01  1.54492384e+02
 -1.44486000e+02 -3.09596423e-02  1.54007670e+02 -1.44008644e+02
  4.56854606e-01  1.54492307e+02]
Saving figure to  wave_resid_43670005_fiber74.png
Final values:
res:  -0.0004558608416118659 0.022507150700357602
pars:  [ 1.22275547e-10 -1.03176274e-05 -2.82884338e-01  1.61507711e+04
 -1.44474740e+02 -3.60589070e-03  1.54027093e+02 -1.43954370e+02
  4.91348972e-01  1.54498021e+02 -1.44469872e+02 -2.74374503e-02
  1.54014535e+02 -1.43974483e+02  4.72236190e-01  1.54506826e+02
 -1.44461724e+02 -8.62039933e-03  1.54026431e+02 -1.43969354e+02
  4.99953573e-01  1.54496001e+02 -1.44438622e+02 -9.98340864e-03
  1.54021795e+02 -1.44004976e+02  4.74699518e-01  1.54483246e+02
 -1.44470749e+02  7.77567885e-03  1.54008196e+02 -1.43992530e+02
  4.98035850e-01  1.54502045e+02 -1.44459891e+02 -2.02634258e-02
  1.54019938e+02 -1.43963892e+02  5.05313658e-01  1.54512587e+02
 -1.44487932e+02 -1.97182246e-02  1.54002743e+02 -1.43971820e+02
  4.79123545e-01  1.54496702e+02 -1.44477740e+02  1.30258397e-02
  1.54020338e+02 -1.43973060e+02  4.97738300e-01  1.54511079e+02
 -1.44479236e+02 -1.77228818e-02  1.54009667e+02 -1.43961507e+02
  5.12804131e-01  1.54496501e+02 -1.44466892e+02 -1.56526928e-02
  1.54007340e+02 -1.43976337e+02  4.85047729e-01  1.54508549e+02
 -1.44490714e+02 -4.29903867e-02  1.54006529e+02 -1.43999524e+02
  4.74569587e-01  1.54489458e+02 -1.44457694e+02 -1.35134551e-02
  1.54021795e+02 -1.43961844e+02  4.81134271e-01  1.54492384e+02
 -1.44486000e+02 -3.09596423e-02  1.54007670e+02 -1.44008644e+02
  4.56854606e-01  1.54492307e+02]
74 [ 1.22275547e-10 -1.03176274e-05 -2.82884338e-01  1.61507711e+04
 -1.44474740e+02 -3.60589070e-03  1.54027093e+02 -1.43954370e+02
  4.91348972e-01  1.54498021e+02 -1.44469872e+02 -2.74374503e-02
  1.54014535e+02 -1.43974483e+02  4.72236190e-01  1.54506826e+02
 -1.44461724e+02 -8.62039933e-03  1.54026431e+02 -1.43969354e+02
  4.99953573e-01  1.54496001e+02 -1.44438622e+02 -9.98340864e-03
  1.54021795e+02 -1.44004976e+02  4.74699518e-01  1.54483246e+02
 -1.44470749e+02  7.77567885e-03  1.54008196e+02 -1.43992530e+02
  4.98035850e-01  1.54502045e+02 -1.44459891e+02 -2.02634258e-02
  1.54019938e+02 -1.43963892e+02  5.05313658e-01  1.54512587e+02
 -1.44487932e+02 -1.97182246e-02  1.54002743e+02 -1.43971820e+02
  4.79123545e-01  1.54496702e+02 -1.44477740e+02  1.30258397e-02
  1.54020338e+02 -1.43973060e+02  4.97738300e-01  1.54511079e+02
 -1.44479236e+02 -1.77228818e-02  1.54009667e+02 -1.43961507e+02
  5.12804131e-01  1.54496501e+02 -1.44466892e+02 -1.56526928e-02
  1.54007340e+02 -1.43976337e+02  4.85047729e-01  1.54508549e+02
 -1.44490714e+02 -4.29903867e-02  1.54006529e+02 -1.43999524e+02
  4.74569587e-01  1.54489458e+02 -1.44457694e+02 -1.35134551e-02
  1.54021795e+02 -1.43961844e+02  4.81134271e-01  1.54492384e+02
 -1.44486000e+02 -3.09596423e-02  1.54007670e+02 -1.44008644e+02
  4.56854606e-01  1.54492307e+02]
--- Row 76/300 row=75 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  75
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=75 ---
Niter:  0 row:  75 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 0.0018836745712178526 0.014703656204801518 0.032752303241167555
[ 1.21067016e-10 -1.03157323e-05 -2.82871795e-01  1.61506804e+04
 -1.44533814e+02  1.61722842e-13  1.54072555e+02]
Niter:  1 row:  75 ngroup:  1 nlines:  255 gd:  237
[ 1.21067016e-10 -1.03157323e-05 -2.82871795e-01  1.61506804e+04
 -1.44533814e+02  1.61722842e-13  1.54072555e+02]
res:  237 -0.0005310766082402552 0.015640362165868282 0.024822123787801412
[ 1.21184298e-10 -1.03162514e-05 -2.82874308e-01  1.61506846e+04
 -1.44519963e+02 -1.82654309e-11  1.54059707e+02]
Niter:  2 row:  75 ngroup:  1 nlines:  255 gd:  235
[ 1.21184298e-10 -1.03162514e-05 -2.82874308e-01  1.61506846e+04
 -1.44519963e+02 -1.82654309e-11  1.54059707e+02]
res:  235 -0.0011133025600429391 0.01555971046036575 0.02401046911795781
[ 1.21289603e-10 -1.03160714e-05 -2.82876820e-01  1.61506856e+04
 -1.44490368e+02 -4.54143210e-11  1.54052790e+02]
Niter:  3 row:  75 ngroup:  1 nlines:  255 gd:  235
[ 1.21289603e-10 -1.03160714e-05 -2.82876820e-01  1.61506856e+04
 -1.44490368e+02 -4.54143210e-11  1.54052790e+02]
res:  235 -0.0017606461005925667 0.01586164084073971 0.02394379188515279
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
Niter:  4 row:  75 ngroup:  1 nlines:  255 gd:  235
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
res:  235 -0.0017606461005925667 0.01586164084073971 0.02394379188515279
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
Niter:  5 row:  75 ngroup:  1 nlines:  255 gd:  235
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
res:  235 -0.0017606461005925667 0.01586164084073971 0.02394379188515279
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
Niter:  6 row:  75 ngroup:  1 nlines:  255 gd:  235
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
res:  235 -0.0017606461005925667 0.01586164084073971 0.02394379188515279
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
Final values:
res:  -0.0017606461005925667 0.02394379188515279
pars:  [ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
75 [ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02]
elapsed: 2.9 sec.
Niter:  0 row:  75 ngroup:  26 nlines:  6520 gd:  6520
[ 1.21472910e-10 -1.03161727e-05 -2.82879434e-01  1.61506876e+04
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02 -1.44469603e+02  1.95839250e-11
  1.54046726e+02 -1.44469603e+02  1.95839250e-11  1.54046726e+02
 -1.44469603e+02  1.95839250e-11  1.54046726e+02 -1.44469603e+02
  1.95839250e-11  1.54046726e+02]
res:  6520 0.0006617261133214924 0.015191002349638438 0.03274470022542065
[ 1.21472922e-10 -1.03161738e-05 -2.82879406e-01  1.61506860e+04
 -1.44470553e+02  1.94801513e-02  1.54047041e+02 -1.43952566e+02
  4.96066926e-01  1.54534709e+02 -1.44470152e+02  2.17274093e-04
  1.54025229e+02 -1.43967278e+02  4.80806036e-01  1.54511067e+02
 -1.44481841e+02 -1.05432113e-02  1.54038412e+02 -1.43977118e+02
  5.02605874e-01  1.54523445e+02 -1.44463351e+02  4.11640798e-04
  1.54046564e+02 -1.43975508e+02  5.01856292e-01  1.54515143e+02
 -1.44470941e+02  6.39763714e-03  1.54044294e+02 -1.43990823e+02
  5.07081479e-01  1.54520272e+02 -1.44463834e+02  4.65480625e-03
  1.54044567e+02 -1.43981638e+02  4.79579605e-01  1.54524917e+02
 -1.44477909e+02 -1.18853460e-02  1.54026098e+02 -1.43987024e+02
  4.82884242e-01  1.54524572e+02 -1.44490788e+02  1.30340571e-02
  1.54038058e+02 -1.43992276e+02  5.03594801e-01  1.54540645e+02
 -1.44508445e+02 -2.69468892e-03  1.54028198e+02 -1.44008502e+02
  4.93156211e-01  1.54526289e+02 -1.44472216e+02  3.23103172e-02
  1.54032042e+02 -1.43964909e+02  4.83581199e-01  1.54534944e+02
 -1.44515904e+02 -3.21191526e-02  1.54024974e+02 -1.43991800e+02
  4.59883890e-01  1.54515159e+02 -1.44500586e+02 -2.12655974e-02
  1.54039162e+02 -1.44021244e+02  4.83860725e-01  1.54521677e+02
 -1.44521431e+02 -3.27806878e-02  1.54028850e+02 -1.44029605e+02
  4.80938596e-01  1.54516157e+02]
Niter:  1 row:  75 ngroup:  26 nlines:  6520 gd:  6105
[ 1.21472922e-10 -1.03161738e-05 -2.82879406e-01  1.61506860e+04
 -1.44470553e+02  1.94801513e-02  1.54047041e+02 -1.43952566e+02
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  1.54025229e+02 -1.43967278e+02  4.80806036e-01  1.54511067e+02
 -1.44481841e+02 -1.05432113e-02  1.54038412e+02 -1.43977118e+02
  5.02605874e-01  1.54523445e+02 -1.44463351e+02  4.11640798e-04
  1.54046564e+02 -1.43975508e+02  5.01856292e-01  1.54515143e+02
 -1.44470941e+02  6.39763714e-03  1.54044294e+02 -1.43990823e+02
  5.07081479e-01  1.54520272e+02 -1.44463834e+02  4.65480625e-03
  1.54044567e+02 -1.43981638e+02  4.79579605e-01  1.54524917e+02
 -1.44477909e+02 -1.18853460e-02  1.54026098e+02 -1.43987024e+02
  4.82884242e-01  1.54524572e+02 -1.44490788e+02  1.30340571e-02
  1.54038058e+02 -1.43992276e+02  5.03594801e-01  1.54540645e+02
 -1.44508445e+02 -2.69468892e-03  1.54028198e+02 -1.44008502e+02
  4.93156211e-01  1.54526289e+02 -1.44472216e+02  3.23103172e-02
  1.54032042e+02 -1.43964909e+02  4.83581199e-01  1.54534944e+02
 -1.44515904e+02 -3.21191526e-02  1.54024974e+02 -1.43991800e+02
  4.59883890e-01  1.54515159e+02 -1.44500586e+02 -2.12655974e-02
  1.54039162e+02 -1.44021244e+02  4.83860725e-01  1.54521677e+02
 -1.44521431e+02 -3.27806878e-02  1.54028850e+02 -1.44029605e+02
  4.80938596e-01  1.54516157e+02]
res:  6105 -0.0004886826536676381 0.01519036484114622 0.02466223081654231
[ 1.21472934e-10 -1.03161727e-05 -2.82879377e-01  1.61506844e+04
 -1.44483573e+02 -4.71432389e-03  1.54037239e+02 -1.43966259e+02
  4.95127408e-01  1.54524409e+02 -1.44483113e+02 -2.48228270e-02
  1.54012814e+02 -1.43970447e+02  4.61481577e-01  1.54501663e+02
 -1.44494478e+02 -2.58401965e-02  1.54037643e+02 -1.43978195e+02
  4.81766192e-01  1.54524135e+02 -1.44475477e+02 -1.97556320e-02
  1.54038828e+02 -1.43987669e+02  4.85095154e-01  1.54507176e+02
 -1.44477269e+02 -1.16776981e-02  1.54037684e+02 -1.43997589e+02
  4.92797364e-01  1.54523266e+02 -1.44476128e+02 -1.48309577e-02
  1.54042359e+02 -1.43988025e+02  4.68893288e-01  1.54511740e+02
 -1.44491213e+02 -3.54104314e-02  1.54021226e+02 -1.43993994e+02
  4.57865493e-01  1.54513003e+02 -1.44478096e+02 -1.85621396e-02
  1.54033274e+02 -1.44002339e+02  4.81863339e-01  1.54533398e+02
 -1.44509452e+02 -3.32160468e-02  1.54025368e+02 -1.44018978e+02
  4.71443636e-01  1.54511929e+02 -1.44489001e+02  1.04207341e-02
  1.54025230e+02 -1.43971363e+02  4.65819797e-01  1.54529891e+02
 -1.44502340e+02 -4.69399891e-02  1.54022515e+02 -1.43998797e+02
  4.55456835e-01  1.54512210e+02 -1.44507553e+02 -3.04440096e-02
  1.54025538e+02 -1.44021779e+02  4.73817802e-01  1.54516909e+02
 -1.44516651e+02 -4.99972792e-02  1.54024205e+02 -1.44036561e+02
  4.63511311e-01  1.54511199e+02]
Niter:  2 row:  75 ngroup:  26 nlines:  6520 gd:  6096
[ 1.21472934e-10 -1.03161727e-05 -2.82879377e-01  1.61506844e+04
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  4.81766192e-01  1.54524135e+02 -1.44475477e+02 -1.97556320e-02
  1.54038828e+02 -1.43987669e+02  4.85095154e-01  1.54507176e+02
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  4.92797364e-01  1.54523266e+02 -1.44476128e+02 -1.48309577e-02
  1.54042359e+02 -1.43988025e+02  4.68893288e-01  1.54511740e+02
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  4.57865493e-01  1.54513003e+02 -1.44478096e+02 -1.85621396e-02
  1.54033274e+02 -1.44002339e+02  4.81863339e-01  1.54533398e+02
 -1.44509452e+02 -3.32160468e-02  1.54025368e+02 -1.44018978e+02
  4.71443636e-01  1.54511929e+02 -1.44489001e+02  1.04207341e-02
  1.54025230e+02 -1.43971363e+02  4.65819797e-01  1.54529891e+02
 -1.44502340e+02 -4.69399891e-02  1.54022515e+02 -1.43998797e+02
  4.55456835e-01  1.54512210e+02 -1.44507553e+02 -3.04440096e-02
  1.54025538e+02 -1.44021779e+02  4.73817802e-01  1.54516909e+02
 -1.44516651e+02 -4.99972792e-02  1.54024205e+02 -1.44036561e+02
  4.63511311e-01  1.54511199e+02]
res:  6096 -0.00039714364993415074 0.015198689472526894 0.024511991476471432
[ 1.21472946e-10 -1.03161717e-05 -2.82879349e-01  1.61506828e+04
 -1.44490539e+02 -1.70990796e-02  1.54032512e+02 -1.43973215e+02
  4.89427527e-01  1.54519683e+02 -1.44490081e+02 -3.04972336e-02
  1.54008091e+02 -1.43977430e+02  4.55789440e-01  1.54496940e+02
 -1.44501444e+02 -3.15498180e-02  1.54032914e+02 -1.43985189e+02
  4.66428233e-01  1.54523249e+02 -1.44482454e+02 -2.54542870e-02
  1.54034099e+02 -1.43994643e+02  4.76068301e-01  1.54502438e+02
 -1.44484236e+02 -1.73704010e-02  1.54032956e+02 -1.44004562e+02
  4.83855364e-01  1.54520708e+02 -1.44483117e+02 -2.05301637e-02
  1.54039567e+02 -1.43995002e+02  4.63189827e-01  1.54507014e+02
 -1.44498200e+02 -4.11042725e-02  1.54016507e+02 -1.44000965e+02
  4.52171666e-01  1.54508268e+02 -1.44479197e+02 -3.03937245e-02
  1.54028547e+02 -1.44009336e+02  4.76159024e-01  1.54528666e+02
 -1.44511309e+02 -3.89023258e-02  1.54020635e+02 -1.44025964e+02
  4.62314772e-01  1.54505335e+02 -1.44495985e+02  4.71662341e-03
  1.54020512e+02 -1.43978336e+02  4.60142436e-01  1.54525165e+02
 -1.44509322e+02 -5.26229787e-02  1.54017790e+02 -1.44000264e+02
  4.49737502e-01  1.54507489e+02 -1.44514519e+02 -3.61481622e-02
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 -1.44518596e+02 -5.56901599e-02  1.54021460e+02 -1.44043518e+02
  4.54875320e-01  1.54506468e+02]
Niter:  3 row:  75 ngroup:  26 nlines:  6520 gd:  6094
[ 1.21472946e-10 -1.03161717e-05 -2.82879349e-01  1.61506828e+04
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  4.83855364e-01  1.54520708e+02 -1.44483117e+02 -2.05301637e-02
  1.54039567e+02 -1.43995002e+02  4.63189827e-01  1.54507014e+02
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  4.52171666e-01  1.54508268e+02 -1.44479197e+02 -3.03937245e-02
  1.54028547e+02 -1.44009336e+02  4.76159024e-01  1.54528666e+02
 -1.44511309e+02 -3.89023258e-02  1.54020635e+02 -1.44025964e+02
  4.62314772e-01  1.54505335e+02 -1.44495985e+02  4.71662341e-03
  1.54020512e+02 -1.43978336e+02  4.60142436e-01  1.54525165e+02
 -1.44509322e+02 -5.26229787e-02  1.54017790e+02 -1.44000264e+02
  4.49737502e-01  1.54507489e+02 -1.44514519e+02 -3.61481622e-02
  1.54020809e+02 -1.44017340e+02  4.68101316e-01  1.54512177e+02
 -1.44518596e+02 -5.56901599e-02  1.54021460e+02 -1.44043518e+02
  4.54875320e-01  1.54506468e+02]
res:  6094 -0.0006803816177125555 0.015186164916485723 0.024464781620936776
[ 1.21547201e-10 -1.03161717e-05 -2.82879349e-01  1.61506828e+04
 -1.44490539e+02 -1.70990796e-02  1.54032512e+02 -1.43973215e+02
  4.89427527e-01  1.54519683e+02 -1.44490081e+02 -3.04972336e-02
  1.54008091e+02 -1.43977430e+02  4.55789440e-01  1.54496940e+02
 -1.44501444e+02 -3.15498180e-02  1.54032914e+02 -1.43985189e+02
  4.66428233e-01  1.54523249e+02 -1.44482454e+02 -2.54542870e-02
  1.54034099e+02 -1.43994643e+02  4.76068301e-01  1.54502438e+02
 -1.44484236e+02 -1.73704010e-02  1.54032956e+02 -1.44004562e+02
  4.83855364e-01  1.54520708e+02 -1.44483117e+02 -2.05301637e-02
  1.54039567e+02 -1.43995002e+02  4.63189827e-01  1.54507014e+02
 -1.44498200e+02 -4.11042725e-02  1.54016507e+02 -1.44000965e+02
  4.52171666e-01  1.54508268e+02 -1.44479197e+02 -3.03937245e-02
  1.54028547e+02 -1.44009336e+02  4.76159024e-01  1.54528666e+02
 -1.44511309e+02 -3.89023258e-02  1.54020635e+02 -1.44025964e+02
  4.62314772e-01  1.54505335e+02 -1.44495985e+02  4.71662341e-03
  1.54020512e+02 -1.43978336e+02  4.60142436e-01  1.54525165e+02
 -1.44509322e+02 -5.26229787e-02  1.54017790e+02 -1.44000264e+02
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 -1.44518596e+02 -5.56901599e-02  1.54021460e+02 -1.44043518e+02
  4.54875320e-01  1.54506468e+02]
Niter:  4 row:  75 ngroup:  26 nlines:  6520 gd:  6091
[ 1.21547201e-10 -1.03161717e-05 -2.82879349e-01  1.61506828e+04
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  4.62314772e-01  1.54505335e+02 -1.44495985e+02  4.71662341e-03
  1.54020512e+02 -1.43978336e+02  4.60142436e-01  1.54525165e+02
 -1.44509322e+02 -5.26229787e-02  1.54017790e+02 -1.44000264e+02
  4.49737502e-01  1.54507489e+02 -1.44514519e+02 -3.61481622e-02
  1.54020809e+02 -1.44017340e+02  4.68101316e-01  1.54512177e+02
 -1.44518596e+02 -5.56901599e-02  1.54021460e+02 -1.44043518e+02
  4.54875320e-01  1.54506468e+02]
res:  6091 -0.00046425492382695666 0.015116208377548901 0.02440863401735791
[ 1.21547213e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
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  4.83721927e-01  1.54517955e+02 -1.44500232e+02 -3.61747805e-02
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  4.57263223e-01  1.54521460e+02 -1.44492667e+02 -3.11438303e-02
  1.54032323e+02 -1.44004850e+02  4.66740591e-01  1.54498513e+02
 -1.44494392e+02 -2.30580978e-02  1.54031175e+02 -1.44009865e+02
  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
  1.54037861e+02 -1.44000344e+02  4.57490631e-01  1.54505266e+02
 -1.44508474e+02 -4.67946696e-02  1.54014841e+02 -1.44011152e+02
  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
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  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
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 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
Niter:  5 row:  75 ngroup:  26 nlines:  6520 gd:  6082
[ 1.21547213e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
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  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
res:  6082 -0.0006249940306588542 0.01508339253905433 0.024280845529736455
[ 1.21596398e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
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 -1.44511611e+02 -3.72572580e-02  1.54031148e+02 -1.43995513e+02
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  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
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  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
Niter:  6 row:  75 ngroup:  26 nlines:  6520 gd:  6086
[ 1.21596398e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
 -1.44500674e+02 -2.27940563e-02  1.54030764e+02 -1.43983299e+02
  4.83721927e-01  1.54517955e+02 -1.44500232e+02 -3.61747805e-02
  1.54006387e+02 -1.43982454e+02  4.50109212e-01  1.54491166e+02
 -1.44511611e+02 -3.72572580e-02  1.54031148e+02 -1.43995513e+02
  4.57263223e-01  1.54521460e+02 -1.44492667e+02 -3.11438303e-02
  1.54032323e+02 -1.44004850e+02  4.66740591e-01  1.54498513e+02
 -1.44494392e+02 -2.30580978e-02  1.54031175e+02 -1.44009865e+02
  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
  1.54037861e+02 -1.44000344e+02  4.57490631e-01  1.54505266e+02
 -1.44508474e+02 -4.67946696e-02  1.54014841e+02 -1.44011152e+02
  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
res:  6086 -0.0006772782044208725 0.015073144154484908 0.02433139704125129
[ 1.21604555e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
 -1.44500674e+02 -2.27940563e-02  1.54030764e+02 -1.43983299e+02
  4.83721927e-01  1.54517955e+02 -1.44500232e+02 -3.61747805e-02
  1.54006387e+02 -1.43982454e+02  4.50109212e-01  1.54491166e+02
 -1.44511611e+02 -3.72572580e-02  1.54031148e+02 -1.43995513e+02
  4.57263223e-01  1.54521460e+02 -1.44492667e+02 -3.11438303e-02
  1.54032323e+02 -1.44004850e+02  4.66740591e-01  1.54498513e+02
 -1.44494392e+02 -2.30580978e-02  1.54031175e+02 -1.44009865e+02
  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
  1.54037861e+02 -1.44000344e+02  4.57490631e-01  1.54505266e+02
 -1.44508474e+02 -4.67946696e-02  1.54014841e+02 -1.44011152e+02
  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
Saving figure to  wave_resid_43670005_fiber75.png
Final values:
res:  -0.0006772782044208725 0.02433139704125129
pars:  [ 1.21604555e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
 -1.44500674e+02 -2.27940563e-02  1.54030764e+02 -1.43983299e+02
  4.83721927e-01  1.54517955e+02 -1.44500232e+02 -3.61747805e-02
  1.54006387e+02 -1.43982454e+02  4.50109212e-01  1.54491166e+02
 -1.44511611e+02 -3.72572580e-02  1.54031148e+02 -1.43995513e+02
  4.57263223e-01  1.54521460e+02 -1.44492667e+02 -3.11438303e-02
  1.54032323e+02 -1.44004850e+02  4.66740591e-01  1.54498513e+02
 -1.44494392e+02 -2.30580978e-02  1.54031175e+02 -1.44009865e+02
  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
  1.54037861e+02 -1.44000344e+02  4.57490631e-01  1.54505266e+02
 -1.44508474e+02 -4.67946696e-02  1.54014841e+02 -1.44011152e+02
  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
75 [ 1.21604555e-10 -1.03161707e-05 -2.82879321e-01  1.61506812e+04
 -1.44500674e+02 -2.27940563e-02  1.54030764e+02 -1.43983299e+02
  4.83721927e-01  1.54517955e+02 -1.44500232e+02 -3.61747805e-02
  1.54006387e+02 -1.43982454e+02  4.50109212e-01  1.54491166e+02
 -1.44511611e+02 -3.72572580e-02  1.54031148e+02 -1.43995513e+02
  4.57263223e-01  1.54521460e+02 -1.44492667e+02 -3.11438303e-02
  1.54032323e+02 -1.44004850e+02  4.66740591e-01  1.54498513e+02
 -1.44494392e+02 -2.30580978e-02  1.54031175e+02 -1.44009865e+02
  4.78151491e-01  1.54518845e+02 -1.44493398e+02 -2.62151666e-02
  1.54037861e+02 -1.44000344e+02  4.57490631e-01  1.54505266e+02
 -1.44508474e+02 -4.67946696e-02  1.54014841e+02 -1.44011152e+02
  4.46462149e-01  1.54506423e+02 -1.44489453e+02 -3.60782500e-02
  1.54024892e+02 -1.44019682e+02  4.70462346e-01  1.54526855e+02
 -1.44521412e+02 -4.45836636e-02  1.54018821e+02 -1.44030727e+02
  4.56601182e-01  1.54503657e+02 -1.44506236e+02 -9.86928291e-04
  1.54018857e+02 -1.43988540e+02  4.54471447e-01  1.54523428e+02
 -1.44519578e+02 -5.82999406e-02  1.54016063e+02 -1.44010733e+02
  4.44006349e-01  1.54505820e+02 -1.44519508e+02 -4.18445701e-02
  1.54019024e+02 -1.44021861e+02  4.62390615e-01  1.54510369e+02
 -1.44528756e+02 -6.13674987e-02  1.54017723e+02 -1.44053598e+02
  4.49149051e-01  1.54504676e+02]
--- Row 77/300 row=76 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  76
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=76 ---
Niter:  0 row:  76 ngroup:  1 nlines:  237 gd:  237
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  237 -0.0008799201677902602 0.014451452274443 0.02789750290502597
[ 1.21725914e-10 -1.03167155e-05 -2.82879027e-01  1.61507104e+04
 -1.44453807e+02  1.79334823e-13  1.54074936e+02]
Niter:  1 row:  76 ngroup:  1 nlines:  237 gd:  226
[ 1.21725914e-10 -1.03167155e-05 -2.82879027e-01  1.61507104e+04
 -1.44453807e+02  1.79334823e-13  1.54074936e+02]
res:  226 -0.0017551411056047073 0.013699764276680071 0.022195639808106724
[ 1.22006639e-10 -1.03174667e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
Niter:  2 row:  76 ngroup:  1 nlines:  237 gd:  227
[ 1.22006639e-10 -1.03174667e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
res:  227 -0.0011188357329956489 0.013696160540348501 0.02253697238005193
[ 1.21961325e-10 -1.03174667e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
Niter:  3 row:  76 ngroup:  1 nlines:  237 gd:  227
[ 1.21961325e-10 -1.03174667e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
res:  227 -0.0010698983496695291 0.01368738907694933 0.022535747581658713
[ 1.21980625e-10 -1.03175224e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
Niter:  4 row:  76 ngroup:  1 nlines:  237 gd:  227
[ 1.21980625e-10 -1.03175224e-05 -2.82884512e-01  1.61507117e+04
 -1.44437942e+02  8.80109617e-12  1.54038850e+02]
res:  227 -0.0011843915890494827 0.013777689453490893 0.022533235530491486
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
Niter:  5 row:  76 ngroup:  1 nlines:  237 gd:  227
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
res:  227 -0.0011843915890494827 0.013777689453490893 0.022533235530491486
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
Niter:  6 row:  76 ngroup:  1 nlines:  237 gd:  227
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
res:  227 -0.0011843915890494827 0.013777689453490893 0.022533235530491486
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
Final values:
res:  -0.0011843915890494827 0.022533235530491486
pars:  [ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
76 [ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02]
elapsed: 3.0 sec.
Niter:  0 row:  76 ngroup:  26 nlines:  6106 gd:  6106
[ 1.21941167e-10 -1.03176364e-05 -2.82884363e-01  1.61507118e+04
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02 -1.44439315e+02  1.18028349e-10
  1.54036605e+02 -1.44439315e+02  1.18028349e-10  1.54036605e+02
 -1.44439315e+02  1.18028349e-10  1.54036605e+02 -1.44439315e+02
  1.18028349e-10  1.54036605e+02]
res:  6106 -0.00029600257312267786 0.014483615954304696 0.031686228450866286
[ 1.21941155e-10 -1.03176354e-05 -2.82884335e-01  1.61507102e+04
 -1.44435049e+02 -2.19181139e-03  1.54032041e+02 -1.43958716e+02
  5.07860816e-01  1.54508546e+02 -1.44497089e+02 -7.08318038e-03
  1.54015573e+02 -1.43986547e+02  4.89673525e-01  1.54507162e+02
 -1.44463005e+02  1.08153332e-02  1.54040996e+02 -1.43970301e+02
  5.12285126e-01  1.54528799e+02 -1.44442192e+02 -3.08207599e-03
  1.54029530e+02 -1.43962603e+02  5.25325620e-01  1.54502898e+02
 -1.44464266e+02  2.96433818e-02  1.54040278e+02 -1.43971354e+02
  4.92855390e-01  1.54527487e+02 -1.44448787e+02  2.30911020e-02
  1.54036109e+02 -1.43964982e+02  4.91987856e-01  1.54524111e+02
 -1.44493945e+02 -1.71482619e-02  1.54019802e+02 -1.43966501e+02
  4.87336149e-01  1.54494639e+02 -1.44456531e+02  1.23093043e-02
  1.54042344e+02 -1.43982750e+02  5.19203611e-01  1.54524986e+02
 -1.44479940e+02  7.98270177e-03  1.54012254e+02 -1.43991385e+02
  5.09834690e-01  1.54503891e+02 -1.44433304e+02 -5.39706562e-03
  1.54031055e+02 -1.43951443e+02  5.00461393e-01  1.54521877e+02
 -1.44461563e+02 -2.81389057e-03  1.54023838e+02 -1.43989552e+02
  4.77262075e-01  1.54512917e+02 -1.44439321e+02  1.10809048e-02
  1.54031392e+02 -1.43984878e+02  4.66128214e-01  1.54516928e+02
 -1.44497941e+02 -2.91924259e-03  1.54014110e+02 -1.43993081e+02
  4.84790308e-01  1.54508476e+02]
Niter:  1 row:  76 ngroup:  26 nlines:  6106 gd:  5710
[ 1.21941155e-10 -1.03176354e-05 -2.82884335e-01  1.61507102e+04
 -1.44435049e+02 -2.19181139e-03  1.54032041e+02 -1.43958716e+02
  5.07860816e-01  1.54508546e+02 -1.44497089e+02 -7.08318038e-03
  1.54015573e+02 -1.43986547e+02  4.89673525e-01  1.54507162e+02
 -1.44463005e+02  1.08153332e-02  1.54040996e+02 -1.43970301e+02
  5.12285126e-01  1.54528799e+02 -1.44442192e+02 -3.08207599e-03
  1.54029530e+02 -1.43962603e+02  5.25325620e-01  1.54502898e+02
 -1.44464266e+02  2.96433818e-02  1.54040278e+02 -1.43971354e+02
  4.92855390e-01  1.54527487e+02 -1.44448787e+02  2.30911020e-02
  1.54036109e+02 -1.43964982e+02  4.91987856e-01  1.54524111e+02
 -1.44493945e+02 -1.71482619e-02  1.54019802e+02 -1.43966501e+02
  4.87336149e-01  1.54494639e+02 -1.44456531e+02  1.23093043e-02
  1.54042344e+02 -1.43982750e+02  5.19203611e-01  1.54524986e+02
 -1.44479940e+02  7.98270177e-03  1.54012254e+02 -1.43991385e+02
  5.09834690e-01  1.54503891e+02 -1.44433304e+02 -5.39706562e-03
  1.54031055e+02 -1.43951443e+02  5.00461393e-01  1.54521877e+02
 -1.44461563e+02 -2.81389057e-03  1.54023838e+02 -1.43989552e+02
  4.77262075e-01  1.54512917e+02 -1.44439321e+02  1.10809048e-02
  1.54031392e+02 -1.43984878e+02  4.66128214e-01  1.54516928e+02
 -1.44497941e+02 -2.91924259e-03  1.54014110e+02 -1.43993081e+02
  4.84790308e-01  1.54508476e+02]
res:  5710 -0.000974360465988866 0.014578228389837022 0.02360918514792211
[ 1.21941143e-10 -1.03176344e-05 -2.82884363e-01  1.61507118e+04
 -1.44439276e+02  4.30589307e-06  1.54036637e+02 -1.43956789e+02
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 -1.44486939e+02 -2.41258493e-02  1.54026977e+02 -1.43965806e+02
  4.80358899e-01  1.54503951e+02 -1.44449516e+02  6.83734163e-03
  1.54040174e+02 -1.43970307e+02  5.06888834e-01  1.54529738e+02
 -1.44467473e+02  4.02449767e-03  1.54016497e+02 -1.43985669e+02
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  1.54034743e+02 -1.43956698e+02  4.99934163e-01  1.54524553e+02
 -1.44449510e+02  3.15682091e-03  1.54024473e+02 -1.43966037e+02
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 -1.44489883e+02 -1.91888989e-02  1.54021103e+02 -1.43987458e+02
  4.95432343e-01  1.54510254e+02]
Niter:  2 row:  76 ngroup:  26 nlines:  6106 gd:  5711
[ 1.21941143e-10 -1.03176344e-05 -2.82884363e-01  1.61507118e+04
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  1.54040174e+02 -1.43970307e+02  5.06888834e-01  1.54529738e+02
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  5.23781983e-01  1.54511048e+02 -1.44431244e+02 -3.04732108e-03
  1.54034743e+02 -1.43956698e+02  4.99934163e-01  1.54524553e+02
 -1.44449510e+02  3.15682091e-03  1.54024473e+02 -1.43966037e+02
  4.75946860e-01  1.54512990e+02 -1.44448507e+02 -5.67149487e-03
  1.54034170e+02 -1.43959658e+02  4.71048734e-01  1.54521791e+02
 -1.44489883e+02 -1.91888989e-02  1.54021103e+02 -1.43987458e+02
  4.95432343e-01  1.54510254e+02]
res:  5711 -0.0010015464768002857 0.014586664101443603 0.023586585719663617
[ 1.21941131e-10 -1.03176333e-05 -2.82884392e-01  1.61507134e+04
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 -1.44482868e+02 -1.67652795e-02  1.54025866e+02 -1.43980473e+02
  5.08700908e-01  1.54515014e+02]
Niter:  3 row:  76 ngroup:  26 nlines:  6106 gd:  5716
[ 1.21941131e-10 -1.03176333e-05 -2.82884392e-01  1.61507134e+04
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  1.54037666e+02 -1.43949703e+02  5.05619253e-01  1.54529313e+02
 -1.44442513e+02  8.85952690e-03  1.54029229e+02 -1.43953807e+02
  4.81642350e-01  1.54517751e+02 -1.44441470e+02 -1.35598863e-02
  1.54038937e+02 -1.43947168e+02  4.76745865e-01  1.54526550e+02
 -1.44482868e+02 -1.67652795e-02  1.54025866e+02 -1.43980473e+02
  5.08700908e-01  1.54515014e+02]
res:  5716 -0.0009151106287390576 0.014531514885675278 0.023649118932491903
[ 1.21911142e-10 -1.03176333e-05 -2.82884392e-01  1.61507134e+04
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  4.99720960e-01  1.54520162e+02 -1.44467760e+02  7.45075176e-03
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 -1.44479933e+02 -1.84332381e-02  1.54033771e+02 -1.43958834e+02
  4.86068885e-01  1.54508720e+02 -1.44442502e+02  6.29582103e-03
  1.54044923e+02 -1.43957700e+02  5.08573144e-01  1.54534500e+02
 -1.44460480e+02  9.73804828e-03  1.54021256e+02 -1.43978642e+02
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 -1.44482868e+02 -1.67652795e-02  1.54025866e+02 -1.43980473e+02
  5.08700908e-01  1.54515014e+02]
Niter:  4 row:  76 ngroup:  26 nlines:  6106 gd:  5712
[ 1.21911142e-10 -1.03176333e-05 -2.82884392e-01  1.61507134e+04
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 -1.44442513e+02  8.85952690e-03  1.54029229e+02 -1.43953807e+02
  4.81642350e-01  1.54517751e+02 -1.44441470e+02 -1.35598863e-02
  1.54038937e+02 -1.43947168e+02  4.76745865e-01  1.54526550e+02
 -1.44482868e+02 -1.67652795e-02  1.54025866e+02 -1.43980473e+02
  5.08700908e-01  1.54515014e+02]
res:  5712 -0.0010246517085761297 0.014526608606502123 0.023590761499899592
[ 1.21911130e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
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  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
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 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
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Niter:  5 row:  76 ngroup:  26 nlines:  6106 gd:  5717
[ 1.21911130e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
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  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
 -1.44434242e+02  1.45623826e-02  1.54032765e+02 -1.43940182e+02
  4.87339881e-01  1.54521310e+02 -1.44433078e+02 -7.85818501e-03
  1.54042531e+02 -1.43938817e+02  4.82435352e-01  1.54530101e+02
 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
res:  5717 -0.0009757555490068626 0.014502090552014124 0.02365594228278681
[ 1.21893545e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
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  5.05438107e-01  1.54523734e+02 -1.44459461e+02  1.31348965e-02
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 -1.44435399e+02  7.84424443e-03  1.54049181e+02 -1.43939749e+02
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  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
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 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
Niter:  6 row:  76 ngroup:  26 nlines:  6106 gd:  5710
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 -1.44436867e+02  4.07169135e-02  1.54048888e+02 -1.43954806e+02
  4.85974955e-01  1.54531229e+02 -1.44444599e+02  2.25214725e-02
  1.54051334e+02 -1.43957417e+02  5.07038651e-01  1.54529079e+02
 -1.44471640e+02 -1.27391766e-02  1.54039271e+02 -1.43950644e+02
  4.91778815e-01  1.54512336e+02 -1.44434182e+02  8.98928251e-03
  1.54048422e+02 -1.43949585e+02  5.10729274e-01  1.54538071e+02
 -1.44452225e+02  1.54511585e-02  1.54024815e+02 -1.43970278e+02
  5.35170182e-01  1.54519351e+02 -1.44416011e+02  8.30883516e-03
  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
 -1.44434242e+02  1.45623826e-02  1.54032765e+02 -1.43940182e+02
  4.87339881e-01  1.54521310e+02 -1.44433078e+02 -7.85818501e-03
  1.54042531e+02 -1.43938817e+02  4.82435352e-01  1.54530101e+02
 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
res:  5710 -0.0009661038602644112 0.014506849079225503 0.023563634505791912
[ 1.21891463e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
 -1.44423990e+02  1.13958575e-02  1.54044945e+02 -1.43941493e+02
  5.05438107e-01  1.54523734e+02 -1.44459461e+02  1.31348965e-02
  1.54031730e+02 -1.43958791e+02  4.95043387e-01  1.54517508e+02
 -1.44435399e+02  7.84424443e-03  1.54049181e+02 -1.43939749e+02
  5.21355287e-01  1.54541530e+02 -1.44420056e+02  1.40234621e-02
  1.54040278e+02 -1.43938791e+02  5.38480530e-01  1.54517884e+02
 -1.44436867e+02  4.07169135e-02  1.54048888e+02 -1.43954806e+02
  4.85974955e-01  1.54531229e+02 -1.44444599e+02  2.25214725e-02
  1.54051334e+02 -1.43957417e+02  5.07038651e-01  1.54529079e+02
 -1.44471640e+02 -1.27391766e-02  1.54039271e+02 -1.43950644e+02
  4.91778815e-01  1.54512336e+02 -1.44434182e+02  8.98928251e-03
  1.54048422e+02 -1.43949585e+02  5.10729274e-01  1.54538071e+02
 -1.44452225e+02  1.54511585e-02  1.54024815e+02 -1.43970278e+02
  5.35170182e-01  1.54519351e+02 -1.44416011e+02  8.30883516e-03
  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
 -1.44434242e+02  1.45623826e-02  1.54032765e+02 -1.43940182e+02
  4.87339881e-01  1.54521310e+02 -1.44433078e+02 -7.85818501e-03
  1.54042531e+02 -1.43938817e+02  4.82435352e-01  1.54530101e+02
 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
Saving figure to  wave_resid_43670005_fiber76.png
Final values:
res:  -0.0009661038602644112 0.023563634505791912
pars:  [ 1.21891463e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
 -1.44423990e+02  1.13958575e-02  1.54044945e+02 -1.43941493e+02
  5.05438107e-01  1.54523734e+02 -1.44459461e+02  1.31348965e-02
  1.54031730e+02 -1.43958791e+02  4.95043387e-01  1.54517508e+02
 -1.44435399e+02  7.84424443e-03  1.54049181e+02 -1.43939749e+02
  5.21355287e-01  1.54541530e+02 -1.44420056e+02  1.40234621e-02
  1.54040278e+02 -1.43938791e+02  5.38480530e-01  1.54517884e+02
 -1.44436867e+02  4.07169135e-02  1.54048888e+02 -1.43954806e+02
  4.85974955e-01  1.54531229e+02 -1.44444599e+02  2.25214725e-02
  1.54051334e+02 -1.43957417e+02  5.07038651e-01  1.54529079e+02
 -1.44471640e+02 -1.27391766e-02  1.54039271e+02 -1.43950644e+02
  4.91778815e-01  1.54512336e+02 -1.44434182e+02  8.98928251e-03
  1.54048422e+02 -1.43949585e+02  5.10729274e-01  1.54538071e+02
 -1.44452225e+02  1.54511585e-02  1.54024815e+02 -1.43970278e+02
  5.35170182e-01  1.54519351e+02 -1.44416011e+02  8.30883516e-03
  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
 -1.44434242e+02  1.45623826e-02  1.54032765e+02 -1.43940182e+02
  4.87339881e-01  1.54521310e+02 -1.44433078e+02 -7.85818501e-03
  1.54042531e+02 -1.43938817e+02  4.82435352e-01  1.54530101e+02
 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
76 [ 1.21891463e-10 -1.03176323e-05 -2.82884420e-01  1.61507150e+04
 -1.44423990e+02  1.13958575e-02  1.54044945e+02 -1.43941493e+02
  5.05438107e-01  1.54523734e+02 -1.44459461e+02  1.31348965e-02
  1.54031730e+02 -1.43958791e+02  4.95043387e-01  1.54517508e+02
 -1.44435399e+02  7.84424443e-03  1.54049181e+02 -1.43939749e+02
  5.21355287e-01  1.54541530e+02 -1.44420056e+02  1.40234621e-02
  1.54040278e+02 -1.43938791e+02  5.38480530e-01  1.54517884e+02
 -1.44436867e+02  4.07169135e-02  1.54048888e+02 -1.43954806e+02
  4.85974955e-01  1.54531229e+02 -1.44444599e+02  2.25214725e-02
  1.54051334e+02 -1.43957417e+02  5.07038651e-01  1.54529079e+02
 -1.44471640e+02 -1.27391766e-02  1.54039271e+02 -1.43950644e+02
  4.91778815e-01  1.54512336e+02 -1.44434182e+02  8.98928251e-03
  1.54048422e+02 -1.43949585e+02  5.10729274e-01  1.54538071e+02
 -1.44452225e+02  1.54511585e-02  1.54024815e+02 -1.43970278e+02
  5.35170182e-01  1.54519351e+02 -1.44416011e+02  8.30883516e-03
  1.54041261e+02 -1.43941441e+02  5.11303244e-01  1.54532872e+02
 -1.44434242e+02  1.45623826e-02  1.54032765e+02 -1.43940182e+02
  4.87339881e-01  1.54521310e+02 -1.44433078e+02 -7.85818501e-03
  1.54042531e+02 -1.43938817e+02  4.82435352e-01  1.54530101e+02
 -1.44474543e+02 -1.42923521e-02  1.54029440e+02 -1.43972242e+02
  5.21599122e-01  1.54518573e+02]
--- Row 78/300 row=77 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  77
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=77 ---
Niter:  0 row:  77 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -0.001158459258476796 0.015306127630537958 0.03304627081799856
[ 1.20941617e-10 -1.03166941e-05 -2.82871988e-01  1.61506995e+04
 -1.44500446e+02 -1.84955048e-13  1.54079266e+02]
Niter:  1 row:  77 ngroup:  1 nlines:  250 gd:  233
[ 1.20941617e-10 -1.03166941e-05 -2.82871988e-01  1.61506995e+04
 -1.44500446e+02 -1.84955048e-13  1.54079266e+02]
res:  233 -0.0007433683931594715 0.015147562612582988 0.024880435111030733
[ 1.21027218e-10 -1.03167499e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
Niter:  2 row:  77 ngroup:  1 nlines:  250 gd:  232
[ 1.21027218e-10 -1.03167499e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
res:  232 -0.0006331688728096196 0.01504095516702364 0.02449411026552588
[ 1.21016276e-10 -1.03167499e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
Niter:  3 row:  77 ngroup:  1 nlines:  250 gd:  232
[ 1.21016276e-10 -1.03167499e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
res:  232 -0.0007873219310567947 0.015147720219829353 0.02449468397619046
[ 1.21023251e-10 -1.03167375e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
Niter:  4 row:  77 ngroup:  1 nlines:  250 gd:  232
[ 1.21023251e-10 -1.03167375e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
res:  232 -0.0006782729824408307 0.015044764309095626 0.024494048666288994
[ 1.21014255e-10 -1.03167375e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
Niter:  5 row:  77 ngroup:  1 nlines:  250 gd:  232
[ 1.21014255e-10 -1.03167375e-05 -2.82875459e-01  1.61506988e+04
 -1.44487871e+02 -1.26605752e-11  1.54055233e+02]
res:  232 -0.0009328968708359753 0.015262397583683196 0.02448598153975688
[ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02]
Niter:  6 row:  77 ngroup:  1 nlines:  250 gd:  232
[ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02]
res:  232 -0.0009328968708359753 0.015262397583683196 0.02448598153975688
[ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02]
Final values:
res:  -0.0009328968708359753 0.02448598153975688
pars:  [ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02]
77 [ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02]
elapsed: 3.0 sec.
Niter:  0 row:  77 ngroup:  26 nlines:  6421 gd:  6421
[ 1.21082143e-10 -1.03168919e-05 -2.82875678e-01  1.61506989e+04
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02 -1.44496268e+02  1.91895118e-08
  1.54053792e+02 -1.44496268e+02  1.91895118e-08  1.54053792e+02
 -1.44496268e+02  1.91895118e-08  1.54053792e+02 -1.44496268e+02
  1.91895118e-08  1.54053792e+02]
res:  6421 0.00032492705577169545 0.015322720519179711 0.03317687891982907
[ 1.21082156e-10 -1.03168909e-05 -2.82875650e-01  1.61506973e+04
 -1.44487373e+02 -8.11604089e-03  1.54050175e+02 -1.43979441e+02
  5.04756658e-01  1.54541705e+02 -1.44495428e+02 -2.02311170e-02
  1.54050140e+02 -1.44013653e+02  4.72490323e-01  1.54530791e+02
 -1.44484838e+02 -6.56949702e-03  1.54047117e+02 -1.43979911e+02
  5.14478538e-01  1.54547402e+02 -1.44480032e+02 -1.06426975e-04
  1.54045358e+02 -1.43983801e+02  4.94082992e-01  1.54525731e+02
 -1.44481766e+02 -6.88701951e-04  1.54047603e+02 -1.43978796e+02
  5.11784762e-01  1.54541053e+02 -1.44483367e+02 -6.43467540e-03
  1.54057236e+02 -1.43975248e+02  4.88762512e-01  1.54544818e+02
 -1.44526470e+02 -3.22562698e-02  1.54031671e+02 -1.44017630e+02
  4.89263695e-01  1.54528327e+02 -1.44482319e+02  2.10208634e-02
  1.54063779e+02 -1.44006161e+02  5.17925042e-01  1.54552453e+02
 -1.44504381e+02  1.63061075e-04  1.54040166e+02 -1.44021983e+02
  4.78411650e-01  1.54543360e+02 -1.44502143e+02  3.93360846e-03
  1.54051015e+02 -1.43979300e+02  4.88659581e-01  1.54539784e+02
 -1.44489571e+02 -2.65000938e-02  1.54030912e+02 -1.43987442e+02
  4.61374564e-01  1.54531240e+02 -1.44494258e+02 -9.54825830e-03
  1.54047297e+02 -1.44029789e+02  5.04550852e-01  1.54529120e+02
 -1.44519163e+02 -1.60546614e-02  1.54044569e+02 -1.44045435e+02
  4.64505469e-01  1.54521695e+02]
Niter:  1 row:  77 ngroup:  26 nlines:  6421 gd:  5998
[ 1.21082156e-10 -1.03168909e-05 -2.82875650e-01  1.61506973e+04
 -1.44487373e+02 -8.11604089e-03  1.54050175e+02 -1.43979441e+02
  5.04756658e-01  1.54541705e+02 -1.44495428e+02 -2.02311170e-02
  1.54050140e+02 -1.44013653e+02  4.72490323e-01  1.54530791e+02
 -1.44484838e+02 -6.56949702e-03  1.54047117e+02 -1.43979911e+02
  5.14478538e-01  1.54547402e+02 -1.44480032e+02 -1.06426975e-04
  1.54045358e+02 -1.43983801e+02  4.94082992e-01  1.54525731e+02
 -1.44481766e+02 -6.88701951e-04  1.54047603e+02 -1.43978796e+02
  5.11784762e-01  1.54541053e+02 -1.44483367e+02 -6.43467540e-03
  1.54057236e+02 -1.43975248e+02  4.88762512e-01  1.54544818e+02
 -1.44526470e+02 -3.22562698e-02  1.54031671e+02 -1.44017630e+02
  4.89263695e-01  1.54528327e+02 -1.44482319e+02  2.10208634e-02
  1.54063779e+02 -1.44006161e+02  5.17925042e-01  1.54552453e+02
 -1.44504381e+02  1.63061075e-04  1.54040166e+02 -1.44021983e+02
  4.78411650e-01  1.54543360e+02 -1.44502143e+02  3.93360846e-03
  1.54051015e+02 -1.43979300e+02  4.88659581e-01  1.54539784e+02
 -1.44489571e+02 -2.65000938e-02  1.54030912e+02 -1.43987442e+02
  4.61374564e-01  1.54531240e+02 -1.44494258e+02 -9.54825830e-03
  1.54047297e+02 -1.44029789e+02  5.04550852e-01  1.54529120e+02
 -1.44519163e+02 -1.60546614e-02  1.54044569e+02 -1.44045435e+02
  4.64505469e-01  1.54521695e+02]
res:  5998 -0.0003976769221480936 0.015473234154342208 0.025201897797381703
[ 1.21082168e-10 -1.03168898e-05 -2.82875622e-01  1.61506957e+04
 -1.44510191e+02 -1.48604004e-02  1.54044338e+02 -1.43991782e+02
  4.80191132e-01  1.54539865e+02 -1.44496962e+02 -3.04933308e-02
  1.54048535e+02 -1.44020593e+02  4.72226973e-01  1.54519919e+02
 -1.44478594e+02 -3.13869436e-02  1.54044730e+02 -1.43997933e+02
  4.99522822e-01  1.54540704e+02 -1.44487000e+02 -1.90859642e-02
  1.54045229e+02 -1.43995659e+02  4.83810288e-01  1.54520829e+02
 -1.44488403e+02 -2.95118052e-02  1.54040089e+02 -1.43992071e+02
  4.92315292e-01  1.54539046e+02 -1.44489977e+02 -2.31578254e-02
  1.54048350e+02 -1.43987887e+02  4.64854887e-01  1.54535127e+02
 -1.44533557e+02 -4.99519105e-02  1.54037938e+02 -1.44019115e+02
  4.76028036e-01  1.54521180e+02 -1.44495078e+02 -1.79185519e-03
  1.54054929e+02 -1.44011903e+02  4.95070262e-01  1.54545936e+02
 -1.44511426e+02 -2.16638670e-02  1.54029137e+02 -1.44023490e+02
  4.63551341e-01  1.54534805e+02 -1.44503657e+02 -5.57877992e-03
  1.54046285e+02 -1.43986873e+02  4.67377542e-01  1.54537400e+02
 -1.44496545e+02 -3.60888660e-02  1.54021895e+02 -1.44007855e+02
  4.59429459e-01  1.54524422e+02 -1.44506480e+02 -3.49642677e-02
  1.54036795e+02 -1.44034736e+02  4.82046071e-01  1.54524637e+02
 -1.44526365e+02 -3.02454385e-02  1.54040607e+02 -1.44033218e+02
  4.60616291e-01  1.54519213e+02]
Niter:  2 row:  77 ngroup:  26 nlines:  6421 gd:  5998
[ 1.21082168e-10 -1.03168898e-05 -2.82875622e-01  1.61506957e+04
 -1.44510191e+02 -1.48604004e-02  1.54044338e+02 -1.43991782e+02
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 -1.44478594e+02 -3.13869436e-02  1.54044730e+02 -1.43997933e+02
  4.99522822e-01  1.54540704e+02 -1.44487000e+02 -1.90859642e-02
  1.54045229e+02 -1.43995659e+02  4.83810288e-01  1.54520829e+02
 -1.44488403e+02 -2.95118052e-02  1.54040089e+02 -1.43992071e+02
  4.92315292e-01  1.54539046e+02 -1.44489977e+02 -2.31578254e-02
  1.54048350e+02 -1.43987887e+02  4.64854887e-01  1.54535127e+02
 -1.44533557e+02 -4.99519105e-02  1.54037938e+02 -1.44019115e+02
  4.76028036e-01  1.54521180e+02 -1.44495078e+02 -1.79185519e-03
  1.54054929e+02 -1.44011903e+02  4.95070262e-01  1.54545936e+02
 -1.44511426e+02 -2.16638670e-02  1.54029137e+02 -1.44023490e+02
  4.63551341e-01  1.54534805e+02 -1.44503657e+02 -5.57877992e-03
  1.54046285e+02 -1.43986873e+02  4.67377542e-01  1.54537400e+02
 -1.44496545e+02 -3.60888660e-02  1.54021895e+02 -1.44007855e+02
  4.59429459e-01  1.54524422e+02 -1.44506480e+02 -3.49642677e-02
  1.54036795e+02 -1.44034736e+02  4.82046071e-01  1.54524637e+02
 -1.44526365e+02 -3.02454385e-02  1.54040607e+02 -1.44033218e+02
  4.60616291e-01  1.54519213e+02]
res:  5998 -0.0004022329503641231 0.015297887019187328 0.025171789775522688
[ 1.21082180e-10 -1.03168888e-05 -2.82875594e-01  1.61506940e+04
 -1.44517152e+02 -2.05590638e-02  1.54039612e+02 -1.43998749e+02
  4.74513603e-01  1.54539129e+02 -1.44503944e+02 -3.61846507e-02
  1.54045864e+02 -1.44027575e+02  4.66530637e-01  1.54515182e+02
 -1.44485570e+02 -4.04360823e-02  1.54041809e+02 -1.44010210e+02
  4.90315945e-01  1.54535968e+02 -1.44493968e+02 -2.83680690e-02
  1.54040498e+02 -1.44002632e+02  4.78115237e-01  1.54516093e+02
 -1.44495385e+02 -3.89116563e-02  1.54035366e+02 -1.43999079e+02
  4.86606480e-01  1.54534313e+02 -1.44496974e+02 -2.88413283e-02
  1.54043626e+02 -1.43994855e+02  4.55528148e-01  1.54530399e+02
 -1.44540525e+02 -5.56551593e-02  1.54033208e+02 -1.44026093e+02
  4.66957912e-01  1.54516451e+02 -1.44502053e+02 -1.09105775e-02
  1.54050194e+02 -1.44018884e+02  4.85582174e-01  1.54541196e+02
 -1.44518403e+02 -3.06641010e-02  1.54024415e+02 -1.44024776e+02
  4.54316541e-01  1.54528150e+02 -1.44505204e+02 -1.12532551e-02
  1.54041561e+02 -1.43993842e+02  4.58296168e-01  1.54532667e+02
 -1.44503518e+02 -4.17893327e-02  1.54017168e+02 -1.44014813e+02
  4.67987257e-01  1.54519696e+02 -1.44513443e+02 -4.42471742e-02
  1.54032066e+02 -1.44041684e+02  4.69191127e-01  1.54519902e+02
 -1.44533316e+02 -3.90415718e-02  1.54035880e+02 -1.44034582e+02
  4.54906817e-01  1.54514477e+02]
Niter:  3 row:  77 ngroup:  26 nlines:  6421 gd:  5996
[ 1.21082180e-10 -1.03168888e-05 -2.82875594e-01  1.61506940e+04
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 -1.44485570e+02 -4.04360823e-02  1.54041809e+02 -1.44010210e+02
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  1.54040498e+02 -1.44002632e+02  4.78115237e-01  1.54516093e+02
 -1.44495385e+02 -3.89116563e-02  1.54035366e+02 -1.43999079e+02
  4.86606480e-01  1.54534313e+02 -1.44496974e+02 -2.88413283e-02
  1.54043626e+02 -1.43994855e+02  4.55528148e-01  1.54530399e+02
 -1.44540525e+02 -5.56551593e-02  1.54033208e+02 -1.44026093e+02
  4.66957912e-01  1.54516451e+02 -1.44502053e+02 -1.09105775e-02
  1.54050194e+02 -1.44018884e+02  4.85582174e-01  1.54541196e+02
 -1.44518403e+02 -3.06641010e-02  1.54024415e+02 -1.44024776e+02
  4.54316541e-01  1.54528150e+02 -1.44505204e+02 -1.12532551e-02
  1.54041561e+02 -1.43993842e+02  4.58296168e-01  1.54532667e+02
 -1.44503518e+02 -4.17893327e-02  1.54017168e+02 -1.44014813e+02
  4.67987257e-01  1.54519696e+02 -1.44513443e+02 -4.42471742e-02
  1.54032066e+02 -1.44041684e+02  4.69191127e-01  1.54519902e+02
 -1.44533316e+02 -3.90415718e-02  1.54035880e+02 -1.44034582e+02
  4.54906817e-01  1.54514477e+02]
res:  5996 -0.00036075546449865215 0.015031061469926499 0.025088886329268496
[ 1.22103028e-10 -1.03166815e-05 -2.82887966e-01  1.61506924e+04
 -1.44456812e+02 -2.73321136e-02  1.53994775e+02 -1.43938303e+02
  4.65735408e-01  1.54494122e+02 -1.44443160e+02 -4.31865281e-02
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 -1.44424816e+02 -4.71056624e-02  1.53997629e+02 -1.43949383e+02
  4.79026754e-01  1.54490393e+02 -1.44433382e+02 -4.11009760e-02
  1.53995371e+02 -1.43941922e+02  4.71474378e-01  1.54470482e+02
 -1.44434434e+02 -4.55422455e-02  1.53990623e+02 -1.43937806e+02
  4.81115356e-01  1.54488912e+02 -1.44435996e+02 -3.70332776e-02
  1.53998938e+02 -1.43934347e+02  4.48305805e-01  1.54485699e+02
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  4.61066900e-01  1.54471682e+02 -1.44441706e+02 -2.18673239e-02
  1.54004770e+02 -1.43958015e+02  4.78886487e-01  1.54495557e+02
 -1.44457804e+02 -3.60082115e-02  1.53979418e+02 -1.43964250e+02
  4.47775057e-01  1.54483194e+02 -1.44444345e+02 -2.02787747e-02
  1.53997011e+02 -1.43933358e+02  4.49443319e-01  1.54487400e+02
 -1.44442964e+02 -4.83990409e-02  1.53972178e+02 -1.43954377e+02
  4.66520341e-01  1.54474938e+02 -1.44453198e+02 -5.21098697e-02
  1.53986954e+02 -1.43981503e+02  4.62700326e-01  1.54474386e+02
 -1.44472878e+02 -4.58653848e-02  1.53991143e+02 -1.43957021e+02
  4.49633901e-01  1.54469043e+02]
Niter:  4 row:  77 ngroup:  26 nlines:  6421 gd:  5966
[ 1.22103028e-10 -1.03166815e-05 -2.82887966e-01  1.61506924e+04
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 -1.44434434e+02 -4.55422455e-02  1.53990623e+02 -1.43937806e+02
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  4.61066900e-01  1.54471682e+02 -1.44441706e+02 -2.18673239e-02
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 -1.44457804e+02 -3.60082115e-02  1.53979418e+02 -1.43964250e+02
  4.47775057e-01  1.54483194e+02 -1.44444345e+02 -2.02787747e-02
  1.53997011e+02 -1.43933358e+02  4.49443319e-01  1.54487400e+02
 -1.44442964e+02 -4.83990409e-02  1.53972178e+02 -1.43954377e+02
  4.66520341e-01  1.54474938e+02 -1.44453198e+02 -5.21098697e-02
  1.53986954e+02 -1.43981503e+02  4.62700326e-01  1.54474386e+02
 -1.44472878e+02 -4.58653848e-02  1.53991143e+02 -1.43957021e+02
  4.49633901e-01  1.54469043e+02]
res:  5966 -0.0006953793599677738 0.014991503827332053 0.02460787271720986
[ 1.22103040e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
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  4.60672196e-01  1.54486772e+02 -1.44452451e+02 -4.86488319e-02
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 -1.44434048e+02 -5.25854265e-02  1.53992383e+02 -1.43958751e+02
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 -1.44489192e+02 -6.70228261e-02  1.53983009e+02 -1.43974609e+02
  4.59747674e-01  1.54466170e+02 -1.44451153e+02 -2.92623360e-02
  1.53999616e+02 -1.43967439e+02  4.73412406e-01  1.54490463e+02
 -1.44467083e+02 -4.15421623e-02  1.53974239e+02 -1.43973711e+02
  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
  1.53991797e+02 -1.43931698e+02  4.44088827e-01  1.54480127e+02
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 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
Niter:  5 row:  77 ngroup:  26 nlines:  6421 gd:  5962
[ 1.22103040e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
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  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
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 -1.44452181e+02 -5.74326664e-02  1.53966988e+02 -1.43968883e+02
  4.57098861e-01  1.54469756e+02 -1.44467162e+02 -5.36251555e-02
  1.53979767e+02 -1.43986033e+02  4.60907479e-01  1.54469247e+02
 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
res:  5962 -0.0007607032075611642 0.015040127691463567 0.02455440062818146
[ 1.22117907e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
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  4.72064021e-01  1.54483783e+02 -1.44445703e+02 -4.56957593e-02
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  4.59747674e-01  1.54466170e+02 -1.44451153e+02 -2.92623360e-02
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 -1.44467083e+02 -4.15421623e-02  1.53974239e+02 -1.43973711e+02
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  4.44098148e-01  1.54463926e+02]
Niter:  6 row:  77 ngroup:  26 nlines:  6421 gd:  5966
[ 1.22117907e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
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  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
  1.53991797e+02 -1.43931698e+02  4.44088827e-01  1.54480127e+02
 -1.44452181e+02 -5.74326664e-02  1.53966988e+02 -1.43968883e+02
  4.57098861e-01  1.54469756e+02 -1.44467162e+02 -5.36251555e-02
  1.53979767e+02 -1.43986033e+02  4.60907479e-01  1.54469247e+02
 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
res:  5966 -0.0007697688724874752 0.015049109711981146 0.024605857265507357
[ 1.22120632e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
 -1.44466199e+02 -3.30522263e-02  1.53985492e+02 -1.43947457e+02
  4.60672196e-01  1.54486772e+02 -1.44452451e+02 -4.86488319e-02
  1.53991670e+02 -1.43976864e+02  4.50745568e-01  1.54466481e+02
 -1.44434048e+02 -5.25854265e-02  1.53992383e+02 -1.43958751e+02
  4.75098837e-01  1.54485284e+02 -1.44442723e+02 -4.15059988e-02
  1.53988343e+02 -1.43956138e+02  4.63019095e-01  1.54465358e+02
 -1.44444071e+02 -5.10130197e-02  1.53983293e+02 -1.43947388e+02
  4.72064021e-01  1.54483783e+02 -1.44445703e+02 -4.56957593e-02
  1.53993719e+02 -1.43948082e+02  4.42872983e-01  1.54480148e+02
 -1.44489192e+02 -6.70228261e-02  1.53983009e+02 -1.43974609e+02
  4.59747674e-01  1.54466170e+02 -1.44451153e+02 -2.92623360e-02
  1.53999616e+02 -1.43967439e+02  4.73412406e-01  1.54490463e+02
 -1.44467083e+02 -4.15421623e-02  1.53974239e+02 -1.43973711e+02
  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
  1.53991797e+02 -1.43931698e+02  4.44088827e-01  1.54480127e+02
 -1.44452181e+02 -5.74326664e-02  1.53966988e+02 -1.43968883e+02
  4.57098861e-01  1.54469756e+02 -1.44467162e+02 -5.36251555e-02
  1.53979767e+02 -1.43986033e+02  4.60907479e-01  1.54469247e+02
 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
Saving figure to  wave_resid_43670005_fiber77.png
Final values:
res:  -0.0007697688724874752 0.024605857265507357
pars:  [ 1.22120632e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
 -1.44466199e+02 -3.30522263e-02  1.53985492e+02 -1.43947457e+02
  4.60672196e-01  1.54486772e+02 -1.44452451e+02 -4.86488319e-02
  1.53991670e+02 -1.43976864e+02  4.50745568e-01  1.54466481e+02
 -1.44434048e+02 -5.25854265e-02  1.53992383e+02 -1.43958751e+02
  4.75098837e-01  1.54485284e+02 -1.44442723e+02 -4.15059988e-02
  1.53988343e+02 -1.43956138e+02  4.63019095e-01  1.54465358e+02
 -1.44444071e+02 -5.10130197e-02  1.53983293e+02 -1.43947388e+02
  4.72064021e-01  1.54483783e+02 -1.44445703e+02 -4.56957593e-02
  1.53993719e+02 -1.43948082e+02  4.42872983e-01  1.54480148e+02
 -1.44489192e+02 -6.70228261e-02  1.53983009e+02 -1.43974609e+02
  4.59747674e-01  1.54466170e+02 -1.44451153e+02 -2.92623360e-02
  1.53999616e+02 -1.43967439e+02  4.73412406e-01  1.54490463e+02
 -1.44467083e+02 -4.15421623e-02  1.53974239e+02 -1.43973711e+02
  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
  1.53991797e+02 -1.43931698e+02  4.44088827e-01  1.54480127e+02
 -1.44452181e+02 -5.74326664e-02  1.53966988e+02 -1.43968883e+02
  4.57098861e-01  1.54469756e+02 -1.44467162e+02 -5.36251555e-02
  1.53979767e+02 -1.43986033e+02  4.60907479e-01  1.54469247e+02
 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
77 [ 1.22120632e-10 -1.03166825e-05 -2.82887937e-01  1.61506908e+04
 -1.44466199e+02 -3.30522263e-02  1.53985492e+02 -1.43947457e+02
  4.60672196e-01  1.54486772e+02 -1.44452451e+02 -4.86488319e-02
  1.53991670e+02 -1.43976864e+02  4.50745568e-01  1.54466481e+02
 -1.44434048e+02 -5.25854265e-02  1.53992383e+02 -1.43958751e+02
  4.75098837e-01  1.54485284e+02 -1.44442723e+02 -4.15059988e-02
  1.53988343e+02 -1.43956138e+02  4.63019095e-01  1.54465358e+02
 -1.44444071e+02 -5.10130197e-02  1.53983293e+02 -1.43947388e+02
  4.72064021e-01  1.54483783e+02 -1.44445703e+02 -4.56957593e-02
  1.53993719e+02 -1.43948082e+02  4.42872983e-01  1.54480148e+02
 -1.44489192e+02 -6.70228261e-02  1.53983009e+02 -1.43974609e+02
  4.59747674e-01  1.54466170e+02 -1.44451153e+02 -2.92623360e-02
  1.53999616e+02 -1.43967439e+02  4.73412406e-01  1.54490463e+02
 -1.44467083e+02 -4.15421623e-02  1.53974239e+02 -1.43973711e+02
  4.49976905e-01  1.54477622e+02 -1.44453702e+02 -2.88605570e-02
  1.53991797e+02 -1.43931698e+02  4.44088827e-01  1.54480127e+02
 -1.44452181e+02 -5.74326664e-02  1.53966988e+02 -1.43968883e+02
  4.57098861e-01  1.54469756e+02 -1.44467162e+02 -5.36251555e-02
  1.53979767e+02 -1.43986033e+02  4.60907479e-01  1.54469247e+02
 -1.44476712e+02 -6.12285480e-02  1.53983910e+02 -1.43971927e+02
  4.44098148e-01  1.54463926e+02]
--- Row 79/300 row=78 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  78
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=78 ---
Niter:  0 row:  78 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0001852263740147464 0.014704271208756836 0.031124131427459692
[ 1.21605647e-10 -1.03168015e-05 -2.82883570e-01  1.61506806e+04
 -1.44484007e+02 -5.66465576e-14  1.54025541e+02]
Niter:  1 row:  78 ngroup:  1 nlines:  240 gd:  225
[ 1.21605647e-10 -1.03168015e-05 -2.82883570e-01  1.61506806e+04
 -1.44484007e+02 -5.66465576e-14  1.54025541e+02]
res:  225 0.0011289133653917816 0.014244292688090354 0.024073862185936233
[ 1.21781943e-10 -1.03175058e-05 -2.82885963e-01  1.61506827e+04
 -1.44480162e+02  6.67428669e-11  1.54018511e+02]
Niter:  2 row:  78 ngroup:  1 nlines:  240 gd:  224
[ 1.21781943e-10 -1.03175058e-05 -2.82885963e-01  1.61506827e+04
 -1.44480162e+02  6.67428669e-11  1.54018511e+02]
res:  224 0.0011667176595437923 0.0142971977520574 0.023709176152863557
[ 1.21775793e-10 -1.03175058e-05 -2.82885963e-01  1.61506827e+04
 -1.44480162e+02  6.67428669e-11  1.54018511e+02]
Niter:  3 row:  78 ngroup:  1 nlines:  240 gd:  225
[ 1.21775793e-10 -1.03175058e-05 -2.82885963e-01  1.61506827e+04
 -1.44480162e+02  6.67428669e-11  1.54018511e+02]
res:  225 0.00060178651347087 0.014668135697320395 0.024045918706001958
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  1.51945069e-11  1.54022194e+02]
Niter:  4 row:  78 ngroup:  1 nlines:  240 gd:  225
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  1.51945069e-11  1.54022194e+02]
res:  225 0.0006017865125613753 0.014668135697320395 0.02404591870598556
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
Niter:  5 row:  78 ngroup:  1 nlines:  240 gd:  225
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
res:  225 0.0006017865125613753 0.014668135697320395 0.02404591870598556
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
Niter:  6 row:  78 ngroup:  1 nlines:  240 gd:  225
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
res:  225 0.0006017865125613753 0.014668135697320395 0.02404591870598556
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
Final values:
res:  0.0006017865125613753 0.02404591870598556
pars:  [ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
78 [ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02]
elapsed: 2.9 sec.
Niter:  0 row:  78 ngroup:  26 nlines:  6139 gd:  6139
[ 1.21821764e-10 -1.03177530e-05 -2.82885544e-01  1.61506838e+04
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02 -1.44490971e+02  9.95000760e-08
  1.54022194e+02 -1.44490971e+02  9.95000760e-08  1.54022194e+02
 -1.44490971e+02  9.95000760e-08  1.54022194e+02 -1.44490971e+02
  9.95000760e-08  1.54022194e+02]
res:  6139 0.00019325863831909373 0.014002528161654482 0.030048329330672488
[ 1.21821776e-10 -1.03177520e-05 -2.82885516e-01  1.61506822e+04
 -1.44486339e+02  4.50873886e-03  1.54010627e+02 -1.43977090e+02
  4.85851563e-01  1.54512288e+02 -1.44512512e+02 -6.58736591e-03
  1.53994691e+02 -1.44009752e+02  4.72450122e-01  1.54491497e+02
 -1.44483580e+02 -1.19157127e-02  1.54021454e+02 -1.44009783e+02
  4.88739147e-01  1.54515162e+02 -1.44492423e+02 -1.28315645e-02
  1.54017805e+02 -1.43986974e+02  4.81968931e-01  1.54499230e+02
 -1.44482138e+02 -9.66401548e-04  1.54009042e+02 -1.43982935e+02
  4.93988513e-01  1.54507754e+02 -1.44511130e+02 -7.67922383e-03
  1.54019023e+02 -1.43990972e+02  4.93096397e-01  1.54501336e+02
 -1.44510407e+02 -2.57002422e-02  1.53992815e+02 -1.43992776e+02
  4.84002963e-01  1.54484309e+02 -1.44488253e+02 -9.43945276e-03
  1.54020982e+02 -1.43994080e+02  4.78928772e-01  1.54514709e+02
 -1.44503353e+02 -2.35587783e-02  1.54005553e+02 -1.43995643e+02
  4.48580395e-01  1.54500190e+02 -1.44502883e+02 -1.24092513e-02
  1.54020493e+02 -1.44002913e+02  4.62428171e-01  1.54507267e+02
 -1.44505431e+02 -3.89143873e-02  1.53989851e+02 -1.43980040e+02
  4.63895073e-01  1.54488714e+02 -1.44517671e+02 -9.93186813e-03
  1.54008222e+02 -1.43994232e+02  4.56402155e-01  1.54497645e+02
 -1.44521506e+02 -3.62651669e-02  1.54000244e+02 -1.43993680e+02
  4.77603226e-01  1.54482782e+02]
Niter:  1 row:  78 ngroup:  26 nlines:  6139 gd:  5769
[ 1.21821776e-10 -1.03177520e-05 -2.82885516e-01  1.61506822e+04
 -1.44486339e+02  4.50873886e-03  1.54010627e+02 -1.43977090e+02
  4.85851563e-01  1.54512288e+02 -1.44512512e+02 -6.58736591e-03
  1.53994691e+02 -1.44009752e+02  4.72450122e-01  1.54491497e+02
 -1.44483580e+02 -1.19157127e-02  1.54021454e+02 -1.44009783e+02
  4.88739147e-01  1.54515162e+02 -1.44492423e+02 -1.28315645e-02
  1.54017805e+02 -1.43986974e+02  4.81968931e-01  1.54499230e+02
 -1.44482138e+02 -9.66401548e-04  1.54009042e+02 -1.43982935e+02
  4.93988513e-01  1.54507754e+02 -1.44511130e+02 -7.67922383e-03
  1.54019023e+02 -1.43990972e+02  4.93096397e-01  1.54501336e+02
 -1.44510407e+02 -2.57002422e-02  1.53992815e+02 -1.43992776e+02
  4.84002963e-01  1.54484309e+02 -1.44488253e+02 -9.43945276e-03
  1.54020982e+02 -1.43994080e+02  4.78928772e-01  1.54514709e+02
 -1.44503353e+02 -2.35587783e-02  1.54005553e+02 -1.43995643e+02
  4.48580395e-01  1.54500190e+02 -1.44502883e+02 -1.24092513e-02
  1.54020493e+02 -1.44002913e+02  4.62428171e-01  1.54507267e+02
 -1.44505431e+02 -3.89143873e-02  1.53989851e+02 -1.43980040e+02
  4.63895073e-01  1.54488714e+02 -1.44517671e+02 -9.93186813e-03
  1.54008222e+02 -1.43994232e+02  4.56402155e-01  1.54497645e+02
 -1.44521506e+02 -3.62651669e-02  1.54000244e+02 -1.43993680e+02
  4.77603226e-01  1.54482782e+02]
res:  5769 -0.00040069508395390585 0.013850112909494783 0.022664395443286033
[ 1.21821788e-10 -1.03177509e-05 -2.82885488e-01  1.61506806e+04
 -1.44504895e+02 -8.01900937e-03  1.54010896e+02 -1.43997073e+02
  4.63209479e-01  1.54507559e+02 -1.44518247e+02 -2.56766504e-02
  1.53989816e+02 -1.44022329e+02  4.57250328e-01  1.54484385e+02
 -1.44493784e+02 -2.07807253e-02  1.54012584e+02 -1.44011937e+02
  4.67982212e-01  1.54503624e+02 -1.44504254e+02 -3.25937562e-02
  1.54011489e+02 -1.43998795e+02  4.58400248e-01  1.54488482e+02
 -1.44493692e+02 -2.12224191e-02  1.54004884e+02 -1.43996411e+02
  4.85792789e-01  1.54503155e+02 -1.44517432e+02 -1.68229548e-02
  1.54011821e+02 -1.44003706e+02  4.83850095e-01  1.54495836e+02
 -1.44517377e+02 -3.53415571e-02  1.53990724e+02 -1.44000388e+02
  4.70468097e-01  1.54486336e+02 -1.44498242e+02 -1.42431328e-02
  1.54015939e+02 -1.44000833e+02  4.60879777e-01  1.54511801e+02
 -1.44506914e+02 -4.04082975e-02  1.53999006e+02 -1.44003804e+02
  4.38046067e-01  1.54498902e+02 -1.44509841e+02 -3.73649206e-02
  1.54017574e+02 -1.44004747e+02  4.68371040e-01  1.54502552e+02
 -1.44513951e+02 -5.05047986e-02  1.53994019e+02 -1.44007755e+02
  4.52524786e-01  1.54484084e+02 -1.44524659e+02 -2.40421126e-02
  1.54004154e+02 -1.44010238e+02  4.52955624e-01  1.54498478e+02
 -1.44528669e+02 -4.97688295e-02  1.53995181e+02 -1.44000625e+02
  4.48908352e-01  1.54481194e+02]
Niter:  2 row:  78 ngroup:  26 nlines:  6139 gd:  5766
[ 1.21821788e-10 -1.03177509e-05 -2.82885488e-01  1.61506806e+04
 -1.44504895e+02 -8.01900937e-03  1.54010896e+02 -1.43997073e+02
  4.63209479e-01  1.54507559e+02 -1.44518247e+02 -2.56766504e-02
  1.53989816e+02 -1.44022329e+02  4.57250328e-01  1.54484385e+02
 -1.44493784e+02 -2.07807253e-02  1.54012584e+02 -1.44011937e+02
  4.67982212e-01  1.54503624e+02 -1.44504254e+02 -3.25937562e-02
  1.54011489e+02 -1.43998795e+02  4.58400248e-01  1.54488482e+02
 -1.44493692e+02 -2.12224191e-02  1.54004884e+02 -1.43996411e+02
  4.85792789e-01  1.54503155e+02 -1.44517432e+02 -1.68229548e-02
  1.54011821e+02 -1.44003706e+02  4.83850095e-01  1.54495836e+02
 -1.44517377e+02 -3.53415571e-02  1.53990724e+02 -1.44000388e+02
  4.70468097e-01  1.54486336e+02 -1.44498242e+02 -1.42431328e-02
  1.54015939e+02 -1.44000833e+02  4.60879777e-01  1.54511801e+02
 -1.44506914e+02 -4.04082975e-02  1.53999006e+02 -1.44003804e+02
  4.38046067e-01  1.54498902e+02 -1.44509841e+02 -3.73649206e-02
  1.54017574e+02 -1.44004747e+02  4.68371040e-01  1.54502552e+02
 -1.44513951e+02 -5.05047986e-02  1.53994019e+02 -1.44007755e+02
  4.52524786e-01  1.54484084e+02 -1.44524659e+02 -2.40421126e-02
  1.54004154e+02 -1.44010238e+02  4.52955624e-01  1.54498478e+02
 -1.44528669e+02 -4.97688295e-02  1.53995181e+02 -1.44000625e+02
  4.48908352e-01  1.54481194e+02]
res:  5766 -0.0005082368788862368 0.01397148775140522 0.022599838634047825
[ 1.21821801e-10 -1.03177499e-05 -2.82885460e-01  1.61506789e+04
 -1.44516678e+02 -1.37343008e-02  1.54008000e+02 -1.44004023e+02
  4.51297356e-01  1.54502830e+02 -1.44525216e+02 -4.38380016e-02
  1.53987011e+02 -1.44029277e+02  4.51543120e-01  1.54479658e+02
 -1.44500706e+02 -2.64888746e-02  1.54007853e+02 -1.44018927e+02
  4.62292265e-01  1.54498895e+02 -1.44511222e+02 -3.83048620e-02
  1.54004818e+02 -1.44005766e+02  4.49570618e-01  1.54483761e+02
 -1.44500654e+02 -2.97857570e-02  1.54000159e+02 -1.44003392e+02
  4.76668242e-01  1.54498428e+02 -1.44524416e+02 -2.25195875e-02
  1.54007094e+02 -1.44010665e+02  4.78145108e-01  1.54491100e+02
 -1.44524347e+02 -4.10588209e-02  1.53986006e+02 -1.44007391e+02
  4.64763630e-01  1.54483579e+02 -1.44505210e+02 -1.99473644e-02
  1.54011215e+02 -1.44007794e+02  4.45017514e-01  1.54507070e+02
 -1.44513891e+02 -4.94115661e-02  1.53994280e+02 -1.44010791e+02
  4.32345824e-01  1.54494184e+02 -1.44516800e+02 -4.61259330e-02
  1.54014704e+02 -1.44011711e+02  4.65622037e-01  1.54497820e+02
 -1.44520919e+02 -5.61996589e-02  1.53989291e+02 -1.44014724e+02
  4.46825126e-01  1.54479356e+02 -1.44531646e+02 -2.97557582e-02
  1.53999422e+02 -1.44017202e+02  4.47237627e-01  1.54493749e+02
 -1.44535627e+02 -5.87333656e-02  1.53990447e+02 -1.44007569e+02
  4.39619446e-01  1.54476468e+02]
Niter:  3 row:  78 ngroup:  26 nlines:  6139 gd:  5765
[ 1.21821801e-10 -1.03177499e-05 -2.82885460e-01  1.61506789e+04
 -1.44516678e+02 -1.37343008e-02  1.54008000e+02 -1.44004023e+02
  4.51297356e-01  1.54502830e+02 -1.44525216e+02 -4.38380016e-02
  1.53987011e+02 -1.44029277e+02  4.51543120e-01  1.54479658e+02
 -1.44500706e+02 -2.64888746e-02  1.54007853e+02 -1.44018927e+02
  4.62292265e-01  1.54498895e+02 -1.44511222e+02 -3.83048620e-02
  1.54004818e+02 -1.44005766e+02  4.49570618e-01  1.54483761e+02
 -1.44500654e+02 -2.97857570e-02  1.54000159e+02 -1.44003392e+02
  4.76668242e-01  1.54498428e+02 -1.44524416e+02 -2.25195875e-02
  1.54007094e+02 -1.44010665e+02  4.78145108e-01  1.54491100e+02
 -1.44524347e+02 -4.10588209e-02  1.53986006e+02 -1.44007391e+02
  4.64763630e-01  1.54483579e+02 -1.44505210e+02 -1.99473644e-02
  1.54011215e+02 -1.44007794e+02  4.45017514e-01  1.54507070e+02
 -1.44513891e+02 -4.94115661e-02  1.53994280e+02 -1.44010791e+02
  4.32345824e-01  1.54494184e+02 -1.44516800e+02 -4.61259330e-02
  1.54014704e+02 -1.44011711e+02  4.65622037e-01  1.54497820e+02
 -1.44520919e+02 -5.61996589e-02  1.53989291e+02 -1.44014724e+02
  4.46825126e-01  1.54479356e+02 -1.44531646e+02 -2.97557582e-02
  1.53999422e+02 -1.44017202e+02  4.47237627e-01  1.54493749e+02
 -1.44535627e+02 -5.87333656e-02  1.53990447e+02 -1.44007569e+02
  4.39619446e-01  1.54476468e+02]
res:  5765 -0.00074485831464699 0.013784803517410182 0.022528371786659365
[ 1.21780214e-10 -1.03172719e-05 -2.82884592e-01  1.61506773e+04
 -1.44520072e+02 -1.91075884e-02  1.54014798e+02 -1.44007481e+02
  4.44329146e-01  1.54509669e+02 -1.44528523e+02 -5.44197809e-02
  1.53993877e+02 -1.44032783e+02  4.46280552e-01  1.54486523e+02
 -1.44504494e+02 -3.17489889e-02  1.54014657e+02 -1.44022009e+02
  4.57104557e-01  1.54505738e+02 -1.44514498e+02 -4.36252005e-02
  1.54011720e+02 -1.44009013e+02  4.44303028e-01  1.54490753e+02
 -1.44503982e+02 -3.50986672e-02  1.54007065e+02 -1.44006548e+02
  4.71351831e-01  1.54505300e+02 -1.44527578e+02 -2.77687077e-02
  1.54013981e+02 -1.44014015e+02  4.72869020e-01  1.54497811e+02
 -1.44527608e+02 -4.63762414e-02  1.53993033e+02 -1.44010388e+02
  4.59431142e-01  1.54490374e+02 -1.44508493e+02 -2.52045302e-02
  1.54018146e+02 -1.44011148e+02  4.39787749e-01  1.54513871e+02
 -1.44517107e+02 -5.47978900e-02  1.54001152e+02 -1.44013856e+02
  4.27092842e-01  1.54501212e+02 -1.44520210e+02 -5.31334376e-02
  1.54021433e+02 -1.44015068e+02  4.60162702e-01  1.54504598e+02
 -1.44524232e+02 -6.14169483e-02  1.53996141e+02 -1.44018039e+02
  4.41610067e-01  1.54486215e+02 -1.44534789e+02 -3.50267568e-02
  1.54006209e+02 -1.44020553e+02  4.41887557e-01  1.54500588e+02
 -1.44539064e+02 -6.39501546e-02  1.53997182e+02 -1.44011064e+02
  4.34344202e-01  1.54483356e+02]
Niter:  4 row:  78 ngroup:  26 nlines:  6139 gd:  5757
[ 1.21780214e-10 -1.03172719e-05 -2.82884592e-01  1.61506773e+04
 -1.44520072e+02 -1.91075884e-02  1.54014798e+02 -1.44007481e+02
  4.44329146e-01  1.54509669e+02 -1.44528523e+02 -5.44197809e-02
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 -1.44504494e+02 -3.17489889e-02  1.54014657e+02 -1.44022009e+02
  4.57104557e-01  1.54505738e+02 -1.44514498e+02 -4.36252005e-02
  1.54011720e+02 -1.44009013e+02  4.44303028e-01  1.54490753e+02
 -1.44503982e+02 -3.50986672e-02  1.54007065e+02 -1.44006548e+02
  4.71351831e-01  1.54505300e+02 -1.44527578e+02 -2.77687077e-02
  1.54013981e+02 -1.44014015e+02  4.72869020e-01  1.54497811e+02
 -1.44527608e+02 -4.63762414e-02  1.53993033e+02 -1.44010388e+02
  4.59431142e-01  1.54490374e+02 -1.44508493e+02 -2.52045302e-02
  1.54018146e+02 -1.44011148e+02  4.39787749e-01  1.54513871e+02
 -1.44517107e+02 -5.47978900e-02  1.54001152e+02 -1.44013856e+02
  4.27092842e-01  1.54501212e+02 -1.44520210e+02 -5.31334376e-02
  1.54021433e+02 -1.44015068e+02  4.60162702e-01  1.54504598e+02
 -1.44524232e+02 -6.14169483e-02  1.53996141e+02 -1.44018039e+02
  4.41610067e-01  1.54486215e+02 -1.44534789e+02 -3.50267568e-02
  1.54006209e+02 -1.44020553e+02  4.41887557e-01  1.54500588e+02
 -1.44539064e+02 -6.39501546e-02  1.53997182e+02 -1.44011064e+02
  4.34344202e-01  1.54483356e+02]
res:  5757 -0.0006322259396256413 0.01377127475279849 0.02242478417733978
[ 1.21780226e-10 -1.03172709e-05 -2.82884563e-01  1.61506763e+04
 -1.44524841e+02 -1.96299006e-02  1.54011973e+02 -1.44012228e+02
  4.39385883e-01  1.54506846e+02 -1.44533319e+02 -6.23479288e-02
  1.53989206e+02 -1.44037521e+02  4.42761876e-01  1.54483698e+02
 -1.44509186e+02 -3.21681106e-02  1.54011827e+02 -1.44026839e+02
  4.53576261e-01  1.54502915e+02 -1.44519294e+02 -4.71729586e-02
  1.54008900e+02 -1.44013819e+02  4.40770407e-01  1.54489786e+02
 -1.44508775e+02 -3.57550240e-02  1.54004246e+02 -1.44011372e+02
  4.67817716e-01  1.54504284e+02 -1.44532400e+02 -3.13026402e-02
  1.54011166e+02 -1.44013934e+02  4.69342015e-01  1.54494978e+02
 -1.44532400e+02 -4.99214738e-02  1.53990231e+02 -1.44015238e+02
  4.55911922e-01  1.54489520e+02 -1.44513283e+02 -2.87419800e-02
  1.54017162e+02 -1.44015943e+02  4.36256411e-01  1.54511044e+02
 -1.44521913e+02 -5.83571273e-02  1.53998338e+02 -1.44018685e+02
  4.23553492e-01  1.54500155e+02 -1.44524993e+02 -5.49114412e-02
  1.54018605e+02 -1.44019842e+02  4.56600379e-01  1.54501771e+02
 -1.44529023e+02 -6.49399633e-02  1.53995110e+02 -1.44022822e+02
  4.38071642e-01  1.54487135e+02 -1.44539605e+02 -3.85695299e-02
  1.54003379e+02 -1.44025335e+02  4.38350695e-01  1.54497762e+02
 -1.44543828e+02 -6.74825084e-02  1.53994348e+02 -1.44015830e+02
  4.30817535e-01  1.54480526e+02]
Niter:  5 row:  78 ngroup:  26 nlines:  6139 gd:  5756
[ 1.21780226e-10 -1.03172709e-05 -2.82884563e-01  1.61506763e+04
 -1.44524841e+02 -1.96299006e-02  1.54011973e+02 -1.44012228e+02
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  4.53576261e-01  1.54502915e+02 -1.44519294e+02 -4.71729586e-02
  1.54008900e+02 -1.44013819e+02  4.40770407e-01  1.54489786e+02
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  4.67817716e-01  1.54504284e+02 -1.44532400e+02 -3.13026402e-02
  1.54011166e+02 -1.44013934e+02  4.69342015e-01  1.54494978e+02
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  4.55911922e-01  1.54489520e+02 -1.44513283e+02 -2.87419800e-02
  1.54017162e+02 -1.44015943e+02  4.36256411e-01  1.54511044e+02
 -1.44521913e+02 -5.83571273e-02  1.53998338e+02 -1.44018685e+02
  4.23553492e-01  1.54500155e+02 -1.44524993e+02 -5.49114412e-02
  1.54018605e+02 -1.44019842e+02  4.56600379e-01  1.54501771e+02
 -1.44529023e+02 -6.49399633e-02  1.53995110e+02 -1.44022822e+02
  4.38071642e-01  1.54487135e+02 -1.44539605e+02 -3.85695299e-02
  1.54003379e+02 -1.44025335e+02  4.38350695e-01  1.54497762e+02
 -1.44543828e+02 -6.74825084e-02  1.53994348e+02 -1.44015830e+02
  4.30817535e-01  1.54480526e+02]
res:  5756 -0.0006659934606432216 0.013539473940909375 0.022393084264739987
[ 1.21763583e-10 -1.03168258e-05 -2.82884469e-01  1.61506747e+04
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  4.31215596e-01  1.54509066e+02 -1.44531843e+02 -6.75535407e-02
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 -1.44508243e+02 -3.73469228e-02  1.54014020e+02 -1.44025101e+02
  4.48432978e-01  1.54505138e+02 -1.44517793e+02 -5.23670233e-02
  1.54011172e+02 -1.44012290e+02  4.35575877e-01  1.54492179e+02
 -1.44507346e+02 -4.09612333e-02  1.54006526e+02 -1.44009737e+02
  4.62640994e-01  1.54506576e+02 -1.44530754e+02 -3.64740540e-02
  1.54013434e+02 -1.44012435e+02  4.64147561e-01  1.54497095e+02
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  4.50692715e-01  1.54491743e+02 -1.44511785e+02 -3.39288428e-02
  1.54019468e+02 -1.44014545e+02  4.31076861e-01  1.54513235e+02
 -1.44520330e+02 -6.35338099e-02  1.54000590e+02 -1.44016951e+02
  4.18361735e-01  1.54502491e+02 -1.44523637e+02 -6.00970825e-02
  1.54020739e+02 -1.44018408e+02  4.51355409e-01  1.54503940e+02
 -1.44527551e+02 -7.01145272e-02  1.53997375e+02 -1.44021341e+02
  4.32898922e-01  1.54489373e+02 -1.44537916e+02 -4.37529945e-02
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 -1.44542482e+02 -7.26597202e-02  1.53996476e+02 -1.44014600e+02
  4.25622749e-01  1.54482777e+02]
Niter:  6 row:  78 ngroup:  26 nlines:  6139 gd:  5745
[ 1.21763583e-10 -1.03168258e-05 -2.82884469e-01  1.61506747e+04
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  4.18361735e-01  1.54502491e+02 -1.44523637e+02 -6.00970825e-02
  1.54020739e+02 -1.44018408e+02  4.51355409e-01  1.54503940e+02
 -1.44527551e+02 -7.01145272e-02  1.53997375e+02 -1.44021341e+02
  4.32898922e-01  1.54489373e+02 -1.44537916e+02 -4.37529945e-02
  1.54005555e+02 -1.44023909e+02  4.33147926e-01  1.54499981e+02
 -1.44542482e+02 -7.26597202e-02  1.53996476e+02 -1.44014600e+02
  4.25622749e-01  1.54482777e+02]
res:  5745 -0.0006689798829029314 0.013552356991567649 0.02225850988528908
[ 1.21766407e-10 -1.03168258e-05 -2.82884469e-01  1.61506747e+04
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 -1.44507346e+02 -4.09612333e-02  1.54006526e+02 -1.44009737e+02
  4.62640994e-01  1.54506576e+02 -1.44530754e+02 -3.64740540e-02
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 -1.44530874e+02 -5.51126293e-02  1.53992621e+02 -1.44013385e+02
  4.50692715e-01  1.54491743e+02 -1.44511785e+02 -3.39288428e-02
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 -1.44520330e+02 -6.35338099e-02  1.54000590e+02 -1.44016951e+02
  4.18361735e-01  1.54502491e+02 -1.44523637e+02 -6.00970825e-02
  1.54020739e+02 -1.44018408e+02  4.51355409e-01  1.54503940e+02
 -1.44527551e+02 -7.01145272e-02  1.53997375e+02 -1.44021341e+02
  4.32898922e-01  1.54489373e+02 -1.44537916e+02 -4.37529945e-02
  1.54005555e+02 -1.44023909e+02  4.33147926e-01  1.54499981e+02
 -1.44542482e+02 -7.26597202e-02  1.53996476e+02 -1.44014600e+02
  4.25622749e-01  1.54482777e+02]
Saving figure to  wave_resid_43670005_fiber78.png
Final values:
res:  -0.0006689798829029314 0.02225850988528908
pars:  [ 1.21766407e-10 -1.03168258e-05 -2.82884469e-01  1.61506747e+04
 -1.44523467e+02 -2.48556152e-02  1.54014164e+02 -1.44010923e+02
  4.31215596e-01  1.54509066e+02 -1.44531843e+02 -6.75535407e-02
  1.53991504e+02 -1.44036261e+02  4.37601117e-01  1.54485935e+02
 -1.44508243e+02 -3.73469228e-02  1.54014020e+02 -1.44025101e+02
  4.48432978e-01  1.54505138e+02 -1.44517793e+02 -5.23670233e-02
  1.54011172e+02 -1.44012290e+02  4.35575877e-01  1.54492179e+02
 -1.44507346e+02 -4.09612333e-02  1.54006526e+02 -1.44009737e+02
  4.62640994e-01  1.54506576e+02 -1.44530754e+02 -3.64740540e-02
  1.54013434e+02 -1.44012435e+02  4.64147561e-01  1.54497095e+02
 -1.44530874e+02 -5.51126293e-02  1.53992621e+02 -1.44013385e+02
  4.50692715e-01  1.54491743e+02 -1.44511785e+02 -3.39288428e-02
  1.54019468e+02 -1.44014545e+02  4.31076861e-01  1.54513235e+02
 -1.44520330e+02 -6.35338099e-02  1.54000590e+02 -1.44016951e+02
  4.18361735e-01  1.54502491e+02 -1.44523637e+02 -6.00970825e-02
  1.54020739e+02 -1.44018408e+02  4.51355409e-01  1.54503940e+02
 -1.44527551e+02 -7.01145272e-02  1.53997375e+02 -1.44021341e+02
  4.32898922e-01  1.54489373e+02 -1.44537916e+02 -4.37529945e-02
  1.54005555e+02 -1.44023909e+02  4.33147926e-01  1.54499981e+02
 -1.44542482e+02 -7.26597202e-02  1.53996476e+02 -1.44014600e+02
  4.25622749e-01  1.54482777e+02]
78 [ 1.21766407e-10 -1.03168258e-05 -2.82884469e-01  1.61506747e+04
 -1.44523467e+02 -2.48556152e-02  1.54014164e+02 -1.44010923e+02
  4.31215596e-01  1.54509066e+02 -1.44531843e+02 -6.75535407e-02
  1.53991504e+02 -1.44036261e+02  4.37601117e-01  1.54485935e+02
 -1.44508243e+02 -3.73469228e-02  1.54014020e+02 -1.44025101e+02
  4.48432978e-01  1.54505138e+02 -1.44517793e+02 -5.23670233e-02
  1.54011172e+02 -1.44012290e+02  4.35575877e-01  1.54492179e+02
 -1.44507346e+02 -4.09612333e-02  1.54006526e+02 -1.44009737e+02
  4.62640994e-01  1.54506576e+02 -1.44530754e+02 -3.64740540e-02
  1.54013434e+02 -1.44012435e+02  4.64147561e-01  1.54497095e+02
 -1.44530874e+02 -5.51126293e-02  1.53992621e+02 -1.44013385e+02
  4.50692715e-01  1.54491743e+02 -1.44511785e+02 -3.39288428e-02
  1.54019468e+02 -1.44014545e+02  4.31076861e-01  1.54513235e+02
 -1.44520330e+02 -6.35338099e-02  1.54000590e+02 -1.44016951e+02
  4.18361735e-01  1.54502491e+02 -1.44523637e+02 -6.00970825e-02
  1.54020739e+02 -1.44018408e+02  4.51355409e-01  1.54503940e+02
 -1.44527551e+02 -7.01145272e-02  1.53997375e+02 -1.44021341e+02
  4.32898922e-01  1.54489373e+02 -1.44537916e+02 -4.37529945e-02
  1.54005555e+02 -1.44023909e+02  4.33147926e-01  1.54499981e+02
 -1.44542482e+02 -7.26597202e-02  1.53996476e+02 -1.44014600e+02
  4.25622749e-01  1.54482777e+02]
--- Row 80/300 row=79 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  79
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=79 ---
Niter:  0 row:  79 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0008897373718355084 0.014731535158716724 0.032328274471772306
[ 1.21290029e-10 -1.03180681e-05 -2.82876584e-01  1.61506921e+04
 -1.44493746e+02 -3.41160276e-13  1.54061651e+02]
Niter:  1 row:  79 ngroup:  1 nlines:  247 gd:  234
[ 1.21290029e-10 -1.03180681e-05 -2.82876584e-01  1.61506921e+04
 -1.44493746e+02 -3.41160276e-13  1.54061651e+02]
res:  234 -0.0003485083598206984 0.014191757889420842 0.02534820908043438
[ 1.21548748e-10 -1.03180853e-05 -2.82882351e-01  1.61506932e+04
 -1.44450945e+02  2.77530438e-11  1.54033903e+02]
Niter:  2 row:  79 ngroup:  1 nlines:  247 gd:  231
[ 1.21548748e-10 -1.03180853e-05 -2.82882351e-01  1.61506932e+04
 -1.44450945e+02  2.77530438e-11  1.54033903e+02]
res:  231 0.00015390064800158143 0.014630768235292635 0.024346238788266805
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
Niter:  3 row:  79 ngroup:  1 nlines:  247 gd:  231
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
res:  231 0.00015390064800158143 0.014630768235292635 0.024346238788266805
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
Niter:  4 row:  79 ngroup:  1 nlines:  247 gd:  231
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
res:  231 0.00015390064800158143 0.014630768235292635 0.024346238788266805
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
Niter:  5 row:  79 ngroup:  1 nlines:  247 gd:  231
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
res:  231 0.00015390064800158143 0.014630768235292635 0.024346238788266805
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
Niter:  6 row:  79 ngroup:  1 nlines:  247 gd:  231
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
res:  231 0.00015390064800158143 0.014630768235292635 0.024346238788266805
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
Final values:
res:  0.00015390064800158143 0.024346238788266805
pars:  [ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
79 [ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02]
elapsed: 2.9 sec.
Niter:  0 row:  79 ngroup:  26 nlines:  6373 gd:  6373
[ 1.21523040e-10 -1.03178375e-05 -2.82882925e-01  1.61506941e+04
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02 -1.44430660e+02  2.03864836e-11
  1.54037473e+02 -1.44430660e+02  2.03864836e-11  1.54037473e+02
 -1.44430660e+02  2.03864836e-11  1.54037473e+02 -1.44430660e+02
  2.03864836e-11  1.54037473e+02]
res:  6373 0.0007560930753243156 0.014136770918412367 0.03142752683641027
[ 1.21523052e-10 -1.03178365e-05 -2.82882897e-01  1.61506925e+04
 -1.44443428e+02  1.77755210e-03  1.54033017e+02 -1.43968326e+02
  4.98416906e-01  1.54517940e+02 -1.44488930e+02 -1.55667159e-02
  1.54029429e+02 -1.43969923e+02  4.86811666e-01  1.54511749e+02
 -1.44472189e+02 -1.59955791e-02  1.54047494e+02 -1.43961912e+02
  5.11569909e-01  1.54538419e+02 -1.44461566e+02 -2.37717506e-02
  1.54029488e+02 -1.43967380e+02  4.83042118e-01  1.54510463e+02
 -1.44480875e+02  4.93000749e-03  1.54034122e+02 -1.43987106e+02
  4.95305715e-01  1.54532158e+02 -1.44468596e+02 -1.18326984e-02
  1.54041604e+02 -1.43938826e+02  4.81016445e-01  1.54530090e+02
 -1.44489703e+02 -2.08390113e-02  1.54013093e+02 -1.43970018e+02
  4.64324306e-01  1.54518083e+02 -1.44451525e+02 -1.00046357e-02
  1.54046482e+02 -1.43989460e+02  4.97852812e-01  1.54531038e+02
 -1.44470883e+02 -6.57451252e-03  1.54028479e+02 -1.43982419e+02
  4.73004077e-01  1.54521217e+02 -1.44489666e+02 -1.00955230e-02
  1.54033788e+02 -1.43980871e+02  4.72682228e-01  1.54532511e+02
 -1.44498386e+02 -1.65941744e-02  1.54012928e+02 -1.43992526e+02
  5.00530513e-01  1.54518695e+02 -1.44478037e+02 -1.84592129e-02
  1.54027659e+02 -1.43972593e+02  4.66743685e-01  1.54509490e+02
 -1.44511657e+02 -3.08375097e-02  1.54025930e+02 -1.43994939e+02
  4.51226173e-01  1.54504283e+02]
Niter:  1 row:  79 ngroup:  26 nlines:  6373 gd:  5963
[ 1.21523052e-10 -1.03178365e-05 -2.82882897e-01  1.61506925e+04
 -1.44443428e+02  1.77755210e-03  1.54033017e+02 -1.43968326e+02
  4.98416906e-01  1.54517940e+02 -1.44488930e+02 -1.55667159e-02
  1.54029429e+02 -1.43969923e+02  4.86811666e-01  1.54511749e+02
 -1.44472189e+02 -1.59955791e-02  1.54047494e+02 -1.43961912e+02
  5.11569909e-01  1.54538419e+02 -1.44461566e+02 -2.37717506e-02
  1.54029488e+02 -1.43967380e+02  4.83042118e-01  1.54510463e+02
 -1.44480875e+02  4.93000749e-03  1.54034122e+02 -1.43987106e+02
  4.95305715e-01  1.54532158e+02 -1.44468596e+02 -1.18326984e-02
  1.54041604e+02 -1.43938826e+02  4.81016445e-01  1.54530090e+02
 -1.44489703e+02 -2.08390113e-02  1.54013093e+02 -1.43970018e+02
  4.64324306e-01  1.54518083e+02 -1.44451525e+02 -1.00046357e-02
  1.54046482e+02 -1.43989460e+02  4.97852812e-01  1.54531038e+02
 -1.44470883e+02 -6.57451252e-03  1.54028479e+02 -1.43982419e+02
  4.73004077e-01  1.54521217e+02 -1.44489666e+02 -1.00955230e-02
  1.54033788e+02 -1.43980871e+02  4.72682228e-01  1.54532511e+02
 -1.44498386e+02 -1.65941744e-02  1.54012928e+02 -1.43992526e+02
  5.00530513e-01  1.54518695e+02 -1.44478037e+02 -1.84592129e-02
  1.54027659e+02 -1.43972593e+02  4.66743685e-01  1.54509490e+02
 -1.44511657e+02 -3.08375097e-02  1.54025930e+02 -1.43994939e+02
  4.51226173e-01  1.54504283e+02]
res:  5963 -0.0006158219184726477 0.014175330370562733 0.023648967281645113
[ 1.21523064e-10 -1.03178355e-05 -2.82882869e-01  1.61506909e+04
 -1.44444664e+02 -1.13929972e-02  1.54026138e+02 -1.43976021e+02
  4.72754374e-01  1.54513402e+02 -1.44486674e+02 -2.65598764e-02
  1.54020430e+02 -1.43985964e+02  4.62222717e-01  1.54507345e+02
 -1.44489137e+02 -3.36034422e-02  1.54031454e+02 -1.43982716e+02
  4.95076444e-01  1.54527276e+02 -1.44477271e+02 -4.03987877e-02
  1.54024390e+02 -1.43979488e+02  4.59145787e-01  1.54510113e+02
 -1.44504766e+02 -3.44286687e-02  1.54027547e+02 -1.43986129e+02
  4.71192579e-01  1.54529913e+02 -1.44469064e+02 -3.50204921e-02
  1.54037180e+02 -1.43967965e+02  4.76392455e-01  1.54525593e+02
 -1.44496695e+02 -3.53381145e-02  1.54006622e+02 -1.43991204e+02
  4.56895455e-01  1.54509750e+02 -1.44453021e+02 -1.97733572e-02
  1.54042368e+02 -1.43999818e+02  4.91778519e-01  1.54524329e+02
 -1.44495942e+02 -3.50543194e-02  1.54022118e+02 -1.43994054e+02
  4.56971727e-01  1.54516670e+02 -1.44490084e+02 -3.31842488e-02
  1.54024334e+02 -1.43993164e+02  4.48930317e-01  1.54523673e+02
 -1.44493488e+02 -3.25432548e-02  1.54006042e+02 -1.43999481e+02
  4.77786576e-01  1.54502208e+02 -1.44490991e+02 -3.45453235e-02
  1.54021374e+02 -1.43978895e+02  4.53576666e-01  1.54505309e+02
 -1.44524231e+02 -4.43232282e-02  1.54016081e+02 -1.44004118e+02
  4.30138910e-01  1.54499918e+02]
Niter:  2 row:  79 ngroup:  26 nlines:  6373 gd:  5952
[ 1.21523064e-10 -1.03178355e-05 -2.82882869e-01  1.61506909e+04
 -1.44444664e+02 -1.13929972e-02  1.54026138e+02 -1.43976021e+02
  4.72754374e-01  1.54513402e+02 -1.44486674e+02 -2.65598764e-02
  1.54020430e+02 -1.43985964e+02  4.62222717e-01  1.54507345e+02
 -1.44489137e+02 -3.36034422e-02  1.54031454e+02 -1.43982716e+02
  4.95076444e-01  1.54527276e+02 -1.44477271e+02 -4.03987877e-02
  1.54024390e+02 -1.43979488e+02  4.59145787e-01  1.54510113e+02
 -1.44504766e+02 -3.44286687e-02  1.54027547e+02 -1.43986129e+02
  4.71192579e-01  1.54529913e+02 -1.44469064e+02 -3.50204921e-02
  1.54037180e+02 -1.43967965e+02  4.76392455e-01  1.54525593e+02
 -1.44496695e+02 -3.53381145e-02  1.54006622e+02 -1.43991204e+02
  4.56895455e-01  1.54509750e+02 -1.44453021e+02 -1.97733572e-02
  1.54042368e+02 -1.43999818e+02  4.91778519e-01  1.54524329e+02
 -1.44495942e+02 -3.50543194e-02  1.54022118e+02 -1.43994054e+02
  4.56971727e-01  1.54516670e+02 -1.44490084e+02 -3.31842488e-02
  1.54024334e+02 -1.43993164e+02  4.48930317e-01  1.54523673e+02
 -1.44493488e+02 -3.25432548e-02  1.54006042e+02 -1.43999481e+02
  4.77786576e-01  1.54502208e+02 -1.44490991e+02 -3.45453235e-02
  1.54021374e+02 -1.43978895e+02  4.53576666e-01  1.54505309e+02
 -1.44524231e+02 -4.43232282e-02  1.54016081e+02 -1.44004118e+02
  4.30138910e-01  1.54499918e+02]
res:  5952 -0.0005703011211153353 0.014130649440630805 0.023481973346612436
[ 1.21523076e-10 -1.03178345e-05 -2.82882840e-01  1.61506893e+04
 -1.44451666e+02 -1.70883797e-02  1.54021415e+02 -1.43982991e+02
  4.63596196e-01  1.54510604e+02 -1.44493642e+02 -3.22709998e-02
  1.54015701e+02 -1.43992916e+02  4.56541922e-01  1.54504424e+02
 -1.44496131e+02 -3.93136447e-02  1.54026729e+02 -1.43989677e+02
  4.79666673e-01  1.54522550e+02 -1.44484218e+02 -4.60906942e-02
  1.54019666e+02 -1.43986458e+02  4.50215109e-01  1.54509184e+02
 -1.44511742e+02 -4.01192844e-02  1.54022812e+02 -1.43993096e+02
  4.58503257e-01  1.54527011e+02 -1.44476026e+02 -4.07206884e-02
  1.54032457e+02 -1.43980497e+02  4.70694180e-01  1.54520867e+02
 -1.44503686e+02 -4.10446105e-02  1.54003672e+02 -1.43998202e+02
  4.51207288e-01  1.54505016e+02 -1.44454858e+02 -2.23629190e-02
  1.54039431e+02 -1.44006780e+02  4.86067697e-01  1.54521496e+02
 -1.44502917e+02 -4.07578134e-02  1.54017399e+02 -1.44001018e+02
  4.48346645e-01  1.54511937e+02 -1.44492456e+02 -4.52742519e-02
  1.54019609e+02 -1.44000144e+02  4.36738842e-01  1.54518946e+02
 -1.44491294e+02 -3.82416250e-02  1.54003170e+02 -1.44006437e+02
  4.72094922e-01  1.54497485e+02 -1.44502990e+02 -4.65080807e-02
  1.54016650e+02 -1.43985853e+02  4.44701232e-01  1.54500580e+02
 -1.44531184e+02 -5.32782357e-02  1.54011360e+02 -1.44011089e+02
  4.21251333e-01  1.54498840e+02]
Niter:  3 row:  79 ngroup:  26 nlines:  6373 gd:  5949
[ 1.21523076e-10 -1.03178345e-05 -2.82882840e-01  1.61506893e+04
 -1.44451666e+02 -1.70883797e-02  1.54021415e+02 -1.43982991e+02
  4.63596196e-01  1.54510604e+02 -1.44493642e+02 -3.22709998e-02
  1.54015701e+02 -1.43992916e+02  4.56541922e-01  1.54504424e+02
 -1.44496131e+02 -3.93136447e-02  1.54026729e+02 -1.43989677e+02
  4.79666673e-01  1.54522550e+02 -1.44484218e+02 -4.60906942e-02
  1.54019666e+02 -1.43986458e+02  4.50215109e-01  1.54509184e+02
 -1.44511742e+02 -4.01192844e-02  1.54022812e+02 -1.43993096e+02
  4.58503257e-01  1.54527011e+02 -1.44476026e+02 -4.07206884e-02
  1.54032457e+02 -1.43980497e+02  4.70694180e-01  1.54520867e+02
 -1.44503686e+02 -4.10446105e-02  1.54003672e+02 -1.43998202e+02
  4.51207288e-01  1.54505016e+02 -1.44454858e+02 -2.23629190e-02
  1.54039431e+02 -1.44006780e+02  4.86067697e-01  1.54521496e+02
 -1.44502917e+02 -4.07578134e-02  1.54017399e+02 -1.44001018e+02
  4.48346645e-01  1.54511937e+02 -1.44492456e+02 -4.52742519e-02
  1.54019609e+02 -1.44000144e+02  4.36738842e-01  1.54518946e+02
 -1.44491294e+02 -3.82416250e-02  1.54003170e+02 -1.44006437e+02
  4.72094922e-01  1.54497485e+02 -1.44502990e+02 -4.65080807e-02
  1.54016650e+02 -1.43985853e+02  4.44701232e-01  1.54500580e+02
 -1.44531184e+02 -5.32782357e-02  1.54011360e+02 -1.44011089e+02
  4.21251333e-01  1.54498840e+02]
res:  5949 -0.0007088484744599555 0.01414619918068638 0.023441529903624504
[ 1.21554642e-10 -1.03178345e-05 -2.82882840e-01  1.61506893e+04
 -1.44451666e+02 -1.70883797e-02  1.54021415e+02 -1.43982991e+02
  4.63596196e-01  1.54510604e+02 -1.44493642e+02 -3.22709998e-02
  1.54015701e+02 -1.43992916e+02  4.56541922e-01  1.54504424e+02
 -1.44496131e+02 -3.93136447e-02  1.54026729e+02 -1.43989677e+02
  4.79666673e-01  1.54522550e+02 -1.44484218e+02 -4.60906942e-02
  1.54019666e+02 -1.43986458e+02  4.50215109e-01  1.54509184e+02
 -1.44511742e+02 -4.01192844e-02  1.54022812e+02 -1.43993096e+02
  4.58503257e-01  1.54527011e+02 -1.44476026e+02 -4.07206884e-02
  1.54032457e+02 -1.43980497e+02  4.70694180e-01  1.54520867e+02
 -1.44503686e+02 -4.10446105e-02  1.54003672e+02 -1.43998202e+02
  4.51207288e-01  1.54505016e+02 -1.44454858e+02 -2.23629190e-02
  1.54039431e+02 -1.44006780e+02  4.86067697e-01  1.54521496e+02
 -1.44502917e+02 -4.07578134e-02  1.54017399e+02 -1.44001018e+02
  4.48346645e-01  1.54511937e+02 -1.44492456e+02 -4.52742519e-02
  1.54019609e+02 -1.44000144e+02  4.36738842e-01  1.54518946e+02
 -1.44491294e+02 -3.82416250e-02  1.54003170e+02 -1.44006437e+02
  4.72094922e-01  1.54497485e+02 -1.44502990e+02 -4.65080807e-02
  1.54016650e+02 -1.43985853e+02  4.44701232e-01  1.54500580e+02
 -1.44531184e+02 -5.32782357e-02  1.54011360e+02 -1.44011089e+02
  4.21251333e-01  1.54498840e+02]
Niter:  4 row:  79 ngroup:  26 nlines:  6373 gd:  5952
[ 1.21554642e-10 -1.03178345e-05 -2.82882840e-01  1.61506893e+04
 -1.44451666e+02 -1.70883797e-02  1.54021415e+02 -1.43982991e+02
  4.63596196e-01  1.54510604e+02 -1.44493642e+02 -3.22709998e-02
  1.54015701e+02 -1.43992916e+02  4.56541922e-01  1.54504424e+02
 -1.44496131e+02 -3.93136447e-02  1.54026729e+02 -1.43989677e+02
  4.79666673e-01  1.54522550e+02 -1.44484218e+02 -4.60906942e-02
  1.54019666e+02 -1.43986458e+02  4.50215109e-01  1.54509184e+02
 -1.44511742e+02 -4.01192844e-02  1.54022812e+02 -1.43993096e+02
  4.58503257e-01  1.54527011e+02 -1.44476026e+02 -4.07206884e-02
  1.54032457e+02 -1.43980497e+02  4.70694180e-01  1.54520867e+02
 -1.44503686e+02 -4.10446105e-02  1.54003672e+02 -1.43998202e+02
  4.51207288e-01  1.54505016e+02 -1.44454858e+02 -2.23629190e-02
  1.54039431e+02 -1.44006780e+02  4.86067697e-01  1.54521496e+02
 -1.44502917e+02 -4.07578134e-02  1.54017399e+02 -1.44001018e+02
  4.48346645e-01  1.54511937e+02 -1.44492456e+02 -4.52742519e-02
  1.54019609e+02 -1.44000144e+02  4.36738842e-01  1.54518946e+02
 -1.44491294e+02 -3.82416250e-02  1.54003170e+02 -1.44006437e+02
  4.72094922e-01  1.54497485e+02 -1.44502990e+02 -4.65080807e-02
  1.54016650e+02 -1.43985853e+02  4.44701232e-01  1.54500580e+02
 -1.44531184e+02 -5.32782357e-02  1.54011360e+02 -1.44011089e+02
  4.21251333e-01  1.54498840e+02]
res:  5952 -0.0005316376082191709 0.014126761683655786 0.023472144221378072
[ 1.21554655e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
Niter:  5 row:  79 ngroup:  26 nlines:  6373 gd:  5952
[ 1.21554655e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
res:  5952 -0.000693027803208679 0.01409251028962899 0.023470062906812948
[ 1.21578597e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
Niter:  6 row:  79 ngroup:  26 nlines:  6373 gd:  5952
[ 1.21578597e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
res:  5952 -0.0006926178757566959 0.01410422502704023 0.02347002463861766
[ 1.21579128e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
Saving figure to  wave_resid_43670005_fiber79.png
Final values:
res:  -0.0006926178757566959 0.02347002463861766
pars:  [ 1.21579128e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
79 [ 1.21579128e-10 -1.03178334e-05 -2.82882812e-01  1.61506877e+04
 -1.44460102e+02 -2.27864174e-02  1.54017966e+02 -1.43991329e+02
  4.57914264e-01  1.54507102e+02 -1.44501979e+02 -3.79686058e-02
  1.54012231e+02 -1.44001186e+02  4.50865314e-01  1.54502715e+02
 -1.44504552e+02 -4.50193437e-02  1.54023275e+02 -1.43997971e+02
  4.73975289e-01  1.54519100e+02 -1.44492470e+02 -5.17790870e-02
  1.54016214e+02 -1.43994793e+02  4.44501243e-01  1.54507485e+02
 -1.44520101e+02 -4.58042259e-02  1.54019316e+02 -1.44001418e+02
  4.52794777e-01  1.54523514e+02 -1.44484338e+02 -4.64232420e-02
  1.54029017e+02 -1.43994176e+02  4.65000959e-01  1.54517411e+02
 -1.44512088e+02 -4.67452532e-02  1.54000177e+02 -1.44006636e+02
  4.45524760e-01  1.54501518e+02 -1.44463256e+02 -2.80519626e-02
  1.54035983e+02 -1.44015081e+02  4.80364151e-01  1.54517995e+02
 -1.44511280e+02 -4.64600534e-02  1.54013982e+02 -1.44009329e+02
  4.39516624e-01  1.54508440e+02 -1.44500676e+02 -5.09896136e-02
  1.54016160e+02 -1.44008524e+02  4.31025145e-01  1.54515470e+02
 -1.44499668e+02 -4.39376194e-02  1.53999622e+02 -1.44014723e+02
  4.66404837e-01  1.54494049e+02 -1.44511289e+02 -5.22142543e-02
  1.54013200e+02 -1.43994141e+02  4.39003054e-01  1.54497105e+02
 -1.44539464e+02 -5.89794648e-02  1.54007929e+02 -1.44019433e+02
  4.15534639e-01  1.54495374e+02]
--- Row 81/300 row=80 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  80
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=80 ---
Niter:  0 row:  80 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 0.0001396404768456705 0.013516314375010552 0.03245882728675787
[ 1.22097189e-10 -1.03174382e-05 -2.82884690e-01  1.61507147e+04
 -1.44467536e+02 -3.59054552e-13  1.54067172e+02]
Niter:  1 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22097189e-10 -1.03174382e-05 -2.82884690e-01  1.61507147e+04
 -1.44467536e+02 -3.59054552e-13  1.54067172e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Niter:  2 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Niter:  3 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Niter:  4 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Niter:  5 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Niter:  6 row:  80 ngroup:  1 nlines:  235 gd:  217
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
res:  217 -8.840285954647698e-05 0.013328810595339746 0.02168025055470204
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
Final values:
res:  -8.840285954647698e-05 0.02168025055470204
pars:  [ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
80 [ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02]
elapsed: 2.9 sec.
Niter:  0 row:  80 ngroup:  26 nlines:  6100 gd:  6100
[ 1.22086722e-10 -1.03172666e-05 -2.82884918e-01  1.61507184e+04
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02 -1.44440364e+02 -2.37824485e-11
  1.54076851e+02 -1.44440364e+02 -2.37824485e-11  1.54076851e+02
 -1.44440364e+02 -2.37824485e-11  1.54076851e+02 -1.44440364e+02
 -2.37824485e-11  1.54076851e+02]
res:  6100 0.0004406958323670551 0.013682834733117488 0.0314800862392535
[ 1.22086710e-10 -1.03172677e-05 -2.82884946e-01  1.61507200e+04
 -1.44438938e+02  1.87287768e-02  1.54084102e+02 -1.43916658e+02
  5.22637008e-01  1.54576242e+02 -1.44458466e+02  3.15089860e-04
  1.54078229e+02 -1.43966640e+02  5.24027163e-01  1.54576938e+02
 -1.44422581e+02  2.72360405e-02  1.54090927e+02 -1.43950834e+02
  5.01270237e-01  1.54582895e+02 -1.44440649e+02  1.10177741e-02
  1.54087411e+02 -1.43953801e+02  5.09135275e-01  1.54570003e+02
 -1.44441213e+02  2.81039239e-02  1.54095550e+02 -1.43937555e+02
  4.98719407e-01  1.54575470e+02 -1.44443931e+02  1.55726558e-02
  1.54096668e+02 -1.43919178e+02  5.08637740e-01  1.54576196e+02
 -1.44453459e+02 -1.77781345e-03  1.54076301e+02 -1.43957412e+02
  4.90624457e-01  1.54570689e+02 -1.44435454e+02  1.06321648e-02
  1.54080164e+02 -1.43930419e+02  5.17149615e-01  1.54576466e+02
 -1.44452449e+02  2.55464363e-02  1.54083380e+02 -1.43948142e+02
  5.01251056e-01  1.54558708e+02 -1.44430754e+02  1.68954413e-02
  1.54087736e+02 -1.43945209e+02  5.22185611e-01  1.54570867e+02
 -1.44449436e+02  3.16914599e-03  1.54067624e+02 -1.43941469e+02
  4.93691309e-01  1.54570509e+02 -1.44447138e+02  1.04425829e-02
  1.54094797e+02 -1.43959150e+02  5.02245519e-01  1.54567721e+02
 -1.44500259e+02 -5.41743602e-03  1.54080119e+02 -1.43963898e+02
  4.79758257e-01  1.54559170e+02]
Niter:  1 row:  80 ngroup:  26 nlines:  6100 gd:  5643
[ 1.22086710e-10 -1.03172677e-05 -2.82884946e-01  1.61507200e+04
 -1.44438938e+02  1.87287768e-02  1.54084102e+02 -1.43916658e+02
  5.22637008e-01  1.54576242e+02 -1.44458466e+02  3.15089860e-04
  1.54078229e+02 -1.43966640e+02  5.24027163e-01  1.54576938e+02
 -1.44422581e+02  2.72360405e-02  1.54090927e+02 -1.43950834e+02
  5.01270237e-01  1.54582895e+02 -1.44440649e+02  1.10177741e-02
  1.54087411e+02 -1.43953801e+02  5.09135275e-01  1.54570003e+02
 -1.44441213e+02  2.81039239e-02  1.54095550e+02 -1.43937555e+02
  4.98719407e-01  1.54575470e+02 -1.44443931e+02  1.55726558e-02
  1.54096668e+02 -1.43919178e+02  5.08637740e-01  1.54576196e+02
 -1.44453459e+02 -1.77781345e-03  1.54076301e+02 -1.43957412e+02
  4.90624457e-01  1.54570689e+02 -1.44435454e+02  1.06321648e-02
  1.54080164e+02 -1.43930419e+02  5.17149615e-01  1.54576466e+02
 -1.44452449e+02  2.55464363e-02  1.54083380e+02 -1.43948142e+02
  5.01251056e-01  1.54558708e+02 -1.44430754e+02  1.68954413e-02
  1.54087736e+02 -1.43945209e+02  5.22185611e-01  1.54570867e+02
 -1.44449436e+02  3.16914599e-03  1.54067624e+02 -1.43941469e+02
  4.93691309e-01  1.54570509e+02 -1.44447138e+02  1.04425829e-02
  1.54094797e+02 -1.43959150e+02  5.02245519e-01  1.54567721e+02
 -1.44500259e+02 -5.41743602e-03  1.54080119e+02 -1.43963898e+02
  4.79758257e-01  1.54559170e+02]
res:  5643 -0.0003837276635749731 0.013722825387958437 0.022281008505710256
[ 1.22086698e-10 -1.03172687e-05 -2.82884975e-01  1.61507216e+04
 -1.44426385e+02  1.13421028e-02  1.54086314e+02 -1.43929359e+02
  5.15198360e-01  1.54576290e+02 -1.44446154e+02 -1.47939287e-02
  1.54080347e+02 -1.43959661e+02  5.11795247e-01  1.54578137e+02
 -1.44415916e+02  1.96851233e-02  1.54100128e+02 -1.43938925e+02
  5.07279008e-01  1.54583587e+02 -1.44427264e+02  2.13203701e-03
  1.54094587e+02 -1.43949483e+02  5.08461120e-01  1.54572015e+02
 -1.44443871e+02  9.07460817e-03  1.54096145e+02 -1.43913293e+02
  5.04419361e-01  1.54579436e+02 -1.44450323e+02  1.87677340e-02
  1.54093764e+02 -1.43912182e+02  5.05304061e-01  1.54580993e+02
 -1.44447313e+02 -2.15771322e-02  1.54085299e+02 -1.43962484e+02
  4.93873786e-01  1.54573102e+02 -1.44434975e+02  1.25731298e-02
  1.54081102e+02 -1.43923458e+02  5.25244230e-01  1.54578958e+02
 -1.44445471e+02  2.12132170e-02  1.54083947e+02 -1.43939431e+02
  5.07373667e-01  1.54563507e+02 -1.44423727e+02  1.46823960e-02
  1.54094042e+02 -1.43944071e+02  5.11744900e-01  1.54579623e+02
 -1.44441110e+02  6.06929264e-03  1.54068046e+02 -1.43948848e+02
  4.91690682e-01  1.54579572e+02 -1.44435464e+02  9.08220136e-03
  1.54093774e+02 -1.43944994e+02  5.03892795e-01  1.54572482e+02
 -1.44473735e+02 -6.93077575e-03  1.54083474e+02 -1.43958023e+02
  4.97950777e-01  1.54558443e+02]
Niter:  2 row:  80 ngroup:  26 nlines:  6100 gd:  5647
[ 1.22086698e-10 -1.03172687e-05 -2.82884975e-01  1.61507216e+04
 -1.44426385e+02  1.13421028e-02  1.54086314e+02 -1.43929359e+02
  5.15198360e-01  1.54576290e+02 -1.44446154e+02 -1.47939287e-02
  1.54080347e+02 -1.43959661e+02  5.11795247e-01  1.54578137e+02
 -1.44415916e+02  1.96851233e-02  1.54100128e+02 -1.43938925e+02
  5.07279008e-01  1.54583587e+02 -1.44427264e+02  2.13203701e-03
  1.54094587e+02 -1.43949483e+02  5.08461120e-01  1.54572015e+02
 -1.44443871e+02  9.07460817e-03  1.54096145e+02 -1.43913293e+02
  5.04419361e-01  1.54579436e+02 -1.44450323e+02  1.87677340e-02
  1.54093764e+02 -1.43912182e+02  5.05304061e-01  1.54580993e+02
 -1.44447313e+02 -2.15771322e-02  1.54085299e+02 -1.43962484e+02
  4.93873786e-01  1.54573102e+02 -1.44434975e+02  1.25731298e-02
  1.54081102e+02 -1.43923458e+02  5.25244230e-01  1.54578958e+02
 -1.44445471e+02  2.12132170e-02  1.54083947e+02 -1.43939431e+02
  5.07373667e-01  1.54563507e+02 -1.44423727e+02  1.46823960e-02
  1.54094042e+02 -1.43944071e+02  5.11744900e-01  1.54579623e+02
 -1.44441110e+02  6.06929264e-03  1.54068046e+02 -1.43948848e+02
  4.91690682e-01  1.54579572e+02 -1.44435464e+02  9.08220136e-03
  1.54093774e+02 -1.43944994e+02  5.03892795e-01  1.54572482e+02
 -1.44473735e+02 -6.93077575e-03  1.54083474e+02 -1.43958023e+02
  4.97950777e-01  1.54558443e+02]
res:  5647 -0.0003972958966187434 0.01370046600641217 0.022306041675319247
[ 1.22086685e-10 -1.03172697e-05 -2.82885003e-01  1.61507232e+04
 -1.44419395e+02  1.70129528e-02  1.54091046e+02 -1.43922367e+02
  5.17671825e-01  1.54581030e+02 -1.44439200e+02 -1.26193729e-02
  1.54085083e+02 -1.43952681e+02  5.17480809e-01  1.54582882e+02
 -1.44408937e+02  2.53918160e-02  1.54104863e+02 -1.43931963e+02
  5.12968184e-01  1.54588321e+02 -1.44415362e+02  4.78067523e-03
  1.54099316e+02 -1.43942515e+02  5.11001745e-01  1.54576748e+02
 -1.44436934e+02  8.09300254e-03  1.54100869e+02 -1.43906313e+02
  5.10119598e-01  1.54584168e+02 -1.44452805e+02  2.44721709e-02
  1.54098494e+02 -1.43905186e+02  5.11002400e-01  1.54587676e+02
 -1.44435389e+02 -1.90964305e-02  1.54090034e+02 -1.43955512e+02
  4.99571934e-01  1.54577821e+02 -1.44428003e+02  1.82718393e-02
  1.54085819e+02 -1.43916497e+02  5.30931834e-01  1.54583683e+02
 -1.44438493e+02  2.69070441e-02  1.54088673e+02 -1.43932452e+02
  5.13072293e-01  1.54568244e+02 -1.44411658e+02  2.03863423e-02
  1.54098769e+02 -1.43937073e+02  5.14075988e-01  1.54584348e+02
 -1.44434157e+02  1.17796764e-02  1.54072775e+02 -1.43941868e+02
  4.97378771e-01  1.54584297e+02 -1.44428500e+02  1.47872144e-02
  1.54098501e+02 -1.43938032e+02  5.09582739e-01  1.54577210e+02
 -1.44461784e+02 -4.19648080e-03  1.54088206e+02 -1.43951068e+02
  5.03640427e-01  1.54563165e+02]
Niter:  3 row:  80 ngroup:  26 nlines:  6100 gd:  5647
[ 1.22086685e-10 -1.03172697e-05 -2.82885003e-01  1.61507232e+04
 -1.44419395e+02  1.70129528e-02  1.54091046e+02 -1.43922367e+02
  5.17671825e-01  1.54581030e+02 -1.44439200e+02 -1.26193729e-02
  1.54085083e+02 -1.43952681e+02  5.17480809e-01  1.54582882e+02
 -1.44408937e+02  2.53918160e-02  1.54104863e+02 -1.43931963e+02
  5.12968184e-01  1.54588321e+02 -1.44415362e+02  4.78067523e-03
  1.54099316e+02 -1.43942515e+02  5.11001745e-01  1.54576748e+02
 -1.44436934e+02  8.09300254e-03  1.54100869e+02 -1.43906313e+02
  5.10119598e-01  1.54584168e+02 -1.44452805e+02  2.44721709e-02
  1.54098494e+02 -1.43905186e+02  5.11002400e-01  1.54587676e+02
 -1.44435389e+02 -1.90964305e-02  1.54090034e+02 -1.43955512e+02
  4.99571934e-01  1.54577821e+02 -1.44428003e+02  1.82718393e-02
  1.54085819e+02 -1.43916497e+02  5.30931834e-01  1.54583683e+02
 -1.44438493e+02  2.69070441e-02  1.54088673e+02 -1.43932452e+02
  5.13072293e-01  1.54568244e+02 -1.44411658e+02  2.03863423e-02
  1.54098769e+02 -1.43937073e+02  5.14075988e-01  1.54584348e+02
 -1.44434157e+02  1.17796764e-02  1.54072775e+02 -1.43941868e+02
  4.97378771e-01  1.54584297e+02 -1.44428500e+02  1.47872144e-02
  1.54098501e+02 -1.43938032e+02  5.09582739e-01  1.54577210e+02
 -1.44461784e+02 -4.19648080e-03  1.54088206e+02 -1.43951068e+02
  5.03640427e-01  1.54563165e+02]
res:  5647 -0.00031996581401472213 0.013595286634881631 0.02226708765944855
[ 1.21986210e-10 -1.03172697e-05 -2.82885003e-01  1.61507232e+04
 -1.44419395e+02  1.70129528e-02  1.54091046e+02 -1.43922367e+02
  5.17671825e-01  1.54581030e+02 -1.44439200e+02 -1.26193729e-02
  1.54085083e+02 -1.43952681e+02  5.17480809e-01  1.54582882e+02
 -1.44408937e+02  2.53918160e-02  1.54104863e+02 -1.43931963e+02
  5.12968184e-01  1.54588321e+02 -1.44415362e+02  4.78067523e-03
  1.54099316e+02 -1.43942515e+02  5.11001745e-01  1.54576748e+02
 -1.44436934e+02  8.09300254e-03  1.54100869e+02 -1.43906313e+02
  5.10119598e-01  1.54584168e+02 -1.44452805e+02  2.44721709e-02
  1.54098494e+02 -1.43905186e+02  5.11002400e-01  1.54587676e+02
 -1.44435389e+02 -1.90964305e-02  1.54090034e+02 -1.43955512e+02
  4.99571934e-01  1.54577821e+02 -1.44428003e+02  1.82718393e-02
  1.54085819e+02 -1.43916497e+02  5.30931834e-01  1.54583683e+02
 -1.44438493e+02  2.69070441e-02  1.54088673e+02 -1.43932452e+02
  5.13072293e-01  1.54568244e+02 -1.44411658e+02  2.03863423e-02
  1.54098769e+02 -1.43937073e+02  5.14075988e-01  1.54584348e+02
 -1.44434157e+02  1.17796764e-02  1.54072775e+02 -1.43941868e+02
  4.97378771e-01  1.54584297e+02 -1.44428500e+02  1.47872144e-02
  1.54098501e+02 -1.43938032e+02  5.09582739e-01  1.54577210e+02
 -1.44461784e+02 -4.19648080e-03  1.54088206e+02 -1.43951068e+02
  5.03640427e-01  1.54563165e+02]
Niter:  4 row:  80 ngroup:  26 nlines:  6100 gd:  5644
[ 1.21986210e-10 -1.03172697e-05 -2.82885003e-01  1.61507232e+04
 -1.44419395e+02  1.70129528e-02  1.54091046e+02 -1.43922367e+02
  5.17671825e-01  1.54581030e+02 -1.44439200e+02 -1.26193729e-02
  1.54085083e+02 -1.43952681e+02  5.17480809e-01  1.54582882e+02
 -1.44408937e+02  2.53918160e-02  1.54104863e+02 -1.43931963e+02
  5.12968184e-01  1.54588321e+02 -1.44415362e+02  4.78067523e-03
  1.54099316e+02 -1.43942515e+02  5.11001745e-01  1.54576748e+02
 -1.44436934e+02  8.09300254e-03  1.54100869e+02 -1.43906313e+02
  5.10119598e-01  1.54584168e+02 -1.44452805e+02  2.44721709e-02
  1.54098494e+02 -1.43905186e+02  5.11002400e-01  1.54587676e+02
 -1.44435389e+02 -1.90964305e-02  1.54090034e+02 -1.43955512e+02
  4.99571934e-01  1.54577821e+02 -1.44428003e+02  1.82718393e-02
  1.54085819e+02 -1.43916497e+02  5.30931834e-01  1.54583683e+02
 -1.44438493e+02  2.69070441e-02  1.54088673e+02 -1.43932452e+02
  5.13072293e-01  1.54568244e+02 -1.44411658e+02  2.03863423e-02
  1.54098769e+02 -1.43937073e+02  5.14075988e-01  1.54584348e+02
 -1.44434157e+02  1.17796764e-02  1.54072775e+02 -1.43941868e+02
  4.97378771e-01  1.54584297e+02 -1.44428500e+02  1.47872144e-02
  1.54098501e+02 -1.43938032e+02  5.09582739e-01  1.54577210e+02
 -1.44461784e+02 -4.19648080e-03  1.54088206e+02 -1.43951068e+02
  5.03640427e-01  1.54563165e+02]
res:  5644 -0.0004962550337950233 0.013490860100318969 0.022203737927542166
[ 1.21986198e-10 -1.03172707e-05 -2.82885031e-01  1.61507248e+04
 -1.44407936e+02  2.26686658e-02  1.54091829e+02 -1.43910849e+02
  5.23336760e-01  1.54581903e+02 -1.44428062e+02 -6.95190110e-03
  1.54085899e+02 -1.43941310e+02  5.23161350e-01  1.54583807e+02
 -1.44397585e+02  3.10952541e-02  1.54105657e+02 -1.43920717e+02
  5.18642829e-01  1.54589126e+02 -1.44403987e+02  1.04740110e-02
  1.54100028e+02 -1.43935565e+02  5.16701162e-01  1.54579513e+02
 -1.44425912e+02  1.37894906e-02  1.54103404e+02 -1.43894923e+02
  5.15814666e-01  1.54584950e+02 -1.44451152e+02  3.01737337e-02
  1.54101300e+02 -1.43893661e+02  5.16691944e-01  1.54588456e+02
 -1.44424132e+02 -1.34202240e-02  1.54090819e+02 -1.43948810e+02
  5.05269996e-01  1.54578424e+02 -1.44416687e+02  2.39616329e-02
  1.54088298e+02 -1.43905267e+02  5.36615378e-01  1.54586355e+02
 -1.44427106e+02  3.25908961e-02  1.54089336e+02 -1.43921060e+02
  5.18757511e-01  1.54569088e+02 -1.44400143e+02  2.60776333e-02
  1.54099476e+02 -1.43925542e+02  5.19742713e-01  1.54585014e+02
 -1.44422967e+02  1.74852318e-02  1.54075450e+02 -1.43930470e+02
  5.03045918e-01  1.54584985e+02 -1.44417260e+02  2.04910804e-02
  1.54099209e+02 -1.43926780e+02  5.11992130e-01  1.54577940e+02
 -1.44450439e+02  1.51729218e-03  1.54088977e+02 -1.43939874e+02
  5.09317310e-01  1.54563830e+02]
Niter:  5 row:  80 ngroup:  26 nlines:  6100 gd:  5635
[ 1.21986198e-10 -1.03172707e-05 -2.82885031e-01  1.61507248e+04
 -1.44407936e+02  2.26686658e-02  1.54091829e+02 -1.43910849e+02
  5.23336760e-01  1.54581903e+02 -1.44428062e+02 -6.95190110e-03
  1.54085899e+02 -1.43941310e+02  5.23161350e-01  1.54583807e+02
 -1.44397585e+02  3.10952541e-02  1.54105657e+02 -1.43920717e+02
  5.18642829e-01  1.54589126e+02 -1.44403987e+02  1.04740110e-02
  1.54100028e+02 -1.43935565e+02  5.16701162e-01  1.54579513e+02
 -1.44425912e+02  1.37894906e-02  1.54103404e+02 -1.43894923e+02
  5.15814666e-01  1.54584950e+02 -1.44451152e+02  3.01737337e-02
  1.54101300e+02 -1.43893661e+02  5.16691944e-01  1.54588456e+02
 -1.44424132e+02 -1.34202240e-02  1.54090819e+02 -1.43948810e+02
  5.05269996e-01  1.54578424e+02 -1.44416687e+02  2.39616329e-02
  1.54088298e+02 -1.43905267e+02  5.36615378e-01  1.54586355e+02
 -1.44427106e+02  3.25908961e-02  1.54089336e+02 -1.43921060e+02
  5.18757511e-01  1.54569088e+02 -1.44400143e+02  2.60776333e-02
  1.54099476e+02 -1.43925542e+02  5.19742713e-01  1.54585014e+02
 -1.44422967e+02  1.74852318e-02  1.54075450e+02 -1.43930470e+02
  5.03045918e-01  1.54584985e+02 -1.44417260e+02  2.04910804e-02
  1.54099209e+02 -1.43926780e+02  5.11992130e-01  1.54577940e+02
 -1.44450439e+02  1.51729218e-03  1.54088977e+02 -1.43939874e+02
  5.09317310e-01  1.54563830e+02]
res:  5635 -0.00030342518766701687 0.013477541995598585 0.022073426475898713
[ 1.21921000e-10 -1.03172707e-05 -2.82885031e-01  1.61507248e+04
 -1.44407936e+02  2.26686658e-02  1.54091829e+02 -1.43910849e+02
  5.23336760e-01  1.54581903e+02 -1.44428062e+02 -6.95190110e-03
  1.54085899e+02 -1.43941310e+02  5.23161350e-01  1.54583807e+02
 -1.44397585e+02  3.10952541e-02  1.54105657e+02 -1.43920717e+02
  5.18642829e-01  1.54589126e+02 -1.44403987e+02  1.04740110e-02
  1.54100028e+02 -1.43935565e+02  5.16701162e-01  1.54579513e+02
 -1.44425912e+02  1.37894906e-02  1.54103404e+02 -1.43894923e+02
  5.15814666e-01  1.54584950e+02 -1.44451152e+02  3.01737337e-02
  1.54101300e+02 -1.43893661e+02  5.16691944e-01  1.54588456e+02
 -1.44424132e+02 -1.34202240e-02  1.54090819e+02 -1.43948810e+02
  5.05269996e-01  1.54578424e+02 -1.44416687e+02  2.39616329e-02
  1.54088298e+02 -1.43905267e+02  5.36615378e-01  1.54586355e+02
 -1.44427106e+02  3.25908961e-02  1.54089336e+02 -1.43921060e+02
  5.18757511e-01  1.54569088e+02 -1.44400143e+02  2.60776333e-02
  1.54099476e+02 -1.43925542e+02  5.19742713e-01  1.54585014e+02
 -1.44422967e+02  1.74852318e-02  1.54075450e+02 -1.43930470e+02
  5.03045918e-01  1.54584985e+02 -1.44417260e+02  2.04910804e-02
  1.54099209e+02 -1.43926780e+02  5.11992130e-01  1.54577940e+02
 -1.44450439e+02  1.51729218e-03  1.54088977e+02 -1.43939874e+02
  5.09317310e-01  1.54563830e+02]
Niter:  6 row:  80 ngroup:  26 nlines:  6100 gd:  5637
[ 1.21921000e-10 -1.03172707e-05 -2.82885031e-01  1.61507248e+04
 -1.44407936e+02  2.26686658e-02  1.54091829e+02 -1.43910849e+02
  5.23336760e-01  1.54581903e+02 -1.44428062e+02 -6.95190110e-03
  1.54085899e+02 -1.43941310e+02  5.23161350e-01  1.54583807e+02
 -1.44397585e+02  3.10952541e-02  1.54105657e+02 -1.43920717e+02
  5.18642829e-01  1.54589126e+02 -1.44403987e+02  1.04740110e-02
  1.54100028e+02 -1.43935565e+02  5.16701162e-01  1.54579513e+02
 -1.44425912e+02  1.37894906e-02  1.54103404e+02 -1.43894923e+02
  5.15814666e-01  1.54584950e+02 -1.44451152e+02  3.01737337e-02
  1.54101300e+02 -1.43893661e+02  5.16691944e-01  1.54588456e+02
 -1.44424132e+02 -1.34202240e-02  1.54090819e+02 -1.43948810e+02
  5.05269996e-01  1.54578424e+02 -1.44416687e+02  2.39616329e-02
  1.54088298e+02 -1.43905267e+02  5.36615378e-01  1.54586355e+02
 -1.44427106e+02  3.25908961e-02  1.54089336e+02 -1.43921060e+02
  5.18757511e-01  1.54569088e+02 -1.44400143e+02  2.60776333e-02
  1.54099476e+02 -1.43925542e+02  5.19742713e-01  1.54585014e+02
 -1.44422967e+02  1.74852318e-02  1.54075450e+02 -1.43930470e+02
  5.03045918e-01  1.54584985e+02 -1.44417260e+02  2.04910804e-02
  1.54099209e+02 -1.43926780e+02  5.11992130e-01  1.54577940e+02
 -1.44450439e+02  1.51729218e-03  1.54088977e+02 -1.43939874e+02
  5.09317310e-01  1.54563830e+02]
res:  5637 -0.0009866270920610987 0.013284996544825844 0.022063474862574237
[ 1.21879857e-10 -1.03173914e-05 -2.82886421e-01  1.61507235e+04
 -1.44402899e+02  1.52410575e-02  1.54071859e+02 -1.43905744e+02
  5.16013451e-01  1.54562063e+02 -1.44423414e+02 -1.42820766e-02
  1.54066000e+02 -1.43936386e+02  5.15910695e-01  1.54564055e+02
 -1.44389510e+02  2.39915561e-02  1.54085738e+02 -1.43915961e+02
  5.11363531e-01  1.54569183e+02 -1.44399047e+02  3.32890720e-03
  1.54079965e+02 -1.43930736e+02  5.09551510e-01  1.54559527e+02
 -1.44421444e+02  6.59648338e-03  1.54083281e+02 -1.43889905e+02
  5.08684421e-01  1.54564966e+02 -1.44446293e+02  2.30532471e-02
  1.54081200e+02 -1.43888520e+02  5.09494175e-01  1.54568484e+02
 -1.44419348e+02 -2.07576390e-02  1.54070877e+02 -1.43944052e+02
  4.98124650e-01  1.54558167e+02 -1.44408884e+02  1.67784610e-02
  1.54069152e+02 -1.43900546e+02  5.29385150e-01  1.54566308e+02
 -1.44422134e+02  2.53995404e-02  1.54069197e+02 -1.43916126e+02
  5.13269930e-01  1.54549197e+02 -1.44397776e+02  1.89230031e-02
  1.54079412e+02 -1.43920402e+02  5.12425592e-01  1.54564869e+02
 -1.44418285e+02  1.04298824e-02  1.54055378e+02 -1.43925487e+02
  4.95723772e-01  1.54564837e+02 -1.44412491e+02  1.34091745e-02
  1.54079115e+02 -1.43922011e+02  5.04740495e-01  1.54557895e+02
 -1.44442146e+02 -7.28610875e-03  1.54068995e+02 -1.43935179e+02
  5.02040899e-01  1.54543657e+02]
Saving figure to  wave_resid_43670005_fiber80.png
Final values:
res:  -0.0009866270920610987 0.022063474862574237
pars:  [ 1.21879857e-10 -1.03173914e-05 -2.82886421e-01  1.61507235e+04
 -1.44402899e+02  1.52410575e-02  1.54071859e+02 -1.43905744e+02
  5.16013451e-01  1.54562063e+02 -1.44423414e+02 -1.42820766e-02
  1.54066000e+02 -1.43936386e+02  5.15910695e-01  1.54564055e+02
 -1.44389510e+02  2.39915561e-02  1.54085738e+02 -1.43915961e+02
  5.11363531e-01  1.54569183e+02 -1.44399047e+02  3.32890720e-03
  1.54079965e+02 -1.43930736e+02  5.09551510e-01  1.54559527e+02
 -1.44421444e+02  6.59648338e-03  1.54083281e+02 -1.43889905e+02
  5.08684421e-01  1.54564966e+02 -1.44446293e+02  2.30532471e-02
  1.54081200e+02 -1.43888520e+02  5.09494175e-01  1.54568484e+02
 -1.44419348e+02 -2.07576390e-02  1.54070877e+02 -1.43944052e+02
  4.98124650e-01  1.54558167e+02 -1.44408884e+02  1.67784610e-02
  1.54069152e+02 -1.43900546e+02  5.29385150e-01  1.54566308e+02
 -1.44422134e+02  2.53995404e-02  1.54069197e+02 -1.43916126e+02
  5.13269930e-01  1.54549197e+02 -1.44397776e+02  1.89230031e-02
  1.54079412e+02 -1.43920402e+02  5.12425592e-01  1.54564869e+02
 -1.44418285e+02  1.04298824e-02  1.54055378e+02 -1.43925487e+02
  4.95723772e-01  1.54564837e+02 -1.44412491e+02  1.34091745e-02
  1.54079115e+02 -1.43922011e+02  5.04740495e-01  1.54557895e+02
 -1.44442146e+02 -7.28610875e-03  1.54068995e+02 -1.43935179e+02
  5.02040899e-01  1.54543657e+02]
80 [ 1.21879857e-10 -1.03173914e-05 -2.82886421e-01  1.61507235e+04
 -1.44402899e+02  1.52410575e-02  1.54071859e+02 -1.43905744e+02
  5.16013451e-01  1.54562063e+02 -1.44423414e+02 -1.42820766e-02
  1.54066000e+02 -1.43936386e+02  5.15910695e-01  1.54564055e+02
 -1.44389510e+02  2.39915561e-02  1.54085738e+02 -1.43915961e+02
  5.11363531e-01  1.54569183e+02 -1.44399047e+02  3.32890720e-03
  1.54079965e+02 -1.43930736e+02  5.09551510e-01  1.54559527e+02
 -1.44421444e+02  6.59648338e-03  1.54083281e+02 -1.43889905e+02
  5.08684421e-01  1.54564966e+02 -1.44446293e+02  2.30532471e-02
  1.54081200e+02 -1.43888520e+02  5.09494175e-01  1.54568484e+02
 -1.44419348e+02 -2.07576390e-02  1.54070877e+02 -1.43944052e+02
  4.98124650e-01  1.54558167e+02 -1.44408884e+02  1.67784610e-02
  1.54069152e+02 -1.43900546e+02  5.29385150e-01  1.54566308e+02
 -1.44422134e+02  2.53995404e-02  1.54069197e+02 -1.43916126e+02
  5.13269930e-01  1.54549197e+02 -1.44397776e+02  1.89230031e-02
  1.54079412e+02 -1.43920402e+02  5.12425592e-01  1.54564869e+02
 -1.44418285e+02  1.04298824e-02  1.54055378e+02 -1.43925487e+02
  4.95723772e-01  1.54564837e+02 -1.44412491e+02  1.34091745e-02
  1.54079115e+02 -1.43922011e+02  5.04740495e-01  1.54557895e+02
 -1.44442146e+02 -7.28610875e-03  1.54068995e+02 -1.43935179e+02
  5.02040899e-01  1.54543657e+02]
--- Row 82/300 row=81 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  81
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=81 ---
Niter:  0 row:  81 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0010365479420215706 0.013239030329714296 0.029075342498122516
[ 1.21262643e-10 -1.03158357e-05 -2.82878382e-01  1.61506863e+04
 -1.44512574e+02  1.15433920e-13  1.54090054e+02]
Niter:  1 row:  81 ngroup:  1 nlines:  250 gd:  236
[ 1.21262643e-10 -1.03158357e-05 -2.82878382e-01  1.61506863e+04
 -1.44512574e+02  1.15433920e-13  1.54090054e+02]
res:  236 0.000350597456417745 0.012773114335686842 0.023637501674278902
[ 1.21608666e-10 -1.03158346e-05 -2.82882128e-01  1.61506910e+04
 -1.44474947e+02 -4.15487142e-12  1.54092940e+02]
Niter:  2 row:  81 ngroup:  1 nlines:  250 gd:  233
[ 1.21608666e-10 -1.03158346e-05 -2.82882128e-01  1.61506910e+04
 -1.44474947e+02 -4.15487142e-12  1.54092940e+02]
res:  233 -0.0019121417271890095 0.013487388740031747 0.022541543889043603
[ 1.21973522e-10 -1.03160802e-05 -2.82887692e-01  1.61506947e+04
 -1.44432700e+02 -9.49446225e-13  1.54078548e+02]
Niter:  3 row:  81 ngroup:  1 nlines:  250 gd:  232
[ 1.21973522e-10 -1.03160802e-05 -2.82887692e-01  1.61506947e+04
 -1.44432700e+02 -9.49446225e-13  1.54078548e+02]
res:  232 -0.002099277649904252 0.013750606622124906 0.022223412396273876
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
Niter:  4 row:  81 ngroup:  1 nlines:  250 gd:  232
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
res:  232 -0.0020992776462662732 0.0137506066230344 0.022223412396269716
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
Niter:  5 row:  81 ngroup:  1 nlines:  250 gd:  232
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
res:  232 -0.0020992776462662732 0.0137506066230344 0.022223412396269716
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
Niter:  6 row:  81 ngroup:  1 nlines:  250 gd:  232
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
res:  232 -0.0020992776462662732 0.0137506066230344 0.022223412396269716
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
Final values:
res:  -0.0020992776462662732 0.022223412396269716
pars:  [ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
81 [ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02]
elapsed: 3.0 sec.
Niter:  0 row:  81 ngroup:  26 nlines:  6430 gd:  6430
[ 1.22017116e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02 -1.44426646e+02  4.66647231e-11
  1.54078636e+02 -1.44426646e+02  4.66647231e-11  1.54078636e+02
 -1.44426646e+02  4.66647231e-11  1.54078636e+02 -1.44426646e+02
  4.66647231e-11  1.54078636e+02]
res:  6430 0.0005857584346813383 0.014016504850587808 0.03199944730142186
[ 1.22017104e-10 -1.03161209e-05 -2.82888228e-01  1.61506941e+04
 -1.44433638e+02  2.68555463e-02  1.54072287e+02 -1.43918814e+02
  5.16151604e-01  1.54564160e+02 -1.44447364e+02  2.44642751e-03
  1.54065792e+02 -1.43952835e+02  4.83653488e-01  1.54550692e+02
 -1.44406614e+02  3.46119515e-02  1.54063883e+02 -1.43931763e+02
  4.96953762e-01  1.54554953e+02 -1.44422602e+02  1.18757091e-02
  1.54063769e+02 -1.43915201e+02  4.96379809e-01  1.54544613e+02
 -1.44420082e+02  9.01300833e-03  1.54063015e+02 -1.43949210e+02
  5.08369788e-01  1.54568822e+02 -1.44430218e+02  4.72488062e-03
  1.54067803e+02 -1.43936935e+02  5.11188652e-01  1.54558331e+02
 -1.44460287e+02 -1.19392402e-02  1.54052229e+02 -1.43945167e+02
  4.92708174e-01  1.54549890e+02 -1.44418154e+02  2.05918051e-02
  1.54073166e+02 -1.43911662e+02  5.10107277e-01  1.54555429e+02
 -1.44432727e+02  8.40719359e-03  1.54067413e+02 -1.43950075e+02
  4.80990775e-01  1.54561894e+02 -1.44427316e+02  9.99987435e-03
  1.54068424e+02 -1.43937281e+02  4.74690324e-01  1.54566336e+02
 -1.44466801e+02 -2.05837684e-03  1.54052818e+02 -1.43967298e+02
  4.79995347e-01  1.54548711e+02 -1.44437712e+02  1.52235532e-02
  1.54070601e+02 -1.43940657e+02  5.22316608e-01  1.54554654e+02
 -1.44449828e+02 -9.66784887e-03  1.54051675e+02 -1.43978253e+02
  4.90200305e-01  1.54538348e+02]
Niter:  1 row:  81 ngroup:  26 nlines:  6430 gd:  5978
[ 1.22017104e-10 -1.03161209e-05 -2.82888228e-01  1.61506941e+04
 -1.44433638e+02  2.68555463e-02  1.54072287e+02 -1.43918814e+02
  5.16151604e-01  1.54564160e+02 -1.44447364e+02  2.44642751e-03
  1.54065792e+02 -1.43952835e+02  4.83653488e-01  1.54550692e+02
 -1.44406614e+02  3.46119515e-02  1.54063883e+02 -1.43931763e+02
  4.96953762e-01  1.54554953e+02 -1.44422602e+02  1.18757091e-02
  1.54063769e+02 -1.43915201e+02  4.96379809e-01  1.54544613e+02
 -1.44420082e+02  9.01300833e-03  1.54063015e+02 -1.43949210e+02
  5.08369788e-01  1.54568822e+02 -1.44430218e+02  4.72488062e-03
  1.54067803e+02 -1.43936935e+02  5.11188652e-01  1.54558331e+02
 -1.44460287e+02 -1.19392402e-02  1.54052229e+02 -1.43945167e+02
  4.92708174e-01  1.54549890e+02 -1.44418154e+02  2.05918051e-02
  1.54073166e+02 -1.43911662e+02  5.10107277e-01  1.54555429e+02
 -1.44432727e+02  8.40719359e-03  1.54067413e+02 -1.43950075e+02
  4.80990775e-01  1.54561894e+02 -1.44427316e+02  9.99987435e-03
  1.54068424e+02 -1.43937281e+02  4.74690324e-01  1.54566336e+02
 -1.44466801e+02 -2.05837684e-03  1.54052818e+02 -1.43967298e+02
  4.79995347e-01  1.54548711e+02 -1.44437712e+02  1.52235532e-02
  1.54070601e+02 -1.43940657e+02  5.22316608e-01  1.54554654e+02
 -1.44449828e+02 -9.66784887e-03  1.54051675e+02 -1.43978253e+02
  4.90200305e-01  1.54538348e+02]
res:  5978 -0.00044643318869930226 0.013991989789246873 0.023038666465386638
[ 1.22017092e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426645e+02  9.67832268e-03  1.54076913e+02 -1.43911842e+02
  5.14053591e-01  1.54563642e+02 -1.44444978e+02  2.21809310e-04
  1.54067139e+02 -1.43951226e+02  4.93363621e-01  1.54559503e+02
 -1.44404704e+02  2.29800085e-02  1.54073330e+02 -1.43934488e+02
  4.90880814e-01  1.54564272e+02 -1.44422040e+02  8.22153976e-03
  1.54070318e+02 -1.43907942e+02  4.96265693e-01  1.54542519e+02
 -1.44411980e+02  2.12053062e-02  1.54068401e+02 -1.43938181e+02
  4.96176199e-01  1.54571901e+02 -1.44423261e+02 -9.55025680e-03
  1.54064886e+02 -1.43929951e+02  4.91745187e-01  1.54565849e+02
 -1.44445273e+02 -2.11191142e-02  1.54056624e+02 -1.43944025e+02
  4.84692304e-01  1.54556799e+02 -1.44415936e+02  1.26403666e-02
  1.54078431e+02 -1.43909585e+02  5.01152124e-01  1.54564562e+02
 -1.44435021e+02  1.92031505e-03  1.54069350e+02 -1.43950580e+02
  4.74166196e-01  1.54564953e+02 -1.44424861e+02  7.89890346e-03
  1.54067544e+02 -1.43922939e+02  4.79919291e-01  1.54569159e+02
 -1.44460251e+02 -1.21107282e-02  1.54055189e+02 -1.43958917e+02
  4.56937962e-01  1.54550310e+02 -1.44435784e+02  1.54550908e-02
  1.54068636e+02 -1.43938949e+02  5.06480597e-01  1.54560001e+02
 -1.44446997e+02 -1.83485256e-02  1.54062867e+02 -1.43964288e+02
  4.88675788e-01  1.54545175e+02]
Niter:  2 row:  81 ngroup:  26 nlines:  6430 gd:  5970
[ 1.22017092e-10 -1.03161219e-05 -2.82888256e-01  1.61506957e+04
 -1.44426645e+02  9.67832268e-03  1.54076913e+02 -1.43911842e+02
  5.14053591e-01  1.54563642e+02 -1.44444978e+02  2.21809310e-04
  1.54067139e+02 -1.43951226e+02  4.93363621e-01  1.54559503e+02
 -1.44404704e+02  2.29800085e-02  1.54073330e+02 -1.43934488e+02
  4.90880814e-01  1.54564272e+02 -1.44422040e+02  8.22153976e-03
  1.54070318e+02 -1.43907942e+02  4.96265693e-01  1.54542519e+02
 -1.44411980e+02  2.12053062e-02  1.54068401e+02 -1.43938181e+02
  4.96176199e-01  1.54571901e+02 -1.44423261e+02 -9.55025680e-03
  1.54064886e+02 -1.43929951e+02  4.91745187e-01  1.54565849e+02
 -1.44445273e+02 -2.11191142e-02  1.54056624e+02 -1.43944025e+02
  4.84692304e-01  1.54556799e+02 -1.44415936e+02  1.26403666e-02
  1.54078431e+02 -1.43909585e+02  5.01152124e-01  1.54564562e+02
 -1.44435021e+02  1.92031505e-03  1.54069350e+02 -1.43950580e+02
  4.74166196e-01  1.54564953e+02 -1.44424861e+02  7.89890346e-03
  1.54067544e+02 -1.43922939e+02  4.79919291e-01  1.54569159e+02
 -1.44460251e+02 -1.21107282e-02  1.54055189e+02 -1.43958917e+02
  4.56937962e-01  1.54550310e+02 -1.44435784e+02  1.54550908e-02
  1.54068636e+02 -1.43938949e+02  5.06480597e-01  1.54560001e+02
 -1.44446997e+02 -1.83485256e-02  1.54062867e+02 -1.43964288e+02
  4.88675788e-01  1.54545175e+02]
res:  5970 -0.0005289773407639586 0.013916776269070397 0.022905995672250407
[ 1.22017080e-10 -1.03161229e-05 -2.82888285e-01  1.61506973e+04
 -1.44419681e+02  1.20284900e-02  1.54081640e+02 -1.43899667e+02
  5.19750878e-01  1.54566370e+02 -1.44438025e+02  2.89743856e-03
  1.54070026e+02 -1.43944224e+02  4.99058417e-01  1.54564239e+02
 -1.44397733e+02  2.25424705e-02  1.54081669e+02 -1.43927536e+02
  4.96597004e-01  1.54569005e+02 -1.44415076e+02  1.10270954e-02
  1.54075044e+02 -1.43900952e+02  5.01968198e-01  1.54547246e+02
 -1.44405006e+02  2.99844529e-02  1.54073127e+02 -1.43926156e+02
  4.98586284e-01  1.54576629e+02 -1.44416305e+02 -6.95335312e-03
  1.54069615e+02 -1.43922966e+02  4.85502725e-01  1.54570588e+02
 -1.44433817e+02 -1.85202273e-02  1.54063256e+02 -1.43937056e+02
  4.90391740e-01  1.54563374e+02 -1.44408945e+02  1.18259929e-02
  1.54086773e+02 -1.43902592e+02  5.03385188e-01  1.54569300e+02
 -1.44428045e+02  7.62027788e-03  1.54074080e+02 -1.43943614e+02
  4.79880717e-01  1.54569689e+02 -1.44417890e+02  1.04064026e-02
  1.54072268e+02 -1.43915963e+02  4.85626203e-01  1.54573894e+02
 -1.44453304e+02 -9.45872337e-03  1.54059930e+02 -1.43951957e+02
  4.62628244e-01  1.54555048e+02 -1.44428829e+02  2.11652303e-02
  1.54073363e+02 -1.43931981e+02  5.08781405e-01  1.54564724e+02
 -1.44440057e+02 -1.88811829e-02  1.54067598e+02 -1.43957330e+02
  4.87148575e-01  1.54549905e+02]
Niter:  3 row:  81 ngroup:  26 nlines:  6430 gd:  5968
[ 1.22017080e-10 -1.03161229e-05 -2.82888285e-01  1.61506973e+04
 -1.44419681e+02  1.20284900e-02  1.54081640e+02 -1.43899667e+02
  5.19750878e-01  1.54566370e+02 -1.44438025e+02  2.89743856e-03
  1.54070026e+02 -1.43944224e+02  4.99058417e-01  1.54564239e+02
 -1.44397733e+02  2.25424705e-02  1.54081669e+02 -1.43927536e+02
  4.96597004e-01  1.54569005e+02 -1.44415076e+02  1.10270954e-02
  1.54075044e+02 -1.43900952e+02  5.01968198e-01  1.54547246e+02
 -1.44405006e+02  2.99844529e-02  1.54073127e+02 -1.43926156e+02
  4.98586284e-01  1.54576629e+02 -1.44416305e+02 -6.95335312e-03
  1.54069615e+02 -1.43922966e+02  4.85502725e-01  1.54570588e+02
 -1.44433817e+02 -1.85202273e-02  1.54063256e+02 -1.43937056e+02
  4.90391740e-01  1.54563374e+02 -1.44408945e+02  1.18259929e-02
  1.54086773e+02 -1.43902592e+02  5.03385188e-01  1.54569300e+02
 -1.44428045e+02  7.62027788e-03  1.54074080e+02 -1.43943614e+02
  4.79880717e-01  1.54569689e+02 -1.44417890e+02  1.04064026e-02
  1.54072268e+02 -1.43915963e+02  4.85626203e-01  1.54573894e+02
 -1.44453304e+02 -9.45872337e-03  1.54059930e+02 -1.43951957e+02
  4.62628244e-01  1.54555048e+02 -1.44428829e+02  2.11652303e-02
  1.54073363e+02 -1.43931981e+02  5.08781405e-01  1.54564724e+02
 -1.44440057e+02 -1.88811829e-02  1.54067598e+02 -1.43957330e+02
  4.87148575e-01  1.54549905e+02]
res:  5968 -0.00033857290418382036 0.013858739365787187 0.022865801385933037
[ 1.21960992e-10 -1.03161229e-05 -2.82888285e-01  1.61506973e+04
 -1.44419681e+02  1.20284900e-02  1.54081640e+02 -1.43899667e+02
  5.19750878e-01  1.54566370e+02 -1.44438025e+02  2.89743856e-03
  1.54070026e+02 -1.43944224e+02  4.99058417e-01  1.54564239e+02
 -1.44397733e+02  2.25424705e-02  1.54081669e+02 -1.43927536e+02
  4.96597004e-01  1.54569005e+02 -1.44415076e+02  1.10270954e-02
  1.54075044e+02 -1.43900952e+02  5.01968198e-01  1.54547246e+02
 -1.44405006e+02  2.99844529e-02  1.54073127e+02 -1.43926156e+02
  4.98586284e-01  1.54576629e+02 -1.44416305e+02 -6.95335312e-03
  1.54069615e+02 -1.43922966e+02  4.85502725e-01  1.54570588e+02
 -1.44433817e+02 -1.85202273e-02  1.54063256e+02 -1.43937056e+02
  4.90391740e-01  1.54563374e+02 -1.44408945e+02  1.18259929e-02
  1.54086773e+02 -1.43902592e+02  5.03385188e-01  1.54569300e+02
 -1.44428045e+02  7.62027788e-03  1.54074080e+02 -1.43943614e+02
  4.79880717e-01  1.54569689e+02 -1.44417890e+02  1.04064026e-02
  1.54072268e+02 -1.43915963e+02  4.85626203e-01  1.54573894e+02
 -1.44453304e+02 -9.45872337e-03  1.54059930e+02 -1.43951957e+02
  4.62628244e-01  1.54555048e+02 -1.44428829e+02  2.11652303e-02
  1.54073363e+02 -1.43931981e+02  5.08781405e-01  1.54564724e+02
 -1.44440057e+02 -1.88811829e-02  1.54067598e+02 -1.43957330e+02
  4.87148575e-01  1.54549905e+02]
Niter:  4 row:  81 ngroup:  26 nlines:  6430 gd:  5963
[ 1.21960992e-10 -1.03161229e-05 -2.82888285e-01  1.61506973e+04
 -1.44419681e+02  1.20284900e-02  1.54081640e+02 -1.43899667e+02
  5.19750878e-01  1.54566370e+02 -1.44438025e+02  2.89743856e-03
  1.54070026e+02 -1.43944224e+02  4.99058417e-01  1.54564239e+02
 -1.44397733e+02  2.25424705e-02  1.54081669e+02 -1.43927536e+02
  4.96597004e-01  1.54569005e+02 -1.44415076e+02  1.10270954e-02
  1.54075044e+02 -1.43900952e+02  5.01968198e-01  1.54547246e+02
 -1.44405006e+02  2.99844529e-02  1.54073127e+02 -1.43926156e+02
  4.98586284e-01  1.54576629e+02 -1.44416305e+02 -6.95335312e-03
  1.54069615e+02 -1.43922966e+02  4.85502725e-01  1.54570588e+02
 -1.44433817e+02 -1.85202273e-02  1.54063256e+02 -1.43937056e+02
  4.90391740e-01  1.54563374e+02 -1.44408945e+02  1.18259929e-02
  1.54086773e+02 -1.43902592e+02  5.03385188e-01  1.54569300e+02
 -1.44428045e+02  7.62027788e-03  1.54074080e+02 -1.43943614e+02
  4.79880717e-01  1.54569689e+02 -1.44417890e+02  1.04064026e-02
  1.54072268e+02 -1.43915963e+02  4.85626203e-01  1.54573894e+02
 -1.44453304e+02 -9.45872337e-03  1.54059930e+02 -1.43951957e+02
  4.62628244e-01  1.54555048e+02 -1.44428829e+02  2.11652303e-02
  1.54073363e+02 -1.43931981e+02  5.08781405e-01  1.54564724e+02
 -1.44440057e+02 -1.88811829e-02  1.54067598e+02 -1.43957330e+02
  4.87148575e-01  1.54549905e+02]
res:  5963 -0.0005917781572861713 0.013889368759009812 0.022796625198621304
[ 1.21960980e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
Niter:  5 row:  81 ngroup:  26 nlines:  6430 gd:  5960
[ 1.21960980e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
res:  5960 -0.0004633127400666126 0.013847546691977186 0.022756996189087234
[ 1.21926484e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
Niter:  6 row:  81 ngroup:  26 nlines:  6430 gd:  5964
[ 1.21926484e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
res:  5964 -0.00044429925037547946 0.013843224330230441 0.022804470108660733
[ 1.21922437e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
Saving figure to  wave_resid_43670005_fiber81.png
Final values:
res:  -0.00044429925037547946 0.022804470108660733
pars:  [ 1.21922437e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
81 [ 1.21922437e-10 -1.03161219e-05 -2.82888313e-01  1.61506989e+04
 -1.44410270e+02  1.45510959e-02  1.54084151e+02 -1.43890166e+02
  5.25449153e-01  1.54570862e+02 -1.44428666e+02  8.60063947e-03
  1.54072604e+02 -1.43934627e+02  5.04765521e-01  1.54566828e+02
 -1.44388306e+02  2.82482733e-02  1.54084135e+02 -1.43918211e+02
  5.02316281e-01  1.54571563e+02 -1.44405686e+02  1.67187173e-02
  1.54077548e+02 -1.43891415e+02  5.07671262e-01  1.54549751e+02
 -1.44395555e+02  3.56901201e-02  1.54075627e+02 -1.43916616e+02
  5.04293081e-01  1.54579146e+02 -1.44406943e+02 -1.25694550e-03
  1.54072142e+02 -1.43913467e+02  4.85422887e-01  1.54573202e+02
 -1.44428798e+02 -1.28371191e-02  1.54067450e+02 -1.43927640e+02
  4.96087660e-01  1.54567750e+02 -1.44399401e+02  1.41425645e-02
  1.54089335e+02 -1.43887978e+02  5.09060367e-01  1.54571905e+02
 -1.44418585e+02  1.33232265e-02  1.54076607e+02 -1.43934215e+02
  4.85593090e-01  1.54572275e+02 -1.44408456e+02  1.28238115e-02
  1.54074758e+02 -1.43906504e+02  4.91328899e-01  1.54576468e+02
 -1.44443996e+02 -6.83279043e-03  1.54064438e+02 -1.43942599e+02
  4.68311555e-01  1.54557645e+02 -1.44419472e+02  2.68680024e-02
  1.54077674e+02 -1.43922565e+02  5.14483225e-01  1.54569095e+02
 -1.44430774e+02 -1.32063834e-02  1.54070139e+02 -1.43947973e+02
  4.89643001e-01  1.54552436e+02]
--- Row 83/300 row=82 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  82
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=82 ---
Niter:  0 row:  82 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 0.0009420525057066698 0.013714285549212946 0.026567137626534162
[ 1.21925466e-10 -1.03175789e-05 -2.82891128e-01  1.61506776e+04
 -1.44394857e+02  1.27277858e-13  1.54029388e+02]
Niter:  1 row:  82 ngroup:  1 nlines:  236 gd:  226
[ 1.21925466e-10 -1.03175789e-05 -2.82891128e-01  1.61506776e+04
 -1.44394857e+02  1.27277858e-13  1.54029388e+02]
res:  226 -0.00030177596272551455 0.014129417161711899 0.02157608703389282
[ 1.22252590e-10 -1.03175865e-05 -2.82894724e-01  1.61506809e+04
 -1.44368952e+02 -1.27114787e-11  1.54025961e+02]
Niter:  2 row:  82 ngroup:  1 nlines:  236 gd:  228
[ 1.22252590e-10 -1.03175865e-05 -2.82894724e-01  1.61506809e+04
 -1.44368952e+02 -1.27114787e-11  1.54025961e+02]
res:  228 -0.0007275847310665995 0.014036517067324894 0.022162667382568117
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
Niter:  3 row:  82 ngroup:  1 nlines:  236 gd:  228
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
res:  228 -0.0007275847310665995 0.014036517067324894 0.022162667382568117
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
Niter:  4 row:  82 ngroup:  1 nlines:  236 gd:  228
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
res:  228 -0.0007275847310665995 0.014036517067324894 0.022162667382568117
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
Niter:  5 row:  82 ngroup:  1 nlines:  236 gd:  228
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
res:  228 -0.0007275847310665995 0.014036517067324894 0.022162667382568117
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
Niter:  6 row:  82 ngroup:  1 nlines:  236 gd:  228
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
res:  228 -0.0007275847310665995 0.014036517067324894 0.022162667382568117
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
Final values:
res:  -0.0007275847310665995 0.022162667382568117
pars:  [ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
82 [ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02]
elapsed: 2.9 sec.
Niter:  0 row:  82 ngroup:  26 nlines:  6111 gd:  6111
[ 1.22328452e-10 -1.03175347e-05 -2.82896175e-01  1.61506816e+04
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02 -1.44360502e+02 -7.02515236e-11
  1.54022094e+02 -1.44360502e+02 -7.02515236e-11  1.54022094e+02
 -1.44360502e+02 -7.02515236e-11  1.54022094e+02 -1.44360502e+02
 -7.02515236e-11  1.54022094e+02]
res:  6111 0.0005094889966130722 0.013940378501501982 0.03024688556101391
[ 1.22328465e-10 -1.03175337e-05 -2.82896146e-01  1.61506800e+04
 -1.44357869e+02  8.89599837e-03  1.54019639e+02 -1.43883649e+02
  5.12675439e-01  1.54519701e+02 -1.44404112e+02 -5.90551261e-03
  1.54005984e+02 -1.43870718e+02  4.95349929e-01  1.54500220e+02
 -1.44396258e+02 -6.84097600e-03  1.54013947e+02 -1.43881529e+02
  4.93572760e-01  1.54521604e+02 -1.44360331e+02 -1.11159345e-03
  1.54022633e+02 -1.43881968e+02  5.00133692e-01  1.54500790e+02
 -1.44393037e+02  3.83918213e-04  1.54030163e+02 -1.43895893e+02
  5.26972988e-01  1.54512746e+02 -1.44374601e+02  8.11840418e-03
  1.54016709e+02 -1.43879298e+02  4.99653749e-01  1.54506764e+02
 -1.44414780e+02  8.80938094e-03  1.54010910e+02 -1.43895042e+02
  4.82111450e-01  1.54515529e+02 -1.44369774e+02  7.37033211e-03
  1.54012872e+02 -1.43875300e+02  4.90780043e-01  1.54521977e+02
 -1.44414416e+02 -6.34016721e-03  1.54013896e+02 -1.43906831e+02
  4.76746489e-01  1.54504122e+02 -1.44391741e+02 -4.69335818e-04
  1.54028237e+02 -1.43910412e+02  4.95019429e-01  1.54505201e+02
 -1.44398638e+02 -2.11964538e-02  1.53994847e+02 -1.43914089e+02
  4.78434068e-01  1.54492085e+02 -1.44402327e+02 -1.51725189e-02
  1.54020645e+02 -1.43905571e+02  5.00297659e-01  1.54511283e+02
 -1.44403588e+02 -1.82890376e-02  1.54005208e+02 -1.43921394e+02
  4.67923981e-01  1.54494544e+02]
Niter:  1 row:  82 ngroup:  26 nlines:  6111 gd:  5727
[ 1.22328465e-10 -1.03175337e-05 -2.82896146e-01  1.61506800e+04
 -1.44357869e+02  8.89599837e-03  1.54019639e+02 -1.43883649e+02
  5.12675439e-01  1.54519701e+02 -1.44404112e+02 -5.90551261e-03
  1.54005984e+02 -1.43870718e+02  4.95349929e-01  1.54500220e+02
 -1.44396258e+02 -6.84097600e-03  1.54013947e+02 -1.43881529e+02
  4.93572760e-01  1.54521604e+02 -1.44360331e+02 -1.11159345e-03
  1.54022633e+02 -1.43881968e+02  5.00133692e-01  1.54500790e+02
 -1.44393037e+02  3.83918213e-04  1.54030163e+02 -1.43895893e+02
  5.26972988e-01  1.54512746e+02 -1.44374601e+02  8.11840418e-03
  1.54016709e+02 -1.43879298e+02  4.99653749e-01  1.54506764e+02
 -1.44414780e+02  8.80938094e-03  1.54010910e+02 -1.43895042e+02
  4.82111450e-01  1.54515529e+02 -1.44369774e+02  7.37033211e-03
  1.54012872e+02 -1.43875300e+02  4.90780043e-01  1.54521977e+02
 -1.44414416e+02 -6.34016721e-03  1.54013896e+02 -1.43906831e+02
  4.76746489e-01  1.54504122e+02 -1.44391741e+02 -4.69335818e-04
  1.54028237e+02 -1.43910412e+02  4.95019429e-01  1.54505201e+02
 -1.44398638e+02 -2.11964538e-02  1.53994847e+02 -1.43914089e+02
  4.78434068e-01  1.54492085e+02 -1.44402327e+02 -1.51725189e-02
  1.54020645e+02 -1.43905571e+02  5.00297659e-01  1.54511283e+02
 -1.44403588e+02 -1.82890376e-02  1.54005208e+02 -1.43921394e+02
  4.67923981e-01  1.54494544e+02]
res:  5727 -0.00023770073312334716 0.0140439408205566 0.02260747955767962
[ 1.22328477e-10 -1.03175327e-05 -2.82896118e-01  1.61506784e+04
 -1.44374429e+02 -1.14463000e-02  1.54012642e+02 -1.43890609e+02
  4.89192651e-01  1.54517160e+02 -1.44422034e+02 -2.17062163e-02
  1.54004904e+02 -1.43884174e+02  4.79812045e-01  1.54493237e+02
 -1.44407029e+02 -1.54405667e-02  1.54014274e+02 -1.43893717e+02
  4.81714702e-01  1.54512424e+02 -1.44376277e+02 -2.17934324e-02
  1.54013293e+02 -1.43890460e+02  4.89333555e-01  1.54494119e+02
 -1.44399973e+02 -1.06037303e-02  1.54026542e+02 -1.43902836e+02
  5.06648095e-01  1.54506035e+02 -1.44381569e+02 -1.77054200e-02
  1.54016739e+02 -1.43891136e+02  4.80968310e-01  1.54502110e+02
 -1.44433144e+02 -1.53733934e-02  1.54003544e+02 -1.43901996e+02
  4.70898408e-01  1.54506117e+02 -1.44370980e+02 -2.90700776e-02
  1.54011039e+02 -1.43871908e+02  4.82078773e-01  1.54521185e+02
 -1.44423280e+02 -2.44835528e-02  1.54004721e+02 -1.43925367e+02
  4.65018837e-01  1.54497055e+02 -1.44393040e+02 -2.34629802e-02
  1.54019271e+02 -1.43906783e+02  4.76743963e-01  1.54498491e+02
 -1.44411938e+02 -3.42739298e-02  1.53990282e+02 -1.43915546e+02
  4.58531229e-01  1.54491670e+02 -1.44401711e+02 -3.00438978e-02
  1.54011940e+02 -1.43912521e+02  4.78059135e-01  1.54503927e+02
 -1.44411039e+02 -3.62051521e-02  1.53992015e+02 -1.43928344e+02
  4.55082160e-01  1.54489819e+02]
Niter:  2 row:  82 ngroup:  26 nlines:  6111 gd:  5746
[ 1.22328477e-10 -1.03175327e-05 -2.82896118e-01  1.61506784e+04
 -1.44374429e+02 -1.14463000e-02  1.54012642e+02 -1.43890609e+02
  4.89192651e-01  1.54517160e+02 -1.44422034e+02 -2.17062163e-02
  1.54004904e+02 -1.43884174e+02  4.79812045e-01  1.54493237e+02
 -1.44407029e+02 -1.54405667e-02  1.54014274e+02 -1.43893717e+02
  4.81714702e-01  1.54512424e+02 -1.44376277e+02 -2.17934324e-02
  1.54013293e+02 -1.43890460e+02  4.89333555e-01  1.54494119e+02
 -1.44399973e+02 -1.06037303e-02  1.54026542e+02 -1.43902836e+02
  5.06648095e-01  1.54506035e+02 -1.44381569e+02 -1.77054200e-02
  1.54016739e+02 -1.43891136e+02  4.80968310e-01  1.54502110e+02
 -1.44433144e+02 -1.53733934e-02  1.54003544e+02 -1.43901996e+02
  4.70898408e-01  1.54506117e+02 -1.44370980e+02 -2.90700776e-02
  1.54011039e+02 -1.43871908e+02  4.82078773e-01  1.54521185e+02
 -1.44423280e+02 -2.44835528e-02  1.54004721e+02 -1.43925367e+02
  4.65018837e-01  1.54497055e+02 -1.44393040e+02 -2.34629802e-02
  1.54019271e+02 -1.43906783e+02  4.76743963e-01  1.54498491e+02
 -1.44411938e+02 -3.42739298e-02  1.53990282e+02 -1.43915546e+02
  4.58531229e-01  1.54491670e+02 -1.44401711e+02 -3.00438978e-02
  1.54011940e+02 -1.43912521e+02  4.78059135e-01  1.54503927e+02
 -1.44411039e+02 -3.62051521e-02  1.53992015e+02 -1.43928344e+02
  4.55082160e-01  1.54489819e+02]
res:  5746 -0.0003032336899195798 0.014070567940507317 0.022821623301035005
[ 1.22328489e-10 -1.03175316e-05 -2.82896090e-01  1.61506768e+04
 -1.44381393e+02 -1.71640065e-02  1.54007916e+02 -1.43897568e+02
  4.83486954e-01  1.54512438e+02 -1.44428980e+02 -3.04977244e-02
  1.54002022e+02 -1.43895977e+02  4.74096085e-01  1.54488508e+02
 -1.44409444e+02 -2.11413760e-02  1.54009545e+02 -1.43900721e+02
  4.76011887e-01  1.54507702e+02 -1.44383244e+02 -3.07514841e-02
  1.54008564e+02 -1.43892635e+02  4.83630506e-01  1.54489393e+02
 -1.44406909e+02 -1.62912318e-02  1.54021817e+02 -1.43909778e+02
  4.93844848e-01  1.54503303e+02 -1.44388538e+02 -3.31506315e-02
  1.54012004e+02 -1.43893139e+02  4.75256974e-01  1.54497382e+02
 -1.44440073e+02 -2.39757962e-02  1.53998813e+02 -1.43908949e+02
  4.59010367e-01  1.54501391e+02 -1.44377951e+02 -3.78476431e-02
  1.54006308e+02 -1.43878881e+02  4.76364131e-01  1.54516458e+02
 -1.44430204e+02 -3.01704160e-02  1.53999995e+02 -1.43932352e+02
  4.56012430e-01  1.54492331e+02 -1.44394831e+02 -3.22289341e-02
  1.54014540e+02 -1.43913711e+02  4.71023350e-01  1.54493773e+02
 -1.44418890e+02 -3.99580061e-02  1.53985550e+02 -1.43922500e+02
  4.52818110e-01  1.54488921e+02 -1.44408669e+02 -3.87507910e-02
  1.54009189e+02 -1.43919454e+02  4.65982255e-01  1.54499199e+02
 -1.44417981e+02 -4.49504840e-02  1.53987288e+02 -1.43935295e+02
  4.46169056e-01  1.54485094e+02]
Niter:  3 row:  82 ngroup:  26 nlines:  6111 gd:  5756
[ 1.22328489e-10 -1.03175316e-05 -2.82896090e-01  1.61506768e+04
 -1.44381393e+02 -1.71640065e-02  1.54007916e+02 -1.43897568e+02
  4.83486954e-01  1.54512438e+02 -1.44428980e+02 -3.04977244e-02
  1.54002022e+02 -1.43895977e+02  4.74096085e-01  1.54488508e+02
 -1.44409444e+02 -2.11413760e-02  1.54009545e+02 -1.43900721e+02
  4.76011887e-01  1.54507702e+02 -1.44383244e+02 -3.07514841e-02
  1.54008564e+02 -1.43892635e+02  4.83630506e-01  1.54489393e+02
 -1.44406909e+02 -1.62912318e-02  1.54021817e+02 -1.43909778e+02
  4.93844848e-01  1.54503303e+02 -1.44388538e+02 -3.31506315e-02
  1.54012004e+02 -1.43893139e+02  4.75256974e-01  1.54497382e+02
 -1.44440073e+02 -2.39757962e-02  1.53998813e+02 -1.43908949e+02
  4.59010367e-01  1.54501391e+02 -1.44377951e+02 -3.78476431e-02
  1.54006308e+02 -1.43878881e+02  4.76364131e-01  1.54516458e+02
 -1.44430204e+02 -3.01704160e-02  1.53999995e+02 -1.43932352e+02
  4.56012430e-01  1.54492331e+02 -1.44394831e+02 -3.22289341e-02
  1.54014540e+02 -1.43913711e+02  4.71023350e-01  1.54493773e+02
 -1.44418890e+02 -3.99580061e-02  1.53985550e+02 -1.43922500e+02
  4.52818110e-01  1.54488921e+02 -1.44408669e+02 -3.87507910e-02
  1.54009189e+02 -1.43919454e+02  4.65982255e-01  1.54499199e+02
 -1.44417981e+02 -4.49504840e-02  1.53987288e+02 -1.43935295e+02
  4.46169056e-01  1.54485094e+02]
res:  5756 -0.00031583045711158775 0.014075084262003656 0.02294591967288932
[ 1.22330861e-10 -1.03175316e-05 -2.82896090e-01  1.61506768e+04
 -1.44381393e+02 -1.71640065e-02  1.54007916e+02 -1.43897568e+02
  4.83486954e-01  1.54512438e+02 -1.44428980e+02 -3.04977244e-02
  1.54002022e+02 -1.43895977e+02  4.74096085e-01  1.54488508e+02
 -1.44409444e+02 -2.11413760e-02  1.54009545e+02 -1.43900721e+02
  4.76011887e-01  1.54507702e+02 -1.44383244e+02 -3.07514841e-02
  1.54008564e+02 -1.43892635e+02  4.83630506e-01  1.54489393e+02
 -1.44406909e+02 -1.62912318e-02  1.54021817e+02 -1.43909778e+02
  4.93844848e-01  1.54503303e+02 -1.44388538e+02 -3.31506315e-02
  1.54012004e+02 -1.43893139e+02  4.75256974e-01  1.54497382e+02
 -1.44440073e+02 -2.39757962e-02  1.53998813e+02 -1.43908949e+02
  4.59010367e-01  1.54501391e+02 -1.44377951e+02 -3.78476431e-02
  1.54006308e+02 -1.43878881e+02  4.76364131e-01  1.54516458e+02
 -1.44430204e+02 -3.01704160e-02  1.53999995e+02 -1.43932352e+02
  4.56012430e-01  1.54492331e+02 -1.44394831e+02 -3.22289341e-02
  1.54014540e+02 -1.43913711e+02  4.71023350e-01  1.54493773e+02
 -1.44418890e+02 -3.99580061e-02  1.53985550e+02 -1.43922500e+02
  4.52818110e-01  1.54488921e+02 -1.44408669e+02 -3.87507910e-02
  1.54009189e+02 -1.43919454e+02  4.65982255e-01  1.54499199e+02
 -1.44417981e+02 -4.49504840e-02  1.53987288e+02 -1.43935295e+02
  4.46169056e-01  1.54485094e+02]
Niter:  4 row:  82 ngroup:  26 nlines:  6111 gd:  5754
[ 1.22330861e-10 -1.03175316e-05 -2.82896090e-01  1.61506768e+04
 -1.44381393e+02 -1.71640065e-02  1.54007916e+02 -1.43897568e+02
  4.83486954e-01  1.54512438e+02 -1.44428980e+02 -3.04977244e-02
  1.54002022e+02 -1.43895977e+02  4.74096085e-01  1.54488508e+02
 -1.44409444e+02 -2.11413760e-02  1.54009545e+02 -1.43900721e+02
  4.76011887e-01  1.54507702e+02 -1.44383244e+02 -3.07514841e-02
  1.54008564e+02 -1.43892635e+02  4.83630506e-01  1.54489393e+02
 -1.44406909e+02 -1.62912318e-02  1.54021817e+02 -1.43909778e+02
  4.93844848e-01  1.54503303e+02 -1.44388538e+02 -3.31506315e-02
  1.54012004e+02 -1.43893139e+02  4.75256974e-01  1.54497382e+02
 -1.44440073e+02 -2.39757962e-02  1.53998813e+02 -1.43908949e+02
  4.59010367e-01  1.54501391e+02 -1.44377951e+02 -3.78476431e-02
  1.54006308e+02 -1.43878881e+02  4.76364131e-01  1.54516458e+02
 -1.44430204e+02 -3.01704160e-02  1.53999995e+02 -1.43932352e+02
  4.56012430e-01  1.54492331e+02 -1.44394831e+02 -3.22289341e-02
  1.54014540e+02 -1.43913711e+02  4.71023350e-01  1.54493773e+02
 -1.44418890e+02 -3.99580061e-02  1.53985550e+02 -1.43922500e+02
  4.52818110e-01  1.54488921e+02 -1.44408669e+02 -3.87507910e-02
  1.54009189e+02 -1.43919454e+02  4.65982255e-01  1.54499199e+02
 -1.44417981e+02 -4.49504840e-02  1.53987288e+02 -1.43935295e+02
  4.46169056e-01  1.54485094e+02]
res:  5754 -0.0003049109218409285 0.014098015692070476 0.022914384744543354
[ 1.22330848e-10 -1.03175306e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
Niter:  5 row:  82 ngroup:  26 nlines:  6111 gd:  5756
[ 1.22330848e-10 -1.03175306e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
res:  5756 -0.0002995190989167895 0.014099064524998539 0.022939425622945653
[ 1.22328754e-10 -1.03175306e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
Niter:  6 row:  82 ngroup:  26 nlines:  6111 gd:  5756
[ 1.22328754e-10 -1.03175306e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
res:  5756 -0.00031904664501780644 0.014098016359639587 0.022939403475211402
[ 1.22330507e-10 -1.03175292e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
Saving figure to  wave_resid_43670005_fiber82.png
Final values:
res:  -0.00031904664501780644 0.022939403475211402
pars:  [ 1.22330507e-10 -1.03175292e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
82 [ 1.22330507e-10 -1.03175292e-05 -2.82896061e-01  1.61506751e+04
 -1.44388457e+02 -2.28846191e-02  1.54003285e+02 -1.43904626e+02
  4.77783283e-01  1.54507810e+02 -1.44436022e+02 -3.95678383e-02
  1.53997389e+02 -1.43903011e+02  4.68376881e-01  1.54483873e+02
 -1.44411692e+02 -2.68387593e-02  1.54004909e+02 -1.43907831e+02
  4.70312371e-01  1.54503077e+02 -1.44390311e+02 -3.93278534e-02
  1.54003929e+02 -1.43899706e+02  4.77927060e-01  1.54484760e+02
 -1.44413938e+02 -2.19786928e-02  1.54017188e+02 -1.43916814e+02
  4.81636599e-01  1.54498677e+02 -1.44395605e+02 -4.18574615e-02
  1.54007360e+02 -1.43900151e+02  4.69543022e-01  1.54492747e+02
 -1.44447095e+02 -3.29566058e-02  1.53994175e+02 -1.43916000e+02
  4.53304768e-01  1.54496760e+02 -1.44385023e+02 -4.35250263e-02
  1.54001670e+02 -1.43885954e+02  4.70648813e-01  1.54511825e+02
 -1.44437220e+02 -3.58594855e-02  1.53995364e+02 -1.43939441e+02
  4.46956478e-01  1.54487703e+02 -1.44401895e+02 -3.79387705e-02
  1.54009903e+02 -1.43920733e+02  4.65304312e-01  1.54489150e+02
 -1.44425939e+02 -4.56516606e-02  1.53980910e+02 -1.43929552e+02
  4.47103793e-01  1.54484289e+02 -1.44415725e+02 -4.44455630e-02
  1.54004557e+02 -1.43926481e+02  4.60303950e-01  1.54494564e+02
 -1.44425019e+02 -5.06506731e-02  1.53982655e+02 -1.43942342e+02
  4.40474236e-01  1.54480464e+02]
--- Row 84/300 row=83 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  83
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=83 ---
Niter:  0 row:  83 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 -0.0009589050168870017 0.01607015714944282 0.03189436314023354
[ 1.20875396e-10 -1.03164597e-05 -2.82876163e-01  1.61506554e+04
 -1.44493186e+02  1.22398989e-13  1.54115582e+02]
Niter:  1 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20875396e-10 -1.03164597e-05 -2.82876163e-01  1.61506554e+04
 -1.44493186e+02  1.22398989e-13  1.54115582e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Niter:  2 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Niter:  3 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Niter:  4 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Niter:  5 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Niter:  6 row:  83 ngroup:  1 nlines:  257 gd:  248
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
res:  248 -0.0008719312736502616 0.017352002774714492 0.027372470940072044
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
Final values:
res:  -0.0008719312736502616 0.027372470940072044
pars:  [ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
83 [ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02]
elapsed: 3.0 sec.
Niter:  0 row:  83 ngroup:  26 nlines:  6446 gd:  6446
[ 1.20795511e-10 -1.03160879e-05 -2.82878277e-01  1.61506541e+04
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02 -1.44469564e+02  4.82817621e-11
  1.54100300e+02 -1.44469564e+02  4.82817621e-11  1.54100300e+02
 -1.44469564e+02  4.82817621e-11  1.54100300e+02 -1.44469564e+02
  4.82817621e-11  1.54100300e+02]
res:  6446 0.00026004196388385026 0.013924013090218068 0.02963286346735281
[ 1.20795523e-10 -1.03160868e-05 -2.82878249e-01  1.61506525e+04
 -1.44476853e+02 -9.76078961e-03  1.54095547e+02 -1.44004406e+02
  4.87265223e-01  1.54597795e+02 -1.44515607e+02 -2.03671311e-02
  1.54095596e+02 -1.44003520e+02  4.76836147e-01  1.54588393e+02
 -1.44479573e+02 -2.53100673e-03  1.54104157e+02 -1.43992209e+02
  4.92448915e-01  1.54594519e+02 -1.44488947e+02  1.10324503e-02
  1.54103365e+02 -1.44007178e+02  4.93036216e-01  1.54587231e+02
 -1.44508869e+02 -8.31966123e-04  1.54105368e+02 -1.44000517e+02
  4.91350513e-01  1.54596514e+02 -1.44510196e+02  4.78144220e-03
  1.54096487e+02 -1.44016455e+02  5.09222564e-01  1.54593748e+02
 -1.44525037e+02 -1.91726271e-03  1.54085620e+02 -1.44039416e+02
  4.81508721e-01  1.54586522e+02 -1.44498007e+02  5.06014340e-03
  1.54104194e+02 -1.43990235e+02  5.14954385e-01  1.54603345e+02
 -1.44509831e+02 -1.29156025e-02  1.54093175e+02 -1.44002315e+02
  4.90359803e-01  1.54591387e+02 -1.44504312e+02 -2.54757642e-03
  1.54097722e+02 -1.43984796e+02  5.04096694e-01  1.54601433e+02
 -1.44518299e+02 -1.12462033e-02  1.54071345e+02 -1.44020226e+02
  4.85929459e-01  1.54585515e+02 -1.44512634e+02  7.32521210e-03
  1.54099002e+02 -1.44024545e+02  5.01771040e-01  1.54590693e+02
 -1.44513799e+02 -1.59109464e-02  1.54079302e+02 -1.44024829e+02
  4.70915020e-01  1.54568937e+02]
Niter:  1 row:  83 ngroup:  26 nlines:  6446 gd:  6059
[ 1.20795523e-10 -1.03160868e-05 -2.82878249e-01  1.61506525e+04
 -1.44476853e+02 -9.76078961e-03  1.54095547e+02 -1.44004406e+02
  4.87265223e-01  1.54597795e+02 -1.44515607e+02 -2.03671311e-02
  1.54095596e+02 -1.44003520e+02  4.76836147e-01  1.54588393e+02
 -1.44479573e+02 -2.53100673e-03  1.54104157e+02 -1.43992209e+02
  4.92448915e-01  1.54594519e+02 -1.44488947e+02  1.10324503e-02
  1.54103365e+02 -1.44007178e+02  4.93036216e-01  1.54587231e+02
 -1.44508869e+02 -8.31966123e-04  1.54105368e+02 -1.44000517e+02
  4.91350513e-01  1.54596514e+02 -1.44510196e+02  4.78144220e-03
  1.54096487e+02 -1.44016455e+02  5.09222564e-01  1.54593748e+02
 -1.44525037e+02 -1.91726271e-03  1.54085620e+02 -1.44039416e+02
  4.81508721e-01  1.54586522e+02 -1.44498007e+02  5.06014340e-03
  1.54104194e+02 -1.43990235e+02  5.14954385e-01  1.54603345e+02
 -1.44509831e+02 -1.29156025e-02  1.54093175e+02 -1.44002315e+02
  4.90359803e-01  1.54591387e+02 -1.44504312e+02 -2.54757642e-03
  1.54097722e+02 -1.43984796e+02  5.04096694e-01  1.54601433e+02
 -1.44518299e+02 -1.12462033e-02  1.54071345e+02 -1.44020226e+02
  4.85929459e-01  1.54585515e+02 -1.44512634e+02  7.32521210e-03
  1.54099002e+02 -1.44024545e+02  5.01771040e-01  1.54590693e+02
 -1.44513799e+02 -1.59109464e-02  1.54079302e+02 -1.44024829e+02
  4.70915020e-01  1.54568937e+02]
res:  6059 -0.0005494202623594902 0.01415276727584569 0.02259936263386425
[ 1.20795535e-10 -1.03160858e-05 -2.82878277e-01  1.61506541e+04
 -1.44475253e+02 -3.23000858e-03  1.54096134e+02 -1.43992488e+02
  4.88639537e-01  1.54594404e+02 -1.44503263e+02 -1.52417129e-02
  1.54098532e+02 -1.43987934e+02  4.74164400e-01  1.54592714e+02
 -1.44485487e+02 -3.56885983e-03  1.54107528e+02 -1.43985895e+02
  4.97988576e-01  1.54601639e+02 -1.44482285e+02  1.07148501e-02
  1.54106413e+02 -1.43999471e+02  4.81056679e-01  1.54584669e+02
 -1.44501447e+02 -9.22627797e-03  1.54108188e+02 -1.43993795e+02
  4.87916285e-01  1.54601103e+02 -1.44499743e+02  2.28930761e-03
  1.54101315e+02 -1.44003961e+02  4.86953918e-01  1.54598833e+02
 -1.44512631e+02 -1.41981942e-02  1.54093922e+02 -1.44025873e+02
  4.57102944e-01  1.54589673e+02 -1.44501626e+02 -5.54016582e-03
  1.54109333e+02 -1.43977197e+02  5.14454174e-01  1.54610469e+02
 -1.44502896e+02 -1.12403117e-02  1.54096074e+02 -1.43997917e+02
  4.92909250e-01  1.54597040e+02 -1.44499177e+02 -4.54366771e-03
  1.54105370e+02 -1.43988195e+02  4.99032739e-01  1.54598568e+02
 -1.44517603e+02 -1.11380402e-02  1.54071917e+02 -1.44010920e+02
  4.88084659e-01  1.54581579e+02 -1.44505620e+02 -4.13006182e-03
  1.54100688e+02 -1.44016499e+02  5.04616920e-01  1.54597103e+02
 -1.44506785e+02 -1.69712972e-02  1.54084289e+02 -1.44024149e+02
  4.59368040e-01  1.54573938e+02]
Niter:  2 row:  83 ngroup:  26 nlines:  6446 gd:  6071
[ 1.20795535e-10 -1.03160858e-05 -2.82878277e-01  1.61506541e+04
 -1.44475253e+02 -3.23000858e-03  1.54096134e+02 -1.43992488e+02
  4.88639537e-01  1.54594404e+02 -1.44503263e+02 -1.52417129e-02
  1.54098532e+02 -1.43987934e+02  4.74164400e-01  1.54592714e+02
 -1.44485487e+02 -3.56885983e-03  1.54107528e+02 -1.43985895e+02
  4.97988576e-01  1.54601639e+02 -1.44482285e+02  1.07148501e-02
  1.54106413e+02 -1.43999471e+02  4.81056679e-01  1.54584669e+02
 -1.44501447e+02 -9.22627797e-03  1.54108188e+02 -1.43993795e+02
  4.87916285e-01  1.54601103e+02 -1.44499743e+02  2.28930761e-03
  1.54101315e+02 -1.44003961e+02  4.86953918e-01  1.54598833e+02
 -1.44512631e+02 -1.41981942e-02  1.54093922e+02 -1.44025873e+02
  4.57102944e-01  1.54589673e+02 -1.44501626e+02 -5.54016582e-03
  1.54109333e+02 -1.43977197e+02  5.14454174e-01  1.54610469e+02
 -1.44502896e+02 -1.12403117e-02  1.54096074e+02 -1.43997917e+02
  4.92909250e-01  1.54597040e+02 -1.44499177e+02 -4.54366771e-03
  1.54105370e+02 -1.43988195e+02  4.99032739e-01  1.54598568e+02
 -1.44517603e+02 -1.11380402e-02  1.54071917e+02 -1.44010920e+02
  4.88084659e-01  1.54581579e+02 -1.44505620e+02 -4.13006182e-03
  1.54100688e+02 -1.44016499e+02  5.04616920e-01  1.54597103e+02
 -1.44506785e+02 -1.69712972e-02  1.54084289e+02 -1.44024149e+02
  4.59368040e-01  1.54573938e+02]
res:  6071 -0.0005890979373361915 0.014148661794934014 0.022724970738069342
[ 1.20795547e-10 -1.03160848e-05 -2.82878306e-01  1.61506558e+04
 -1.44472636e+02  2.48026887e-03  1.54099162e+02 -1.43985473e+02
  4.91250184e-01  1.54599178e+02 -1.44496242e+02 -9.54172504e-03
  1.54103288e+02 -1.43980902e+02  4.79883518e-01  1.54597480e+02
 -1.44478463e+02 -6.90430466e-04  1.54114111e+02 -1.43978872e+02
  5.03692420e-01  1.54606409e+02 -1.44475267e+02  1.64354782e-02
  1.54111180e+02 -1.43992442e+02  4.83379420e-01  1.54587573e+02
 -1.44494454e+02 -3.51543105e-03  1.54112946e+02 -1.43986777e+02
  4.90585977e-01  1.54605864e+02 -1.44492726e+02  2.17779650e-03
  1.54106076e+02 -1.43996963e+02  4.92658992e-01  1.54603600e+02
 -1.44505632e+02 -8.50115165e-03  1.54098682e+02 -1.44018876e+02
  4.59977422e-01  1.54594443e+02 -1.44499574e+02 -3.12721419e-03
  1.54115801e+02 -1.43970200e+02  5.20160321e-01  1.54617044e+02
 -1.44495915e+02 -5.53248911e-03  1.54100835e+02 -1.43990919e+02
  4.98623063e-01  1.54601812e+02 -1.44492177e+02  1.16888617e-03
  1.54110135e+02 -1.43981200e+02  5.04713500e-01  1.54603343e+02
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  4.93791200e-01  1.54584536e+02 -1.44498607e+02 -4.42205590e-03
  1.54103699e+02 -1.44009485e+02  5.10300448e-01  1.54601867e+02
 -1.44499770e+02 -1.40908720e-02  1.54089055e+02 -1.44017157e+02
  4.65072404e-01  1.54578711e+02]
Niter:  3 row:  83 ngroup:  26 nlines:  6446 gd:  6074
[ 1.20795547e-10 -1.03160848e-05 -2.82878306e-01  1.61506558e+04
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  5.03692420e-01  1.54606409e+02 -1.44475267e+02  1.64354782e-02
  1.54111180e+02 -1.43992442e+02  4.83379420e-01  1.54587573e+02
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  4.90585977e-01  1.54605864e+02 -1.44492726e+02  2.17779650e-03
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 -1.44495915e+02 -5.53248911e-03  1.54100835e+02 -1.43990919e+02
  4.98623063e-01  1.54601812e+02 -1.44492177e+02  1.16888617e-03
  1.54110135e+02 -1.43981200e+02  5.04713500e-01  1.54603343e+02
 -1.44510593e+02 -5.42027128e-03  1.54076678e+02 -1.44003900e+02
  4.93791200e-01  1.54584536e+02 -1.44498607e+02 -4.42205590e-03
  1.54103699e+02 -1.44009485e+02  5.10300448e-01  1.54601867e+02
 -1.44499770e+02 -1.40908720e-02  1.54089055e+02 -1.44017157e+02
  4.65072404e-01  1.54578711e+02]
res:  6074 -0.0007035486178210704 0.01401852720300667 0.02273663303766965
[ 1.21305910e-10 -1.03161121e-05 -2.82887995e-01  1.61506541e+04
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  4.84112449e-01  1.54544505e+02 -1.44433062e+02 -1.63110439e-02
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  4.97140070e-01  1.54551736e+02 -1.44412531e+02  1.04775539e-02
  1.54056538e+02 -1.43928530e+02  4.77045590e-01  1.54532937e+02
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  4.84493073e-01  1.54551126e+02 -1.44430001e+02 -5.57691852e-03
  1.54051396e+02 -1.43934912e+02  4.86425981e-01  1.54548962e+02
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 -1.44437053e+02 -2.06761419e-02  1.54034389e+02 -1.43955350e+02
  4.58439963e-01  1.54524013e+02]
Niter:  4 row:  83 ngroup:  26 nlines:  6446 gd:  6076
[ 1.21305910e-10 -1.03161121e-05 -2.82887995e-01  1.61506541e+04
 -1.44411164e+02 -3.73902699e-03  1.54044482e+02 -1.43922911e+02
  4.84112449e-01  1.54544505e+02 -1.44433062e+02 -1.63110439e-02
  1.54048631e+02 -1.43917346e+02  4.74436042e-01  1.54542711e+02
 -1.44415377e+02 -6.49716282e-03  1.54059323e+02 -1.43915484e+02
  4.97140070e-01  1.54551736e+02 -1.44412531e+02  1.04775539e-02
  1.54056538e+02 -1.43928530e+02  4.77045590e-01  1.54532937e+02
 -1.44432589e+02 -9.72985553e-03  1.54058191e+02 -1.43923863e+02
  4.84493073e-01  1.54551126e+02 -1.44430001e+02 -5.57691852e-03
  1.54051396e+02 -1.43934912e+02  4.86425981e-01  1.54548962e+02
 -1.44443356e+02 -1.55444271e-02  1.54044040e+02 -1.43956433e+02
  4.52052279e-01  1.54539817e+02 -1.44436747e+02 -1.05239550e-02
  1.54061107e+02 -1.43908174e+02  5.13661411e-01  1.54562395e+02
 -1.44434290e+02 -1.18144494e-02  1.54046110e+02 -1.43928816e+02
  4.92009607e-01  1.54547095e+02 -1.44429843e+02 -5.10089539e-03
  1.54055404e+02 -1.43919280e+02  4.96112146e-01  1.54548690e+02
 -1.44447889e+02 -1.12286739e-02  1.54021947e+02 -1.43941033e+02
  4.86709753e-01  1.54529870e+02 -1.44435790e+02 -9.95152185e-03
  1.54049038e+02 -1.43947028e+02  5.02551706e-01  1.54547184e+02
 -1.44437053e+02 -2.06761419e-02  1.54034389e+02 -1.43955350e+02
  4.58439963e-01  1.54524013e+02]
res:  6076 -0.0006172780540509848 0.013813732872222317 0.022662802649651138
[ 1.21305922e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
Niter:  5 row:  83 ngroup:  26 nlines:  6446 gd:  6071
[ 1.21305922e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
res:  6071 -0.0009408963069290621 0.013864007423762814 0.022583697640523363
[ 1.21374121e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
Niter:  6 row:  83 ngroup:  26 nlines:  6446 gd:  6078
[ 1.21374121e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
res:  6078 -0.0009669160481280414 0.013869990073544614 0.022666150682478743
[ 1.21378961e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
Saving figure to  wave_resid_43670005_fiber83.png
Final values:
res:  -0.0009669160481280414 0.022666150682478743
pars:  [ 1.21378961e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
83 [ 1.21378961e-10 -1.03161111e-05 -2.82887967e-01  1.61506525e+04
 -1.44426980e+02 -9.01748713e-03  1.54043257e+02 -1.43934136e+02
  4.75692431e-01  1.54543275e+02 -1.44449905e+02 -2.64107285e-02
  1.54047396e+02 -1.43929274e+02  4.69075395e-01  1.54541574e+02
 -1.44431930e+02 -1.18324160e-02  1.54056315e+02 -1.43932352e+02
  4.85746228e-01  1.54550616e+02 -1.44428874e+02  2.40844857e-03
  1.54053545e+02 -1.43945826e+02  4.72247103e-01  1.54529925e+02
 -1.44448694e+02 -1.49930196e-02  1.54056991e+02 -1.43940507e+02
  4.79194746e-01  1.54550002e+02 -1.44446333e+02 -1.32854422e-02
  1.54050197e+02 -1.43946364e+02  4.81147890e-01  1.54547744e+02
 -1.44459667e+02 -2.07623969e-02  1.54042762e+02 -1.43973041e+02
  4.46928680e-01  1.54538596e+02 -1.44448334e+02 -2.21596407e-02
  1.54058150e+02 -1.43924315e+02  5.02940592e-01  1.54561177e+02
 -1.44450570e+02 -2.22107469e-02  1.54044852e+02 -1.43940183e+02
  4.84291156e-01  1.54545934e+02 -1.44446470e+02 -1.03865796e-02
  1.54054191e+02 -1.43935539e+02  4.87833467e-01  1.54545701e+02
 -1.44454172e+02 -1.33118658e-02  1.54020748e+02 -1.43957392e+02
  4.75985932e-01  1.54528663e+02 -1.44452397e+02 -2.11942900e-02
  1.54045994e+02 -1.43953595e+02  4.89562051e-01  1.54546006e+02
 -1.44453511e+02 -2.88766881e-02  1.54033160e+02 -1.43971442e+02
  4.53170951e-01  1.54522837e+02]
--- Row 85/300 row=84 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  84
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=84 ---
Niter:  0 row:  84 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.0007619039661221905 0.01315468768007122 0.02999704401065682
[ 1.21981564e-10 -1.03177298e-05 -2.82887928e-01  1.61506556e+04
 -1.44446194e+02  1.51165032e-13  1.54071781e+02]
Niter:  1 row:  84 ngroup:  1 nlines:  239 gd:  224
[ 1.21981564e-10 -1.03177298e-05 -2.82887928e-01  1.61506556e+04
 -1.44446194e+02  1.51165032e-13  1.54071781e+02]
res:  224 -0.0012054978142259642 0.013283267649967456 0.020443582519073442
[ 1.22170116e-10 -1.03179788e-05 -2.82891221e-01  1.61506597e+04
 -1.44413075e+02  4.14781993e-12  1.54066875e+02]
Niter:  2 row:  84 ngroup:  1 nlines:  239 gd:  224
[ 1.22170116e-10 -1.03179788e-05 -2.82891221e-01  1.61506597e+04
 -1.44413075e+02  4.14781993e-12  1.54066875e+02]
res:  224 -0.0015430610874318518 0.013503449590643868 0.020339675602097016
[ 1.22331540e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
Niter:  3 row:  84 ngroup:  1 nlines:  239 gd:  226
[ 1.22331540e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
res:  226 -0.0015646735992049798 0.013755940000919509 0.020960952511584308
[ 1.22397099e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
Niter:  4 row:  84 ngroup:  1 nlines:  239 gd:  225
[ 1.22397099e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
res:  225 -0.0015239854728861246 0.013686254855201696 0.020650212903364717
[ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
Niter:  5 row:  84 ngroup:  1 nlines:  239 gd:  226
[ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
res:  226 -0.0015646737138013123 0.013755940068222117 0.020960952510697028
[ 1.22397099e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
Niter:  6 row:  84 ngroup:  1 nlines:  239 gd:  225
[ 1.22397099e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
res:  225 -0.0015239855456457008 0.013686254895219463 0.020650212902362266
[ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
Final values:
res:  -0.0015239855456457008 0.020650212902362266
pars:  [ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
84 [ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02]
elapsed: 3.0 sec.
Niter:  0 row:  84 ngroup:  26 nlines:  6154 gd:  6154
[ 1.22379006e-10 -1.03180738e-05 -2.82893492e-01  1.61506615e+04
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02 -1.44394900e+02  8.51685164e-12
  1.54061916e+02 -1.44394900e+02  8.51685164e-12  1.54061916e+02
 -1.44394900e+02  8.51685164e-12  1.54061916e+02 -1.44394900e+02
  8.51685164e-12  1.54061916e+02]
res:  6154 0.0007532963982157526 0.014395453127690416 0.03164636546319752
[ 1.22378993e-10 -1.03180727e-05 -2.82893521e-01  1.61506631e+04
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  5.10172146e-01  1.54565652e+02 -1.44399711e+02  2.74751940e-02
  1.54058768e+02 -1.43922538e+02  5.09105289e-01  1.54551288e+02
 -1.44381591e+02  3.85141419e-02  1.54071424e+02 -1.43896514e+02
  5.14153329e-01  1.54565199e+02 -1.44405405e+02  3.63109530e-02
  1.54064881e+02 -1.43896363e+02  5.24085906e-01  1.54548280e+02
 -1.44413057e+02  2.37455982e-02  1.54065725e+02 -1.43893404e+02
  5.27091605e-01  1.54570200e+02 -1.44401440e+02  2.34804367e-02
  1.54070935e+02 -1.43916741e+02  5.10795196e-01  1.54550378e+02
 -1.44395522e+02  2.53949972e-02  1.54053964e+02 -1.43929069e+02
  4.78025937e-01  1.54555136e+02 -1.44389086e+02  2.39843316e-02
  1.54068967e+02 -1.43896812e+02  5.33413014e-01  1.54563093e+02
 -1.44419178e+02  3.13524207e-02  1.54053085e+02 -1.43943907e+02
  5.05851639e-01  1.54563417e+02 -1.44421898e+02  6.91096289e-03
  1.54064765e+02 -1.43912699e+02  5.03219667e-01  1.54561922e+02
 -1.44414883e+02  8.48869694e-03  1.54054940e+02 -1.43930701e+02
  5.21481307e-01  1.54551704e+02 -1.44412417e+02  9.03390053e-03
  1.54062090e+02 -1.43906005e+02  5.31347296e-01  1.54563496e+02
 -1.44435967e+02 -7.62648283e-03  1.54043253e+02 -1.43928431e+02
  4.78052972e-01  1.54547435e+02]
Niter:  1 row:  84 ngroup:  26 nlines:  6154 gd:  5804
[ 1.22378993e-10 -1.03180727e-05 -2.82893521e-01  1.61506631e+04
 -1.44389899e+02  2.66542738e-02  1.54067367e+02 -1.43907128e+02
  5.10172146e-01  1.54565652e+02 -1.44399711e+02  2.74751940e-02
  1.54058768e+02 -1.43922538e+02  5.09105289e-01  1.54551288e+02
 -1.44381591e+02  3.85141419e-02  1.54071424e+02 -1.43896514e+02
  5.14153329e-01  1.54565199e+02 -1.44405405e+02  3.63109530e-02
  1.54064881e+02 -1.43896363e+02  5.24085906e-01  1.54548280e+02
 -1.44413057e+02  2.37455982e-02  1.54065725e+02 -1.43893404e+02
  5.27091605e-01  1.54570200e+02 -1.44401440e+02  2.34804367e-02
  1.54070935e+02 -1.43916741e+02  5.10795196e-01  1.54550378e+02
 -1.44395522e+02  2.53949972e-02  1.54053964e+02 -1.43929069e+02
  4.78025937e-01  1.54555136e+02 -1.44389086e+02  2.39843316e-02
  1.54068967e+02 -1.43896812e+02  5.33413014e-01  1.54563093e+02
 -1.44419178e+02  3.13524207e-02  1.54053085e+02 -1.43943907e+02
  5.05851639e-01  1.54563417e+02 -1.44421898e+02  6.91096289e-03
  1.54064765e+02 -1.43912699e+02  5.03219667e-01  1.54561922e+02
 -1.44414883e+02  8.48869694e-03  1.54054940e+02 -1.43930701e+02
  5.21481307e-01  1.54551704e+02 -1.44412417e+02  9.03390053e-03
  1.54062090e+02 -1.43906005e+02  5.31347296e-01  1.54563496e+02
 -1.44435967e+02 -7.62648283e-03  1.54043253e+02 -1.43928431e+02
  4.78052972e-01  1.54547435e+02]
res:  5804 -0.0004014759851997951 0.014419070022995584 0.02364918106686817
[ 1.22378981e-10 -1.03180717e-05 -2.82893549e-01  1.61506647e+04
 -1.44382910e+02  1.46434779e-02  1.54069830e+02 -1.43900128e+02
  4.99803404e-01  1.54570405e+02 -1.44392716e+02  1.78743206e-02
  1.54054947e+02 -1.43921002e+02  4.86126429e-01  1.54557574e+02
 -1.44374586e+02  3.40699713e-02  1.54076193e+02 -1.43883869e+02
  5.00213947e-01  1.54565855e+02 -1.44392793e+02  2.51480532e-02
  1.54067782e+02 -1.43889334e+02  5.05024324e-01  1.54552606e+02
 -1.44409852e+02  1.63755401e-02  1.54070490e+02 -1.43898254e+02
  5.17045960e-01  1.54572659e+02 -1.44400766e+02  1.93069181e-02
  1.54070828e+02 -1.43902732e+02  5.19985299e-01  1.54555701e+02
 -1.44401618e+02  2.35793782e-02  1.54056036e+02 -1.43922044e+02
  4.77075383e-01  1.54560657e+02 -1.44382099e+02  9.93040273e-03
  1.54076277e+02 -1.43872526e+02  5.17543278e-01  1.54570554e+02
 -1.44412177e+02  6.79420612e-03  1.54062203e+02 -1.43936897e+02
  5.00997140e-01  1.54568368e+02 -1.44414018e+02  1.49011841e-02
  1.54069521e+02 -1.43899654e+02  4.98735544e-01  1.54557141e+02
 -1.44407890e+02 -6.12644528e-03  1.54054108e+02 -1.43910818e+02
  5.04788006e-01  1.54554051e+02 -1.44399855e+02 -6.36194136e-03
  1.54068984e+02 -1.43880464e+02  5.25283644e-01  1.54558657e+02
 -1.44428950e+02 -4.62074309e-04  1.54046120e+02 -1.43922225e+02
  4.85128293e-01  1.54554317e+02]
Niter:  2 row:  84 ngroup:  26 nlines:  6154 gd:  5795
[ 1.22378981e-10 -1.03180717e-05 -2.82893549e-01  1.61506647e+04
 -1.44382910e+02  1.46434779e-02  1.54069830e+02 -1.43900128e+02
  4.99803404e-01  1.54570405e+02 -1.44392716e+02  1.78743206e-02
  1.54054947e+02 -1.43921002e+02  4.86126429e-01  1.54557574e+02
 -1.44374586e+02  3.40699713e-02  1.54076193e+02 -1.43883869e+02
  5.00213947e-01  1.54565855e+02 -1.44392793e+02  2.51480532e-02
  1.54067782e+02 -1.43889334e+02  5.05024324e-01  1.54552606e+02
 -1.44409852e+02  1.63755401e-02  1.54070490e+02 -1.43898254e+02
  5.17045960e-01  1.54572659e+02 -1.44400766e+02  1.93069181e-02
  1.54070828e+02 -1.43902732e+02  5.19985299e-01  1.54555701e+02
 -1.44401618e+02  2.35793782e-02  1.54056036e+02 -1.43922044e+02
  4.77075383e-01  1.54560657e+02 -1.44382099e+02  9.93040273e-03
  1.54076277e+02 -1.43872526e+02  5.17543278e-01  1.54570554e+02
 -1.44412177e+02  6.79420612e-03  1.54062203e+02 -1.43936897e+02
  5.00997140e-01  1.54568368e+02 -1.44414018e+02  1.49011841e-02
  1.54069521e+02 -1.43899654e+02  4.98735544e-01  1.54557141e+02
 -1.44407890e+02 -6.12644528e-03  1.54054108e+02 -1.43910818e+02
  5.04788006e-01  1.54554051e+02 -1.44399855e+02 -6.36194136e-03
  1.54068984e+02 -1.43880464e+02  5.25283644e-01  1.54558657e+02
 -1.44428950e+02 -4.62074309e-04  1.54046120e+02 -1.43922225e+02
  4.85128293e-01  1.54554317e+02]
res:  5795 -0.0005123944301885786 0.014464400990618742 0.023496950924020488
[ 1.22378969e-10 -1.03180707e-05 -2.82893577e-01  1.61506664e+04
 -1.44375920e+02  2.03383283e-02  1.54074593e+02 -1.43893128e+02
  5.05498194e-01  1.54575158e+02 -1.44385722e+02  1.66131792e-02
  1.54059711e+02 -1.43913971e+02  4.84434146e-01  1.54562339e+02
 -1.44367580e+02  3.97481297e-02  1.54080962e+02 -1.43876842e+02
  5.05907958e-01  1.54570620e+02 -1.44385789e+02  2.72114974e-02
  1.54072549e+02 -1.43876793e+02  5.07470430e-01  1.54557374e+02
 -1.44402851e+02  2.20653080e-02  1.54075256e+02 -1.43891240e+02
  5.16319617e-01  1.54577415e+02 -1.44393756e+02  2.16285069e-02
  1.54075589e+02 -1.43890153e+02  5.25692390e-01  1.54562465e+02
 -1.44394603e+02  2.57185218e-02  1.54060807e+02 -1.43915019e+02
  4.82758052e-01  1.54565432e+02 -1.44375111e+02  8.85485024e-03
  1.54083074e+02 -1.43865506e+02  5.23248121e-01  1.54575320e+02
 -1.44405175e+02  9.36851088e-03  1.54068867e+02 -1.43929886e+02
  5.06690215e-01  1.54573126e+02 -1.44407032e+02  2.06197677e-02
  1.54074276e+02 -1.43892613e+02  5.00961102e-01  1.54559868e+02
 -1.44400898e+02 -4.42296020e-04  1.54058875e+02 -1.43899036e+02
  5.07131887e-01  1.54558803e+02 -1.44392875e+02 -7.70506356e-03
  1.54073752e+02 -1.43873419e+02  5.24984376e-01  1.54563426e+02
 -1.44416892e+02  5.23734605e-03  1.54050885e+02 -1.43915217e+02
  4.90832763e-01  1.54559073e+02]
Niter:  3 row:  84 ngroup:  26 nlines:  6154 gd:  5802
[ 1.22378969e-10 -1.03180707e-05 -2.82893577e-01  1.61506664e+04
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  5.05498194e-01  1.54575158e+02 -1.44385722e+02  1.66131792e-02
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 -1.44367580e+02  3.97481297e-02  1.54080962e+02 -1.43876842e+02
  5.05907958e-01  1.54570620e+02 -1.44385789e+02  2.72114974e-02
  1.54072549e+02 -1.43876793e+02  5.07470430e-01  1.54557374e+02
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  5.16319617e-01  1.54577415e+02 -1.44393756e+02  2.16285069e-02
  1.54075589e+02 -1.43890153e+02  5.25692390e-01  1.54562465e+02
 -1.44394603e+02  2.57185218e-02  1.54060807e+02 -1.43915019e+02
  4.82758052e-01  1.54565432e+02 -1.44375111e+02  8.85485024e-03
  1.54083074e+02 -1.43865506e+02  5.23248121e-01  1.54575320e+02
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  5.06690215e-01  1.54573126e+02 -1.44407032e+02  2.06197677e-02
  1.54074276e+02 -1.43892613e+02  5.00961102e-01  1.54559868e+02
 -1.44400898e+02 -4.42296020e-04  1.54058875e+02 -1.43899036e+02
  5.07131887e-01  1.54558803e+02 -1.44392875e+02 -7.70506356e-03
  1.54073752e+02 -1.43873419e+02  5.24984376e-01  1.54563426e+02
 -1.44416892e+02  5.23734605e-03  1.54050885e+02 -1.43915217e+02
  4.90832763e-01  1.54559073e+02]
res:  5802 -8.23454302008031e-05 0.014195533657584747 0.023438184483188518
[ 1.22117999e-10 -1.03178078e-05 -2.82893387e-01  1.61506647e+04
 -1.44371593e+02  1.46394959e-02  1.54067957e+02 -1.43888508e+02
  4.99801632e-01  1.54568437e+02 -1.44381388e+02  9.83215796e-03
  1.54053175e+02 -1.43908769e+02  4.78709455e-01  1.54555732e+02
 -1.44363018e+02  3.40399399e-02  1.54074417e+02 -1.43871807e+02
  5.00203948e-01  1.54564029e+02 -1.44381229e+02  2.15169937e-02
  1.54066613e+02 -1.43871533e+02  5.01777872e-01  1.54550840e+02
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  5.10604780e-01  1.54570731e+02 -1.44389017e+02  1.48857522e-02
  1.54068997e+02 -1.43885236e+02  5.19995825e-01  1.54555801e+02
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  4.77071070e-01  1.54558997e+02 -1.44370872e+02  3.15769841e-03
  1.54076482e+02 -1.43858743e+02  5.16386050e-01  1.54568744e+02
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  5.01005405e-01  1.54566471e+02 -1.44402714e+02  1.49118455e-02
  1.54067610e+02 -1.43887314e+02  4.94054052e-01  1.54553207e+02
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 -1.44412043e+02 -4.58253420e-04  1.54044324e+02 -1.43910523e+02
  4.85141087e-01  1.54552414e+02]
Niter:  4 row:  84 ngroup:  26 nlines:  6154 gd:  5787
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  5.00301238e-01  1.54552079e+02 -1.44388770e+02 -1.34157752e-02
  1.54067196e+02 -1.43868054e+02  5.19292407e-01  1.54556919e+02
 -1.44412043e+02 -4.58253420e-04  1.54044324e+02 -1.43910523e+02
  4.85141087e-01  1.54552414e+02]
res:  5787 -0.00041144443184748525 0.014163595111313043 0.023223159665607427
[ 1.22117987e-10 -1.03178068e-05 -2.82893415e-01  1.61506664e+04
 -1.44361532e+02  1.74287979e-02  1.54069546e+02 -1.43878457e+02
  5.05849405e-01  1.54569922e+02 -1.44371297e+02  1.38152393e-02
  1.54054836e+02 -1.43898534e+02  4.84777099e-01  1.54557358e+02
 -1.44352861e+02  4.00929782e-02  1.54078068e+02 -1.43861585e+02
  5.06272266e-01  1.54565664e+02 -1.44371123e+02  2.75545527e-02
  1.54071531e+02 -1.43861267e+02  5.07813464e-01  1.54552521e+02
 -1.44387571e+02  2.24243013e-02  1.54070355e+02 -1.43876370e+02
  5.16657983e-01  1.54572265e+02 -1.44378856e+02  1.56831459e-02
  1.54070601e+02 -1.43875104e+02  5.26056722e-01  1.54559356e+02
 -1.44379651e+02  2.60680971e-02  1.54057948e+02 -1.43899759e+02
  4.83128978e-01  1.54562802e+02 -1.44365613e+02  9.20845290e-03
  1.54080223e+02 -1.43845175e+02  5.23599992e-01  1.54572473e+02
 -1.44395294e+02  9.71169356e-03  1.54063979e+02 -1.43915059e+02
  5.07063740e-01  1.54568025e+02 -1.44392685e+02  2.09742153e-02
  1.54069150e+02 -1.43877054e+02  5.01330720e-01  1.54554769e+02
 -1.44386479e+02 -8.12378736e-05  1.54053979e+02 -1.43888952e+02
  5.04224488e-01  1.54555508e+02 -1.44383108e+02 -7.36793383e-03
  1.54068879e+02 -1.43857762e+02  5.22126619e-01  1.54558629e+02
 -1.44401896e+02  5.59031208e-03  1.54047875e+02 -1.43905420e+02
  4.91187179e-01  1.54553969e+02]
Niter:  5 row:  84 ngroup:  26 nlines:  6154 gd:  5781
[ 1.22117987e-10 -1.03178068e-05 -2.82893415e-01  1.61506664e+04
 -1.44361532e+02  1.74287979e-02  1.54069546e+02 -1.43878457e+02
  5.05849405e-01  1.54569922e+02 -1.44371297e+02  1.38152393e-02
  1.54054836e+02 -1.43898534e+02  4.84777099e-01  1.54557358e+02
 -1.44352861e+02  4.00929782e-02  1.54078068e+02 -1.43861585e+02
  5.06272266e-01  1.54565664e+02 -1.44371123e+02  2.75545527e-02
  1.54071531e+02 -1.43861267e+02  5.07813464e-01  1.54552521e+02
 -1.44387571e+02  2.24243013e-02  1.54070355e+02 -1.43876370e+02
  5.16657983e-01  1.54572265e+02 -1.44378856e+02  1.56831459e-02
  1.54070601e+02 -1.43875104e+02  5.26056722e-01  1.54559356e+02
 -1.44379651e+02  2.60680971e-02  1.54057948e+02 -1.43899759e+02
  4.83128978e-01  1.54562802e+02 -1.44365613e+02  9.20845290e-03
  1.54080223e+02 -1.43845175e+02  5.23599992e-01  1.54572473e+02
 -1.44395294e+02  9.71169356e-03  1.54063979e+02 -1.43915059e+02
  5.07063740e-01  1.54568025e+02 -1.44392685e+02  2.09742153e-02
  1.54069150e+02 -1.43877054e+02  5.01330720e-01  1.54554769e+02
 -1.44386479e+02 -8.12378736e-05  1.54053979e+02 -1.43888952e+02
  5.04224488e-01  1.54555508e+02 -1.44383108e+02 -7.36793383e-03
  1.54068879e+02 -1.43857762e+02  5.22126619e-01  1.54558629e+02
 -1.44401896e+02  5.59031208e-03  1.54047875e+02 -1.43905420e+02
  4.91187179e-01  1.54553969e+02]
res:  5781 -0.0005700669998986996 0.01407701519474358 0.023060587411474102
[ 1.21723685e-10 -1.03172736e-05 -2.82890331e-01  1.61506648e+04
 -1.44368899e+02  1.26500442e-02  1.54079163e+02 -1.43880494e+02
  5.00938565e-01  1.54579521e+02 -1.44378670e+02  9.03631782e-03
  1.54064654e+02 -1.43904965e+02  4.79873746e-01  1.54567020e+02
 -1.44359950e+02  3.54524873e-02  1.54087781e+02 -1.43868233e+02
  5.01404801e-01  1.54573839e+02 -1.44378320e+02  2.29960013e-02
  1.54081176e+02 -1.43867702e+02  5.03115035e-01  1.54560734e+02
 -1.44394572e+02  1.76287352e-02  1.54078649e+02 -1.43883401e+02
  5.11697550e-01  1.54581900e+02 -1.44385774e+02  1.07361703e-02
  1.54080340e+02 -1.43882018e+02  5.20910628e-01  1.54568972e+02
 -1.44386576e+02  2.13345541e-02  1.54067701e+02 -1.43906359e+02
  4.78489732e-01  1.54572597e+02 -1.44377361e+02  4.29921022e-03
  1.54089973e+02 -1.43852109e+02  5.18469889e-01  1.54582223e+02
 -1.44402630e+02  5.00404250e-03  1.54073715e+02 -1.43917636e+02
  5.02179324e-01  1.54577687e+02 -1.44400079e+02  1.56281765e-02
  1.54078837e+02 -1.43883460e+02  4.96639767e-01  1.54564413e+02
 -1.44393831e+02 -4.56768766e-03  1.54063685e+02 -1.43895892e+02
  4.99076407e-01  1.54565128e+02 -1.44390329e+02 -1.21438607e-02
  1.54078606e+02 -1.43864078e+02  5.17053890e-01  1.54568432e+02
 -1.44408722e+02  7.05747261e-04  1.54057620e+02 -1.43912786e+02
  4.86153977e-01  1.54563679e+02]
Niter:  6 row:  84 ngroup:  26 nlines:  6154 gd:  5765
[ 1.21723685e-10 -1.03172736e-05 -2.82890331e-01  1.61506648e+04
 -1.44368899e+02  1.26500442e-02  1.54079163e+02 -1.43880494e+02
  5.00938565e-01  1.54579521e+02 -1.44378670e+02  9.03631782e-03
  1.54064654e+02 -1.43904965e+02  4.79873746e-01  1.54567020e+02
 -1.44359950e+02  3.54524873e-02  1.54087781e+02 -1.43868233e+02
  5.01404801e-01  1.54573839e+02 -1.44378320e+02  2.29960013e-02
  1.54081176e+02 -1.43867702e+02  5.03115035e-01  1.54560734e+02
 -1.44394572e+02  1.76287352e-02  1.54078649e+02 -1.43883401e+02
  5.11697550e-01  1.54581900e+02 -1.44385774e+02  1.07361703e-02
  1.54080340e+02 -1.43882018e+02  5.20910628e-01  1.54568972e+02
 -1.44386576e+02  2.13345541e-02  1.54067701e+02 -1.43906359e+02
  4.78489732e-01  1.54572597e+02 -1.44377361e+02  4.29921022e-03
  1.54089973e+02 -1.43852109e+02  5.18469889e-01  1.54582223e+02
 -1.44402630e+02  5.00404250e-03  1.54073715e+02 -1.43917636e+02
  5.02179324e-01  1.54577687e+02 -1.44400079e+02  1.56281765e-02
  1.54078837e+02 -1.43883460e+02  4.96639767e-01  1.54564413e+02
 -1.44393831e+02 -4.56768766e-03  1.54063685e+02 -1.43895892e+02
  4.99076407e-01  1.54565128e+02 -1.44390329e+02 -1.21438607e-02
  1.54078606e+02 -1.43864078e+02  5.17053890e-01  1.54568432e+02
 -1.44408722e+02  7.05747261e-04  1.54057620e+02 -1.43912786e+02
  4.86153977e-01  1.54563679e+02]
res:  5765 -0.0005324408866727026 0.013938586287622456 0.022846034051460445
[ 1.21659478e-10 -1.03170279e-05 -2.82891250e-01  1.61506631e+04
 -1.44358344e+02  7.09787176e-03  1.54068145e+02 -1.43868250e+02
  4.95442937e-01  1.54568441e+02 -1.44368154e+02  8.00378328e-03
  1.54053654e+02 -1.43885116e+02  4.78962341e-01  1.54556003e+02
 -1.44355807e+02  2.98360472e-02  1.54076803e+02 -1.43857020e+02
  4.95897330e-01  1.54562331e+02 -1.44367501e+02  1.73491795e-02
  1.54070155e+02 -1.43863731e+02  4.97520438e-01  1.54549273e+02
 -1.44383536e+02  1.20870603e-02  1.54067215e+02 -1.43864454e+02
  5.10645075e-01  1.54570831e+02 -1.44367107e+02  9.67554890e-03
  1.54069327e+02 -1.43870764e+02  5.15502846e-01  1.54557923e+02
 -1.44375568e+02  1.57550008e-02  1.54056757e+02 -1.43895137e+02
  4.72905171e-01  1.54561633e+02 -1.44367888e+02 -6.10042328e-03
  1.54078978e+02 -1.43832614e+02  5.08382671e-01  1.54571235e+02
 -1.44391986e+02  3.91490652e-03  1.54062728e+02 -1.43905627e+02
  4.96680824e-01  1.54566643e+02 -1.44389497e+02  1.02854174e-02
  1.54067770e+02 -1.43871956e+02  4.91069151e-01  1.54553361e+02
 -1.44383307e+02 -1.02205510e-02  1.54052715e+02 -1.43885018e+02
  4.98320965e-01  1.54554043e+02 -1.44379639e+02 -1.77116055e-02
  1.54070321e+02 -1.43844014e+02  5.15886149e-01  1.54557458e+02
 -1.44397654e+02 -4.80973896e-03  1.54046629e+02 -1.43902009e+02
  4.84900881e-01  1.54552605e+02]
Saving figure to  wave_resid_43670005_fiber84.png
Final values:
res:  -0.0005324408866727026 0.022846034051460445
pars:  [ 1.21659478e-10 -1.03170279e-05 -2.82891250e-01  1.61506631e+04
 -1.44358344e+02  7.09787176e-03  1.54068145e+02 -1.43868250e+02
  4.95442937e-01  1.54568441e+02 -1.44368154e+02  8.00378328e-03
  1.54053654e+02 -1.43885116e+02  4.78962341e-01  1.54556003e+02
 -1.44355807e+02  2.98360472e-02  1.54076803e+02 -1.43857020e+02
  4.95897330e-01  1.54562331e+02 -1.44367501e+02  1.73491795e-02
  1.54070155e+02 -1.43863731e+02  4.97520438e-01  1.54549273e+02
 -1.44383536e+02  1.20870603e-02  1.54067215e+02 -1.43864454e+02
  5.10645075e-01  1.54570831e+02 -1.44367107e+02  9.67554890e-03
  1.54069327e+02 -1.43870764e+02  5.15502846e-01  1.54557923e+02
 -1.44375568e+02  1.57550008e-02  1.54056757e+02 -1.43895137e+02
  4.72905171e-01  1.54561633e+02 -1.44367888e+02 -6.10042328e-03
  1.54078978e+02 -1.43832614e+02  5.08382671e-01  1.54571235e+02
 -1.44391986e+02  3.91490652e-03  1.54062728e+02 -1.43905627e+02
  4.96680824e-01  1.54566643e+02 -1.44389497e+02  1.02854174e-02
  1.54067770e+02 -1.43871956e+02  4.91069151e-01  1.54553361e+02
 -1.44383307e+02 -1.02205510e-02  1.54052715e+02 -1.43885018e+02
  4.98320965e-01  1.54554043e+02 -1.44379639e+02 -1.77116055e-02
  1.54070321e+02 -1.43844014e+02  5.15886149e-01  1.54557458e+02
 -1.44397654e+02 -4.80973896e-03  1.54046629e+02 -1.43902009e+02
  4.84900881e-01  1.54552605e+02]
84 [ 1.21659478e-10 -1.03170279e-05 -2.82891250e-01  1.61506631e+04
 -1.44358344e+02  7.09787176e-03  1.54068145e+02 -1.43868250e+02
  4.95442937e-01  1.54568441e+02 -1.44368154e+02  8.00378328e-03
  1.54053654e+02 -1.43885116e+02  4.78962341e-01  1.54556003e+02
 -1.44355807e+02  2.98360472e-02  1.54076803e+02 -1.43857020e+02
  4.95897330e-01  1.54562331e+02 -1.44367501e+02  1.73491795e-02
  1.54070155e+02 -1.43863731e+02  4.97520438e-01  1.54549273e+02
 -1.44383536e+02  1.20870603e-02  1.54067215e+02 -1.43864454e+02
  5.10645075e-01  1.54570831e+02 -1.44367107e+02  9.67554890e-03
  1.54069327e+02 -1.43870764e+02  5.15502846e-01  1.54557923e+02
 -1.44375568e+02  1.57550008e-02  1.54056757e+02 -1.43895137e+02
  4.72905171e-01  1.54561633e+02 -1.44367888e+02 -6.10042328e-03
  1.54078978e+02 -1.43832614e+02  5.08382671e-01  1.54571235e+02
 -1.44391986e+02  3.91490652e-03  1.54062728e+02 -1.43905627e+02
  4.96680824e-01  1.54566643e+02 -1.44389497e+02  1.02854174e-02
  1.54067770e+02 -1.43871956e+02  4.91069151e-01  1.54553361e+02
 -1.44383307e+02 -1.02205510e-02  1.54052715e+02 -1.43885018e+02
  4.98320965e-01  1.54554043e+02 -1.44379639e+02 -1.77116055e-02
  1.54070321e+02 -1.43844014e+02  5.15886149e-01  1.54557458e+02
 -1.44397654e+02 -4.80973896e-03  1.54046629e+02 -1.43902009e+02
  4.84900881e-01  1.54552605e+02]
--- Row 86/300 row=85 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  85
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=85 ---
Niter:  0 row:  85 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.0015112712444533827 0.014176440265146084 0.02947840872167247
[ 1.20781463e-10 -1.03159140e-05 -2.82875017e-01  1.61506274e+04
 -1.44501888e+02 -1.99627882e-13  1.54143768e+02]
Niter:  1 row:  85 ngroup:  1 nlines:  249 gd:  237
[ 1.20781463e-10 -1.03159140e-05 -2.82875017e-01  1.61506274e+04
 -1.44501888e+02 -1.99627882e-13  1.54143768e+02]
res:  237 -0.001215578529809136 0.014036444892553845 0.023668010201602554
[ 1.21056608e-10 -1.03160943e-05 -2.82879340e-01  1.61506294e+04
 -1.44471259e+02  2.41412763e-11  1.54132823e+02]
Niter:  2 row:  85 ngroup:  1 nlines:  249 gd:  234
[ 1.21056608e-10 -1.03160943e-05 -2.82879340e-01  1.61506294e+04
 -1.44471259e+02  2.41412763e-11  1.54132823e+02]
res:  234 -0.002162223943741992 0.014118370874712127 0.02252547562365232
[ 1.21376452e-10 -1.03162357e-05 -2.82883987e-01  1.61506324e+04
 -1.44435941e+02  4.19683882e-11  1.54120598e+02]
Niter:  3 row:  85 ngroup:  1 nlines:  249 gd:  231
[ 1.21376452e-10 -1.03162357e-05 -2.82883987e-01  1.61506324e+04
 -1.44435941e+02  4.19683882e-11  1.54120598e+02]
res:  231 -0.0012770064549840754 0.01435148787277285 0.021495658890794564
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
Niter:  4 row:  85 ngroup:  1 nlines:  249 gd:  231
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
res:  231 -0.0012770064549840754 0.01435148787277285 0.021495658890794564
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
Niter:  5 row:  85 ngroup:  1 nlines:  249 gd:  231
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
res:  231 -0.0012770064549840754 0.01435148787277285 0.021495658890794564
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
Niter:  6 row:  85 ngroup:  1 nlines:  249 gd:  231
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
res:  231 -0.0012770064549840754 0.01435148787277285 0.021495658890794564
[ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
Final values:
res:  -0.0012770064549840754 0.021495658890794564
pars:  [ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
85 [ 1.21343772e-10 -1.03158580e-05 -2.82885157e-01  1.61506332e+04
 -1.44404165e+02 -5.75066628e-12  1.54120029e+02]
elapsed: 3.0 sec.
Niter:  0 row:  85 ngroup:  26 nlines:  6516 gd:  6516
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 -1.44404165e+02 -5.75066628e-12  1.54120029e+02 -1.44404165e+02
 -5.75066628e-12  1.54120029e+02]
res:  6516 0.0006726740075464477 0.014458210278462502 0.03237525924374254
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Niter:  1 row:  85 ngroup:  26 nlines:  6516 gd:  6047
[ 1.21343784e-10 -1.03158590e-05 -2.82885128e-01  1.61506316e+04
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 -1.44459520e+02 -2.39538807e-02  1.54089135e+02 -1.43980655e+02
  4.84740230e-01  1.54577672e+02]
res:  6047 -0.0004295703947718721 0.014203782677213894 0.02318012454663931
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Niter:  2 row:  85 ngroup:  26 nlines:  6516 gd:  6028
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 -1.44440973e+02 -2.64788341e-02  1.54090203e+02 -1.43962295e+02
  4.75770482e-01  1.54578326e+02]
res:  6028 -0.00041304589012725046 0.014200012356923253 0.022902989657145895
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Niter:  3 row:  85 ngroup:  26 nlines:  6516 gd:  6027
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 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
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res:  6027 -0.000397943782445509 0.014196119034750154 0.022887862343509275
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Niter:  4 row:  85 ngroup:  26 nlines:  6516 gd:  6027
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  4.75060520e-01  1.54583050e+02]
res:  6027 -0.0003963994849982555 0.014198550729815906 0.022887770295412762
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  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
Niter:  5 row:  85 ngroup:  26 nlines:  6516 gd:  6027
[ 1.21337961e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
res:  6027 -0.00039598926196049433 0.014198595706147898 0.022887772599174096
[ 1.21338123e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
Niter:  6 row:  85 ngroup:  26 nlines:  6516 gd:  6027
[ 1.21338123e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
res:  6027 -0.00039639503756916383 0.01419855118911073 0.0228877700922752
[ 1.21337962e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
Saving figure to  wave_resid_43670005_fiber85.png
Final values:
res:  -0.00039639503756916383 0.0228877700922752
pars:  [ 1.21337962e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
85 [ 1.21337962e-10 -1.03158621e-05 -2.82885185e-01  1.61506349e+04
 -1.44407393e+02  2.62554228e-03  1.54123048e+02 -1.43913785e+02
  5.02937953e-01  1.54622081e+02 -1.44391074e+02  9.64293666e-04
  1.54110486e+02 -1.43931919e+02  4.86945776e-01  1.54602818e+02
 -1.44414219e+02 -3.65698013e-03  1.54117793e+02 -1.43909982e+02
  5.12284028e-01  1.54606871e+02 -1.44424255e+02  1.54031041e-02
  1.54113458e+02 -1.43939567e+02  4.98483175e-01  1.54596129e+02
 -1.44421870e+02  9.02335915e-03  1.54110203e+02 -1.43919471e+02
  5.04876001e-01  1.54604132e+02 -1.44422149e+02 -9.63436249e-04
  1.54102847e+02 -1.43921023e+02  4.87454235e-01  1.54611606e+02
 -1.44425433e+02 -3.68087665e-02  1.54099874e+02 -1.43928181e+02
  4.77962046e-01  1.54602640e+02 -1.44414516e+02  2.09738508e-02
  1.54121383e+02 -1.43882547e+02  4.85959324e-01  1.54613142e+02
 -1.44439490e+02 -3.62507785e-03  1.54100903e+02 -1.43924890e+02
  4.85071908e-01  1.54599974e+02 -1.44434804e+02  1.43658028e-03
  1.54118830e+02 -1.43912811e+02  5.08523658e-01  1.54609069e+02
 -1.44423141e+02 -7.53465075e-04  1.54090866e+02 -1.43898634e+02
  4.95330137e-01  1.54599875e+02 -1.44406889e+02  2.34410658e-02
  1.54119765e+02 -1.43918000e+02  4.85813803e-01  1.54607985e+02
 -1.44433987e+02 -2.07752983e-02  1.54096703e+02 -1.43949990e+02
  4.75060520e-01  1.54583050e+02]
--- Row 87/300 row=86 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  86
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=86 ---
Niter:  0 row:  86 ngroup:  1 nlines:  237 gd:  237
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  237 0.00043336531780369114 0.012677318862188258 0.026312475185493654
[ 1.21225150e-10 -1.03184132e-05 -2.82886233e-01  1.61506392e+04
 -1.44411149e+02 -2.10985587e-14  1.54068636e+02]
Niter:  1 row:  86 ngroup:  1 nlines:  237 gd:  224
[ 1.21225150e-10 -1.03184132e-05 -2.82886233e-01  1.61506392e+04
 -1.44411149e+02 -2.10985587e-14  1.54068636e+02]
res:  224 0.0010370542004238814 0.012602337325006374 0.020105676401902407
[ 1.21477089e-10 -1.03184836e-05 -2.82891737e-01  1.61506425e+04
 -1.44362259e+02 -3.33334307e-11  1.54054800e+02]
Niter:  2 row:  86 ngroup:  1 nlines:  237 gd:  223
[ 1.21477089e-10 -1.03184836e-05 -2.82891737e-01  1.61506425e+04
 -1.44362259e+02 -3.33334307e-11  1.54054800e+02]
res:  223 0.0007075079574860865 0.012650144093640847 0.019668792601921226
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
Niter:  3 row:  86 ngroup:  1 nlines:  237 gd:  223
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
res:  223 0.0007075079574860865 0.012650144093640847 0.019668792601921226
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
Niter:  4 row:  86 ngroup:  1 nlines:  237 gd:  223
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
res:  223 0.0007075079574860865 0.012650144093640847 0.019668792601921226
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
Niter:  5 row:  86 ngroup:  1 nlines:  237 gd:  223
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
res:  223 0.0007075079574860865 0.012650144093640847 0.019668792601921226
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
Niter:  6 row:  86 ngroup:  1 nlines:  237 gd:  223
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
res:  223 0.0007075079574860865 0.012650144093640847 0.019668792601921226
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
Final values:
res:  0.0007075079574860865 0.019668792601921226
pars:  [ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
86 [ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02]
elapsed: 2.9 sec.
Niter:  0 row:  86 ngroup:  26 nlines:  6180 gd:  6180
[ 1.21621211e-10 -1.03185655e-05 -2.82893754e-01  1.61506451e+04
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02 -1.44341777e+02 -2.96596511e-11
  1.54053563e+02 -1.44341777e+02 -2.96596511e-11  1.54053563e+02
 -1.44341777e+02 -2.96596511e-11  1.54053563e+02 -1.44341777e+02
 -2.96596511e-11  1.54053563e+02]
res:  6180 0.0003795983911913936 0.013131169012922328 0.029202998413737125
[ 1.21621224e-10 -1.03185645e-05 -2.82893726e-01  1.61506435e+04
 -1.44348494e+02  1.56155847e-02  1.54044420e+02 -1.43870261e+02
  5.15557662e-01  1.54532986e+02 -1.44380056e+02 -1.43517036e-02
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  4.89626342e-01  1.54538198e+02 -1.44369759e+02  1.16563941e-02
  1.54039014e+02 -1.43851416e+02  5.09557604e-01  1.54541508e+02
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  1.54042448e+02 -1.43853652e+02  4.87884166e-01  1.54530964e+02
 -1.44379543e+02 -2.30242572e-02  1.54028756e+02 -1.43878762e+02
  4.87823396e-01  1.54521247e+02]
Niter:  1 row:  86 ngroup:  26 nlines:  6180 gd:  5794
[ 1.21621224e-10 -1.03185645e-05 -2.82893726e-01  1.61506435e+04
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  4.89626342e-01  1.54538198e+02 -1.44369759e+02  1.16563941e-02
  1.54039014e+02 -1.43851416e+02  5.09557604e-01  1.54541508e+02
 -1.44367107e+02 -1.08816025e-02  1.54021127e+02 -1.43879385e+02
  4.88693943e-01  1.54516729e+02 -1.44349463e+02 -9.11257978e-03
  1.54042448e+02 -1.43853652e+02  4.87884166e-01  1.54530964e+02
 -1.44379543e+02 -2.30242572e-02  1.54028756e+02 -1.43878762e+02
  4.87823396e-01  1.54521247e+02]
res:  5794 -0.00021421208020910854 0.013232627657089324 0.021642686176088607
[ 1.21621236e-10 -1.03185634e-05 -2.82893698e-01  1.61506419e+04
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  1.54039638e+02 -1.43857930e+02  4.84145276e-01  1.54534190e+02
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 -1.44380870e+02 -4.29023849e-02  1.54024027e+02 -1.43890488e+02
  4.73970065e-01  1.54514641e+02]
Niter:  2 row:  86 ngroup:  26 nlines:  6180 gd:  5788
[ 1.21621236e-10 -1.03185634e-05 -2.82893698e-01  1.61506419e+04
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  4.70989786e-01  1.54531486e+02 -1.44382802e+02 -1.20915420e-03
  1.54039638e+02 -1.43857930e+02  4.84145276e-01  1.54534190e+02
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  4.69286503e-01  1.54511937e+02 -1.44367148e+02 -2.57282018e-02
  1.54039834e+02 -1.43866861e+02  4.66497598e-01  1.54526367e+02
 -1.44380870e+02 -4.29023849e-02  1.54024027e+02 -1.43890488e+02
  4.73970065e-01  1.54514641e+02]
res:  5788 -0.0002880796255340101 0.01326175571193744 0.021538133725088053
[ 1.21621248e-10 -1.03185624e-05 -2.82893670e-01  1.61506403e+04
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 -1.44386476e+02 -1.92515392e-02  1.54033152e+02 -1.43892992e+02
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Niter:  3 row:  86 ngroup:  26 nlines:  6180 gd:  5788
[ 1.21621248e-10 -1.03185624e-05 -2.82893670e-01  1.61506403e+04
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  4.63588249e-01  1.54510778e+02 -1.44374106e+02 -3.14184424e-02
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 -1.44387827e+02 -5.50152601e-02  1.54021127e+02 -1.43897428e+02
  4.65142545e-01  1.54509918e+02]
res:  5788 -0.00037815224641235545 0.013315138546204253 0.021533319278679554
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Niter:  4 row:  86 ngroup:  26 nlines:  6180 gd:  5793
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  1.54036773e+02 -1.43864887e+02  4.75504086e-01  1.54529466e+02
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  4.63588249e-01  1.54510778e+02 -1.44374106e+02 -3.14184424e-02
  1.54035106e+02 -1.43873847e+02  4.55203436e-01  1.54521642e+02
 -1.44387827e+02 -5.50152601e-02  1.54021127e+02 -1.43897428e+02
  4.65142545e-01  1.54509918e+02]
res:  5793 -0.0003509903708618367 0.013349714553442027 0.021585767251892492
[ 1.21648276e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
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 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
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 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
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  4.59426441e-01  1.54506287e+02]
Niter:  5 row:  86 ngroup:  26 nlines:  6180 gd:  5793
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 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
res:  5793 -0.0004464984995138366 0.013357342813833384 0.02158335968795805
[ 1.21666890e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
 -1.44370833e+02 -1.96298168e-02  1.54035716e+02 -1.43882745e+02
  4.78187511e-01  1.54518767e+02 -1.44406954e+02 -5.35288170e-02
  1.54023529e+02 -1.43896173e+02  4.50423373e-01  1.54511487e+02
 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
Niter:  6 row:  86 ngroup:  26 nlines:  6180 gd:  5794
[ 1.21666890e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
 -1.44370833e+02 -1.96298168e-02  1.54035716e+02 -1.43882745e+02
  4.78187511e-01  1.54518767e+02 -1.44406954e+02 -5.35288170e-02
  1.54023529e+02 -1.43896173e+02  4.50423373e-01  1.54511487e+02
 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
res:  5794 -0.0004413635424498352 0.013363530894821452 0.021595515231356405
[ 1.21667740e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
 -1.44370833e+02 -1.96298168e-02  1.54035716e+02 -1.43882745e+02
  4.78187511e-01  1.54518767e+02 -1.44406954e+02 -5.35288170e-02
  1.54023529e+02 -1.43896173e+02  4.50423373e-01  1.54511487e+02
 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
Saving figure to  wave_resid_43670005_fiber86.png
Final values:
res:  -0.0004413635424498352 0.021595515231356405
pars:  [ 1.21667740e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
 -1.44370833e+02 -1.96298168e-02  1.54035716e+02 -1.43882745e+02
  4.78187511e-01  1.54518767e+02 -1.44406954e+02 -5.35288170e-02
  1.54023529e+02 -1.43896173e+02  4.50423373e-01  1.54511487e+02
 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
86 [ 1.21667740e-10 -1.03185614e-05 -2.82893641e-01  1.61506387e+04
 -1.44370833e+02 -1.96298168e-02  1.54035716e+02 -1.43882745e+02
  4.78187511e-01  1.54518767e+02 -1.44406954e+02 -5.35288170e-02
  1.54023529e+02 -1.43896173e+02  4.50423373e-01  1.54511487e+02
 -1.44359440e+02 -2.78584375e-02  1.54029603e+02 -1.43880752e+02
  4.80469640e-01  1.54534442e+02 -1.44393087e+02 -4.79260235e-02
  1.54024580e+02 -1.43902781e+02  4.72058108e-01  1.54516393e+02
 -1.44378653e+02 -2.33647218e-02  1.54031659e+02 -1.43898523e+02
  4.88796003e-01  1.54525126e+02 -1.44355554e+02 -2.70136618e-02
  1.54030637e+02 -1.43900880e+02  4.72026902e-01  1.54523765e+02
 -1.44404461e+02 -4.70361049e-02  1.54020994e+02 -1.43891355e+02
  4.34976808e-01  1.54516603e+02 -1.44366917e+02 -4.12273800e-02
  1.54037521e+02 -1.43887093e+02  4.72316543e-01  1.54531558e+02
 -1.44394596e+02 -2.49670463e-02  1.54029487e+02 -1.43901187e+02
  4.56519722e-01  1.54523139e+02 -1.44397884e+02 -1.26316328e-02
  1.54033126e+02 -1.43872980e+02  4.69814564e-01  1.54525834e+02
 -1.44388684e+02 -3.90071081e-02  1.54009921e+02 -1.43889963e+02
  4.57888387e-01  1.54509017e+02 -1.44382212e+02 -3.71092310e-02
  1.54031452e+02 -1.43882031e+02  4.49491914e-01  1.54518006e+02
 -1.44395930e+02 -6.07081484e-02  1.54015641e+02 -1.43905465e+02
  4.59426441e-01  1.54506287e+02]
--- Row 88/300 row=87 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  87
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=87 ---
Niter:  0 row:  87 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -9.372212753078202e-05 0.013335707450096379 0.02701654706994733
[ 1.20775139e-10 -1.03162535e-05 -2.82881748e-01  1.61505835e+04
 -1.44415309e+02  4.38633686e-14  1.54125627e+02]
Niter:  1 row:  87 ngroup:  1 nlines:  248 gd:  239
[ 1.20775139e-10 -1.03162535e-05 -2.82881748e-01  1.61505835e+04
 -1.44415309e+02  4.38633686e-14  1.54125627e+02]
res:  239 0.0011612956077442504 0.012493892005295493 0.021958217784569332
[ 1.20981118e-10 -1.03164301e-05 -2.82885879e-01  1.61505850e+04
 -1.44390263e+02  3.39107539e-11  1.54112516e+02]
Niter:  2 row:  87 ngroup:  1 nlines:  248 gd:  235
[ 1.20981118e-10 -1.03164301e-05 -2.82885879e-01  1.61505850e+04
 -1.44390263e+02  3.39107539e-11  1.54112516e+02]
res:  235 0.0006676679959127796 0.012629897642909782 0.0208152714398907
[ 1.21183533e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  4.54870822e-12  1.54108447e+02]
Niter:  3 row:  87 ngroup:  1 nlines:  248 gd:  233
[ 1.21183533e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  4.54870822e-12  1.54108447e+02]
res:  233 -0.000420091460000549 0.01249970256958477 0.020275064197704792
[ 1.21344781e-10 -1.03163122e-05 -2.82890029e-01  1.61505874e+04
 -1.44358863e+02 -4.45438579e-11  1.54105951e+02]
Niter:  4 row:  87 ngroup:  1 nlines:  248 gd:  235
[ 1.21344781e-10 -1.03163122e-05 -2.82890029e-01  1.61505874e+04
 -1.44358863e+02 -4.45438579e-11  1.54105951e+02]
res:  235 0.0006676662578684045 0.012629888370611297 0.02081527143985717
[ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  4.91237147e-12  1.54108447e+02]
Niter:  5 row:  87 ngroup:  1 nlines:  248 gd:  233
[ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  4.91237147e-12  1.54108447e+02]
res:  233 -0.0004200908661005087 0.012499701518208894 0.020275064197669567
[ 1.21344781e-10 -1.03163122e-05 -2.82890029e-01  1.61505874e+04
 -1.44358863e+02  7.55034652e-11  1.54105951e+02]
Niter:  6 row:  87 ngroup:  1 nlines:  248 gd:  235
[ 1.21344781e-10 -1.03163122e-05 -2.82890029e-01  1.61505874e+04
 -1.44358863e+02  7.55034652e-11  1.54105951e+02]
res:  235 0.0006676669372609467 0.012629885835849564 0.02081527143977391
[ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  1.05462502e-11  1.54108447e+02]
Final values:
res:  0.0006676669372609467 0.02081527143977391
pars:  [ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  1.05462502e-11  1.54108447e+02]
87 [ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  1.05462502e-11  1.54108447e+02]
elapsed: 3.0 sec.
Niter:  0 row:  87 ngroup:  26 nlines:  6392 gd:  6392
[ 1.21183531e-10 -1.03164234e-05 -2.82888374e-01  1.61505866e+04
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02 -1.44371138e+02  1.05462502e-11
  1.54108447e+02 -1.44371138e+02  1.05462502e-11  1.54108447e+02
 -1.44371138e+02  1.05462502e-11  1.54108447e+02 -1.44371138e+02
  1.05462502e-11  1.54108447e+02]
res:  6392 0.00024851050966390176 0.013049717346802936 0.02925305572308668
[ 1.21183543e-10 -1.03164244e-05 -2.82888345e-01  1.61505850e+04
 -1.44372860e+02  5.44943291e-03  1.54099041e+02 -1.43897471e+02
  5.10334248e-01  1.54601242e+02 -1.44400730e+02 -9.15571796e-03
  1.54077524e+02 -1.43903613e+02  5.01862780e-01  1.54572750e+02
 -1.44411405e+02  3.97019112e-03  1.54104812e+02 -1.43888308e+02
  5.09084408e-01  1.54593266e+02 -1.44398995e+02  6.99899602e-03
  1.54084001e+02 -1.43911935e+02  4.76853249e-01  1.54571600e+02
 -1.44393843e+02  4.15155700e-03  1.54099364e+02 -1.43902343e+02
  5.12343949e-01  1.54585590e+02 -1.44372463e+02  2.22870862e-02
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  4.69055527e-01  1.54571332e+02 -1.44386734e+02  1.38673587e-03
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 -1.44400057e+02 -1.99303027e-02  1.54085856e+02 -1.43925469e+02
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Niter:  1 row:  87 ngroup:  26 nlines:  6392 gd:  5969
[ 1.21183543e-10 -1.03164244e-05 -2.82888345e-01  1.61505850e+04
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  5.00790778e-01  1.54589118e+02 -1.44390272e+02 -6.82013874e-03
  1.54089145e+02 -1.43898284e+02  5.22144536e-01  1.54588500e+02
 -1.44392021e+02 -3.21738296e-02  1.54074163e+02 -1.43911778e+02
  4.69055527e-01  1.54571332e+02 -1.44386734e+02  1.38673587e-03
  1.54094636e+02 -1.43888103e+02  4.82653317e-01  1.54576868e+02
 -1.44400057e+02 -1.99303027e-02  1.54085856e+02 -1.43925469e+02
  4.90644164e-01  1.54573642e+02]
res:  5969 -0.0003847662464977475 0.013021164681049413 0.02144282501367611
[ 1.21183556e-10 -1.03164255e-05 -2.82888317e-01  1.61505834e+04
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 -1.44398206e+02 -1.71903715e-02  1.54083834e+02 -1.43904856e+02
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Niter:  2 row:  87 ngroup:  26 nlines:  6392 gd:  5968
[ 1.21183556e-10 -1.03164255e-05 -2.82888317e-01  1.61505834e+04
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  1.54091374e+02 -1.43917734e+02  5.09592535e-01  1.54583866e+02
 -1.44407238e+02 -3.89856451e-02  1.54067689e+02 -1.43916536e+02
  4.59672341e-01  1.54564115e+02 -1.44382622e+02 -1.33825775e-02
  1.54087888e+02 -1.43915964e+02  4.69010941e-01  1.54570387e+02
 -1.44401727e+02 -3.20414757e-02  1.54077113e+02 -1.43932470e+02
  4.71943201e-01  1.54564683e+02]
res:  5968 -0.00046616463532700436 0.01307115619056276 0.021394480088141623
[ 1.21183568e-10 -1.03164265e-05 -2.82888289e-01  1.61505818e+04
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Niter:  3 row:  87 ngroup:  26 nlines:  6392 gd:  5969
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 -1.44408743e+02 -3.77554912e-02  1.54072351e+02 -1.43939470e+02
  4.60376728e-01  1.54559922e+02]
res:  5969 -0.0001500965572631685 0.01299058551012422 0.021400928002780234
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Niter:  4 row:  87 ngroup:  26 nlines:  6392 gd:  5970
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 -1.44405093e+02 -3.26845481e-02  1.54062823e+02 -1.43935403e+02
  4.65417219e-01  1.54550401e+02]
res:  5970 -0.00037436704769788776 0.012943491318765155 0.021403200590651796
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  4.69014988e-01  1.54553313e+02]
Niter:  5 row:  87 ngroup:  26 nlines:  6392 gd:  5970
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 -1.44400439e+02 -2.90807819e-02  1.54065735e+02 -1.43930783e+02
  4.69014988e-01  1.54553313e+02]
res:  5970 -0.000358772183972178 0.0129672860921346 0.021399947791111363
[ 1.21442502e-10 -1.03169435e-05 -2.82890336e-01  1.61505860e+04
 -1.44377682e+02  7.98671918e-05  1.54096951e+02 -1.43902149e+02
  4.82303911e-01  1.54588684e+02 -1.44393917e+02 -2.37509491e-02
  1.54078898e+02 -1.43903031e+02  4.96849531e-01  1.54569938e+02
 -1.44412537e+02 -5.99557546e-03  1.54098327e+02 -1.43888625e+02
  4.92204589e-01  1.54579401e+02 -1.44398817e+02 -2.07508814e-02
  1.54077221e+02 -1.43895235e+02  4.75465464e-01  1.54568652e+02
 -1.44377302e+02 -3.32682988e-03  1.54089847e+02 -1.43906264e+02
  5.01033121e-01  1.54577259e+02 -1.44398592e+02  1.19502663e-03
  1.54088302e+02 -1.43908965e+02  4.80487749e-01  1.54582357e+02
 -1.44400540e+02 -2.05177360e-02  1.54075367e+02 -1.43883975e+02
  4.87422185e-01  1.54577133e+02 -1.44380252e+02  1.85909441e-02
  1.54090829e+02 -1.43894920e+02  5.06008200e-01  1.54592979e+02
 -1.44396063e+02 -1.71436431e-02  1.54080160e+02 -1.43897960e+02
  4.78663734e-01  1.54579961e+02 -1.44400101e+02 -1.51757416e-02
  1.54087712e+02 -1.43910724e+02  5.15108493e-01  1.54580251e+02
 -1.44405004e+02 -3.31535631e-02  1.54065738e+02 -1.43909314e+02
  4.68586908e-01  1.54560509e+02 -1.44375526e+02 -1.26234183e-02
  1.54084311e+02 -1.43913944e+02  4.77470944e-01  1.54566805e+02
 -1.44394638e+02 -2.33100124e-02  1.54073475e+02 -1.43925026e+02
  4.74787958e-01  1.54561054e+02]
Niter:  6 row:  87 ngroup:  26 nlines:  6392 gd:  5970
[ 1.21442502e-10 -1.03169435e-05 -2.82890336e-01  1.61505860e+04
 -1.44377682e+02  7.98671918e-05  1.54096951e+02 -1.43902149e+02
  4.82303911e-01  1.54588684e+02 -1.44393917e+02 -2.37509491e-02
  1.54078898e+02 -1.43903031e+02  4.96849531e-01  1.54569938e+02
 -1.44412537e+02 -5.99557546e-03  1.54098327e+02 -1.43888625e+02
  4.92204589e-01  1.54579401e+02 -1.44398817e+02 -2.07508814e-02
  1.54077221e+02 -1.43895235e+02  4.75465464e-01  1.54568652e+02
 -1.44377302e+02 -3.32682988e-03  1.54089847e+02 -1.43906264e+02
  5.01033121e-01  1.54577259e+02 -1.44398592e+02  1.19502663e-03
  1.54088302e+02 -1.43908965e+02  4.80487749e-01  1.54582357e+02
 -1.44400540e+02 -2.05177360e-02  1.54075367e+02 -1.43883975e+02
  4.87422185e-01  1.54577133e+02 -1.44380252e+02  1.85909441e-02
  1.54090829e+02 -1.43894920e+02  5.06008200e-01  1.54592979e+02
 -1.44396063e+02 -1.71436431e-02  1.54080160e+02 -1.43897960e+02
  4.78663734e-01  1.54579961e+02 -1.44400101e+02 -1.51757416e-02
  1.54087712e+02 -1.43910724e+02  5.15108493e-01  1.54580251e+02
 -1.44405004e+02 -3.31535631e-02  1.54065738e+02 -1.43909314e+02
  4.68586908e-01  1.54560509e+02 -1.44375526e+02 -1.26234183e-02
  1.54084311e+02 -1.43913944e+02  4.77470944e-01  1.54566805e+02
 -1.44394638e+02 -2.33100124e-02  1.54073475e+02 -1.43925026e+02
  4.74787958e-01  1.54561054e+02]
res:  5970 -0.00037032966429251246 0.012979247615476197 0.021399922044102005
[ 1.21444709e-10 -1.03169408e-05 -2.82890336e-01  1.61505860e+04
 -1.44377682e+02  7.98671918e-05  1.54096951e+02 -1.43902149e+02
  4.82303911e-01  1.54588684e+02 -1.44393917e+02 -2.37509491e-02
  1.54078898e+02 -1.43903031e+02  4.96849531e-01  1.54569938e+02
 -1.44412537e+02 -5.99557546e-03  1.54098327e+02 -1.43888625e+02
  4.92204589e-01  1.54579401e+02 -1.44398817e+02 -2.07508814e-02
  1.54077221e+02 -1.43895235e+02  4.75465464e-01  1.54568652e+02
 -1.44377302e+02 -3.32682988e-03  1.54089847e+02 -1.43906264e+02
  5.01033121e-01  1.54577259e+02 -1.44398592e+02  1.19502663e-03
  1.54088302e+02 -1.43908965e+02  4.80487749e-01  1.54582357e+02
 -1.44400540e+02 -2.05177360e-02  1.54075367e+02 -1.43883975e+02
  4.87422185e-01  1.54577133e+02 -1.44380252e+02  1.85909441e-02
  1.54090829e+02 -1.43894920e+02  5.06008200e-01  1.54592979e+02
 -1.44396063e+02 -1.71436431e-02  1.54080160e+02 -1.43897960e+02
  4.78663734e-01  1.54579961e+02 -1.44400101e+02 -1.51757416e-02
  1.54087712e+02 -1.43910724e+02  5.15108493e-01  1.54580251e+02
 -1.44405004e+02 -3.31535631e-02  1.54065738e+02 -1.43909314e+02
  4.68586908e-01  1.54560509e+02 -1.44375526e+02 -1.26234183e-02
  1.54084311e+02 -1.43913944e+02  4.77470944e-01  1.54566805e+02
 -1.44394638e+02 -2.33100124e-02  1.54073475e+02 -1.43925026e+02
  4.74787958e-01  1.54561054e+02]
Saving figure to  wave_resid_43670005_fiber87.png
Final values:
res:  -0.00037032966429251246 0.021399922044102005
pars:  [ 1.21444709e-10 -1.03169408e-05 -2.82890336e-01  1.61505860e+04
 -1.44377682e+02  7.98671918e-05  1.54096951e+02 -1.43902149e+02
  4.82303911e-01  1.54588684e+02 -1.44393917e+02 -2.37509491e-02
  1.54078898e+02 -1.43903031e+02  4.96849531e-01  1.54569938e+02
 -1.44412537e+02 -5.99557546e-03  1.54098327e+02 -1.43888625e+02
  4.92204589e-01  1.54579401e+02 -1.44398817e+02 -2.07508814e-02
  1.54077221e+02 -1.43895235e+02  4.75465464e-01  1.54568652e+02
 -1.44377302e+02 -3.32682988e-03  1.54089847e+02 -1.43906264e+02
  5.01033121e-01  1.54577259e+02 -1.44398592e+02  1.19502663e-03
  1.54088302e+02 -1.43908965e+02  4.80487749e-01  1.54582357e+02
 -1.44400540e+02 -2.05177360e-02  1.54075367e+02 -1.43883975e+02
  4.87422185e-01  1.54577133e+02 -1.44380252e+02  1.85909441e-02
  1.54090829e+02 -1.43894920e+02  5.06008200e-01  1.54592979e+02
 -1.44396063e+02 -1.71436431e-02  1.54080160e+02 -1.43897960e+02
  4.78663734e-01  1.54579961e+02 -1.44400101e+02 -1.51757416e-02
  1.54087712e+02 -1.43910724e+02  5.15108493e-01  1.54580251e+02
 -1.44405004e+02 -3.31535631e-02  1.54065738e+02 -1.43909314e+02
  4.68586908e-01  1.54560509e+02 -1.44375526e+02 -1.26234183e-02
  1.54084311e+02 -1.43913944e+02  4.77470944e-01  1.54566805e+02
 -1.44394638e+02 -2.33100124e-02  1.54073475e+02 -1.43925026e+02
  4.74787958e-01  1.54561054e+02]
87 [ 1.21444709e-10 -1.03169408e-05 -2.82890336e-01  1.61505860e+04
 -1.44377682e+02  7.98671918e-05  1.54096951e+02 -1.43902149e+02
  4.82303911e-01  1.54588684e+02 -1.44393917e+02 -2.37509491e-02
  1.54078898e+02 -1.43903031e+02  4.96849531e-01  1.54569938e+02
 -1.44412537e+02 -5.99557546e-03  1.54098327e+02 -1.43888625e+02
  4.92204589e-01  1.54579401e+02 -1.44398817e+02 -2.07508814e-02
  1.54077221e+02 -1.43895235e+02  4.75465464e-01  1.54568652e+02
 -1.44377302e+02 -3.32682988e-03  1.54089847e+02 -1.43906264e+02
  5.01033121e-01  1.54577259e+02 -1.44398592e+02  1.19502663e-03
  1.54088302e+02 -1.43908965e+02  4.80487749e-01  1.54582357e+02
 -1.44400540e+02 -2.05177360e-02  1.54075367e+02 -1.43883975e+02
  4.87422185e-01  1.54577133e+02 -1.44380252e+02  1.85909441e-02
  1.54090829e+02 -1.43894920e+02  5.06008200e-01  1.54592979e+02
 -1.44396063e+02 -1.71436431e-02  1.54080160e+02 -1.43897960e+02
  4.78663734e-01  1.54579961e+02 -1.44400101e+02 -1.51757416e-02
  1.54087712e+02 -1.43910724e+02  5.15108493e-01  1.54580251e+02
 -1.44405004e+02 -3.31535631e-02  1.54065738e+02 -1.43909314e+02
  4.68586908e-01  1.54560509e+02 -1.44375526e+02 -1.26234183e-02
  1.54084311e+02 -1.43913944e+02  4.77470944e-01  1.54566805e+02
 -1.44394638e+02 -2.33100124e-02  1.54073475e+02 -1.43925026e+02
  4.74787958e-01  1.54561054e+02]
--- Row 89/300 row=88 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  88
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=88 ---
Niter:  0 row:  88 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 -0.0012100354579160921 0.012443499566870742 0.031834107730738845
[ 1.21655214e-10 -1.03168601e-05 -2.82890706e-01  1.61505832e+04
 -1.44404412e+02  7.73120755e-14  1.54090993e+02]
Niter:  1 row:  88 ngroup:  1 nlines:  235 gd:  213
[ 1.21655214e-10 -1.03168601e-05 -2.82890706e-01  1.61505832e+04
 -1.44404412e+02  7.73120755e-14  1.54090993e+02]
res:  213 -0.00170466811323422 0.01285889595055778 0.019218068633617674
[ 1.21774078e-10 -1.03163344e-05 -2.82894104e-01  1.61505862e+04
 -1.44355678e+02 -5.90192417e-12  1.54090204e+02]
Niter:  2 row:  88 ngroup:  1 nlines:  235 gd:  217
[ 1.21774078e-10 -1.03163344e-05 -2.82894104e-01  1.61505862e+04
 -1.44355678e+02 -5.90192417e-12  1.54090204e+02]
res:  217 -0.001780728374797036 0.013761016432908946 0.020457489317071587
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
Niter:  3 row:  88 ngroup:  1 nlines:  235 gd:  217
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
res:  217 -0.001780728374797036 0.013761016432908946 0.020457489317071587
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
Niter:  4 row:  88 ngroup:  1 nlines:  235 gd:  217
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
res:  217 -0.001780728374797036 0.013761016432908946 0.020457489317071587
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
Niter:  5 row:  88 ngroup:  1 nlines:  235 gd:  217
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
res:  217 -0.001780728374797036 0.013761016432908946 0.020457489317071587
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
Niter:  6 row:  88 ngroup:  1 nlines:  235 gd:  217
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
res:  217 -0.001780728374797036 0.013761016432908946 0.020457489317071587
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
Final values:
res:  -0.001780728374797036 0.020457489317071587
pars:  [ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
88 [ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02]
elapsed: 2.9 sec.
Niter:  0 row:  88 ngroup:  26 nlines:  6168 gd:  6168
[ 1.21823544e-10 -1.03167702e-05 -2.82896917e-01  1.61505863e+04
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02 -1.44341656e+02  3.02464437e-10
  1.54066523e+02 -1.44341656e+02  3.02464437e-10  1.54066523e+02
 -1.44341656e+02  3.02464437e-10  1.54066523e+02 -1.44341656e+02
  3.02464437e-10  1.54066523e+02]
res:  6168 0.0005534878955586464 0.012765875588229392 0.02936442394626837
[ 1.21823556e-10 -1.03167712e-05 -2.82896889e-01  1.61505846e+04
 -1.44350846e+02  5.67860142e-03  1.54061786e+02 -1.43846315e+02
  4.94986805e-01  1.54565153e+02 -1.44349781e+02 -4.58186582e-03
  1.54045187e+02 -1.43876841e+02  4.88737594e-01  1.54549855e+02
 -1.44347850e+02  4.90351945e-03  1.54069934e+02 -1.43861783e+02
  5.05073334e-01  1.54555012e+02 -1.44357392e+02 -4.54391763e-04
  1.54067483e+02 -1.43871146e+02  4.97463727e-01  1.54549074e+02
 -1.44350514e+02  2.22348130e-03  1.54061145e+02 -1.43849092e+02
  4.99068031e-01  1.54552171e+02 -1.44346754e+02  9.96052632e-03
  1.54053478e+02 -1.43859768e+02  5.01545974e-01  1.54556681e+02
 -1.44366162e+02  5.44876716e-03  1.54055868e+02 -1.43857388e+02
  4.86258521e-01  1.54544177e+02 -1.44318989e+02  1.29558129e-02
  1.54061640e+02 -1.43866766e+02  5.11127394e-01  1.54571576e+02
 -1.44369223e+02  2.03316761e-02  1.54045500e+02 -1.43848044e+02
  4.89441641e-01  1.54557554e+02 -1.44372686e+02  2.29428913e-03
  1.54052316e+02 -1.43835401e+02  4.97101824e-01  1.54560578e+02
 -1.44381225e+02 -1.22109771e-02  1.54050731e+02 -1.43853655e+02
  4.92892926e-01  1.54549789e+02 -1.44377103e+02  4.40232769e-04
  1.54048881e+02 -1.43863115e+02  4.84772272e-01  1.54540788e+02
 -1.44363316e+02 -3.76464531e-02  1.54059696e+02 -1.43875054e+02
  4.78289043e-01  1.54532421e+02]
Niter:  1 row:  88 ngroup:  26 nlines:  6168 gd:  5710
[ 1.21823556e-10 -1.03167712e-05 -2.82896889e-01  1.61505846e+04
 -1.44350846e+02  5.67860142e-03  1.54061786e+02 -1.43846315e+02
  4.94986805e-01  1.54565153e+02 -1.44349781e+02 -4.58186582e-03
  1.54045187e+02 -1.43876841e+02  4.88737594e-01  1.54549855e+02
 -1.44347850e+02  4.90351945e-03  1.54069934e+02 -1.43861783e+02
  5.05073334e-01  1.54555012e+02 -1.44357392e+02 -4.54391763e-04
  1.54067483e+02 -1.43871146e+02  4.97463727e-01  1.54549074e+02
 -1.44350514e+02  2.22348130e-03  1.54061145e+02 -1.43849092e+02
  4.99068031e-01  1.54552171e+02 -1.44346754e+02  9.96052632e-03
  1.54053478e+02 -1.43859768e+02  5.01545974e-01  1.54556681e+02
 -1.44366162e+02  5.44876716e-03  1.54055868e+02 -1.43857388e+02
  4.86258521e-01  1.54544177e+02 -1.44318989e+02  1.29558129e-02
  1.54061640e+02 -1.43866766e+02  5.11127394e-01  1.54571576e+02
 -1.44369223e+02  2.03316761e-02  1.54045500e+02 -1.43848044e+02
  4.89441641e-01  1.54557554e+02 -1.44372686e+02  2.29428913e-03
  1.54052316e+02 -1.43835401e+02  4.97101824e-01  1.54560578e+02
 -1.44381225e+02 -1.22109771e-02  1.54050731e+02 -1.43853655e+02
  4.92892926e-01  1.54549789e+02 -1.44377103e+02  4.40232769e-04
  1.54048881e+02 -1.43863115e+02  4.84772272e-01  1.54540788e+02
 -1.44363316e+02 -3.76464531e-02  1.54059696e+02 -1.43875054e+02
  4.78289043e-01  1.54532421e+02]
res:  5710 -6.807465433666948e-05 0.012720605399408669 0.02090643175353875
[ 1.21823544e-10 -1.03167723e-05 -2.82896861e-01  1.61505830e+04
 -1.44355636e+02 -8.78052191e-03  1.54057000e+02 -1.43847259e+02
  4.89362611e-01  1.54561802e+02 -1.44367315e+02 -1.81627483e-02
  1.54041030e+02 -1.43882967e+02  4.84624437e-01  1.54549477e+02
 -1.44342677e+02 -1.58484281e-02  1.54063231e+02 -1.43861935e+02
  4.83011135e-01  1.54554622e+02 -1.44352792e+02 -2.10837264e-02
  1.54056148e+02 -1.43881113e+02  4.94219375e-01  1.54542935e+02
 -1.44357526e+02 -1.11518847e-02  1.54056091e+02 -1.43856083e+02
  4.80122235e-01  1.54545879e+02 -1.44353331e+02 -3.05871873e-03
  1.54056800e+02 -1.43863880e+02  4.80716627e-01  1.54542375e+02
 -1.44378220e+02 -1.42082819e-02  1.54045818e+02 -1.43869281e+02
  4.75388741e-01  1.54541725e+02 -1.44343920e+02 -8.79251176e-03
  1.54058824e+02 -1.43879081e+02  4.95519939e-01  1.54562330e+02
 -1.44369470e+02  6.22723425e-03  1.54041378e+02 -1.43851105e+02
  4.82995336e-01  1.54546073e+02 -1.44384733e+02 -1.48155224e-02
  1.54049839e+02 -1.43835526e+02  4.81166461e-01  1.54558049e+02
 -1.44371162e+02 -3.39960484e-02  1.54042968e+02 -1.43858874e+02
  4.71334743e-01  1.54543171e+02 -1.44384081e+02 -2.07783340e-03
  1.54046262e+02 -1.43870825e+02  4.69936384e-01  1.54533937e+02
 -1.44373596e+02 -4.13393952e-02  1.54052352e+02 -1.43878246e+02
  4.64645148e-01  1.54533357e+02]
Niter:  2 row:  88 ngroup:  26 nlines:  6168 gd:  5716
[ 1.21823544e-10 -1.03167723e-05 -2.82896861e-01  1.61505830e+04
 -1.44355636e+02 -8.78052191e-03  1.54057000e+02 -1.43847259e+02
  4.89362611e-01  1.54561802e+02 -1.44367315e+02 -1.81627483e-02
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 -1.44342677e+02 -1.58484281e-02  1.54063231e+02 -1.43861935e+02
  4.83011135e-01  1.54554622e+02 -1.44352792e+02 -2.10837264e-02
  1.54056148e+02 -1.43881113e+02  4.94219375e-01  1.54542935e+02
 -1.44357526e+02 -1.11518847e-02  1.54056091e+02 -1.43856083e+02
  4.80122235e-01  1.54545879e+02 -1.44353331e+02 -3.05871873e-03
  1.54056800e+02 -1.43863880e+02  4.80716627e-01  1.54542375e+02
 -1.44378220e+02 -1.42082819e-02  1.54045818e+02 -1.43869281e+02
  4.75388741e-01  1.54541725e+02 -1.44343920e+02 -8.79251176e-03
  1.54058824e+02 -1.43879081e+02  4.95519939e-01  1.54562330e+02
 -1.44369470e+02  6.22723425e-03  1.54041378e+02 -1.43851105e+02
  4.82995336e-01  1.54546073e+02 -1.44384733e+02 -1.48155224e-02
  1.54049839e+02 -1.43835526e+02  4.81166461e-01  1.54558049e+02
 -1.44371162e+02 -3.39960484e-02  1.54042968e+02 -1.43858874e+02
  4.71334743e-01  1.54543171e+02 -1.44384081e+02 -2.07783340e-03
  1.54046262e+02 -1.43870825e+02  4.69936384e-01  1.54533937e+02
 -1.44373596e+02 -4.13393952e-02  1.54052352e+02 -1.43878246e+02
  4.64645148e-01  1.54533357e+02]
res:  5716 -0.00020593785939126974 0.012856939214543672 0.020942237104327195
[ 1.21823532e-10 -1.03167733e-05 -2.82896832e-01  1.61505814e+04
 -1.44362626e+02 -1.71104371e-02  1.54052237e+02 -1.43854264e+02
  4.86903986e-01  1.54557056e+02 -1.44378594e+02 -2.38653396e-02
  1.54036274e+02 -1.43889979e+02  4.78911580e-01  1.54544717e+02
 -1.44349668e+02 -2.15235491e-02  1.54058468e+02 -1.43864018e+02
  4.77316533e-01  1.54549860e+02 -1.44359805e+02 -3.25481816e-02
  1.54049684e+02 -1.43888142e+02  4.91460692e-01  1.54538175e+02
 -1.44364538e+02 -2.29778099e-02  1.54051323e+02 -1.43863074e+02
  4.74427302e-01  1.54542896e+02 -1.44360326e+02 -8.77666223e-03
  1.54052029e+02 -1.43870895e+02  4.66504062e-01  1.54537625e+02
 -1.44385215e+02 -2.25522842e-02  1.54041060e+02 -1.43881190e+02
  4.69714490e-01  1.54536964e+02 -1.44350929e+02 -2.37610587e-02
  1.54054057e+02 -1.43886049e+02  4.89828971e-01  1.54557574e+02
 -1.44376475e+02 -2.63963770e-03  1.54036612e+02 -1.43858124e+02
  4.77284513e-01  1.54541316e+02 -1.44391729e+02 -2.05302359e-02
  1.54045075e+02 -1.43837817e+02  4.75453484e-01  1.54553290e+02
 -1.44373482e+02 -4.63041384e-02  1.54038208e+02 -1.43860967e+02
  4.62711051e-01  1.54538424e+02 -1.44391058e+02 -7.79033656e-03
  1.54043354e+02 -1.43877825e+02  4.64240406e-01  1.54530958e+02
 -1.44380591e+02 -4.43386708e-02  1.54047591e+02 -1.43885258e+02
  4.56007644e-01  1.54528598e+02]
Niter:  3 row:  88 ngroup:  26 nlines:  6168 gd:  5722
[ 1.21823532e-10 -1.03167733e-05 -2.82896832e-01  1.61505814e+04
 -1.44362626e+02 -1.71104371e-02  1.54052237e+02 -1.43854264e+02
  4.86903986e-01  1.54557056e+02 -1.44378594e+02 -2.38653396e-02
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  4.77316533e-01  1.54549860e+02 -1.44359805e+02 -3.25481816e-02
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 -1.44364538e+02 -2.29778099e-02  1.54051323e+02 -1.43863074e+02
  4.74427302e-01  1.54542896e+02 -1.44360326e+02 -8.77666223e-03
  1.54052029e+02 -1.43870895e+02  4.66504062e-01  1.54537625e+02
 -1.44385215e+02 -2.25522842e-02  1.54041060e+02 -1.43881190e+02
  4.69714490e-01  1.54536964e+02 -1.44350929e+02 -2.37610587e-02
  1.54054057e+02 -1.43886049e+02  4.89828971e-01  1.54557574e+02
 -1.44376475e+02 -2.63963770e-03  1.54036612e+02 -1.43858124e+02
  4.77284513e-01  1.54541316e+02 -1.44391729e+02 -2.05302359e-02
  1.54045075e+02 -1.43837817e+02  4.75453484e-01  1.54553290e+02
 -1.44373482e+02 -4.63041384e-02  1.54038208e+02 -1.43860967e+02
  4.62711051e-01  1.54538424e+02 -1.44391058e+02 -7.79033656e-03
  1.54043354e+02 -1.43877825e+02  4.64240406e-01  1.54530958e+02
 -1.44380591e+02 -4.43386708e-02  1.54047591e+02 -1.43885258e+02
  4.56007644e-01  1.54528598e+02]
res:  5722 -0.00014237783216231037 0.012889557022390363 0.02100761655127157
[ 1.21812005e-10 -1.03167733e-05 -2.82896832e-01  1.61505814e+04
 -1.44362626e+02 -1.71104371e-02  1.54052237e+02 -1.43854264e+02
  4.86903986e-01  1.54557056e+02 -1.44378594e+02 -2.38653396e-02
  1.54036274e+02 -1.43889979e+02  4.78911580e-01  1.54544717e+02
 -1.44349668e+02 -2.15235491e-02  1.54058468e+02 -1.43864018e+02
  4.77316533e-01  1.54549860e+02 -1.44359805e+02 -3.25481816e-02
  1.54049684e+02 -1.43888142e+02  4.91460692e-01  1.54538175e+02
 -1.44364538e+02 -2.29778099e-02  1.54051323e+02 -1.43863074e+02
  4.74427302e-01  1.54542896e+02 -1.44360326e+02 -8.77666223e-03
  1.54052029e+02 -1.43870895e+02  4.66504062e-01  1.54537625e+02
 -1.44385215e+02 -2.25522842e-02  1.54041060e+02 -1.43881190e+02
  4.69714490e-01  1.54536964e+02 -1.44350929e+02 -2.37610587e-02
  1.54054057e+02 -1.43886049e+02  4.89828971e-01  1.54557574e+02
 -1.44376475e+02 -2.63963770e-03  1.54036612e+02 -1.43858124e+02
  4.77284513e-01  1.54541316e+02 -1.44391729e+02 -2.05302359e-02
  1.54045075e+02 -1.43837817e+02  4.75453484e-01  1.54553290e+02
 -1.44373482e+02 -4.63041384e-02  1.54038208e+02 -1.43860967e+02
  4.62711051e-01  1.54538424e+02 -1.44391058e+02 -7.79033656e-03
  1.54043354e+02 -1.43877825e+02  4.64240406e-01  1.54530958e+02
 -1.44380591e+02 -4.43386708e-02  1.54047591e+02 -1.43885258e+02
  4.56007644e-01  1.54528598e+02]
Niter:  4 row:  88 ngroup:  26 nlines:  6168 gd:  5724
[ 1.21812005e-10 -1.03167733e-05 -2.82896832e-01  1.61505814e+04
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  4.74427302e-01  1.54542896e+02 -1.44360326e+02 -8.77666223e-03
  1.54052029e+02 -1.43870895e+02  4.66504062e-01  1.54537625e+02
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  4.69714490e-01  1.54536964e+02 -1.44350929e+02 -2.37610587e-02
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  4.77284513e-01  1.54541316e+02 -1.44391729e+02 -2.05302359e-02
  1.54045075e+02 -1.43837817e+02  4.75453484e-01  1.54553290e+02
 -1.44373482e+02 -4.63041384e-02  1.54038208e+02 -1.43860967e+02
  4.62711051e-01  1.54538424e+02 -1.44391058e+02 -7.79033656e-03
  1.54043354e+02 -1.43877825e+02  4.64240406e-01  1.54530958e+02
 -1.44380591e+02 -4.43386708e-02  1.54047591e+02 -1.43885258e+02
  4.56007644e-01  1.54528598e+02]
res:  5724 -0.00023964362299011555 0.012873869910436042 0.021022910064450475
[ 1.21811993e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
 -1.44369133e+02 -2.28121700e-02  1.54047015e+02 -1.43860771e+02
  4.81209952e-01  1.54551824e+02 -1.44385097e+02 -2.95683712e-02
  1.54031050e+02 -1.43896486e+02  4.73204428e-01  1.54539493e+02
 -1.44356172e+02 -2.71998391e-02  1.54053246e+02 -1.43870528e+02
  4.71623433e-01  1.54544636e+02 -1.44366313e+02 -3.82560397e-02
  1.54044466e+02 -1.43889961e+02  4.85736166e-01  1.54532951e+02
 -1.44371049e+02 -2.86922835e-02  1.54046105e+02 -1.43869581e+02
  4.68733837e-01  1.54539346e+02 -1.44366829e+02 -1.75051812e-02
  1.54046812e+02 -1.43877405e+02  4.60803372e-01  1.54532397e+02
 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
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  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
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 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
Niter:  5 row:  88 ngroup:  26 nlines:  6168 gd:  5725
[ 1.21811993e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
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  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
res:  5725 -0.0001880613190223812 0.012874989297415596 0.021033948392852417
[ 1.21799028e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
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 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
Niter:  6 row:  88 ngroup:  26 nlines:  6168 gd:  5727
[ 1.21799028e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
 -1.44369133e+02 -2.28121700e-02  1.54047015e+02 -1.43860771e+02
  4.81209952e-01  1.54551824e+02 -1.44385097e+02 -2.95683712e-02
  1.54031050e+02 -1.43896486e+02  4.73204428e-01  1.54539493e+02
 -1.44356172e+02 -2.71998391e-02  1.54053246e+02 -1.43870528e+02
  4.71623433e-01  1.54544636e+02 -1.44366313e+02 -3.82560397e-02
  1.54044466e+02 -1.43889961e+02  4.85736166e-01  1.54532951e+02
 -1.44371049e+02 -2.86922835e-02  1.54046105e+02 -1.43869581e+02
  4.68733837e-01  1.54539346e+02 -1.44366829e+02 -1.75051812e-02
  1.54046812e+02 -1.43877405e+02  4.60803372e-01  1.54532397e+02
 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
res:  5727 -0.00017205301992362365 0.012925413476295944 0.021057600877036165
[ 1.21797012e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
 -1.44369133e+02 -2.28121700e-02  1.54047015e+02 -1.43860771e+02
  4.81209952e-01  1.54551824e+02 -1.44385097e+02 -2.95683712e-02
  1.54031050e+02 -1.43896486e+02  4.73204428e-01  1.54539493e+02
 -1.44356172e+02 -2.71998391e-02  1.54053246e+02 -1.43870528e+02
  4.71623433e-01  1.54544636e+02 -1.44366313e+02 -3.82560397e-02
  1.54044466e+02 -1.43889961e+02  4.85736166e-01  1.54532951e+02
 -1.44371049e+02 -2.86922835e-02  1.54046105e+02 -1.43869581e+02
  4.68733837e-01  1.54539346e+02 -1.44366829e+02 -1.75051812e-02
  1.54046812e+02 -1.43877405e+02  4.60803372e-01  1.54532397e+02
 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
Saving figure to  wave_resid_43670005_fiber88.png
Final values:
res:  -0.00017205301992362365 0.021057600877036165
pars:  [ 1.21797012e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
 -1.44369133e+02 -2.28121700e-02  1.54047015e+02 -1.43860771e+02
  4.81209952e-01  1.54551824e+02 -1.44385097e+02 -2.95683712e-02
  1.54031050e+02 -1.43896486e+02  4.73204428e-01  1.54539493e+02
 -1.44356172e+02 -2.71998391e-02  1.54053246e+02 -1.43870528e+02
  4.71623433e-01  1.54544636e+02 -1.44366313e+02 -3.82560397e-02
  1.54044466e+02 -1.43889961e+02  4.85736166e-01  1.54532951e+02
 -1.44371049e+02 -2.86922835e-02  1.54046105e+02 -1.43869581e+02
  4.68733837e-01  1.54539346e+02 -1.44366829e+02 -1.75051812e-02
  1.54046812e+02 -1.43877405e+02  4.60803372e-01  1.54532397e+02
 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
88 [ 1.21797012e-10 -1.03167743e-05 -2.82896804e-01  1.61505798e+04
 -1.44369133e+02 -2.28121700e-02  1.54047015e+02 -1.43860771e+02
  4.81209952e-01  1.54551824e+02 -1.44385097e+02 -2.95683712e-02
  1.54031050e+02 -1.43896486e+02  4.73204428e-01  1.54539493e+02
 -1.44356172e+02 -2.71998391e-02  1.54053246e+02 -1.43870528e+02
  4.71623433e-01  1.54544636e+02 -1.44366313e+02 -3.82560397e-02
  1.54044466e+02 -1.43889961e+02  4.85736166e-01  1.54532951e+02
 -1.44371049e+02 -2.86922835e-02  1.54046105e+02 -1.43869581e+02
  4.68733837e-01  1.54539346e+02 -1.44366829e+02 -1.75051812e-02
  1.54046812e+02 -1.43877405e+02  4.60803372e-01  1.54532397e+02
 -1.44391721e+02 -3.11293634e-02  1.54035837e+02 -1.43887698e+02
  4.64031366e-01  1.54531739e+02 -1.44357440e+02 -3.55335681e-02
  1.54048839e+02 -1.43892551e+02  4.84137892e-01  1.54550563e+02
 -1.44382985e+02 -8.35086597e-03  1.54031393e+02 -1.43864635e+02
  4.71578882e-01  1.54536086e+02 -1.44398239e+02 -2.62455392e-02
  1.54039854e+02 -1.43844330e+02  4.69738526e-01  1.54548066e+02
 -1.44375549e+02 -5.51631765e-02  1.54032984e+02 -1.43863146e+02
  4.57010225e-01  1.54533196e+02 -1.44397563e+02 -1.35046378e-02
  1.54038129e+02 -1.43893285e+02  4.58544154e-01  1.54525730e+02
 -1.44387099e+02 -5.00547144e-02  1.54042369e+02 -1.43891771e+02
  4.44204141e-01  1.54523371e+02]
--- Row 90/300 row=89 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  89
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=89 ---
Niter:  0 row:  89 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0013693675209651701 0.013816256034260732 0.033441380875069295
[ 1.21639268e-10 -1.03151581e-05 -2.82889584e-01  1.61505095e+04
 -1.44419923e+02 -6.33842207e-13  1.54095970e+02]
Niter:  1 row:  89 ngroup:  1 nlines:  241 gd:  224
[ 1.21639268e-10 -1.03151581e-05 -2.82889584e-01  1.61505095e+04
 -1.44419923e+02 -6.33842207e-13  1.54095970e+02]
res:  224 -0.0001219714049511822 0.01368481881581829 0.022994062965614792
[ 1.21571499e-10 -1.03150495e-05 -2.82888997e-01  1.61505152e+04
 -1.44400516e+02  6.20478290e-12  1.54117072e+02]
Niter:  2 row:  89 ngroup:  1 nlines:  241 gd:  221
[ 1.21571499e-10 -1.03150495e-05 -2.82888997e-01  1.61505152e+04
 -1.44400516e+02  6.20478290e-12  1.54117072e+02]
res:  221 0.0007239353017212125 0.013637379555802909 0.021831752595958966
[ 1.21470942e-10 -1.03150699e-05 -2.82889435e-01  1.61505162e+04
 -1.44382995e+02  4.68133999e-11  1.54115006e+02]
Niter:  3 row:  89 ngroup:  1 nlines:  241 gd:  224
[ 1.21470942e-10 -1.03150699e-05 -2.82889435e-01  1.61505162e+04
 -1.44382995e+02  4.68133999e-11  1.54115006e+02]
res:  224 -1.945137046277523e-05 0.013715455559577094 0.022739760610503357
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
Niter:  4 row:  89 ngroup:  1 nlines:  241 gd:  224
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
res:  224 -1.945137046277523e-05 0.013715455559577094 0.022739760610503357
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
Niter:  5 row:  89 ngroup:  1 nlines:  241 gd:  224
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
res:  224 -1.945137046277523e-05 0.013715455559577094 0.022739760610503357
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
Niter:  6 row:  89 ngroup:  1 nlines:  241 gd:  224
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
res:  224 -1.945137046277523e-05 0.013715455559577094 0.022739760610503357
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
Final values:
res:  -1.945137046277523e-05 0.022739760610503357
pars:  [ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
89 [ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02]
elapsed: 3.0 sec.
Niter:  0 row:  89 ngroup:  26 nlines:  6289 gd:  6289
[ 1.21436250e-10 -1.03153512e-05 -2.82889925e-01  1.61505181e+04
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02 -1.44374770e+02  4.80897655e-11
  1.54113367e+02 -1.44374770e+02  4.80897655e-11  1.54113367e+02
 -1.44374770e+02  4.80897655e-11  1.54113367e+02 -1.44374770e+02
  4.80897655e-11  1.54113367e+02]
res:  6289 0.0003009959982591681 0.014089183783653425 0.03200888924036615
[ 1.21436262e-10 -1.03153522e-05 -2.82889896e-01  1.61505165e+04
 -1.44382243e+02  2.43614465e-02  1.54103914e+02 -1.43890462e+02
  4.94224262e-01  1.54605110e+02 -1.44399315e+02 -1.70292615e-02
  1.54101058e+02 -1.43913750e+02  4.92824042e-01  1.54601481e+02
 -1.44386337e+02  4.19854953e-03  1.54105318e+02 -1.43884775e+02
  5.03027959e-01  1.54605329e+02 -1.44393433e+02  2.39928592e-03
  1.54107527e+02 -1.43913541e+02  4.95402378e-01  1.54583929e+02
 -1.44388883e+02  5.52922332e-05  1.54106743e+02 -1.43907733e+02
  4.99415274e-01  1.54605800e+02 -1.44402207e+02  7.32788896e-03
  1.54109189e+02 -1.43893935e+02  4.91765370e-01  1.54600136e+02
 -1.44413070e+02 -1.49641085e-02  1.54092831e+02 -1.43918765e+02
  4.96856235e-01  1.54591311e+02 -1.44391781e+02 -3.82082723e-03
  1.54095640e+02 -1.43907487e+02  4.98305877e-01  1.54612099e+02
 -1.44395087e+02 -2.05207368e-03  1.54104070e+02 -1.43894020e+02
  4.94574503e-01  1.54592832e+02 -1.44400747e+02  5.70335845e-03
  1.54114980e+02 -1.43901044e+02  4.96453183e-01  1.54594916e+02
 -1.44415964e+02 -8.85774511e-03  1.54088549e+02 -1.43925540e+02
  4.77254077e-01  1.54583009e+02 -1.44382168e+02  1.13034617e-02
  1.54100436e+02 -1.43922298e+02  4.99784804e-01  1.54592162e+02
 -1.44431019e+02 -1.11507490e-02  1.54100671e+02 -1.43941969e+02
  4.65876281e-01  1.54587291e+02]
Niter:  1 row:  89 ngroup:  26 nlines:  6289 gd:  5849
[ 1.21436262e-10 -1.03153522e-05 -2.82889896e-01  1.61505165e+04
 -1.44382243e+02  2.43614465e-02  1.54103914e+02 -1.43890462e+02
  4.94224262e-01  1.54605110e+02 -1.44399315e+02 -1.70292615e-02
  1.54101058e+02 -1.43913750e+02  4.92824042e-01  1.54601481e+02
 -1.44386337e+02  4.19854953e-03  1.54105318e+02 -1.43884775e+02
  5.03027959e-01  1.54605329e+02 -1.44393433e+02  2.39928592e-03
  1.54107527e+02 -1.43913541e+02  4.95402378e-01  1.54583929e+02
 -1.44388883e+02  5.52922332e-05  1.54106743e+02 -1.43907733e+02
  4.99415274e-01  1.54605800e+02 -1.44402207e+02  7.32788896e-03
  1.54109189e+02 -1.43893935e+02  4.91765370e-01  1.54600136e+02
 -1.44413070e+02 -1.49641085e-02  1.54092831e+02 -1.43918765e+02
  4.96856235e-01  1.54591311e+02 -1.44391781e+02 -3.82082723e-03
  1.54095640e+02 -1.43907487e+02  4.98305877e-01  1.54612099e+02
 -1.44395087e+02 -2.05207368e-03  1.54104070e+02 -1.43894020e+02
  4.94574503e-01  1.54592832e+02 -1.44400747e+02  5.70335845e-03
  1.54114980e+02 -1.43901044e+02  4.96453183e-01  1.54594916e+02
 -1.44415964e+02 -8.85774511e-03  1.54088549e+02 -1.43925540e+02
  4.77254077e-01  1.54583009e+02 -1.44382168e+02  1.13034617e-02
  1.54100436e+02 -1.43922298e+02  4.99784804e-01  1.54592162e+02
 -1.44431019e+02 -1.11507490e-02  1.54100671e+02 -1.43941969e+02
  4.65876281e-01  1.54587291e+02]
res:  5849 -0.00040713966882321984 0.014225946290025604 0.023215487261780524
[ 1.21436250e-10 -1.03153533e-05 -2.82889925e-01  1.61505181e+04
 -1.44374808e+02  9.54511744e-03  1.54113334e+02 -1.43870804e+02
  4.83222723e-01  1.54612371e+02 -1.44397462e+02 -2.05054036e-02
  1.54104221e+02 -1.43911254e+02  4.89694446e-01  1.54603939e+02
 -1.44374624e+02 -2.71620915e-03  1.54114489e+02 -1.43887892e+02
  4.89277392e-01  1.54608405e+02 -1.44391526e+02 -5.50867369e-04
  1.54107451e+02 -1.43889901e+02  4.90750770e-01  1.54590204e+02
 -1.44375273e+02  1.42620891e-03  1.54109526e+02 -1.43894160e+02
  5.00030548e-01  1.54608175e+02 -1.44400293e+02  1.14305532e-03
  1.54116341e+02 -1.43897440e+02  4.81589134e-01  1.54606675e+02
 -1.44406095e+02 -2.63511710e-02  1.54098356e+02 -1.43917268e+02
  5.06347558e-01  1.54594172e+02 -1.44379074e+02 -2.51042176e-04
  1.54113260e+02 -1.43902021e+02  4.95649110e-01  1.54617007e+02
 -1.44388115e+02  1.49417083e-02  1.54108346e+02 -1.43884108e+02
  4.80524943e-01  1.54602197e+02 -1.44406734e+02  9.71447499e-03
  1.54116393e+02 -1.43888623e+02  4.91529212e-01  1.54597526e+02
 -1.44413941e+02 -1.69092536e-02  1.54095390e+02 -1.43921174e+02
  4.70231316e-01  1.54585710e+02 -1.44380756e+02 -7.37414236e-03
  1.54105371e+02 -1.43896001e+02  4.93594631e-01  1.54602215e+02
 -1.44433404e+02 -2.66604767e-02  1.54111839e+02 -1.43925761e+02
  4.72570271e-01  1.54585344e+02]
Niter:  2 row:  89 ngroup:  26 nlines:  6289 gd:  5869
[ 1.21436250e-10 -1.03153533e-05 -2.82889925e-01  1.61505181e+04
 -1.44374808e+02  9.54511744e-03  1.54113334e+02 -1.43870804e+02
  4.83222723e-01  1.54612371e+02 -1.44397462e+02 -2.05054036e-02
  1.54104221e+02 -1.43911254e+02  4.89694446e-01  1.54603939e+02
 -1.44374624e+02 -2.71620915e-03  1.54114489e+02 -1.43887892e+02
  4.89277392e-01  1.54608405e+02 -1.44391526e+02 -5.50867369e-04
  1.54107451e+02 -1.43889901e+02  4.90750770e-01  1.54590204e+02
 -1.44375273e+02  1.42620891e-03  1.54109526e+02 -1.43894160e+02
  5.00030548e-01  1.54608175e+02 -1.44400293e+02  1.14305532e-03
  1.54116341e+02 -1.43897440e+02  4.81589134e-01  1.54606675e+02
 -1.44406095e+02 -2.63511710e-02  1.54098356e+02 -1.43917268e+02
  5.06347558e-01  1.54594172e+02 -1.44379074e+02 -2.51042176e-04
  1.54113260e+02 -1.43902021e+02  4.95649110e-01  1.54617007e+02
 -1.44388115e+02  1.49417083e-02  1.54108346e+02 -1.43884108e+02
  4.80524943e-01  1.54602197e+02 -1.44406734e+02  9.71447499e-03
  1.54116393e+02 -1.43888623e+02  4.91529212e-01  1.54597526e+02
 -1.44413941e+02 -1.69092536e-02  1.54095390e+02 -1.43921174e+02
  4.70231316e-01  1.54585710e+02 -1.44380756e+02 -7.37414236e-03
  1.54105371e+02 -1.43896001e+02  4.93594631e-01  1.54602215e+02
 -1.44433404e+02 -2.66604767e-02  1.54111839e+02 -1.43925761e+02
  4.72570271e-01  1.54585344e+02]
res:  5869 -0.00042429145105415955 0.01427066516771447 0.023422529563259124
[ 1.21436237e-10 -1.03153543e-05 -2.82889953e-01  1.61505197e+04
 -1.44367831e+02  8.86691465e-03  1.54119902e+02 -1.43863812e+02
  4.85687591e-01  1.54617103e+02 -1.44390473e+02 -1.78409496e-02
  1.54108953e+02 -1.43904305e+02  4.88701783e-01  1.54608670e+02
 -1.44367657e+02 -3.63389356e-03  1.54121109e+02 -1.43880915e+02
  4.88548971e-01  1.54617024e+02 -1.44384564e+02  1.87432178e-03
  1.54110475e+02 -1.43882949e+02  4.96450716e-01  1.54594927e+02
 -1.44368299e+02  4.10303569e-03  1.54114253e+02 -1.43887203e+02
  4.99305332e-01  1.54612906e+02 -1.44393340e+02  7.83120265e-04
  1.54121069e+02 -1.43895270e+02  4.84009738e-01  1.54611413e+02
 -1.44399120e+02 -2.06593375e-02  1.54104839e+02 -1.43910324e+02
  5.12060963e-01  1.54600873e+02 -1.44372101e+02  5.45345233e-03
  1.54120002e+02 -1.43895092e+02  4.94460585e-01  1.54621743e+02
 -1.44376227e+02  2.06634539e-02  1.54113073e+02 -1.43877157e+02
  4.82821066e-01  1.54606914e+02 -1.44399780e+02  1.83906084e-02
  1.54121128e+02 -1.43881660e+02  4.97219801e-01  1.54602260e+02
 -1.44406961e+02 -1.44293365e-02  1.54101969e+02 -1.43914197e+02
  4.65864523e-01  1.54590440e+02 -1.44373796e+02 -4.69342589e-03
  1.54110102e+02 -1.43889021e+02  4.99290406e-01  1.54606949e+02
 -1.44426452e+02 -2.77400936e-02  1.54116570e+02 -1.43913872e+02
  4.78280619e-01  1.54590071e+02]
Niter:  3 row:  89 ngroup:  26 nlines:  6289 gd:  5867
[ 1.21436237e-10 -1.03153543e-05 -2.82889953e-01  1.61505197e+04
 -1.44367831e+02  8.86691465e-03  1.54119902e+02 -1.43863812e+02
  4.85687591e-01  1.54617103e+02 -1.44390473e+02 -1.78409496e-02
  1.54108953e+02 -1.43904305e+02  4.88701783e-01  1.54608670e+02
 -1.44367657e+02 -3.63389356e-03  1.54121109e+02 -1.43880915e+02
  4.88548971e-01  1.54617024e+02 -1.44384564e+02  1.87432178e-03
  1.54110475e+02 -1.43882949e+02  4.96450716e-01  1.54594927e+02
 -1.44368299e+02  4.10303569e-03  1.54114253e+02 -1.43887203e+02
  4.99305332e-01  1.54612906e+02 -1.44393340e+02  7.83120265e-04
  1.54121069e+02 -1.43895270e+02  4.84009738e-01  1.54611413e+02
 -1.44399120e+02 -2.06593375e-02  1.54104839e+02 -1.43910324e+02
  5.12060963e-01  1.54600873e+02 -1.44372101e+02  5.45345233e-03
  1.54120002e+02 -1.43895092e+02  4.94460585e-01  1.54621743e+02
 -1.44376227e+02  2.06634539e-02  1.54113073e+02 -1.43877157e+02
  4.82821066e-01  1.54606914e+02 -1.44399780e+02  1.83906084e-02
  1.54121128e+02 -1.43881660e+02  4.97219801e-01  1.54602260e+02
 -1.44406961e+02 -1.44293365e-02  1.54101969e+02 -1.43914197e+02
  4.65864523e-01  1.54590440e+02 -1.44373796e+02 -4.69342589e-03
  1.54110102e+02 -1.43889021e+02  4.99290406e-01  1.54606949e+02
 -1.44426452e+02 -2.77400936e-02  1.54116570e+02 -1.43913872e+02
  4.78280619e-01  1.54590071e+02]
res:  5867 -0.00041111915197689086 0.014223141301044961 0.023392821608946707
[ 1.21413462e-10 -1.03153543e-05 -2.82889953e-01  1.61505197e+04
 -1.44367831e+02  8.86691465e-03  1.54119902e+02 -1.43863812e+02
  4.85687591e-01  1.54617103e+02 -1.44390473e+02 -1.78409496e-02
  1.54108953e+02 -1.43904305e+02  4.88701783e-01  1.54608670e+02
 -1.44367657e+02 -3.63389356e-03  1.54121109e+02 -1.43880915e+02
  4.88548971e-01  1.54617024e+02 -1.44384564e+02  1.87432178e-03
  1.54110475e+02 -1.43882949e+02  4.96450716e-01  1.54594927e+02
 -1.44368299e+02  4.10303569e-03  1.54114253e+02 -1.43887203e+02
  4.99305332e-01  1.54612906e+02 -1.44393340e+02  7.83120265e-04
  1.54121069e+02 -1.43895270e+02  4.84009738e-01  1.54611413e+02
 -1.44399120e+02 -2.06593375e-02  1.54104839e+02 -1.43910324e+02
  5.12060963e-01  1.54600873e+02 -1.44372101e+02  5.45345233e-03
  1.54120002e+02 -1.43895092e+02  4.94460585e-01  1.54621743e+02
 -1.44376227e+02  2.06634539e-02  1.54113073e+02 -1.43877157e+02
  4.82821066e-01  1.54606914e+02 -1.44399780e+02  1.83906084e-02
  1.54121128e+02 -1.43881660e+02  4.97219801e-01  1.54602260e+02
 -1.44406961e+02 -1.44293365e-02  1.54101969e+02 -1.43914197e+02
  4.65864523e-01  1.54590440e+02 -1.44373796e+02 -4.69342589e-03
  1.54110102e+02 -1.43889021e+02  4.99290406e-01  1.54606949e+02
 -1.44426452e+02 -2.77400936e-02  1.54116570e+02 -1.43913872e+02
  4.78280619e-01  1.54590071e+02]
Niter:  4 row:  89 ngroup:  26 nlines:  6289 gd:  5868
[ 1.21413462e-10 -1.03153543e-05 -2.82889953e-01  1.61505197e+04
 -1.44367831e+02  8.86691465e-03  1.54119902e+02 -1.43863812e+02
  4.85687591e-01  1.54617103e+02 -1.44390473e+02 -1.78409496e-02
  1.54108953e+02 -1.43904305e+02  4.88701783e-01  1.54608670e+02
 -1.44367657e+02 -3.63389356e-03  1.54121109e+02 -1.43880915e+02
  4.88548971e-01  1.54617024e+02 -1.44384564e+02  1.87432178e-03
  1.54110475e+02 -1.43882949e+02  4.96450716e-01  1.54594927e+02
 -1.44368299e+02  4.10303569e-03  1.54114253e+02 -1.43887203e+02
  4.99305332e-01  1.54612906e+02 -1.44393340e+02  7.83120265e-04
  1.54121069e+02 -1.43895270e+02  4.84009738e-01  1.54611413e+02
 -1.44399120e+02 -2.06593375e-02  1.54104839e+02 -1.43910324e+02
  5.12060963e-01  1.54600873e+02 -1.44372101e+02  5.45345233e-03
  1.54120002e+02 -1.43895092e+02  4.94460585e-01  1.54621743e+02
 -1.44376227e+02  2.06634539e-02  1.54113073e+02 -1.43877157e+02
  4.82821066e-01  1.54606914e+02 -1.44399780e+02  1.83906084e-02
  1.54121128e+02 -1.43881660e+02  4.97219801e-01  1.54602260e+02
 -1.44406961e+02 -1.44293365e-02  1.54101969e+02 -1.43914197e+02
  4.65864523e-01  1.54590440e+02 -1.44373796e+02 -4.69342589e-03
  1.54110102e+02 -1.43889021e+02  4.99290406e-01  1.54606949e+02
 -1.44426452e+02 -2.77400936e-02  1.54116570e+02 -1.43913872e+02
  4.78280619e-01  1.54590071e+02]
res:  5868 -0.00048789438733365387 0.014216591611329932 0.023401297924482478
[ 1.21413450e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
Niter:  5 row:  89 ngroup:  26 nlines:  6289 gd:  5868
[ 1.21413450e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
res:  5868 -0.0004683024344558362 0.014232337480279966 0.02340009914266388
[ 1.21401960e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
Niter:  6 row:  89 ngroup:  26 nlines:  6289 gd:  5867
[ 1.21401960e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
res:  5867 -0.0004688107110268902 0.014233032919946709 0.02338748829205433
[ 1.21401918e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
Saving figure to  wave_resid_43670005_fiber89.png
Final values:
res:  -0.0004688107110268902 0.02338748829205433
pars:  [ 1.21401918e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
89 [ 1.21401918e-10 -1.03153553e-05 -2.82889981e-01  1.61505213e+04
 -1.44359855e+02  1.14084568e-02  1.54123732e+02 -1.43855802e+02
  4.91377220e-01  1.54620934e+02 -1.44382467e+02 -1.21171638e-02
  1.54112782e+02 -1.43896411e+02  4.94403019e-01  1.54612507e+02
 -1.44359711e+02  2.08470784e-03  1.54126918e+02 -1.43872947e+02
  4.94254910e-01  1.54620820e+02 -1.44376633e+02  7.56746978e-03
  1.54114306e+02 -1.43875052e+02  4.98992185e-01  1.54600674e+02
 -1.44360333e+02  9.81134702e-03  1.54118072e+02 -1.43879274e+02
  5.01934211e-01  1.54616739e+02 -1.44385428e+02  6.48988537e-03
  1.54124887e+02 -1.43887368e+02  4.89716648e-01  1.54615273e+02
 -1.44391155e+02 -1.49721465e-02  1.54108654e+02 -1.43902446e+02
  5.17773926e-01  1.54604676e+02 -1.44364137e+02  1.11502432e-02
  1.54123850e+02 -1.43887248e+02  4.97003684e-01  1.54625590e+02
 -1.44363655e+02  2.63861000e-02  1.54116887e+02 -1.43869262e+02
  4.88524562e-01  1.54610693e+02 -1.44391866e+02  2.72839033e-02
  1.54124976e+02 -1.43873723e+02  5.02907029e-01  1.54606102e+02
 -1.44398981e+02 -8.73219025e-03  1.54105801e+02 -1.43906224e+02
  4.68275319e-01  1.54594273e+02 -1.44365872e+02  1.01687179e-03
  1.54113931e+02 -1.43881044e+02  5.04986406e-01  1.54610791e+02
 -1.44418547e+02 -2.20357170e-02  1.54120400e+02 -1.43905910e+02
  4.83995589e-01  1.54593883e+02]
--- Row 91/300 row=90 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  90
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=90 ---
Niter:  0 row:  90 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 0.0017995179878198542 0.01307275071303593 0.027596863644628645
[ 1.21419750e-10 -1.03170618e-05 -2.82892439e-01  1.61503507e+04
 -1.44359042e+02  5.11580910e-13  1.54110492e+02]
Niter:  1 row:  90 ngroup:  1 nlines:  236 gd:  222
[ 1.21419750e-10 -1.03170618e-05 -2.82892439e-01  1.61503507e+04
 -1.44359042e+02  5.11580910e-13  1.54110492e+02]
res:  222 0.0011311354955978459 0.013496438547917933 0.02078696720679765
[ 1.21463664e-10 -1.03173500e-05 -2.82894749e-01  1.61503523e+04
 -1.44343416e+02 -1.12187504e-12  1.54094535e+02]
Niter:  2 row:  90 ngroup:  1 nlines:  236 gd:  225
[ 1.21463664e-10 -1.03173500e-05 -2.82894749e-01  1.61503523e+04
 -1.44343416e+02 -1.12187504e-12  1.54094535e+02]
res:  225 0.0011229639640077949 0.013820007509821153 0.02169349562903534
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
Niter:  3 row:  90 ngroup:  1 nlines:  236 gd:  225
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
res:  225 0.0011229639640077949 0.013820007509821153 0.02169349562903534
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
Niter:  4 row:  90 ngroup:  1 nlines:  236 gd:  225
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
res:  225 0.0011229639640077949 0.013820007509821153 0.02169349562903534
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
Niter:  5 row:  90 ngroup:  1 nlines:  236 gd:  225
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
res:  225 0.0011229639640077949 0.013820007509821153 0.02169349562903534
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
Niter:  6 row:  90 ngroup:  1 nlines:  236 gd:  225
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
res:  225 0.0011229639640077949 0.013820007509821153 0.02169349562903534
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
Final values:
res:  0.0011229639640077949 0.02169349562903534
pars:  [ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
90 [ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02]
elapsed: 3.0 sec.
Niter:  0 row:  90 ngroup:  26 nlines:  6268 gd:  6268
[ 1.21478043e-10 -1.03174964e-05 -2.82894321e-01  1.61503541e+04
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02 -1.44338640e+02  7.63258760e-11
  1.54101150e+02 -1.44338640e+02  7.63258760e-11  1.54101150e+02
 -1.44338640e+02  7.63258760e-11  1.54101150e+02 -1.44338640e+02
  7.63258760e-11  1.54101150e+02]
res:  6268 0.0006837352011643816 0.014120555114459421 0.03253574622554136
[ 1.21478055e-10 -1.03174954e-05 -2.82894292e-01  1.61503525e+04
 -1.44345604e+02  5.75734646e-03  1.54098681e+02 -1.43871523e+02
  5.22821938e-01  1.54598194e+02 -1.44384578e+02  4.23427579e-03
  1.54084060e+02 -1.43875577e+02  4.98816704e-01  1.54586044e+02
 -1.44354451e+02  3.16233061e-02  1.54089679e+02 -1.43843308e+02
  5.28092627e-01  1.54584054e+02 -1.44345952e+02  6.22423516e-03
  1.54090156e+02 -1.43877862e+02  5.07644631e-01  1.54584426e+02
 -1.44355131e+02  6.39804417e-03  1.54081229e+02 -1.43860022e+02
  5.33346081e-01  1.54587906e+02 -1.44364736e+02  5.83344667e-03
  1.54095935e+02 -1.43865976e+02  5.19122125e-01  1.54582528e+02
 -1.44360292e+02  7.61550681e-03  1.54081925e+02 -1.43897267e+02
  4.92002602e-01  1.54576797e+02 -1.44343127e+02  2.06274000e-02
  1.54096651e+02 -1.43856381e+02  5.12157440e-01  1.54613163e+02
 -1.44364542e+02  9.41387545e-03  1.54088326e+02 -1.43877505e+02
  4.93438257e-01  1.54587270e+02 -1.44373905e+02  2.07433834e-02
  1.54091286e+02 -1.43854719e+02  5.35009610e-01  1.54591133e+02
 -1.44375029e+02  5.24781389e-03  1.54086902e+02 -1.43847723e+02
  4.88041503e-01  1.54581476e+02 -1.44356183e+02  3.14511910e-02
  1.54097115e+02 -1.43875254e+02  4.92060437e-01  1.54585339e+02
 -1.44411279e+02 -2.54792166e-02  1.54079513e+02 -1.43927272e+02
  4.94889783e-01  1.54573370e+02]
Niter:  1 row:  90 ngroup:  26 nlines:  6268 gd:  5831
[ 1.21478055e-10 -1.03174954e-05 -2.82894292e-01  1.61503525e+04
 -1.44345604e+02  5.75734646e-03  1.54098681e+02 -1.43871523e+02
  5.22821938e-01  1.54598194e+02 -1.44384578e+02  4.23427579e-03
  1.54084060e+02 -1.43875577e+02  4.98816704e-01  1.54586044e+02
 -1.44354451e+02  3.16233061e-02  1.54089679e+02 -1.43843308e+02
  5.28092627e-01  1.54584054e+02 -1.44345952e+02  6.22423516e-03
  1.54090156e+02 -1.43877862e+02  5.07644631e-01  1.54584426e+02
 -1.44355131e+02  6.39804417e-03  1.54081229e+02 -1.43860022e+02
  5.33346081e-01  1.54587906e+02 -1.44364736e+02  5.83344667e-03
  1.54095935e+02 -1.43865976e+02  5.19122125e-01  1.54582528e+02
 -1.44360292e+02  7.61550681e-03  1.54081925e+02 -1.43897267e+02
  4.92002602e-01  1.54576797e+02 -1.44343127e+02  2.06274000e-02
  1.54096651e+02 -1.43856381e+02  5.12157440e-01  1.54613163e+02
 -1.44364542e+02  9.41387545e-03  1.54088326e+02 -1.43877505e+02
  4.93438257e-01  1.54587270e+02 -1.44373905e+02  2.07433834e-02
  1.54091286e+02 -1.43854719e+02  5.35009610e-01  1.54591133e+02
 -1.44375029e+02  5.24781389e-03  1.54086902e+02 -1.43847723e+02
  4.88041503e-01  1.54581476e+02 -1.44356183e+02  3.14511910e-02
  1.54097115e+02 -1.43875254e+02  4.92060437e-01  1.54585339e+02
 -1.44411279e+02 -2.54792166e-02  1.54079513e+02 -1.43927272e+02
  4.94889783e-01  1.54573370e+02]
res:  5831 -8.107095345621929e-05 0.014102536874815996 0.02286670000152397
[ 1.21478068e-10 -1.03174944e-05 -2.82894264e-01  1.61503509e+04
 -1.44352569e+02 -8.16853202e-03  1.54089870e+02 -1.43873099e+02
  4.98901711e-01  1.54590917e+02 -1.44402763e+02 -1.56960048e-02
  1.54081199e+02 -1.43869772e+02  4.90849752e-01  1.54574611e+02
 -1.44363811e+02  1.22451102e-02  1.54085162e+02 -1.43842966e+02
  5.03842674e-01  1.54579555e+02 -1.44376995e+02 -3.79291740e-03
  1.54091839e+02 -1.43884317e+02  4.89576055e-01  1.54579436e+02
 -1.44374122e+02 -4.31324469e-03  1.54074394e+02 -1.43873326e+02
  5.01798542e-01  1.54578652e+02 -1.44360855e+02 -1.28030397e-02
  1.54087593e+02 -1.43864699e+02  5.01821294e-01  1.54576609e+02
 -1.44361083e+02 -2.08602480e-02  1.54081293e+02 -1.43891259e+02
  4.62030310e-01  1.54572809e+02 -1.44345049e+02  3.89451719e-03
  1.54089854e+02 -1.43867937e+02  4.95901594e-01  1.54597490e+02
 -1.44379465e+02 -1.07092671e-02  1.54079801e+02 -1.43878592e+02
  4.65872852e-01  1.54580431e+02 -1.44356136e+02 -5.53158275e-04
  1.54086567e+02 -1.43856170e+02  5.06234081e-01  1.54586920e+02
 -1.44375817e+02 -1.61478956e-02  1.54078732e+02 -1.43865858e+02
  4.65684500e-01  1.54576767e+02 -1.44361461e+02  8.89900072e-03
  1.54091414e+02 -1.43877198e+02  4.72501593e-01  1.54579021e+02
 -1.44410647e+02 -4.08680213e-02  1.54075069e+02 -1.43917559e+02
  4.78057364e-01  1.54567863e+02]
Niter:  2 row:  90 ngroup:  26 nlines:  6268 gd:  5834
[ 1.21478068e-10 -1.03174944e-05 -2.82894264e-01  1.61503509e+04
 -1.44352569e+02 -8.16853202e-03  1.54089870e+02 -1.43873099e+02
  4.98901711e-01  1.54590917e+02 -1.44402763e+02 -1.56960048e-02
  1.54081199e+02 -1.43869772e+02  4.90849752e-01  1.54574611e+02
 -1.44363811e+02  1.22451102e-02  1.54085162e+02 -1.43842966e+02
  5.03842674e-01  1.54579555e+02 -1.44376995e+02 -3.79291740e-03
  1.54091839e+02 -1.43884317e+02  4.89576055e-01  1.54579436e+02
 -1.44374122e+02 -4.31324469e-03  1.54074394e+02 -1.43873326e+02
  5.01798542e-01  1.54578652e+02 -1.44360855e+02 -1.28030397e-02
  1.54087593e+02 -1.43864699e+02  5.01821294e-01  1.54576609e+02
 -1.44361083e+02 -2.08602480e-02  1.54081293e+02 -1.43891259e+02
  4.62030310e-01  1.54572809e+02 -1.44345049e+02  3.89451719e-03
  1.54089854e+02 -1.43867937e+02  4.95901594e-01  1.54597490e+02
 -1.44379465e+02 -1.07092671e-02  1.54079801e+02 -1.43878592e+02
  4.65872852e-01  1.54580431e+02 -1.44356136e+02 -5.53158275e-04
  1.54086567e+02 -1.43856170e+02  5.06234081e-01  1.54586920e+02
 -1.44375817e+02 -1.61478956e-02  1.54078732e+02 -1.43865858e+02
  4.65684500e-01  1.54576767e+02 -1.44361461e+02  8.89900072e-03
  1.54091414e+02 -1.43877198e+02  4.72501593e-01  1.54579021e+02
 -1.44410647e+02 -4.08680213e-02  1.54075069e+02 -1.43917559e+02
  4.78057364e-01  1.54567863e+02]
res:  5834 -0.0001493237905378919 0.01417131527523452 0.022865253414879473
[ 1.21478080e-10 -1.03174933e-05 -2.82894236e-01  1.61503493e+04
 -1.44359533e+02 -1.38661380e-02  1.54085151e+02 -1.43880036e+02
  4.93221837e-01  1.54586197e+02 -1.44409712e+02 -2.13766218e-02
  1.54076476e+02 -1.43876736e+02  4.85143757e-01  1.54566327e+02
 -1.44370789e+02  3.36388265e-03  1.54080443e+02 -1.43849924e+02
  4.94375725e-01  1.54576765e+02 -1.44383956e+02 -9.48823014e-03
  1.54087116e+02 -1.43891288e+02  4.80594660e-01  1.54574712e+02
 -1.44381098e+02 -1.00089488e-02  1.54069677e+02 -1.43880301e+02
  4.89536503e-01  1.54573932e+02 -1.44357571e+02 -2.13032677e-02
  1.54082865e+02 -1.43866602e+02  4.92836973e-01  1.54571876e+02
 -1.44368052e+02 -3.00432473e-02  1.54078308e+02 -1.43893771e+02
  4.53266394e-01  1.54568090e+02 -1.44352017e+02 -1.80103317e-03
  1.54085140e+02 -1.43874898e+02  4.90206441e-01  1.54588797e+02
 -1.44386437e+02 -1.64027902e-02  1.54075094e+02 -1.43880433e+02
  4.53921251e-01  1.54575711e+02 -1.44358106e+02 -9.86533631e-03
  1.54081848e+02 -1.43863141e+02  4.97370221e-01  1.54582201e+02
 -1.44382789e+02 -2.18319136e-02  1.54074010e+02 -1.43872822e+02
  4.56349072e-01  1.54572059e+02 -1.44368408e+02  3.20648796e-03
  1.54086695e+02 -1.43884155e+02  4.60806370e-01  1.54574303e+02
 -1.44412435e+02 -4.96472637e-02  1.54070348e+02 -1.43919771e+02
  4.72374626e-01  1.54563151e+02]
Niter:  3 row:  90 ngroup:  26 nlines:  6268 gd:  5833
[ 1.21478080e-10 -1.03174933e-05 -2.82894236e-01  1.61503493e+04
 -1.44359533e+02 -1.38661380e-02  1.54085151e+02 -1.43880036e+02
  4.93221837e-01  1.54586197e+02 -1.44409712e+02 -2.13766218e-02
  1.54076476e+02 -1.43876736e+02  4.85143757e-01  1.54566327e+02
 -1.44370789e+02  3.36388265e-03  1.54080443e+02 -1.43849924e+02
  4.94375725e-01  1.54576765e+02 -1.44383956e+02 -9.48823014e-03
  1.54087116e+02 -1.43891288e+02  4.80594660e-01  1.54574712e+02
 -1.44381098e+02 -1.00089488e-02  1.54069677e+02 -1.43880301e+02
  4.89536503e-01  1.54573932e+02 -1.44357571e+02 -2.13032677e-02
  1.54082865e+02 -1.43866602e+02  4.92836973e-01  1.54571876e+02
 -1.44368052e+02 -3.00432473e-02  1.54078308e+02 -1.43893771e+02
  4.53266394e-01  1.54568090e+02 -1.44352017e+02 -1.80103317e-03
  1.54085140e+02 -1.43874898e+02  4.90206441e-01  1.54588797e+02
 -1.44386437e+02 -1.64027902e-02  1.54075094e+02 -1.43880433e+02
  4.53921251e-01  1.54575711e+02 -1.44358106e+02 -9.86533631e-03
  1.54081848e+02 -1.43863141e+02  4.97370221e-01  1.54582201e+02
 -1.44382789e+02 -2.18319136e-02  1.54074010e+02 -1.43872822e+02
  4.56349072e-01  1.54572059e+02 -1.44368408e+02  3.20648796e-03
  1.54086695e+02 -1.43884155e+02  4.60806370e-01  1.54574303e+02
 -1.44412435e+02 -4.96472637e-02  1.54070348e+02 -1.43919771e+02
  4.72374626e-01  1.54563151e+02]
res:  5833 -0.0003761625339393504 0.014045045125385514 0.022813533554770875
[ 1.21529162e-10 -1.03170898e-05 -2.82894645e-01  1.61503477e+04
 -1.44357032e+02 -1.91960805e-02  1.54085794e+02 -1.43877779e+02
  4.87840517e-01  1.54586816e+02 -1.44407359e+02 -2.67698106e-02
  1.54077055e+02 -1.43874243e+02  4.79829472e-01  1.54566951e+02
 -1.44371641e+02 -1.99052115e-03  1.54081070e+02 -1.43847468e+02
  4.88984362e-01  1.54577386e+02 -1.44381474e+02 -1.48528416e-02
  1.54087705e+02 -1.43888722e+02  4.75219757e-01  1.54575247e+02
 -1.44378495e+02 -1.53654402e-02  1.54070360e+02 -1.43877713e+02
  4.84157015e-01  1.54574561e+02 -1.44354999e+02 -2.66509871e-02
  1.54083356e+02 -1.43863917e+02  4.87446714e-01  1.54572261e+02
 -1.44365501e+02 -3.54146706e-02  1.54079026e+02 -1.43891271e+02
  4.47907825e-01  1.54568757e+02 -1.44349492e+02 -7.16661872e-03
  1.54085864e+02 -1.43872429e+02  4.84819743e-01  1.54587996e+02
 -1.44383867e+02 -2.17542720e-02  1.54075925e+02 -1.43874906e+02
  4.48561513e-01  1.54576355e+02 -1.44355760e+02 -1.52177569e-02
  1.54082508e+02 -1.43860572e+02  4.87418222e-01  1.54582819e+02
 -1.44380210e+02 -2.72259946e-02  1.54074611e+02 -1.43870322e+02
  4.51060911e-01  1.54572894e+02 -1.44366072e+02 -2.15289485e-03
  1.54087320e+02 -1.43881729e+02  4.55430709e-01  1.54574962e+02
 -1.44410098e+02 -5.49459475e-02  1.54070958e+02 -1.43917240e+02
  4.66993860e-01  1.54563931e+02]
Niter:  4 row:  90 ngroup:  26 nlines:  6268 gd:  5820
[ 1.21529162e-10 -1.03170898e-05 -2.82894645e-01  1.61503477e+04
 -1.44357032e+02 -1.91960805e-02  1.54085794e+02 -1.43877779e+02
  4.87840517e-01  1.54586816e+02 -1.44407359e+02 -2.67698106e-02
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 -1.44371641e+02 -1.99052115e-03  1.54081070e+02 -1.43847468e+02
  4.88984362e-01  1.54577386e+02 -1.44381474e+02 -1.48528416e-02
  1.54087705e+02 -1.43888722e+02  4.75219757e-01  1.54575247e+02
 -1.44378495e+02 -1.53654402e-02  1.54070360e+02 -1.43877713e+02
  4.84157015e-01  1.54574561e+02 -1.44354999e+02 -2.66509871e-02
  1.54083356e+02 -1.43863917e+02  4.87446714e-01  1.54572261e+02
 -1.44365501e+02 -3.54146706e-02  1.54079026e+02 -1.43891271e+02
  4.47907825e-01  1.54568757e+02 -1.44349492e+02 -7.16661872e-03
  1.54085864e+02 -1.43872429e+02  4.84819743e-01  1.54587996e+02
 -1.44383867e+02 -2.17542720e-02  1.54075925e+02 -1.43874906e+02
  4.48561513e-01  1.54576355e+02 -1.44355760e+02 -1.52177569e-02
  1.54082508e+02 -1.43860572e+02  4.87418222e-01  1.54582819e+02
 -1.44380210e+02 -2.72259946e-02  1.54074611e+02 -1.43870322e+02
  4.51060911e-01  1.54572894e+02 -1.44366072e+02 -2.15289485e-03
  1.54087320e+02 -1.43881729e+02  4.55430709e-01  1.54574962e+02
 -1.44410098e+02 -5.49459475e-02  1.54070958e+02 -1.43917240e+02
  4.66993860e-01  1.54563931e+02]
res:  5820 -0.0003229469830330345 0.01398679509475187 0.02264146843832634
[ 1.21529175e-10 -1.03170887e-05 -2.82894617e-01  1.61503493e+04
 -1.44351016e+02 -1.65345974e-02  1.54091303e+02 -1.43871751e+02
  4.93674117e-01  1.54592327e+02 -1.44401336e+02 -2.09295982e-02
  1.54082563e+02 -1.43868222e+02  4.85668582e-01  1.54574255e+02
 -1.44362151e+02  3.84956743e-03  1.54086579e+02 -1.43841461e+02
  4.91449957e-01  1.54580937e+02 -1.44380276e+02 -5.67767131e-03
  1.54093215e+02 -1.43882709e+02  4.81064456e-01  1.54580755e+02
 -1.44372478e+02 -9.52892242e-03  1.54075872e+02 -1.43871697e+02
  4.89993073e-01  1.54580070e+02 -1.44348985e+02 -2.08198515e-02
  1.54088862e+02 -1.43857909e+02  4.96591401e-01  1.54575719e+02
 -1.44359491e+02 -2.95809989e-02  1.54084538e+02 -1.43885250e+02
  4.53747138e-01  1.54574269e+02 -1.44343474e+02 -1.33102916e-03
  1.54091376e+02 -1.43866412e+02  4.90668686e-01  1.54592744e+02
 -1.44377851e+02 -1.59197664e-02  1.54081439e+02 -1.43871926e+02
  4.54397895e-01  1.54581865e+02 -1.44349743e+02 -9.37852367e-03
  1.54088019e+02 -1.43854563e+02  4.90702258e-01  1.54588328e+02
 -1.44374197e+02 -2.13924074e-02  1.54080120e+02 -1.43864308e+02
  4.56903137e-01  1.54578409e+02 -1.44360043e+02  3.68430534e-03
  1.54092828e+02 -1.43875700e+02  4.61257607e-01  1.54580472e+02
 -1.44392847e+02 -4.91054359e-02  1.54076467e+02 -1.43905959e+02
  4.72819829e-01  1.54569444e+02]
Niter:  5 row:  90 ngroup:  26 nlines:  6268 gd:  5819
[ 1.21529175e-10 -1.03170887e-05 -2.82894617e-01  1.61503493e+04
 -1.44351016e+02 -1.65345974e-02  1.54091303e+02 -1.43871751e+02
  4.93674117e-01  1.54592327e+02 -1.44401336e+02 -2.09295982e-02
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  1.54093215e+02 -1.43882709e+02  4.81064456e-01  1.54580755e+02
 -1.44372478e+02 -9.52892242e-03  1.54075872e+02 -1.43871697e+02
  4.89993073e-01  1.54580070e+02 -1.44348985e+02 -2.08198515e-02
  1.54088862e+02 -1.43857909e+02  4.96591401e-01  1.54575719e+02
 -1.44359491e+02 -2.95809989e-02  1.54084538e+02 -1.43885250e+02
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  1.54091376e+02 -1.43866412e+02  4.90668686e-01  1.54592744e+02
 -1.44377851e+02 -1.59197664e-02  1.54081439e+02 -1.43871926e+02
  4.54397895e-01  1.54581865e+02 -1.44349743e+02 -9.37852367e-03
  1.54088019e+02 -1.43854563e+02  4.90702258e-01  1.54588328e+02
 -1.44374197e+02 -2.13924074e-02  1.54080120e+02 -1.43864308e+02
  4.56903137e-01  1.54578409e+02 -1.44360043e+02  3.68430534e-03
  1.54092828e+02 -1.43875700e+02  4.61257607e-01  1.54580472e+02
 -1.44392847e+02 -4.91054359e-02  1.54076467e+02 -1.43905959e+02
  4.72819829e-01  1.54569444e+02]
res:  5819 -0.0005091467955935514 0.013892119093725341 0.022620946045317034
[ 1.21555667e-10 -1.03166601e-05 -2.82895063e-01  1.61503477e+04
 -1.44347234e+02 -2.17446346e-02  1.54091565e+02 -1.43868257e+02
  4.88404096e-01  1.54592567e+02 -1.44397730e+02 -2.62055817e-02
  1.54082765e+02 -1.43864450e+02  4.80476058e-01  1.54576980e+02
 -1.44358216e+02 -1.38769660e-03  1.54086827e+02 -1.43837740e+02
  4.86150902e-01  1.54581154e+02 -1.44376640e+02 -6.52091850e-03
  1.54093426e+02 -1.43878851e+02  4.75822525e-01  1.54580916e+02
 -1.44368575e+02 -1.47728824e-02  1.54076171e+02 -1.43867816e+02
  4.84733126e-01  1.54580319e+02 -1.44345120e+02 -2.60623086e-02
  1.54088981e+02 -1.43853912e+02  4.91313369e-01  1.54575675e+02
 -1.44355652e+02 -3.48340286e-02  1.54084870e+02 -1.43881472e+02
  4.48508574e-01  1.54574553e+02 -1.44339666e+02 -6.58443287e-03
  1.54091714e+02 -1.43862669e+02  4.85398296e-01  1.54592885e+02
 -1.44373986e+02 -2.11651150e-02  1.54081876e+02 -1.43868158e+02
  4.49158020e-01  1.54582127e+02 -1.44346145e+02 -1.46117032e-02
  1.54088296e+02 -1.43850704e+02  4.80791524e-01  1.54588568e+02
 -1.44370322e+02 -2.66757875e-02  1.54080342e+02 -1.43860525e+02
  4.51741238e-01  1.54578850e+02 -1.44356453e+02 -1.56520285e-03
  1.54093074e+02 -1.43872003e+02  4.55983696e-01  1.54580749e+02
 -1.44389053e+02 -5.42860270e-02  1.54076699e+02 -1.43902041e+02
  4.67548904e-01  1.54569833e+02]
Niter:  6 row:  90 ngroup:  26 nlines:  6268 gd:  5816
[ 1.21555667e-10 -1.03166601e-05 -2.82895063e-01  1.61503477e+04
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  4.88404096e-01  1.54592567e+02 -1.44397730e+02 -2.62055817e-02
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 -1.44358216e+02 -1.38769660e-03  1.54086827e+02 -1.43837740e+02
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  1.54093426e+02 -1.43878851e+02  4.75822525e-01  1.54580916e+02
 -1.44368575e+02 -1.47728824e-02  1.54076171e+02 -1.43867816e+02
  4.84733126e-01  1.54580319e+02 -1.44345120e+02 -2.60623086e-02
  1.54088981e+02 -1.43853912e+02  4.91313369e-01  1.54575675e+02
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  4.48508574e-01  1.54574553e+02 -1.44339666e+02 -6.58443287e-03
  1.54091714e+02 -1.43862669e+02  4.85398296e-01  1.54592885e+02
 -1.44373986e+02 -2.11651150e-02  1.54081876e+02 -1.43868158e+02
  4.49158020e-01  1.54582127e+02 -1.44346145e+02 -1.46117032e-02
  1.54088296e+02 -1.43850704e+02  4.80791524e-01  1.54588568e+02
 -1.44370322e+02 -2.66757875e-02  1.54080342e+02 -1.43860525e+02
  4.51741238e-01  1.54578850e+02 -1.44356453e+02 -1.56520285e-03
  1.54093074e+02 -1.43872003e+02  4.55983696e-01  1.54580749e+02
 -1.44389053e+02 -5.42860270e-02  1.54076699e+02 -1.43902041e+02
  4.67548904e-01  1.54569833e+02]
res:  5816 -0.0005311339064064668 0.01388472732014634 0.022580903994181185
[ 1.21559956e-10 -1.03166601e-05 -2.82895063e-01  1.61503477e+04
 -1.44347234e+02 -2.17446346e-02  1.54091565e+02 -1.43868257e+02
  4.88404096e-01  1.54592567e+02 -1.44397730e+02 -2.62055817e-02
  1.54082765e+02 -1.43864450e+02  4.80476058e-01  1.54576980e+02
 -1.44358216e+02 -1.38769660e-03  1.54086827e+02 -1.43837740e+02
  4.86150902e-01  1.54581154e+02 -1.44376640e+02 -6.52091850e-03
  1.54093426e+02 -1.43878851e+02  4.75822525e-01  1.54580916e+02
 -1.44368575e+02 -1.47728824e-02  1.54076171e+02 -1.43867816e+02
  4.84733126e-01  1.54580319e+02 -1.44345120e+02 -2.60623086e-02
  1.54088981e+02 -1.43853912e+02  4.91313369e-01  1.54575675e+02
 -1.44355652e+02 -3.48340286e-02  1.54084870e+02 -1.43881472e+02
  4.48508574e-01  1.54574553e+02 -1.44339666e+02 -6.58443287e-03
  1.54091714e+02 -1.43862669e+02  4.85398296e-01  1.54592885e+02
 -1.44373986e+02 -2.11651150e-02  1.54081876e+02 -1.43868158e+02
  4.49158020e-01  1.54582127e+02 -1.44346145e+02 -1.46117032e-02
  1.54088296e+02 -1.43850704e+02  4.80791524e-01  1.54588568e+02
 -1.44370322e+02 -2.66757875e-02  1.54080342e+02 -1.43860525e+02
  4.51741238e-01  1.54578850e+02 -1.44356453e+02 -1.56520285e-03
  1.54093074e+02 -1.43872003e+02  4.55983696e-01  1.54580749e+02
 -1.44389053e+02 -5.42860270e-02  1.54076699e+02 -1.43902041e+02
  4.67548904e-01  1.54569833e+02]
Saving figure to  wave_resid_43670005_fiber90.png
Final values:
res:  -0.0005311339064064668 0.022580903994181185
pars:  [ 1.21559956e-10 -1.03166601e-05 -2.82895063e-01  1.61503477e+04
 -1.44347234e+02 -2.17446346e-02  1.54091565e+02 -1.43868257e+02
  4.88404096e-01  1.54592567e+02 -1.44397730e+02 -2.62055817e-02
  1.54082765e+02 -1.43864450e+02  4.80476058e-01  1.54576980e+02
 -1.44358216e+02 -1.38769660e-03  1.54086827e+02 -1.43837740e+02
  4.86150902e-01  1.54581154e+02 -1.44376640e+02 -6.52091850e-03
  1.54093426e+02 -1.43878851e+02  4.75822525e-01  1.54580916e+02
 -1.44368575e+02 -1.47728824e-02  1.54076171e+02 -1.43867816e+02
  4.84733126e-01  1.54580319e+02 -1.44345120e+02 -2.60623086e-02
  1.54088981e+02 -1.43853912e+02  4.91313369e-01  1.54575675e+02
 -1.44355652e+02 -3.48340286e-02  1.54084870e+02 -1.43881472e+02
  4.48508574e-01  1.54574553e+02 -1.44339666e+02 -6.58443287e-03
  1.54091714e+02 -1.43862669e+02  4.85398296e-01  1.54592885e+02
 -1.44373986e+02 -2.11651150e-02  1.54081876e+02 -1.43868158e+02
  4.49158020e-01  1.54582127e+02 -1.44346145e+02 -1.46117032e-02
  1.54088296e+02 -1.43850704e+02  4.80791524e-01  1.54588568e+02
 -1.44370322e+02 -2.66757875e-02  1.54080342e+02 -1.43860525e+02
  4.51741238e-01  1.54578850e+02 -1.44356453e+02 -1.56520285e-03
  1.54093074e+02 -1.43872003e+02  4.55983696e-01  1.54580749e+02
 -1.44389053e+02 -5.42860270e-02  1.54076699e+02 -1.43902041e+02
  4.67548904e-01  1.54569833e+02]
90 [ 1.21559956e-10 -1.03166601e-05 -2.82895063e-01  1.61503477e+04
 -1.44347234e+02 -2.17446346e-02  1.54091565e+02 -1.43868257e+02
  4.88404096e-01  1.54592567e+02 -1.44397730e+02 -2.62055817e-02
  1.54082765e+02 -1.43864450e+02  4.80476058e-01  1.54576980e+02
 -1.44358216e+02 -1.38769660e-03  1.54086827e+02 -1.43837740e+02
  4.86150902e-01  1.54581154e+02 -1.44376640e+02 -6.52091850e-03
  1.54093426e+02 -1.43878851e+02  4.75822525e-01  1.54580916e+02
 -1.44368575e+02 -1.47728824e-02  1.54076171e+02 -1.43867816e+02
  4.84733126e-01  1.54580319e+02 -1.44345120e+02 -2.60623086e-02
  1.54088981e+02 -1.43853912e+02  4.91313369e-01  1.54575675e+02
 -1.44355652e+02 -3.48340286e-02  1.54084870e+02 -1.43881472e+02
  4.48508574e-01  1.54574553e+02 -1.44339666e+02 -6.58443287e-03
  1.54091714e+02 -1.43862669e+02  4.85398296e-01  1.54592885e+02
 -1.44373986e+02 -2.11651150e-02  1.54081876e+02 -1.43868158e+02
  4.49158020e-01  1.54582127e+02 -1.44346145e+02 -1.46117032e-02
  1.54088296e+02 -1.43850704e+02  4.80791524e-01  1.54588568e+02
 -1.44370322e+02 -2.66757875e-02  1.54080342e+02 -1.43860525e+02
  4.51741238e-01  1.54578850e+02 -1.44356453e+02 -1.56520285e-03
  1.54093074e+02 -1.43872003e+02  4.55983696e-01  1.54580749e+02
 -1.44389053e+02 -5.42860270e-02  1.54076699e+02 -1.43902041e+02
  4.67548904e-01  1.54569833e+02]
--- Row 92/300 row=91 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  91
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=91 ---
Niter:  0 row:  91 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -0.0009955697041732492 0.014071616718865698 0.030436479064341666
[ 1.20791571e-10 -1.03158075e-05 -2.82881777e-01  1.61503712e+04
 -1.44412640e+02 -3.46504034e-13  1.54169941e+02]
Niter:  1 row:  91 ngroup:  1 nlines:  243 gd:  226
[ 1.20791571e-10 -1.03158075e-05 -2.82881777e-01  1.61503712e+04
 -1.44412640e+02 -3.46504034e-13  1.54169941e+02]
res:  226 0.00025312218713224865 0.014104364610830089 0.02329864453636138
[ 1.20978979e-10 -1.03154398e-05 -2.82883824e-01  1.61503723e+04
 -1.44386195e+02  1.06235934e-11  1.54176568e+02]
Niter:  2 row:  91 ngroup:  1 nlines:  243 gd:  227
[ 1.20978979e-10 -1.03154398e-05 -2.82883824e-01  1.61503723e+04
 -1.44386195e+02  1.06235934e-11  1.54176568e+02]
res:  227 3.864222526317462e-05 0.01412496285593079 0.023565582613906996
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
Niter:  3 row:  91 ngroup:  1 nlines:  243 gd:  227
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
res:  227 3.864222526317462e-05 0.014124962857749779 0.02356558261387165
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
Niter:  4 row:  91 ngroup:  1 nlines:  243 gd:  227
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
res:  227 3.864222526317462e-05 0.014124962857749779 0.02356558261387165
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
Niter:  5 row:  91 ngroup:  1 nlines:  243 gd:  227
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
res:  227 3.864222526317462e-05 0.014124962857749779 0.02356558261387165
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
Niter:  6 row:  91 ngroup:  1 nlines:  243 gd:  227
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
res:  227 3.864222526317462e-05 0.014124962857749779 0.02356558261387165
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
Final values:
res:  3.864222526317462e-05 0.02356558261387165
pars:  [ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
91 [ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02]
elapsed: 2.9 sec.
Niter:  0 row:  91 ngroup:  26 nlines:  6242 gd:  6242
[ 1.21068194e-10 -1.03154828e-05 -2.82885099e-01  1.61503731e+04
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02 -1.44376481e+02 -1.81325499e-11
  1.54173338e+02 -1.44376481e+02 -1.81325499e-11  1.54173338e+02
 -1.44376481e+02 -1.81325499e-11  1.54173338e+02 -1.44376481e+02
 -1.81325499e-11  1.54173338e+02]
res:  6242 -0.0007238532070914516 0.014696090693178121 0.03216652079839294
[ 1.21068206e-10 -1.03154838e-05 -2.82885070e-01  1.61503715e+04
 -1.44388664e+02  1.51260912e-03  1.54165206e+02 -1.43907053e+02
  4.98244722e-01  1.54659164e+02 -1.44404598e+02 -6.65861849e-03
  1.54161433e+02 -1.43914563e+02  5.02863912e-01  1.54646377e+02
 -1.44372574e+02  1.24301046e-02  1.54155180e+02 -1.43878633e+02
  4.86517322e-01  1.54656109e+02 -1.44385306e+02 -6.38973828e-03
  1.54163376e+02 -1.43901664e+02  4.74916854e-01  1.54648764e+02
 -1.44370013e+02 -9.42377191e-03  1.54166887e+02 -1.43913382e+02
  5.05308920e-01  1.54657101e+02 -1.44385216e+02  5.32144076e-04
  1.54157179e+02 -1.43915844e+02  4.92219766e-01  1.54661079e+02
 -1.44428431e+02 -1.32694412e-02  1.54141808e+02 -1.43930482e+02
  4.75409346e-01  1.54656990e+02 -1.44383589e+02  7.51378737e-03
  1.54172232e+02 -1.43891387e+02  5.10169472e-01  1.54659399e+02
 -1.44407189e+02 -2.01780464e-02  1.54155203e+02 -1.43900252e+02
  4.74762103e-01  1.54657706e+02 -1.44389324e+02 -1.66986840e-03
  1.54167567e+02 -1.43900708e+02  5.19908542e-01  1.54656437e+02
 -1.44401623e+02 -1.61619881e-02  1.54151232e+02 -1.43917630e+02
  4.71713730e-01  1.54643415e+02 -1.44413100e+02  1.42908799e-02
  1.54155288e+02 -1.43918079e+02  5.06808820e-01  1.54650234e+02
 -1.44424754e+02 -1.12649250e-02  1.54140864e+02 -1.43907956e+02
  4.74978091e-01  1.54644289e+02]
Niter:  1 row:  91 ngroup:  26 nlines:  6242 gd:  5838
[ 1.21068206e-10 -1.03154838e-05 -2.82885070e-01  1.61503715e+04
 -1.44388664e+02  1.51260912e-03  1.54165206e+02 -1.43907053e+02
  4.98244722e-01  1.54659164e+02 -1.44404598e+02 -6.65861849e-03
  1.54161433e+02 -1.43914563e+02  5.02863912e-01  1.54646377e+02
 -1.44372574e+02  1.24301046e-02  1.54155180e+02 -1.43878633e+02
  4.86517322e-01  1.54656109e+02 -1.44385306e+02 -6.38973828e-03
  1.54163376e+02 -1.43901664e+02  4.74916854e-01  1.54648764e+02
 -1.44370013e+02 -9.42377191e-03  1.54166887e+02 -1.43913382e+02
  5.05308920e-01  1.54657101e+02 -1.44385216e+02  5.32144076e-04
  1.54157179e+02 -1.43915844e+02  4.92219766e-01  1.54661079e+02
 -1.44428431e+02 -1.32694412e-02  1.54141808e+02 -1.43930482e+02
  4.75409346e-01  1.54656990e+02 -1.44383589e+02  7.51378737e-03
  1.54172232e+02 -1.43891387e+02  5.10169472e-01  1.54659399e+02
 -1.44407189e+02 -2.01780464e-02  1.54155203e+02 -1.43900252e+02
  4.74762103e-01  1.54657706e+02 -1.44389324e+02 -1.66986840e-03
  1.54167567e+02 -1.43900708e+02  5.19908542e-01  1.54656437e+02
 -1.44401623e+02 -1.61619881e-02  1.54151232e+02 -1.43917630e+02
  4.71713730e-01  1.54643415e+02 -1.44413100e+02  1.42908799e-02
  1.54155288e+02 -1.43918079e+02  5.06808820e-01  1.54650234e+02
 -1.44424754e+02 -1.12649250e-02  1.54140864e+02 -1.43907956e+02
  4.74978091e-01  1.54644289e+02]
res:  5838 -0.0011255463232373586 0.014569415452569956 0.02385655192626234
[ 1.21068194e-10 -1.03154849e-05 -2.82885099e-01  1.61503731e+04
 -1.44376518e+02  3.48847558e-03  1.54171408e+02 -1.43906049e+02
  4.94406594e-01  1.54665594e+02 -1.44403808e+02 -1.59067873e-02
  1.54159548e+02 -1.43899603e+02  4.93071939e-01  1.54654639e+02
 -1.44365602e+02  2.43996358e-03  1.54160846e+02 -1.43871633e+02
  4.99788997e-01  1.54665223e+02 -1.44378328e+02 -1.95422146e-02
  1.54166163e+02 -1.43886190e+02  4.80100081e-01  1.54655640e+02
 -1.44356187e+02 -1.37790008e-02  1.54167603e+02 -1.43911010e+02
  4.95165038e-01  1.54661828e+02 -1.44366750e+02  5.76353654e-03
  1.54161303e+02 -1.43906244e+02  4.74274768e-01  1.54667446e+02
 -1.44421461e+02 -6.60818417e-03  1.54154406e+02 -1.43917525e+02
  4.73704632e-01  1.54660037e+02 -1.44371016e+02  2.95367719e-03
  1.54176946e+02 -1.43884401e+02  5.08268905e-01  1.54659295e+02
 -1.44393811e+02 -1.57140956e-02  1.54157867e+02 -1.43899580e+02
  4.78815867e-01  1.54661106e+02 -1.44380565e+02 -4.07956430e-03
  1.54176585e+02 -1.43891712e+02  5.01653931e-01  1.54661511e+02
 -1.44394653e+02 -3.00756802e-02  1.54152062e+02 -1.43908267e+02
  4.70360782e-01  1.54650124e+02 -1.44394269e+02  1.03694204e-02
  1.54164640e+02 -1.43900043e+02  4.96002016e-01  1.54649687e+02
 -1.44417373e+02 -1.24461053e-02  1.54143270e+02 -1.43906221e+02
  4.68740436e-01  1.54647137e+02]
Niter:  2 row:  91 ngroup:  26 nlines:  6242 gd:  5831
[ 1.21068194e-10 -1.03154849e-05 -2.82885099e-01  1.61503731e+04
 -1.44376518e+02  3.48847558e-03  1.54171408e+02 -1.43906049e+02
  4.94406594e-01  1.54665594e+02 -1.44403808e+02 -1.59067873e-02
  1.54159548e+02 -1.43899603e+02  4.93071939e-01  1.54654639e+02
 -1.44365602e+02  2.43996358e-03  1.54160846e+02 -1.43871633e+02
  4.99788997e-01  1.54665223e+02 -1.44378328e+02 -1.95422146e-02
  1.54166163e+02 -1.43886190e+02  4.80100081e-01  1.54655640e+02
 -1.44356187e+02 -1.37790008e-02  1.54167603e+02 -1.43911010e+02
  4.95165038e-01  1.54661828e+02 -1.44366750e+02  5.76353654e-03
  1.54161303e+02 -1.43906244e+02  4.74274768e-01  1.54667446e+02
 -1.44421461e+02 -6.60818417e-03  1.54154406e+02 -1.43917525e+02
  4.73704632e-01  1.54660037e+02 -1.44371016e+02  2.95367719e-03
  1.54176946e+02 -1.43884401e+02  5.08268905e-01  1.54659295e+02
 -1.44393811e+02 -1.57140956e-02  1.54157867e+02 -1.43899580e+02
  4.78815867e-01  1.54661106e+02 -1.44380565e+02 -4.07956430e-03
  1.54176585e+02 -1.43891712e+02  5.01653931e-01  1.54661511e+02
 -1.44394653e+02 -3.00756802e-02  1.54152062e+02 -1.43908267e+02
  4.70360782e-01  1.54650124e+02 -1.44394269e+02  1.03694204e-02
  1.54164640e+02 -1.43900043e+02  4.96002016e-01  1.54649687e+02
 -1.44417373e+02 -1.24461053e-02  1.54143270e+02 -1.43906221e+02
  4.68740436e-01  1.54647137e+02]
res:  5831 -0.0011982207834080327 0.014625377918491722 0.02370760878409712
[ 1.21068182e-10 -1.03154859e-05 -2.82885127e-01  1.61503747e+04
 -1.44369560e+02  9.19332813e-03  1.54176138e+02 -1.43899077e+02
  4.93058734e-01  1.54670331e+02 -1.44401576e+02 -1.35000943e-02
  1.54164272e+02 -1.43892621e+02  4.92228211e-01  1.54659364e+02
 -1.44353480e+02  1.43299291e-03  1.54165572e+02 -1.43864633e+02
  5.05476608e-01  1.54669949e+02 -1.44371351e+02 -1.38314831e-02
  1.54170893e+02 -1.43879217e+02  4.85802596e-01  1.54662308e+02
 -1.44349221e+02 -1.79971732e-02  1.54172317e+02 -1.43904057e+02
  4.96648209e-01  1.54666556e+02 -1.44359776e+02  1.14646878e-02
  1.54166037e+02 -1.43899255e+02  4.76823578e-01  1.54672182e+02
 -1.44414491e+02 -8.91356574e-04  1.54161164e+02 -1.43910571e+02
  4.79391892e-01  1.54664773e+02 -1.44359152e+02  5.35779582e-03
  1.54183560e+02 -1.43877415e+02  5.10177785e-01  1.54664030e+02
 -1.44386863e+02 -1.00005336e-02  1.54162604e+02 -1.43897342e+02
  4.81099210e-01  1.54665842e+02 -1.44373599e+02  1.60604489e-03
  1.54181310e+02 -1.43884728e+02  4.96010940e-01  1.54666245e+02
 -1.44387682e+02 -3.36635244e-02  1.54156778e+02 -1.43901289e+02
  4.68926475e-01  1.54657000e+02 -1.44381520e+02  1.26788322e-02
  1.54169364e+02 -1.43893054e+02  4.95374023e-01  1.54654426e+02
 -1.44410416e+02 -6.75879123e-03  1.54147998e+02 -1.43899250e+02
  4.74436829e-01  1.54651875e+02]
Niter:  3 row:  91 ngroup:  26 nlines:  6242 gd:  5832
[ 1.21068182e-10 -1.03154859e-05 -2.82885127e-01  1.61503747e+04
 -1.44369560e+02  9.19332813e-03  1.54176138e+02 -1.43899077e+02
  4.93058734e-01  1.54670331e+02 -1.44401576e+02 -1.35000943e-02
  1.54164272e+02 -1.43892621e+02  4.92228211e-01  1.54659364e+02
 -1.44353480e+02  1.43299291e-03  1.54165572e+02 -1.43864633e+02
  5.05476608e-01  1.54669949e+02 -1.44371351e+02 -1.38314831e-02
  1.54170893e+02 -1.43879217e+02  4.85802596e-01  1.54662308e+02
 -1.44349221e+02 -1.79971732e-02  1.54172317e+02 -1.43904057e+02
  4.96648209e-01  1.54666556e+02 -1.44359776e+02  1.14646878e-02
  1.54166037e+02 -1.43899255e+02  4.76823578e-01  1.54672182e+02
 -1.44414491e+02 -8.91356574e-04  1.54161164e+02 -1.43910571e+02
  4.79391892e-01  1.54664773e+02 -1.44359152e+02  5.35779582e-03
  1.54183560e+02 -1.43877415e+02  5.10177785e-01  1.54664030e+02
 -1.44386863e+02 -1.00005336e-02  1.54162604e+02 -1.43897342e+02
  4.81099210e-01  1.54665842e+02 -1.44373599e+02  1.60604489e-03
  1.54181310e+02 -1.43884728e+02  4.96010940e-01  1.54666245e+02
 -1.44387682e+02 -3.36635244e-02  1.54156778e+02 -1.43901289e+02
  4.68926475e-01  1.54657000e+02 -1.44381520e+02  1.26788322e-02
  1.54169364e+02 -1.43893054e+02  4.95374023e-01  1.54654426e+02
 -1.44410416e+02 -6.75879123e-03  1.54147998e+02 -1.43899250e+02
  4.74436829e-01  1.54651875e+02]
res:  5832 -0.001169166580439196 0.014630895338996197 0.02371441151201388
[ 1.21060925e-10 -1.03154859e-05 -2.82885127e-01  1.61503747e+04
 -1.44369560e+02  9.19332813e-03  1.54176138e+02 -1.43899077e+02
  4.93058734e-01  1.54670331e+02 -1.44401576e+02 -1.35000943e-02
  1.54164272e+02 -1.43892621e+02  4.92228211e-01  1.54659364e+02
 -1.44353480e+02  1.43299291e-03  1.54165572e+02 -1.43864633e+02
  5.05476608e-01  1.54669949e+02 -1.44371351e+02 -1.38314831e-02
  1.54170893e+02 -1.43879217e+02  4.85802596e-01  1.54662308e+02
 -1.44349221e+02 -1.79971732e-02  1.54172317e+02 -1.43904057e+02
  4.96648209e-01  1.54666556e+02 -1.44359776e+02  1.14646878e-02
  1.54166037e+02 -1.43899255e+02  4.76823578e-01  1.54672182e+02
 -1.44414491e+02 -8.91356574e-04  1.54161164e+02 -1.43910571e+02
  4.79391892e-01  1.54664773e+02 -1.44359152e+02  5.35779582e-03
  1.54183560e+02 -1.43877415e+02  5.10177785e-01  1.54664030e+02
 -1.44386863e+02 -1.00005336e-02  1.54162604e+02 -1.43897342e+02
  4.81099210e-01  1.54665842e+02 -1.44373599e+02  1.60604489e-03
  1.54181310e+02 -1.43884728e+02  4.96010940e-01  1.54666245e+02
 -1.44387682e+02 -3.36635244e-02  1.54156778e+02 -1.43901289e+02
  4.68926475e-01  1.54657000e+02 -1.44381520e+02  1.26788322e-02
  1.54169364e+02 -1.43893054e+02  4.95374023e-01  1.54654426e+02
 -1.44410416e+02 -6.75879123e-03  1.54147998e+02 -1.43899250e+02
  4.74436829e-01  1.54651875e+02]
Niter:  4 row:  91 ngroup:  26 nlines:  6242 gd:  5834
[ 1.21060925e-10 -1.03154859e-05 -2.82885127e-01  1.61503747e+04
 -1.44369560e+02  9.19332813e-03  1.54176138e+02 -1.43899077e+02
  4.93058734e-01  1.54670331e+02 -1.44401576e+02 -1.35000943e-02
  1.54164272e+02 -1.43892621e+02  4.92228211e-01  1.54659364e+02
 -1.44353480e+02  1.43299291e-03  1.54165572e+02 -1.43864633e+02
  5.05476608e-01  1.54669949e+02 -1.44371351e+02 -1.38314831e-02
  1.54170893e+02 -1.43879217e+02  4.85802596e-01  1.54662308e+02
 -1.44349221e+02 -1.79971732e-02  1.54172317e+02 -1.43904057e+02
  4.96648209e-01  1.54666556e+02 -1.44359776e+02  1.14646878e-02
  1.54166037e+02 -1.43899255e+02  4.76823578e-01  1.54672182e+02
 -1.44414491e+02 -8.91356574e-04  1.54161164e+02 -1.43910571e+02
  4.79391892e-01  1.54664773e+02 -1.44359152e+02  5.35779582e-03
  1.54183560e+02 -1.43877415e+02  5.10177785e-01  1.54664030e+02
 -1.44386863e+02 -1.00005336e-02  1.54162604e+02 -1.43897342e+02
  4.81099210e-01  1.54665842e+02 -1.44373599e+02  1.60604489e-03
  1.54181310e+02 -1.43884728e+02  4.96010940e-01  1.54666245e+02
 -1.44387682e+02 -3.36635244e-02  1.54156778e+02 -1.43901289e+02
  4.68926475e-01  1.54657000e+02 -1.44381520e+02  1.26788322e-02
  1.54169364e+02 -1.43893054e+02  4.95374023e-01  1.54654426e+02
 -1.44410416e+02 -6.75879123e-03  1.54147998e+02 -1.43899250e+02
  4.74436829e-01  1.54651875e+02]
res:  5834 -0.001270872114218946 0.014641189112808206 0.02373495736061794
[ 1.21060913e-10 -1.03154869e-05 -2.82885155e-01  1.61503764e+04
 -1.44362295e+02  1.48983417e-02  1.54180578e+02 -1.43891792e+02
  4.98748866e-01  1.54674786e+02 -1.44394309e+02 -7.80432169e-03
  1.54168703e+02 -1.43885321e+02  4.97933796e-01  1.54663797e+02
 -1.44346178e+02  4.42405907e-04  1.54170006e+02 -1.43857307e+02
  5.11164946e-01  1.54674385e+02 -1.44364055e+02 -8.12874658e-03
  1.54175337e+02 -1.43871928e+02  4.91500560e-01  1.54666763e+02
 -1.44341945e+02 -1.57287870e-02  1.54176730e+02 -1.43896800e+02
  5.02342880e-01  1.54670993e+02 -1.44352485e+02  1.71684366e-02
  1.54170487e+02 -1.43891941e+02  4.78894977e-01  1.54676637e+02
 -1.44407205e+02  4.81918852e-03  1.54165595e+02 -1.43903313e+02
  4.85083920e-01  1.54669226e+02 -1.44351862e+02  8.04349596e-03
  1.54187976e+02 -1.43870107e+02  5.15877014e-01  1.54668484e+02
 -1.44379612e+02 -4.28918592e-03  1.54167058e+02 -1.43890065e+02
  4.83409664e-01  1.54670294e+02 -1.44366323e+02  7.28148908e-03
  1.54185741e+02 -1.43877422e+02  5.01719394e-01  1.54670698e+02
 -1.44380398e+02 -2.79638565e-02  1.54161191e+02 -1.43893994e+02
  4.71215420e-01  1.54661467e+02 -1.44374183e+02  1.83888821e-02
  1.54173793e+02 -1.43885741e+02  5.01073461e-01  1.54658884e+02
 -1.44403153e+02 -1.07420845e-03  1.54152437e+02 -1.43891962e+02
  4.80134363e-01  1.54656334e+02]
Niter:  5 row:  91 ngroup:  26 nlines:  6242 gd:  5833
[ 1.21060913e-10 -1.03154869e-05 -2.82885155e-01  1.61503764e+04
 -1.44362295e+02  1.48983417e-02  1.54180578e+02 -1.43891792e+02
  4.98748866e-01  1.54674786e+02 -1.44394309e+02 -7.80432169e-03
  1.54168703e+02 -1.43885321e+02  4.97933796e-01  1.54663797e+02
 -1.44346178e+02  4.42405907e-04  1.54170006e+02 -1.43857307e+02
  5.11164946e-01  1.54674385e+02 -1.44364055e+02 -8.12874658e-03
  1.54175337e+02 -1.43871928e+02  4.91500560e-01  1.54666763e+02
 -1.44341945e+02 -1.57287870e-02  1.54176730e+02 -1.43896800e+02
  5.02342880e-01  1.54670993e+02 -1.44352485e+02  1.71684366e-02
  1.54170487e+02 -1.43891941e+02  4.78894977e-01  1.54676637e+02
 -1.44407205e+02  4.81918852e-03  1.54165595e+02 -1.43903313e+02
  4.85083920e-01  1.54669226e+02 -1.44351862e+02  8.04349596e-03
  1.54187976e+02 -1.43870107e+02  5.15877014e-01  1.54668484e+02
 -1.44379612e+02 -4.28918592e-03  1.54167058e+02 -1.43890065e+02
  4.83409664e-01  1.54670294e+02 -1.44366323e+02  7.28148908e-03
  1.54185741e+02 -1.43877422e+02  5.01719394e-01  1.54670698e+02
 -1.44380398e+02 -2.79638565e-02  1.54161191e+02 -1.43893994e+02
  4.71215420e-01  1.54661467e+02 -1.44374183e+02  1.83888821e-02
  1.54173793e+02 -1.43885741e+02  5.01073461e-01  1.54658884e+02
 -1.44403153e+02 -1.07420845e-03  1.54152437e+02 -1.43891962e+02
  4.80134363e-01  1.54656334e+02]
res:  5833 -8.032034475036198e-05 0.014384724578121677 0.023623536543566224
[ 1.21549335e-10 -1.03165550e-05 -2.82891916e-01  1.61503776e+04
 -1.44335507e+02  2.07606032e-02  1.54141750e+02 -1.43865145e+02
  5.04009056e-01  1.54636081e+02 -1.44367354e+02 -2.27260371e-03
  1.54129743e+02 -1.43858858e+02  5.03864667e-01  1.54624798e+02
 -1.44319741e+02  7.03030873e-03  1.54131027e+02 -1.43830945e+02
  5.20898730e-01  1.54635394e+02 -1.44337701e+02 -2.10540256e-03
  1.54136431e+02 -1.43845563e+02  4.97264233e-01  1.54628121e+02
 -1.44315204e+02 -9.99186548e-03  1.54137509e+02 -1.43869956e+02
  5.07678935e-01  1.54632078e+02 -1.44326009e+02  2.29083899e-02
  1.54131765e+02 -1.43865744e+02  4.84132521e-01  1.54637904e+02
 -1.44380745e+02  1.10310674e-02  1.54126661e+02 -1.43876439e+02
  4.90463810e-01  1.54630521e+02 -1.44325250e+02  1.40095865e-02
  1.54148897e+02 -1.43843763e+02  5.21655265e-01  1.54629797e+02
 -1.44352667e+02  1.92223409e-03  1.54128397e+02 -1.43863292e+02
  4.88862044e-01  1.54631625e+02 -1.44339582e+02  1.22135544e-02
  1.54146799e+02 -1.43851250e+02  5.07785045e-01  1.54631928e+02
 -1.44353804e+02 -2.22982538e-02  1.54122049e+02 -1.43867614e+02
  4.76153425e-01  1.54622944e+02 -1.44347976e+02  2.43068440e-02
  1.54134851e+02 -1.43859477e+02  5.06764283e-01  1.54620251e+02
 -1.44376366e+02  4.12662765e-03  1.54113564e+02 -1.43865531e+02
  4.85603539e-01  1.54617716e+02]
Niter:  6 row:  91 ngroup:  26 nlines:  6242 gd:  5820
[ 1.21549335e-10 -1.03165550e-05 -2.82891916e-01  1.61503776e+04
 -1.44335507e+02  2.07606032e-02  1.54141750e+02 -1.43865145e+02
  5.04009056e-01  1.54636081e+02 -1.44367354e+02 -2.27260371e-03
  1.54129743e+02 -1.43858858e+02  5.03864667e-01  1.54624798e+02
 -1.44319741e+02  7.03030873e-03  1.54131027e+02 -1.43830945e+02
  5.20898730e-01  1.54635394e+02 -1.44337701e+02 -2.10540256e-03
  1.54136431e+02 -1.43845563e+02  4.97264233e-01  1.54628121e+02
 -1.44315204e+02 -9.99186548e-03  1.54137509e+02 -1.43869956e+02
  5.07678935e-01  1.54632078e+02 -1.44326009e+02  2.29083899e-02
  1.54131765e+02 -1.43865744e+02  4.84132521e-01  1.54637904e+02
 -1.44380745e+02  1.10310674e-02  1.54126661e+02 -1.43876439e+02
  4.90463810e-01  1.54630521e+02 -1.44325250e+02  1.40095865e-02
  1.54148897e+02 -1.43843763e+02  5.21655265e-01  1.54629797e+02
 -1.44352667e+02  1.92223409e-03  1.54128397e+02 -1.43863292e+02
  4.88862044e-01  1.54631625e+02 -1.44339582e+02  1.22135544e-02
  1.54146799e+02 -1.43851250e+02  5.07785045e-01  1.54631928e+02
 -1.44353804e+02 -2.22982538e-02  1.54122049e+02 -1.43867614e+02
  4.76153425e-01  1.54622944e+02 -1.44347976e+02  2.43068440e-02
  1.54134851e+02 -1.43859477e+02  5.06764283e-01  1.54620251e+02
 -1.44376366e+02  4.12662765e-03  1.54113564e+02 -1.43865531e+02
  4.85603539e-01  1.54617716e+02]
res:  5820 -6.813075833633775e-05 0.014378472412317933 0.023429943121293692
[ 1.21546276e-10 -1.03165550e-05 -2.82891916e-01  1.61503776e+04
 -1.44335507e+02  2.07606032e-02  1.54141750e+02 -1.43865145e+02
  5.04009056e-01  1.54636081e+02 -1.44367354e+02 -2.27260371e-03
  1.54129743e+02 -1.43858858e+02  5.03864667e-01  1.54624798e+02
 -1.44319741e+02  7.03030873e-03  1.54131027e+02 -1.43830945e+02
  5.20898730e-01  1.54635394e+02 -1.44337701e+02 -2.10540256e-03
  1.54136431e+02 -1.43845563e+02  4.97264233e-01  1.54628121e+02
 -1.44315204e+02 -9.99186548e-03  1.54137509e+02 -1.43869956e+02
  5.07678935e-01  1.54632078e+02 -1.44326009e+02  2.29083899e-02
  1.54131765e+02 -1.43865744e+02  4.84132521e-01  1.54637904e+02
 -1.44380745e+02  1.10310674e-02  1.54126661e+02 -1.43876439e+02
  4.90463810e-01  1.54630521e+02 -1.44325250e+02  1.40095865e-02
  1.54148897e+02 -1.43843763e+02  5.21655265e-01  1.54629797e+02
 -1.44352667e+02  1.92223409e-03  1.54128397e+02 -1.43863292e+02
  4.88862044e-01  1.54631625e+02 -1.44339582e+02  1.22135544e-02
  1.54146799e+02 -1.43851250e+02  5.07785045e-01  1.54631928e+02
 -1.44353804e+02 -2.22982538e-02  1.54122049e+02 -1.43867614e+02
  4.76153425e-01  1.54622944e+02 -1.44347976e+02  2.43068440e-02
  1.54134851e+02 -1.43859477e+02  5.06764283e-01  1.54620251e+02
 -1.44376366e+02  4.12662765e-03  1.54113564e+02 -1.43865531e+02
  4.85603539e-01  1.54617716e+02]
Saving figure to  wave_resid_43670005_fiber91.png
Final values:
res:  -6.813075833633775e-05 0.023429943121293692
pars:  [ 1.21546276e-10 -1.03165550e-05 -2.82891916e-01  1.61503776e+04
 -1.44335507e+02  2.07606032e-02  1.54141750e+02 -1.43865145e+02
  5.04009056e-01  1.54636081e+02 -1.44367354e+02 -2.27260371e-03
  1.54129743e+02 -1.43858858e+02  5.03864667e-01  1.54624798e+02
 -1.44319741e+02  7.03030873e-03  1.54131027e+02 -1.43830945e+02
  5.20898730e-01  1.54635394e+02 -1.44337701e+02 -2.10540256e-03
  1.54136431e+02 -1.43845563e+02  4.97264233e-01  1.54628121e+02
 -1.44315204e+02 -9.99186548e-03  1.54137509e+02 -1.43869956e+02
  5.07678935e-01  1.54632078e+02 -1.44326009e+02  2.29083899e-02
  1.54131765e+02 -1.43865744e+02  4.84132521e-01  1.54637904e+02
 -1.44380745e+02  1.10310674e-02  1.54126661e+02 -1.43876439e+02
  4.90463810e-01  1.54630521e+02 -1.44325250e+02  1.40095865e-02
  1.54148897e+02 -1.43843763e+02  5.21655265e-01  1.54629797e+02
 -1.44352667e+02  1.92223409e-03  1.54128397e+02 -1.43863292e+02
  4.88862044e-01  1.54631625e+02 -1.44339582e+02  1.22135544e-02
  1.54146799e+02 -1.43851250e+02  5.07785045e-01  1.54631928e+02
 -1.44353804e+02 -2.22982538e-02  1.54122049e+02 -1.43867614e+02
  4.76153425e-01  1.54622944e+02 -1.44347976e+02  2.43068440e-02
  1.54134851e+02 -1.43859477e+02  5.06764283e-01  1.54620251e+02
 -1.44376366e+02  4.12662765e-03  1.54113564e+02 -1.43865531e+02
  4.85603539e-01  1.54617716e+02]
91 [ 1.21546276e-10 -1.03165550e-05 -2.82891916e-01  1.61503776e+04
 -1.44335507e+02  2.07606032e-02  1.54141750e+02 -1.43865145e+02
  5.04009056e-01  1.54636081e+02 -1.44367354e+02 -2.27260371e-03
  1.54129743e+02 -1.43858858e+02  5.03864667e-01  1.54624798e+02
 -1.44319741e+02  7.03030873e-03  1.54131027e+02 -1.43830945e+02
  5.20898730e-01  1.54635394e+02 -1.44337701e+02 -2.10540256e-03
  1.54136431e+02 -1.43845563e+02  4.97264233e-01  1.54628121e+02
 -1.44315204e+02 -9.99186548e-03  1.54137509e+02 -1.43869956e+02
  5.07678935e-01  1.54632078e+02 -1.44326009e+02  2.29083899e-02
  1.54131765e+02 -1.43865744e+02  4.84132521e-01  1.54637904e+02
 -1.44380745e+02  1.10310674e-02  1.54126661e+02 -1.43876439e+02
  4.90463810e-01  1.54630521e+02 -1.44325250e+02  1.40095865e-02
  1.54148897e+02 -1.43843763e+02  5.21655265e-01  1.54629797e+02
 -1.44352667e+02  1.92223409e-03  1.54128397e+02 -1.43863292e+02
  4.88862044e-01  1.54631625e+02 -1.44339582e+02  1.22135544e-02
  1.54146799e+02 -1.43851250e+02  5.07785045e-01  1.54631928e+02
 -1.44353804e+02 -2.22982538e-02  1.54122049e+02 -1.43867614e+02
  4.76153425e-01  1.54622944e+02 -1.44347976e+02  2.43068440e-02
  1.54134851e+02 -1.43859477e+02  5.06764283e-01  1.54620251e+02
 -1.44376366e+02  4.12662765e-03  1.54113564e+02 -1.43865531e+02
  4.85603539e-01  1.54617716e+02]
--- Row 93/300 row=92 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  92
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=92 ---
Niter:  0 row:  92 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.00015027536210254766 0.011583855861317716 0.03129955819317608
[ 1.21699332e-10 -1.03163567e-05 -2.82896417e-01  1.61504002e+04
 -1.44343983e+02  9.12118738e-14  1.54107510e+02]
Niter:  1 row:  92 ngroup:  1 nlines:  239 gd:  216
[ 1.21699332e-10 -1.03163567e-05 -2.82896417e-01  1.61504002e+04
 -1.44343983e+02  9.12118738e-14  1.54107510e+02]
res:  216 -0.00010639136417012196 0.01185047493163438 0.01974523589815535
[ 1.21413535e-10 -1.03165988e-05 -2.82894188e-01  1.61503999e+04
 -1.44353682e+02 -1.85130083e-10  1.54105436e+02]
Niter:  2 row:  92 ngroup:  1 nlines:  239 gd:  218
[ 1.21413535e-10 -1.03165988e-05 -2.82894188e-01  1.61503999e+04
 -1.44353682e+02 -1.85130083e-10  1.54105436e+02]
res:  218 -0.0002638019341247855 0.012081382814358221 0.020266121288697286
[ 1.21311240e-10 -1.03164786e-05 -2.82892743e-01  1.61504006e+04
 -1.44360341e+02 -1.62330618e-10  1.54115452e+02]
Niter:  3 row:  92 ngroup:  1 nlines:  239 gd:  219
[ 1.21311240e-10 -1.03164786e-05 -2.82892743e-01  1.61504006e+04
 -1.44360341e+02 -1.62330618e-10  1.54115452e+02]
res:  219 -0.00031602149829268456 0.01252101411591866 0.020524992209207123
[ 1.21403471e-10 -1.03165254e-05 -2.82894096e-01  1.61504015e+04
 -1.44350044e+02 -1.00345935e-10  1.54111830e+02]
Niter:  4 row:  92 ngroup:  1 nlines:  239 gd:  220
[ 1.21403471e-10 -1.03165254e-05 -2.82894096e-01  1.61504015e+04
 -1.44350044e+02 -1.00345935e-10  1.54111830e+02]
res:  220 -0.00037173591408645734 0.012161270104115829 0.020804983406368195
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
Niter:  5 row:  92 ngroup:  1 nlines:  239 gd:  220
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
res:  220 -0.00037173591408645734 0.012161270104115829 0.020804983406368195
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
Niter:  6 row:  92 ngroup:  1 nlines:  239 gd:  220
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
res:  220 -0.00037173591408645734 0.012161270104115829 0.020804983406368195
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
Final values:
res:  -0.00037173591408645734 0.020804983406368195
pars:  [ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
92 [ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02]
elapsed: 2.9 sec.
Niter:  0 row:  92 ngroup:  26 nlines:  6320 gd:  6320
[ 1.21482721e-10 -1.03165622e-05 -2.82895371e-01  1.61504007e+04
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02 -1.44346656e+02 -1.44891587e-10
  1.54103273e+02 -1.44346656e+02 -1.44891587e-10  1.54103273e+02
 -1.44346656e+02 -1.44891587e-10  1.54103273e+02 -1.44346656e+02
 -1.44891587e-10  1.54103273e+02]
res:  6320 0.00017500979629403446 0.01359611517364101 0.0322687471019306
[ 1.21482733e-10 -1.03165633e-05 -2.82895343e-01  1.61503991e+04
 -1.44351274e+02 -4.01370573e-03  1.54099570e+02 -1.43857595e+02
  4.80576251e-01  1.54599854e+02 -1.44367450e+02 -1.42084993e-02
  1.54089152e+02 -1.43854333e+02  4.91147473e-01  1.54579604e+02
 -1.44353870e+02 -6.51838106e-04  1.54106573e+02 -1.43877543e+02
  4.81263844e-01  1.54584117e+02 -1.44359478e+02 -7.68388322e-03
  1.54093570e+02 -1.43859348e+02  4.61437425e-01  1.54575277e+02
 -1.44318370e+02  6.78287170e-03  1.54107822e+02 -1.43886644e+02
  4.87053561e-01  1.54595637e+02 -1.44346553e+02  8.50991985e-05
  1.54101956e+02 -1.43859236e+02  4.78541349e-01  1.54599531e+02
 -1.44381684e+02 -2.30989173e-02  1.54083511e+02 -1.43856883e+02
  4.88790085e-01  1.54580745e+02 -1.44360595e+02  6.14010869e-03
  1.54108409e+02 -1.43869884e+02  4.65982724e-01  1.54596957e+02
 -1.44358683e+02 -1.79469812e-02  1.54090788e+02 -1.43878311e+02
  4.83688187e-01  1.54583146e+02 -1.44344706e+02 -8.07187988e-03
  1.54100638e+02 -1.43830796e+02  4.80470953e-01  1.54587313e+02
 -1.44361333e+02 -5.20702861e-03  1.54078288e+02 -1.43862748e+02
  4.63516382e-01  1.54586924e+02 -1.44360529e+02  1.88865470e-03
  1.54097623e+02 -1.43861705e+02  4.87046596e-01  1.54587985e+02
 -1.44376590e+02 -1.36370820e-02  1.54081359e+02 -1.43872901e+02
  4.67752723e-01  1.54575692e+02]
Niter:  1 row:  92 ngroup:  26 nlines:  6320 gd:  5842
[ 1.21482733e-10 -1.03165633e-05 -2.82895343e-01  1.61503991e+04
 -1.44351274e+02 -4.01370573e-03  1.54099570e+02 -1.43857595e+02
  4.80576251e-01  1.54599854e+02 -1.44367450e+02 -1.42084993e-02
  1.54089152e+02 -1.43854333e+02  4.91147473e-01  1.54579604e+02
 -1.44353870e+02 -6.51838106e-04  1.54106573e+02 -1.43877543e+02
  4.81263844e-01  1.54584117e+02 -1.44359478e+02 -7.68388322e-03
  1.54093570e+02 -1.43859348e+02  4.61437425e-01  1.54575277e+02
 -1.44318370e+02  6.78287170e-03  1.54107822e+02 -1.43886644e+02
  4.87053561e-01  1.54595637e+02 -1.44346553e+02  8.50991985e-05
  1.54101956e+02 -1.43859236e+02  4.78541349e-01  1.54599531e+02
 -1.44381684e+02 -2.30989173e-02  1.54083511e+02 -1.43856883e+02
  4.88790085e-01  1.54580745e+02 -1.44360595e+02  6.14010869e-03
  1.54108409e+02 -1.43869884e+02  4.65982724e-01  1.54596957e+02
 -1.44358683e+02 -1.79469812e-02  1.54090788e+02 -1.43878311e+02
  4.83688187e-01  1.54583146e+02 -1.44344706e+02 -8.07187988e-03
  1.54100638e+02 -1.43830796e+02  4.80470953e-01  1.54587313e+02
 -1.44361333e+02 -5.20702861e-03  1.54078288e+02 -1.43862748e+02
  4.63516382e-01  1.54586924e+02 -1.44360529e+02  1.88865470e-03
  1.54097623e+02 -1.43861705e+02  4.87046596e-01  1.54587985e+02
 -1.44376590e+02 -1.36370820e-02  1.54081359e+02 -1.43872901e+02
  4.67752723e-01  1.54575692e+02]
res:  5842 -7.36127003619913e-06 0.013565242675213085 0.02262582452791988
[ 1.21482745e-10 -1.03165643e-05 -2.82895314e-01  1.61503975e+04
 -1.44360696e+02 -1.43510082e-02  1.54097009e+02 -1.43863915e+02
  4.66588932e-01  1.54598054e+02 -1.44370198e+02 -2.44567712e-02
  1.54086168e+02 -1.43839696e+02  4.78632139e-01  1.54580847e+02
 -1.44358681e+02 -6.30740627e-03  1.54101814e+02 -1.43865099e+02
  4.76543618e-01  1.54579177e+02 -1.44348008e+02 -1.81162090e-02
  1.54088932e+02 -1.43875966e+02  4.66887135e-01  1.54574319e+02
 -1.44307745e+02 -5.42677506e-03  1.54103296e+02 -1.43871511e+02
  4.72327890e-01  1.54589871e+02 -1.44351806e+02 -2.02648654e-02
  1.54097205e+02 -1.43864868e+02  4.56763275e-01  1.54590441e+02
 -1.44382930e+02 -2.57167411e-02  1.54075120e+02 -1.43857219e+02
  4.48871384e-01  1.54574639e+02 -1.44357281e+02 -6.45653313e-03
  1.54099362e+02 -1.43876450e+02  4.60250994e-01  1.54597875e+02
 -1.44375454e+02 -3.61487092e-02  1.54090673e+02 -1.43880065e+02
  4.75080090e-01  1.54582799e+02 -1.44344840e+02 -1.41468414e-02
  1.54098342e+02 -1.43826242e+02  4.62518349e-01  1.54578813e+02
 -1.44369441e+02 -2.63306697e-02  1.54074195e+02 -1.43885376e+02
  4.43558434e-01  1.54572929e+02 -1.44367484e+02 -1.18930171e-02
  1.54091078e+02 -1.43857040e+02  4.65470925e-01  1.54576725e+02
 -1.44378110e+02 -3.26482031e-02  1.54078571e+02 -1.43866211e+02
  4.53550750e-01  1.54572032e+02]
Niter:  2 row:  92 ngroup:  26 nlines:  6320 gd:  5840
[ 1.21482745e-10 -1.03165643e-05 -2.82895314e-01  1.61503975e+04
 -1.44360696e+02 -1.43510082e-02  1.54097009e+02 -1.43863915e+02
  4.66588932e-01  1.54598054e+02 -1.44370198e+02 -2.44567712e-02
  1.54086168e+02 -1.43839696e+02  4.78632139e-01  1.54580847e+02
 -1.44358681e+02 -6.30740627e-03  1.54101814e+02 -1.43865099e+02
  4.76543618e-01  1.54579177e+02 -1.44348008e+02 -1.81162090e-02
  1.54088932e+02 -1.43875966e+02  4.66887135e-01  1.54574319e+02
 -1.44307745e+02 -5.42677506e-03  1.54103296e+02 -1.43871511e+02
  4.72327890e-01  1.54589871e+02 -1.44351806e+02 -2.02648654e-02
  1.54097205e+02 -1.43864868e+02  4.56763275e-01  1.54590441e+02
 -1.44382930e+02 -2.57167411e-02  1.54075120e+02 -1.43857219e+02
  4.48871384e-01  1.54574639e+02 -1.44357281e+02 -6.45653313e-03
  1.54099362e+02 -1.43876450e+02  4.60250994e-01  1.54597875e+02
 -1.44375454e+02 -3.61487092e-02  1.54090673e+02 -1.43880065e+02
  4.75080090e-01  1.54582799e+02 -1.44344840e+02 -1.41468414e-02
  1.54098342e+02 -1.43826242e+02  4.62518349e-01  1.54578813e+02
 -1.44369441e+02 -2.63306697e-02  1.54074195e+02 -1.43885376e+02
  4.43558434e-01  1.54572929e+02 -1.44367484e+02 -1.18930171e-02
  1.54091078e+02 -1.43857040e+02  4.65470925e-01  1.54576725e+02
 -1.44378110e+02 -3.26482031e-02  1.54078571e+02 -1.43866211e+02
  4.53550750e-01  1.54572032e+02]
res:  5840 -2.951263559225481e-05 0.01359545681043528 0.022568669867675997
[ 1.21482757e-10 -1.03165653e-05 -2.82895286e-01  1.61503959e+04
 -1.44367716e+02 -2.00367739e-02  1.54092254e+02 -1.43870927e+02
  4.60895149e-01  1.54593290e+02 -1.44377195e+02 -3.01315949e-02
  1.54083240e+02 -1.43842665e+02  4.66264326e-01  1.54576088e+02
 -1.44365679e+02 -1.20029719e-02  1.54097055e+02 -1.43872118e+02
  4.70852783e-01  1.54574413e+02 -1.44355022e+02 -2.38194692e-02
  1.54084176e+02 -1.43888044e+02  4.67338518e-01  1.54569559e+02
 -1.44310136e+02 -1.11238317e-02  1.54098546e+02 -1.43873912e+02
  4.63591971e-01  1.54585118e+02 -1.44358821e+02 -2.59608896e-02
  1.54092455e+02 -1.43871897e+02  4.44729533e-01  1.54585687e+02
 -1.44389955e+02 -3.14027160e-02  1.54070359e+02 -1.43864221e+02
  4.40137674e-01  1.54569877e+02 -1.44364262e+02 -1.51798771e-02
  1.54094613e+02 -1.43883428e+02  4.54556009e-01  1.54594871e+02
 -1.44382451e+02 -5.13972329e-02  1.54087751e+02 -1.43887065e+02
  4.69393812e-01  1.54578034e+02 -1.44351861e+02 -1.67381803e-02
  1.54093579e+02 -1.43828206e+02  4.50506318e-01  1.54574052e+02
 -1.44376443e+02 -3.83734177e-02  1.54069435e+02 -1.43892342e+02
  4.34656686e-01  1.54566298e+02 -1.44374498e+02 -1.75876461e-02
  1.54084607e+02 -1.43864056e+02  4.59787648e-01  1.54571964e+02
 -1.44379573e+02 -3.83182065e-02  1.54073813e+02 -1.43868929e+02
  4.47854286e-01  1.54567276e+02]
Niter:  3 row:  92 ngroup:  26 nlines:  6320 gd:  5845
[ 1.21482757e-10 -1.03165653e-05 -2.82895286e-01  1.61503959e+04
 -1.44367716e+02 -2.00367739e-02  1.54092254e+02 -1.43870927e+02
  4.60895149e-01  1.54593290e+02 -1.44377195e+02 -3.01315949e-02
  1.54083240e+02 -1.43842665e+02  4.66264326e-01  1.54576088e+02
 -1.44365679e+02 -1.20029719e-02  1.54097055e+02 -1.43872118e+02
  4.70852783e-01  1.54574413e+02 -1.44355022e+02 -2.38194692e-02
  1.54084176e+02 -1.43888044e+02  4.67338518e-01  1.54569559e+02
 -1.44310136e+02 -1.11238317e-02  1.54098546e+02 -1.43873912e+02
  4.63591971e-01  1.54585118e+02 -1.44358821e+02 -2.59608896e-02
  1.54092455e+02 -1.43871897e+02  4.44729533e-01  1.54585687e+02
 -1.44389955e+02 -3.14027160e-02  1.54070359e+02 -1.43864221e+02
  4.40137674e-01  1.54569877e+02 -1.44364262e+02 -1.51798771e-02
  1.54094613e+02 -1.43883428e+02  4.54556009e-01  1.54594871e+02
 -1.44382451e+02 -5.13972329e-02  1.54087751e+02 -1.43887065e+02
  4.69393812e-01  1.54578034e+02 -1.44351861e+02 -1.67381803e-02
  1.54093579e+02 -1.43828206e+02  4.50506318e-01  1.54574052e+02
 -1.44376443e+02 -3.83734177e-02  1.54069435e+02 -1.43892342e+02
  4.34656686e-01  1.54566298e+02 -1.44374498e+02 -1.75876461e-02
  1.54084607e+02 -1.43864056e+02  4.59787648e-01  1.54571964e+02
 -1.44379573e+02 -3.83182065e-02  1.54073813e+02 -1.43868929e+02
  4.47854286e-01  1.54567276e+02]
res:  5845 -3.435604230617173e-05 0.013598171124613145 0.022618542883655755
[ 1.21509034e-10 -1.03170692e-05 -2.82894058e-01  1.61503975e+04
 -1.44382854e+02 -1.47072360e-02  1.54098735e+02 -1.43885816e+02
  4.66175497e-01  1.54599831e+02 -1.44391768e+02 -2.47121403e-02
  1.54092592e+02 -1.43857656e+02  4.71535322e-01  1.54582608e+02
 -1.44380318e+02 -6.76727756e-03  1.54103572e+02 -1.43887215e+02
  4.76172538e-01  1.54580960e+02 -1.44369944e+02 -2.34631254e-02
  1.54090678e+02 -1.43902619e+02  4.77438510e-01  1.54576085e+02
 -1.44325331e+02 -5.89425675e-03  1.54105010e+02 -1.43888955e+02
  4.68787111e-01  1.54591594e+02 -1.44373808e+02 -2.06310418e-02
  1.54098917e+02 -1.43887149e+02  4.50229062e-01  1.54592171e+02
 -1.44405143e+02 -2.60340814e-02  1.54076894e+02 -1.43878953e+02
  4.45520268e-01  1.54576417e+02 -1.44378549e+02 -9.88109893e-03
  1.54101086e+02 -1.43897617e+02  4.59741524e-01  1.54601456e+02
 -1.44397050e+02 -5.08344962e-02  1.54094266e+02 -1.43901729e+02
  4.74792086e-01  1.54584578e+02 -1.44366969e+02 -1.13965554e-02
  1.54100113e+02 -1.43843387e+02  4.50562855e-01  1.54580581e+02
 -1.44391158e+02 -3.29755438e-02  1.54075955e+02 -1.43906266e+02
  4.40042159e-01  1.54572797e+02 -1.44389438e+02 -1.23186602e-02
  1.54091136e+02 -1.43879106e+02  4.65172114e-01  1.54578501e+02
 -1.44394883e+02 -3.28354098e-02  1.54080315e+02 -1.43883722e+02
  4.53127548e-01  1.54573778e+02]
Niter:  4 row:  92 ngroup:  26 nlines:  6320 gd:  5846
[ 1.21509034e-10 -1.03170692e-05 -2.82894058e-01  1.61503975e+04
 -1.44382854e+02 -1.47072360e-02  1.54098735e+02 -1.43885816e+02
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  4.76172538e-01  1.54580960e+02 -1.44369944e+02 -2.34631254e-02
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 -1.44325331e+02 -5.89425675e-03  1.54105010e+02 -1.43888955e+02
  4.68787111e-01  1.54591594e+02 -1.44373808e+02 -2.06310418e-02
  1.54098917e+02 -1.43887149e+02  4.50229062e-01  1.54592171e+02
 -1.44405143e+02 -2.60340814e-02  1.54076894e+02 -1.43878953e+02
  4.45520268e-01  1.54576417e+02 -1.44378549e+02 -9.88109893e-03
  1.54101086e+02 -1.43897617e+02  4.59741524e-01  1.54601456e+02
 -1.44397050e+02 -5.08344962e-02  1.54094266e+02 -1.43901729e+02
  4.74792086e-01  1.54584578e+02 -1.44366969e+02 -1.13965554e-02
  1.54100113e+02 -1.43843387e+02  4.50562855e-01  1.54580581e+02
 -1.44391158e+02 -3.29755438e-02  1.54075955e+02 -1.43906266e+02
  4.40042159e-01  1.54572797e+02 -1.44389438e+02 -1.23186602e-02
  1.54091136e+02 -1.43879106e+02  4.65172114e-01  1.54578501e+02
 -1.44394883e+02 -3.28354098e-02  1.54080315e+02 -1.43883722e+02
  4.53127548e-01  1.54573778e+02]
res:  5846 -8.058165531110717e-05 0.013622949226373748 0.02262541408099407
[ 1.21509022e-10 -1.03170682e-05 -2.82894087e-01  1.61503991e+04
 -1.44375160e+02 -9.09289635e-03  1.54103175e+02 -1.43878181e+02
  4.71790178e-01  1.54604288e+02 -1.44384146e+02 -1.91202772e-02
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 -1.44372696e+02 -1.13521613e-03  1.54108022e+02 -1.43879550e+02
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  1.54095120e+02 -1.43894985e+02  4.84496761e-01  1.54580536e+02
 -1.44317650e+02 -2.71442686e-04  1.54109445e+02 -1.43877018e+02
  4.71236815e-01  1.54596031e+02 -1.44371387e+02 -1.50158902e-02
  1.54103350e+02 -1.43879469e+02  4.55814613e-01  1.54596611e+02
 -1.44402447e+02 -2.04272208e-02  1.54081346e+02 -1.43871310e+02
  4.51125542e-01  1.54580871e+02 -1.44370948e+02 -4.25665549e-03
  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
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  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
Niter:  5 row:  92 ngroup:  26 nlines:  6320 gd:  5848
[ 1.21509022e-10 -1.03170682e-05 -2.82894087e-01  1.61503991e+04
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  4.71236815e-01  1.54596031e+02 -1.44371387e+02 -1.50158902e-02
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  4.51125542e-01  1.54580871e+02 -1.44370948e+02 -4.25665549e-03
  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
res:  5848 -7.900805212557316e-05 0.013621425874589477 0.022648824784662423
[ 1.21508610e-10 -1.03170682e-05 -2.82894087e-01  1.61503991e+04
 -1.44375160e+02 -9.09289635e-03  1.54103175e+02 -1.43878181e+02
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  1.54095120e+02 -1.43894985e+02  4.84496761e-01  1.54580536e+02
 -1.44317650e+02 -2.71442686e-04  1.54109445e+02 -1.43877018e+02
  4.71236815e-01  1.54596031e+02 -1.44371387e+02 -1.50158902e-02
  1.54103350e+02 -1.43879469e+02  4.55814613e-01  1.54596611e+02
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  4.51125542e-01  1.54580871e+02 -1.44370948e+02 -4.25665549e-03
  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
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  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
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 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
Niter:  6 row:  92 ngroup:  26 nlines:  6320 gd:  5848
[ 1.21508610e-10 -1.03170682e-05 -2.82894087e-01  1.61503991e+04
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  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
res:  5848 -8.079028521024156e-05 0.013622836391732562 0.02264882457775791
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  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
Saving figure to  wave_resid_43670005_fiber92.png
Final values:
res:  -8.079028521024156e-05 0.02264882457775791
pars:  [ 1.21509012e-10 -1.03170681e-05 -2.82894087e-01  1.61503991e+04
 -1.44375160e+02 -9.09289635e-03  1.54103175e+02 -1.43878181e+02
  4.71790178e-01  1.54604288e+02 -1.44384146e+02 -1.91202772e-02
  1.54096132e+02 -1.43850001e+02  4.77152120e-01  1.54587057e+02
 -1.44372696e+02 -1.13521613e-03  1.54108022e+02 -1.43879550e+02
  4.81784550e-01  1.54585420e+02 -1.44362294e+02 -1.61733400e-02
  1.54095120e+02 -1.43894985e+02  4.84496761e-01  1.54580536e+02
 -1.44317650e+02 -2.71442686e-04  1.54109445e+02 -1.43877018e+02
  4.71236815e-01  1.54596031e+02 -1.44371387e+02 -1.50158902e-02
  1.54103350e+02 -1.43879469e+02  4.55814613e-01  1.54596611e+02
 -1.44402447e+02 -2.04272208e-02  1.54081346e+02 -1.43871310e+02
  4.51125542e-01  1.54580871e+02 -1.44370948e+02 -4.25665549e-03
  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
92 [ 1.21509012e-10 -1.03170681e-05 -2.82894087e-01  1.61503991e+04
 -1.44375160e+02 -9.09289635e-03  1.54103175e+02 -1.43878181e+02
  4.71790178e-01  1.54604288e+02 -1.44384146e+02 -1.91202772e-02
  1.54096132e+02 -1.43850001e+02  4.77152120e-01  1.54587057e+02
 -1.44372696e+02 -1.13521613e-03  1.54108022e+02 -1.43879550e+02
  4.81784550e-01  1.54585420e+02 -1.44362294e+02 -1.61733400e-02
  1.54095120e+02 -1.43894985e+02  4.84496761e-01  1.54580536e+02
 -1.44317650e+02 -2.71442686e-04  1.54109445e+02 -1.43877018e+02
  4.71236815e-01  1.54596031e+02 -1.44371387e+02 -1.50158902e-02
  1.54103350e+02 -1.43879469e+02  4.55814613e-01  1.54596611e+02
 -1.44402447e+02 -2.04272208e-02  1.54081346e+02 -1.43871310e+02
  4.51125542e-01  1.54580871e+02 -1.44370948e+02 -4.25665549e-03
  1.54105518e+02 -1.43890038e+02  4.65373237e-01  1.54605928e+02
 -1.44389432e+02 -4.36070141e-02  1.54098715e+02 -1.43894099e+02
  4.76918708e-01  1.54589034e+02 -1.44359297e+02 -5.78126326e-03
  1.54104569e+02 -1.43835713e+02  4.57961098e-01  1.54585034e+02
 -1.44383497e+02 -2.73718707e-02  1.54080406e+02 -1.43898706e+02
  4.45648069e-01  1.54577238e+02 -1.44381787e+02 -6.69298102e-03
  1.54095586e+02 -1.43871433e+02  4.70783805e-01  1.54582955e+02
 -1.44392480e+02 -2.72449183e-02  1.54084762e+02 -1.43876086e+02
  4.58750120e-01  1.54578221e+02]
--- Row 94/300 row=93 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  93
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=93 ---
Niter:  0 row:  93 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.0011528267850735574 0.013807053247546719 0.033786792553201724
[ 1.21708054e-10 -1.03164417e-05 -2.82895478e-01  1.61504084e+04
 -1.44318452e+02  3.25496827e-13  1.54108904e+02]
Niter:  1 row:  93 ngroup:  1 nlines:  244 gd:  222
[ 1.21708054e-10 -1.03164417e-05 -2.82895478e-01  1.61504084e+04
 -1.44318452e+02  3.25496827e-13  1.54108904e+02]
res:  222 0.00022677219021716155 0.014771114701034094 0.023063656666791263
[ 1.21363882e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Niter:  2 row:  93 ngroup:  1 nlines:  244 gd:  224
[ 1.21363882e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
res:  224 0.0005104529373056721 0.014405234745936468 0.023752924042811055
[ 1.21322184e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Niter:  3 row:  93 ngroup:  1 nlines:  244 gd:  223
[ 1.21322184e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
res:  223 0.0005328463894329616 0.014404170292436902 0.023396464271917928
[ 1.21327819e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Niter:  4 row:  93 ngroup:  1 nlines:  244 gd:  223
[ 1.21327819e-10 -1.03163863e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
res:  223 0.0005405540878200554 0.014409763604817272 0.023396554492823796
[ 1.21323101e-10 -1.03163901e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Niter:  5 row:  93 ngroup:  1 nlines:  244 gd:  223
[ 1.21323101e-10 -1.03163901e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
res:  223 0.0005443420459414483 0.014402738360331568 0.02339635300967033
[ 1.21328409e-10 -1.03163901e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Niter:  6 row:  93 ngroup:  1 nlines:  244 gd:  223
[ 1.21328409e-10 -1.03163901e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
res:  223 0.0005689022054866655 0.01441400526346115 0.02339642974408679
[ 1.21323968e-10 -1.03163937e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
Final values:
res:  0.0005689022054866655 0.02339642974408679
pars:  [ 1.21323968e-10 -1.03163937e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
93 [ 1.21323968e-10 -1.03163937e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02]
elapsed: 2.9 sec.
Niter:  0 row:  93 ngroup:  26 nlines:  6226 gd:  6226
[ 1.21323968e-10 -1.03163937e-05 -2.82893552e-01  1.61504110e+04
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02 -1.44307611e+02  4.99548263e-11
  1.54119375e+02 -1.44307611e+02  4.99548263e-11  1.54119375e+02
 -1.44307611e+02  4.99548263e-11  1.54119375e+02 -1.44307611e+02
  4.99548263e-11  1.54119375e+02]
res:  6226 0.0004646304578272975 0.014999998777966539 0.03457858352951922
[ 1.21323980e-10 -1.03163947e-05 -2.82893523e-01  1.61504094e+04
 -1.44312906e+02  3.65603150e-03  1.54111082e+02 -1.43805502e+02
  5.05396913e-01  1.54615818e+02 -1.44329011e+02 -1.50892024e-02
  1.54100809e+02 -1.43851395e+02  4.82576244e-01  1.54594547e+02
 -1.44325285e+02 -8.72269196e-03  1.54117904e+02 -1.43801864e+02
  4.84356311e-01  1.54604633e+02 -1.44322044e+02 -1.91294030e-02
  1.54095131e+02 -1.43862766e+02  4.88076497e-01  1.54585899e+02
 -1.44309292e+02  1.17649780e-02  1.54116438e+02 -1.43850473e+02
  4.92239069e-01  1.54610896e+02 -1.44340236e+02  4.66235303e-03
  1.54114408e+02 -1.43830239e+02  5.20083136e-01  1.54595055e+02
 -1.44358458e+02 -1.00386675e-02  1.54100184e+02 -1.43850187e+02
  4.73174835e-01  1.54601907e+02 -1.44306259e+02 -6.63574765e-03
  1.54118623e+02 -1.43821950e+02  4.87718026e-01  1.54609802e+02
 -1.44333691e+02 -8.15169625e-03  1.54097969e+02 -1.43825243e+02
  4.87470556e-01  1.54599110e+02 -1.44336970e+02  1.21809062e-02
  1.54119682e+02 -1.43823737e+02  4.93344775e-01  1.54613596e+02
 -1.44355801e+02 -1.64576077e-02  1.54097791e+02 -1.43841304e+02
  5.03515840e-01  1.54588297e+02 -1.44315084e+02  4.58601183e-03
  1.54104975e+02 -1.43846026e+02  4.89914712e-01  1.54612629e+02
 -1.44355167e+02 -2.80055021e-02  1.54110138e+02 -1.43845577e+02
  4.76184877e-01  1.54585573e+02]
Niter:  1 row:  93 ngroup:  26 nlines:  6226 gd:  5751
[ 1.21323980e-10 -1.03163947e-05 -2.82893523e-01  1.61504094e+04
 -1.44312906e+02  3.65603150e-03  1.54111082e+02 -1.43805502e+02
  5.05396913e-01  1.54615818e+02 -1.44329011e+02 -1.50892024e-02
  1.54100809e+02 -1.43851395e+02  4.82576244e-01  1.54594547e+02
 -1.44325285e+02 -8.72269196e-03  1.54117904e+02 -1.43801864e+02
  4.84356311e-01  1.54604633e+02 -1.44322044e+02 -1.91294030e-02
  1.54095131e+02 -1.43862766e+02  4.88076497e-01  1.54585899e+02
 -1.44309292e+02  1.17649780e-02  1.54116438e+02 -1.43850473e+02
  4.92239069e-01  1.54610896e+02 -1.44340236e+02  4.66235303e-03
  1.54114408e+02 -1.43830239e+02  5.20083136e-01  1.54595055e+02
 -1.44358458e+02 -1.00386675e-02  1.54100184e+02 -1.43850187e+02
  4.73174835e-01  1.54601907e+02 -1.44306259e+02 -6.63574765e-03
  1.54118623e+02 -1.43821950e+02  4.87718026e-01  1.54609802e+02
 -1.44333691e+02 -8.15169625e-03  1.54097969e+02 -1.43825243e+02
  4.87470556e-01  1.54599110e+02 -1.44336970e+02  1.21809062e-02
  1.54119682e+02 -1.43823737e+02  4.93344775e-01  1.54613596e+02
 -1.44355801e+02 -1.64576077e-02  1.54097791e+02 -1.43841304e+02
  5.03515840e-01  1.54588297e+02 -1.44315084e+02  4.58601183e-03
  1.54104975e+02 -1.43846026e+02  4.89914712e-01  1.54612629e+02
 -1.44355167e+02 -2.80055021e-02  1.54110138e+02 -1.43845577e+02
  4.76184877e-01  1.54585573e+02]
res:  5751 -0.0006709267563564936 0.015260339722772187 0.024269957229116134
[ 1.21323992e-10 -1.03163958e-05 -2.82893495e-01  1.61504078e+04
 -1.44320038e+02 -1.13794416e-02  1.54110030e+02 -1.43795800e+02
  4.97844647e-01  1.54603789e+02 -1.44341538e+02 -3.35895981e-02
  1.54092396e+02 -1.43857767e+02  4.56673727e-01  1.54590692e+02
 -1.44337646e+02 -3.00331944e-02  1.54112977e+02 -1.43807464e+02
  4.71383358e-01  1.54592749e+02 -1.44329042e+02 -4.20215556e-02
  1.54095289e+02 -1.43871097e+02  4.56132368e-01  1.54578959e+02
 -1.44316290e+02 -1.67049844e-02  1.54111545e+02 -1.43845487e+02
  4.68674336e-01  1.54603464e+02 -1.44347244e+02 -1.24062089e-02
  1.54107769e+02 -1.43835948e+02  4.76869022e-01  1.54586812e+02
 -1.44363340e+02 -3.82224445e-02  1.54094808e+02 -1.43842771e+02
  4.52665898e-01  1.54601941e+02 -1.44307173e+02 -2.11661704e-02
  1.54111141e+02 -1.43823447e+02  4.72901269e-01  1.54602915e+02
 -1.44338786e+02 -3.05155417e-02  1.54094768e+02 -1.43837765e+02
  4.68194290e-01  1.54596606e+02 -1.44343985e+02 -1.29728473e-02
  1.54113230e+02 -1.43831059e+02  4.77814360e-01  1.54604715e+02
 -1.44361136e+02 -2.20950721e-02  1.54087830e+02 -1.43854539e+02
  4.82839715e-01  1.54578952e+02 -1.44314834e+02 -1.90485215e-02
  1.54102710e+02 -1.43841012e+02  4.54413179e-01  1.54600448e+02
 -1.44362954e+02 -4.77227374e-02  1.54104073e+02 -1.43848184e+02
  4.63628751e-01  1.54575888e+02]
Niter:  2 row:  93 ngroup:  26 nlines:  6226 gd:  5789
[ 1.21323992e-10 -1.03163958e-05 -2.82893495e-01  1.61504078e+04
 -1.44320038e+02 -1.13794416e-02  1.54110030e+02 -1.43795800e+02
  4.97844647e-01  1.54603789e+02 -1.44341538e+02 -3.35895981e-02
  1.54092396e+02 -1.43857767e+02  4.56673727e-01  1.54590692e+02
 -1.44337646e+02 -3.00331944e-02  1.54112977e+02 -1.43807464e+02
  4.71383358e-01  1.54592749e+02 -1.44329042e+02 -4.20215556e-02
  1.54095289e+02 -1.43871097e+02  4.56132368e-01  1.54578959e+02
 -1.44316290e+02 -1.67049844e-02  1.54111545e+02 -1.43845487e+02
  4.68674336e-01  1.54603464e+02 -1.44347244e+02 -1.24062089e-02
  1.54107769e+02 -1.43835948e+02  4.76869022e-01  1.54586812e+02
 -1.44363340e+02 -3.82224445e-02  1.54094808e+02 -1.43842771e+02
  4.52665898e-01  1.54601941e+02 -1.44307173e+02 -2.11661704e-02
  1.54111141e+02 -1.43823447e+02  4.72901269e-01  1.54602915e+02
 -1.44338786e+02 -3.05155417e-02  1.54094768e+02 -1.43837765e+02
  4.68194290e-01  1.54596606e+02 -1.44343985e+02 -1.29728473e-02
  1.54113230e+02 -1.43831059e+02  4.77814360e-01  1.54604715e+02
 -1.44361136e+02 -2.20950721e-02  1.54087830e+02 -1.43854539e+02
  4.82839715e-01  1.54578952e+02 -1.44314834e+02 -1.90485215e-02
  1.54102710e+02 -1.43841012e+02  4.54413179e-01  1.54600448e+02
 -1.44362954e+02 -4.77227374e-02  1.54104073e+02 -1.43848184e+02
  4.63628751e-01  1.54575888e+02]
res:  5789 -0.0006809795122535434 0.015341423247264174 0.024746526834790818
[ 1.21324004e-10 -1.03163968e-05 -2.82893523e-01  1.61504062e+04
 -1.44326540e+02 -1.70500741e-02  1.54106696e+02 -1.43802294e+02
  4.96177913e-01  1.54598659e+02 -1.44348030e+02 -4.28680476e-02
  1.54089235e+02 -1.43864273e+02  4.51012590e-01  1.54589707e+02
 -1.44344136e+02 -4.32614845e-02  1.54107851e+02 -1.43813977e+02
  4.62220347e-01  1.54587615e+02 -1.44335530e+02 -4.76811663e-02
  1.54090161e+02 -1.43872781e+02  4.39772569e-01  1.54575785e+02
 -1.44322779e+02 -2.59287504e-02  1.54108376e+02 -1.43846445e+02
  4.59438032e-01  1.54598337e+02 -1.44353740e+02 -1.80761155e-02
  1.54104518e+02 -1.43837143e+02  4.63966248e-01  1.54583570e+02
 -1.44369838e+02 -4.39004354e-02  1.54089685e+02 -1.43844006e+02
  4.43473888e-01  1.54598753e+02 -1.44313673e+02 -3.38933158e-02
  1.54104082e+02 -1.43829947e+02  4.67218765e-01  1.54597788e+02
 -1.44340511e+02 -3.61966014e-02  1.54089644e+02 -1.43844253e+02
  4.62508408e-01  1.54591479e+02 -1.44350485e+02 -2.89804983e-02
  1.54110117e+02 -1.43832623e+02  4.68261236e-01  1.54597634e+02
 -1.44362189e+02 -2.77636844e-02  1.54080821e+02 -1.43861030e+02
  4.69679503e-01  1.54573824e+02 -1.44321331e+02 -2.47321298e-02
  1.54097584e+02 -1.43847514e+02  4.41110771e-01  1.54597323e+02
 -1.44369426e+02 -5.33997662e-02  1.54100789e+02 -1.43854672e+02
  4.57946926e-01  1.54568819e+02]
Niter:  3 row:  93 ngroup:  26 nlines:  6226 gd:  5794
[ 1.21324004e-10 -1.03163968e-05 -2.82893523e-01  1.61504062e+04
 -1.44326540e+02 -1.70500741e-02  1.54106696e+02 -1.43802294e+02
  4.96177913e-01  1.54598659e+02 -1.44348030e+02 -4.28680476e-02
  1.54089235e+02 -1.43864273e+02  4.51012590e-01  1.54589707e+02
 -1.44344136e+02 -4.32614845e-02  1.54107851e+02 -1.43813977e+02
  4.62220347e-01  1.54587615e+02 -1.44335530e+02 -4.76811663e-02
  1.54090161e+02 -1.43872781e+02  4.39772569e-01  1.54575785e+02
 -1.44322779e+02 -2.59287504e-02  1.54108376e+02 -1.43846445e+02
  4.59438032e-01  1.54598337e+02 -1.44353740e+02 -1.80761155e-02
  1.54104518e+02 -1.43837143e+02  4.63966248e-01  1.54583570e+02
 -1.44369838e+02 -4.39004354e-02  1.54089685e+02 -1.43844006e+02
  4.43473888e-01  1.54598753e+02 -1.44313673e+02 -3.38933158e-02
  1.54104082e+02 -1.43829947e+02  4.67218765e-01  1.54597788e+02
 -1.44340511e+02 -3.61966014e-02  1.54089644e+02 -1.43844253e+02
  4.62508408e-01  1.54591479e+02 -1.44350485e+02 -2.89804983e-02
  1.54110117e+02 -1.43832623e+02  4.68261236e-01  1.54597634e+02
 -1.44362189e+02 -2.77636844e-02  1.54080821e+02 -1.43861030e+02
  4.69679503e-01  1.54573824e+02 -1.44321331e+02 -2.47321298e-02
  1.54097584e+02 -1.43847514e+02  4.41110771e-01  1.54597323e+02
 -1.44369426e+02 -5.33997662e-02  1.54100789e+02 -1.43854672e+02
  4.57946926e-01  1.54568819e+02]
res:  5794 -0.0008170750616045552 0.01534257846287801 0.02481083938195166
[ 1.21354386e-10 -1.03163968e-05 -2.82893523e-01  1.61504062e+04
 -1.44326540e+02 -1.70500741e-02  1.54106696e+02 -1.43802294e+02
  4.96177913e-01  1.54598659e+02 -1.44348030e+02 -4.28680476e-02
  1.54089235e+02 -1.43864273e+02  4.51012590e-01  1.54589707e+02
 -1.44344136e+02 -4.32614845e-02  1.54107851e+02 -1.43813977e+02
  4.62220347e-01  1.54587615e+02 -1.44335530e+02 -4.76811663e-02
  1.54090161e+02 -1.43872781e+02  4.39772569e-01  1.54575785e+02
 -1.44322779e+02 -2.59287504e-02  1.54108376e+02 -1.43846445e+02
  4.59438032e-01  1.54598337e+02 -1.44353740e+02 -1.80761155e-02
  1.54104518e+02 -1.43837143e+02  4.63966248e-01  1.54583570e+02
 -1.44369838e+02 -4.39004354e-02  1.54089685e+02 -1.43844006e+02
  4.43473888e-01  1.54598753e+02 -1.44313673e+02 -3.38933158e-02
  1.54104082e+02 -1.43829947e+02  4.67218765e-01  1.54597788e+02
 -1.44340511e+02 -3.61966014e-02  1.54089644e+02 -1.43844253e+02
  4.62508408e-01  1.54591479e+02 -1.44350485e+02 -2.89804983e-02
  1.54110117e+02 -1.43832623e+02  4.68261236e-01  1.54597634e+02
 -1.44362189e+02 -2.77636844e-02  1.54080821e+02 -1.43861030e+02
  4.69679503e-01  1.54573824e+02 -1.44321331e+02 -2.47321298e-02
  1.54097584e+02 -1.43847514e+02  4.41110771e-01  1.54597323e+02
 -1.44369426e+02 -5.33997662e-02  1.54100789e+02 -1.43854672e+02
  4.57946926e-01  1.54568819e+02]
Niter:  4 row:  93 ngroup:  26 nlines:  6226 gd:  5795
[ 1.21354386e-10 -1.03163968e-05 -2.82893523e-01  1.61504062e+04
 -1.44326540e+02 -1.70500741e-02  1.54106696e+02 -1.43802294e+02
  4.96177913e-01  1.54598659e+02 -1.44348030e+02 -4.28680476e-02
  1.54089235e+02 -1.43864273e+02  4.51012590e-01  1.54589707e+02
 -1.44344136e+02 -4.32614845e-02  1.54107851e+02 -1.43813977e+02
  4.62220347e-01  1.54587615e+02 -1.44335530e+02 -4.76811663e-02
  1.54090161e+02 -1.43872781e+02  4.39772569e-01  1.54575785e+02
 -1.44322779e+02 -2.59287504e-02  1.54108376e+02 -1.43846445e+02
  4.59438032e-01  1.54598337e+02 -1.44353740e+02 -1.80761155e-02
  1.54104518e+02 -1.43837143e+02  4.63966248e-01  1.54583570e+02
 -1.44369838e+02 -4.39004354e-02  1.54089685e+02 -1.43844006e+02
  4.43473888e-01  1.54598753e+02 -1.44313673e+02 -3.38933158e-02
  1.54104082e+02 -1.43829947e+02  4.67218765e-01  1.54597788e+02
 -1.44340511e+02 -3.61966014e-02  1.54089644e+02 -1.43844253e+02
  4.62508408e-01  1.54591479e+02 -1.44350485e+02 -2.89804983e-02
  1.54110117e+02 -1.43832623e+02  4.68261236e-01  1.54597634e+02
 -1.44362189e+02 -2.77636844e-02  1.54080821e+02 -1.43861030e+02
  4.69679503e-01  1.54573824e+02 -1.44321331e+02 -2.47321298e-02
  1.54097584e+02 -1.43847514e+02  4.41110771e-01  1.54597323e+02
 -1.44369426e+02 -5.33997662e-02  1.54100789e+02 -1.43854672e+02
  4.57946926e-01  1.54568819e+02]
res:  5795 -0.0006271188676691963 0.01538529085337359 0.024821350400908493
[ 1.21354399e-10 -1.03163978e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
Niter:  5 row:  93 ngroup:  26 nlines:  6226 gd:  5797
[ 1.21354399e-10 -1.03163978e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
res:  5797 -0.0007387815685433452 0.015341396907388116 0.024847273448094075
[ 1.21378539e-10 -1.03163978e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
Niter:  6 row:  93 ngroup:  26 nlines:  6226 gd:  5797
[ 1.21378539e-10 -1.03163978e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
res:  5797 -0.0005190565516386414 0.015355199609984993 0.02484660914030694
[ 1.21372431e-10 -1.03164324e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
Saving figure to  wave_resid_43670005_fiber93.png
Final values:
res:  -0.0005190565516386414 0.02484660914030694
pars:  [ 1.21372431e-10 -1.03164324e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
93 [ 1.21372431e-10 -1.03164324e-05 -2.82893552e-01  1.61504078e+04
 -1.44320893e+02 -1.13608847e-02  1.54112626e+02 -1.43796632e+02
  5.01864809e-01  1.54604563e+02 -1.44342364e+02 -3.71746310e-02
  1.54095151e+02 -1.43858643e+02  4.56689374e-01  1.54595619e+02
 -1.44338472e+02 -3.75810355e-02  1.54113778e+02 -1.43808347e+02
  4.67919118e-01  1.54593498e+02 -1.44329853e+02 -4.20028117e-02
  1.54096078e+02 -1.43862463e+02  4.45494074e-01  1.54581715e+02
 -1.44317116e+02 -2.37106428e-02  1.54114328e+02 -1.43840789e+02
  4.65134745e-01  1.54604266e+02 -1.44348077e+02 -1.23904838e-02
  1.54110450e+02 -1.43831502e+02  4.65642396e-01  1.54591371e+02
 -1.44359150e+02 -3.81991267e-02  1.54095632e+02 -1.43832841e+02
  4.49176971e-01  1.54604670e+02 -1.44308030e+02 -3.19137472e-02
  1.54110029e+02 -1.43824289e+02  4.72927282e-01  1.54603705e+02
 -1.44334879e+02 -3.04930935e-02  1.54095585e+02 -1.43838586e+02
  4.68211993e-01  1.54597391e+02 -1.44344830e+02 -2.32617129e-02
  1.54116031e+02 -1.43827000e+02  4.73947059e-01  1.54603540e+02
 -1.44356547e+02 -2.20779041e-02  1.54086779e+02 -1.43855365e+02
  4.75351583e-01  1.54579744e+02 -1.44315684e+02 -1.90270297e-02
  1.54103516e+02 -1.43841867e+02  4.46794091e-01  1.54605199e+02
 -1.44363731e+02 -4.76998674e-02  1.54106719e+02 -1.43848990e+02
  4.63646111e-01  1.54574737e+02]
--- Row 95/300 row=94 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  94
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=94 ---
Niter:  0 row:  94 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0014703731794725172 0.015973021108038665 0.03139243608087907
[ 1.21473798e-10 -1.03169773e-05 -2.82895876e-01  1.61504294e+04
 -1.44316835e+02 -1.29741230e-13  1.54104044e+02]
Niter:  1 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21473798e-10 -1.03169773e-05 -2.82895876e-01  1.61504294e+04
 -1.44316835e+02 -1.29741230e-13  1.54104044e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Niter:  2 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Niter:  3 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Niter:  4 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Niter:  5 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Niter:  6 row:  94 ngroup:  1 nlines:  240 gd:  233
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
res:  233 0.0002538645121603622 0.01635992099363648 0.027177139766793052
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
Final values:
res:  0.0002538645121603622 0.027177139766793052
pars:  [ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
94 [ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02]
elapsed: 2.9 sec.
Niter:  0 row:  94 ngroup:  26 nlines:  6276 gd:  6276
[ 1.21620718e-10 -1.03166424e-05 -2.82896939e-01  1.61504339e+04
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02 -1.44282460e+02 -7.59241917e-12
  1.54120190e+02 -1.44282460e+02 -7.59241917e-12  1.54120190e+02
 -1.44282460e+02 -7.59241917e-12  1.54120190e+02 -1.44282460e+02
 -7.59241917e-12  1.54120190e+02]
res:  6276 0.00019322005391586572 0.014906748776411405 0.034407876610669456
[ 1.21620730e-10 -1.03166434e-05 -2.82896911e-01  1.61504323e+04
 -1.44295242e+02  1.08733866e-02  1.54117773e+02 -1.43796972e+02
  4.99173077e-01  1.54603744e+02 -1.44326334e+02 -2.45734590e-03
  1.54111459e+02 -1.43807520e+02  4.81304858e-01  1.54597445e+02
 -1.44303084e+02  3.38471443e-03  1.54116022e+02 -1.43802709e+02
  4.98951280e-01  1.54609157e+02 -1.44298514e+02  3.36473967e-03
  1.54114016e+02 -1.43822014e+02  4.85506981e-01  1.54588476e+02
 -1.44304694e+02  4.59663105e-05  1.54119023e+02 -1.43803204e+02
  5.07736200e-01  1.54616232e+02 -1.44285611e+02  8.82742085e-03
  1.54108926e+02 -1.43797234e+02  4.97211060e-01  1.54606375e+02
 -1.44320412e+02  1.44703299e-02  1.54105636e+02 -1.43811491e+02
  4.82165020e-01  1.54602311e+02 -1.44316581e+02  1.72841157e-02
  1.54130908e+02 -1.43808368e+02  5.16285161e-01  1.54602894e+02
 -1.44317152e+02  1.53310642e-02  1.54108063e+02 -1.43813940e+02
  4.97337928e-01  1.54616986e+02 -1.44314755e+02  1.17291555e-02
  1.54116009e+02 -1.43813295e+02  5.09775523e-01  1.54604789e+02
 -1.44317359e+02 -4.36282806e-03  1.54106023e+02 -1.43833757e+02
  5.01202620e-01  1.54592718e+02 -1.44299631e+02  9.32118724e-05
  1.54105046e+02 -1.43806432e+02  4.96402017e-01  1.54600425e+02
 -1.44327502e+02  6.46410898e-04  1.54110798e+02 -1.43826012e+02
  4.97379861e-01  1.54586154e+02]
Niter:  1 row:  94 ngroup:  26 nlines:  6276 gd:  5815
[ 1.21620730e-10 -1.03166434e-05 -2.82896911e-01  1.61504323e+04
 -1.44295242e+02  1.08733866e-02  1.54117773e+02 -1.43796972e+02
  4.99173077e-01  1.54603744e+02 -1.44326334e+02 -2.45734590e-03
  1.54111459e+02 -1.43807520e+02  4.81304858e-01  1.54597445e+02
 -1.44303084e+02  3.38471443e-03  1.54116022e+02 -1.43802709e+02
  4.98951280e-01  1.54609157e+02 -1.44298514e+02  3.36473967e-03
  1.54114016e+02 -1.43822014e+02  4.85506981e-01  1.54588476e+02
 -1.44304694e+02  4.59663105e-05  1.54119023e+02 -1.43803204e+02
  5.07736200e-01  1.54616232e+02 -1.44285611e+02  8.82742085e-03
  1.54108926e+02 -1.43797234e+02  4.97211060e-01  1.54606375e+02
 -1.44320412e+02  1.44703299e-02  1.54105636e+02 -1.43811491e+02
  4.82165020e-01  1.54602311e+02 -1.44316581e+02  1.72841157e-02
  1.54130908e+02 -1.43808368e+02  5.16285161e-01  1.54602894e+02
 -1.44317152e+02  1.53310642e-02  1.54108063e+02 -1.43813940e+02
  4.97337928e-01  1.54616986e+02 -1.44314755e+02  1.17291555e-02
  1.54116009e+02 -1.43813295e+02  5.09775523e-01  1.54604789e+02
 -1.44317359e+02 -4.36282806e-03  1.54106023e+02 -1.43833757e+02
  5.01202620e-01  1.54592718e+02 -1.44299631e+02  9.32118724e-05
  1.54105046e+02 -1.43806432e+02  4.96402017e-01  1.54600425e+02
 -1.44327502e+02  6.46410898e-04  1.54110798e+02 -1.43826012e+02
  4.97379861e-01  1.54586154e+02]
res:  5815 -0.00038527834021806484 0.015063995169839473 0.024674131300584358
[ 1.21620718e-10 -1.03166445e-05 -2.82896939e-01  1.61504339e+04
 -1.44282498e+02 -3.94165018e-06  1.54120170e+02 -1.43800715e+02
  4.83976004e-01  1.54603979e+02 -1.44312036e+02 -1.31761593e-02
  1.54120814e+02 -1.43808685e+02  4.80925296e-01  1.54604644e+02
 -1.44288741e+02 -5.73453010e-03  1.54116043e+02 -1.43801774e+02
  5.09888365e-01  1.54602268e+02 -1.44291416e+02 -5.69948594e-03
  1.54118999e+02 -1.43814510e+02  4.74762568e-01  1.54597751e+02
 -1.44294680e+02 -1.02781053e-02  1.54126918e+02 -1.43794528e+02
  5.05995244e-01  1.54626327e+02 -1.44282197e+02 -9.89483684e-03
  1.54112689e+02 -1.43790292e+02  4.81426333e-01  1.54606373e+02
 -1.44305201e+02  2.04699619e-03  1.54119526e+02 -1.43803614e+02
  4.73281949e-01  1.54608584e+02 -1.44317992e+02  9.64103079e-03
  1.54138648e+02 -1.43793630e+02  5.28874292e-01  1.54615074e+02
 -1.44310915e+02  1.10119906e-02  1.54110392e+02 -1.43794690e+02
  4.87854885e-01  1.54619556e+02 -1.44300638e+02 -2.13003310e-03
  1.54118513e+02 -1.43788576e+02  4.83194776e-01  1.54608036e+02
 -1.44314299e+02 -1.35701689e-02  1.54112292e+02 -1.43811631e+02
  4.99891194e-01  1.54594031e+02 -1.44299468e+02 -1.04935441e-02
  1.54117693e+02 -1.43793389e+02  4.86824285e-01  1.54612548e+02
 -1.44307634e+02 -2.64239072e-02  1.54108040e+02 -1.43817651e+02
  4.75729835e-01  1.54596150e+02]
Niter:  2 row:  94 ngroup:  26 nlines:  6276 gd:  5820
[ 1.21620718e-10 -1.03166445e-05 -2.82896939e-01  1.61504339e+04
 -1.44282498e+02 -3.94165018e-06  1.54120170e+02 -1.43800715e+02
  4.83976004e-01  1.54603979e+02 -1.44312036e+02 -1.31761593e-02
  1.54120814e+02 -1.43808685e+02  4.80925296e-01  1.54604644e+02
 -1.44288741e+02 -5.73453010e-03  1.54116043e+02 -1.43801774e+02
  5.09888365e-01  1.54602268e+02 -1.44291416e+02 -5.69948594e-03
  1.54118999e+02 -1.43814510e+02  4.74762568e-01  1.54597751e+02
 -1.44294680e+02 -1.02781053e-02  1.54126918e+02 -1.43794528e+02
  5.05995244e-01  1.54626327e+02 -1.44282197e+02 -9.89483684e-03
  1.54112689e+02 -1.43790292e+02  4.81426333e-01  1.54606373e+02
 -1.44305201e+02  2.04699619e-03  1.54119526e+02 -1.43803614e+02
  4.73281949e-01  1.54608584e+02 -1.44317992e+02  9.64103079e-03
  1.54138648e+02 -1.43793630e+02  5.28874292e-01  1.54615074e+02
 -1.44310915e+02  1.10119906e-02  1.54110392e+02 -1.43794690e+02
  4.87854885e-01  1.54619556e+02 -1.44300638e+02 -2.13003310e-03
  1.54118513e+02 -1.43788576e+02  4.83194776e-01  1.54608036e+02
 -1.44314299e+02 -1.35701689e-02  1.54112292e+02 -1.43811631e+02
  4.99891194e-01  1.54594031e+02 -1.44299468e+02 -1.04935441e-02
  1.54117693e+02 -1.43793389e+02  4.86824285e-01  1.54612548e+02
 -1.44307634e+02 -2.64239072e-02  1.54108040e+02 -1.43817651e+02
  4.75729835e-01  1.54596150e+02]
res:  5820 -0.00044172849538881565 0.01504384633153677 0.024693035498826503
[ 1.21620706e-10 -1.03166455e-05 -2.82896967e-01  1.61504355e+04
 -1.44275537e+02  1.83224767e-03  1.54124890e+02 -1.43793730e+02
  4.89663242e-01  1.54608707e+02 -1.44305056e+02 -1.14373036e-02
  1.54125536e+02 -1.43801719e+02  4.79630398e-01  1.54609369e+02
 -1.44276381e+02 -3.76432754e-03  1.54120764e+02 -1.43794787e+02
  5.15567600e-01  1.54606984e+02 -1.44284443e+02 -2.84040494e-05
  1.54125506e+02 -1.43807531e+02  4.80461415e-01  1.54602477e+02
 -1.44287716e+02 -1.21097674e-02  1.54131639e+02 -1.43787571e+02
  5.08117786e-01  1.54633004e+02 -1.44275228e+02 -4.20139755e-03
  1.54117396e+02 -1.43783301e+02  4.80108317e-01  1.54611089e+02
 -1.44298221e+02  3.85480759e-03  1.54124246e+02 -1.43796650e+02
  4.75125895e-01  1.54613304e+02 -1.44311027e+02  1.53432832e-02
  1.54143363e+02 -1.43781588e+02  5.34566207e-01  1.54623805e+02
 -1.44303974e+02  1.02299996e-02  1.54115107e+02 -1.43782737e+02
  4.89932540e-01  1.54624279e+02 -1.44293670e+02 -1.58876319e-04
  1.54123234e+02 -1.43777119e+02  4.88872825e-01  1.54612761e+02
 -1.44307333e+02 -7.88798020e-03  1.54117010e+02 -1.43804642e+02
  5.05571126e-01  1.54598760e+02 -1.44292496e+02 -8.37990276e-03
  1.54122410e+02 -1.43786399e+02  4.92525013e-01  1.54617271e+02
 -1.44300681e+02 -3.14965556e-02  1.54112766e+02 -1.43810644e+02
  4.74727262e-01  1.54602833e+02]
Niter:  3 row:  94 ngroup:  26 nlines:  6276 gd:  5816
[ 1.21620706e-10 -1.03166455e-05 -2.82896967e-01  1.61504355e+04
 -1.44275537e+02  1.83224767e-03  1.54124890e+02 -1.43793730e+02
  4.89663242e-01  1.54608707e+02 -1.44305056e+02 -1.14373036e-02
  1.54125536e+02 -1.43801719e+02  4.79630398e-01  1.54609369e+02
 -1.44276381e+02 -3.76432754e-03  1.54120764e+02 -1.43794787e+02
  5.15567600e-01  1.54606984e+02 -1.44284443e+02 -2.84040494e-05
  1.54125506e+02 -1.43807531e+02  4.80461415e-01  1.54602477e+02
 -1.44287716e+02 -1.21097674e-02  1.54131639e+02 -1.43787571e+02
  5.08117786e-01  1.54633004e+02 -1.44275228e+02 -4.20139755e-03
  1.54117396e+02 -1.43783301e+02  4.80108317e-01  1.54611089e+02
 -1.44298221e+02  3.85480759e-03  1.54124246e+02 -1.43796650e+02
  4.75125895e-01  1.54613304e+02 -1.44311027e+02  1.53432832e-02
  1.54143363e+02 -1.43781588e+02  5.34566207e-01  1.54623805e+02
 -1.44303974e+02  1.02299996e-02  1.54115107e+02 -1.43782737e+02
  4.89932540e-01  1.54624279e+02 -1.44293670e+02 -1.58876319e-04
  1.54123234e+02 -1.43777119e+02  4.88872825e-01  1.54612761e+02
 -1.44307333e+02 -7.88798020e-03  1.54117010e+02 -1.43804642e+02
  5.05571126e-01  1.54598760e+02 -1.44292496e+02 -8.37990276e-03
  1.54122410e+02 -1.43786399e+02  4.92525013e-01  1.54617271e+02
 -1.44300681e+02 -3.14965556e-02  1.54112766e+02 -1.43810644e+02
  4.74727262e-01  1.54602833e+02]
res:  5816 -0.0002999080925292219 0.015024696614091226 0.02463247124533445
[ 1.21596928e-10 -1.03166455e-05 -2.82896967e-01  1.61504355e+04
 -1.44275537e+02  1.83224767e-03  1.54124890e+02 -1.43793730e+02
  4.89663242e-01  1.54608707e+02 -1.44305056e+02 -1.14373036e-02
  1.54125536e+02 -1.43801719e+02  4.79630398e-01  1.54609369e+02
 -1.44276381e+02 -3.76432754e-03  1.54120764e+02 -1.43794787e+02
  5.15567600e-01  1.54606984e+02 -1.44284443e+02 -2.84040494e-05
  1.54125506e+02 -1.43807531e+02  4.80461415e-01  1.54602477e+02
 -1.44287716e+02 -1.21097674e-02  1.54131639e+02 -1.43787571e+02
  5.08117786e-01  1.54633004e+02 -1.44275228e+02 -4.20139755e-03
  1.54117396e+02 -1.43783301e+02  4.80108317e-01  1.54611089e+02
 -1.44298221e+02  3.85480759e-03  1.54124246e+02 -1.43796650e+02
  4.75125895e-01  1.54613304e+02 -1.44311027e+02  1.53432832e-02
  1.54143363e+02 -1.43781588e+02  5.34566207e-01  1.54623805e+02
 -1.44303974e+02  1.02299996e-02  1.54115107e+02 -1.43782737e+02
  4.89932540e-01  1.54624279e+02 -1.44293670e+02 -1.58876319e-04
  1.54123234e+02 -1.43777119e+02  4.88872825e-01  1.54612761e+02
 -1.44307333e+02 -7.88798020e-03  1.54117010e+02 -1.43804642e+02
  5.05571126e-01  1.54598760e+02 -1.44292496e+02 -8.37990276e-03
  1.54122410e+02 -1.43786399e+02  4.92525013e-01  1.54617271e+02
 -1.44300681e+02 -3.14965556e-02  1.54112766e+02 -1.43810644e+02
  4.74727262e-01  1.54602833e+02]
Niter:  4 row:  94 ngroup:  26 nlines:  6276 gd:  5818
[ 1.21596928e-10 -1.03166455e-05 -2.82896967e-01  1.61504355e+04
 -1.44275537e+02  1.83224767e-03  1.54124890e+02 -1.43793730e+02
  4.89663242e-01  1.54608707e+02 -1.44305056e+02 -1.14373036e-02
  1.54125536e+02 -1.43801719e+02  4.79630398e-01  1.54609369e+02
 -1.44276381e+02 -3.76432754e-03  1.54120764e+02 -1.43794787e+02
  5.15567600e-01  1.54606984e+02 -1.44284443e+02 -2.84040494e-05
  1.54125506e+02 -1.43807531e+02  4.80461415e-01  1.54602477e+02
 -1.44287716e+02 -1.21097674e-02  1.54131639e+02 -1.43787571e+02
  5.08117786e-01  1.54633004e+02 -1.44275228e+02 -4.20139755e-03
  1.54117396e+02 -1.43783301e+02  4.80108317e-01  1.54611089e+02
 -1.44298221e+02  3.85480759e-03  1.54124246e+02 -1.43796650e+02
  4.75125895e-01  1.54613304e+02 -1.44311027e+02  1.53432832e-02
  1.54143363e+02 -1.43781588e+02  5.34566207e-01  1.54623805e+02
 -1.44303974e+02  1.02299996e-02  1.54115107e+02 -1.43782737e+02
  4.89932540e-01  1.54624279e+02 -1.44293670e+02 -1.58876319e-04
  1.54123234e+02 -1.43777119e+02  4.88872825e-01  1.54612761e+02
 -1.44307333e+02 -7.88798020e-03  1.54117010e+02 -1.43804642e+02
  5.05571126e-01  1.54598760e+02 -1.44292496e+02 -8.37990276e-03
  1.54122410e+02 -1.43786399e+02  4.92525013e-01  1.54617271e+02
 -1.44300681e+02 -3.14965556e-02  1.54112766e+02 -1.43810644e+02
  4.74727262e-01  1.54602833e+02]
res:  5818 -0.00049538768689672 0.0151170122107942 0.02465507110280177
[ 1.21596916e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
Niter:  5 row:  94 ngroup:  26 nlines:  6276 gd:  5817
[ 1.21596916e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
res:  5817 -0.00043255880427750526 0.01508699561964022 0.024639995140727233
[ 1.21581838e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
Niter:  6 row:  94 ngroup:  26 nlines:  6276 gd:  5818
[ 1.21581838e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
res:  5818 -0.00042303970531065715 0.015092255125637166 0.024653133241585395
[ 1.21580979e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
Saving figure to  wave_resid_43670005_fiber94.png
Final values:
res:  -0.00042303970531065715 0.024653133241585395
pars:  [ 1.21580979e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
94 [ 1.21580979e-10 -1.03166465e-05 -2.82896996e-01  1.61504361e+04
 -1.44271976e+02  2.19067490e-04  1.54125411e+02 -1.43790107e+02
  4.91621620e-01  1.54609255e+02 -1.44301448e+02 -1.29348567e-02
  1.54126057e+02 -1.43798135e+02  4.74091791e-01  1.54609906e+02
 -1.44272787e+02 -1.79712976e-03  1.54121286e+02 -1.43791165e+02
  5.17521198e-01  1.54607488e+02 -1.44280853e+02  1.92086099e-03
  1.54126022e+02 -1.43803929e+02  4.82424586e-01  1.54603013e+02
 -1.44284150e+02 -1.34869301e-02  1.54132163e+02 -1.43784012e+02
  5.10081454e-01  1.54633560e+02 -1.44271654e+02 -2.24264788e-03
  1.54117873e+02 -1.43779682e+02  4.78123908e-01  1.54611600e+02
 -1.44294620e+02  5.81055395e-03  1.54124764e+02 -1.43793080e+02
  4.77088012e-01  1.54613826e+02 -1.44307453e+02  1.73023162e-02
  1.54143865e+02 -1.43778033e+02  5.36534659e-01  1.54624361e+02
 -1.44300463e+02  1.21923253e-02  1.54115610e+02 -1.43779145e+02
  4.91903951e-01  1.54624809e+02 -1.44290090e+02  1.80807814e-03
  1.54123755e+02 -1.43773550e+02  4.90831763e-01  1.54613297e+02
 -1.44303759e+02 -9.51709699e-03  1.54117522e+02 -1.43801022e+02
  5.07531735e-01  1.54599307e+02 -1.44288908e+02 -6.43763250e-03
  1.54122914e+02 -1.43782778e+02  4.94491813e-01  1.54617800e+02
 -1.44297137e+02 -3.29074947e-02  1.54113308e+02 -1.43806983e+02
  4.69632164e-01  1.54603343e+02]
--- Row 96/300 row=95 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  95
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=95 ---
Niter:  0 row:  95 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.0006529180664074374 0.015248030562361237 0.03273248960170732
[ 1.21398248e-10 -1.03170224e-05 -2.82891380e-01  1.61504559e+04
 -1.44375767e+02  9.58672819e-14  1.54135974e+02]
Niter:  1 row:  95 ngroup:  1 nlines:  248 gd:  235
[ 1.21398248e-10 -1.03170224e-05 -2.82891380e-01  1.61504559e+04
 -1.44375767e+02  9.58672819e-14  1.54135974e+02]
res:  235 -0.000369743887858931 0.014391878307833395 0.025644684446916612
[ 1.21937491e-10 -1.03172659e-05 -2.82899271e-01  1.61504631e+04
 -1.44312379e+02  5.50129796e-12  1.54122476e+02]
Niter:  2 row:  95 ngroup:  1 nlines:  248 gd:  231
[ 1.21937491e-10 -1.03172659e-05 -2.82899271e-01  1.61504631e+04
 -1.44312379e+02  5.50129796e-12  1.54122476e+02]
res:  231 -0.0009828724159888225 0.014490268578811083 0.02427005029269513
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
Niter:  3 row:  95 ngroup:  1 nlines:  248 gd:  231
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
res:  231 -0.0009828718402786762 0.01449026839054568 0.024270050292659377
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
Niter:  4 row:  95 ngroup:  1 nlines:  248 gd:  231
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
res:  231 -0.0009828718402786762 0.01449026839054568 0.024270050292659377
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
Niter:  5 row:  95 ngroup:  1 nlines:  248 gd:  231
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
res:  231 -0.0009828718402786762 0.01449026839054568 0.024270050292659377
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
Niter:  6 row:  95 ngroup:  1 nlines:  248 gd:  231
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
res:  231 -0.0009828718402786762 0.01449026839054568 0.024270050292659377
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
Final values:
res:  -0.0009828718402786762 0.024270050292659377
pars:  [ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
95 [ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02]
elapsed: 2.9 sec.
Niter:  0 row:  95 ngroup:  26 nlines:  6369 gd:  6369
[ 1.21945990e-10 -1.03171246e-05 -2.82901352e-01  1.61504641e+04
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02 -1.44288318e+02  8.61952110e-11
  1.54112079e+02 -1.44288318e+02  8.61952110e-11  1.54112079e+02
 -1.44288318e+02  8.61952110e-11  1.54112079e+02 -1.44288318e+02
  8.61952110e-11  1.54112079e+02]
res:  6369 0.00045438150482368656 0.014738475836566067 0.033467590892548416
[ 1.21946002e-10 -1.03171236e-05 -2.82901323e-01  1.61504625e+04
 -1.44288874e+02  2.39020413e-02  1.54108863e+02 -1.43787296e+02
  5.09175127e-01  1.54601913e+02 -1.44296643e+02  7.47808103e-03
  1.54109055e+02 -1.43828099e+02  5.11977400e-01  1.54588166e+02
 -1.44294867e+02  2.95334886e-02  1.54113058e+02 -1.43800270e+02
  5.08299423e-01  1.54597986e+02 -1.44308218e+02  2.07265818e-02
  1.54108735e+02 -1.43826781e+02  5.07485526e-01  1.54585635e+02
 -1.44291988e+02  9.73962086e-03  1.54098223e+02 -1.43828388e+02
  5.16095169e-01  1.54610055e+02 -1.44280466e+02  3.78472866e-02
  1.54113191e+02 -1.43785208e+02  5.11057667e-01  1.54593615e+02
 -1.44300819e+02  4.98021403e-03  1.54108758e+02 -1.43798984e+02
  4.90049013e-01  1.54603040e+02 -1.44278510e+02  3.09514076e-02
  1.54119312e+02 -1.43807755e+02  5.16392447e-01  1.54601608e+02
 -1.44308600e+02  5.01171527e-03  1.54098197e+02 -1.43804783e+02
  4.95053932e-01  1.54590717e+02 -1.44314778e+02  2.43275665e-02
  1.54117917e+02 -1.43803789e+02  5.07865143e-01  1.54597078e+02
 -1.44292244e+02 -9.46575247e-03  1.54105897e+02 -1.43821630e+02
  4.79811048e-01  1.54592886e+02 -1.44321808e+02  1.80415819e-02
  1.54103438e+02 -1.43797873e+02  5.08546319e-01  1.54592619e+02
 -1.44325911e+02 -2.23059206e-03  1.54102750e+02 -1.43835189e+02
  4.76009592e-01  1.54597143e+02]
Niter:  1 row:  95 ngroup:  26 nlines:  6369 gd:  5924
[ 1.21946002e-10 -1.03171236e-05 -2.82901323e-01  1.61504625e+04
 -1.44288874e+02  2.39020413e-02  1.54108863e+02 -1.43787296e+02
  5.09175127e-01  1.54601913e+02 -1.44296643e+02  7.47808103e-03
  1.54109055e+02 -1.43828099e+02  5.11977400e-01  1.54588166e+02
 -1.44294867e+02  2.95334886e-02  1.54113058e+02 -1.43800270e+02
  5.08299423e-01  1.54597986e+02 -1.44308218e+02  2.07265818e-02
  1.54108735e+02 -1.43826781e+02  5.07485526e-01  1.54585635e+02
 -1.44291988e+02  9.73962086e-03  1.54098223e+02 -1.43828388e+02
  5.16095169e-01  1.54610055e+02 -1.44280466e+02  3.78472866e-02
  1.54113191e+02 -1.43785208e+02  5.11057667e-01  1.54593615e+02
 -1.44300819e+02  4.98021403e-03  1.54108758e+02 -1.43798984e+02
  4.90049013e-01  1.54603040e+02 -1.44278510e+02  3.09514076e-02
  1.54119312e+02 -1.43807755e+02  5.16392447e-01  1.54601608e+02
 -1.44308600e+02  5.01171527e-03  1.54098197e+02 -1.43804783e+02
  4.95053932e-01  1.54590717e+02 -1.44314778e+02  2.43275665e-02
  1.54117917e+02 -1.43803789e+02  5.07865143e-01  1.54597078e+02
 -1.44292244e+02 -9.46575247e-03  1.54105897e+02 -1.43821630e+02
  4.79811048e-01  1.54592886e+02 -1.44321808e+02  1.80415819e-02
  1.54103438e+02 -1.43797873e+02  5.08546319e-01  1.54592619e+02
 -1.44325911e+02 -2.23059206e-03  1.54102750e+02 -1.43835189e+02
  4.76009592e-01  1.54597143e+02]
res:  5924 -0.0005507648274942767 0.014932889980627806 0.024197077841966078
[ 1.21945990e-10 -1.03171225e-05 -2.82901295e-01  1.61504609e+04
 -1.44302227e+02 -7.81061007e-03  1.54102637e+02 -1.43806903e+02
  4.94928238e-01  1.54597605e+02 -1.44305013e+02 -1.48703362e-02
  1.54104399e+02 -1.43852067e+02  4.77765149e-01  1.54583380e+02
 -1.44304419e+02  1.98172254e-04  1.54111150e+02 -1.43819009e+02
  4.89960730e-01  1.54589777e+02 -1.44317134e+02 -1.67340207e-02
  1.54108467e+02 -1.43820310e+02  4.83444198e-01  1.54573143e+02
 -1.44314666e+02 -1.25045773e-02  1.54095159e+02 -1.43821926e+02
  4.98174680e-01  1.54606103e+02 -1.44306563e+02  8.22658969e-03
  1.54107142e+02 -1.43796855e+02  4.78980255e-01  1.54587724e+02
 -1.44307367e+02 -1.86249780e-02  1.54106396e+02 -1.43788005e+02
  4.72301993e-01  1.54596162e+02 -1.44283708e+02  1.81315772e-03
  1.54114163e+02 -1.43809544e+02  5.05046581e-01  1.54591819e+02
 -1.44306475e+02 -2.04065348e-02  1.54091712e+02 -1.43815617e+02
  4.73936007e-01  1.54586283e+02 -1.44321732e+02  1.97387818e-03
  1.54113019e+02 -1.43816674e+02  4.89910211e-01  1.54590180e+02
 -1.44303573e+02 -2.10259882e-02  1.54105798e+02 -1.43815224e+02
  4.65583117e-01  1.54584145e+02 -1.44323246e+02 -1.09704789e-03
  1.54099384e+02 -1.43822408e+02  4.76093169e-01  1.54590801e+02
 -1.44313068e+02 -2.98384106e-02  1.54098328e+02 -1.43833340e+02
  4.67419486e-01  1.54584977e+02]
Niter:  2 row:  95 ngroup:  26 nlines:  6369 gd:  5933
[ 1.21945990e-10 -1.03171225e-05 -2.82901295e-01  1.61504609e+04
 -1.44302227e+02 -7.81061007e-03  1.54102637e+02 -1.43806903e+02
  4.94928238e-01  1.54597605e+02 -1.44305013e+02 -1.48703362e-02
  1.54104399e+02 -1.43852067e+02  4.77765149e-01  1.54583380e+02
 -1.44304419e+02  1.98172254e-04  1.54111150e+02 -1.43819009e+02
  4.89960730e-01  1.54589777e+02 -1.44317134e+02 -1.67340207e-02
  1.54108467e+02 -1.43820310e+02  4.83444198e-01  1.54573143e+02
 -1.44314666e+02 -1.25045773e-02  1.54095159e+02 -1.43821926e+02
  4.98174680e-01  1.54606103e+02 -1.44306563e+02  8.22658969e-03
  1.54107142e+02 -1.43796855e+02  4.78980255e-01  1.54587724e+02
 -1.44307367e+02 -1.86249780e-02  1.54106396e+02 -1.43788005e+02
  4.72301993e-01  1.54596162e+02 -1.44283708e+02  1.81315772e-03
  1.54114163e+02 -1.43809544e+02  5.05046581e-01  1.54591819e+02
 -1.44306475e+02 -2.04065348e-02  1.54091712e+02 -1.43815617e+02
  4.73936007e-01  1.54586283e+02 -1.44321732e+02  1.97387818e-03
  1.54113019e+02 -1.43816674e+02  4.89910211e-01  1.54590180e+02
 -1.44303573e+02 -2.10259882e-02  1.54105798e+02 -1.43815224e+02
  4.65583117e-01  1.54584145e+02 -1.44323246e+02 -1.09704789e-03
  1.54099384e+02 -1.43822408e+02  4.76093169e-01  1.54590801e+02
 -1.44313068e+02 -2.98384106e-02  1.54098328e+02 -1.43833340e+02
  4.67419486e-01  1.54584977e+02]
res:  5933 -0.0005335965906851925 0.014983637654950144 0.024265862273165264
[ 1.21945978e-10 -1.03171215e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718592e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220215e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017858e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448686e-03
  1.54108289e+02 -1.43823652e+02  4.73702680e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426573e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
Niter:  3 row:  95 ngroup:  26 nlines:  6369 gd:  5929
[ 1.21945978e-10 -1.03171215e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718592e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220215e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017858e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448686e-03
  1.54108289e+02 -1.43823652e+02  4.73702680e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426573e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
res:  5929 -0.00048484598301001824 0.014986085061536869 0.024208424627394674
[ 1.21932352e-10 -1.03171215e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718592e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220215e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017858e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448686e-03
  1.54108289e+02 -1.43823652e+02  4.73702680e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426573e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
Niter:  4 row:  95 ngroup:  26 nlines:  6369 gd:  5928
[ 1.21932352e-10 -1.03171215e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718592e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220215e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017858e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448686e-03
  1.54108289e+02 -1.43823652e+02  4.73702680e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426573e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
res:  5928 -0.0004907024231215473 0.014979426472564228 0.024194820677886242
[ 1.21932351e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
Niter:  5 row:  95 ngroup:  26 nlines:  6369 gd:  5928
[ 1.21932351e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
res:  5928 -0.0004920713436149526 0.01497673223275342 0.024194819334276488
[ 1.21932192e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
Niter:  6 row:  95 ngroup:  26 nlines:  6369 gd:  5928
[ 1.21932192e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
res:  5928 -0.0004907378606731072 0.01497938923057518 0.02419482054696309
[ 1.21932351e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
Saving figure to  wave_resid_43670005_fiber95.png
Final values:
res:  -0.0004907378606731072 0.02419482054696309
pars:  [ 1.21932351e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
95 [ 1.21932351e-10 -1.03171205e-05 -2.82901267e-01  1.61504593e+04
 -1.44314119e+02 -1.70881454e-02  1.54099767e+02 -1.43813863e+02
  4.82718586e-01  1.54594682e+02 -1.44311975e+02 -2.39026976e-02
  1.54105619e+02 -1.43859039e+02  4.72075944e-01  1.54578642e+02
 -1.44311385e+02 -9.27175264e-03  1.54106420e+02 -1.43825957e+02
  4.73220212e-01  1.54585048e+02 -1.44324123e+02 -2.24320580e-02
  1.54103735e+02 -1.43821470e+02  4.77760750e-01  1.54566436e+02
 -1.44321620e+02 -2.14615620e-02  1.54090434e+02 -1.43828907e+02
  4.88993625e-01  1.54601370e+02 -1.44313546e+02 -4.52602527e-03
  1.54104421e+02 -1.43803827e+02  4.73294857e-01  1.54582989e+02
 -1.44314356e+02 -2.43391150e-02  1.54101680e+02 -1.43794981e+02
  4.62843296e-01  1.54591430e+02 -1.44290670e+02 -3.88017859e-03
  1.54109437e+02 -1.43816522e+02  4.99340418e-01  1.54587079e+02
 -1.44308576e+02 -3.21331880e-02  1.54088910e+02 -1.43822607e+02
  4.68232853e-01  1.54583501e+02 -1.44328686e+02 -6.82448687e-03
  1.54108289e+02 -1.43823652e+02  4.73702677e-01  1.54585446e+02
 -1.44310546e+02 -2.67311909e-02  1.54102986e+02 -1.43822184e+02
  4.59863061e-01  1.54579414e+02 -1.44330210e+02 -1.01426604e-02
  1.54094660e+02 -1.43829382e+02  4.67221282e-01  1.54586060e+02
 -1.44315500e+02 -4.60162649e-02  1.54093607e+02 -1.43835633e+02
  4.61716989e-01  1.54580251e+02]
--- Row 97/300 row=96 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  96
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=96 ---
Niter:  0 row:  96 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 -0.001274219739570981 0.015878204640102922 0.03444585467457143
[ 1.20883590e-10 -1.03165149e-05 -2.82889698e-01  1.61504673e+04
 -1.44313155e+02  1.44743477e-13  1.54146559e+02]
Niter:  1 row:  96 ngroup:  1 nlines:  235 gd:  222
[ 1.20883590e-10 -1.03165149e-05 -2.82889698e-01  1.61504673e+04
 -1.44313155e+02  1.44743477e-13  1.54146559e+02]
res:  222 -0.0005661474478984019 0.014753388470126083 0.027505310992751355
[ 1.21267070e-10 -1.03170967e-05 -2.82896125e-01  1.61504712e+04
 -1.44267652e+02 -2.85373225e-11  1.54123498e+02]
Niter:  2 row:  96 ngroup:  1 nlines:  235 gd:  218
[ 1.21267070e-10 -1.03170967e-05 -2.82896125e-01  1.61504712e+04
 -1.44267652e+02 -2.85373225e-11  1.54123498e+02]
res:  218 -0.0003617669608502183 0.01432813723840809 0.02622831754936309
[ 1.21449035e-10 -1.03174212e-05 -2.82898993e-01  1.61504723e+04
 -1.44247468e+02 -1.32593839e-10  1.54109299e+02]
Niter:  3 row:  96 ngroup:  1 nlines:  235 gd:  217
[ 1.21449035e-10 -1.03174212e-05 -2.82898993e-01  1.61504723e+04
 -1.44247468e+02 -1.32593839e-10  1.54109299e+02]
res:  217 -0.0004921796917187748 0.014308936599263689 0.025916116212411425
[ 1.21454201e-10 -1.03174212e-05 -2.82898993e-01  1.61504723e+04
 -1.44247468e+02 -1.32593839e-10  1.54109299e+02]
Niter:  4 row:  96 ngroup:  1 nlines:  235 gd:  216
[ 1.21454201e-10 -1.03174212e-05 -2.82898993e-01  1.61504723e+04
 -1.44247468e+02 -1.32593839e-10  1.54109299e+02]
res:  216 0.0005070802071713842 0.01454561324135284 0.025593603917414415
[ 1.21548369e-10 -1.03172622e-05 -2.82901622e-01  1.61504713e+04
 -1.44225072e+02 -1.02123280e-10  1.54094719e+02]
Niter:  5 row:  96 ngroup:  1 nlines:  235 gd:  219
[ 1.21548369e-10 -1.03172622e-05 -2.82901622e-01  1.61504713e+04
 -1.44225072e+02 -1.02123280e-10  1.54094719e+02]
res:  219 0.0001547929769003531 0.0146157555100217 0.026524986092459846
[ 1.21463855e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02]
Niter:  6 row:  96 ngroup:  1 nlines:  235 gd:  218
[ 1.21463855e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02]
res:  218 -0.00046562004717998207 0.014879948266752763 0.02620677726906804
[ 1.21509338e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02]
Final values:
res:  -0.00046562004717998207 0.02620677726906804
pars:  [ 1.21509338e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02]
96 [ 1.21509338e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02]
elapsed: 2.9 sec.
Niter:  0 row:  96 ngroup:  26 nlines:  6176 gd:  6176
[ 1.21509338e-10 -1.03171197e-05 -2.82899792e-01  1.61504723e+04
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02 -1.44230311e+02 -1.09357816e-10
  1.54109091e+02 -1.44230311e+02 -1.09357816e-10  1.54109091e+02
 -1.44230311e+02 -1.09357816e-10  1.54109091e+02 -1.44230311e+02
 -1.09357816e-10  1.54109091e+02]
res:  6176 -1.3313311683305074e-05 0.016161277525498008 0.03568272320162447
[ 1.21509350e-10 -1.03171187e-05 -2.82899764e-01  1.61504706e+04
 -1.44251172e+02  1.03730461e-02  1.54103510e+02 -1.43742452e+02
  4.94127408e-01  1.54596594e+02 -1.44244306e+02 -6.87944462e-03
  1.54092913e+02 -1.43753683e+02  5.06611101e-01  1.54571727e+02
 -1.44251911e+02  7.99737343e-03  1.54109088e+02 -1.43755589e+02
  5.18339683e-01  1.54596911e+02 -1.44256714e+02  1.22406096e-02
  1.54110499e+02 -1.43790221e+02  5.13712275e-01  1.54580000e+02
 -1.44283394e+02  2.21165222e-02  1.54108162e+02 -1.43740703e+02
  5.22672907e-01  1.54591736e+02 -1.44232327e+02  5.94327719e-03
  1.54111791e+02 -1.43730811e+02  5.07653898e-01  1.54591997e+02
 -1.44272753e+02 -1.55446701e-03  1.54083202e+02 -1.43785025e+02
  5.16011677e-01  1.54577467e+02 -1.44244076e+02  1.73584418e-02
  1.54100757e+02 -1.43743757e+02  4.97216431e-01  1.54595789e+02
 -1.44302169e+02  9.41230583e-03  1.54097421e+02 -1.43763261e+02
  5.19892105e-01  1.54584428e+02 -1.44259978e+02  8.09569296e-03
  1.54105927e+02 -1.43765650e+02  5.04255418e-01  1.54581642e+02
 -1.44268400e+02  1.56842343e-02  1.54094614e+02 -1.43774552e+02
  4.82073698e-01  1.54584422e+02 -1.44226544e+02  1.13803243e-02
  1.54101266e+02 -1.43777730e+02  5.04179676e-01  1.54593835e+02
 -1.44261990e+02  1.22039433e-02  1.54092377e+02 -1.43771975e+02
  4.92435213e-01  1.54578214e+02]
Niter:  1 row:  96 ngroup:  26 nlines:  6176 gd:  5776
[ 1.21509350e-10 -1.03171187e-05 -2.82899764e-01  1.61504706e+04
 -1.44251172e+02  1.03730461e-02  1.54103510e+02 -1.43742452e+02
  4.94127408e-01  1.54596594e+02 -1.44244306e+02 -6.87944462e-03
  1.54092913e+02 -1.43753683e+02  5.06611101e-01  1.54571727e+02
 -1.44251911e+02  7.99737343e-03  1.54109088e+02 -1.43755589e+02
  5.18339683e-01  1.54596911e+02 -1.44256714e+02  1.22406096e-02
  1.54110499e+02 -1.43790221e+02  5.13712275e-01  1.54580000e+02
 -1.44283394e+02  2.21165222e-02  1.54108162e+02 -1.43740703e+02
  5.22672907e-01  1.54591736e+02 -1.44232327e+02  5.94327719e-03
  1.54111791e+02 -1.43730811e+02  5.07653898e-01  1.54591997e+02
 -1.44272753e+02 -1.55446701e-03  1.54083202e+02 -1.43785025e+02
  5.16011677e-01  1.54577467e+02 -1.44244076e+02  1.73584418e-02
  1.54100757e+02 -1.43743757e+02  4.97216431e-01  1.54595789e+02
 -1.44302169e+02  9.41230583e-03  1.54097421e+02 -1.43763261e+02
  5.19892105e-01  1.54584428e+02 -1.44259978e+02  8.09569296e-03
  1.54105927e+02 -1.43765650e+02  5.04255418e-01  1.54581642e+02
 -1.44268400e+02  1.56842343e-02  1.54094614e+02 -1.43774552e+02
  4.82073698e-01  1.54584422e+02 -1.44226544e+02  1.13803243e-02
  1.54101266e+02 -1.43777730e+02  5.04179676e-01  1.54593835e+02
 -1.44261990e+02  1.22039433e-02  1.54092377e+02 -1.43771975e+02
  4.92435213e-01  1.54578214e+02]
res:  5776 -7.819912025297526e-05 0.016056202486652182 0.026465237013871646
[ 1.21509362e-10 -1.03171177e-05 -2.82899735e-01  1.61504690e+04
 -1.44257026e+02 -7.74856957e-03  1.54101524e+02 -1.43739871e+02
  4.97233910e-01  1.54589735e+02 -1.44245327e+02 -1.10420287e-02
  1.54087774e+02 -1.43743033e+02  4.85529818e-01  1.54566673e+02
 -1.44257024e+02 -6.66743231e-03  1.54106148e+02 -1.43769506e+02
  4.97213424e-01  1.54590738e+02 -1.44261569e+02 -1.01554777e-02
  1.54106048e+02 -1.43780132e+02  4.90856088e-01  1.54572774e+02
 -1.44277616e+02  1.15812414e-02  1.54102180e+02 -1.43745996e+02
  5.18762865e-01  1.54592453e+02 -1.44237153e+02 -6.40374003e-03
  1.54109694e+02 -1.43733939e+02  4.88531185e-01  1.54577580e+02
 -1.44286834e+02 -2.96715098e-02  1.54086731e+02 -1.43779282e+02
  4.95451691e-01  1.54582608e+02 -1.44252771e+02 -3.32904127e-03
  1.54098672e+02 -1.43744719e+02  4.94890441e-01  1.54592200e+02
 -1.44281856e+02 -1.50544321e-03  1.54090524e+02 -1.43756573e+02
  5.04429806e-01  1.54579044e+02 -1.44261678e+02 -2.31770430e-02
  1.54101560e+02 -1.43749927e+02  4.87079566e-01  1.54582414e+02
 -1.44274816e+02 -2.98265250e-03  1.54092698e+02 -1.43762263e+02
  4.69081155e-01  1.54582533e+02 -1.44219501e+02 -5.73380691e-03
  1.54096901e+02 -1.43759335e+02  4.91990347e-01  1.54587459e+02
 -1.44265358e+02 -1.34030606e-02  1.54094664e+02 -1.43760862e+02
  4.78326754e-01  1.54565024e+02]
Niter:  2 row:  96 ngroup:  26 nlines:  6176 gd:  5771
[ 1.21509362e-10 -1.03171177e-05 -2.82899735e-01  1.61504690e+04
 -1.44257026e+02 -7.74856957e-03  1.54101524e+02 -1.43739871e+02
  4.97233910e-01  1.54589735e+02 -1.44245327e+02 -1.10420287e-02
  1.54087774e+02 -1.43743033e+02  4.85529818e-01  1.54566673e+02
 -1.44257024e+02 -6.66743231e-03  1.54106148e+02 -1.43769506e+02
  4.97213424e-01  1.54590738e+02 -1.44261569e+02 -1.01554777e-02
  1.54106048e+02 -1.43780132e+02  4.90856088e-01  1.54572774e+02
 -1.44277616e+02  1.15812414e-02  1.54102180e+02 -1.43745996e+02
  5.18762865e-01  1.54592453e+02 -1.44237153e+02 -6.40374003e-03
  1.54109694e+02 -1.43733939e+02  4.88531185e-01  1.54577580e+02
 -1.44286834e+02 -2.96715098e-02  1.54086731e+02 -1.43779282e+02
  4.95451691e-01  1.54582608e+02 -1.44252771e+02 -3.32904127e-03
  1.54098672e+02 -1.43744719e+02  4.94890441e-01  1.54592200e+02
 -1.44281856e+02 -1.50544321e-03  1.54090524e+02 -1.43756573e+02
  5.04429806e-01  1.54579044e+02 -1.44261678e+02 -2.31770430e-02
  1.54101560e+02 -1.43749927e+02  4.87079566e-01  1.54582414e+02
 -1.44274816e+02 -2.98265250e-03  1.54092698e+02 -1.43762263e+02
  4.69081155e-01  1.54582533e+02 -1.44219501e+02 -5.73380691e-03
  1.54096901e+02 -1.43759335e+02  4.91990347e-01  1.54587459e+02
 -1.44265358e+02 -1.34030606e-02  1.54094664e+02 -1.43760862e+02
  4.78326754e-01  1.54565024e+02]
res:  5771 -0.00022783940039516892 0.01614079402133939 0.02635404730593809
[ 1.21509374e-10 -1.03171166e-05 -2.82899707e-01  1.61504674e+04
 -1.44263996e+02 -1.73430973e-02  1.54096804e+02 -1.43741369e+02
  4.91567280e-01  1.54585019e+02 -1.44252278e+02 -1.67211502e-02
  1.54080764e+02 -1.43749996e+02  4.71461020e-01  1.54559781e+02
 -1.44263996e+02 -1.60895940e-02  1.54101425e+02 -1.43776483e+02
  4.83412326e-01  1.54586019e+02 -1.44268521e+02 -1.94319764e-02
  1.54101326e+02 -1.43787128e+02  4.85137738e-01  1.54568057e+02
 -1.44269331e+02  5.90808332e-03  1.54097467e+02 -1.43752982e+02
  5.13055947e-01  1.54589806e+02 -1.44244101e+02 -1.53778427e-02
  1.54104967e+02 -1.43740899e+02  4.82844677e-01  1.54572862e+02
 -1.44293793e+02 -3.93367443e-02  1.54082006e+02 -1.43780523e+02
  4.85838295e-01  1.54579987e+02 -1.44259758e+02 -9.00517735e-03
  1.54093955e+02 -1.43751692e+02  4.89185474e-01  1.54587482e+02
 -1.44282547e+02 -7.20324548e-03  1.54085809e+02 -1.43763524e+02
  4.94704141e-01  1.54574319e+02 -1.44268651e+02 -2.88685743e-02
  1.54096837e+02 -1.43756903e+02  4.77372561e-01  1.54579829e+02
 -1.44281763e+02 -8.68193733e-03  1.54087981e+02 -1.43769214e+02
  4.63373114e-01  1.54577818e+02 -1.44226492e+02 -1.90908823e-02
  1.54092185e+02 -1.43766311e+02  4.75381276e-01  1.54582745e+02
 -1.44272320e+02 -2.63304051e-02  1.54092030e+02 -1.43767827e+02
  4.64990470e-01  1.54560296e+02]
Niter:  3 row:  96 ngroup:  26 nlines:  6176 gd:  5774
[ 1.21509374e-10 -1.03171166e-05 -2.82899707e-01  1.61504674e+04
 -1.44263996e+02 -1.73430973e-02  1.54096804e+02 -1.43741369e+02
  4.91567280e-01  1.54585019e+02 -1.44252278e+02 -1.67211502e-02
  1.54080764e+02 -1.43749996e+02  4.71461020e-01  1.54559781e+02
 -1.44263996e+02 -1.60895940e-02  1.54101425e+02 -1.43776483e+02
  4.83412326e-01  1.54586019e+02 -1.44268521e+02 -1.94319764e-02
  1.54101326e+02 -1.43787128e+02  4.85137738e-01  1.54568057e+02
 -1.44269331e+02  5.90808332e-03  1.54097467e+02 -1.43752982e+02
  5.13055947e-01  1.54589806e+02 -1.44244101e+02 -1.53778427e-02
  1.54104967e+02 -1.43740899e+02  4.82844677e-01  1.54572862e+02
 -1.44293793e+02 -3.93367443e-02  1.54082006e+02 -1.43780523e+02
  4.85838295e-01  1.54579987e+02 -1.44259758e+02 -9.00517735e-03
  1.54093955e+02 -1.43751692e+02  4.89185474e-01  1.54587482e+02
 -1.44282547e+02 -7.20324548e-03  1.54085809e+02 -1.43763524e+02
  4.94704141e-01  1.54574319e+02 -1.44268651e+02 -2.88685743e-02
  1.54096837e+02 -1.43756903e+02  4.77372561e-01  1.54579829e+02
 -1.44281763e+02 -8.68193733e-03  1.54087981e+02 -1.43769214e+02
  4.63373114e-01  1.54577818e+02 -1.44226492e+02 -1.90908823e-02
  1.54092185e+02 -1.43766311e+02  4.75381276e-01  1.54582745e+02
 -1.44272320e+02 -2.63304051e-02  1.54092030e+02 -1.43767827e+02
  4.64990470e-01  1.54560296e+02]
res:  5774 -0.0005105422096676193 0.016093924618871824 0.026386262539413133
[ 1.21560390e-10 -1.03171166e-05 -2.82899707e-01  1.61504674e+04
 -1.44263996e+02 -1.73430973e-02  1.54096804e+02 -1.43741369e+02
  4.91567280e-01  1.54585019e+02 -1.44252278e+02 -1.67211502e-02
  1.54080764e+02 -1.43749996e+02  4.71461020e-01  1.54559781e+02
 -1.44263996e+02 -1.60895940e-02  1.54101425e+02 -1.43776483e+02
  4.83412326e-01  1.54586019e+02 -1.44268521e+02 -1.94319764e-02
  1.54101326e+02 -1.43787128e+02  4.85137738e-01  1.54568057e+02
 -1.44269331e+02  5.90808332e-03  1.54097467e+02 -1.43752982e+02
  5.13055947e-01  1.54589806e+02 -1.44244101e+02 -1.53778427e-02
  1.54104967e+02 -1.43740899e+02  4.82844677e-01  1.54572862e+02
 -1.44293793e+02 -3.93367443e-02  1.54082006e+02 -1.43780523e+02
  4.85838295e-01  1.54579987e+02 -1.44259758e+02 -9.00517735e-03
  1.54093955e+02 -1.43751692e+02  4.89185474e-01  1.54587482e+02
 -1.44282547e+02 -7.20324548e-03  1.54085809e+02 -1.43763524e+02
  4.94704141e-01  1.54574319e+02 -1.44268651e+02 -2.88685743e-02
  1.54096837e+02 -1.43756903e+02  4.77372561e-01  1.54579829e+02
 -1.44281763e+02 -8.68193733e-03  1.54087981e+02 -1.43769214e+02
  4.63373114e-01  1.54577818e+02 -1.44226492e+02 -1.90908823e-02
  1.54092185e+02 -1.43766311e+02  4.75381276e-01  1.54582745e+02
 -1.44272320e+02 -2.63304051e-02  1.54092030e+02 -1.43767827e+02
  4.64990470e-01  1.54560296e+02]
Niter:  4 row:  96 ngroup:  26 nlines:  6176 gd:  5776
[ 1.21560390e-10 -1.03171166e-05 -2.82899707e-01  1.61504674e+04
 -1.44263996e+02 -1.73430973e-02  1.54096804e+02 -1.43741369e+02
  4.91567280e-01  1.54585019e+02 -1.44252278e+02 -1.67211502e-02
  1.54080764e+02 -1.43749996e+02  4.71461020e-01  1.54559781e+02
 -1.44263996e+02 -1.60895940e-02  1.54101425e+02 -1.43776483e+02
  4.83412326e-01  1.54586019e+02 -1.44268521e+02 -1.94319764e-02
  1.54101326e+02 -1.43787128e+02  4.85137738e-01  1.54568057e+02
 -1.44269331e+02  5.90808332e-03  1.54097467e+02 -1.43752982e+02
  5.13055947e-01  1.54589806e+02 -1.44244101e+02 -1.53778427e-02
  1.54104967e+02 -1.43740899e+02  4.82844677e-01  1.54572862e+02
 -1.44293793e+02 -3.93367443e-02  1.54082006e+02 -1.43780523e+02
  4.85838295e-01  1.54579987e+02 -1.44259758e+02 -9.00517735e-03
  1.54093955e+02 -1.43751692e+02  4.89185474e-01  1.54587482e+02
 -1.44282547e+02 -7.20324548e-03  1.54085809e+02 -1.43763524e+02
  4.94704141e-01  1.54574319e+02 -1.44268651e+02 -2.88685743e-02
  1.54096837e+02 -1.43756903e+02  4.77372561e-01  1.54579829e+02
 -1.44281763e+02 -8.68193733e-03  1.54087981e+02 -1.43769214e+02
  4.63373114e-01  1.54577818e+02 -1.44226492e+02 -1.90908823e-02
  1.54092185e+02 -1.43766311e+02  4.75381276e-01  1.54582745e+02
 -1.44272320e+02 -2.63304051e-02  1.54092030e+02 -1.43767827e+02
  4.64990470e-01  1.54560296e+02]
res:  5776 -0.00037263579906721134 0.016093296120743616 0.02640398855883147
[ 1.21560402e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
Niter:  5 row:  96 ngroup:  26 nlines:  6176 gd:  5778
[ 1.21560402e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
res:  5778 -0.000576826028918731 0.016046882128648576 0.026428200657031466
[ 1.21595182e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
Niter:  6 row:  96 ngroup:  26 nlines:  6176 gd:  5779
[ 1.21595182e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
res:  5779 -0.0006325750200630864 0.01607615154262021 0.026442112230204554
[ 1.21601829e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
Saving figure to  wave_resid_43670005_fiber96.png
Final values:
res:  -0.0006325750200630864 0.026442112230204554
pars:  [ 1.21601829e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
  4.85910969e-01  1.54582416e+02 -1.44261354e+02 -2.23965927e-02
  1.54075923e+02 -1.43753871e+02  4.57949258e-01  1.54555019e+02
 -1.44273193e+02 -2.17860623e-02  1.54098775e+02 -1.43785681e+02
  4.73678470e-01  1.54583395e+02 -1.44277627e+02 -2.51208823e-02
  1.54098696e+02 -1.43796418e+02  4.79426647e-01  1.54565453e+02
 -1.44278400e+02  2.39530013e-04  1.54094896e+02 -1.43762226e+02
  5.07355409e-01  1.54587210e+02 -1.44253160e+02 -2.10800859e-02
  1.54102291e+02 -1.43750023e+02  4.77165366e-01  1.54570251e+02
 -1.44302908e+02 -4.50162711e-02  1.54079346e+02 -1.43789747e+02
  4.80139268e-01  1.54577354e+02 -1.44268994e+02 -1.46736112e-02
  1.54091351e+02 -1.43760887e+02  4.83488042e-01  1.54584869e+02
 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
 -1.44290819e+02 -1.43763138e-02  1.54083203e+02 -1.43778284e+02
  4.57660276e-01  1.54575219e+02 -1.44235772e+02 -2.47967683e-02
  1.54089596e+02 -1.43775509e+02  4.65850453e-01  1.54580155e+02
 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
96 [ 1.21601829e-10 -1.03171156e-05 -2.82899679e-01  1.61504658e+04
 -1.44273166e+02 -2.30233245e-02  1.54094185e+02 -1.43750676e+02
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 -1.44291738e+02 -1.29038184e-02  1.54083210e+02 -1.43772616e+02
  4.89010461e-01  1.54571642e+02 -1.44277845e+02 -3.45639947e-02
  1.54094207e+02 -1.43766102e+02  4.71704208e-01  1.54577164e+02
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 -1.44281452e+02 -3.20333160e-02  1.54089392e+02 -1.43776959e+02
  4.55338808e-01  1.54557613e+02]
--- Row 98/300 row=97 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  97
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=97 ---
Niter:  0 row:  97 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0015204191295197234 0.01604402878729161 0.03248984485148657
[ 1.21348426e-10 -1.03168145e-05 -2.82898560e-01  1.61504813e+04
 -1.44310907e+02  4.78008106e-14  1.54106740e+02]
Niter:  1 row:  97 ngroup:  1 nlines:  251 gd:  238
[ 1.21348426e-10 -1.03168145e-05 -2.82898560e-01  1.61504813e+04
 -1.44310907e+02  4.78008106e-14  1.54106740e+02]
res:  238 0.0015070165991346585 0.015639142846339382 0.025525211716149795
[ 1.21457648e-10 -1.03166423e-05 -2.82900323e-01  1.61504797e+04
 -1.44300394e+02 -2.12363318e-11  1.54088596e+02]
Niter:  2 row:  97 ngroup:  1 nlines:  251 gd:  235
[ 1.21457648e-10 -1.03166423e-05 -2.82900323e-01  1.61504797e+04
 -1.44300394e+02 -2.12363318e-11  1.54088596e+02]
res:  235 0.0017115169302996946 0.015825230604605167 0.024386996666151087
[ 1.21493861e-10 -1.03162782e-05 -2.82901292e-01  1.61504806e+04
 -1.44277439e+02 -7.44960375e-11  1.54093997e+02]
Niter:  3 row:  97 ngroup:  1 nlines:  251 gd:  237
[ 1.21493861e-10 -1.03162782e-05 -2.82901292e-01  1.61504806e+04
 -1.44277439e+02 -7.44960375e-11  1.54093997e+02]
res:  237 0.0013771791564067826 0.01566508149699075 0.025103787555348353
[ 1.21410327e-10 -1.03163705e-05 -2.82900735e-01  1.61504796e+04
 -1.44284250e+02 -3.17455282e-11  1.54088040e+02]
Niter:  4 row:  97 ngroup:  1 nlines:  251 gd:  236
[ 1.21410327e-10 -1.03163705e-05 -2.82900735e-01  1.61504796e+04
 -1.44284250e+02 -3.17455282e-11  1.54088040e+02]
res:  236 0.0013314380994415842 0.015858067441513413 0.024758502950172494
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
Niter:  5 row:  97 ngroup:  1 nlines:  251 gd:  236
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
res:  236 0.0013314380994415842 0.015858067441513413 0.024758502950172494
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
Niter:  6 row:  97 ngroup:  1 nlines:  251 gd:  236
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
res:  236 0.0013314380994415842 0.015858067441513413 0.024758502950172494
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
Final values:
res:  0.0013314380994415842 0.024758502950172494
pars:  [ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
97 [ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02]
elapsed: 2.9 sec.
Niter:  0 row:  97 ngroup:  26 nlines:  6414 gd:  6414
[ 1.21454122e-10 -1.03164152e-05 -2.82901301e-01  1.61504806e+04
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02 -1.44278004e+02 -7.82657917e-11
  1.54088223e+02 -1.44278004e+02 -7.82657917e-11  1.54088223e+02
 -1.44278004e+02 -7.82657917e-11  1.54088223e+02 -1.44278004e+02
 -7.82657917e-11  1.54088223e+02]
res:  6414 0.0002689078419280122 0.01426771791830106 0.03351796482880096
[ 1.21454134e-10 -1.03164142e-05 -2.82901273e-01  1.61504790e+04
 -1.44293923e+02 -7.44845973e-03  1.54092433e+02 -1.43797632e+02
  4.85483796e-01  1.54590676e+02 -1.44338695e+02 -4.62877748e-02
  1.54078095e+02 -1.43837815e+02  4.68139186e-01  1.54571452e+02
 -1.44304769e+02 -9.18235475e-03  1.54093363e+02 -1.43830505e+02
  4.59549771e-01  1.54577236e+02 -1.44340471e+02 -1.47581871e-02
  1.54078928e+02 -1.43848063e+02  4.71877627e-01  1.54576928e+02
 -1.44301500e+02 -5.46148742e-03  1.54080836e+02 -1.43815357e+02
  4.67979157e-01  1.54578497e+02 -1.44319853e+02  4.08799922e-03
  1.54094627e+02 -1.43814042e+02  4.85240934e-01  1.54568795e+02
 -1.44336297e+02 -1.93801522e-02  1.54079677e+02 -1.43834521e+02
  4.67544294e-01  1.54576729e+02 -1.44318017e+02 -1.81203323e-02
  1.54097576e+02 -1.43823708e+02  5.05030202e-01  1.54587672e+02
 -1.44350157e+02 -2.08888359e-02  1.54076035e+02 -1.43824708e+02
  4.90655853e-01  1.54576825e+02 -1.44332215e+02 -7.77644661e-03
  1.54076584e+02 -1.43819188e+02  4.69474129e-01  1.54583430e+02
 -1.44361077e+02 -2.68500905e-02  1.54077854e+02 -1.43838968e+02
  4.62598913e-01  1.54564373e+02 -1.44324165e+02 -2.18156094e-02
  1.54090424e+02 -1.43823152e+02  4.82485660e-01  1.54572387e+02
 -1.44348350e+02 -3.20385543e-02  1.54079441e+02 -1.43836353e+02
  4.46268666e-01  1.54560313e+02]
Niter:  1 row:  97 ngroup:  26 nlines:  6414 gd:  5926
[ 1.21454134e-10 -1.03164142e-05 -2.82901273e-01  1.61504790e+04
 -1.44293923e+02 -7.44845973e-03  1.54092433e+02 -1.43797632e+02
  4.85483796e-01  1.54590676e+02 -1.44338695e+02 -4.62877748e-02
  1.54078095e+02 -1.43837815e+02  4.68139186e-01  1.54571452e+02
 -1.44304769e+02 -9.18235475e-03  1.54093363e+02 -1.43830505e+02
  4.59549771e-01  1.54577236e+02 -1.44340471e+02 -1.47581871e-02
  1.54078928e+02 -1.43848063e+02  4.71877627e-01  1.54576928e+02
 -1.44301500e+02 -5.46148742e-03  1.54080836e+02 -1.43815357e+02
  4.67979157e-01  1.54578497e+02 -1.44319853e+02  4.08799922e-03
  1.54094627e+02 -1.43814042e+02  4.85240934e-01  1.54568795e+02
 -1.44336297e+02 -1.93801522e-02  1.54079677e+02 -1.43834521e+02
  4.67544294e-01  1.54576729e+02 -1.44318017e+02 -1.81203323e-02
  1.54097576e+02 -1.43823708e+02  5.05030202e-01  1.54587672e+02
 -1.44350157e+02 -2.08888359e-02  1.54076035e+02 -1.43824708e+02
  4.90655853e-01  1.54576825e+02 -1.44332215e+02 -7.77644661e-03
  1.54076584e+02 -1.43819188e+02  4.69474129e-01  1.54583430e+02
 -1.44361077e+02 -2.68500905e-02  1.54077854e+02 -1.43838968e+02
  4.62598913e-01  1.54564373e+02 -1.44324165e+02 -2.18156094e-02
  1.54090424e+02 -1.43823152e+02  4.82485660e-01  1.54572387e+02
 -1.44348350e+02 -3.20385543e-02  1.54079441e+02 -1.43836353e+02
  4.46268666e-01  1.54560313e+02]
res:  5926 -0.00041562017850083066 0.014302275855698099 0.02370493982399857
[ 1.21454146e-10 -1.03164132e-05 -2.82901245e-01  1.61504774e+04
 -1.44296314e+02 -1.13852912e-02  1.54082810e+02 -1.43809481e+02
  4.60178549e-01  1.54579877e+02 -1.44339992e+02 -6.12316167e-02
  1.54078894e+02 -1.43834028e+02  4.60233102e-01  1.54567128e+02
 -1.44301272e+02 -3.03800162e-02  1.54090586e+02 -1.43830345e+02
  4.42610672e-01  1.54570501e+02 -1.44333438e+02 -3.40810211e-02
  1.54074565e+02 -1.43858863e+02  4.44882055e-01  1.54567026e+02
 -1.44314264e+02 -1.13589333e-02  1.54076281e+02 -1.43820747e+02
  4.56436972e-01  1.54572773e+02 -1.44325995e+02 -1.72296630e-02
  1.54088008e+02 -1.43820238e+02  4.62340828e-01  1.54571902e+02
 -1.44337325e+02 -4.64635747e-02  1.54072092e+02 -1.43842743e+02
  4.41229493e-01  1.54569628e+02 -1.44330461e+02 -4.28035776e-02
  1.54094193e+02 -1.43827636e+02  4.91125211e-01  1.54586393e+02
 -1.44356615e+02 -3.41919481e-02  1.54067334e+02 -1.43822159e+02
  4.61609501e-01  1.54574743e+02 -1.44324850e+02 -2.90490820e-02
  1.54074360e+02 -1.43819139e+02  4.52204327e-01  1.54574321e+02
 -1.44361321e+02 -5.98112928e-02  1.54072363e+02 -1.43836135e+02
  4.40931289e-01  1.54562461e+02 -1.44326477e+02 -4.36470497e-02
  1.54084933e+02 -1.43831807e+02  4.45784626e-01  1.54568359e+02
 -1.44347746e+02 -5.45195323e-02  1.54078304e+02 -1.43845545e+02
  4.15484090e-01  1.54557709e+02]
Niter:  2 row:  97 ngroup:  26 nlines:  6414 gd:  5936
[ 1.21454146e-10 -1.03164132e-05 -2.82901245e-01  1.61504774e+04
 -1.44296314e+02 -1.13852912e-02  1.54082810e+02 -1.43809481e+02
  4.60178549e-01  1.54579877e+02 -1.44339992e+02 -6.12316167e-02
  1.54078894e+02 -1.43834028e+02  4.60233102e-01  1.54567128e+02
 -1.44301272e+02 -3.03800162e-02  1.54090586e+02 -1.43830345e+02
  4.42610672e-01  1.54570501e+02 -1.44333438e+02 -3.40810211e-02
  1.54074565e+02 -1.43858863e+02  4.44882055e-01  1.54567026e+02
 -1.44314264e+02 -1.13589333e-02  1.54076281e+02 -1.43820747e+02
  4.56436972e-01  1.54572773e+02 -1.44325995e+02 -1.72296630e-02
  1.54088008e+02 -1.43820238e+02  4.62340828e-01  1.54571902e+02
 -1.44337325e+02 -4.64635747e-02  1.54072092e+02 -1.43842743e+02
  4.41229493e-01  1.54569628e+02 -1.44330461e+02 -4.28035776e-02
  1.54094193e+02 -1.43827636e+02  4.91125211e-01  1.54586393e+02
 -1.44356615e+02 -3.41919481e-02  1.54067334e+02 -1.43822159e+02
  4.61609501e-01  1.54574743e+02 -1.44324850e+02 -2.90490820e-02
  1.54074360e+02 -1.43819139e+02  4.52204327e-01  1.54574321e+02
 -1.44361321e+02 -5.98112928e-02  1.54072363e+02 -1.43836135e+02
  4.40931289e-01  1.54562461e+02 -1.44326477e+02 -4.36470497e-02
  1.54084933e+02 -1.43831807e+02  4.45784626e-01  1.54568359e+02
 -1.44347746e+02 -5.45195323e-02  1.54078304e+02 -1.43845545e+02
  4.15484090e-01  1.54557709e+02]
res:  5936 -0.00045463944024959346 0.014354714561704895 0.023776061960115478
[ 1.21454158e-10 -1.03164121e-05 -2.82901216e-01  1.61504758e+04
 -1.44298968e+02 -1.70815494e-02  1.54078093e+02 -1.43816473e+02
  4.47398279e-01  1.54573210e+02 -1.44337344e+02 -7.00817425e-02
  1.54074161e+02 -1.43836509e+02  4.50739969e-01  1.54564195e+02
 -1.44308243e+02 -3.60938631e-02  1.54085855e+02 -1.43837353e+02
  4.33159395e-01  1.54565776e+02 -1.44340408e+02 -4.28609994e-02
  1.54071677e+02 -1.43865844e+02  4.29663804e-01  1.54560270e+02
 -1.44321255e+02 -1.70367314e-02  1.54071557e+02 -1.43823363e+02
  4.50738826e-01  1.54568044e+02 -1.44332947e+02 -2.62483279e-02
  1.54083276e+02 -1.43827205e+02  4.49555763e-01  1.54567167e+02
 -1.44344281e+02 -5.50829784e-02  1.54067370e+02 -1.43849729e+02
  4.32516144e-01  1.54564895e+02 -1.44337426e+02 -5.43397538e-02
  1.54091399e+02 -1.43834609e+02  4.81836893e-01  1.54581665e+02
 -1.44363582e+02 -4.30389872e-02  1.54062609e+02 -1.43823861e+02
  4.49031017e-01  1.54570003e+02 -1.44327184e+02 -3.76605968e-02
  1.54069631e+02 -1.43826123e+02  4.46511433e-01  1.54569601e+02
 -1.44368272e+02 -6.87801580e-02  1.54067644e+02 -1.43833130e+02
  4.28460808e-01  1.54559528e+02 -1.44333448e+02 -4.93481740e-02
  1.54080203e+02 -1.43838756e+02  4.33541653e-01  1.54565428e+02
 -1.44354714e+02 -6.64995005e-02  1.54073569e+02 -1.43852503e+02
  4.02994025e-01  1.54552976e+02]
Niter:  3 row:  97 ngroup:  26 nlines:  6414 gd:  5944
[ 1.21454158e-10 -1.03164121e-05 -2.82901216e-01  1.61504758e+04
 -1.44298968e+02 -1.70815494e-02  1.54078093e+02 -1.43816473e+02
  4.47398279e-01  1.54573210e+02 -1.44337344e+02 -7.00817425e-02
  1.54074161e+02 -1.43836509e+02  4.50739969e-01  1.54564195e+02
 -1.44308243e+02 -3.60938631e-02  1.54085855e+02 -1.43837353e+02
  4.33159395e-01  1.54565776e+02 -1.44340408e+02 -4.28609994e-02
  1.54071677e+02 -1.43865844e+02  4.29663804e-01  1.54560270e+02
 -1.44321255e+02 -1.70367314e-02  1.54071557e+02 -1.43823363e+02
  4.50738826e-01  1.54568044e+02 -1.44332947e+02 -2.62483279e-02
  1.54083276e+02 -1.43827205e+02  4.49555763e-01  1.54567167e+02
 -1.44344281e+02 -5.50829784e-02  1.54067370e+02 -1.43849729e+02
  4.32516144e-01  1.54564895e+02 -1.44337426e+02 -5.43397538e-02
  1.54091399e+02 -1.43834609e+02  4.81836893e-01  1.54581665e+02
 -1.44363582e+02 -4.30389872e-02  1.54062609e+02 -1.43823861e+02
  4.49031017e-01  1.54570003e+02 -1.44327184e+02 -3.76605968e-02
  1.54069631e+02 -1.43826123e+02  4.46511433e-01  1.54569601e+02
 -1.44368272e+02 -6.87801580e-02  1.54067644e+02 -1.43833130e+02
  4.28460808e-01  1.54559528e+02 -1.44333448e+02 -4.93481740e-02
  1.54080203e+02 -1.43838756e+02  4.33541653e-01  1.54565428e+02
 -1.44354714e+02 -6.64995005e-02  1.54073569e+02 -1.43852503e+02
  4.02994025e-01  1.54552976e+02]
res:  5944 -0.0006863303233330953 0.014397688830285915 0.023858480427750958
[ 1.21517412e-10 -1.03164121e-05 -2.82901216e-01  1.61504758e+04
 -1.44298968e+02 -1.70815494e-02  1.54078093e+02 -1.43816473e+02
  4.47398279e-01  1.54573210e+02 -1.44337344e+02 -7.00817425e-02
  1.54074161e+02 -1.43836509e+02  4.50739969e-01  1.54564195e+02
 -1.44308243e+02 -3.60938631e-02  1.54085855e+02 -1.43837353e+02
  4.33159395e-01  1.54565776e+02 -1.44340408e+02 -4.28609994e-02
  1.54071677e+02 -1.43865844e+02  4.29663804e-01  1.54560270e+02
 -1.44321255e+02 -1.70367314e-02  1.54071557e+02 -1.43823363e+02
  4.50738826e-01  1.54568044e+02 -1.44332947e+02 -2.62483279e-02
  1.54083276e+02 -1.43827205e+02  4.49555763e-01  1.54567167e+02
 -1.44344281e+02 -5.50829784e-02  1.54067370e+02 -1.43849729e+02
  4.32516144e-01  1.54564895e+02 -1.44337426e+02 -5.43397538e-02
  1.54091399e+02 -1.43834609e+02  4.81836893e-01  1.54581665e+02
 -1.44363582e+02 -4.30389872e-02  1.54062609e+02 -1.43823861e+02
  4.49031017e-01  1.54570003e+02 -1.44327184e+02 -3.76605968e-02
  1.54069631e+02 -1.43826123e+02  4.46511433e-01  1.54569601e+02
 -1.44368272e+02 -6.87801580e-02  1.54067644e+02 -1.43833130e+02
  4.28460808e-01  1.54559528e+02 -1.44333448e+02 -4.93481740e-02
  1.54080203e+02 -1.43838756e+02  4.33541653e-01  1.54565428e+02
 -1.44354714e+02 -6.64995005e-02  1.54073569e+02 -1.43852503e+02
  4.02994025e-01  1.54552976e+02]
Niter:  4 row:  97 ngroup:  26 nlines:  6414 gd:  5945
[ 1.21517412e-10 -1.03164121e-05 -2.82901216e-01  1.61504758e+04
 -1.44298968e+02 -1.70815494e-02  1.54078093e+02 -1.43816473e+02
  4.47398279e-01  1.54573210e+02 -1.44337344e+02 -7.00817425e-02
  1.54074161e+02 -1.43836509e+02  4.50739969e-01  1.54564195e+02
 -1.44308243e+02 -3.60938631e-02  1.54085855e+02 -1.43837353e+02
  4.33159395e-01  1.54565776e+02 -1.44340408e+02 -4.28609994e-02
  1.54071677e+02 -1.43865844e+02  4.29663804e-01  1.54560270e+02
 -1.44321255e+02 -1.70367314e-02  1.54071557e+02 -1.43823363e+02
  4.50738826e-01  1.54568044e+02 -1.44332947e+02 -2.62483279e-02
  1.54083276e+02 -1.43827205e+02  4.49555763e-01  1.54567167e+02
 -1.44344281e+02 -5.50829784e-02  1.54067370e+02 -1.43849729e+02
  4.32516144e-01  1.54564895e+02 -1.44337426e+02 -5.43397538e-02
  1.54091399e+02 -1.43834609e+02  4.81836893e-01  1.54581665e+02
 -1.44363582e+02 -4.30389872e-02  1.54062609e+02 -1.43823861e+02
  4.49031017e-01  1.54570003e+02 -1.44327184e+02 -3.76605968e-02
  1.54069631e+02 -1.43826123e+02  4.46511433e-01  1.54569601e+02
 -1.44368272e+02 -6.87801580e-02  1.54067644e+02 -1.43833130e+02
  4.28460808e-01  1.54559528e+02 -1.44333448e+02 -4.93481740e-02
  1.54080203e+02 -1.43838756e+02  4.33541653e-01  1.54565428e+02
 -1.44354714e+02 -6.64995005e-02  1.54073569e+02 -1.43852503e+02
  4.02994025e-01  1.54552976e+02]
res:  5945 -0.000528214296537044 0.01440617696971458 0.02385745835545534
[ 1.21517424e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
Niter:  5 row:  97 ngroup:  26 nlines:  6414 gd:  5946
[ 1.21517424e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
res:  5946 -0.0007404552570733358 0.014328709061373957 0.02386325474260465
[ 1.21559669e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
Niter:  6 row:  97 ngroup:  26 nlines:  6414 gd:  5945
[ 1.21559669e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
res:  5945 -0.0007260208076331764 0.014339956766889372 0.0238506649155657
[ 1.21562911e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
Saving figure to  wave_resid_43670005_fiber97.png
Final values:
res:  -0.0007260208076331764 0.0238506649155657
pars:  [ 1.21562911e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
97 [ 1.21562911e-10 -1.03164111e-05 -2.82901188e-01  1.61504742e+04
 -1.44308747e+02 -2.27717964e-02  1.54075991e+02 -1.43826306e+02
  4.38162321e-01  1.54570907e+02 -1.44347030e+02 -7.57681425e-02
  1.54071915e+02 -1.43846276e+02  4.45039460e-01  1.54561890e+02
 -1.44317948e+02 -4.17947419e-02  1.54083629e+02 -1.43847252e+02
  4.27459325e-01  1.54565321e+02 -1.44350108e+02 -4.85480255e-02
  1.54069540e+02 -1.43875629e+02  4.23977122e-01  1.54558063e+02
 -1.44331100e+02 -2.27120360e-02  1.54069386e+02 -1.43833003e+02
  4.45041259e-01  1.54565838e+02 -1.44342557e+02 -3.50394302e-02
  1.54081038e+02 -1.43836874e+02  4.43860738e-01  1.54564895e+02
 -1.44353911e+02 -6.07728941e-02  1.54063350e+02 -1.43854674e+02
  4.23507808e-01  1.54562638e+02 -1.44347071e+02 -6.00410209e-02
  1.54087327e+02 -1.43844332e+02  4.76144573e-01  1.54579431e+02
 -1.44368734e+02 -4.87438130e-02  1.54060452e+02 -1.43833600e+02
  4.36082890e-01  1.54567701e+02 -1.44336902e+02 -4.63907218e-02
  1.54067428e+02 -1.43835907e+02  4.40820700e-01  1.54567458e+02
 -1.44377860e+02 -7.44704591e-02  1.54065534e+02 -1.43842835e+02
  4.22766422e-01  1.54557312e+02 -1.44343162e+02 -5.50365624e-02
  1.54076056e+02 -1.43848331e+02  4.24461593e-01  1.54563111e+02
 -1.44364409e+02 -7.21889733e-02  1.54071312e+02 -1.43862134e+02
  3.97291288e-01  1.54550720e+02]
--- Row 99/300 row=98 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  98
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=98 ---
Niter:  0 row:  98 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 -0.00043605754763120785 0.016259561760307406 0.03210753647684686
[ 1.20949449e-10 -1.03167507e-05 -2.82892697e-01  1.61505176e+04
 -1.44352556e+02  7.74940761e-14  1.54154201e+02]
Niter:  1 row:  98 ngroup:  1 nlines:  241 gd:  228
[ 1.20949449e-10 -1.03167507e-05 -2.82892697e-01  1.61505176e+04
 -1.44352556e+02  7.74940761e-14  1.54154201e+02]
res:  228 -0.0004066684068675386 0.015656305477023125 0.02543511543216956
[ 1.21209373e-10 -1.03168516e-05 -2.82897290e-01  1.61505196e+04
 -1.44313918e+02  1.65844764e-11  1.54137765e+02]
Niter:  2 row:  98 ngroup:  1 nlines:  241 gd:  225
[ 1.21209373e-10 -1.03168516e-05 -2.82897290e-01  1.61505196e+04
 -1.44313918e+02  1.65844764e-11  1.54137765e+02]
res:  225 -0.0004188749535387615 0.015539992125923163 0.024179449207084792
[ 1.21249301e-10 -1.03166730e-05 -2.82898820e-01  1.61505216e+04
 -1.44285223e+02  3.38325350e-11  1.54137962e+02]
Niter:  3 row:  98 ngroup:  1 nlines:  241 gd:  226
[ 1.21249301e-10 -1.03166730e-05 -2.82898820e-01  1.61505216e+04
 -1.44285223e+02  3.38325350e-11  1.54137962e+02]
res:  226 -0.0007355196648859419 0.015211824931611773 0.024522555255836596
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
Niter:  4 row:  98 ngroup:  1 nlines:  241 gd:  226
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
res:  226 -0.0007355196648859419 0.015211824931611773 0.024522555255836596
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
Niter:  5 row:  98 ngroup:  1 nlines:  241 gd:  226
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
res:  226 -0.0007355196648859419 0.015211824931611773 0.024522555255836596
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
Niter:  6 row:  98 ngroup:  1 nlines:  241 gd:  226
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
res:  226 -0.0007355196648859419 0.015211824931611773 0.024522555255836596
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
Final values:
res:  -0.0007355196648859419 0.024522555255836596
pars:  [ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
98 [ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02]
elapsed: 2.9 sec.
Niter:  0 row:  98 ngroup:  26 nlines:  6329 gd:  6329
[ 1.21338526e-10 -1.03167270e-05 -2.82900084e-01  1.61505226e+04
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02 -1.44275376e+02  4.36068228e-11
  1.54134912e+02 -1.44275376e+02  4.36068228e-11  1.54134912e+02
 -1.44275376e+02  4.36068228e-11  1.54134912e+02 -1.44275376e+02
  4.36068228e-11  1.54134912e+02]
res:  6329 -0.00022972145416133571 0.0140478827051993 0.03194188260324611
[ 1.21338538e-10 -1.03167260e-05 -2.82900055e-01  1.61505210e+04
 -1.44292266e+02  1.20353272e-02  1.54130397e+02 -1.43750216e+02
  5.13313097e-01  1.54626472e+02 -1.44294015e+02 -1.50865729e-02
  1.54123501e+02 -1.43795266e+02  4.93081380e-01  1.54608174e+02
 -1.44289785e+02 -3.42855341e-03  1.54134719e+02 -1.43759674e+02
  5.15722447e-01  1.54620309e+02 -1.44306050e+02 -4.95941840e-03
  1.54132859e+02 -1.43809882e+02  4.99040812e-01  1.54610542e+02
 -1.44272200e+02  1.02829959e-03  1.54132239e+02 -1.43786647e+02
  5.11116536e-01  1.54625170e+02 -1.44268470e+02 -6.71325400e-03
  1.54139379e+02 -1.43805234e+02  4.91926329e-01  1.54619740e+02
 -1.44294736e+02 -3.08733344e-03  1.54116189e+02 -1.43811864e+02
  4.95968038e-01  1.54613611e+02 -1.44254792e+02  6.41787930e-03
  1.54140903e+02 -1.43785505e+02  4.97579294e-01  1.54627306e+02
 -1.44280854e+02 -8.36371678e-03  1.54126787e+02 -1.43773797e+02
  4.92514356e-01  1.54617604e+02 -1.44299412e+02  1.89707812e-02
  1.54128247e+02 -1.43787022e+02  5.12218184e-01  1.54625866e+02
 -1.44292517e+02 -1.10098600e-02  1.54121100e+02 -1.43802107e+02
  5.03204069e-01  1.54611852e+02 -1.44301707e+02  3.79452007e-03
  1.54116752e+02 -1.43807341e+02  5.01569432e-01  1.54611371e+02
 -1.44306818e+02 -9.21991463e-03  1.54121327e+02 -1.43817439e+02
  4.97272110e-01  1.54608601e+02]
Niter:  1 row:  98 ngroup:  26 nlines:  6329 gd:  5888
[ 1.21338538e-10 -1.03167260e-05 -2.82900055e-01  1.61505210e+04
 -1.44292266e+02  1.20353272e-02  1.54130397e+02 -1.43750216e+02
  5.13313097e-01  1.54626472e+02 -1.44294015e+02 -1.50865729e-02
  1.54123501e+02 -1.43795266e+02  4.93081380e-01  1.54608174e+02
 -1.44289785e+02 -3.42855341e-03  1.54134719e+02 -1.43759674e+02
  5.15722447e-01  1.54620309e+02 -1.44306050e+02 -4.95941840e-03
  1.54132859e+02 -1.43809882e+02  4.99040812e-01  1.54610542e+02
 -1.44272200e+02  1.02829959e-03  1.54132239e+02 -1.43786647e+02
  5.11116536e-01  1.54625170e+02 -1.44268470e+02 -6.71325400e-03
  1.54139379e+02 -1.43805234e+02  4.91926329e-01  1.54619740e+02
 -1.44294736e+02 -3.08733344e-03  1.54116189e+02 -1.43811864e+02
  4.95968038e-01  1.54613611e+02 -1.44254792e+02  6.41787930e-03
  1.54140903e+02 -1.43785505e+02  4.97579294e-01  1.54627306e+02
 -1.44280854e+02 -8.36371678e-03  1.54126787e+02 -1.43773797e+02
  4.92514356e-01  1.54617604e+02 -1.44299412e+02  1.89707812e-02
  1.54128247e+02 -1.43787022e+02  5.12218184e-01  1.54625866e+02
 -1.44292517e+02 -1.10098600e-02  1.54121100e+02 -1.43802107e+02
  5.03204069e-01  1.54611852e+02 -1.44301707e+02  3.79452007e-03
  1.54116752e+02 -1.43807341e+02  5.01569432e-01  1.54611371e+02
 -1.44306818e+02 -9.21991463e-03  1.54121327e+02 -1.43817439e+02
  4.97272110e-01  1.54608601e+02]
res:  5888 -0.0004447040228114929 0.013982828091684496 0.022804506467602625
[ 1.21338550e-10 -1.03167249e-05 -2.82900027e-01  1.61505193e+04
 -1.44294591e+02 -1.14947370e-02  1.54129558e+02 -1.43755789e+02
  5.03621254e-01  1.54617641e+02 -1.44307555e+02 -3.07277913e-02
  1.54125751e+02 -1.43780008e+02  4.87628596e-01  1.54606134e+02
 -1.44302136e+02 -9.48622780e-03  1.54137429e+02 -1.43784045e+02
  4.96341714e-01  1.54616144e+02 -1.44297816e+02 -2.27587207e-02
  1.54123347e+02 -1.43799496e+02  4.70713357e-01  1.54607452e+02
 -1.44290878e+02 -2.62645880e-02  1.54130152e+02 -1.43785743e+02
  4.91625226e-01  1.54622831e+02 -1.44284563e+02 -1.84954232e-02
  1.54134686e+02 -1.43805569e+02  4.78825696e-01  1.54610782e+02
 -1.44307719e+02 -3.65272275e-02  1.54112605e+02 -1.43825788e+02
  4.76684295e-01  1.54611043e+02 -1.44260308e+02 -1.01545753e-02
  1.54136942e+02 -1.43794552e+02  4.90312696e-01  1.54625974e+02
 -1.44294060e+02 -2.80552898e-02  1.54119576e+02 -1.43776428e+02
  4.83092868e-01  1.54610938e+02 -1.44294429e+02  8.78968092e-04
  1.54119466e+02 -1.43788069e+02  4.94570489e-01  1.54624616e+02
 -1.44303602e+02 -3.53565546e-02  1.54117643e+02 -1.43812007e+02
  4.79233614e-01  1.54605549e+02 -1.44308659e+02 -3.64198716e-03
  1.54118929e+02 -1.43809636e+02  4.72643363e-01  1.54603181e+02
 -1.44306301e+02 -1.97799153e-02  1.54120597e+02 -1.43808596e+02
  4.87361592e-01  1.54604058e+02]
Niter:  2 row:  98 ngroup:  26 nlines:  6329 gd:  5881
[ 1.21338550e-10 -1.03167249e-05 -2.82900027e-01  1.61505193e+04
 -1.44294591e+02 -1.14947370e-02  1.54129558e+02 -1.43755789e+02
  5.03621254e-01  1.54617641e+02 -1.44307555e+02 -3.07277913e-02
  1.54125751e+02 -1.43780008e+02  4.87628596e-01  1.54606134e+02
 -1.44302136e+02 -9.48622780e-03  1.54137429e+02 -1.43784045e+02
  4.96341714e-01  1.54616144e+02 -1.44297816e+02 -2.27587207e-02
  1.54123347e+02 -1.43799496e+02  4.70713357e-01  1.54607452e+02
 -1.44290878e+02 -2.62645880e-02  1.54130152e+02 -1.43785743e+02
  4.91625226e-01  1.54622831e+02 -1.44284563e+02 -1.84954232e-02
  1.54134686e+02 -1.43805569e+02  4.78825696e-01  1.54610782e+02
 -1.44307719e+02 -3.65272275e-02  1.54112605e+02 -1.43825788e+02
  4.76684295e-01  1.54611043e+02 -1.44260308e+02 -1.01545753e-02
  1.54136942e+02 -1.43794552e+02  4.90312696e-01  1.54625974e+02
 -1.44294060e+02 -2.80552898e-02  1.54119576e+02 -1.43776428e+02
  4.83092868e-01  1.54610938e+02 -1.44294429e+02  8.78968092e-04
  1.54119466e+02 -1.43788069e+02  4.94570489e-01  1.54624616e+02
 -1.44303602e+02 -3.53565546e-02  1.54117643e+02 -1.43812007e+02
  4.79233614e-01  1.54605549e+02 -1.44308659e+02 -3.64198716e-03
  1.54118929e+02 -1.43809636e+02  4.72643363e-01  1.54603181e+02
 -1.44306301e+02 -1.97799153e-02  1.54120597e+02 -1.43808596e+02
  4.87361592e-01  1.54604058e+02]
res:  5881 -0.0005061427727923729 0.01395943654824805 0.02268502124432876
[ 1.21338562e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
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  5.09336456e-01  1.54622505e+02 -1.44300694e+02 -2.50361470e-02
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  5.02048236e-01  1.54621015e+02 -1.44286059e+02 -1.70610519e-02
  1.54128214e+02 -1.43782258e+02  4.73251309e-01  1.54612317e+02
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  4.97315759e-01  1.54627696e+02 -1.44277697e+02 -1.58154719e-02
  1.54141481e+02 -1.43798717e+02  4.84535731e-01  1.54615650e+02
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  4.78999404e-01  1.54615911e+02 -1.44253452e+02 -4.45066705e-03
  1.54141812e+02 -1.43787686e+02  4.96011095e-01  1.54634643e+02
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  1.54124339e+02 -1.43781198e+02  5.00267454e-01  1.54629487e+02
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  4.75738602e-01  1.54610417e+02 -1.44301807e+02  2.06163625e-03
  1.54123799e+02 -1.43802786e+02  4.78336035e-01  1.54608049e+02
 -1.44299470e+02 -1.70993261e-02  1.54127321e+02 -1.43801742e+02
  4.90164516e-01  1.54608921e+02]
Niter:  3 row:  98 ngroup:  26 nlines:  6329 gd:  5875
[ 1.21338562e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
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  1.54124339e+02 -1.43781198e+02  5.00267454e-01  1.54629487e+02
 -1.44301434e+02 -3.58512359e-02  1.54122513e+02 -1.43805140e+02
  4.75738602e-01  1.54610417e+02 -1.44301807e+02  2.06163625e-03
  1.54123799e+02 -1.43802786e+02  4.78336035e-01  1.54608049e+02
 -1.44299470e+02 -1.70993261e-02  1.54127321e+02 -1.43801742e+02
  4.90164516e-01  1.54608921e+02]
res:  5875 -0.0004887897794105811 0.013974346042232355 0.022605421730554232
[ 1.21336739e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
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  1.54123799e+02 -1.43802786e+02  4.78336035e-01  1.54608049e+02
 -1.44299470e+02 -1.70993261e-02  1.54127321e+02 -1.43801742e+02
  4.90164516e-01  1.54608921e+02]
Niter:  4 row:  98 ngroup:  26 nlines:  6329 gd:  5876
[ 1.21336739e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287730e+02 -5.79760971e-03  1.54134425e+02 -1.43748941e+02
  5.09336456e-01  1.54622505e+02 -1.44300694e+02 -2.50361470e-02
  1.54130634e+02 -1.43773140e+02  4.93323036e-01  1.54612927e+02
 -1.44295289e+02 -3.79457729e-03  1.54142303e+02 -1.43777194e+02
  5.02048236e-01  1.54621015e+02 -1.44286059e+02 -1.70610519e-02
  1.54128214e+02 -1.43782258e+02  4.73251309e-01  1.54612317e+02
 -1.44284015e+02 -2.36873728e-02  1.54135025e+02 -1.43773442e+02
  4.97315759e-01  1.54627696e+02 -1.44277697e+02 -1.58154719e-02
  1.54141481e+02 -1.43798717e+02  4.84535731e-01  1.54615650e+02
 -1.44305839e+02 -3.69177264e-02  1.54117475e+02 -1.43818945e+02
  4.78999404e-01  1.54615911e+02 -1.44253452e+02 -4.45066705e-03
  1.54141812e+02 -1.43787686e+02  4.96011095e-01  1.54634643e+02
 -1.44287212e+02 -2.23597489e-02  1.54124444e+02 -1.43769550e+02
  4.88782669e-01  1.54615804e+02 -1.44287572e+02  3.20890431e-03
  1.54124339e+02 -1.43781198e+02  5.00267454e-01  1.54629487e+02
 -1.44301434e+02 -3.58512359e-02  1.54122513e+02 -1.43805140e+02
  4.75738602e-01  1.54610417e+02 -1.44301807e+02  2.06163625e-03
  1.54123799e+02 -1.43802786e+02  4.78336035e-01  1.54608049e+02
 -1.44299470e+02 -1.70993261e-02  1.54127321e+02 -1.43801742e+02
  4.90164516e-01  1.54608921e+02]
res:  5876 -0.00048312316357623786 0.013974772666188073 0.022618298721638435
[ 1.21336727e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
Niter:  5 row:  98 ngroup:  26 nlines:  6329 gd:  5876
[ 1.21336727e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
res:  5876 -0.0004830282960028853 0.013974098939797841 0.022618299022411182
[ 1.21336780e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
Niter:  6 row:  98 ngroup:  26 nlines:  6329 gd:  5876
[ 1.21336780e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
res:  5876 -0.00048313054503523745 0.013974757957839756 0.022618298724969864
[ 1.21336726e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
Saving figure to  wave_resid_43670005_fiber98.png
Final values:
res:  -0.00048313054503523745 0.022618298724969864
pars:  [ 1.21336726e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
98 [ 1.21336726e-10 -1.03167239e-05 -2.82900039e-01  1.61505210e+04
 -1.44287728e+02 -5.79605830e-03  1.54134426e+02 -1.43748939e+02
  5.09338044e-01  1.54622507e+02 -1.44300692e+02 -2.50345934e-02
  1.54130636e+02 -1.43773138e+02  4.93324584e-01  1.54612928e+02
 -1.44295288e+02 -3.79305587e-03  1.54142305e+02 -1.43777192e+02
  5.02049836e-01  1.54621016e+02 -1.44286057e+02 -1.70594713e-02
  1.54128216e+02 -1.43782256e+02  4.73252871e-01  1.54612318e+02
 -1.44284013e+02 -2.36857978e-02  1.54135027e+02 -1.43773441e+02
  4.97317346e-01  1.54627698e+02 -1.44277695e+02 -1.58139215e-02
  1.54141483e+02 -1.43798715e+02  4.84537321e-01  1.54615651e+02
 -1.44305882e+02 -3.69161755e-02  1.54117477e+02 -1.43818943e+02
  4.78967321e-01  1.54615913e+02 -1.44253450e+02 -4.44909178e-03
  1.54141814e+02 -1.43787684e+02  4.96012631e-01  1.54634680e+02
 -1.44287210e+02 -2.23582108e-02  1.54124446e+02 -1.43769548e+02
  4.88784255e-01  1.54615806e+02 -1.44287570e+02  3.18337503e-03
  1.54124341e+02 -1.43781196e+02  5.00269022e-01  1.54629489e+02
 -1.44301432e+02 -3.58497094e-02  1.54122515e+02 -1.43805138e+02
  4.75710341e-01  1.54610418e+02 -1.44301805e+02  2.06316279e-03
  1.54123801e+02 -1.43802784e+02  4.78337603e-01  1.54608051e+02
 -1.44299468e+02 -1.70977722e-02  1.54127323e+02 -1.43801740e+02
  4.90139908e-01  1.54608923e+02]
--- Row 100/300 row=99 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  99
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=99 ---
Niter:  0 row:  99 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0005465776339406148 0.014983449665123771 0.03497559645870752
[ 1.21528862e-10 -1.03170085e-05 -2.82896355e-01  1.61505017e+04
 -1.44385166e+02  2.29543745e-14  1.54130604e+02]
Niter:  1 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21528862e-10 -1.03170085e-05 -2.82896355e-01  1.61505017e+04
 -1.44385166e+02  2.29543745e-14  1.54130604e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Niter:  2 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Niter:  3 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Niter:  4 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Niter:  5 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Niter:  6 row:  99 ngroup:  1 nlines:  250 gd:  231
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
res:  231 -0.0004780868021043716 0.01442724693515629 0.02420839886446984
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
Final values:
res:  -0.0004780868021043716 0.02420839886446984
pars:  [ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
99 [ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02]
elapsed: 2.9 sec.
Niter:  0 row:  99 ngroup:  26 nlines:  6434 gd:  6434
[ 1.21633714e-10 -1.03166274e-05 -2.82897107e-01  1.61505024e+04
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02 -1.44378189e+02 -7.16640717e-11
  1.54136530e+02 -1.44378189e+02 -7.16640717e-11  1.54136530e+02
 -1.44378189e+02 -7.16640717e-11  1.54136530e+02 -1.44378189e+02
 -7.16640717e-11  1.54136530e+02]
res:  6434 0.000542377265446703 0.015043998070723319 0.03292081470182138
[ 1.21633702e-10 -1.03166263e-05 -2.82897079e-01  1.61505008e+04
 -1.44379461e+02 -2.61177000e-03  1.54133696e+02 -1.43859963e+02
  4.95886914e-01  1.54641498e+02 -1.44389094e+02 -1.28520089e-02
  1.54124831e+02 -1.43856924e+02  4.73695467e-01  1.54624817e+02
 -1.44349922e+02 -7.03584440e-03  1.54134984e+02 -1.43884069e+02
  4.88407970e-01  1.54639691e+02 -1.44358019e+02 -1.16707181e-02
  1.54134748e+02 -1.43868341e+02  4.90320350e-01  1.54617670e+02
 -1.44379395e+02 -1.62374221e-02  1.54144979e+02 -1.43900796e+02
  4.78074407e-01  1.54627170e+02 -1.44373671e+02  6.87793935e-04
  1.54143904e+02 -1.43898336e+02  4.83915024e-01  1.54618167e+02
 -1.44391701e+02 -3.34681026e-02  1.54122719e+02 -1.43891724e+02
  4.65194626e-01  1.54617570e+02 -1.44369512e+02 -3.65729091e-03
  1.54145986e+02 -1.43877724e+02  5.01918434e-01  1.54641955e+02
 -1.44389996e+02 -3.37696660e-02  1.54136685e+02 -1.43879515e+02
  4.76935017e-01  1.54623317e+02 -1.44368250e+02 -7.72829914e-03
  1.54139698e+02 -1.43865189e+02  4.89362276e-01  1.54629369e+02
 -1.44405649e+02 -3.44567015e-02  1.54120564e+02 -1.43877440e+02
  4.51827497e-01  1.54615741e+02 -1.44410771e+02 -7.97698029e-04
  1.54129168e+02 -1.43853629e+02  4.71880184e-01  1.54623558e+02
 -1.44382363e+02 -3.55834887e-02  1.54126183e+02 -1.43899771e+02
  4.69928777e-01  1.54618593e+02]
Niter:  1 row:  99 ngroup:  26 nlines:  6434 gd:  6029
[ 1.21633702e-10 -1.03166263e-05 -2.82897079e-01  1.61505008e+04
 -1.44379461e+02 -2.61177000e-03  1.54133696e+02 -1.43859963e+02
  4.95886914e-01  1.54641498e+02 -1.44389094e+02 -1.28520089e-02
  1.54124831e+02 -1.43856924e+02  4.73695467e-01  1.54624817e+02
 -1.44349922e+02 -7.03584440e-03  1.54134984e+02 -1.43884069e+02
  4.88407970e-01  1.54639691e+02 -1.44358019e+02 -1.16707181e-02
  1.54134748e+02 -1.43868341e+02  4.90320350e-01  1.54617670e+02
 -1.44379395e+02 -1.62374221e-02  1.54144979e+02 -1.43900796e+02
  4.78074407e-01  1.54627170e+02 -1.44373671e+02  6.87793935e-04
  1.54143904e+02 -1.43898336e+02  4.83915024e-01  1.54618167e+02
 -1.44391701e+02 -3.34681026e-02  1.54122719e+02 -1.43891724e+02
  4.65194626e-01  1.54617570e+02 -1.44369512e+02 -3.65729091e-03
  1.54145986e+02 -1.43877724e+02  5.01918434e-01  1.54641955e+02
 -1.44389996e+02 -3.37696660e-02  1.54136685e+02 -1.43879515e+02
  4.76935017e-01  1.54623317e+02 -1.44368250e+02 -7.72829914e-03
  1.54139698e+02 -1.43865189e+02  4.89362276e-01  1.54629369e+02
 -1.44405649e+02 -3.44567015e-02  1.54120564e+02 -1.43877440e+02
  4.51827497e-01  1.54615741e+02 -1.44410771e+02 -7.97698029e-04
  1.54129168e+02 -1.43853629e+02  4.71880184e-01  1.54623558e+02
 -1.44382363e+02 -3.55834887e-02  1.54126183e+02 -1.43899771e+02
  4.69928777e-01  1.54618593e+02]
res:  6029 -0.00010382429172750562 0.014958707284677075 0.024421625660040372
[ 1.21633690e-10 -1.03166253e-05 -2.82897107e-01  1.61505024e+04
 -1.44378151e+02  3.72262077e-06  1.54136562e+02 -1.43843801e+02
  4.82828040e-01  1.54644419e+02 -1.44370520e+02 -1.22891434e-02
  1.54130047e+02 -1.43861015e+02  4.67240955e-01  1.54621004e+02
 -1.44362716e+02 -1.15096422e-02  1.54144138e+02 -1.43880053e+02
  4.73693810e-01  1.54642102e+02 -1.44337981e+02 -1.64445039e-02
  1.54145850e+02 -1.43861356e+02  4.84228387e-01  1.54617313e+02
 -1.44373059e+02 -2.69670663e-02  1.54147798e+02 -1.43889247e+02
  4.57017243e-01  1.54635994e+02 -1.44363681e+02 -2.44494004e-02
  1.54148497e+02 -1.43889810e+02  4.65282362e-01  1.54627578e+02
 -1.44389994e+02 -2.41393295e-02  1.54122947e+02 -1.43885264e+02
  4.55736677e-01  1.54624544e+02 -1.44349734e+02 -1.59163848e-02
  1.54151876e+02 -1.43870792e+02  4.88153582e-01  1.54641893e+02
 -1.44366328e+02 -3.77847391e-02  1.54141321e+02 -1.43855646e+02
  4.70417936e-01  1.54624541e+02 -1.44372811e+02 -7.00071842e-03
  1.54147843e+02 -1.43861671e+02  4.70992895e-01  1.54634330e+02
 -1.44396641e+02 -3.77053239e-02  1.54132024e+02 -1.43858313e+02
  4.53334599e-01  1.54620504e+02 -1.44393317e+02 -1.19661525e-02
  1.54135985e+02 -1.43846053e+02  4.68007396e-01  1.54628443e+02
 -1.44380369e+02 -3.32204665e-02  1.54133651e+02 -1.43904141e+02
  4.60245717e-01  1.54622526e+02]
Niter:  2 row:  99 ngroup:  26 nlines:  6434 gd:  6021
[ 1.21633690e-10 -1.03166253e-05 -2.82897107e-01  1.61505024e+04
 -1.44378151e+02  3.72262077e-06  1.54136562e+02 -1.43843801e+02
  4.82828040e-01  1.54644419e+02 -1.44370520e+02 -1.22891434e-02
  1.54130047e+02 -1.43861015e+02  4.67240955e-01  1.54621004e+02
 -1.44362716e+02 -1.15096422e-02  1.54144138e+02 -1.43880053e+02
  4.73693810e-01  1.54642102e+02 -1.44337981e+02 -1.64445039e-02
  1.54145850e+02 -1.43861356e+02  4.84228387e-01  1.54617313e+02
 -1.44373059e+02 -2.69670663e-02  1.54147798e+02 -1.43889247e+02
  4.57017243e-01  1.54635994e+02 -1.44363681e+02 -2.44494004e-02
  1.54148497e+02 -1.43889810e+02  4.65282362e-01  1.54627578e+02
 -1.44389994e+02 -2.41393295e-02  1.54122947e+02 -1.43885264e+02
  4.55736677e-01  1.54624544e+02 -1.44349734e+02 -1.59163848e-02
  1.54151876e+02 -1.43870792e+02  4.88153582e-01  1.54641893e+02
 -1.44366328e+02 -3.77847391e-02  1.54141321e+02 -1.43855646e+02
  4.70417936e-01  1.54624541e+02 -1.44372811e+02 -7.00071842e-03
  1.54147843e+02 -1.43861671e+02  4.70992895e-01  1.54634330e+02
 -1.44396641e+02 -3.77053239e-02  1.54132024e+02 -1.43858313e+02
  4.53334599e-01  1.54620504e+02 -1.44393317e+02 -1.19661525e-02
  1.54135985e+02 -1.43846053e+02  4.68007396e-01  1.54628443e+02
 -1.44380369e+02 -3.32204665e-02  1.54133651e+02 -1.43904141e+02
  4.60245717e-01  1.54622526e+02]
res:  6021 -0.0001323384285569773 0.014967658256864524 0.024267973982906522
[ 1.21633678e-10 -1.03166243e-05 -2.82897135e-01  1.61505040e+04
 -1.44371154e+02  5.69392470e-03  1.54141327e+02 -1.43831978e+02
  4.88503778e-01  1.54649191e+02 -1.44363526e+02 -9.81630245e-03
  1.54134807e+02 -1.43854027e+02  4.69597320e-01  1.54625773e+02
 -1.44361230e+02 -5.80394240e-03  1.54148899e+02 -1.43873061e+02
  4.76496655e-01  1.54646869e+02 -1.44330991e+02 -1.38715737e-02
  1.54150609e+02 -1.43854372e+02  4.72795743e-01  1.54622081e+02
 -1.44366056e+02 -2.12514742e-02  1.54152563e+02 -1.43882252e+02
  4.59601980e-01  1.54640759e+02 -1.44356689e+02 -2.89218908e-02
  1.54153259e+02 -1.43878194e+02  4.63343891e-01  1.54632350e+02
 -1.44382999e+02 -1.84257045e-02  1.54127708e+02 -1.43878273e+02
  4.54800681e-01  1.54629314e+02 -1.44337747e+02 -1.33457610e-02
  1.54156639e+02 -1.43863802e+02  4.93854822e-01  1.54646647e+02
 -1.44359348e+02 -3.20818964e-02  1.54146083e+02 -1.43848649e+02
  4.72881106e-01  1.54629308e+02 -1.44365805e+02 -1.28447374e-03
  1.54152607e+02 -1.43854675e+02  4.70041299e-01  1.54641063e+02
 -1.44389651e+02 -3.19952323e-02  1.54136788e+02 -1.43845947e+02
  4.59043778e-01  1.54625266e+02 -1.44386325e+02 -6.24991147e-03
  1.54144632e+02 -1.43839052e+02  4.73717519e-01  1.54633204e+02
 -1.44373405e+02 -2.75122951e-02  1.54140338e+02 -1.43897136e+02
  4.62442230e-01  1.54629115e+02]
Niter:  3 row:  99 ngroup:  26 nlines:  6434 gd:  6020
[ 1.21633678e-10 -1.03166243e-05 -2.82897135e-01  1.61505040e+04
 -1.44371154e+02  5.69392470e-03  1.54141327e+02 -1.43831978e+02
  4.88503778e-01  1.54649191e+02 -1.44363526e+02 -9.81630245e-03
  1.54134807e+02 -1.43854027e+02  4.69597320e-01  1.54625773e+02
 -1.44361230e+02 -5.80394240e-03  1.54148899e+02 -1.43873061e+02
  4.76496655e-01  1.54646869e+02 -1.44330991e+02 -1.38715737e-02
  1.54150609e+02 -1.43854372e+02  4.72795743e-01  1.54622081e+02
 -1.44366056e+02 -2.12514742e-02  1.54152563e+02 -1.43882252e+02
  4.59601980e-01  1.54640759e+02 -1.44356689e+02 -2.89218908e-02
  1.54153259e+02 -1.43878194e+02  4.63343891e-01  1.54632350e+02
 -1.44382999e+02 -1.84257045e-02  1.54127708e+02 -1.43878273e+02
  4.54800681e-01  1.54629314e+02 -1.44337747e+02 -1.33457610e-02
  1.54156639e+02 -1.43863802e+02  4.93854822e-01  1.54646647e+02
 -1.44359348e+02 -3.20818964e-02  1.54146083e+02 -1.43848649e+02
  4.72881106e-01  1.54629308e+02 -1.44365805e+02 -1.28447374e-03
  1.54152607e+02 -1.43854675e+02  4.70041299e-01  1.54641063e+02
 -1.44389651e+02 -3.19952323e-02  1.54136788e+02 -1.43845947e+02
  4.59043778e-01  1.54625266e+02 -1.44386325e+02 -6.24991147e-03
  1.54144632e+02 -1.43839052e+02  4.73717519e-01  1.54633204e+02
 -1.44373405e+02 -2.75122951e-02  1.54140338e+02 -1.43897136e+02
  4.62442230e-01  1.54629115e+02]
res:  6020 8.372868251171894e-05 0.014797933438785549 0.024228948847738404
[ 1.21872214e-10 -1.03166134e-05 -2.82904178e-01  1.61505024e+04
 -1.44324970e+02 -1.56589888e-03  1.54098736e+02 -1.43784344e+02
  4.80671379e-01  1.54606557e+02 -1.44317520e+02 -1.69818162e-02
  1.54092052e+02 -1.43807917e+02  4.63627249e-01  1.54583123e+02
 -1.44314836e+02 -1.24144647e-02  1.54106252e+02 -1.43826980e+02
  4.70433206e-01  1.54604257e+02 -1.44285275e+02 -2.06340368e-02
  1.54107913e+02 -1.43808743e+02  4.65156928e-01  1.54579413e+02
 -1.44319326e+02 -2.73251061e-02  1.54109940e+02 -1.43835947e+02
  4.52191303e-01  1.54597989e+02 -1.44310670e+02 -3.61392481e-02
  1.54110552e+02 -1.43832594e+02  4.56388300e-01  1.54589723e+02
 -1.44336921e+02 -2.46919850e-02  1.54084924e+02 -1.43832391e+02
  4.48043547e-01  1.54586618e+02 -1.44290171e+02 -2.01938480e-02
  1.54113968e+02 -1.43817815e+02  4.87213646e-01  1.54603659e+02
 -1.44313740e+02 -3.86559897e-02  1.54103378e+02 -1.43802608e+02
  4.66277191e-01  1.54586547e+02 -1.44319357e+02 -7.00962874e-03
  1.54109869e+02 -1.43808681e+02  4.62743257e-01  1.54598377e+02
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  4.52668420e-01  1.54582551e+02 -1.44340281e+02 -1.22929832e-02
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 -1.44328380e+02 -3.34359014e-02  1.54097707e+02 -1.43850701e+02
  4.56033274e-01  1.54586390e+02]
Niter:  4 row:  99 ngroup:  26 nlines:  6434 gd:  6002
[ 1.21872214e-10 -1.03166134e-05 -2.82904178e-01  1.61505024e+04
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  4.70433206e-01  1.54604257e+02 -1.44285275e+02 -2.06340368e-02
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  4.48043547e-01  1.54586618e+02 -1.44290171e+02 -2.01938480e-02
  1.54113968e+02 -1.43817815e+02  4.87213646e-01  1.54603659e+02
 -1.44313740e+02 -3.86559897e-02  1.54103378e+02 -1.43802608e+02
  4.66277191e-01  1.54586547e+02 -1.44319357e+02 -7.00962874e-03
  1.54109869e+02 -1.43808681e+02  4.62743257e-01  1.54598377e+02
 -1.44343467e+02 -3.82652748e-02  1.54094181e+02 -1.43799423e+02
  4.52668420e-01  1.54582551e+02 -1.44340281e+02 -1.22929832e-02
  1.54101867e+02 -1.43792723e+02  4.67588698e-01  1.54590422e+02
 -1.44328380e+02 -3.34359014e-02  1.54097707e+02 -1.43850701e+02
  4.56033274e-01  1.54586390e+02]
res:  6002 -0.0002557760217314353 0.01474981862702407 0.02394024128537581
[ 1.21872202e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
Niter:  5 row:  99 ngroup:  26 nlines:  6434 gd:  6002
[ 1.21872202e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
res:  6002 -0.00024623734043416334 0.014763442460207443 0.0239398218635067
[ 1.21862212e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
Niter:  6 row:  99 ngroup:  26 nlines:  6434 gd:  6002
[ 1.21862212e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
res:  6002 -0.00023282376696442952 0.014754668477507948 0.023940015009288197
[ 1.21859909e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
Saving figure to  wave_resid_43670005_fiber99.png
Final values:
res:  -0.00023282376696442952 0.023940015009288197
pars:  [ 1.21859909e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
99 [ 1.21859909e-10 -1.03166124e-05 -2.82904150e-01  1.61505008e+04
 -1.44335321e+02 -1.00387400e-02  1.54093375e+02 -1.43795124e+02
  4.69446579e-01  1.54601306e+02 -1.44322499e+02 -3.17473961e-02
  1.54088644e+02 -1.43818376e+02  4.55125484e-01  1.54577861e+02
 -1.44320122e+02 -1.76703685e-02  1.54100883e+02 -1.43831793e+02
  4.65120444e-01  1.54598937e+02 -1.44295306e+02 -2.91963130e-02
  1.54104452e+02 -1.43818857e+02  4.57311993e-01  1.54574167e+02
 -1.44329457e+02 -3.59071992e-02  1.54104615e+02 -1.43840810e+02
  4.47033909e-01  1.54592731e+02 -1.44315403e+02 -4.43361086e-02
  1.54105234e+02 -1.43847378e+02  4.44245473e-01  1.54584532e+02
 -1.44342184e+02 -3.59812923e-02  1.54079648e+02 -1.43842532e+02
  4.39333145e-01  1.54581383e+02 -1.44296276e+02 -2.88124970e-02
  1.54110627e+02 -1.43828149e+02  4.78684911e-01  1.54598394e+02
 -1.44318359e+02 -5.01665036e-02  1.54096256e+02 -1.43812761e+02
  4.53973860e-01  1.54581330e+02 -1.44329641e+02 -8.95851733e-03
  1.54104591e+02 -1.43818901e+02  4.51071167e-01  1.54593121e+02
 -1.44353938e+02 -4.67623905e-02  1.54088823e+02 -1.43809711e+02
  4.37629904e-01  1.54577224e+02 -1.44344983e+02 -2.07195670e-02
  1.54096533e+02 -1.43803090e+02  4.62295170e-01  1.54585123e+02
 -1.44337989e+02 -3.87597284e-02  1.54092376e+02 -1.43861074e+02
  4.50764762e-01  1.54579361e+02]
--- Row 101/300 row=100 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  100
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=100 ---
Niter:  0 row:  100 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.0013265550496726064 0.01589804904142511 0.03219687240899549
[ 1.20938778e-10 -1.03155700e-05 -2.82894950e-01  1.61505240e+04
 -1.44320474e+02 -4.93750540e-14  1.54172942e+02]
Niter:  1 row:  100 ngroup:  1 nlines:  246 gd:  234
[ 1.20938778e-10 -1.03155700e-05 -2.82894950e-01  1.61505240e+04
 -1.44320474e+02 -4.93750540e-14  1.54172942e+02]
res:  234 -0.0004913959037367022 0.01481752432846406 0.025461100250910702
[ 1.21630367e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Niter:  2 row:  100 ngroup:  1 nlines:  246 gd:  231
[ 1.21630367e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
res:  231 -0.0008830512524582446 0.01485534942457889 0.02431255010237823
[ 1.21657945e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Niter:  3 row:  100 ngroup:  1 nlines:  246 gd:  230
[ 1.21657945e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
res:  230 -0.0007807360516380868 0.014841782449366292 0.02397572443907616
[ 1.21648053e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Niter:  4 row:  100 ngroup:  1 nlines:  246 gd:  230
[ 1.21648053e-10 -1.03153024e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
res:  230 -0.0008105124761641491 0.014845557221633499 0.02397571978157491
[ 1.21657822e-10 -1.03153136e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Niter:  5 row:  100 ngroup:  1 nlines:  246 gd:  230
[ 1.21657822e-10 -1.03153136e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
res:  230 -0.0007392842053377535 0.014834494537353748 0.023976209989832017
[ 1.21649756e-10 -1.03153136e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Niter:  6 row:  100 ngroup:  1 nlines:  246 gd:  230
[ 1.21649756e-10 -1.03153136e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
res:  230 -0.0007512427573601599 0.014837565468951652 0.023976234672452922
[ 1.21657729e-10 -1.03153227e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
Final values:
res:  -0.0007512427573601599 0.023976234672452922
pars:  [ 1.21657729e-10 -1.03153227e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
100 [ 1.21657729e-10 -1.03153227e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02]
elapsed: 2.9 sec.
Niter:  0 row:  100 ngroup:  26 nlines:  6406 gd:  6406
[ 1.21657729e-10 -1.03153227e-05 -2.82900896e-01  1.61505244e+04
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02 -1.44298858e+02  3.34593176e-11
  1.54158198e+02 -1.44298858e+02  3.34593176e-11  1.54158198e+02
 -1.44298858e+02  3.34593176e-11  1.54158198e+02 -1.44298858e+02
  3.34593176e-11  1.54158198e+02]
res:  6406 0.00010372915858170018 0.015007225197223306 0.03221706958817111
[ 1.21657717e-10 -1.03153217e-05 -2.82900868e-01  1.61505258e+04
 -1.44288480e+02  6.52852648e-03  1.54171422e+02 -1.43805124e+02
  5.18671857e-01  1.54663193e+02 -1.44302763e+02  1.22341556e-02
  1.54153404e+02 -1.43797145e+02  4.98194503e-01  1.54665691e+02
 -1.44294101e+02  1.50760431e-02  1.54174448e+02 -1.43804115e+02
  5.44863170e-01  1.54666715e+02 -1.44266446e+02  1.42306133e-02
  1.54171512e+02 -1.43775554e+02  5.05326743e-01  1.54647112e+02
 -1.44272597e+02  1.74479346e-02  1.54168227e+02 -1.43798998e+02
  5.13064730e-01  1.54652764e+02 -1.44261833e+02  2.13566247e-02
  1.54174696e+02 -1.43808297e+02  5.26065588e-01  1.54656889e+02
 -1.44301679e+02 -5.08504831e-03  1.54156450e+02 -1.43797920e+02
  4.82994310e-01  1.54649878e+02 -1.44290524e+02  1.41898025e-02
  1.54173129e+02 -1.43776423e+02  5.19081753e-01  1.54658520e+02
 -1.44308146e+02 -9.89846655e-03  1.54168470e+02 -1.43820908e+02
  4.82725839e-01  1.54670122e+02 -1.44296900e+02  2.02595516e-02
  1.54163477e+02 -1.43796416e+02  5.13487203e-01  1.54653348e+02
 -1.44313329e+02 -3.75635151e-03  1.54148695e+02 -1.43822847e+02
  4.91596592e-01  1.54658973e+02 -1.44296033e+02 -4.79839921e-03
  1.54174301e+02 -1.43798380e+02  5.00381569e-01  1.54656441e+02
 -1.44314646e+02 -9.99032938e-03  1.54159519e+02 -1.43825043e+02
  5.17219011e-01  1.54647787e+02]
Niter:  1 row:  100 ngroup:  26 nlines:  6406 gd:  6034
[ 1.21657717e-10 -1.03153217e-05 -2.82900868e-01  1.61505258e+04
 -1.44288480e+02  6.52852648e-03  1.54171422e+02 -1.43805124e+02
  5.18671857e-01  1.54663193e+02 -1.44302763e+02  1.22341556e-02
  1.54153404e+02 -1.43797145e+02  4.98194503e-01  1.54665691e+02
 -1.44294101e+02  1.50760431e-02  1.54174448e+02 -1.43804115e+02
  5.44863170e-01  1.54666715e+02 -1.44266446e+02  1.42306133e-02
  1.54171512e+02 -1.43775554e+02  5.05326743e-01  1.54647112e+02
 -1.44272597e+02  1.74479346e-02  1.54168227e+02 -1.43798998e+02
  5.13064730e-01  1.54652764e+02 -1.44261833e+02  2.13566247e-02
  1.54174696e+02 -1.43808297e+02  5.26065588e-01  1.54656889e+02
 -1.44301679e+02 -5.08504831e-03  1.54156450e+02 -1.43797920e+02
  4.82994310e-01  1.54649878e+02 -1.44290524e+02  1.41898025e-02
  1.54173129e+02 -1.43776423e+02  5.19081753e-01  1.54658520e+02
 -1.44308146e+02 -9.89846655e-03  1.54168470e+02 -1.43820908e+02
  4.82725839e-01  1.54670122e+02 -1.44296900e+02  2.02595516e-02
  1.54163477e+02 -1.43796416e+02  5.13487203e-01  1.54653348e+02
 -1.44313329e+02 -3.75635151e-03  1.54148695e+02 -1.43822847e+02
  4.91596592e-01  1.54658973e+02 -1.44296033e+02 -4.79839921e-03
  1.54174301e+02 -1.43798380e+02  5.00381569e-01  1.54656441e+02
 -1.44314646e+02 -9.99032938e-03  1.54159519e+02 -1.43825043e+02
  5.17219011e-01  1.54647787e+02]
res:  6034 -0.00016580494411755353 0.014858218652079813 0.02398907813617205
[ 1.21657705e-10 -1.03153227e-05 -2.82900896e-01  1.61505274e+04
 -1.44282191e+02  1.05785390e-02  1.54172157e+02 -1.43791873e+02
  5.05879941e-01  1.54665139e+02 -1.44311100e+02  6.51025613e-03
  1.54165186e+02 -1.43795127e+02  4.94846413e-01  1.54664120e+02
 -1.44287506e+02  1.85628570e-02  1.54179489e+02 -1.43795686e+02
  5.34904262e-01  1.54672483e+02 -1.44279335e+02  1.07545721e-02
  1.54178290e+02 -1.43775263e+02  4.94515938e-01  1.54649871e+02
 -1.44283558e+02  1.18277815e-02  1.54175240e+02 -1.43777607e+02
  5.11126377e-01  1.54661868e+02 -1.44254015e+02  1.93248294e-02
  1.54177226e+02 -1.43796062e+02  5.10659884e-01  1.54660068e+02
 -1.44292564e+02 -7.35522555e-03  1.54163970e+02 -1.43790933e+02
  4.82197357e-01  1.54654851e+02 -1.44282118e+02  7.67488493e-03
  1.54179846e+02 -1.43763594e+02  5.18765787e-01  1.54669009e+02
 -1.44301992e+02 -5.88327510e-03  1.54173201e+02 -1.43818782e+02
  4.81527423e-01  1.54671032e+02 -1.44276333e+02  2.15551591e-02
  1.54166519e+02 -1.43789447e+02  5.15437536e-01  1.54660769e+02
 -1.44306782e+02 -4.86805994e-03  1.54155796e+02 -1.43814386e+02
  4.86972449e-01  1.54666111e+02 -1.44284849e+02 -3.42262446e-03
  1.54174461e+02 -1.43780348e+02  4.92327498e-01  1.54656698e+02
 -1.44307097e+02 -6.73435305e-03  1.54166256e+02 -1.43807308e+02
  5.05736845e-01  1.54654410e+02]
Niter:  2 row:  100 ngroup:  26 nlines:  6406 gd:  6019
[ 1.21657705e-10 -1.03153227e-05 -2.82900896e-01  1.61505274e+04
 -1.44282191e+02  1.05785390e-02  1.54172157e+02 -1.43791873e+02
  5.05879941e-01  1.54665139e+02 -1.44311100e+02  6.51025613e-03
  1.54165186e+02 -1.43795127e+02  4.94846413e-01  1.54664120e+02
 -1.44287506e+02  1.85628570e-02  1.54179489e+02 -1.43795686e+02
  5.34904262e-01  1.54672483e+02 -1.44279335e+02  1.07545721e-02
  1.54178290e+02 -1.43775263e+02  4.94515938e-01  1.54649871e+02
 -1.44283558e+02  1.18277815e-02  1.54175240e+02 -1.43777607e+02
  5.11126377e-01  1.54661868e+02 -1.44254015e+02  1.93248294e-02
  1.54177226e+02 -1.43796062e+02  5.10659884e-01  1.54660068e+02
 -1.44292564e+02 -7.35522555e-03  1.54163970e+02 -1.43790933e+02
  4.82197357e-01  1.54654851e+02 -1.44282118e+02  7.67488493e-03
  1.54179846e+02 -1.43763594e+02  5.18765787e-01  1.54669009e+02
 -1.44301992e+02 -5.88327510e-03  1.54173201e+02 -1.43818782e+02
  4.81527423e-01  1.54671032e+02 -1.44276333e+02  2.15551591e-02
  1.54166519e+02 -1.43789447e+02  5.15437536e-01  1.54660769e+02
 -1.44306782e+02 -4.86805994e-03  1.54155796e+02 -1.43814386e+02
  4.86972449e-01  1.54666111e+02 -1.44284849e+02 -3.42262446e-03
  1.54174461e+02 -1.43780348e+02  4.92327498e-01  1.54656698e+02
 -1.44307097e+02 -6.73435305e-03  1.54166256e+02 -1.43807308e+02
  5.05736845e-01  1.54654410e+02]
res:  6019 -0.00017342024057143135 0.014829788900897256 0.023772957058480235
[ 1.21657693e-10 -1.03153237e-05 -2.82900924e-01  1.61505290e+04
 -1.44275229e+02  1.62816746e-02  1.54174841e+02 -1.43784911e+02
  5.11564565e-01  1.54667920e+02 -1.44304143e+02  1.22169611e-02
  1.54169921e+02 -1.43788152e+02  5.00547393e-01  1.54666828e+02
 -1.44280549e+02  2.42675266e-02  1.54184219e+02 -1.43784119e+02
  5.36921802e-01  1.54677206e+02 -1.44272380e+02  1.64727188e-02
  1.54183023e+02 -1.43768304e+02  5.00201776e-01  1.54654588e+02
 -1.44276610e+02  1.75331399e-02  1.54181918e+02 -1.43770629e+02
  5.16826796e-01  1.54666592e+02 -1.44247047e+02  2.50307093e-02
  1.54181949e+02 -1.43789097e+02  5.16351673e-01  1.54664793e+02
 -1.44285586e+02 -1.66649855e-03  1.54168695e+02 -1.43778359e+02
  4.87891347e-01  1.54659581e+02 -1.44270271e+02  1.33923717e-02
  1.54184574e+02 -1.43756639e+02  5.24465550e-01  1.54677495e+02
 -1.44295036e+02 -1.78095569e-04  1.54177932e+02 -1.43816966e+02
  4.87222488e-01  1.54675754e+02 -1.44258872e+02  2.42480815e-02
  1.54171255e+02 -1.43782477e+02  5.21152053e-01  1.54667480e+02
 -1.44299832e+02  8.28356430e-04  1.54160523e+02 -1.43802493e+02
  4.92670464e-01  1.54670825e+02 -1.44277884e+02  2.27552633e-03
  1.54179186e+02 -1.43773381e+02  4.98031054e-01  1.54661420e+02
 -1.44300120e+02 -1.01773285e-03  1.54172951e+02 -1.43800338e+02
  5.04158387e-01  1.54659127e+02]
Niter:  3 row:  100 ngroup:  26 nlines:  6406 gd:  6021
[ 1.21657693e-10 -1.03153237e-05 -2.82900924e-01  1.61505290e+04
 -1.44275229e+02  1.62816746e-02  1.54174841e+02 -1.43784911e+02
  5.11564565e-01  1.54667920e+02 -1.44304143e+02  1.22169611e-02
  1.54169921e+02 -1.43788152e+02  5.00547393e-01  1.54666828e+02
 -1.44280549e+02  2.42675266e-02  1.54184219e+02 -1.43784119e+02
  5.36921802e-01  1.54677206e+02 -1.44272380e+02  1.64727188e-02
  1.54183023e+02 -1.43768304e+02  5.00201776e-01  1.54654588e+02
 -1.44276610e+02  1.75331399e-02  1.54181918e+02 -1.43770629e+02
  5.16826796e-01  1.54666592e+02 -1.44247047e+02  2.50307093e-02
  1.54181949e+02 -1.43789097e+02  5.16351673e-01  1.54664793e+02
 -1.44285586e+02 -1.66649855e-03  1.54168695e+02 -1.43778359e+02
  4.87891347e-01  1.54659581e+02 -1.44270271e+02  1.33923717e-02
  1.54184574e+02 -1.43756639e+02  5.24465550e-01  1.54677495e+02
 -1.44295036e+02 -1.78095569e-04  1.54177932e+02 -1.43816966e+02
  4.87222488e-01  1.54675754e+02 -1.44258872e+02  2.42480815e-02
  1.54171255e+02 -1.43782477e+02  5.21152053e-01  1.54667480e+02
 -1.44299832e+02  8.28356430e-04  1.54160523e+02 -1.43802493e+02
  4.92670464e-01  1.54670825e+02 -1.44277884e+02  2.27552633e-03
  1.54179186e+02 -1.43773381e+02  4.98031054e-01  1.54661420e+02
 -1.44300120e+02 -1.01773285e-03  1.54172951e+02 -1.43800338e+02
  5.04158387e-01  1.54659127e+02]
res:  6021 -3.806989207078004e-05 0.014811188185376523 0.02379126730547714
[ 1.21610885e-10 -1.03153237e-05 -2.82900924e-01  1.61505290e+04
 -1.44275229e+02  1.62816746e-02  1.54174841e+02 -1.43784911e+02
  5.11564565e-01  1.54667920e+02 -1.44304143e+02  1.22169611e-02
  1.54169921e+02 -1.43788152e+02  5.00547393e-01  1.54666828e+02
 -1.44280549e+02  2.42675266e-02  1.54184219e+02 -1.43784119e+02
  5.36921802e-01  1.54677206e+02 -1.44272380e+02  1.64727188e-02
  1.54183023e+02 -1.43768304e+02  5.00201776e-01  1.54654588e+02
 -1.44276610e+02  1.75331399e-02  1.54181918e+02 -1.43770629e+02
  5.16826796e-01  1.54666592e+02 -1.44247047e+02  2.50307093e-02
  1.54181949e+02 -1.43789097e+02  5.16351673e-01  1.54664793e+02
 -1.44285586e+02 -1.66649855e-03  1.54168695e+02 -1.43778359e+02
  4.87891347e-01  1.54659581e+02 -1.44270271e+02  1.33923717e-02
  1.54184574e+02 -1.43756639e+02  5.24465550e-01  1.54677495e+02
 -1.44295036e+02 -1.78095569e-04  1.54177932e+02 -1.43816966e+02
  4.87222488e-01  1.54675754e+02 -1.44258872e+02  2.42480815e-02
  1.54171255e+02 -1.43782477e+02  5.21152053e-01  1.54667480e+02
 -1.44299832e+02  8.28356430e-04  1.54160523e+02 -1.43802493e+02
  4.92670464e-01  1.54670825e+02 -1.44277884e+02  2.27552633e-03
  1.54179186e+02 -1.43773381e+02  4.98031054e-01  1.54661420e+02
 -1.44300120e+02 -1.01773285e-03  1.54172951e+02 -1.43800338e+02
  5.04158387e-01  1.54659127e+02]
Niter:  4 row:  100 ngroup:  26 nlines:  6406 gd:  6021
[ 1.21610885e-10 -1.03153237e-05 -2.82900924e-01  1.61505290e+04
 -1.44275229e+02  1.62816746e-02  1.54174841e+02 -1.43784911e+02
  5.11564565e-01  1.54667920e+02 -1.44304143e+02  1.22169611e-02
  1.54169921e+02 -1.43788152e+02  5.00547393e-01  1.54666828e+02
 -1.44280549e+02  2.42675266e-02  1.54184219e+02 -1.43784119e+02
  5.36921802e-01  1.54677206e+02 -1.44272380e+02  1.64727188e-02
  1.54183023e+02 -1.43768304e+02  5.00201776e-01  1.54654588e+02
 -1.44276610e+02  1.75331399e-02  1.54181918e+02 -1.43770629e+02
  5.16826796e-01  1.54666592e+02 -1.44247047e+02  2.50307093e-02
  1.54181949e+02 -1.43789097e+02  5.16351673e-01  1.54664793e+02
 -1.44285586e+02 -1.66649855e-03  1.54168695e+02 -1.43778359e+02
  4.87891347e-01  1.54659581e+02 -1.44270271e+02  1.33923717e-02
  1.54184574e+02 -1.43756639e+02  5.24465550e-01  1.54677495e+02
 -1.44295036e+02 -1.78095569e-04  1.54177932e+02 -1.43816966e+02
  4.87222488e-01  1.54675754e+02 -1.44258872e+02  2.42480815e-02
  1.54171255e+02 -1.43782477e+02  5.21152053e-01  1.54667480e+02
 -1.44299832e+02  8.28356430e-04  1.54160523e+02 -1.43802493e+02
  4.92670464e-01  1.54670825e+02 -1.44277884e+02  2.27552633e-03
  1.54179186e+02 -1.43773381e+02  4.98031054e-01  1.54661420e+02
 -1.44300120e+02 -1.01773285e-03  1.54172951e+02 -1.43800338e+02
  5.04158387e-01  1.54659127e+02]
res:  6021 -0.00018532529065851122 0.01486723301695747 0.02378426996135855
[ 1.21610873e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
Niter:  5 row:  100 ngroup:  26 nlines:  6406 gd:  6020
[ 1.21610873e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
res:  6020 -4.967010590917198e-05 0.014862286495372246 0.023768193224341785
[ 1.21582947e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
Niter:  6 row:  100 ngroup:  26 nlines:  6406 gd:  6025
[ 1.21582947e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
res:  6025 -1.9615986275312025e-05 0.014856786121526966 0.023833489275268033
[ 1.21575187e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
Saving figure to  wave_resid_43670005_fiber100.png
Final values:
res:  -1.9615986275312025e-05 0.023833489275268033
pars:  [ 1.21575187e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
100 [ 1.21575187e-10 -1.03153227e-05 -2.82900953e-01  1.61505306e+04
 -1.44266242e+02  2.19959521e-02  1.54177716e+02 -1.43775920e+02
  5.17252196e-01  1.54670774e+02 -1.44295156e+02  1.79217366e-02
  1.54172867e+02 -1.43784111e+02  5.06249778e-01  1.54669698e+02
 -1.44271588e+02  2.99659831e-02  1.54187131e+02 -1.43775266e+02
  5.42601559e-01  1.54680068e+02 -1.44263420e+02  2.21951531e-02
  1.54185943e+02 -1.43759327e+02  5.05888864e-01  1.54657399e+02
 -1.44267681e+02  2.32381156e-02  1.54184788e+02 -1.43761557e+02
  5.22528574e-01  1.54669452e+02 -1.44238036e+02  3.07415377e-02
  1.54184805e+02 -1.43780097e+02  5.22047566e-01  1.54667669e+02
 -1.44276521e+02  4.01026221e-03  1.54171554e+02 -1.43769338e+02
  4.93585376e-01  1.54662495e+02 -1.44261324e+02  1.91097492e-02
  1.54189446e+02 -1.43747690e+02  5.30168515e-01  1.54682252e+02
 -1.44286057e+02  5.53381194e-03  1.54180850e+02 -1.43808018e+02
  4.92917659e-01  1.54678613e+02 -1.44249875e+02  2.99614597e-02
  1.54174211e+02 -1.43773461e+02  5.26860517e-01  1.54672217e+02
 -1.44290896e+02  6.51686049e-03  1.54163400e+02 -1.43793596e+02
  4.98374493e-01  1.54673620e+02 -1.44268874e+02  7.96929924e-03
  1.54182063e+02 -1.43764374e+02  5.03726768e-01  1.54664265e+02
 -1.44291045e+02  4.69985169e-03  1.54175852e+02 -1.43791324e+02
  5.09847511e-01  1.54661951e+02]
--- Row 102/300 row=101 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  101
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=101 ---
Niter:  0 row:  101 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.0018145295816793805 0.016152918611624045 0.03593927312922178
[ 1.20619958e-10 -1.03168277e-05 -2.82881260e-01  1.61505274e+04
 -1.44404597e+02  2.18248794e-13  1.54202715e+02]
Niter:  1 row:  101 ngroup:  1 nlines:  242 gd:  228
[ 1.20619958e-10 -1.03168277e-05 -2.82881260e-01  1.61505274e+04
 -1.44404597e+02  2.18248794e-13  1.54202715e+02]
res:  228 -0.0011692801554090693 0.015503553669077519 0.02600391156366201
[ 1.21061691e-10 -1.03172170e-05 -2.82889657e-01  1.61505325e+04
 -1.44337363e+02  2.28514078e-12  1.54177412e+02]
Niter:  2 row:  101 ngroup:  1 nlines:  242 gd:  226
[ 1.21061691e-10 -1.03172170e-05 -2.82889657e-01  1.61505325e+04
 -1.44337363e+02  2.28514078e-12  1.54177412e+02]
res:  226 -0.0013515028676920338 0.015390900201964541 0.025098921696567376
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
Niter:  3 row:  101 ngroup:  1 nlines:  242 gd:  226
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
res:  226 -0.0013515028676920338 0.015390900201964541 0.025098921696567376
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
Niter:  4 row:  101 ngroup:  1 nlines:  242 gd:  226
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
res:  226 -0.0013515028676920338 0.015390900201964541 0.025098921696567376
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
Niter:  5 row:  101 ngroup:  1 nlines:  242 gd:  226
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
res:  226 -0.0013515028676920338 0.015390900201964541 0.025098921696567376
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
Niter:  6 row:  101 ngroup:  1 nlines:  242 gd:  226
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
res:  226 -0.0013515028676920338 0.015390900201964541 0.025098921696567376
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
Final values:
res:  -0.0013515028676920338 0.025098921696567376
pars:  [ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
101 [ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02]
elapsed: 2.8 sec.
Niter:  0 row:  101 ngroup:  26 nlines:  6272 gd:  6272
[ 1.21279349e-10 -1.03173337e-05 -2.82892751e-01  1.61505352e+04
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02 -1.44311468e+02 -3.44894137e-11
  1.54171175e+02 -1.44311468e+02 -3.44894137e-11  1.54171175e+02
 -1.44311468e+02 -3.44894137e-11  1.54171175e+02 -1.44311468e+02
 -3.44894137e-11  1.54171175e+02]
res:  6272 0.00026181070825259667 0.01653177032039821 0.03664515992267659
[ 1.21279361e-10 -1.03173327e-05 -2.82892723e-01  1.61505335e+04
 -1.44318442e+02  2.08630490e-02  1.54161571e+02 -1.43846509e+02
  5.08402372e-01  1.54662684e+02 -1.44344134e+02 -7.53691843e-03
  1.54164937e+02 -1.43837653e+02  5.01897971e-01  1.54641816e+02
 -1.44317888e+02  8.58265367e-03  1.54181107e+02 -1.43793875e+02
  4.86330970e-01  1.54662618e+02 -1.44336947e+02 -1.17809987e-03
  1.54174711e+02 -1.43836589e+02  4.92436889e-01  1.54651819e+02
 -1.44312373e+02 -5.86191397e-04  1.54158092e+02 -1.43847032e+02
  5.04328204e-01  1.54657681e+02 -1.44314001e+02  2.76754498e-02
  1.54171326e+02 -1.43813194e+02  4.74935532e-01  1.54652564e+02
 -1.44333442e+02  1.36992953e-03  1.54158840e+02 -1.43859916e+02
  4.98707731e-01  1.54665381e+02 -1.44312400e+02  8.62717218e-04
  1.54181074e+02 -1.43842954e+02  5.19824210e-01  1.54675397e+02
 -1.44364932e+02 -2.00579364e-02  1.54164612e+02 -1.43845682e+02
  4.58185775e-01  1.54655843e+02 -1.44325565e+02  1.74364492e-02
  1.54174212e+02 -1.43809662e+02  5.02313102e-01  1.54650214e+02
 -1.44356965e+02 -2.01694623e-02  1.54149292e+02 -1.43842965e+02
  4.93139482e-01  1.54641189e+02 -1.44309952e+02  1.21675227e-02
  1.54173891e+02 -1.43834688e+02  4.93523333e-01  1.54656793e+02
 -1.44348635e+02  1.02943201e-03  1.54158237e+02 -1.43839230e+02
  4.96330316e-01  1.54649671e+02]
Niter:  1 row:  101 ngroup:  26 nlines:  6272 gd:  5867
[ 1.21279361e-10 -1.03173327e-05 -2.82892723e-01  1.61505335e+04
 -1.44318442e+02  2.08630490e-02  1.54161571e+02 -1.43846509e+02
  5.08402372e-01  1.54662684e+02 -1.44344134e+02 -7.53691843e-03
  1.54164937e+02 -1.43837653e+02  5.01897971e-01  1.54641816e+02
 -1.44317888e+02  8.58265367e-03  1.54181107e+02 -1.43793875e+02
  4.86330970e-01  1.54662618e+02 -1.44336947e+02 -1.17809987e-03
  1.54174711e+02 -1.43836589e+02  4.92436889e-01  1.54651819e+02
 -1.44312373e+02 -5.86191397e-04  1.54158092e+02 -1.43847032e+02
  5.04328204e-01  1.54657681e+02 -1.44314001e+02  2.76754498e-02
  1.54171326e+02 -1.43813194e+02  4.74935532e-01  1.54652564e+02
 -1.44333442e+02  1.36992953e-03  1.54158840e+02 -1.43859916e+02
  4.98707731e-01  1.54665381e+02 -1.44312400e+02  8.62717218e-04
  1.54181074e+02 -1.43842954e+02  5.19824210e-01  1.54675397e+02
 -1.44364932e+02 -2.00579364e-02  1.54164612e+02 -1.43845682e+02
  4.58185775e-01  1.54655843e+02 -1.44325565e+02  1.74364492e-02
  1.54174212e+02 -1.43809662e+02  5.02313102e-01  1.54650214e+02
 -1.44356965e+02 -2.01694623e-02  1.54149292e+02 -1.43842965e+02
  4.93139482e-01  1.54641189e+02 -1.44309952e+02  1.21675227e-02
  1.54173891e+02 -1.43834688e+02  4.93523333e-01  1.54656793e+02
 -1.44348635e+02  1.02943201e-03  1.54158237e+02 -1.43839230e+02
  4.96330316e-01  1.54649671e+02]
res:  5867 -0.0004927853678964311 0.016661218044646375 0.02725377887875835
[ 1.21279349e-10 -1.03173317e-05 -2.82892751e-01  1.61505352e+04
 -1.44311429e+02  4.41887792e-03  1.54169032e+02 -1.43832683e+02
  5.04828424e-01  1.54667405e+02 -1.44351002e+02 -7.49862439e-03
  1.54167582e+02 -1.43830647e+02  4.93792848e-01  1.54644399e+02
 -1.44310871e+02  2.81039434e-03  1.54179574e+02 -1.43799507e+02
  4.85450599e-01  1.54658940e+02 -1.44321608e+02 -6.67854298e-03
  1.54177498e+02 -1.43828928e+02  4.85480456e-01  1.54657436e+02
 -1.44309441e+02 -8.36500138e-03  1.54161860e+02 -1.43823625e+02
  5.04312497e-01  1.54656067e+02 -1.44300475e+02  1.03561038e-02
  1.54176915e+02 -1.43787837e+02  4.77425365e-01  1.54648863e+02
 -1.44314772e+02 -2.14451624e-03  1.54156843e+02 -1.43859494e+02
  4.89112986e-01  1.54667572e+02 -1.44306582e+02 -7.46281408e-03
  1.54185838e+02 -1.43835672e+02  5.08334392e-01  1.54673720e+02
 -1.44344032e+02 -2.97459674e-02  1.54169929e+02 -1.43837205e+02
  4.74138801e-01  1.54660999e+02 -1.44320605e+02  2.12240904e-02
  1.54180758e+02 -1.43808419e+02  4.88520329e-01  1.54656471e+02
 -1.44334188e+02 -2.97923370e-02  1.54149791e+02 -1.43829290e+02
  4.84989781e-01  1.54639156e+02 -1.44326248e+02  2.91521078e-04
  1.54187327e+02 -1.43813824e+02  4.95573558e-01  1.54661593e+02
 -1.44336710e+02 -9.61951477e-03  1.54169239e+02 -1.43829768e+02
  4.87255570e-01  1.54647251e+02]
Niter:  2 row:  101 ngroup:  26 nlines:  6272 gd:  5860
[ 1.21279349e-10 -1.03173317e-05 -2.82892751e-01  1.61505352e+04
 -1.44311429e+02  4.41887792e-03  1.54169032e+02 -1.43832683e+02
  5.04828424e-01  1.54667405e+02 -1.44351002e+02 -7.49862439e-03
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 -1.44310871e+02  2.81039434e-03  1.54179574e+02 -1.43799507e+02
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  1.54177498e+02 -1.43828928e+02  4.85480456e-01  1.54657436e+02
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  5.04312497e-01  1.54656067e+02 -1.44300475e+02  1.03561038e-02
  1.54176915e+02 -1.43787837e+02  4.77425365e-01  1.54648863e+02
 -1.44314772e+02 -2.14451624e-03  1.54156843e+02 -1.43859494e+02
  4.89112986e-01  1.54667572e+02 -1.44306582e+02 -7.46281408e-03
  1.54185838e+02 -1.43835672e+02  5.08334392e-01  1.54673720e+02
 -1.44344032e+02 -2.97459674e-02  1.54169929e+02 -1.43837205e+02
  4.74138801e-01  1.54660999e+02 -1.44320605e+02  2.12240904e-02
  1.54180758e+02 -1.43808419e+02  4.88520329e-01  1.54656471e+02
 -1.44334188e+02 -2.97923370e-02  1.54149791e+02 -1.43829290e+02
  4.84989781e-01  1.54639156e+02 -1.44326248e+02  2.91521078e-04
  1.54187327e+02 -1.43813824e+02  4.95573558e-01  1.54661593e+02
 -1.44336710e+02 -9.61951477e-03  1.54169239e+02 -1.43829768e+02
  4.87255570e-01  1.54647251e+02]
res:  5860 -0.0005365296701711486 0.016712240840206505 0.02711687745172542
[ 1.21279337e-10 -1.03173306e-05 -2.82892779e-01  1.61505368e+04
 -1.44304417e+02  5.68825745e-03  1.54175976e+02 -1.43819844e+02
  5.10524205e-01  1.54672168e+02 -1.44343987e+02 -5.70003879e-03
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 -1.44303855e+02  8.51201819e-03  1.54184322e+02 -1.43792473e+02
  4.91141944e-01  1.54663702e+02 -1.44314578e+02 -9.65832332e-04
  1.54182255e+02 -1.43815986e+02  4.91186398e-01  1.54662207e+02
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  5.10000373e-01  1.54658697e+02 -1.44293460e+02  1.60671310e-02
  1.54181674e+02 -1.43775687e+02  4.83126757e-01  1.54653621e+02
 -1.44307754e+02 -6.24892551e-04  1.54161602e+02 -1.43852486e+02
  4.86249601e-01  1.54672332e+02 -1.44294125e+02 -1.77437229e-03
  1.54190602e+02 -1.43828669e+02  5.06610429e-01  1.54678484e+02
 -1.44337040e+02 -2.82179392e-02  1.54174688e+02 -1.43823886e+02
  4.88104810e-01  1.54665764e+02 -1.44313585e+02  2.69194671e-02
  1.54187544e+02 -1.43801399e+02  4.94213786e-01  1.54661240e+02
 -1.44327177e+02 -3.27167261e-02  1.54154549e+02 -1.43816318e+02
  4.90677282e-01  1.54643912e+02 -1.44324849e+02  6.00017114e-03
  1.54194189e+02 -1.43806810e+02  5.01269757e-01  1.54666359e+02
 -1.44329720e+02 -7.75792228e-03  1.54176245e+02 -1.43817284e+02
  4.85198970e-01  1.54649895e+02]
Niter:  3 row:  101 ngroup:  26 nlines:  6272 gd:  5861
[ 1.21279337e-10 -1.03173306e-05 -2.82892779e-01  1.61505368e+04
 -1.44304417e+02  5.68825745e-03  1.54175976e+02 -1.43819844e+02
  5.10524205e-01  1.54672168e+02 -1.44343987e+02 -5.70003879e-03
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  5.10000373e-01  1.54658697e+02 -1.44293460e+02  1.60671310e-02
  1.54181674e+02 -1.43775687e+02  4.83126757e-01  1.54653621e+02
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  4.86249601e-01  1.54672332e+02 -1.44294125e+02 -1.77437229e-03
  1.54190602e+02 -1.43828669e+02  5.06610429e-01  1.54678484e+02
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  4.88104810e-01  1.54665764e+02 -1.44313585e+02  2.69194671e-02
  1.54187544e+02 -1.43801399e+02  4.94213786e-01  1.54661240e+02
 -1.44327177e+02 -3.27167261e-02  1.54154549e+02 -1.43816318e+02
  4.90677282e-01  1.54643912e+02 -1.44324849e+02  6.00017114e-03
  1.54194189e+02 -1.43806810e+02  5.01269757e-01  1.54666359e+02
 -1.44329720e+02 -7.75792228e-03  1.54176245e+02 -1.43817284e+02
  4.85198970e-01  1.54649895e+02]
res:  5861 -0.00025991900474764407 0.01622526196479157 0.027107535575818773
[ 1.21567650e-10 -1.03173240e-05 -2.82900156e-01  1.61505352e+04
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  1.54138564e+02 -1.43768156e+02  4.84444659e-01  1.54618599e+02
 -1.44254830e+02 -1.33959926e-02  1.54125109e+02 -1.43769204e+02
  5.02775523e-01  1.54614987e+02 -1.44245592e+02  9.92420542e-03
  1.54137982e+02 -1.43728321e+02  4.76179119e-01  1.54609925e+02
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  4.79617895e-01  1.54628573e+02 -1.44246912e+02 -8.95215506e-03
  1.54147053e+02 -1.43781290e+02  4.99227443e-01  1.54634811e+02
 -1.44290502e+02 -3.53343306e-02  1.54131132e+02 -1.43776668e+02
  4.81706397e-01  1.54622193e+02 -1.44266014e+02  1.95655866e-02
  1.54143994e+02 -1.43753758e+02  4.87140473e-01  1.54617752e+02
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 -1.44282621e+02 -1.45344475e-02  1.54132645e+02 -1.43769955e+02
  4.79021677e-01  1.54606313e+02]
Niter:  4 row:  101 ngroup:  26 nlines:  6272 gd:  5834
[ 1.21567650e-10 -1.03173240e-05 -2.82900156e-01  1.61505352e+04
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  4.81706397e-01  1.54622193e+02 -1.44266014e+02  1.95655866e-02
  1.54143994e+02 -1.43753758e+02  4.87140473e-01  1.54617752e+02
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  4.83420592e-01  1.54600232e+02 -1.44277545e+02 -1.21494695e-04
  1.54150611e+02 -1.43759087e+02  4.94277429e-01  1.54622700e+02
 -1.44282621e+02 -1.45344475e-02  1.54132645e+02 -1.43769955e+02
  4.79021677e-01  1.54606313e+02]
res:  5834 -0.0005334300622052979 0.016142069848683605 0.02667190716447611
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  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
Niter:  5 row:  101 ngroup:  26 nlines:  6272 gd:  5831
[ 1.21567662e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
res:  5831 -0.000538658105142531 0.016137540783347504 0.026628630220646984
[ 1.21568519e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
Niter:  6 row:  101 ngroup:  26 nlines:  6272 gd:  5832
[ 1.21568519e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
res:  5832 -0.0005355817902454874 0.016148145411534642 0.026643144301401425
[ 1.21566945e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
Saving figure to  wave_resid_43670005_fiber101.png
Final values:
res:  -0.0005355817902454874 0.026643144301401425
pars:  [ 1.21566945e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
101 [ 1.21566945e-10 -1.03173230e-05 -2.82900128e-01  1.61505335e+04
 -1.44267588e+02 -1.12922855e-02  1.54127612e+02 -1.43777559e+02
  4.98429203e-01  1.54623704e+02 -1.44307168e+02 -2.07588917e-02
  1.54125940e+02 -1.43787004e+02  4.82927596e-01  1.54600711e+02
 -1.44261074e+02 -1.15767396e-02  1.54135745e+02 -1.43755184e+02
  4.75101459e-01  1.54615294e+02 -1.44270967e+02 -2.02502799e-02
  1.54135929e+02 -1.43779014e+02  4.79215980e-01  1.54613882e+02
 -1.44265658e+02 -2.25599716e-02  1.54118240e+02 -1.43779924e+02
  4.82095491e-01  1.54610219e+02 -1.44256664e+02 -3.03561745e-03
  1.54133175e+02 -1.43738846e+02  4.62548859e-01  1.54605100e+02
 -1.44264825e+02 -1.67615309e-02  1.54113090e+02 -1.43815810e+02
  4.74402081e-01  1.54623814e+02 -1.44257336e+02 -9.90273167e-03
  1.54142227e+02 -1.43792198e+02  4.90983067e-01  1.54630085e+02
 -1.44295493e+02 -4.83282264e-02  1.54126254e+02 -1.43775428e+02
  4.76442912e-01  1.54617398e+02 -1.44276565e+02  1.43959743e-02
  1.54139177e+02 -1.43764405e+02  4.77970113e-01  1.54612964e+02
 -1.44290477e+02 -4.46517045e-02  1.54104147e+02 -1.43773743e+02
  4.78220497e-01  1.54595418e+02 -1.44282304e+02 -5.40367405e-03
  1.54145767e+02 -1.43769941e+02  4.84904412e-01  1.54617958e+02
 -1.44293509e+02 -1.97832194e-02  1.54127835e+02 -1.43774545e+02
  4.73710800e-01  1.54601671e+02]
--- Row 103/300 row=102 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  102
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=102 ---
Niter:  0 row:  102 ngroup:  1 nlines:  234 gd:  234
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  234 0.001642005673602398 0.01554739738094213 0.03104364664668065
[ 1.20973754e-10 -1.03172112e-05 -2.82890482e-01  1.61505558e+04
 -1.44335572e+02 -9.94999980e-08  1.54170111e+02]
Niter:  1 row:  102 ngroup:  1 nlines:  234 gd:  218
[ 1.20973754e-10 -1.03172112e-05 -2.82890482e-01  1.61505558e+04
 -1.44335572e+02 -9.94999980e-08  1.54170111e+02]
res:  218 -0.0010871929644054035 0.015261970084793575 0.02345066027741437
[ 1.21148278e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
Niter:  2 row:  102 ngroup:  1 nlines:  234 gd:  219
[ 1.21148278e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
res:  219 -0.0007687678880756721 0.015156939792177582 0.023826705950102573
[ 1.21102301e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
Niter:  3 row:  102 ngroup:  1 nlines:  234 gd:  217
[ 1.21102301e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
res:  217 -0.0007820927976354142 0.015029861947368772 0.023087856029011523
[ 1.21091327e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
Niter:  4 row:  102 ngroup:  1 nlines:  234 gd:  218
[ 1.21091327e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
res:  218 -0.00019476550824037986 0.014909417096532707 0.023454615335437877
[ 1.21045110e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
Niter:  5 row:  102 ngroup:  1 nlines:  234 gd:  218
[ 1.21045110e-10 -1.03171786e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
res:  218 -0.0003200532237315201 0.014929089917131932 0.023451420686867404
[ 1.21081887e-10 -1.03172447e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
Niter:  6 row:  102 ngroup:  1 nlines:  234 gd:  218
[ 1.21081887e-10 -1.03172447e-05 -2.82896049e-01  1.61505583e+04
 -1.44287112e+02 -9.94999634e-08  1.54142873e+02]
res:  218 -0.00013426437908492517 0.014733904378772422 0.023430173166719085
[ 1.20961880e-10 -1.03175712e-05 -2.82895348e-01  1.61505584e+04
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02]
Final values:
res:  -0.00013426437908492517 0.023430173166719085
pars:  [ 1.20961880e-10 -1.03175712e-05 -2.82895348e-01  1.61505584e+04
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02]
102 [ 1.20961880e-10 -1.03175712e-05 -2.82895348e-01  1.61505584e+04
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02]
elapsed: 2.9 sec.
Niter:  0 row:  102 ngroup:  26 nlines:  6225 gd:  6225
[ 1.20961880e-10 -1.03175712e-05 -2.82895348e-01  1.61505584e+04
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02 -1.44291831e+02 -9.94872400e-08
  1.54138268e+02 -1.44291831e+02 -9.94872400e-08  1.54138268e+02
 -1.44291831e+02 -9.94872400e-08  1.54138268e+02 -1.44291831e+02
 -9.94872400e-08  1.54138268e+02]
res:  6225 -0.0004252883045410272 0.01673742824641522 0.0362751473122767
[ 1.20961892e-10 -1.03175702e-05 -2.82895320e-01  1.61505568e+04
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Niter:  1 row:  102 ngroup:  26 nlines:  6225 gd:  5839
[ 1.20961892e-10 -1.03175702e-05 -2.82895320e-01  1.61505568e+04
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  4.73063208e-01  1.54614183e+02 -1.44313399e+02 -2.44920899e-02
  1.54142657e+02 -1.43818369e+02  4.66477509e-01  1.54617343e+02
 -1.44314949e+02 -3.35446074e-02  1.54120898e+02 -1.43818187e+02
  4.53906602e-01  1.54603574e+02]
res:  5839 -0.0001756265282892855 0.016765872027463047 0.02666462327170117
[ 1.20961904e-10 -1.03175691e-05 -2.82895348e-01  1.61505584e+04
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Niter:  2 row:  102 ngroup:  26 nlines:  6225 gd:  5850
[ 1.20961904e-10 -1.03175691e-05 -2.82895348e-01  1.61505584e+04
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  1.54140395e+02 -1.43751914e+02  4.75124641e-01  1.54629895e+02
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  4.61805036e-01  1.54626170e+02 -1.44297492e+02 -3.96534287e-02
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 -1.44320645e+02 -4.60046851e-02  1.54132537e+02 -1.43793004e+02
  4.41626106e-01  1.54616082e+02]
res:  5850 -0.00024710450452403165 0.016887868510821136 0.026801975128445645
[ 1.20961917e-10 -1.03175681e-05 -2.82895376e-01  1.61505600e+04
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 -1.44313660e+02 -4.42542748e-02  1.54137301e+02 -1.43785984e+02
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Niter:  3 row:  102 ngroup:  26 nlines:  6225 gd:  5854
[ 1.20961917e-10 -1.03175681e-05 -2.82895376e-01  1.61505600e+04
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 -1.44313660e+02 -4.42542748e-02  1.54137301e+02 -1.43785984e+02
  4.47330362e-01  1.54620846e+02]
res:  5854 -0.00048005716962506995 0.01659035380180285 0.026832570409183208
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Niter:  4 row:  102 ngroup:  26 nlines:  6225 gd:  5836
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 -1.44279643e+02 -5.01987155e-02  1.54110678e+02 -1.43751136e+02
  4.41264838e-01  1.54594122e+02]
res:  5836 -0.0005012036999687552 0.016614641515843687 0.026525425584515656
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Niter:  5 row:  102 ngroup:  26 nlines:  6225 gd:  5837
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 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
res:  5837 -0.0005568876185861882 0.016607811454377952 0.026538826338350748
[ 1.21301973e-10 -1.03173091e-05 -2.82900861e-01  1.61505568e+04
 -1.44260278e+02 -1.03140389e-02  1.54110636e+02 -1.43735708e+02
  4.79719466e-01  1.54601739e+02 -1.44274149e+02 -2.83615288e-02
  1.54106710e+02 -1.43766776e+02  4.43534713e-01  1.54608731e+02
 -1.44276719e+02 -1.36683135e-02  1.54122037e+02 -1.43768595e+02
  4.64486243e-01  1.54596784e+02 -1.44273745e+02 -6.12542209e-02
  1.54118972e+02 -1.43761431e+02  4.52169205e-01  1.54589279e+02
 -1.44240734e+02 -3.23115093e-02  1.54111356e+02 -1.43762894e+02
  4.71032717e-01  1.54598835e+02 -1.44241823e+02 -6.03082002e-02
  1.54118461e+02 -1.43764204e+02  4.55243024e-01  1.54605107e+02
 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
Niter:  6 row:  102 ngroup:  26 nlines:  6225 gd:  5837
[ 1.21301973e-10 -1.03173091e-05 -2.82900861e-01  1.61505568e+04
 -1.44260278e+02 -1.03140389e-02  1.54110636e+02 -1.43735708e+02
  4.79719466e-01  1.54601739e+02 -1.44274149e+02 -2.83615288e-02
  1.54106710e+02 -1.43766776e+02  4.43534713e-01  1.54608731e+02
 -1.44276719e+02 -1.36683135e-02  1.54122037e+02 -1.43768595e+02
  4.64486243e-01  1.54596784e+02 -1.44273745e+02 -6.12542209e-02
  1.54118972e+02 -1.43761431e+02  4.52169205e-01  1.54589279e+02
 -1.44240734e+02 -3.23115093e-02  1.54111356e+02 -1.43762894e+02
  4.71032717e-01  1.54598835e+02 -1.44241823e+02 -6.03082002e-02
  1.54118461e+02 -1.43764204e+02  4.55243024e-01  1.54605107e+02
 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
res:  5837 -0.0005884112342755543 0.016604429787548725 0.026538661955713715
[ 1.21299772e-10 -1.03172991e-05 -2.82900861e-01  1.61505568e+04
 -1.44260278e+02 -1.03140389e-02  1.54110636e+02 -1.43735708e+02
  4.79719466e-01  1.54601739e+02 -1.44274149e+02 -2.83615288e-02
  1.54106710e+02 -1.43766776e+02  4.43534713e-01  1.54608731e+02
 -1.44276719e+02 -1.36683135e-02  1.54122037e+02 -1.43768595e+02
  4.64486243e-01  1.54596784e+02 -1.44273745e+02 -6.12542209e-02
  1.54118972e+02 -1.43761431e+02  4.52169205e-01  1.54589279e+02
 -1.44240734e+02 -3.23115093e-02  1.54111356e+02 -1.43762894e+02
  4.71032717e-01  1.54598835e+02 -1.44241823e+02 -6.03082002e-02
  1.54118461e+02 -1.43764204e+02  4.55243024e-01  1.54605107e+02
 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
Saving figure to  wave_resid_43670005_fiber102.png
Final values:
res:  -0.0005884112342755543 0.026538661955713715
pars:  [ 1.21299772e-10 -1.03172991e-05 -2.82900861e-01  1.61505568e+04
 -1.44260278e+02 -1.03140389e-02  1.54110636e+02 -1.43735708e+02
  4.79719466e-01  1.54601739e+02 -1.44274149e+02 -2.83615288e-02
  1.54106710e+02 -1.43766776e+02  4.43534713e-01  1.54608731e+02
 -1.44276719e+02 -1.36683135e-02  1.54122037e+02 -1.43768595e+02
  4.64486243e-01  1.54596784e+02 -1.44273745e+02 -6.12542209e-02
  1.54118972e+02 -1.43761431e+02  4.52169205e-01  1.54589279e+02
 -1.44240734e+02 -3.23115093e-02  1.54111356e+02 -1.43762894e+02
  4.71032717e-01  1.54598835e+02 -1.44241823e+02 -6.03082002e-02
  1.54118461e+02 -1.43764204e+02  4.55243024e-01  1.54605107e+02
 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
102 [ 1.21299772e-10 -1.03172991e-05 -2.82900861e-01  1.61505568e+04
 -1.44260278e+02 -1.03140389e-02  1.54110636e+02 -1.43735708e+02
  4.79719466e-01  1.54601739e+02 -1.44274149e+02 -2.83615288e-02
  1.54106710e+02 -1.43766776e+02  4.43534713e-01  1.54608731e+02
 -1.44276719e+02 -1.36683135e-02  1.54122037e+02 -1.43768595e+02
  4.64486243e-01  1.54596784e+02 -1.44273745e+02 -6.12542209e-02
  1.54118972e+02 -1.43761431e+02  4.52169205e-01  1.54589279e+02
 -1.44240734e+02 -3.23115093e-02  1.54111356e+02 -1.43762894e+02
  4.71032717e-01  1.54598835e+02 -1.44241823e+02 -6.03082002e-02
  1.54118461e+02 -1.43764204e+02  4.55243024e-01  1.54605107e+02
 -1.44291442e+02 -4.02521944e-02  1.54106831e+02 -1.43773096e+02
  4.44982491e-01  1.54602997e+02 -1.44265002e+02 -3.17112631e-02
  1.54129189e+02 -1.43777397e+02  4.63488973e-01  1.54612297e+02
 -1.44275131e+02 -3.85860328e-02  1.54104752e+02 -1.43780621e+02
  4.57102403e-01  1.54607355e+02 -1.44281025e+02 -2.62571776e-02
  1.54114832e+02 -1.43721617e+02  4.68420713e-01  1.54604284e+02
 -1.44281290e+02 -3.19710567e-02  1.54105763e+02 -1.43752888e+02
  4.51096967e-01  1.54604870e+02 -1.44266000e+02 -4.98948231e-02
  1.54127215e+02 -1.43780360e+02  4.70055048e-01  1.54594414e+02
 -1.44289938e+02 -5.14277940e-02  1.54106984e+02 -1.43761581e+02
  4.35884293e-01  1.54590415e+02]
--- Row 104/300 row=103 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  103
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=103 ---
Niter:  0 row:  103 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0011371390355634503 0.015569200309982989 0.03228325595449806
[ 1.20945900e-10 -1.03161637e-05 -2.82895246e-01  1.61505508e+04
 -1.44320213e+02 -2.98989259e-13  1.54176727e+02]
Niter:  1 row:  103 ngroup:  1 nlines:  249 gd:  236
[ 1.20945900e-10 -1.03161637e-05 -2.82895246e-01  1.61505508e+04
 -1.44320213e+02 -2.98989259e-13  1.54176727e+02]
res:  236 -0.00013215988292358816 0.015169597700150916 0.0259738828548662
[ 1.21383637e-10 -1.03160444e-05 -2.82903560e-01  1.61505570e+04
 -1.44245579e+02  1.72532413e-12  1.54156418e+02]
Niter:  2 row:  103 ngroup:  1 nlines:  249 gd:  234
[ 1.21383637e-10 -1.03160444e-05 -2.82903560e-01  1.61505570e+04
 -1.44245579e+02  1.72532413e-12  1.54156418e+02]
res:  234 0.00014753968207514845 0.014684322452012566 0.025208726359278916
[ 1.21463369e-10 -1.03158200e-05 -2.82905849e-01  1.61505579e+04
 -1.44215520e+02 -5.33240017e-11  1.54150343e+02]
Niter:  3 row:  103 ngroup:  1 nlines:  249 gd:  232
[ 1.21463369e-10 -1.03158200e-05 -2.82905849e-01  1.61505579e+04
 -1.44215520e+02 -5.33240017e-11  1.54150343e+02]
res:  232 -9.009093082568143e-05 0.014622628565120976 0.02453810919760919
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
Niter:  4 row:  103 ngroup:  1 nlines:  249 gd:  232
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
res:  232 -9.009093082568143e-05 0.014622628565120976 0.02453810919760919
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
Niter:  5 row:  103 ngroup:  1 nlines:  249 gd:  232
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
res:  232 -9.009093082568143e-05 0.014622628565120976 0.02453810919760919
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
Niter:  6 row:  103 ngroup:  1 nlines:  249 gd:  232
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
res:  232 -9.009093082568143e-05 0.014622628565120976 0.02453810919760919
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
Final values:
res:  -9.009093082568143e-05 0.02453810919760919
pars:  [ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
103 [ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02]
elapsed: 2.9 sec.
Niter:  0 row:  103 ngroup:  26 nlines:  6439 gd:  6439
[ 1.21497491e-10 -1.03158293e-05 -2.82906252e-01  1.61505588e+04
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02 -1.44209766e+02 -1.40325037e-11
  1.54149806e+02 -1.44209766e+02 -1.40325037e-11  1.54149806e+02
 -1.44209766e+02 -1.40325037e-11  1.54149806e+02 -1.44209766e+02
 -1.40325037e-11  1.54149806e+02]
res:  6439 0.00021796859437017702 0.014737209439772414 0.03382489162857663
[ 1.21497503e-10 -1.03158282e-05 -2.82906224e-01  1.61505572e+04
 -1.44217305e+02  2.37522963e-02  1.54149128e+02 -1.43741825e+02
  5.21414091e-01  1.54650904e+02 -1.44224270e+02 -6.04349158e-03
  1.54124965e+02 -1.43737846e+02  4.91547054e-01  1.54620511e+02
 -1.44223756e+02  1.94754764e-02  1.54144557e+02 -1.43744504e+02
  5.26950590e-01  1.54626654e+02 -1.44218884e+02  1.38699863e-02
  1.54153822e+02 -1.43744484e+02  5.38760122e-01  1.54622802e+02
 -1.44215608e+02  1.79347662e-02  1.54144911e+02 -1.43721177e+02
  5.24307912e-01  1.54635188e+02 -1.44233564e+02  3.05635192e-02
  1.54139109e+02 -1.43729180e+02  5.21423566e-01  1.54637116e+02
 -1.44244962e+02 -8.81058034e-03  1.54129323e+02 -1.43746500e+02
  5.01052571e-01  1.54637075e+02 -1.44249364e+02  1.09732494e-02
  1.54149999e+02 -1.43740002e+02  5.01160220e-01  1.54636454e+02
 -1.44221146e+02  6.60094316e-04  1.54133985e+02 -1.43740962e+02
  5.17608690e-01  1.54634095e+02 -1.44233389e+02  2.60204502e-02
  1.54141566e+02 -1.43744233e+02  5.11223426e-01  1.54640076e+02
 -1.44226711e+02 -1.29977210e-02  1.54122755e+02 -1.43750008e+02
  4.89323964e-01  1.54631686e+02 -1.44231951e+02  6.35692687e-03
  1.54142509e+02 -1.43756881e+02  5.01332690e-01  1.54621052e+02
 -1.44238461e+02  7.95889716e-03  1.54129288e+02 -1.43764156e+02
  5.00418662e-01  1.54627197e+02]
Niter:  1 row:  103 ngroup:  26 nlines:  6439 gd:  5947
[ 1.21497503e-10 -1.03158282e-05 -2.82906224e-01  1.61505572e+04
 -1.44217305e+02  2.37522963e-02  1.54149128e+02 -1.43741825e+02
  5.21414091e-01  1.54650904e+02 -1.44224270e+02 -6.04349158e-03
  1.54124965e+02 -1.43737846e+02  4.91547054e-01  1.54620511e+02
 -1.44223756e+02  1.94754764e-02  1.54144557e+02 -1.43744504e+02
  5.26950590e-01  1.54626654e+02 -1.44218884e+02  1.38699863e-02
  1.54153822e+02 -1.43744484e+02  5.38760122e-01  1.54622802e+02
 -1.44215608e+02  1.79347662e-02  1.54144911e+02 -1.43721177e+02
  5.24307912e-01  1.54635188e+02 -1.44233564e+02  3.05635192e-02
  1.54139109e+02 -1.43729180e+02  5.21423566e-01  1.54637116e+02
 -1.44244962e+02 -8.81058034e-03  1.54129323e+02 -1.43746500e+02
  5.01052571e-01  1.54637075e+02 -1.44249364e+02  1.09732494e-02
  1.54149999e+02 -1.43740002e+02  5.01160220e-01  1.54636454e+02
 -1.44221146e+02  6.60094316e-04  1.54133985e+02 -1.43740962e+02
  5.17608690e-01  1.54634095e+02 -1.44233389e+02  2.60204502e-02
  1.54141566e+02 -1.43744233e+02  5.11223426e-01  1.54640076e+02
 -1.44226711e+02 -1.29977210e-02  1.54122755e+02 -1.43750008e+02
  4.89323964e-01  1.54631686e+02 -1.44231951e+02  6.35692687e-03
  1.54142509e+02 -1.43756881e+02  5.01332690e-01  1.54621052e+02
 -1.44238461e+02  7.95889716e-03  1.54129288e+02 -1.43764156e+02
  5.00418662e-01  1.54627197e+02]
res:  5947 -0.00018137875122192781 0.01480426783382427 0.02388753594169297
[ 1.21497515e-10 -1.03158272e-05 -2.82906195e-01  1.61505556e+04
 -1.44223728e+02 -8.08556622e-03  1.54140342e+02 -1.43759382e+02
  4.91524809e-01  1.54640690e+02 -1.44232832e+02 -1.72507465e-02
  1.54129025e+02 -1.43743492e+02  4.87550288e-01  1.54615830e+02
 -1.44222453e+02  8.59577703e-03  1.54140250e+02 -1.43736456e+02
  5.01270420e-01  1.54619122e+02 -1.44224401e+02 -4.78324565e-03
  1.54147765e+02 -1.43753948e+02  5.14123697e-01  1.54615806e+02
 -1.44222766e+02  4.42099956e-05  1.54143012e+02 -1.43741962e+02
  5.05106575e-01  1.54629705e+02 -1.44217952e+02  1.11640917e-02
  1.54140448e+02 -1.43721249e+02  5.09733950e-01  1.54629154e+02
 -1.44235212e+02 -1.89111786e-02  1.54125600e+02 -1.43761600e+02
  4.83314859e-01  1.54633283e+02 -1.44257766e+02 -1.53531716e-02
  1.54152098e+02 -1.43726525e+02  4.90011520e-01  1.54636078e+02
 -1.44231024e+02 -1.83876157e-02  1.54129530e+02 -1.43738709e+02
  4.87684146e-01  1.54627039e+02 -1.44234618e+02 -5.33981181e-03
  1.54141234e+02 -1.43749570e+02  4.91824815e-01  1.54634007e+02
 -1.44233824e+02 -2.36395859e-02  1.54123851e+02 -1.43767683e+02
  4.77240634e-01  1.54622658e+02 -1.44234132e+02 -5.66942341e-03
  1.54136352e+02 -1.43762055e+02  4.90297375e-01  1.54614267e+02
 -1.44253305e+02 -7.76939212e-03  1.54131355e+02 -1.43747671e+02
  4.75622607e-01  1.54615300e+02]
Niter:  2 row:  103 ngroup:  26 nlines:  6439 gd:  5958
[ 1.21497515e-10 -1.03158272e-05 -2.82906195e-01  1.61505556e+04
 -1.44223728e+02 -8.08556622e-03  1.54140342e+02 -1.43759382e+02
  4.91524809e-01  1.54640690e+02 -1.44232832e+02 -1.72507465e-02
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 -1.44222453e+02  8.59577703e-03  1.54140250e+02 -1.43736456e+02
  5.01270420e-01  1.54619122e+02 -1.44224401e+02 -4.78324565e-03
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 -1.44222766e+02  4.42099956e-05  1.54143012e+02 -1.43741962e+02
  5.05106575e-01  1.54629705e+02 -1.44217952e+02  1.11640917e-02
  1.54140448e+02 -1.43721249e+02  5.09733950e-01  1.54629154e+02
 -1.44235212e+02 -1.89111786e-02  1.54125600e+02 -1.43761600e+02
  4.83314859e-01  1.54633283e+02 -1.44257766e+02 -1.53531716e-02
  1.54152098e+02 -1.43726525e+02  4.90011520e-01  1.54636078e+02
 -1.44231024e+02 -1.83876157e-02  1.54129530e+02 -1.43738709e+02
  4.87684146e-01  1.54627039e+02 -1.44234618e+02 -5.33981181e-03
  1.54141234e+02 -1.43749570e+02  4.91824815e-01  1.54634007e+02
 -1.44233824e+02 -2.36395859e-02  1.54123851e+02 -1.43767683e+02
  4.77240634e-01  1.54622658e+02 -1.44234132e+02 -5.66942341e-03
  1.54136352e+02 -1.43762055e+02  4.90297375e-01  1.54614267e+02
 -1.44253305e+02 -7.76939212e-03  1.54131355e+02 -1.43747671e+02
  4.75622607e-01  1.54615300e+02]
res:  5958 -0.0003420046323299175 0.014853590351776802 0.02397366147453708
[ 1.21497528e-10 -1.03158262e-05 -2.82906167e-01  1.61505540e+04
 -1.44230708e+02 -1.70909826e-02  1.54135611e+02 -1.43771263e+02
  4.82660328e-01  1.54635963e+02 -1.44239787e+02 -2.65148165e-02
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 -1.44224576e+02 -6.90584469e-04  1.54135516e+02 -1.43743419e+02
  4.92476513e-01  1.54614391e+02 -1.44231382e+02 -1.41183939e-02
  1.54143035e+02 -1.43760929e+02  4.90347727e-01  1.54611079e+02
 -1.44229776e+02 -8.98783603e-03  1.54138288e+02 -1.43754409e+02
  4.88488014e-01  1.54624972e+02 -1.44224929e+02  5.46262700e-03
  1.54135713e+02 -1.43728242e+02  5.04024737e-01  1.54624416e+02
 -1.44242184e+02 -2.46169637e-02  1.54120868e+02 -1.43768576e+02
  4.74242737e-01  1.54628550e+02 -1.44264714e+02 -2.76470168e-02
  1.54149182e+02 -1.43728873e+02  4.84303455e-01  1.54633355e+02
 -1.44238004e+02 -2.40820878e-02  1.54124798e+02 -1.43745671e+02
  4.64372090e-01  1.54622301e+02 -1.44241594e+02 -1.74778304e-02
  1.54136508e+02 -1.43756559e+02  4.86143990e-01  1.54629286e+02
 -1.44240804e+02 -3.52849283e-02  1.54119118e+02 -1.43774662e+02
  4.68283234e-01  1.54617925e+02 -1.44241123e+02 -1.45141396e-02
  1.54129722e+02 -1.43769018e+02  4.84601815e-01  1.54609531e+02
 -1.44260270e+02 -1.65964680e-02  1.54126624e+02 -1.43754655e+02
  4.66609806e-01  1.54610575e+02]
Niter:  3 row:  103 ngroup:  26 nlines:  6439 gd:  5957
[ 1.21497528e-10 -1.03158262e-05 -2.82906167e-01  1.61505540e+04
 -1.44230708e+02 -1.70909826e-02  1.54135611e+02 -1.43771263e+02
  4.82660328e-01  1.54635963e+02 -1.44239787e+02 -2.65148165e-02
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  4.92476513e-01  1.54614391e+02 -1.44231382e+02 -1.41183939e-02
  1.54143035e+02 -1.43760929e+02  4.90347727e-01  1.54611079e+02
 -1.44229776e+02 -8.98783603e-03  1.54138288e+02 -1.43754409e+02
  4.88488014e-01  1.54624972e+02 -1.44224929e+02  5.46262700e-03
  1.54135713e+02 -1.43728242e+02  5.04024737e-01  1.54624416e+02
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  4.74242737e-01  1.54628550e+02 -1.44264714e+02 -2.76470168e-02
  1.54149182e+02 -1.43728873e+02  4.84303455e-01  1.54633355e+02
 -1.44238004e+02 -2.40820878e-02  1.54124798e+02 -1.43745671e+02
  4.64372090e-01  1.54622301e+02 -1.44241594e+02 -1.74778304e-02
  1.54136508e+02 -1.43756559e+02  4.86143990e-01  1.54629286e+02
 -1.44240804e+02 -3.52849283e-02  1.54119118e+02 -1.43774662e+02
  4.68283234e-01  1.54617925e+02 -1.44241123e+02 -1.45141396e-02
  1.54129722e+02 -1.43769018e+02  4.84601815e-01  1.54609531e+02
 -1.44260270e+02 -1.65964680e-02  1.54126624e+02 -1.43754655e+02
  4.66609806e-01  1.54610575e+02]
res:  5957 -0.0005782406115031336 0.014867363337543793 0.02394718121259282
[ 1.21550738e-10 -1.03158262e-05 -2.82906167e-01  1.61505540e+04
 -1.44230708e+02 -1.70909826e-02  1.54135611e+02 -1.43771263e+02
  4.82660328e-01  1.54635963e+02 -1.44239787e+02 -2.65148165e-02
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 -1.44224576e+02 -6.90584469e-04  1.54135516e+02 -1.43743419e+02
  4.92476513e-01  1.54614391e+02 -1.44231382e+02 -1.41183939e-02
  1.54143035e+02 -1.43760929e+02  4.90347727e-01  1.54611079e+02
 -1.44229776e+02 -8.98783603e-03  1.54138288e+02 -1.43754409e+02
  4.88488014e-01  1.54624972e+02 -1.44224929e+02  5.46262700e-03
  1.54135713e+02 -1.43728242e+02  5.04024737e-01  1.54624416e+02
 -1.44242184e+02 -2.46169637e-02  1.54120868e+02 -1.43768576e+02
  4.74242737e-01  1.54628550e+02 -1.44264714e+02 -2.76470168e-02
  1.54149182e+02 -1.43728873e+02  4.84303455e-01  1.54633355e+02
 -1.44238004e+02 -2.40820878e-02  1.54124798e+02 -1.43745671e+02
  4.64372090e-01  1.54622301e+02 -1.44241594e+02 -1.74778304e-02
  1.54136508e+02 -1.43756559e+02  4.86143990e-01  1.54629286e+02
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  4.68283234e-01  1.54617925e+02 -1.44241123e+02 -1.45141396e-02
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 -1.44260270e+02 -1.65964680e-02  1.54126624e+02 -1.43754655e+02
  4.66609806e-01  1.54610575e+02]
Niter:  4 row:  103 ngroup:  26 nlines:  6439 gd:  5960
[ 1.21550738e-10 -1.03158262e-05 -2.82906167e-01  1.61505540e+04
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  4.82660328e-01  1.54635963e+02 -1.44239787e+02 -2.65148165e-02
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  4.92476513e-01  1.54614391e+02 -1.44231382e+02 -1.41183939e-02
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 -1.44229776e+02 -8.98783603e-03  1.54138288e+02 -1.43754409e+02
  4.88488014e-01  1.54624972e+02 -1.44224929e+02  5.46262700e-03
  1.54135713e+02 -1.43728242e+02  5.04024737e-01  1.54624416e+02
 -1.44242184e+02 -2.46169637e-02  1.54120868e+02 -1.43768576e+02
  4.74242737e-01  1.54628550e+02 -1.44264714e+02 -2.76470168e-02
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  4.64372090e-01  1.54622301e+02 -1.44241594e+02 -1.74778304e-02
  1.54136508e+02 -1.43756559e+02  4.86143990e-01  1.54629286e+02
 -1.44240804e+02 -3.52849283e-02  1.54119118e+02 -1.43774662e+02
  4.68283234e-01  1.54617925e+02 -1.44241123e+02 -1.45141396e-02
  1.54129722e+02 -1.43769018e+02  4.84601815e-01  1.54609531e+02
 -1.44260270e+02 -1.65964680e-02  1.54126624e+02 -1.43754655e+02
  4.66609806e-01  1.54610575e+02]
res:  5960 -0.00037546191379078664 0.014901047301464132 0.023976040779519803
[ 1.21550751e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
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  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
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  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
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  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
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 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
Niter:  5 row:  103 ngroup:  26 nlines:  6439 gd:  5958
[ 1.21550751e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
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  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
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  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
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  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
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 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
res:  5958 -0.0005806493718409911 0.014886834182107123 0.023943726589638777
[ 1.21587951e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
 -1.44240025e+02 -2.27816196e-02  1.54132982e+02 -1.43780385e+02
  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
  1.54121638e+02 -1.43754564e+02  4.76148685e-01  1.54606410e+02
 -1.44228695e+02 -6.38150447e-03  1.54132857e+02 -1.43752656e+02
  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
Niter:  6 row:  103 ngroup:  26 nlines:  6439 gd:  5957
[ 1.21587951e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
 -1.44240025e+02 -2.27816196e-02  1.54132982e+02 -1.43780385e+02
  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
  1.54121638e+02 -1.43754564e+02  4.76148685e-01  1.54606410e+02
 -1.44228695e+02 -6.38150447e-03  1.54132857e+02 -1.43752656e+02
  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
res:  5957 -0.0005806406607007375 0.01488680741204007 0.023930649429102363
[ 1.21587947e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
 -1.44240025e+02 -2.27816196e-02  1.54132982e+02 -1.43780385e+02
  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
  1.54121638e+02 -1.43754564e+02  4.76148685e-01  1.54606410e+02
 -1.44228695e+02 -6.38150447e-03  1.54132857e+02 -1.43752656e+02
  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
Saving figure to  wave_resid_43670005_fiber103.png
Final values:
res:  -0.0005806406607007375 0.023930649429102363
pars:  [ 1.21587947e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
 -1.44240025e+02 -2.27816196e-02  1.54132982e+02 -1.43780385e+02
  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
  1.54121638e+02 -1.43754564e+02  4.76148685e-01  1.54606410e+02
 -1.44228695e+02 -6.38150447e-03  1.54132857e+02 -1.43752656e+02
  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
103 [ 1.21587947e-10 -1.03158251e-05 -2.82906139e-01  1.61505524e+04
 -1.44240025e+02 -2.27816196e-02  1.54132982e+02 -1.43780385e+02
  4.76963918e-01  1.54633360e+02 -1.44248976e+02 -3.21974602e-02
  1.54121638e+02 -1.43754564e+02  4.76148685e-01  1.54606410e+02
 -1.44228695e+02 -6.38150447e-03  1.54132857e+02 -1.43752656e+02
  4.86792237e-01  1.54611749e+02 -1.44240695e+02 -2.31848941e-02
  1.54140405e+02 -1.43770251e+02  4.81426688e-01  1.54608479e+02
 -1.44239243e+02 -1.46892306e-02  1.54135714e+02 -1.43763711e+02
  4.82778269e-01  1.54622319e+02 -1.44234248e+02 -2.38149049e-04
  1.54133054e+02 -1.43737603e+02  4.98316514e-01  1.54621729e+02
 -1.44251460e+02 -3.03189793e-02  1.54118218e+02 -1.43777873e+02
  4.68551659e-01  1.54625900e+02 -1.44273900e+02 -3.33338205e-02
  1.54146549e+02 -1.43738172e+02  4.78595482e-01  1.54628710e+02
 -1.44247319e+02 -2.97710857e-02  1.54122155e+02 -1.43750258e+02
  4.54914061e-01  1.54619608e+02 -1.44250909e+02 -2.31678436e-02
  1.54133914e+02 -1.43760599e+02  4.80465742e-01  1.54628486e+02
 -1.44250118e+02 -4.09942073e-02  1.54116472e+02 -1.43783987e+02
  4.62591107e-01  1.54613297e+02 -1.44245340e+02 -2.02211346e-02
  1.54127140e+02 -1.43778245e+02  4.78909523e-01  1.54606868e+02
 -1.44269540e+02 -2.23066756e-02  1.54123990e+02 -1.43763996e+02
  4.60906376e-01  1.54605995e+02]
--- Row 105/300 row=104 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  104
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=104 ---
Niter:  0 row:  104 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 -0.0007216618041638867 0.01393510433172196 0.03344603063452379
[ 1.20046367e-10 -1.03142938e-05 -2.82879721e-01  1.61505539e+04
 -1.44379810e+02 -1.75007110e-13  1.54256540e+02]
Niter:  1 row:  104 ngroup:  1 nlines:  244 gd:  227
[ 1.20046367e-10 -1.03142938e-05 -2.82879721e-01  1.61505539e+04
 -1.44379810e+02 -1.75007110e-13  1.54256540e+02]
res:  227 -0.0010493237041373504 0.012968748256753315 0.022208609179269107
[ 1.20813739e-10 -1.03143996e-05 -2.82893574e-01  1.61505568e+04
 -1.44283420e+02  2.93918170e-12  1.54202213e+02]
Niter:  2 row:  104 ngroup:  1 nlines:  244 gd:  226
[ 1.20813739e-10 -1.03143996e-05 -2.82893574e-01  1.61505568e+04
 -1.44283420e+02  2.93918170e-12  1.54202213e+02]
res:  226 -0.0011218439203730668 0.013170496297789214 0.021810498774240378
[ 1.20836680e-10 -1.03144701e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
Niter:  3 row:  104 ngroup:  1 nlines:  244 gd:  227
[ 1.20836680e-10 -1.03144701e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
res:  227 -0.0010288553439750103 0.01326276426698314 0.022138933910577006
[ 1.20830739e-10 -1.03144701e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
Niter:  4 row:  104 ngroup:  1 nlines:  244 gd:  227
[ 1.20830739e-10 -1.03144701e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
res:  227 -0.001062461688889016 0.013140706562808191 0.022138972899281364
[ 1.20836116e-10 -1.03144782e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
Niter:  5 row:  104 ngroup:  1 nlines:  244 gd:  227
[ 1.20836116e-10 -1.03144782e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
res:  227 -0.0010007981491071405 0.013204459215558018 0.022139058120893024
[ 1.20832012e-10 -1.03144782e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
Niter:  6 row:  104 ngroup:  1 nlines:  244 gd:  227
[ 1.20832012e-10 -1.03144782e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
res:  227 -0.0010213414707322954 0.013120258698108955 0.02213909535209409
[ 1.20835719e-10 -1.03144838e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
Final values:
res:  -0.0010213414707322954 0.02213909535209409
pars:  [ 1.20835719e-10 -1.03144838e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
104 [ 1.20835719e-10 -1.03144838e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02]
elapsed: 2.9 sec.
Niter:  0 row:  104 ngroup:  26 nlines:  6261 gd:  6261
[ 1.20835719e-10 -1.03144838e-05 -2.82895117e-01  1.61505576e+04
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02 -1.44264330e+02 -3.41100093e-11
  1.54192261e+02 -1.44264330e+02 -3.41100093e-11  1.54192261e+02
 -1.44264330e+02 -3.41100093e-11  1.54192261e+02 -1.44264330e+02
 -3.41100093e-11  1.54192261e+02]
res:  6261 -0.0005877734856767347 0.014414304347155849 0.03309038317942217
[ 1.20835732e-10 -1.03144848e-05 -2.82895089e-01  1.61505560e+04
 -1.44278210e+02  7.10602372e-03  1.54186753e+02 -1.43799443e+02
  4.99090307e-01  1.54692970e+02 -1.44301615e+02  1.36322851e-03
  1.54188732e+02 -1.43804347e+02  4.69570142e-01  1.54678030e+02
 -1.44265580e+02  5.04735725e-04  1.54184827e+02 -1.43798477e+02
  5.01751167e-01  1.54678448e+02 -1.44299462e+02 -1.72750985e-02
  1.54199011e+02 -1.43822185e+02  4.96178994e-01  1.54670423e+02
 -1.44308130e+02 -3.33207033e-03  1.54193133e+02 -1.43774761e+02
  4.87684364e-01  1.54678717e+02 -1.44296286e+02  4.60817935e-03
  1.54189854e+02 -1.43772179e+02  4.83396993e-01  1.54684880e+02
 -1.44310422e+02 -1.87197722e-02  1.54181127e+02 -1.43793907e+02
  4.69345840e-01  1.54681720e+02 -1.44299854e+02  3.63676590e-03
  1.54188853e+02 -1.43809950e+02  4.92708034e-01  1.54690037e+02
 -1.44296997e+02 -1.91953310e-02  1.54188973e+02 -1.43829583e+02
  4.94140647e-01  1.54676078e+02 -1.44306356e+02 -9.44915555e-03
  1.54195559e+02 -1.43788648e+02  5.14053207e-01  1.54684657e+02
 -1.44324529e+02 -3.41800377e-02  1.54163671e+02 -1.43827739e+02
  4.70821568e-01  1.54681996e+02 -1.44316114e+02 -2.56799524e-02
  1.54183890e+02 -1.43816947e+02  4.77196039e-01  1.54675474e+02
 -1.44324320e+02 -3.38704693e-02  1.54194460e+02 -1.43837707e+02
  4.87810933e-01  1.54670530e+02]
Niter:  1 row:  104 ngroup:  26 nlines:  6261 gd:  5814
[ 1.20835732e-10 -1.03144848e-05 -2.82895089e-01  1.61505560e+04
 -1.44278210e+02  7.10602372e-03  1.54186753e+02 -1.43799443e+02
  4.99090307e-01  1.54692970e+02 -1.44301615e+02  1.36322851e-03
  1.54188732e+02 -1.43804347e+02  4.69570142e-01  1.54678030e+02
 -1.44265580e+02  5.04735725e-04  1.54184827e+02 -1.43798477e+02
  5.01751167e-01  1.54678448e+02 -1.44299462e+02 -1.72750985e-02
  1.54199011e+02 -1.43822185e+02  4.96178994e-01  1.54670423e+02
 -1.44308130e+02 -3.33207033e-03  1.54193133e+02 -1.43774761e+02
  4.87684364e-01  1.54678717e+02 -1.44296286e+02  4.60817935e-03
  1.54189854e+02 -1.43772179e+02  4.83396993e-01  1.54684880e+02
 -1.44310422e+02 -1.87197722e-02  1.54181127e+02 -1.43793907e+02
  4.69345840e-01  1.54681720e+02 -1.44299854e+02  3.63676590e-03
  1.54188853e+02 -1.43809950e+02  4.92708034e-01  1.54690037e+02
 -1.44296997e+02 -1.91953310e-02  1.54188973e+02 -1.43829583e+02
  4.94140647e-01  1.54676078e+02 -1.44306356e+02 -9.44915555e-03
  1.54195559e+02 -1.43788648e+02  5.14053207e-01  1.54684657e+02
 -1.44324529e+02 -3.41800377e-02  1.54163671e+02 -1.43827739e+02
  4.70821568e-01  1.54681996e+02 -1.44316114e+02 -2.56799524e-02
  1.54183890e+02 -1.43816947e+02  4.77196039e-01  1.54675474e+02
 -1.44324320e+02 -3.38704693e-02  1.54194460e+02 -1.43837707e+02
  4.87810933e-01  1.54670530e+02]
res:  5814 -0.00032916368763835635 0.014362276751853642 0.023216319938724663
[ 1.20835719e-10 -1.03144859e-05 -2.82895117e-01  1.61505576e+04
 -1.44269337e+02 -1.79859363e-05  1.54193708e+02 -1.43778415e+02
  4.90893944e-01  1.54701649e+02 -1.44287884e+02 -1.01095788e-02
  1.54196020e+02 -1.43793661e+02  4.70077440e-01  1.54680800e+02
 -1.44269818e+02 -8.56431131e-03  1.54196535e+02 -1.43785021e+02
  4.90079370e-01  1.54686827e+02 -1.44280173e+02 -2.06741434e-02
  1.54208161e+02 -1.43806663e+02  4.98076192e-01  1.54676972e+02
 -1.44300784e+02 -6.61490877e-03  1.54198803e+02 -1.43773568e+02
  4.84572676e-01  1.54683346e+02 -1.44280047e+02  8.48780162e-03
  1.54204984e+02 -1.43771186e+02  4.89887191e-01  1.54691896e+02
 -1.44301464e+02 -2.25364466e-02  1.54185396e+02 -1.43793720e+02
  4.70606489e-01  1.54688798e+02 -1.44299038e+02  1.81007050e-02
  1.54197793e+02 -1.43790469e+02  4.90211759e-01  1.54696838e+02
 -1.44290252e+02 -1.78691784e-02  1.54196596e+02 -1.43803670e+02
  4.92076397e-01  1.54681365e+02 -1.44296340e+02 -1.45815275e-02
  1.54200684e+02 -1.43781295e+02  5.11704398e-01  1.54694066e+02
 -1.44316990e+02 -3.37999988e-02  1.54170852e+02 -1.43813654e+02
  4.84015715e-01  1.54675951e+02 -1.44312888e+02 -2.30519143e-02
  1.54189067e+02 -1.43804019e+02  4.76415667e-01  1.54680193e+02
 -1.44317387e+02 -2.46132926e-02  1.54196671e+02 -1.43811182e+02
  4.70135669e-01  1.54673152e+02]
Niter:  2 row:  104 ngroup:  26 nlines:  6261 gd:  5813
[ 1.20835719e-10 -1.03144859e-05 -2.82895117e-01  1.61505576e+04
 -1.44269337e+02 -1.79859363e-05  1.54193708e+02 -1.43778415e+02
  4.90893944e-01  1.54701649e+02 -1.44287884e+02 -1.01095788e-02
  1.54196020e+02 -1.43793661e+02  4.70077440e-01  1.54680800e+02
 -1.44269818e+02 -8.56431131e-03  1.54196535e+02 -1.43785021e+02
  4.90079370e-01  1.54686827e+02 -1.44280173e+02 -2.06741434e-02
  1.54208161e+02 -1.43806663e+02  4.98076192e-01  1.54676972e+02
 -1.44300784e+02 -6.61490877e-03  1.54198803e+02 -1.43773568e+02
  4.84572676e-01  1.54683346e+02 -1.44280047e+02  8.48780162e-03
  1.54204984e+02 -1.43771186e+02  4.89887191e-01  1.54691896e+02
 -1.44301464e+02 -2.25364466e-02  1.54185396e+02 -1.43793720e+02
  4.70606489e-01  1.54688798e+02 -1.44299038e+02  1.81007050e-02
  1.54197793e+02 -1.43790469e+02  4.90211759e-01  1.54696838e+02
 -1.44290252e+02 -1.78691784e-02  1.54196596e+02 -1.43803670e+02
  4.92076397e-01  1.54681365e+02 -1.44296340e+02 -1.45815275e-02
  1.54200684e+02 -1.43781295e+02  5.11704398e-01  1.54694066e+02
 -1.44316990e+02 -3.37999988e-02  1.54170852e+02 -1.43813654e+02
  4.84015715e-01  1.54675951e+02 -1.44312888e+02 -2.30519143e-02
  1.54189067e+02 -1.43804019e+02  4.76415667e-01  1.54680193e+02
 -1.44317387e+02 -2.46132926e-02  1.54196671e+02 -1.43811182e+02
  4.70135669e-01  1.54673152e+02]
res:  5813 -0.0004630318180716131 0.01440917427498789 0.023174913329400654
[ 1.20835707e-10 -1.03144869e-05 -2.82895145e-01  1.61505592e+04
 -1.44262371e+02  5.66765678e-03  1.54198431e+02 -1.43766500e+02
  4.92788068e-01  1.54706368e+02 -1.44280922e+02 -1.09709615e-02
  1.54200740e+02 -1.43786669e+02  4.72314016e-01  1.54685518e+02
 -1.44268278e+02 -2.86155151e-03  1.54201261e+02 -1.43778042e+02
  4.85018852e-01  1.54691545e+02 -1.44273195e+02 -1.85851387e-02
  1.54214905e+02 -1.43795240e+02  5.00262804e-01  1.54681706e+02
 -1.44293828e+02 -9.15430739e-04  1.54203535e+02 -1.43766606e+02
  4.86952645e-01  1.54688060e+02 -1.44268470e+02  1.41855145e-02
  1.54211759e+02 -1.43764218e+02  4.95571096e-01  1.54696622e+02
 -1.44294495e+02 -2.41682420e-02  1.54188122e+02 -1.43786748e+02
  4.76304509e-01  1.54693521e+02 -1.44292074e+02  2.37889084e-02
  1.54202528e+02 -1.43783497e+02  4.89196006e-01  1.54701555e+02
 -1.44288001e+02 -1.21615655e-02  1.54201326e+02 -1.43796694e+02
  4.97739518e-01  1.54686078e+02 -1.44289372e+02 -1.19951578e-02
  1.54205414e+02 -1.43774332e+02  5.17382604e-01  1.54698790e+02
 -1.44310063e+02 -3.13199674e-02  1.54175578e+02 -1.43806702e+02
  4.89713407e-01  1.54680674e+02 -1.44310873e+02 -1.73541251e-02
  1.54193794e+02 -1.43797064e+02  4.82111448e-01  1.54684913e+02
 -1.44310453e+02 -1.89049777e-02  1.54201396e+02 -1.43804214e+02
  4.75815297e-01  1.54677872e+02]
Niter:  3 row:  104 ngroup:  26 nlines:  6261 gd:  5812
[ 1.20835707e-10 -1.03144869e-05 -2.82895145e-01  1.61505592e+04
 -1.44262371e+02  5.66765678e-03  1.54198431e+02 -1.43766500e+02
  4.92788068e-01  1.54706368e+02 -1.44280922e+02 -1.09709615e-02
  1.54200740e+02 -1.43786669e+02  4.72314016e-01  1.54685518e+02
 -1.44268278e+02 -2.86155151e-03  1.54201261e+02 -1.43778042e+02
  4.85018852e-01  1.54691545e+02 -1.44273195e+02 -1.85851387e-02
  1.54214905e+02 -1.43795240e+02  5.00262804e-01  1.54681706e+02
 -1.44293828e+02 -9.15430739e-04  1.54203535e+02 -1.43766606e+02
  4.86952645e-01  1.54688060e+02 -1.44268470e+02  1.41855145e-02
  1.54211759e+02 -1.43764218e+02  4.95571096e-01  1.54696622e+02
 -1.44294495e+02 -2.41682420e-02  1.54188122e+02 -1.43786748e+02
  4.76304509e-01  1.54693521e+02 -1.44292074e+02  2.37889084e-02
  1.54202528e+02 -1.43783497e+02  4.89196006e-01  1.54701555e+02
 -1.44288001e+02 -1.21615655e-02  1.54201326e+02 -1.43796694e+02
  4.97739518e-01  1.54686078e+02 -1.44289372e+02 -1.19951578e-02
  1.54205414e+02 -1.43774332e+02  5.17382604e-01  1.54698790e+02
 -1.44310063e+02 -3.13199674e-02  1.54175578e+02 -1.43806702e+02
  4.89713407e-01  1.54680674e+02 -1.44310873e+02 -1.73541251e-02
  1.54193794e+02 -1.43797064e+02  4.82111448e-01  1.54684913e+02
 -1.44310453e+02 -1.89049777e-02  1.54201396e+02 -1.43804214e+02
  4.75815297e-01  1.54677872e+02]
res:  5812 -0.00040798180998535827 0.014238365345590864 0.023064812896016387
[ 1.20961133e-10 -1.03150732e-05 -2.82896517e-01  1.61505608e+04
 -1.44260158e+02  1.04507418e-02  1.54189513e+02 -1.43764933e+02
  4.97397467e-01  1.54697385e+02 -1.44278652e+02 -6.22280991e-03
  1.54191767e+02 -1.43784964e+02  4.77188608e-01  1.54676528e+02
 -1.44266114e+02  1.97399192e-03  1.54192386e+02 -1.43776183e+02
  4.88118508e-01  1.54682551e+02 -1.44271204e+02 -1.36927741e-02
  1.54206018e+02 -1.43790765e+02  5.05065406e-01  1.54672941e+02
 -1.44291562e+02  3.96980848e-03  1.54194745e+02 -1.43764440e+02
  4.91776004e-01  1.54678995e+02 -1.44266459e+02  1.90067116e-02
  1.54202979e+02 -1.43762159e+02  5.00273650e-01  1.54687739e+02
 -1.44292362e+02 -1.93302511e-02  1.54179349e+02 -1.43784743e+02
  4.81125243e-01  1.54684577e+02 -1.44289922e+02  2.85988420e-02
  1.54193777e+02 -1.43781527e+02  4.93968714e-01  1.54692538e+02
 -1.44285721e+02 -7.16497375e-03  1.54192507e+02 -1.43794690e+02
  5.02297090e-01  1.54677003e+02 -1.44287256e+02 -7.07723104e-03
  1.54196596e+02 -1.43772110e+02  5.22036233e-01  1.54689872e+02
 -1.44307391e+02 -2.66065361e-02  1.54166707e+02 -1.43804349e+02
  4.94561975e-01  1.54671738e+02 -1.44308166e+02 -1.24655570e-02
  1.54184936e+02 -1.43792576e+02  4.86946487e-01  1.54675921e+02
 -1.44307859e+02 -1.39237580e-02  1.54192494e+02 -1.43802113e+02
  4.80531712e-01  1.54668898e+02]
Niter:  4 row:  104 ngroup:  26 nlines:  6261 gd:  5804
[ 1.20961133e-10 -1.03150732e-05 -2.82896517e-01  1.61505608e+04
 -1.44260158e+02  1.04507418e-02  1.54189513e+02 -1.43764933e+02
  4.97397467e-01  1.54697385e+02 -1.44278652e+02 -6.22280991e-03
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  4.88118508e-01  1.54682551e+02 -1.44271204e+02 -1.36927741e-02
  1.54206018e+02 -1.43790765e+02  5.05065406e-01  1.54672941e+02
 -1.44291562e+02  3.96980848e-03  1.54194745e+02 -1.43764440e+02
  4.91776004e-01  1.54678995e+02 -1.44266459e+02  1.90067116e-02
  1.54202979e+02 -1.43762159e+02  5.00273650e-01  1.54687739e+02
 -1.44292362e+02 -1.93302511e-02  1.54179349e+02 -1.43784743e+02
  4.81125243e-01  1.54684577e+02 -1.44289922e+02  2.85988420e-02
  1.54193777e+02 -1.43781527e+02  4.93968714e-01  1.54692538e+02
 -1.44285721e+02 -7.16497375e-03  1.54192507e+02 -1.43794690e+02
  5.02297090e-01  1.54677003e+02 -1.44287256e+02 -7.07723104e-03
  1.54196596e+02 -1.43772110e+02  5.22036233e-01  1.54689872e+02
 -1.44307391e+02 -2.66065361e-02  1.54166707e+02 -1.43804349e+02
  4.94561975e-01  1.54671738e+02 -1.44308166e+02 -1.24655570e-02
  1.54184936e+02 -1.43792576e+02  4.86946487e-01  1.54675921e+02
 -1.44307859e+02 -1.39237580e-02  1.54192494e+02 -1.43802113e+02
  4.80531712e-01  1.54668898e+02]
res:  5804 -0.00030139172667986713 0.014271931293478701 0.02295388235731349
[ 1.20961121e-10 -1.03150742e-05 -2.82896546e-01  1.61505625e+04
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 -1.44259120e+02  7.66169387e-03  1.54197085e+02 -1.43769171e+02
  4.92068711e-01  1.54687241e+02 -1.44264194e+02 -7.99873817e-03
  1.54210717e+02 -1.43781077e+02  5.10747243e-01  1.54677648e+02
 -1.44284576e+02  9.66396191e-03  1.54199451e+02 -1.43757446e+02
  4.97459479e-01  1.54683680e+02 -1.44259453e+02  2.46857433e-02
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  4.86813543e-01  1.54691278e+02 -1.44282927e+02  3.42791422e-02
  1.54198486e+02 -1.43774522e+02  4.96383300e-01  1.54697226e+02
 -1.44278735e+02 -4.64095064e-03  1.54197211e+02 -1.43787681e+02
  5.07948293e-01  1.54679755e+02 -1.44280258e+02 -1.38337259e-03
  1.54203248e+02 -1.43765117e+02  5.24382997e-01  1.54694568e+02
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  5.00254474e-01  1.54676433e+02 -1.44301213e+02 -9.92266586e-03
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 -1.44300899e+02 -8.22527886e-03  1.54197191e+02 -1.43795114e+02
  4.86206470e-01  1.54675494e+02]
Niter:  5 row:  104 ngroup:  26 nlines:  6261 gd:  5810
[ 1.20961121e-10 -1.03150742e-05 -2.82896546e-01  1.61505625e+04
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  4.92068711e-01  1.54687241e+02 -1.44264194e+02 -7.99873817e-03
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  5.07948293e-01  1.54679755e+02 -1.44280258e+02 -1.38337259e-03
  1.54203248e+02 -1.43765117e+02  5.24382997e-01  1.54694568e+02
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  5.00254474e-01  1.54676433e+02 -1.44301213e+02 -9.92266586e-03
  1.54189636e+02 -1.43783096e+02  4.92629588e-01  1.54680613e+02
 -1.44300899e+02 -8.22527886e-03  1.54197191e+02 -1.43795114e+02
  4.86206470e-01  1.54675494e+02]
res:  5810 -0.00021195981389610097 0.01429645154348691 0.02298753440619652
[ 1.21120303e-10 -1.03156131e-05 -2.82898980e-01  1.61505641e+04
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  5.02433718e-01  1.54669139e+02 -1.44248166e+02  2.96617497e-02
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 -1.44267264e+02  5.84533617e-04  1.54182952e+02 -1.43776391e+02
  5.12400632e-01  1.54662658e+02 -1.44268791e+02  3.72832733e-03
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  5.05313346e-01  1.54662041e+02 -1.44289481e+02 -4.78321148e-03
  1.54175331e+02 -1.43771625e+02  4.97631968e-01  1.54666139e+02
 -1.44289195e+02 -3.00090498e-03  1.54182846e+02 -1.43783701e+02
  4.90978207e-01  1.54661081e+02]
Niter:  6 row:  104 ngroup:  26 nlines:  6261 gd:  5801
[ 1.21120303e-10 -1.03156131e-05 -2.82898980e-01  1.61505641e+04
 -1.44241690e+02  2.10073107e-02  1.54179835e+02 -1.43746824e+02
  5.07699588e-01  1.54691439e+02 -1.44260118e+02  4.22747412e-03
  1.54182013e+02 -1.43766750e+02  4.87958035e-01  1.54666770e+02
 -1.44247697e+02  1.26854965e-02  1.54182754e+02 -1.43757925e+02
  4.96610238e-01  1.54672801e+02 -1.44252858e+02 -2.84314317e-03
  1.54196364e+02 -1.43769706e+02  5.15690696e-01  1.54663445e+02
 -1.44273044e+02  1.47429536e-02  1.54185233e+02 -1.43746075e+02
  5.02433718e-01  1.54669139e+02 -1.44248166e+02  2.96617497e-02
  1.54195413e+02 -1.43743827e+02  5.08555514e-01  1.54676202e+02
 -1.44273940e+02 -8.59865587e-03  1.54171144e+02 -1.43766393e+02
  4.91852802e-01  1.54676909e+02 -1.44271530e+02  3.92057560e-02
  1.54184279e+02 -1.43763273e+02  4.98930222e-01  1.54682753e+02
 -1.44267264e+02  5.84533617e-04  1.54182952e+02 -1.43776391e+02
  5.12400632e-01  1.54662658e+02 -1.44268791e+02  3.72832733e-03
  1.54189012e+02 -1.43757273e+02  5.28947505e-01  1.54680200e+02
 -1.44288672e+02 -1.61946609e-02  1.54157086e+02 -1.43785817e+02
  5.05313346e-01  1.54662041e+02 -1.44289481e+02 -4.78321148e-03
  1.54175331e+02 -1.43771625e+02  4.97631968e-01  1.54666139e+02
 -1.44289195e+02 -3.00090498e-03  1.54182846e+02 -1.43783701e+02
  4.90978207e-01  1.54661081e+02]
res:  5801 -0.0001958716384251602 0.01429021752483095 0.0228642125410701
[ 1.21118721e-10 -1.03156131e-05 -2.82898980e-01  1.61505641e+04
 -1.44241690e+02  2.10073107e-02  1.54179835e+02 -1.43746824e+02
  5.07699588e-01  1.54691439e+02 -1.44260118e+02  4.22747412e-03
  1.54182013e+02 -1.43766750e+02  4.87958035e-01  1.54666770e+02
 -1.44247697e+02  1.26854965e-02  1.54182754e+02 -1.43757925e+02
  4.96610238e-01  1.54672801e+02 -1.44252858e+02 -2.84314317e-03
  1.54196364e+02 -1.43769706e+02  5.15690696e-01  1.54663445e+02
 -1.44273044e+02  1.47429536e-02  1.54185233e+02 -1.43746075e+02
  5.02433718e-01  1.54669139e+02 -1.44248166e+02  2.96617497e-02
  1.54195413e+02 -1.43743827e+02  5.08555514e-01  1.54676202e+02
 -1.44273940e+02 -8.59865587e-03  1.54171144e+02 -1.43766393e+02
  4.91852802e-01  1.54676909e+02 -1.44271530e+02  3.92057560e-02
  1.54184279e+02 -1.43763273e+02  4.98930222e-01  1.54682753e+02
 -1.44267264e+02  5.84533617e-04  1.54182952e+02 -1.43776391e+02
  5.12400632e-01  1.54662658e+02 -1.44268791e+02  3.72832733e-03
  1.54189012e+02 -1.43757273e+02  5.28947505e-01  1.54680200e+02
 -1.44288672e+02 -1.61946609e-02  1.54157086e+02 -1.43785817e+02
  5.05313346e-01  1.54662041e+02 -1.44289481e+02 -4.78321148e-03
  1.54175331e+02 -1.43771625e+02  4.97631968e-01  1.54666139e+02
 -1.44289195e+02 -3.00090498e-03  1.54182846e+02 -1.43783701e+02
  4.90978207e-01  1.54661081e+02]
Saving figure to  wave_resid_43670005_fiber104.png
Final values:
res:  -0.0001958716384251602 0.0228642125410701
pars:  [ 1.21118721e-10 -1.03156131e-05 -2.82898980e-01  1.61505641e+04
 -1.44241690e+02  2.10073107e-02  1.54179835e+02 -1.43746824e+02
  5.07699588e-01  1.54691439e+02 -1.44260118e+02  4.22747412e-03
  1.54182013e+02 -1.43766750e+02  4.87958035e-01  1.54666770e+02
 -1.44247697e+02  1.26854965e-02  1.54182754e+02 -1.43757925e+02
  4.96610238e-01  1.54672801e+02 -1.44252858e+02 -2.84314317e-03
  1.54196364e+02 -1.43769706e+02  5.15690696e-01  1.54663445e+02
 -1.44273044e+02  1.47429536e-02  1.54185233e+02 -1.43746075e+02
  5.02433718e-01  1.54669139e+02 -1.44248166e+02  2.96617497e-02
  1.54195413e+02 -1.43743827e+02  5.08555514e-01  1.54676202e+02
 -1.44273940e+02 -8.59865587e-03  1.54171144e+02 -1.43766393e+02
  4.91852802e-01  1.54676909e+02 -1.44271530e+02  3.92057560e-02
  1.54184279e+02 -1.43763273e+02  4.98930222e-01  1.54682753e+02
 -1.44267264e+02  5.84533617e-04  1.54182952e+02 -1.43776391e+02
  5.12400632e-01  1.54662658e+02 -1.44268791e+02  3.72832733e-03
  1.54189012e+02 -1.43757273e+02  5.28947505e-01  1.54680200e+02
 -1.44288672e+02 -1.61946609e-02  1.54157086e+02 -1.43785817e+02
  5.05313346e-01  1.54662041e+02 -1.44289481e+02 -4.78321148e-03
  1.54175331e+02 -1.43771625e+02  4.97631968e-01  1.54666139e+02
 -1.44289195e+02 -3.00090498e-03  1.54182846e+02 -1.43783701e+02
  4.90978207e-01  1.54661081e+02]
104 [ 1.21118721e-10 -1.03156131e-05 -2.82898980e-01  1.61505641e+04
 -1.44241690e+02  2.10073107e-02  1.54179835e+02 -1.43746824e+02
  5.07699588e-01  1.54691439e+02 -1.44260118e+02  4.22747412e-03
  1.54182013e+02 -1.43766750e+02  4.87958035e-01  1.54666770e+02
 -1.44247697e+02  1.26854965e-02  1.54182754e+02 -1.43757925e+02
  4.96610238e-01  1.54672801e+02 -1.44252858e+02 -2.84314317e-03
  1.54196364e+02 -1.43769706e+02  5.15690696e-01  1.54663445e+02
 -1.44273044e+02  1.47429536e-02  1.54185233e+02 -1.43746075e+02
  5.02433718e-01  1.54669139e+02 -1.44248166e+02  2.96617497e-02
  1.54195413e+02 -1.43743827e+02  5.08555514e-01  1.54676202e+02
 -1.44273940e+02 -8.59865587e-03  1.54171144e+02 -1.43766393e+02
  4.91852802e-01  1.54676909e+02 -1.44271530e+02  3.92057560e-02
  1.54184279e+02 -1.43763273e+02  4.98930222e-01  1.54682753e+02
 -1.44267264e+02  5.84533617e-04  1.54182952e+02 -1.43776391e+02
  5.12400632e-01  1.54662658e+02 -1.44268791e+02  3.72832733e-03
  1.54189012e+02 -1.43757273e+02  5.28947505e-01  1.54680200e+02
 -1.44288672e+02 -1.61946609e-02  1.54157086e+02 -1.43785817e+02
  5.05313346e-01  1.54662041e+02 -1.44289481e+02 -4.78321148e-03
  1.54175331e+02 -1.43771625e+02  4.97631968e-01  1.54666139e+02
 -1.44289195e+02 -3.00090498e-03  1.54182846e+02 -1.43783701e+02
  4.90978207e-01  1.54661081e+02]
--- Row 106/300 row=105 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  105
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=105 ---
Niter:  0 row:  105 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 -5.7551833378965966e-05 0.015085451253980864 0.03276204974523396
[ 1.21229047e-10 -1.03156715e-05 -2.82899679e-01  1.61505500e+04
 -1.44273882e+02 -1.88614678e-13  1.54177573e+02]
Niter:  1 row:  105 ngroup:  1 nlines:  245 gd:  231
[ 1.21229047e-10 -1.03156715e-05 -2.82899679e-01  1.61505500e+04
 -1.44273882e+02 -1.88614678e-13  1.54177573e+02]
res:  231 -0.0013392279215622693 0.016783073369879276 0.024765586813832514
[ 1.21336004e-10 -1.03162678e-05 -2.82902937e-01  1.61505542e+04
 -1.44252128e+02 -2.50236657e-11  1.54162600e+02]
Niter:  2 row:  105 ngroup:  1 nlines:  245 gd:  233
[ 1.21336004e-10 -1.03162678e-05 -2.82902937e-01  1.61505542e+04
 -1.44252128e+02 -2.50236657e-11  1.54162600e+02]
res:  233 -0.0015177365276031196 0.01675065339077264 0.025345878907313213
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
Niter:  3 row:  105 ngroup:  1 nlines:  245 gd:  233
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
res:  233 -0.0015177365276031196 0.01675065339077264 0.025345878907313213
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
Niter:  4 row:  105 ngroup:  1 nlines:  245 gd:  233
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
res:  233 -0.0015177365276031196 0.01675065339077264 0.025345878907313213
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
Niter:  5 row:  105 ngroup:  1 nlines:  245 gd:  233
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
res:  233 -0.0015177365276031196 0.01675065339077264 0.025345878907313213
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
Niter:  6 row:  105 ngroup:  1 nlines:  245 gd:  233
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
res:  233 -0.0015177365276031196 0.01675065339077264 0.025345878907313213
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
Final values:
res:  -0.0015177365276031196 0.025345878907313213
pars:  [ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
105 [ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02]
elapsed: 2.9 sec.
Niter:  0 row:  105 ngroup:  26 nlines:  6424 gd:  6424
[ 1.21337455e-10 -1.03162082e-05 -2.82902905e-01  1.61505561e+04
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02 -1.44243373e+02  3.56846089e-12
  1.54169711e+02 -1.44243373e+02  3.56846089e-12  1.54169711e+02
 -1.44243373e+02  3.56846089e-12  1.54169711e+02 -1.44243373e+02
  3.56846089e-12  1.54169711e+02]
res:  6424 -0.00010016186479333555 0.015285116084669426 0.034356147376863044
[ 1.21337467e-10 -1.03162072e-05 -2.82902877e-01  1.61505545e+04
 -1.44242156e+02  1.51550606e-02  1.54165160e+02 -1.43752871e+02
  5.02608476e-01  1.54656766e+02 -1.44263963e+02 -9.94797687e-03
  1.54157485e+02 -1.43791193e+02  5.11078798e-01  1.54646689e+02
 -1.44234253e+02  3.37509142e-03  1.54152572e+02 -1.43738997e+02
  5.20811229e-01  1.54656522e+02 -1.44238640e+02 -1.02175319e-02
  1.54165950e+02 -1.43789652e+02  4.82514978e-01  1.54627873e+02
 -1.44250557e+02  2.04716249e-02  1.54156600e+02 -1.43752581e+02
  5.09927164e-01  1.54637925e+02 -1.44236957e+02  5.69492735e-03
  1.54149291e+02 -1.43762916e+02  4.92420898e-01  1.54644116e+02
 -1.44255350e+02 -2.83910375e-02  1.54143846e+02 -1.43752898e+02
  4.98035943e-01  1.54634921e+02 -1.44230640e+02  2.17191757e-02
  1.54154466e+02 -1.43747086e+02  4.93132468e-01  1.54656555e+02
 -1.44266800e+02 -6.08544758e-03  1.54151321e+02 -1.43736931e+02
  4.94919073e-01  1.54648106e+02 -1.44248431e+02  1.93442731e-02
  1.54162525e+02 -1.43759544e+02  5.13026188e-01  1.54642053e+02
 -1.44247690e+02  1.46385931e-03  1.54151009e+02 -1.43786481e+02
  4.78668531e-01  1.54644970e+02 -1.44236209e+02 -6.78461390e-03
  1.54157772e+02 -1.43783027e+02  4.91391663e-01  1.54645455e+02
 -1.44249153e+02 -1.31189147e-02  1.54146724e+02 -1.43774703e+02
  4.85496975e-01  1.54633926e+02]
Niter:  1 row:  105 ngroup:  26 nlines:  6424 gd:  5996
[ 1.21337467e-10 -1.03162072e-05 -2.82902877e-01  1.61505545e+04
 -1.44242156e+02  1.51550606e-02  1.54165160e+02 -1.43752871e+02
  5.02608476e-01  1.54656766e+02 -1.44263963e+02 -9.94797687e-03
  1.54157485e+02 -1.43791193e+02  5.11078798e-01  1.54646689e+02
 -1.44234253e+02  3.37509142e-03  1.54152572e+02 -1.43738997e+02
  5.20811229e-01  1.54656522e+02 -1.44238640e+02 -1.02175319e-02
  1.54165950e+02 -1.43789652e+02  4.82514978e-01  1.54627873e+02
 -1.44250557e+02  2.04716249e-02  1.54156600e+02 -1.43752581e+02
  5.09927164e-01  1.54637925e+02 -1.44236957e+02  5.69492735e-03
  1.54149291e+02 -1.43762916e+02  4.92420898e-01  1.54644116e+02
 -1.44255350e+02 -2.83910375e-02  1.54143846e+02 -1.43752898e+02
  4.98035943e-01  1.54634921e+02 -1.44230640e+02  2.17191757e-02
  1.54154466e+02 -1.43747086e+02  4.93132468e-01  1.54656555e+02
 -1.44266800e+02 -6.08544758e-03  1.54151321e+02 -1.43736931e+02
  4.94919073e-01  1.54648106e+02 -1.44248431e+02  1.93442731e-02
  1.54162525e+02 -1.43759544e+02  5.13026188e-01  1.54642053e+02
 -1.44247690e+02  1.46385931e-03  1.54151009e+02 -1.43786481e+02
  4.78668531e-01  1.54644970e+02 -1.44236209e+02 -6.78461390e-03
  1.54157772e+02 -1.43783027e+02  4.91391663e-01  1.54645455e+02
 -1.44249153e+02 -1.31189147e-02  1.54146724e+02 -1.43774703e+02
  4.85496975e-01  1.54633926e+02]
res:  5996 -0.0006194965699251043 0.015387102272143238 0.024766113240723815
[ 1.21337479e-10 -1.03162062e-05 -2.82902848e-01  1.61505529e+04
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  4.71451882e-01  1.54632330e+02 -1.44230269e+02  3.30025221e-03
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  4.67273580e-01  1.54650261e+02 -1.44257894e+02 -2.23605429e-02
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 -1.44247780e+02 -1.07182582e-02  1.54145436e+02 -1.43793372e+02
  4.62183121e-01  1.54636450e+02 -1.44249505e+02 -1.17811496e-02
  1.54156627e+02 -1.43774481e+02  4.71246775e-01  1.54640721e+02
 -1.44271269e+02 -3.08291906e-02  1.54143109e+02 -1.43786506e+02
  4.56974163e-01  1.54633997e+02]
Niter:  2 row:  105 ngroup:  26 nlines:  6424 gd:  6001
[ 1.21337479e-10 -1.03162062e-05 -2.82902848e-01  1.61505529e+04
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  1.54150482e+02 -1.43755372e+02  4.60922397e-01  1.54639609e+02
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  4.67273580e-01  1.54650261e+02 -1.44257894e+02 -2.23605429e-02
  1.54156006e+02 -1.43776181e+02  4.92772556e-01  1.54636855e+02
 -1.44247780e+02 -1.07182582e-02  1.54145436e+02 -1.43793372e+02
  4.62183121e-01  1.54636450e+02 -1.44249505e+02 -1.17811496e-02
  1.54156627e+02 -1.43774481e+02  4.71246775e-01  1.54640721e+02
 -1.44271269e+02 -3.08291906e-02  1.54143109e+02 -1.43786506e+02
  4.56974163e-01  1.54633997e+02]
res:  6001 -0.0006051224745533546 0.01539023028271913 0.024806039199715992
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  4.56483083e-01  1.54629829e+02 -1.44256484e+02 -1.74735740e-02
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 -1.44278218e+02 -4.01624496e-02  1.54138382e+02 -1.43793464e+02
  4.48137427e-01  1.54631318e+02]
Niter:  3 row:  105 ngroup:  26 nlines:  6424 gd:  6004
[ 1.21337491e-10 -1.03162051e-05 -2.82902820e-01  1.61505512e+04
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 -1.44278218e+02 -4.01624496e-02  1.54138382e+02 -1.43793464e+02
  4.48137427e-01  1.54631318e+02]
res:  6004 -0.0006697189128317405 0.015127084938285407 0.024833270049867198
[ 1.21336661e-10 -1.03156751e-05 -2.82902474e-01  1.61505496e+04
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 -1.44262339e+02 -3.84487618e-02  1.54147889e+02 -1.43751828e+02
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 -1.44278459e+02 -4.51778298e-02  1.54144597e+02 -1.43793611e+02
  4.43094440e-01  1.54637251e+02]
Niter:  4 row:  105 ngroup:  26 nlines:  6424 gd:  5994
[ 1.21336661e-10 -1.03156751e-05 -2.82902474e-01  1.61505496e+04
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 -1.44278459e+02 -4.51778298e-02  1.54144597e+02 -1.43793611e+02
  4.43094440e-01  1.54637251e+02]
res:  5994 -0.0006130737847342971 0.015182703611571924 0.024693672185168103
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 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
Niter:  5 row:  105 ngroup:  26 nlines:  6424 gd:  5992
[ 1.21336649e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
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 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
res:  5992 -0.0006131307482064585 0.015182831345555314 0.024666988189734455
[ 1.21336688e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
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  4.47373598e-01  1.54640497e+02]
Niter:  6 row:  105 ngroup:  26 nlines:  6424 gd:  5992
[ 1.21336688e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
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  4.82951968e-01  1.54654047e+02 -1.44237009e+02 -3.07464643e-02
  1.54165866e+02 -1.43786789e+02  4.79484116e-01  1.54635019e+02
 -1.44272506e+02 -1.95830466e-02  1.54161191e+02 -1.43754591e+02
  4.89716506e-01  1.54634910e+02 -1.44256834e+02 -1.92783766e-02
  1.54155018e+02 -1.43746179e+02  4.50856724e-01  1.54642216e+02
 -1.44256449e+02 -5.00392654e-02  1.54148190e+02 -1.43793351e+02
  4.65018784e-01  1.54636936e+02 -1.44231943e+02 -3.18902667e-03
  1.54160181e+02 -1.43745499e+02  4.77344115e-01  1.54659308e+02
 -1.44256842e+02 -3.41790196e-02  1.54151117e+02 -1.43746306e+02
  4.57641687e-01  1.54654726e+02 -1.44259501e+02 -2.88357134e-02
  1.54162696e+02 -1.43777544e+02  4.82736544e-01  1.54641402e+02
 -1.44248880e+02 -2.05798910e-02  1.54150261e+02 -1.43789500e+02
  4.55726790e-01  1.54641031e+02 -1.44250903e+02 -1.82051053e-02
  1.54161265e+02 -1.43776055e+02  4.64808320e-01  1.54645284e+02
 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
res:  5992 -0.000613071848420077 0.015182703994469193 0.024666988304209995
[ 1.21336649e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
 -1.44258913e+02 -1.78262198e-02  1.54165061e+02 -1.43761359e+02
  4.85888960e-01  1.54661715e+02 -1.44252241e+02 -2.11163892e-02
  1.54157148e+02 -1.43781569e+02  4.70676640e-01  1.54634842e+02
 -1.44233213e+02 -2.39371478e-02  1.54161523e+02 -1.43751881e+02
  4.82951968e-01  1.54654047e+02 -1.44237009e+02 -3.07464643e-02
  1.54165866e+02 -1.43786789e+02  4.79484116e-01  1.54635019e+02
 -1.44272506e+02 -1.95830466e-02  1.54161191e+02 -1.43754591e+02
  4.89716506e-01  1.54634910e+02 -1.44256834e+02 -1.92783766e-02
  1.54155018e+02 -1.43746179e+02  4.50856724e-01  1.54642216e+02
 -1.44256449e+02 -5.00392654e-02  1.54148190e+02 -1.43793351e+02
  4.65018784e-01  1.54636936e+02 -1.44231943e+02 -3.18902667e-03
  1.54160181e+02 -1.43745499e+02  4.77344115e-01  1.54659308e+02
 -1.44256842e+02 -3.41790196e-02  1.54151117e+02 -1.43746306e+02
  4.57641687e-01  1.54654726e+02 -1.44259501e+02 -2.88357134e-02
  1.54162696e+02 -1.43777544e+02  4.82736544e-01  1.54641402e+02
 -1.44248880e+02 -2.05798910e-02  1.54150261e+02 -1.43789500e+02
  4.55726790e-01  1.54641031e+02 -1.44250903e+02 -1.82051053e-02
  1.54161265e+02 -1.43776055e+02  4.64808320e-01  1.54645284e+02
 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
Saving figure to  wave_resid_43670005_fiber105.png
Final values:
res:  -0.000613071848420077 0.024666988304209995
pars:  [ 1.21336649e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
 -1.44258913e+02 -1.78262198e-02  1.54165061e+02 -1.43761359e+02
  4.85888960e-01  1.54661715e+02 -1.44252241e+02 -2.11163892e-02
  1.54157148e+02 -1.43781569e+02  4.70676640e-01  1.54634842e+02
 -1.44233213e+02 -2.39371478e-02  1.54161523e+02 -1.43751881e+02
  4.82951968e-01  1.54654047e+02 -1.44237009e+02 -3.07464643e-02
  1.54165866e+02 -1.43786789e+02  4.79484116e-01  1.54635019e+02
 -1.44272506e+02 -1.95830466e-02  1.54161191e+02 -1.43754591e+02
  4.89716506e-01  1.54634910e+02 -1.44256834e+02 -1.92783766e-02
  1.54155018e+02 -1.43746179e+02  4.50856724e-01  1.54642216e+02
 -1.44256449e+02 -5.00392654e-02  1.54148190e+02 -1.43793351e+02
  4.65018784e-01  1.54636936e+02 -1.44231943e+02 -3.18902667e-03
  1.54160181e+02 -1.43745499e+02  4.77344115e-01  1.54659308e+02
 -1.44256842e+02 -3.41790196e-02  1.54151117e+02 -1.43746306e+02
  4.57641687e-01  1.54654726e+02 -1.44259501e+02 -2.88357134e-02
  1.54162696e+02 -1.43777544e+02  4.82736544e-01  1.54641402e+02
 -1.44248880e+02 -2.05798910e-02  1.54150261e+02 -1.43789500e+02
  4.55726790e-01  1.54641031e+02 -1.44250903e+02 -1.82051053e-02
  1.54161265e+02 -1.43776055e+02  4.64808320e-01  1.54645284e+02
 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
105 [ 1.21336649e-10 -1.03156761e-05 -2.82902502e-01  1.61505508e+04
 -1.44258913e+02 -1.78262198e-02  1.54165061e+02 -1.43761359e+02
  4.85888960e-01  1.54661715e+02 -1.44252241e+02 -2.11163892e-02
  1.54157148e+02 -1.43781569e+02  4.70676640e-01  1.54634842e+02
 -1.44233213e+02 -2.39371478e-02  1.54161523e+02 -1.43751881e+02
  4.82951968e-01  1.54654047e+02 -1.44237009e+02 -3.07464643e-02
  1.54165866e+02 -1.43786789e+02  4.79484116e-01  1.54635019e+02
 -1.44272506e+02 -1.95830466e-02  1.54161191e+02 -1.43754591e+02
  4.89716506e-01  1.54634910e+02 -1.44256834e+02 -1.92783766e-02
  1.54155018e+02 -1.43746179e+02  4.50856724e-01  1.54642216e+02
 -1.44256449e+02 -5.00392654e-02  1.54148190e+02 -1.43793351e+02
  4.65018784e-01  1.54636936e+02 -1.44231943e+02 -3.18902667e-03
  1.54160181e+02 -1.43745499e+02  4.77344115e-01  1.54659308e+02
 -1.44256842e+02 -3.41790196e-02  1.54151117e+02 -1.43746306e+02
  4.57641687e-01  1.54654726e+02 -1.44259501e+02 -2.88357134e-02
  1.54162696e+02 -1.43777544e+02  4.82736544e-01  1.54641402e+02
 -1.44248880e+02 -2.05798910e-02  1.54150261e+02 -1.43789500e+02
  4.55726790e-01  1.54641031e+02 -1.44250903e+02 -1.82051053e-02
  1.54161265e+02 -1.43776055e+02  4.64808320e-01  1.54645284e+02
 -1.44272982e+02 -4.09026167e-02  1.54149673e+02 -1.43788123e+02
  4.47373598e-01  1.54640497e+02]
--- Row 107/300 row=106 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  106
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=106 ---
Niter:  0 row:  106 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 0.000365645424608374 0.0164750601616106 0.03437604961242557
[ 1.20754911e-10 -1.03158335e-05 -2.82892424e-01  1.61505443e+04
 -1.44298726e+02  7.49569865e-14  1.54223599e+02]
Niter:  1 row:  106 ngroup:  1 nlines:  255 gd:  241
[ 1.20754911e-10 -1.03158335e-05 -2.82892424e-01  1.61505443e+04
 -1.44298726e+02  7.49569865e-14  1.54223599e+02]
res:  241 0.001579064804900554 0.015405897343953256 0.02768829759215305
[ 1.20840059e-10 -1.03159484e-05 -2.82896716e-01  1.61505456e+04
 -1.44255226e+02  4.45441300e-11  1.54200113e+02]
Niter:  2 row:  106 ngroup:  1 nlines:  255 gd:  238
[ 1.20840059e-10 -1.03159484e-05 -2.82896716e-01  1.61505456e+04
 -1.44255226e+02  4.45441300e-11  1.54200113e+02]
res:  238 0.0008651647294755094 0.015859266910410952 0.026613302880384083
[ 1.21137375e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
Niter:  3 row:  106 ngroup:  1 nlines:  255 gd:  238
[ 1.21137375e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
res:  238 0.0008651649750390789 0.015859267032283242 0.026613302880281815
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
Niter:  4 row:  106 ngroup:  1 nlines:  255 gd:  238
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
res:  238 0.0008651649750390789 0.015859267032283242 0.026613302880281815
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
Niter:  5 row:  106 ngroup:  1 nlines:  255 gd:  238
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
res:  238 0.0008651649750390789 0.015859267032283242 0.026613302880281815
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
Niter:  6 row:  106 ngroup:  1 nlines:  255 gd:  238
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
res:  238 0.0008651649750390789 0.015859267032283242 0.026613302880281815
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
Final values:
res:  0.0008651649750390789 0.026613302880281815
pars:  [ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
106 [ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02]
elapsed: 3.0 sec.
Niter:  0 row:  106 ngroup:  26 nlines:  6386 gd:  6386
[ 1.21137376e-10 -1.03161252e-05 -2.82901568e-01  1.61505476e+04
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02 -1.44221432e+02  3.46181718e-11
  1.54184421e+02 -1.44221432e+02  3.46181718e-11  1.54184421e+02
 -1.44221432e+02  3.46181718e-11  1.54184421e+02 -1.44221432e+02
  3.46181718e-11  1.54184421e+02]
res:  6386 -1.4661402929050382e-05 0.014948557066418289 0.033709206629496356
[ 1.21137388e-10 -1.03161241e-05 -2.82901540e-01  1.61505460e+04
 -1.44236107e+02  5.34251333e-03  1.54177100e+02 -1.43792455e+02
  5.19381188e-01  1.54657120e+02 -1.44284400e+02  2.30073962e-03
  1.54154660e+02 -1.43783474e+02  5.04103483e-01  1.54655956e+02
 -1.44249635e+02  1.34754026e-02  1.54178997e+02 -1.43751267e+02
  5.16103053e-01  1.54665164e+02 -1.44222064e+02  9.27095163e-03
  1.54177779e+02 -1.43754377e+02  5.16908917e-01  1.54643880e+02
 -1.44230326e+02 -1.35299276e-03  1.54176787e+02 -1.43799328e+02
  5.11168969e-01  1.54663306e+02 -1.44244829e+02  3.23289920e-03
  1.54166652e+02 -1.43775461e+02  4.99219027e-01  1.54656623e+02
 -1.44305840e+02 -3.36527444e-03  1.54163395e+02 -1.43781472e+02
  5.10799943e-01  1.54653564e+02 -1.44261545e+02  1.85101783e-02
  1.54181104e+02 -1.43752903e+02  5.14662293e-01  1.54675507e+02
 -1.44273924e+02  1.16970161e-02  1.54177697e+02 -1.43777764e+02
  5.00046661e-01  1.54665157e+02 -1.44250084e+02 -1.11134988e-03
  1.54174613e+02 -1.43796021e+02  5.02797962e-01  1.54668600e+02
 -1.44292760e+02 -2.08453368e-03  1.54165421e+02 -1.43763890e+02
  4.97604779e-01  1.54648077e+02 -1.44267485e+02  9.83908501e-03
  1.54163028e+02 -1.43765932e+02  5.04657272e-01  1.54651432e+02
 -1.44279404e+02  8.65833034e-03  1.54156799e+02 -1.43788550e+02
  5.04985095e-01  1.54647676e+02]
Niter:  1 row:  106 ngroup:  26 nlines:  6386 gd:  5943
[ 1.21137388e-10 -1.03161241e-05 -2.82901540e-01  1.61505460e+04
 -1.44236107e+02  5.34251333e-03  1.54177100e+02 -1.43792455e+02
  5.19381188e-01  1.54657120e+02 -1.44284400e+02  2.30073962e-03
  1.54154660e+02 -1.43783474e+02  5.04103483e-01  1.54655956e+02
 -1.44249635e+02  1.34754026e-02  1.54178997e+02 -1.43751267e+02
  5.16103053e-01  1.54665164e+02 -1.44222064e+02  9.27095163e-03
  1.54177779e+02 -1.43754377e+02  5.16908917e-01  1.54643880e+02
 -1.44230326e+02 -1.35299276e-03  1.54176787e+02 -1.43799328e+02
  5.11168969e-01  1.54663306e+02 -1.44244829e+02  3.23289920e-03
  1.54166652e+02 -1.43775461e+02  4.99219027e-01  1.54656623e+02
 -1.44305840e+02 -3.36527444e-03  1.54163395e+02 -1.43781472e+02
  5.10799943e-01  1.54653564e+02 -1.44261545e+02  1.85101783e-02
  1.54181104e+02 -1.43752903e+02  5.14662293e-01  1.54675507e+02
 -1.44273924e+02  1.16970161e-02  1.54177697e+02 -1.43777764e+02
  5.00046661e-01  1.54665157e+02 -1.44250084e+02 -1.11134988e-03
  1.54174613e+02 -1.43796021e+02  5.02797962e-01  1.54668600e+02
 -1.44292760e+02 -2.08453368e-03  1.54165421e+02 -1.43763890e+02
  4.97604779e-01  1.54648077e+02 -1.44267485e+02  9.83908501e-03
  1.54163028e+02 -1.43765932e+02  5.04657272e-01  1.54651432e+02
 -1.44279404e+02  8.65833034e-03  1.54156799e+02 -1.43788550e+02
  5.04985095e-01  1.54647676e+02]
res:  5943 -0.00014120276864559855 0.01492014249379281 0.02436035883497691
[ 1.21137400e-10 -1.03161231e-05 -2.82901512e-01  1.61505444e+04
 -1.44240338e+02 -8.05426544e-03  1.54174971e+02 -1.43781899e+02
  4.96779410e-01  1.54651015e+02 -1.44289606e+02  2.96380709e-03
  1.54160905e+02 -1.43790923e+02  4.89393045e-01  1.54651949e+02
 -1.44257835e+02  3.99807366e-03  1.54169844e+02 -1.43760011e+02
  4.99833449e-01  1.54661784e+02 -1.44234221e+02 -1.02519963e-02
  1.54173710e+02 -1.43774346e+02  4.79786688e-01  1.54643862e+02
 -1.44222695e+02 -8.71761062e-03  1.54172070e+02 -1.43777128e+02
  5.05872790e-01  1.54657718e+02 -1.44242677e+02  4.39327109e-03
  1.54169854e+02 -1.43785263e+02  4.93422339e-01  1.54650226e+02
 -1.44311470e+02 -1.14240679e-02  1.54161544e+02 -1.43800260e+02
  4.90517535e-01  1.54642536e+02 -1.44271354e+02  4.14305382e-03
  1.54181663e+02 -1.43754362e+02  5.00793937e-01  1.54668168e+02
 -1.44262564e+02 -1.78221768e-02  1.54173293e+02 -1.43798677e+02
  4.84367566e-01  1.54655829e+02 -1.44260181e+02 -1.39641989e-02
  1.54168670e+02 -1.43785839e+02  4.88979216e-01  1.54659812e+02
 -1.44294236e+02 -1.65804446e-02  1.54158478e+02 -1.43769564e+02
  4.88121664e-01  1.54646328e+02 -1.44269759e+02  2.39519115e-03
  1.54160766e+02 -1.43777563e+02  4.85031214e-01  1.54646932e+02
 -1.44291837e+02 -6.70242231e-03  1.54149946e+02 -1.43804818e+02
  4.86894959e-01  1.54646618e+02]
Niter:  2 row:  106 ngroup:  26 nlines:  6386 gd:  5940
[ 1.21137400e-10 -1.03161231e-05 -2.82901512e-01  1.61505444e+04
 -1.44240338e+02 -8.05426544e-03  1.54174971e+02 -1.43781899e+02
  4.96779410e-01  1.54651015e+02 -1.44289606e+02  2.96380709e-03
  1.54160905e+02 -1.43790923e+02  4.89393045e-01  1.54651949e+02
 -1.44257835e+02  3.99807366e-03  1.54169844e+02 -1.43760011e+02
  4.99833449e-01  1.54661784e+02 -1.44234221e+02 -1.02519963e-02
  1.54173710e+02 -1.43774346e+02  4.79786688e-01  1.54643862e+02
 -1.44222695e+02 -8.71761062e-03  1.54172070e+02 -1.43777128e+02
  5.05872790e-01  1.54657718e+02 -1.44242677e+02  4.39327109e-03
  1.54169854e+02 -1.43785263e+02  4.93422339e-01  1.54650226e+02
 -1.44311470e+02 -1.14240679e-02  1.54161544e+02 -1.43800260e+02
  4.90517535e-01  1.54642536e+02 -1.44271354e+02  4.14305382e-03
  1.54181663e+02 -1.43754362e+02  5.00793937e-01  1.54668168e+02
 -1.44262564e+02 -1.78221768e-02  1.54173293e+02 -1.43798677e+02
  4.84367566e-01  1.54655829e+02 -1.44260181e+02 -1.39641989e-02
  1.54168670e+02 -1.43785839e+02  4.88979216e-01  1.54659812e+02
 -1.44294236e+02 -1.65804446e-02  1.54158478e+02 -1.43769564e+02
  4.88121664e-01  1.54646328e+02 -1.44269759e+02  2.39519115e-03
  1.54160766e+02 -1.43777563e+02  4.85031214e-01  1.54646932e+02
 -1.44291837e+02 -6.70242231e-03  1.54149946e+02 -1.43804818e+02
  4.86894959e-01  1.54646618e+02]
res:  5940 -0.00023037918163026916 0.01491477629133442 0.024299995960484738
[ 1.21137412e-10 -1.03161221e-05 -2.82901484e-01  1.61505428e+04
 -1.44247303e+02 -1.37425262e-02  1.54170246e+02 -1.43788834e+02
  4.87621441e-01  1.54646295e+02 -1.44296558e+02 -2.72739633e-03
  1.54158167e+02 -1.43797899e+02  4.83697730e-01  1.54649184e+02
 -1.44264793e+02 -5.57852856e-03  1.54165107e+02 -1.43766959e+02
  4.90346985e-01  1.54657073e+02 -1.44246407e+02 -1.93364713e-02
  1.54168989e+02 -1.43786893e+02  4.74108107e-01  1.54641180e+02
 -1.44229689e+02 -1.44174896e-02  1.54167354e+02 -1.43784112e+02
  5.00186338e-01  1.54652995e+02 -1.44249634e+02  1.67709659e-03
  1.54167224e+02 -1.43792219e+02  4.87746374e-01  1.54645514e+02
 -1.44318426e+02 -2.07592673e-02  1.54156823e+02 -1.43807201e+02
  4.84811574e-01  1.54637805e+02 -1.44278297e+02 -1.55543752e-03
  1.54176935e+02 -1.43761305e+02  4.91738534e-01  1.54663448e+02
 -1.44269517e+02 -2.66701559e-02  1.54168569e+02 -1.43810477e+02
  4.71638422e-01  1.54651111e+02 -1.44272019e+02 -2.26928139e-02
  1.54163946e+02 -1.43792786e+02  4.83279151e-01  1.54651267e+02
 -1.44301185e+02 -2.22586008e-02  1.54153751e+02 -1.43776537e+02
  4.82431714e-01  1.54641606e+02 -1.44276721e+02 -3.29565549e-03
  1.54156042e+02 -1.43784529e+02  4.75537839e-01  1.54642206e+02
 -1.44298798e+02 -1.23840311e-02  1.54145220e+02 -1.43811760e+02
  4.81190072e-01  1.54643798e+02]
Niter:  3 row:  106 ngroup:  26 nlines:  6386 gd:  5939
[ 1.21137412e-10 -1.03161221e-05 -2.82901484e-01  1.61505428e+04
 -1.44247303e+02 -1.37425262e-02  1.54170246e+02 -1.43788834e+02
  4.87621441e-01  1.54646295e+02 -1.44296558e+02 -2.72739633e-03
  1.54158167e+02 -1.43797899e+02  4.83697730e-01  1.54649184e+02
 -1.44264793e+02 -5.57852856e-03  1.54165107e+02 -1.43766959e+02
  4.90346985e-01  1.54657073e+02 -1.44246407e+02 -1.93364713e-02
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 -1.44229689e+02 -1.44174896e-02  1.54167354e+02 -1.43784112e+02
  5.00186338e-01  1.54652995e+02 -1.44249634e+02  1.67709659e-03
  1.54167224e+02 -1.43792219e+02  4.87746374e-01  1.54645514e+02
 -1.44318426e+02 -2.07592673e-02  1.54156823e+02 -1.43807201e+02
  4.84811574e-01  1.54637805e+02 -1.44278297e+02 -1.55543752e-03
  1.54176935e+02 -1.43761305e+02  4.91738534e-01  1.54663448e+02
 -1.44269517e+02 -2.66701559e-02  1.54168569e+02 -1.43810477e+02
  4.71638422e-01  1.54651111e+02 -1.44272019e+02 -2.26928139e-02
  1.54163946e+02 -1.43792786e+02  4.83279151e-01  1.54651267e+02
 -1.44301185e+02 -2.22586008e-02  1.54153751e+02 -1.43776537e+02
  4.82431714e-01  1.54641606e+02 -1.44276721e+02 -3.29565549e-03
  1.54156042e+02 -1.43784529e+02  4.75537839e-01  1.54642206e+02
 -1.44298798e+02 -1.23840311e-02  1.54145220e+02 -1.43811760e+02
  4.81190072e-01  1.54643798e+02]
res:  5939 -0.00031992996810004115 0.014699474273584201 0.0242540856993013
[ 1.21238531e-10 -1.03156900e-05 -2.82902457e-01  1.61505412e+04
 -1.44241855e+02 -1.90471952e-02  1.54169581e+02 -1.43783665e+02
  4.82261541e-01  1.54645739e+02 -1.44291240e+02 -8.04875513e-03
  1.54157367e+02 -1.43792353e+02  4.78426561e-01  1.54648737e+02
 -1.44259414e+02 -1.08144347e-02  1.54164170e+02 -1.43761674e+02
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  1.54168435e+02 -1.43781492e+02  4.68736593e-01  1.54640537e+02
 -1.44223970e+02 -1.96652682e-02  1.54166856e+02 -1.43778487e+02
  4.94880352e-01  1.54652395e+02 -1.44244271e+02 -3.56969011e-03
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 -1.44313074e+02 -2.60670635e-02  1.54156208e+02 -1.43801976e+02
  4.79603392e-01  1.54637010e+02 -1.44273058e+02 -6.84898781e-03
  1.54176177e+02 -1.43756065e+02  4.86431853e-01  1.54662843e+02
 -1.44264180e+02 -3.19584780e-02  1.54167932e+02 -1.43805009e+02
  4.66350638e-01  1.54650566e+02 -1.44266573e+02 -2.78412833e-02
  1.54163364e+02 -1.43787503e+02  4.78035887e-01  1.54650622e+02
 -1.44295885e+02 -2.76535463e-02  1.54153075e+02 -1.43771018e+02
  4.77133344e-01  1.54640962e+02 -1.44271295e+02 -8.55483193e-03
  1.54155379e+02 -1.43779078e+02  4.70252292e-01  1.54641501e+02
 -1.44293395e+02 -1.77289257e-02  1.54144566e+02 -1.43806533e+02
  4.75998577e-01  1.54643232e+02]
Niter:  4 row:  106 ngroup:  26 nlines:  6386 gd:  5920
[ 1.21238531e-10 -1.03156900e-05 -2.82902457e-01  1.61505412e+04
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  1.54166544e+02 -1.43786860e+02  4.82359649e-01  1.54645083e+02
 -1.44313074e+02 -2.60670635e-02  1.54156208e+02 -1.43801976e+02
  4.79603392e-01  1.54637010e+02 -1.44273058e+02 -6.84898781e-03
  1.54176177e+02 -1.43756065e+02  4.86431853e-01  1.54662843e+02
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  4.66350638e-01  1.54650566e+02 -1.44266573e+02 -2.78412833e-02
  1.54163364e+02 -1.43787503e+02  4.78035887e-01  1.54650622e+02
 -1.44295885e+02 -2.76535463e-02  1.54153075e+02 -1.43771018e+02
  4.77133344e-01  1.54640962e+02 -1.44271295e+02 -8.55483193e-03
  1.54155379e+02 -1.43779078e+02  4.70252292e-01  1.54641501e+02
 -1.44293395e+02 -1.77289257e-02  1.54144566e+02 -1.43806533e+02
  4.75998577e-01  1.54643232e+02]
res:  5920 -0.00031992653384804726 0.01473854565210786 0.02399627086711929
[ 1.21238544e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
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 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
  1.54168500e+02 -1.43787871e+02  4.81973301e-01  1.54645109e+02
 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
 -1.44265191e+02 -3.23476414e-02  1.54163822e+02 -1.43806026e+02
  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
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 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
Niter:  5 row:  106 ngroup:  26 nlines:  6386 gd:  5918
[ 1.21238544e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
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 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
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 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
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  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
  1.54155397e+02 -1.43780102e+02  4.69860330e-01  1.54641516e+02
 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
res:  5918 -0.00033215389885299373 0.014748799109838728 0.023970012552687377
[ 1.21246683e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
 -1.44237557e+02 -1.94380566e-02  1.54167554e+02 -1.43773992e+02
  4.81879325e-01  1.54643755e+02 -1.44292251e+02 -8.43515578e-03
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  4.84687688e-01  1.54656724e+02 -1.44241495e+02 -2.86796737e-02
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 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
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 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
 -1.44265191e+02 -3.23476414e-02  1.54163822e+02 -1.43806026e+02
  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
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 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
Niter:  6 row:  106 ngroup:  26 nlines:  6386 gd:  5919
[ 1.21246683e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
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  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
  1.54155397e+02 -1.43780102e+02  4.69860330e-01  1.54641516e+02
 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
res:  5919 -0.00032927501251833746 0.014750402449863032 0.02398289579619856
[ 1.21246490e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
 -1.44237557e+02 -1.94380566e-02  1.54167554e+02 -1.43773992e+02
  4.81879325e-01  1.54643755e+02 -1.44292251e+02 -8.43515578e-03
  1.54155292e+02 -1.43793373e+02  4.78031652e-01  1.54646772e+02
 -1.44260427e+02 -1.12042068e-02  1.54164177e+02 -1.43762680e+02
  4.84687688e-01  1.54656724e+02 -1.44241495e+02 -2.86796737e-02
  1.54168456e+02 -1.43782510e+02  4.68352745e-01  1.54640555e+02
 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
  1.54168500e+02 -1.43787871e+02  4.81973301e-01  1.54645109e+02
 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
 -1.44265191e+02 -3.23476414e-02  1.54163822e+02 -1.43806026e+02
  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
  1.54155397e+02 -1.43780102e+02  4.69860330e-01  1.54641516e+02
 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
Saving figure to  wave_resid_43670005_fiber106.png
Final values:
res:  -0.00032927501251833746 0.02398289579619856
pars:  [ 1.21246490e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
 -1.44237557e+02 -1.94380566e-02  1.54167554e+02 -1.43773992e+02
  4.81879325e-01  1.54643755e+02 -1.44292251e+02 -8.43515578e-03
  1.54155292e+02 -1.43793373e+02  4.78031652e-01  1.54646772e+02
 -1.44260427e+02 -1.12042068e-02  1.54164177e+02 -1.43762680e+02
  4.84687688e-01  1.54656724e+02 -1.44241495e+02 -2.86796737e-02
  1.54168456e+02 -1.43782510e+02  4.68352745e-01  1.54640555e+02
 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
  1.54168500e+02 -1.43787871e+02  4.81973301e-01  1.54645109e+02
 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
 -1.44265191e+02 -3.23476414e-02  1.54163822e+02 -1.43806026e+02
  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
  1.54155397e+02 -1.43780102e+02  4.69860330e-01  1.54641516e+02
 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
106 [ 1.21246490e-10 -1.03156890e-05 -2.82902429e-01  1.61505410e+04
 -1.44237557e+02 -1.94380566e-02  1.54167554e+02 -1.43773992e+02
  4.81879325e-01  1.54643755e+02 -1.44292251e+02 -8.43515578e-03
  1.54155292e+02 -1.43793373e+02  4.78031652e-01  1.54646772e+02
 -1.44260427e+02 -1.12042068e-02  1.54164177e+02 -1.43762680e+02
  4.84687688e-01  1.54656724e+02 -1.44241495e+02 -2.86796737e-02
  1.54168456e+02 -1.43782510e+02  4.68352745e-01  1.54640555e+02
 -1.44225012e+02 -2.00553460e-02  1.54166879e+02 -1.43779518e+02
  4.94492124e-01  1.54652415e+02 -1.44245283e+02 -3.96812813e-03
  1.54168500e+02 -1.43787871e+02  4.81973301e-01  1.54645109e+02
 -1.44314090e+02 -2.64523431e-02  1.54156227e+02 -1.43802975e+02
  4.79209799e-01  1.54637022e+02 -1.44268702e+02 -7.24308698e-03
  1.54176190e+02 -1.43757060e+02  4.86042695e-01  1.54660827e+02
 -1.44265191e+02 -3.23476414e-02  1.54163822e+02 -1.43806026e+02
  4.65963209e-01  1.54652441e+02 -1.44262664e+02 -2.82441805e-02
  1.54163384e+02 -1.43788508e+02  4.77641032e-01  1.54650640e+02
 -1.44296893e+02 -2.80385933e-02  1.54152909e+02 -1.43772047e+02
  4.76747160e-01  1.54640980e+02 -1.44272308e+02 -8.95202562e-03
  1.54155397e+02 -1.43780102e+02  4.69860330e-01  1.54641516e+02
 -1.44294411e+02 -2.13057893e-02  1.54144583e+02 -1.43807530e+02
  4.75604290e-01  1.54643253e+02]
--- Row 108/300 row=107 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  107
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=107 ---
Niter:  0 row:  107 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.0016519984928891063 0.013840529891240294 0.03345067453833184
[ 1.20831141e-10 -1.03150079e-05 -2.82897183e-01  1.61505351e+04
 -1.44276734e+02  9.94999994e-08  1.54192692e+02]
Niter:  1 row:  107 ngroup:  1 nlines:  249 gd:  232
[ 1.20831141e-10 -1.03150079e-05 -2.82897183e-01  1.61505351e+04
 -1.44276734e+02  9.94999994e-08  1.54192692e+02]
res:  232 -0.00034882048930739984 0.014306230521469843 0.02459372477500173
[ 1.21511117e-10 -1.03144172e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
Niter:  2 row:  107 ngroup:  1 nlines:  249 gd:  230
[ 1.21511117e-10 -1.03144172e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
res:  230 -0.0004013373763882555 0.014677618113637436 0.023871102979127937
[ 1.21605831e-10 -1.03144172e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
Niter:  3 row:  107 ngroup:  1 nlines:  249 gd:  230
[ 1.21605831e-10 -1.03144172e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
res:  230 -0.0008876216124917846 0.014717402975293226 0.023865917827389553
[ 1.21567006e-10 -1.03143026e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
Niter:  4 row:  107 ngroup:  1 nlines:  249 gd:  230
[ 1.21567006e-10 -1.03143026e-05 -2.82906360e-01  1.61505340e+04
 -1.44215477e+02  9.95000470e-08  1.54165276e+02]
res:  230 -0.0008957250392995775 0.014470145375526045 0.023853911273537497
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
Niter:  5 row:  107 ngroup:  1 nlines:  249 gd:  230
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
res:  230 -0.0008957250392995775 0.014470145375526045 0.023853911273537497
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
Niter:  6 row:  107 ngroup:  1 nlines:  249 gd:  230
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
res:  230 -0.0008957250392995775 0.014470145375526045 0.023853911273537497
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
Final values:
res:  -0.0008957250392995775 0.023853911273537497
pars:  [ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
107 [ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02]
elapsed: 2.9 sec.
Niter:  0 row:  107 ngroup:  26 nlines:  6379 gd:  6379
[ 1.21660386e-10 -1.03140655e-05 -2.82906804e-01  1.61505339e+04
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02 -1.44212085e+02  9.94886622e-08
  1.54169730e+02 -1.44212085e+02  9.94886622e-08  1.54169730e+02
 -1.44212085e+02  9.94886622e-08  1.54169730e+02 -1.44212085e+02
  9.94886622e-08  1.54169730e+02]
res:  6379 -8.058388630161062e-06 0.015600599628669443 0.034905619308899447
[ 1.21660374e-10 -1.03140665e-05 -2.82906776e-01  1.61505323e+04
 -1.44226020e+02 -8.47627556e-03  1.54167447e+02 -1.43713188e+02
  4.77645294e-01  1.54656749e+02 -1.44239825e+02 -3.08192611e-02
  1.54150535e+02 -1.43723786e+02  4.97170416e-01  1.54646927e+02
 -1.44227772e+02  2.06333172e-03  1.54187779e+02 -1.43715200e+02
  4.81518144e-01  1.54673050e+02 -1.44226734e+02 -1.45855648e-02
  1.54165805e+02 -1.43726264e+02  4.76524767e-01  1.54645412e+02
 -1.44222546e+02 -1.44289508e-02  1.54178346e+02 -1.43685236e+02
  4.82671371e-01  1.54645140e+02 -1.44210447e+02  4.39406760e-03
  1.54166912e+02 -1.43732665e+02  4.82330725e-01  1.54662826e+02
 -1.44218745e+02 -1.83626601e-02  1.54166419e+02 -1.43708600e+02
  4.58299163e-01  1.54652192e+02 -1.44199265e+02 -8.80451192e-03
  1.54190685e+02 -1.43721439e+02  4.87665284e-01  1.54660685e+02
 -1.44246503e+02 -2.32013051e-02  1.54178843e+02 -1.43737826e+02
  4.82973347e-01  1.54653559e+02 -1.44239775e+02  7.60737814e-03
  1.54174118e+02 -1.43702003e+02  4.88943205e-01  1.54660142e+02
 -1.44225742e+02 -2.24694327e-02  1.54159379e+02 -1.43742433e+02
  4.78113891e-01  1.54661159e+02 -1.44248894e+02 -2.38184527e-02
  1.54169160e+02 -1.43739588e+02  4.73719915e-01  1.54657115e+02
 -1.44260464e+02 -1.88009861e-02  1.54161544e+02 -1.43733132e+02
  4.74746961e-01  1.54657309e+02]
Niter:  1 row:  107 ngroup:  26 nlines:  6379 gd:  5934
[ 1.21660374e-10 -1.03140665e-05 -2.82906776e-01  1.61505323e+04
 -1.44226020e+02 -8.47627556e-03  1.54167447e+02 -1.43713188e+02
  4.77645294e-01  1.54656749e+02 -1.44239825e+02 -3.08192611e-02
  1.54150535e+02 -1.43723786e+02  4.97170416e-01  1.54646927e+02
 -1.44227772e+02  2.06333172e-03  1.54187779e+02 -1.43715200e+02
  4.81518144e-01  1.54673050e+02 -1.44226734e+02 -1.45855648e-02
  1.54165805e+02 -1.43726264e+02  4.76524767e-01  1.54645412e+02
 -1.44222546e+02 -1.44289508e-02  1.54178346e+02 -1.43685236e+02
  4.82671371e-01  1.54645140e+02 -1.44210447e+02  4.39406760e-03
  1.54166912e+02 -1.43732665e+02  4.82330725e-01  1.54662826e+02
 -1.44218745e+02 -1.83626601e-02  1.54166419e+02 -1.43708600e+02
  4.58299163e-01  1.54652192e+02 -1.44199265e+02 -8.80451192e-03
  1.54190685e+02 -1.43721439e+02  4.87665284e-01  1.54660685e+02
 -1.44246503e+02 -2.32013051e-02  1.54178843e+02 -1.43737826e+02
  4.82973347e-01  1.54653559e+02 -1.44239775e+02  7.60737814e-03
  1.54174118e+02 -1.43702003e+02  4.88943205e-01  1.54660142e+02
 -1.44225742e+02 -2.24694327e-02  1.54159379e+02 -1.43742433e+02
  4.78113891e-01  1.54661159e+02 -1.44248894e+02 -2.38184527e-02
  1.54169160e+02 -1.43739588e+02  4.73719915e-01  1.54657115e+02
 -1.44260464e+02 -1.88009861e-02  1.54161544e+02 -1.43733132e+02
  4.74746961e-01  1.54657309e+02]
res:  5934 -0.001036601657688152 0.015517887315581902 0.025331863575996247
[ 1.21660362e-10 -1.03140676e-05 -2.82906804e-01  1.61505339e+04
 -1.44212122e+02 -2.03741316e-06  1.54168057e+02 -1.43703910e+02
  4.69846964e-01  1.54661714e+02 -1.44223867e+02 -4.32536306e-02
  1.54149994e+02 -1.43728524e+02  4.75532561e-01  1.54654945e+02
 -1.44220843e+02  4.50810062e-04  1.54193337e+02 -1.43710461e+02
  4.82897325e-01  1.54680317e+02 -1.44210273e+02 -2.36972393e-02
  1.54172517e+02 -1.43731395e+02  4.68574544e-01  1.54647660e+02
 -1.44213767e+02 -2.41160145e-02  1.54174028e+02 -1.43685124e+02
  4.73608951e-01  1.54647893e+02 -1.44222686e+02 -5.49971720e-03
  1.54176613e+02 -1.43714675e+02  4.76644390e-01  1.54663522e+02
 -1.44211380e+02 -1.11805093e-02  1.54171993e+02 -1.43699783e+02
  4.60141211e-01  1.54657229e+02 -1.44199586e+02 -1.54329513e-02
  1.54184878e+02 -1.43715838e+02  4.87888595e-01  1.54667816e+02
 -1.44212628e+02 -1.82143241e-02  1.54176531e+02 -1.43731703e+02
  4.78251395e-01  1.54656481e+02 -1.44221894e+02  6.82759730e-05
  1.54172602e+02 -1.43706951e+02  4.75885409e-01  1.54669328e+02
 -1.44218571e+02 -2.61509084e-02  1.54170119e+02 -1.43728384e+02
  4.61253790e-01  1.54658953e+02 -1.44229114e+02 -2.94015615e-02
  1.54172392e+02 -1.43746371e+02  4.60547799e-01  1.54661304e+02
 -1.44232423e+02 -1.83573325e-02  1.54164463e+02 -1.43739735e+02
  4.70925964e-01  1.54656828e+02]
Niter:  2 row:  107 ngroup:  26 nlines:  6379 gd:  5928
[ 1.21660362e-10 -1.03140676e-05 -2.82906804e-01  1.61505339e+04
 -1.44212122e+02 -2.03741316e-06  1.54168057e+02 -1.43703910e+02
  4.69846964e-01  1.54661714e+02 -1.44223867e+02 -4.32536306e-02
  1.54149994e+02 -1.43728524e+02  4.75532561e-01  1.54654945e+02
 -1.44220843e+02  4.50810062e-04  1.54193337e+02 -1.43710461e+02
  4.82897325e-01  1.54680317e+02 -1.44210273e+02 -2.36972393e-02
  1.54172517e+02 -1.43731395e+02  4.68574544e-01  1.54647660e+02
 -1.44213767e+02 -2.41160145e-02  1.54174028e+02 -1.43685124e+02
  4.73608951e-01  1.54647893e+02 -1.44222686e+02 -5.49971720e-03
  1.54176613e+02 -1.43714675e+02  4.76644390e-01  1.54663522e+02
 -1.44211380e+02 -1.11805093e-02  1.54171993e+02 -1.43699783e+02
  4.60141211e-01  1.54657229e+02 -1.44199586e+02 -1.54329513e-02
  1.54184878e+02 -1.43715838e+02  4.87888595e-01  1.54667816e+02
 -1.44212628e+02 -1.82143241e-02  1.54176531e+02 -1.43731703e+02
  4.78251395e-01  1.54656481e+02 -1.44221894e+02  6.82759730e-05
  1.54172602e+02 -1.43706951e+02  4.75885409e-01  1.54669328e+02
 -1.44218571e+02 -2.61509084e-02  1.54170119e+02 -1.43728384e+02
  4.61253790e-01  1.54658953e+02 -1.44229114e+02 -2.94015615e-02
  1.54172392e+02 -1.43746371e+02  4.60547799e-01  1.54661304e+02
 -1.44232423e+02 -1.83573325e-02  1.54164463e+02 -1.43739735e+02
  4.70925964e-01  1.54656828e+02]
res:  5928 -0.0010033793223556131 0.015568946166240494 0.025225177756717627
[ 1.21660350e-10 -1.03140686e-05 -2.82906833e-01  1.61505355e+04
 -1.44205152e+02  5.68972683e-03  1.54174584e+02 -1.43696913e+02
  4.75532706e-01  1.54666444e+02 -1.44216881e+02 -4.14652562e-02
  1.54154731e+02 -1.43721547e+02  4.74211469e-01  1.54659684e+02
 -1.44213883e+02  6.14608350e-03  1.54198057e+02 -1.43703494e+02
  4.88594442e-01  1.54685045e+02 -1.44198338e+02 -1.79960837e-02
  1.54177246e+02 -1.43724430e+02  4.74257806e-01  1.54652399e+02
 -1.44206810e+02 -1.84063586e-02  1.54178759e+02 -1.43678136e+02
  4.79295613e-01  1.54652623e+02 -1.44215725e+02 -3.53633769e-03
  1.54183214e+02 -1.43702468e+02  4.82331584e-01  1.54666103e+02
 -1.44204416e+02 -5.48875924e-03  1.54176720e+02 -1.43692800e+02
  4.65828660e-01  1.54663908e+02 -1.44192633e+02 -9.73552104e-03
  1.54189612e+02 -1.43708880e+02  4.93579797e-01  1.54672555e+02
 -1.44205648e+02 -1.25070488e-02  1.54181264e+02 -1.43713934e+02
  4.80380741e-01  1.54663268e+02 -1.44214936e+02 -1.62308249e-03
  1.54177338e+02 -1.43699989e+02  4.81593082e-01  1.54674054e+02
 -1.44211596e+02 -2.04575134e-02  1.54176923e+02 -1.43721419e+02
  4.66951429e-01  1.54663684e+02 -1.44222140e+02 -2.71760701e-02
  1.54177119e+02 -1.43739434e+02  4.66246737e-01  1.54666029e+02
 -1.44219814e+02 -1.26488524e-02  1.54169194e+02 -1.43732731e+02
  4.72932000e-01  1.54661560e+02]
Niter:  3 row:  107 ngroup:  26 nlines:  6379 gd:  5928
[ 1.21660350e-10 -1.03140686e-05 -2.82906833e-01  1.61505355e+04
 -1.44205152e+02  5.68972683e-03  1.54174584e+02 -1.43696913e+02
  4.75532706e-01  1.54666444e+02 -1.44216881e+02 -4.14652562e-02
  1.54154731e+02 -1.43721547e+02  4.74211469e-01  1.54659684e+02
 -1.44213883e+02  6.14608350e-03  1.54198057e+02 -1.43703494e+02
  4.88594442e-01  1.54685045e+02 -1.44198338e+02 -1.79960837e-02
  1.54177246e+02 -1.43724430e+02  4.74257806e-01  1.54652399e+02
 -1.44206810e+02 -1.84063586e-02  1.54178759e+02 -1.43678136e+02
  4.79295613e-01  1.54652623e+02 -1.44215725e+02 -3.53633769e-03
  1.54183214e+02 -1.43702468e+02  4.82331584e-01  1.54666103e+02
 -1.44204416e+02 -5.48875924e-03  1.54176720e+02 -1.43692800e+02
  4.65828660e-01  1.54663908e+02 -1.44192633e+02 -9.73552104e-03
  1.54189612e+02 -1.43708880e+02  4.93579797e-01  1.54672555e+02
 -1.44205648e+02 -1.25070488e-02  1.54181264e+02 -1.43713934e+02
  4.80380741e-01  1.54663268e+02 -1.44214936e+02 -1.62308249e-03
  1.54177338e+02 -1.43699989e+02  4.81593082e-01  1.54674054e+02
 -1.44211596e+02 -2.04575134e-02  1.54176923e+02 -1.43721419e+02
  4.66951429e-01  1.54663684e+02 -1.44222140e+02 -2.71760701e-02
  1.54177119e+02 -1.43739434e+02  4.66246737e-01  1.54666029e+02
 -1.44219814e+02 -1.26488524e-02  1.54169194e+02 -1.43732731e+02
  4.72932000e-01  1.54661560e+02]
res:  5928 -0.0008946229827415664 0.015373290940260631 0.02517191903076785
[ 1.21562805e-10 -1.03144758e-05 -2.82905960e-01  1.61505371e+04
 -1.44210114e+02  1.10681842e-02  1.54175626e+02 -1.43702141e+02
  4.80913281e-01  1.54667619e+02 -1.44221998e+02 -3.60551829e-02
  1.54156039e+02 -1.43726582e+02  4.79576910e-01  1.54661002e+02
 -1.44218754e+02  1.15042311e-02  1.54199029e+02 -1.43708446e+02
  4.93873324e-01  1.54686170e+02 -1.44203409e+02 -1.26694115e-02
  1.54178415e+02 -1.43729345e+02  4.79642572e-01  1.54653737e+02
 -1.44211649e+02 -1.30996072e-02  1.54179938e+02 -1.43683281e+02
  4.84665010e-01  1.54653824e+02 -1.44220610e+02  1.84643938e-03
  1.54184341e+02 -1.43707430e+02  4.87693221e-01  1.54667437e+02
 -1.44209330e+02 -1.47582695e-04  1.54177813e+02 -1.43697891e+02
  4.71169679e-01  1.54666049e+02 -1.44197425e+02 -4.38125535e-03
  1.54190849e+02 -1.43713729e+02  4.98951068e-01  1.54673926e+02
 -1.44210712e+02 -7.21297550e-03  1.54182486e+02 -1.43713482e+02
  4.85786315e-01  1.54664656e+02 -1.44219793e+02  3.64020659e-03
  1.54178643e+02 -1.43704872e+02  4.86873724e-01  1.54675154e+02
 -1.44216611e+02 -1.50711831e-02  1.54178035e+02 -1.43726332e+02
  4.72287008e-01  1.54664877e+02 -1.44227138e+02 -2.18112952e-02
  1.54178206e+02 -1.43744080e+02  4.71577851e-01  1.54667097e+02
 -1.44225042e+02 -7.34630720e-03  1.54170354e+02 -1.43740640e+02
  4.78296883e-01  1.54662802e+02]
Niter:  4 row:  107 ngroup:  26 nlines:  6379 gd:  5927
[ 1.21562805e-10 -1.03144758e-05 -2.82905960e-01  1.61505371e+04
 -1.44210114e+02  1.10681842e-02  1.54175626e+02 -1.43702141e+02
  4.80913281e-01  1.54667619e+02 -1.44221998e+02 -3.60551829e-02
  1.54156039e+02 -1.43726582e+02  4.79576910e-01  1.54661002e+02
 -1.44218754e+02  1.15042311e-02  1.54199029e+02 -1.43708446e+02
  4.93873324e-01  1.54686170e+02 -1.44203409e+02 -1.26694115e-02
  1.54178415e+02 -1.43729345e+02  4.79642572e-01  1.54653737e+02
 -1.44211649e+02 -1.30996072e-02  1.54179938e+02 -1.43683281e+02
  4.84665010e-01  1.54653824e+02 -1.44220610e+02  1.84643938e-03
  1.54184341e+02 -1.43707430e+02  4.87693221e-01  1.54667437e+02
 -1.44209330e+02 -1.47582695e-04  1.54177813e+02 -1.43697891e+02
  4.71169679e-01  1.54666049e+02 -1.44197425e+02 -4.38125535e-03
  1.54190849e+02 -1.43713729e+02  4.98951068e-01  1.54673926e+02
 -1.44210712e+02 -7.21297550e-03  1.54182486e+02 -1.43713482e+02
  4.85786315e-01  1.54664656e+02 -1.44219793e+02  3.64020659e-03
  1.54178643e+02 -1.43704872e+02  4.86873724e-01  1.54675154e+02
 -1.44216611e+02 -1.50711831e-02  1.54178035e+02 -1.43726332e+02
  4.72287008e-01  1.54664877e+02 -1.44227138e+02 -2.18112952e-02
  1.54178206e+02 -1.43744080e+02  4.71577851e-01  1.54667097e+02
 -1.44225042e+02 -7.34630720e-03  1.54170354e+02 -1.43740640e+02
  4.78296883e-01  1.54662802e+02]
res:  5927 -0.0008358645900443662 0.015357051175669767 0.025152445392977837
[ 1.21562793e-10 -1.03144768e-05 -2.82905988e-01  1.61505387e+04
 -1.44202232e+02  1.66485892e-02  1.54177881e+02 -1.43694177e+02
  4.86496884e-01  1.54671654e+02 -1.44214062e+02 -3.04810242e-02
  1.54160096e+02 -1.43718665e+02  4.85157812e-01  1.54665062e+02
 -1.44210899e+02  1.70880750e-02  1.54205043e+02 -1.43700563e+02
  4.99478521e-01  1.54690199e+02 -1.44190247e+02 -7.07626376e-03
  1.54182450e+02 -1.43721481e+02  4.81635317e-01  1.54657798e+02
 -1.44203803e+02 -7.49938389e-03  1.54186101e+02 -1.43675325e+02
  4.90241297e-01  1.54659952e+02 -1.44212728e+02  7.42253710e-03
  1.54186452e+02 -1.43699546e+02  4.93278514e-01  1.54671496e+02
 -1.44201466e+02  5.43456035e-03  1.54183796e+02 -1.43689968e+02
  4.76755477e-01  1.54671238e+02 -1.44189597e+02  1.21437129e-03
  1.54194896e+02 -1.43705882e+02  5.04535020e-01  1.54677992e+02
 -1.44202802e+02  1.77027713e-03  1.54186531e+02 -1.43700389e+02
  4.91362241e-01  1.54670877e+02 -1.44211952e+02  9.24888965e-03
  1.54182699e+02 -1.43697019e+02  4.92473028e-01  1.54681218e+02
 -1.44208719e+02 -9.49005159e-03  1.54182061e+02 -1.43713624e+02
  4.77871193e-01  1.54668915e+02 -1.44219259e+02 -1.62230098e-02
  1.54182230e+02 -1.43736298e+02  4.77174422e-01  1.54671259e+02
 -1.44217078e+02 -1.74169962e-03  1.54174390e+02 -1.43735122e+02
  4.83881121e-01  1.54669064e+02]
Niter:  5 row:  107 ngroup:  26 nlines:  6379 gd:  5928
[ 1.21562793e-10 -1.03144768e-05 -2.82905988e-01  1.61505387e+04
 -1.44202232e+02  1.66485892e-02  1.54177881e+02 -1.43694177e+02
  4.86496884e-01  1.54671654e+02 -1.44214062e+02 -3.04810242e-02
  1.54160096e+02 -1.43718665e+02  4.85157812e-01  1.54665062e+02
 -1.44210899e+02  1.70880750e-02  1.54205043e+02 -1.43700563e+02
  4.99478521e-01  1.54690199e+02 -1.44190247e+02 -7.07626376e-03
  1.54182450e+02 -1.43721481e+02  4.81635317e-01  1.54657798e+02
 -1.44203803e+02 -7.49938389e-03  1.54186101e+02 -1.43675325e+02
  4.90241297e-01  1.54659952e+02 -1.44212728e+02  7.42253710e-03
  1.54186452e+02 -1.43699546e+02  4.93278514e-01  1.54671496e+02
 -1.44201466e+02  5.43456035e-03  1.54183796e+02 -1.43689968e+02
  4.76755477e-01  1.54671238e+02 -1.44189597e+02  1.21437129e-03
  1.54194896e+02 -1.43705882e+02  5.04535020e-01  1.54677992e+02
 -1.44202802e+02  1.77027713e-03  1.54186531e+02 -1.43700389e+02
  4.91362241e-01  1.54670877e+02 -1.44211952e+02  9.24888965e-03
  1.54182699e+02 -1.43697019e+02  4.92473028e-01  1.54681218e+02
 -1.44208719e+02 -9.49005159e-03  1.54182061e+02 -1.43713624e+02
  4.77871193e-01  1.54668915e+02 -1.44219259e+02 -1.62230098e-02
  1.54182230e+02 -1.43736298e+02  4.77174422e-01  1.54671259e+02
 -1.44217078e+02 -1.74169962e-03  1.54174390e+02 -1.43735122e+02
  4.83881121e-01  1.54669064e+02]
res:  5928 -0.0007974079344421625 0.015399167017676518 0.025139504444993077
[ 1.21471562e-10 -1.03149146e-05 -2.82905048e-01  1.61505403e+04
 -1.44207931e+02  2.19481222e-02  1.54178599e+02 -1.43700150e+02
  4.91792675e-01  1.54672479e+02 -1.44219919e+02 -2.51521855e-02
  1.54161065e+02 -1.43724434e+02  4.90436976e-01  1.54666041e+02
 -1.44216503e+02  2.23682002e-02  1.54205601e+02 -1.43706248e+02
  5.04669603e-01  1.54690970e+02 -1.44196017e+02 -1.83297743e-03
  1.54183270e+02 -1.43727131e+02  4.86944295e-01  1.54658800e+02
 -1.44209374e+02 -2.27382410e-03  1.54187013e+02 -1.43681207e+02
  4.95525741e-01  1.54660774e+02 -1.44218339e+02  1.27258197e-02
  1.54187186e+02 -1.43705245e+02  4.98553912e-01  1.54672492e+02
 -1.44207118e+02  1.06873913e-02  1.54184460e+02 -1.43695799e+02
  4.82011274e-01  1.54672172e+02 -1.44195122e+02  6.48930733e-03
  1.54195789e+02 -1.43711463e+02  5.09824169e-01  1.54679028e+02
 -1.44208607e+02  9.85104027e-03  1.54187407e+02 -1.43706216e+02
  4.96688609e-01  1.54671834e+02 -1.44217545e+02  1.44200184e-02
  1.54183665e+02 -1.43702638e+02  4.97668110e-01  1.54681912e+02
 -1.44214474e+02 -4.18231842e-03  1.54182819e+02 -1.43719235e+02
  4.83119877e-01  1.54669760e+02 -1.44225000e+02 -1.09333026e-02
  1.54182960e+02 -1.43741670e+02  4.82425314e-01  1.54671874e+02
 -1.44223052e+02  3.47887527e-03  1.54175201e+02 -1.43741173e+02
  4.89161648e-01  1.54670047e+02]
Niter:  6 row:  107 ngroup:  26 nlines:  6379 gd:  5929
[ 1.21471562e-10 -1.03149146e-05 -2.82905048e-01  1.61505403e+04
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 -1.44216503e+02  2.23682002e-02  1.54205601e+02 -1.43706248e+02
  5.04669603e-01  1.54690970e+02 -1.44196017e+02 -1.83297743e-03
  1.54183270e+02 -1.43727131e+02  4.86944295e-01  1.54658800e+02
 -1.44209374e+02 -2.27382410e-03  1.54187013e+02 -1.43681207e+02
  4.95525741e-01  1.54660774e+02 -1.44218339e+02  1.27258197e-02
  1.54187186e+02 -1.43705245e+02  4.98553912e-01  1.54672492e+02
 -1.44207118e+02  1.06873913e-02  1.54184460e+02 -1.43695799e+02
  4.82011274e-01  1.54672172e+02 -1.44195122e+02  6.48930733e-03
  1.54195789e+02 -1.43711463e+02  5.09824169e-01  1.54679028e+02
 -1.44208607e+02  9.85104027e-03  1.54187407e+02 -1.43706216e+02
  4.96688609e-01  1.54671834e+02 -1.44217545e+02  1.44200184e-02
  1.54183665e+02 -1.43702638e+02  4.97668110e-01  1.54681912e+02
 -1.44214474e+02 -4.18231842e-03  1.54182819e+02 -1.43719235e+02
  4.83119877e-01  1.54669760e+02 -1.44225000e+02 -1.09333026e-02
  1.54182960e+02 -1.43741670e+02  4.82425314e-01  1.54671874e+02
 -1.44223052e+02  3.47887527e-03  1.54175201e+02 -1.43741173e+02
  4.89161648e-01  1.54670047e+02]
res:  5929 -0.0007722701684542699 0.015387420497063431 0.025148903568674066
[ 1.21467636e-10 -1.03149146e-05 -2.82905048e-01  1.61505403e+04
 -1.44207931e+02  2.19481222e-02  1.54178599e+02 -1.43700150e+02
  4.91792675e-01  1.54672479e+02 -1.44219919e+02 -2.51521855e-02
  1.54161065e+02 -1.43724434e+02  4.90436976e-01  1.54666041e+02
 -1.44216503e+02  2.23682002e-02  1.54205601e+02 -1.43706248e+02
  5.04669603e-01  1.54690970e+02 -1.44196017e+02 -1.83297743e-03
  1.54183270e+02 -1.43727131e+02  4.86944295e-01  1.54658800e+02
 -1.44209374e+02 -2.27382410e-03  1.54187013e+02 -1.43681207e+02
  4.95525741e-01  1.54660774e+02 -1.44218339e+02  1.27258197e-02
  1.54187186e+02 -1.43705245e+02  4.98553912e-01  1.54672492e+02
 -1.44207118e+02  1.06873913e-02  1.54184460e+02 -1.43695799e+02
  4.82011274e-01  1.54672172e+02 -1.44195122e+02  6.48930733e-03
  1.54195789e+02 -1.43711463e+02  5.09824169e-01  1.54679028e+02
 -1.44208607e+02  9.85104027e-03  1.54187407e+02 -1.43706216e+02
  4.96688609e-01  1.54671834e+02 -1.44217545e+02  1.44200184e-02
  1.54183665e+02 -1.43702638e+02  4.97668110e-01  1.54681912e+02
 -1.44214474e+02 -4.18231842e-03  1.54182819e+02 -1.43719235e+02
  4.83119877e-01  1.54669760e+02 -1.44225000e+02 -1.09333026e-02
  1.54182960e+02 -1.43741670e+02  4.82425314e-01  1.54671874e+02
 -1.44223052e+02  3.47887527e-03  1.54175201e+02 -1.43741173e+02
  4.89161648e-01  1.54670047e+02]
Saving figure to  wave_resid_43670005_fiber107.png
Final values:
res:  -0.0007722701684542699 0.025148903568674066
pars:  [ 1.21467636e-10 -1.03149146e-05 -2.82905048e-01  1.61505403e+04
 -1.44207931e+02  2.19481222e-02  1.54178599e+02 -1.43700150e+02
  4.91792675e-01  1.54672479e+02 -1.44219919e+02 -2.51521855e-02
  1.54161065e+02 -1.43724434e+02  4.90436976e-01  1.54666041e+02
 -1.44216503e+02  2.23682002e-02  1.54205601e+02 -1.43706248e+02
  5.04669603e-01  1.54690970e+02 -1.44196017e+02 -1.83297743e-03
  1.54183270e+02 -1.43727131e+02  4.86944295e-01  1.54658800e+02
 -1.44209374e+02 -2.27382410e-03  1.54187013e+02 -1.43681207e+02
  4.95525741e-01  1.54660774e+02 -1.44218339e+02  1.27258197e-02
  1.54187186e+02 -1.43705245e+02  4.98553912e-01  1.54672492e+02
 -1.44207118e+02  1.06873913e-02  1.54184460e+02 -1.43695799e+02
  4.82011274e-01  1.54672172e+02 -1.44195122e+02  6.48930733e-03
  1.54195789e+02 -1.43711463e+02  5.09824169e-01  1.54679028e+02
 -1.44208607e+02  9.85104027e-03  1.54187407e+02 -1.43706216e+02
  4.96688609e-01  1.54671834e+02 -1.44217545e+02  1.44200184e-02
  1.54183665e+02 -1.43702638e+02  4.97668110e-01  1.54681912e+02
 -1.44214474e+02 -4.18231842e-03  1.54182819e+02 -1.43719235e+02
  4.83119877e-01  1.54669760e+02 -1.44225000e+02 -1.09333026e-02
  1.54182960e+02 -1.43741670e+02  4.82425314e-01  1.54671874e+02
 -1.44223052e+02  3.47887527e-03  1.54175201e+02 -1.43741173e+02
  4.89161648e-01  1.54670047e+02]
107 [ 1.21467636e-10 -1.03149146e-05 -2.82905048e-01  1.61505403e+04
 -1.44207931e+02  2.19481222e-02  1.54178599e+02 -1.43700150e+02
  4.91792675e-01  1.54672479e+02 -1.44219919e+02 -2.51521855e-02
  1.54161065e+02 -1.43724434e+02  4.90436976e-01  1.54666041e+02
 -1.44216503e+02  2.23682002e-02  1.54205601e+02 -1.43706248e+02
  5.04669603e-01  1.54690970e+02 -1.44196017e+02 -1.83297743e-03
  1.54183270e+02 -1.43727131e+02  4.86944295e-01  1.54658800e+02
 -1.44209374e+02 -2.27382410e-03  1.54187013e+02 -1.43681207e+02
  4.95525741e-01  1.54660774e+02 -1.44218339e+02  1.27258197e-02
  1.54187186e+02 -1.43705245e+02  4.98553912e-01  1.54672492e+02
 -1.44207118e+02  1.06873913e-02  1.54184460e+02 -1.43695799e+02
  4.82011274e-01  1.54672172e+02 -1.44195122e+02  6.48930733e-03
  1.54195789e+02 -1.43711463e+02  5.09824169e-01  1.54679028e+02
 -1.44208607e+02  9.85104027e-03  1.54187407e+02 -1.43706216e+02
  4.96688609e-01  1.54671834e+02 -1.44217545e+02  1.44200184e-02
  1.54183665e+02 -1.43702638e+02  4.97668110e-01  1.54681912e+02
 -1.44214474e+02 -4.18231842e-03  1.54182819e+02 -1.43719235e+02
  4.83119877e-01  1.54669760e+02 -1.44225000e+02 -1.09333026e-02
  1.54182960e+02 -1.43741670e+02  4.82425314e-01  1.54671874e+02
 -1.44223052e+02  3.47887527e-03  1.54175201e+02 -1.43741173e+02
  4.89161648e-01  1.54670047e+02]
--- Row 109/300 row=108 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  108
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=108 ---
Niter:  0 row:  108 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.0006335623766062781 0.013368326759518823 0.03187077653025497
[ 1.21470343e-10 -1.03159337e-05 -2.82902309e-01  1.61505590e+04
 -1.44241070e+02 -1.47932800e-13  1.54197641e+02]
Niter:  1 row:  108 ngroup:  1 nlines:  239 gd:  220
[ 1.21470343e-10 -1.03159337e-05 -2.82902309e-01  1.61505590e+04
 -1.44241070e+02 -1.47932800e-13  1.54197641e+02]
res:  220 -0.001055248772900086 0.013581153925770195 0.02215824259852271
[ 1.21232408e-10 -1.03159014e-05 -2.82904141e-01  1.61505631e+04
 -1.44189041e+02  3.08311734e-12  1.54191546e+02]
Niter:  2 row:  108 ngroup:  1 nlines:  239 gd:  221
[ 1.21232408e-10 -1.03159014e-05 -2.82904141e-01  1.61505631e+04
 -1.44189041e+02  3.08311734e-12  1.54191546e+02]
res:  221 -0.0012935193717567017 0.013535559808588005 0.022413326622278473
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
Niter:  3 row:  108 ngroup:  1 nlines:  239 gd:  221
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
res:  221 -0.0012935193735756911 0.013535559808588005 0.022413326622230747
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
Niter:  4 row:  108 ngroup:  1 nlines:  239 gd:  221
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
res:  221 -0.0012935193735756911 0.013535559808588005 0.022413326622230747
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
Niter:  5 row:  108 ngroup:  1 nlines:  239 gd:  221
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
res:  221 -0.0012935193735756911 0.013535559808588005 0.022413326622230747
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
Niter:  6 row:  108 ngroup:  1 nlines:  239 gd:  221
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
res:  221 -0.0012935193735756911 0.013535559808588005 0.022413326622230747
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
Final values:
res:  -0.0012935193735756911 0.022413326622230747
pars:  [ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
108 [ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02]
elapsed: 2.9 sec.
Niter:  0 row:  108 ngroup:  26 nlines:  6336 gd:  6336
[ 1.21351871e-10 -1.03159305e-05 -2.82905955e-01  1.61505639e+04
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02 -1.44175984e+02  2.19252524e-10
  1.54185937e+02 -1.44175984e+02  2.19252524e-10  1.54185937e+02
 -1.44175984e+02  2.19252524e-10  1.54185937e+02 -1.44175984e+02
  2.19252524e-10  1.54185937e+02]
res:  6336 0.00013577672962128418 0.014128192451607902 0.03280942312533593
[ 1.21351883e-10 -1.03159295e-05 -2.82905926e-01  1.61505623e+04
 -1.44192399e+02  1.17494455e-02  1.54178360e+02 -1.43680469e+02
  5.17653044e-01  1.54674905e+02 -1.44196267e+02 -7.69225405e-03
  1.54171584e+02 -1.43726412e+02  4.99370632e-01  1.54653579e+02
 -1.44197653e+02  3.56744776e-02  1.54181859e+02 -1.43711424e+02
  5.21368687e-01  1.54674119e+02 -1.44183950e+02  1.24760349e-02
  1.54176750e+02 -1.43704407e+02  5.36577630e-01  1.54663416e+02
 -1.44163740e+02  2.88359834e-02  1.54176961e+02 -1.43697071e+02
  5.18702444e-01  1.54665719e+02 -1.44187053e+02  2.19315979e-02
  1.54170538e+02 -1.43714301e+02  5.16184358e-01  1.54663539e+02
 -1.44199202e+02 -4.62609958e-03  1.54156567e+02 -1.43703093e+02
  4.89248390e-01  1.54658568e+02 -1.44208028e+02  2.54557148e-02
  1.54190825e+02 -1.43673831e+02  5.21142901e-01  1.54678599e+02
 -1.44211393e+02  1.79264146e-02  1.54168153e+02 -1.43724509e+02
  5.12390653e-01  1.54667175e+02 -1.44170173e+02  3.02754266e-02
  1.54187169e+02 -1.43691602e+02  5.19596833e-01  1.54683932e+02
 -1.44217109e+02 -1.04753387e-02  1.54165312e+02 -1.43707730e+02
  5.05319160e-01  1.54663373e+02 -1.44201978e+02  7.64531328e-03
  1.54173512e+02 -1.43691243e+02  5.21892929e-01  1.54661841e+02
 -1.44221695e+02 -5.09939363e-03  1.54159965e+02 -1.43720302e+02
  4.93257112e-01  1.54661850e+02]
Niter:  1 row:  108 ngroup:  26 nlines:  6336 gd:  5868
[ 1.21351883e-10 -1.03159295e-05 -2.82905926e-01  1.61505623e+04
 -1.44192399e+02  1.17494455e-02  1.54178360e+02 -1.43680469e+02
  5.17653044e-01  1.54674905e+02 -1.44196267e+02 -7.69225405e-03
  1.54171584e+02 -1.43726412e+02  4.99370632e-01  1.54653579e+02
 -1.44197653e+02  3.56744776e-02  1.54181859e+02 -1.43711424e+02
  5.21368687e-01  1.54674119e+02 -1.44183950e+02  1.24760349e-02
  1.54176750e+02 -1.43704407e+02  5.36577630e-01  1.54663416e+02
 -1.44163740e+02  2.88359834e-02  1.54176961e+02 -1.43697071e+02
  5.18702444e-01  1.54665719e+02 -1.44187053e+02  2.19315979e-02
  1.54170538e+02 -1.43714301e+02  5.16184358e-01  1.54663539e+02
 -1.44199202e+02 -4.62609958e-03  1.54156567e+02 -1.43703093e+02
  4.89248390e-01  1.54658568e+02 -1.44208028e+02  2.54557148e-02
  1.54190825e+02 -1.43673831e+02  5.21142901e-01  1.54678599e+02
 -1.44211393e+02  1.79264146e-02  1.54168153e+02 -1.43724509e+02
  5.12390653e-01  1.54667175e+02 -1.44170173e+02  3.02754266e-02
  1.54187169e+02 -1.43691602e+02  5.19596833e-01  1.54683932e+02
 -1.44217109e+02 -1.04753387e-02  1.54165312e+02 -1.43707730e+02
  5.05319160e-01  1.54663373e+02 -1.44201978e+02  7.64531328e-03
  1.54173512e+02 -1.43691243e+02  5.21892929e-01  1.54661841e+02
 -1.44221695e+02 -5.09939363e-03  1.54159965e+02 -1.43720302e+02
  4.93257112e-01  1.54661850e+02]
res:  5868 -0.0003073417719861027 0.014030835039193335 0.02328263700734931
[ 1.21351895e-10 -1.03159284e-05 -2.82905898e-01  1.61505607e+04
 -1.44189885e+02 -1.13991053e-02  1.54176477e+02 -1.43674635e+02
  4.82991531e-01  1.54664467e+02 -1.44221797e+02 -1.03983928e-02
  1.54168680e+02 -1.43727488e+02  4.85522720e-01  1.54651862e+02
 -1.44213779e+02  1.24708799e-02  1.54180772e+02 -1.43699156e+02
  5.15610098e-01  1.54669009e+02 -1.44195095e+02 -2.71533576e-03
  1.54174550e+02 -1.43709459e+02  5.17806470e-01  1.54654173e+02
 -1.44182094e+02  1.58970922e-02  1.54168120e+02 -1.43703591e+02
  5.02409696e-01  1.54661230e+02 -1.44183430e+02  6.42641461e-03
  1.54171451e+02 -1.43714845e+02  5.04060552e-01  1.54665484e+02
 -1.44203537e+02 -2.71531922e-02  1.54151922e+02 -1.43714877e+02
  5.05032316e-01  1.54663519e+02 -1.44205214e+02  6.01376167e-03
  1.54184984e+02 -1.43676032e+02  5.10670381e-01  1.54675773e+02
 -1.44213180e+02 -4.58909238e-03  1.54166016e+02 -1.43705185e+02
  5.05496793e-01  1.54657100e+02 -1.44181698e+02  1.02146892e-02
  1.54181376e+02 -1.43699929e+02  4.98642897e-01  1.54677341e+02
 -1.44228179e+02 -1.02427196e-02  1.54158649e+02 -1.43721956e+02
  4.90656572e-01  1.54662702e+02 -1.44198883e+02 -6.11681272e-03
  1.54173302e+02 -1.43700957e+02  4.89056264e-01  1.54654732e+02
 -1.44219310e+02 -3.18843501e-02  1.54159404e+02 -1.43732623e+02
  4.73910781e-01  1.54652457e+02]
Niter:  2 row:  108 ngroup:  26 nlines:  6336 gd:  5854
[ 1.21351895e-10 -1.03159284e-05 -2.82905898e-01  1.61505607e+04
 -1.44189885e+02 -1.13991053e-02  1.54176477e+02 -1.43674635e+02
  4.82991531e-01  1.54664467e+02 -1.44221797e+02 -1.03983928e-02
  1.54168680e+02 -1.43727488e+02  4.85522720e-01  1.54651862e+02
 -1.44213779e+02  1.24708799e-02  1.54180772e+02 -1.43699156e+02
  5.15610098e-01  1.54669009e+02 -1.44195095e+02 -2.71533576e-03
  1.54174550e+02 -1.43709459e+02  5.17806470e-01  1.54654173e+02
 -1.44182094e+02  1.58970922e-02  1.54168120e+02 -1.43703591e+02
  5.02409696e-01  1.54661230e+02 -1.44183430e+02  6.42641461e-03
  1.54171451e+02 -1.43714845e+02  5.04060552e-01  1.54665484e+02
 -1.44203537e+02 -2.71531922e-02  1.54151922e+02 -1.43714877e+02
  5.05032316e-01  1.54663519e+02 -1.44205214e+02  6.01376167e-03
  1.54184984e+02 -1.43676032e+02  5.10670381e-01  1.54675773e+02
 -1.44213180e+02 -4.58909238e-03  1.54166016e+02 -1.43705185e+02
  5.05496793e-01  1.54657100e+02 -1.44181698e+02  1.02146892e-02
  1.54181376e+02 -1.43699929e+02  4.98642897e-01  1.54677341e+02
 -1.44228179e+02 -1.02427196e-02  1.54158649e+02 -1.43721956e+02
  4.90656572e-01  1.54662702e+02 -1.44198883e+02 -6.11681272e-03
  1.54173302e+02 -1.43700957e+02  4.89056264e-01  1.54654732e+02
 -1.44219310e+02 -3.18843501e-02  1.54159404e+02 -1.43732623e+02
  4.73910781e-01  1.54652457e+02]
res:  5854 -0.00034584689456096385 0.014119958713308733 0.023065332517733537
[ 1.21351907e-10 -1.03159274e-05 -2.82905870e-01  1.61505591e+04
 -1.44196835e+02 -1.70957958e-02  1.54171746e+02 -1.43676906e+02
  4.67697785e-01  1.54659749e+02 -1.44228755e+02 -1.60953767e-02
  1.54163956e+02 -1.43734445e+02  4.76590339e-01  1.54647137e+02
 -1.44220745e+02  6.77269120e-03  1.54176050e+02 -1.43706155e+02
  5.09899056e-01  1.54664290e+02 -1.44202064e+02 -1.15777909e-02
  1.54169823e+02 -1.43716400e+02  5.05224698e-01  1.54649451e+02
 -1.44189055e+02  7.00942911e-03  1.54163405e+02 -1.43710534e+02
  4.96704089e-01  1.54656505e+02 -1.44190408e+02 -9.00003872e-03
  1.54166725e+02 -1.43721794e+02  4.98353022e-01  1.54662597e+02
 -1.44205206e+02 -3.28576689e-02  1.54149090e+02 -1.43721827e+02
  5.02734429e-01  1.54660737e+02 -1.44207034e+02 -2.86917485e-03
  1.54180255e+02 -1.43678227e+02  5.04975100e-01  1.54671053e+02
 -1.44214832e+02 -1.71269187e-02  1.54161298e+02 -1.43712149e+02
  4.99787951e-01  1.54652371e+02 -1.44188658e+02 -1.93569569e-03
  1.54176659e+02 -1.43706890e+02  4.92971907e-01  1.54672626e+02
 -1.44235135e+02 -8.86251339e-03  1.54153925e+02 -1.43734081e+02
  4.84967589e-01  1.54657975e+02 -1.44205844e+02 -1.53261856e-02
  1.54168571e+02 -1.43703239e+02  4.76765087e-01  1.54650009e+02
 -1.44226267e+02 -4.10156797e-02  1.54154689e+02 -1.43744347e+02
  4.64904579e-01  1.54645937e+02]
Niter:  3 row:  108 ngroup:  26 nlines:  6336 gd:  5856
[ 1.21351907e-10 -1.03159274e-05 -2.82905870e-01  1.61505591e+04
 -1.44196835e+02 -1.70957958e-02  1.54171746e+02 -1.43676906e+02
  4.67697785e-01  1.54659749e+02 -1.44228755e+02 -1.60953767e-02
  1.54163956e+02 -1.43734445e+02  4.76590339e-01  1.54647137e+02
 -1.44220745e+02  6.77269120e-03  1.54176050e+02 -1.43706155e+02
  5.09899056e-01  1.54664290e+02 -1.44202064e+02 -1.15777909e-02
  1.54169823e+02 -1.43716400e+02  5.05224698e-01  1.54649451e+02
 -1.44189055e+02  7.00942911e-03  1.54163405e+02 -1.43710534e+02
  4.96704089e-01  1.54656505e+02 -1.44190408e+02 -9.00003872e-03
  1.54166725e+02 -1.43721794e+02  4.98353022e-01  1.54662597e+02
 -1.44205206e+02 -3.28576689e-02  1.54149090e+02 -1.43721827e+02
  5.02734429e-01  1.54660737e+02 -1.44207034e+02 -2.86917485e-03
  1.54180255e+02 -1.43678227e+02  5.04975100e-01  1.54671053e+02
 -1.44214832e+02 -1.71269187e-02  1.54161298e+02 -1.43712149e+02
  4.99787951e-01  1.54652371e+02 -1.44188658e+02 -1.93569569e-03
  1.54176659e+02 -1.43706890e+02  4.92971907e-01  1.54672626e+02
 -1.44235135e+02 -8.86251339e-03  1.54153925e+02 -1.43734081e+02
  4.84967589e-01  1.54657975e+02 -1.44205844e+02 -1.53261856e-02
  1.54168571e+02 -1.43703239e+02  4.76765087e-01  1.54650009e+02
 -1.44226267e+02 -4.10156797e-02  1.54154689e+02 -1.43744347e+02
  4.64904579e-01  1.54645937e+02]
res:  5856 -0.0003881145321429358 0.014100246045018139 0.023085355038513413
[ 1.21366961e-10 -1.03159274e-05 -2.82905870e-01  1.61505591e+04
 -1.44196835e+02 -1.70957958e-02  1.54171746e+02 -1.43676906e+02
  4.67697785e-01  1.54659749e+02 -1.44228755e+02 -1.60953767e-02
  1.54163956e+02 -1.43734445e+02  4.76590339e-01  1.54647137e+02
 -1.44220745e+02  6.77269120e-03  1.54176050e+02 -1.43706155e+02
  5.09899056e-01  1.54664290e+02 -1.44202064e+02 -1.15777909e-02
  1.54169823e+02 -1.43716400e+02  5.05224698e-01  1.54649451e+02
 -1.44189055e+02  7.00942911e-03  1.54163405e+02 -1.43710534e+02
  4.96704089e-01  1.54656505e+02 -1.44190408e+02 -9.00003872e-03
  1.54166725e+02 -1.43721794e+02  4.98353022e-01  1.54662597e+02
 -1.44205206e+02 -3.28576689e-02  1.54149090e+02 -1.43721827e+02
  5.02734429e-01  1.54660737e+02 -1.44207034e+02 -2.86917485e-03
  1.54180255e+02 -1.43678227e+02  5.04975100e-01  1.54671053e+02
 -1.44214832e+02 -1.71269187e-02  1.54161298e+02 -1.43712149e+02
  4.99787951e-01  1.54652371e+02 -1.44188658e+02 -1.93569569e-03
  1.54176659e+02 -1.43706890e+02  4.92971907e-01  1.54672626e+02
 -1.44235135e+02 -8.86251339e-03  1.54153925e+02 -1.43734081e+02
  4.84967589e-01  1.54657975e+02 -1.44205844e+02 -1.53261856e-02
  1.54168571e+02 -1.43703239e+02  4.76765087e-01  1.54650009e+02
 -1.44226267e+02 -4.10156797e-02  1.54154689e+02 -1.43744347e+02
  4.64904579e-01  1.54645937e+02]
Niter:  4 row:  108 ngroup:  26 nlines:  6336 gd:  5859
[ 1.21366961e-10 -1.03159274e-05 -2.82905870e-01  1.61505591e+04
 -1.44196835e+02 -1.70957958e-02  1.54171746e+02 -1.43676906e+02
  4.67697785e-01  1.54659749e+02 -1.44228755e+02 -1.60953767e-02
  1.54163956e+02 -1.43734445e+02  4.76590339e-01  1.54647137e+02
 -1.44220745e+02  6.77269120e-03  1.54176050e+02 -1.43706155e+02
  5.09899056e-01  1.54664290e+02 -1.44202064e+02 -1.15777909e-02
  1.54169823e+02 -1.43716400e+02  5.05224698e-01  1.54649451e+02
 -1.44189055e+02  7.00942911e-03  1.54163405e+02 -1.43710534e+02
  4.96704089e-01  1.54656505e+02 -1.44190408e+02 -9.00003872e-03
  1.54166725e+02 -1.43721794e+02  4.98353022e-01  1.54662597e+02
 -1.44205206e+02 -3.28576689e-02  1.54149090e+02 -1.43721827e+02
  5.02734429e-01  1.54660737e+02 -1.44207034e+02 -2.86917485e-03
  1.54180255e+02 -1.43678227e+02  5.04975100e-01  1.54671053e+02
 -1.44214832e+02 -1.71269187e-02  1.54161298e+02 -1.43712149e+02
  4.99787951e-01  1.54652371e+02 -1.44188658e+02 -1.93569569e-03
  1.54176659e+02 -1.43706890e+02  4.92971907e-01  1.54672626e+02
 -1.44235135e+02 -8.86251339e-03  1.54153925e+02 -1.43734081e+02
  4.84967589e-01  1.54657975e+02 -1.44205844e+02 -1.53261856e-02
  1.54168571e+02 -1.43703239e+02  4.76765087e-01  1.54650009e+02
 -1.44226267e+02 -4.10156797e-02  1.54154689e+02 -1.43744347e+02
  4.64904579e-01  1.54645937e+02]
res:  5859 -0.00041823800438578473 0.014143446002890414 0.023117355330689156
[ 1.21366973e-10 -1.03159264e-05 -2.82905842e-01  1.61505575e+04
 -1.44204411e+02 -2.27931334e-02  1.54167614e+02 -1.43679156e+02
  4.62009742e-01  1.54655648e+02 -1.44236353e+02 -2.17922627e-02
  1.54159839e+02 -1.43742042e+02  4.67768904e-01  1.54643015e+02
 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
  1.54165701e+02 -1.43723961e+02  4.99521260e-01  1.54645338e+02
 -1.44196655e+02 -2.05239761e-03  1.54159311e+02 -1.43718099e+02
  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
  1.54162603e+02 -1.43729365e+02  4.92639495e-01  1.54658469e+02
 -1.44212847e+02 -3.85612872e-02  1.54144974e+02 -1.43729402e+02
  4.97057161e-01  1.54656634e+02 -1.44209806e+02 -1.19144612e-02
  1.54176124e+02 -1.43685827e+02  4.99284322e-01  1.54666949e+02
 -1.44222408e+02 -2.59664510e-02  1.54157199e+02 -1.43719759e+02
  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
Niter:  5 row:  108 ngroup:  26 nlines:  6336 gd:  5861
[ 1.21366973e-10 -1.03159264e-05 -2.82905842e-01  1.61505575e+04
 -1.44204411e+02 -2.27931334e-02  1.54167614e+02 -1.43679156e+02
  4.62009742e-01  1.54655648e+02 -1.44236353e+02 -2.17922627e-02
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 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
  1.54165701e+02 -1.43723961e+02  4.99521260e-01  1.54645338e+02
 -1.44196655e+02 -2.05239761e-03  1.54159311e+02 -1.43718099e+02
  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
  1.54162603e+02 -1.43729365e+02  4.92639495e-01  1.54658469e+02
 -1.44212847e+02 -3.85612872e-02  1.54144974e+02 -1.43729402e+02
  4.97057161e-01  1.54656634e+02 -1.44209806e+02 -1.19144612e-02
  1.54176124e+02 -1.43685827e+02  4.99284322e-01  1.54666949e+02
 -1.44222408e+02 -2.59664510e-02  1.54157199e+02 -1.43719759e+02
  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
res:  5861 -0.0004030582103951019 0.014143239921395434 0.0231418087463077
[ 1.21372080e-10 -1.03159264e-05 -2.82905842e-01  1.61505575e+04
 -1.44204411e+02 -2.27931334e-02  1.54167614e+02 -1.43679156e+02
  4.62009742e-01  1.54655648e+02 -1.44236353e+02 -2.17922627e-02
  1.54159839e+02 -1.43742042e+02  4.67768904e-01  1.54643015e+02
 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
  1.54165701e+02 -1.43723961e+02  4.99521260e-01  1.54645338e+02
 -1.44196655e+02 -2.05239761e-03  1.54159311e+02 -1.43718099e+02
  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
  1.54162603e+02 -1.43729365e+02  4.92639495e-01  1.54658469e+02
 -1.44212847e+02 -3.85612872e-02  1.54144974e+02 -1.43729402e+02
  4.97057161e-01  1.54656634e+02 -1.44209806e+02 -1.19144612e-02
  1.54176124e+02 -1.43685827e+02  4.99284322e-01  1.54666949e+02
 -1.44222408e+02 -2.59664510e-02  1.54157199e+02 -1.43719759e+02
  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
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  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
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 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
Niter:  6 row:  108 ngroup:  26 nlines:  6336 gd:  5861
[ 1.21372080e-10 -1.03159264e-05 -2.82905842e-01  1.61505575e+04
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  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
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  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
res:  5861 -0.0004513585918175522 0.014152801613818156 0.023141737662631504
[ 1.21367469e-10 -1.03159194e-05 -2.82905842e-01  1.61505575e+04
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 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
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  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
Saving figure to  wave_resid_43670005_fiber108.png
Final values:
res:  -0.0004513585918175522 0.023141737662631504
pars:  [ 1.21367469e-10 -1.03159194e-05 -2.82905842e-01  1.61505575e+04
 -1.44204411e+02 -2.27931334e-02  1.54167614e+02 -1.43679156e+02
  4.62009742e-01  1.54655648e+02 -1.44236353e+02 -2.17922627e-02
  1.54159839e+02 -1.43742042e+02  4.67768904e-01  1.54643015e+02
 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
  1.54165701e+02 -1.43723961e+02  4.99521260e-01  1.54645338e+02
 -1.44196655e+02 -2.05239761e-03  1.54159311e+02 -1.43718099e+02
  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
  1.54162603e+02 -1.43729365e+02  4.92639495e-01  1.54658469e+02
 -1.44212847e+02 -3.85612872e-02  1.54144974e+02 -1.43729402e+02
  4.97057161e-01  1.54656634e+02 -1.44209806e+02 -1.19144612e-02
  1.54176124e+02 -1.43685827e+02  4.99284322e-01  1.54666949e+02
 -1.44222408e+02 -2.59664510e-02  1.54157199e+02 -1.43719759e+02
  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
108 [ 1.21367469e-10 -1.03159194e-05 -2.82905842e-01  1.61505575e+04
 -1.44204411e+02 -2.27931334e-02  1.54167614e+02 -1.43679156e+02
  4.62009742e-01  1.54655648e+02 -1.44236353e+02 -2.17922627e-02
  1.54159839e+02 -1.43742042e+02  4.67768904e-01  1.54643015e+02
 -1.44228361e+02  1.07214033e-03  1.54171941e+02 -1.43713833e+02
  5.04189787e-01  1.54660194e+02 -1.44209682e+02 -2.36442854e-02
  1.54165701e+02 -1.43723961e+02  4.99521260e-01  1.54645338e+02
 -1.44196655e+02 -2.05239761e-03  1.54159311e+02 -1.43718099e+02
  4.90992534e-01  1.54652391e+02 -1.44198045e+02 -1.80785318e-02
  1.54162603e+02 -1.43729365e+02  4.92639495e-01  1.54658469e+02
 -1.44212847e+02 -3.85612872e-02  1.54144974e+02 -1.43729402e+02
  4.97057161e-01  1.54656634e+02 -1.44209806e+02 -1.19144612e-02
  1.54176124e+02 -1.43685827e+02  4.99284322e-01  1.54666949e+02
 -1.44222408e+02 -2.59664510e-02  1.54157199e+02 -1.43719759e+02
  4.94085110e-01  1.54646293e+02 -1.44196260e+02 -7.63396567e-03
  1.54172566e+02 -1.43714488e+02  4.87310713e-01  1.54668535e+02
 -1.44242724e+02 -1.11266373e-02  1.54149809e+02 -1.43741678e+02
  4.79282692e-01  1.54653847e+02 -1.44213443e+02 -2.10114278e-02
  1.54164437e+02 -1.43710846e+02  4.71076012e-01  1.54645896e+02
 -1.44233862e+02 -4.67205157e-02  1.54150600e+02 -1.43751966e+02
  4.59209816e-01  1.54641849e+02]
--- Row 110/300 row=109 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  109
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=109 ---
Niter:  0 row:  109 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0006055775284039555 0.01489186590515601 0.03427312652891305
[ 1.21124866e-10 -1.03155582e-05 -2.82900137e-01  1.61505261e+04
 -1.44273475e+02  3.99215420e-13  1.54193537e+02]
Niter:  1 row:  109 ngroup:  1 nlines:  251 gd:  228
[ 1.21124866e-10 -1.03155582e-05 -2.82900137e-01  1.61505261e+04
 -1.44273475e+02  3.99215420e-13  1.54193537e+02]
res:  228 -0.0012430488823156338 0.01506430569679651 0.022020204519196104
[ 1.21464559e-10 -1.03147623e-05 -2.82907681e-01  1.61505305e+04
 -1.44188704e+02  5.24594767e-12  1.54179805e+02]
Niter:  2 row:  109 ngroup:  1 nlines:  251 gd:  230
[ 1.21464559e-10 -1.03147623e-05 -2.82907681e-01  1.61505305e+04
 -1.44188704e+02  5.24594767e-12  1.54179805e+02]
res:  230 -0.0012365989950922085 0.015280479099601507 0.022708815006805345
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
Niter:  3 row:  109 ngroup:  1 nlines:  251 gd:  230
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
res:  230 -0.0012365989950922085 0.015280479099601507 0.022708815006805345
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
Niter:  4 row:  109 ngroup:  1 nlines:  251 gd:  230
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
res:  230 -0.0012365989950922085 0.015280479099601507 0.022708815006805345
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
Niter:  5 row:  109 ngroup:  1 nlines:  251 gd:  230
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
res:  230 -0.0012365989950922085 0.015280479099601507 0.022708815006805345
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
Niter:  6 row:  109 ngroup:  1 nlines:  251 gd:  230
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
res:  230 -0.0012365989950922085 0.015280479099601507 0.022708815006805345
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
Final values:
res:  -0.0012365989950922085 0.022708815006805345
pars:  [ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
109 [ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02]
elapsed: 2.9 sec.
Niter:  0 row:  109 ngroup:  26 nlines:  6474 gd:  6474
[ 1.21582854e-10 -1.03145353e-05 -2.82910567e-01  1.61505315e+04
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02 -1.44155236e+02 -8.62154845e-11
  1.54171575e+02 -1.44155236e+02 -8.62154845e-11  1.54171575e+02
 -1.44155236e+02 -8.62154845e-11  1.54171575e+02 -1.44155236e+02
 -8.62154845e-11  1.54171575e+02]
res:  6474 0.00041968007371906424 0.014716349533046014 0.03432117146554914
[ 1.21582867e-10 -1.03145363e-05 -2.82910538e-01  1.61505299e+04
 -1.44169394e+02  1.49097297e-02  1.54169025e+02 -1.43692016e+02
  5.15832064e-01  1.54655581e+02 -1.44159579e+02 -1.97553970e-02
  1.54167966e+02 -1.43683387e+02  5.12567523e-01  1.54645328e+02
 -1.44168814e+02  2.35300709e-02  1.54170009e+02 -1.43658256e+02
  5.21186319e-01  1.54656217e+02 -1.44203712e+02 -1.16211785e-04
  1.54159882e+02 -1.43682427e+02  4.86801566e-01  1.54630767e+02
 -1.44175139e+02 -6.03078955e-04  1.54162528e+02 -1.43673280e+02
  5.08468165e-01  1.54646592e+02 -1.44193833e+02  1.17178238e-02
  1.54165815e+02 -1.43696772e+02  4.95483463e-01  1.54659278e+02
 -1.44216623e+02 -1.93449299e-02  1.54162714e+02 -1.43674677e+02
  4.85085601e-01  1.54647515e+02 -1.44159844e+02  2.97651887e-02
  1.54169857e+02 -1.43684440e+02  4.92658554e-01  1.54657096e+02
 -1.44185540e+02  8.61668177e-03  1.54175521e+02 -1.43677190e+02
  5.01261803e-01  1.54652210e+02 -1.44186014e+02  8.94264329e-03
  1.54152217e+02 -1.43679453e+02  5.17920730e-01  1.54665557e+02
 -1.44188378e+02 -1.83085494e-02  1.54151284e+02 -1.43681284e+02
  4.97814259e-01  1.54644671e+02 -1.44194429e+02 -1.11015304e-02
  1.54156580e+02 -1.43699407e+02  5.10419110e-01  1.54654577e+02
 -1.44195379e+02 -2.85426534e-02  1.54153065e+02 -1.43718973e+02
  4.88464040e-01  1.54649970e+02]
Niter:  1 row:  109 ngroup:  26 nlines:  6474 gd:  6008
[ 1.21582867e-10 -1.03145363e-05 -2.82910538e-01  1.61505299e+04
 -1.44169394e+02  1.49097297e-02  1.54169025e+02 -1.43692016e+02
  5.15832064e-01  1.54655581e+02 -1.44159579e+02 -1.97553970e-02
  1.54167966e+02 -1.43683387e+02  5.12567523e-01  1.54645328e+02
 -1.44168814e+02  2.35300709e-02  1.54170009e+02 -1.43658256e+02
  5.21186319e-01  1.54656217e+02 -1.44203712e+02 -1.16211785e-04
  1.54159882e+02 -1.43682427e+02  4.86801566e-01  1.54630767e+02
 -1.44175139e+02 -6.03078955e-04  1.54162528e+02 -1.43673280e+02
  5.08468165e-01  1.54646592e+02 -1.44193833e+02  1.17178238e-02
  1.54165815e+02 -1.43696772e+02  4.95483463e-01  1.54659278e+02
 -1.44216623e+02 -1.93449299e-02  1.54162714e+02 -1.43674677e+02
  4.85085601e-01  1.54647515e+02 -1.44159844e+02  2.97651887e-02
  1.54169857e+02 -1.43684440e+02  4.92658554e-01  1.54657096e+02
 -1.44185540e+02  8.61668177e-03  1.54175521e+02 -1.43677190e+02
  5.01261803e-01  1.54652210e+02 -1.44186014e+02  8.94264329e-03
  1.54152217e+02 -1.43679453e+02  5.17920730e-01  1.54665557e+02
 -1.44188378e+02 -1.83085494e-02  1.54151284e+02 -1.43681284e+02
  4.97814259e-01  1.54644671e+02 -1.44194429e+02 -1.11015304e-02
  1.54156580e+02 -1.43699407e+02  5.10419110e-01  1.54654577e+02
 -1.44195379e+02 -2.85426534e-02  1.54153065e+02 -1.43718973e+02
  4.88464040e-01  1.54649970e+02]
res:  6008 -0.001120680723033729 0.014511145467622555 0.023684325477292396
[ 1.21582879e-10 -1.03145373e-05 -2.82910510e-01  1.61505283e+04
 -1.44169278e+02 -8.22917514e-03  1.54162044e+02 -1.43695429e+02
  4.86097324e-01  1.54649105e+02 -1.44176173e+02 -3.12091633e-02
  1.54158838e+02 -1.43687448e+02  4.71448668e-01  1.54639898e+02
 -1.44170119e+02 -1.08840361e-02  1.54168418e+02 -1.43656232e+02
  4.86058533e-01  1.54648885e+02 -1.44200694e+02 -3.20849634e-02
  1.54159985e+02 -1.43693289e+02  4.75244043e-01  1.54628684e+02
 -1.44170269e+02 -2.57556274e-02  1.54153790e+02 -1.43692166e+02
  4.91636717e-01  1.54642338e+02 -1.44199020e+02 -1.48388829e-02
  1.54158933e+02 -1.43688207e+02  4.69093016e-01  1.54653069e+02
 -1.44218426e+02 -4.61422616e-02  1.54153864e+02 -1.43682013e+02
  4.73083307e-01  1.54647980e+02 -1.44172355e+02 -4.41573999e-03
  1.54167375e+02 -1.43694712e+02  4.74399648e-01  1.54650020e+02
 -1.44184789e+02 -2.01715156e-02  1.54167906e+02 -1.43686862e+02
  4.83533569e-01  1.54649500e+02 -1.44205136e+02 -2.25592634e-02
  1.54148326e+02 -1.43684344e+02  5.00730769e-01  1.54653384e+02
 -1.44186981e+02 -4.42990988e-02  1.54150469e+02 -1.43688967e+02
  4.70687535e-01  1.54637840e+02 -1.44195110e+02 -3.53250131e-02
  1.54149262e+02 -1.43698922e+02  4.70105251e-01  1.54647041e+02
 -1.44210178e+02 -4.91925036e-02  1.54151123e+02 -1.43732256e+02
  4.67336397e-01  1.54644425e+02]
Niter:  2 row:  109 ngroup:  26 nlines:  6474 gd:  5993
[ 1.21582879e-10 -1.03145373e-05 -2.82910510e-01  1.61505283e+04
 -1.44169278e+02 -8.22917514e-03  1.54162044e+02 -1.43695429e+02
  4.86097324e-01  1.54649105e+02 -1.44176173e+02 -3.12091633e-02
  1.54158838e+02 -1.43687448e+02  4.71448668e-01  1.54639898e+02
 -1.44170119e+02 -1.08840361e-02  1.54168418e+02 -1.43656232e+02
  4.86058533e-01  1.54648885e+02 -1.44200694e+02 -3.20849634e-02
  1.54159985e+02 -1.43693289e+02  4.75244043e-01  1.54628684e+02
 -1.44170269e+02 -2.57556274e-02  1.54153790e+02 -1.43692166e+02
  4.91636717e-01  1.54642338e+02 -1.44199020e+02 -1.48388829e-02
  1.54158933e+02 -1.43688207e+02  4.69093016e-01  1.54653069e+02
 -1.44218426e+02 -4.61422616e-02  1.54153864e+02 -1.43682013e+02
  4.73083307e-01  1.54647980e+02 -1.44172355e+02 -4.41573999e-03
  1.54167375e+02 -1.43694712e+02  4.74399648e-01  1.54650020e+02
 -1.44184789e+02 -2.01715156e-02  1.54167906e+02 -1.43686862e+02
  4.83533569e-01  1.54649500e+02 -1.44205136e+02 -2.25592634e-02
  1.54148326e+02 -1.43684344e+02  5.00730769e-01  1.54653384e+02
 -1.44186981e+02 -4.42990988e-02  1.54150469e+02 -1.43688967e+02
  4.70687535e-01  1.54637840e+02 -1.44195110e+02 -3.53250131e-02
  1.54149262e+02 -1.43698922e+02  4.70105251e-01  1.54647041e+02
 -1.44210178e+02 -4.91925036e-02  1.54151123e+02 -1.43732256e+02
  4.67336397e-01  1.54644425e+02]
res:  5993 -0.0011908427768503316 0.014658962557405175 0.0234297465189187
[ 1.21582891e-10 -1.03145384e-05 -2.82910482e-01  1.61505267e+04
 -1.44176299e+02 -1.70437761e-02  1.54157279e+02 -1.43697051e+02
  4.74118941e-01  1.54644334e+02 -1.44183160e+02 -3.69304298e-02
  1.54154076e+02 -1.43694498e+02  4.51030099e-01  1.54635128e+02
 -1.44177129e+02 -2.00827767e-02  1.54165615e+02 -1.43663248e+02
  4.67104267e-01  1.54644126e+02 -1.44202328e+02 -4.12210078e-02
  1.54158882e+02 -1.43695061e+02  4.69562295e-01  1.54625757e+02
 -1.44177277e+02 -3.44342322e-02  1.54150772e+02 -1.43704444e+02
  4.85927679e-01  1.54637567e+02 -1.44206022e+02 -2.05465406e-02
  1.54156043e+02 -1.43695215e+02  4.56993958e-01  1.54650215e+02
 -1.44225435e+02 -5.18451437e-02  1.54149105e+02 -1.43689023e+02
  4.64046158e-01  1.54643214e+02 -1.44179350e+02 -1.70627255e-02
  1.54164450e+02 -1.43701723e+02  4.65379093e-01  1.54645259e+02
 -1.44187153e+02 -3.22946208e-02  1.54163153e+02 -1.43693878e+02
  4.77827696e-01  1.54644736e+02 -1.44212132e+02 -2.82532512e-02
  1.54147204e+02 -1.43691349e+02  4.95055277e-01  1.54646749e+02
 -1.44193989e+02 -5.00004496e-02  1.54145707e+02 -1.43695968e+02
  4.64998398e-01  1.54633079e+02 -1.44191306e+02 -4.10310806e-02
  1.54146257e+02 -1.43701424e+02  4.64412938e-01  1.54642278e+02
 -1.44217182e+02 -5.80539661e-02  1.54148274e+02 -1.43739233e+02
  4.58212957e-01  1.54639665e+02]
Niter:  3 row:  109 ngroup:  26 nlines:  6474 gd:  5999
[ 1.21582891e-10 -1.03145384e-05 -2.82910482e-01  1.61505267e+04
 -1.44176299e+02 -1.70437761e-02  1.54157279e+02 -1.43697051e+02
  4.74118941e-01  1.54644334e+02 -1.44183160e+02 -3.69304298e-02
  1.54154076e+02 -1.43694498e+02  4.51030099e-01  1.54635128e+02
 -1.44177129e+02 -2.00827767e-02  1.54165615e+02 -1.43663248e+02
  4.67104267e-01  1.54644126e+02 -1.44202328e+02 -4.12210078e-02
  1.54158882e+02 -1.43695061e+02  4.69562295e-01  1.54625757e+02
 -1.44177277e+02 -3.44342322e-02  1.54150772e+02 -1.43704444e+02
  4.85927679e-01  1.54637567e+02 -1.44206022e+02 -2.05465406e-02
  1.54156043e+02 -1.43695215e+02  4.56993958e-01  1.54650215e+02
 -1.44225435e+02 -5.18451437e-02  1.54149105e+02 -1.43689023e+02
  4.64046158e-01  1.54643214e+02 -1.44179350e+02 -1.70627255e-02
  1.54164450e+02 -1.43701723e+02  4.65379093e-01  1.54645259e+02
 -1.44187153e+02 -3.22946208e-02  1.54163153e+02 -1.43693878e+02
  4.77827696e-01  1.54644736e+02 -1.44212132e+02 -2.82532512e-02
  1.54147204e+02 -1.43691349e+02  4.95055277e-01  1.54646749e+02
 -1.44193989e+02 -5.00004496e-02  1.54145707e+02 -1.43695968e+02
  4.64998398e-01  1.54633079e+02 -1.44191306e+02 -4.10310806e-02
  1.54146257e+02 -1.43701424e+02  4.64412938e-01  1.54642278e+02
 -1.44217182e+02 -5.80539661e-02  1.54148274e+02 -1.43739233e+02
  4.58212957e-01  1.54639665e+02]
res:  5999 -0.0009364402440041886 0.014607586921556504 0.023442593331975736
[ 1.21544894e-10 -1.03150777e-05 -2.82908381e-01  1.61505283e+04
 -1.44195993e+02 -1.15808967e-02  1.54166272e+02 -1.43716549e+02
  4.79331834e-01  1.54653407e+02 -1.44202112e+02 -3.19505964e-02
  1.54163030e+02 -1.43710474e+02  4.53289227e-01  1.54644209e+02
 -1.44196603e+02 -1.46091127e-02  1.54174617e+02 -1.43682834e+02
  4.64135160e-01  1.54653087e+02 -1.44217976e+02 -3.60459898e-02
  1.54167858e+02 -1.43709792e+02  4.71991200e-01  1.54634782e+02
 -1.44196687e+02 -2.93005721e-02  1.54159656e+02 -1.43723865e+02
  4.91005460e-01  1.54646656e+02 -1.44225305e+02 -1.54230618e-02
  1.54165057e+02 -1.43714629e+02  4.59691468e-01  1.54659212e+02
 -1.44244860e+02 -4.66589132e-02  1.54158052e+02 -1.43708487e+02
  4.66275524e-01  1.54652195e+02 -1.44198475e+02 -1.17459051e-02
  1.54173468e+02 -1.43721222e+02  4.70757486e-01  1.54654239e+02
 -1.44206384e+02 -2.71721098e-02  1.54172014e+02 -1.43713484e+02
  4.82948461e-01  1.54653715e+02 -1.44231274e+02 -2.29464341e-02
  1.54157807e+02 -1.43710694e+02  5.00573651e-01  1.54655716e+02
 -1.44213399e+02 -4.47146357e-02  1.54154673e+02 -1.43715206e+02
  4.70322314e-01  1.54642072e+02 -1.44211075e+02 -3.58259288e-02
  1.54155272e+02 -1.43720762e+02  4.69766756e-01  1.54651274e+02
 -1.44236501e+02 -5.55974713e-02  1.54157313e+02 -1.43757930e+02
  4.63452961e-01  1.54648621e+02]
Niter:  4 row:  109 ngroup:  26 nlines:  6474 gd:  6013
[ 1.21544894e-10 -1.03150777e-05 -2.82908381e-01  1.61505283e+04
 -1.44195993e+02 -1.15808967e-02  1.54166272e+02 -1.43716549e+02
  4.79331834e-01  1.54653407e+02 -1.44202112e+02 -3.19505964e-02
  1.54163030e+02 -1.43710474e+02  4.53289227e-01  1.54644209e+02
 -1.44196603e+02 -1.46091127e-02  1.54174617e+02 -1.43682834e+02
  4.64135160e-01  1.54653087e+02 -1.44217976e+02 -3.60459898e-02
  1.54167858e+02 -1.43709792e+02  4.71991200e-01  1.54634782e+02
 -1.44196687e+02 -2.93005721e-02  1.54159656e+02 -1.43723865e+02
  4.91005460e-01  1.54646656e+02 -1.44225305e+02 -1.54230618e-02
  1.54165057e+02 -1.43714629e+02  4.59691468e-01  1.54659212e+02
 -1.44244860e+02 -4.66589132e-02  1.54158052e+02 -1.43708487e+02
  4.66275524e-01  1.54652195e+02 -1.44198475e+02 -1.17459051e-02
  1.54173468e+02 -1.43721222e+02  4.70757486e-01  1.54654239e+02
 -1.44206384e+02 -2.71721098e-02  1.54172014e+02 -1.43713484e+02
  4.82948461e-01  1.54653715e+02 -1.44231274e+02 -2.29464341e-02
  1.54157807e+02 -1.43710694e+02  5.00573651e-01  1.54655716e+02
 -1.44213399e+02 -4.47146357e-02  1.54154673e+02 -1.43715206e+02
  4.70322314e-01  1.54642072e+02 -1.44211075e+02 -3.58259288e-02
  1.54155272e+02 -1.43720762e+02  4.69766756e-01  1.54651274e+02
 -1.44236501e+02 -5.55974713e-02  1.54157313e+02 -1.43757930e+02
  4.63452961e-01  1.54648621e+02]
res:  6013 -0.0009563796729707974 0.014655351789770066 0.023617792171660813
[ 1.21544882e-10 -1.03150787e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
Niter:  5 row:  109 ngroup:  26 nlines:  6474 gd:  6015
[ 1.21544882e-10 -1.03150787e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
res:  6015 -0.0009530956822345615 0.014646754833847808 0.023643788378806974
[ 1.21542658e-10 -1.03150787e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
Niter:  6 row:  109 ngroup:  26 nlines:  6474 gd:  6015
[ 1.21542658e-10 -1.03150787e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
res:  6015 -0.0009562069699313724 0.014652830149316287 0.02364377349640623
[ 1.21544982e-10 -1.03150798e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
Saving figure to  wave_resid_43670005_fiber109.png
Final values:
res:  -0.0009562069699313724 0.02364377349640623
pars:  [ 1.21544982e-10 -1.03150798e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
109 [ 1.21544982e-10 -1.03150798e-05 -2.82908352e-01  1.61505267e+04
 -1.44203069e+02 -1.72786512e-02  1.54161622e+02 -1.43723613e+02
  4.73619556e-01  1.54648749e+02 -1.44214385e+02 -3.76752722e-02
  1.54158386e+02 -1.43711738e+02  4.47096082e-01  1.54639551e+02
 -1.44203670e+02 -2.03081714e-02  1.54169966e+02 -1.43689901e+02
  4.57077965e-01  1.54648444e+02 -1.44224371e+02 -4.17627311e-02
  1.54163211e+02 -1.43716390e+02  4.65784583e-01  1.54628306e+02
 -1.44203751e+02 -3.50203654e-02  1.54153301e+02 -1.43730929e+02
  4.85287713e-01  1.54641995e+02 -1.44232363e+02 -2.11447669e-02
  1.54160406e+02 -1.43721694e+02  4.53553347e-01  1.54656579e+02
 -1.44251926e+02 -5.23761339e-02  1.54153410e+02 -1.43715550e+02
  4.59955836e-01  1.54647545e+02 -1.44205528e+02 -1.74531001e-02
  1.54168815e+02 -1.43733555e+02  4.65055745e-01  1.54649594e+02
 -1.44213440e+02 -3.28920390e-02  1.54167383e+02 -1.43720555e+02
  4.77232642e-01  1.54649068e+02 -1.44238323e+02 -2.86557541e-02
  1.54155322e+02 -1.43717756e+02  4.94880436e-01  1.54651070e+02
 -1.44220463e+02 -5.04232894e-02  1.54150029e+02 -1.43722266e+02
  4.64615394e-01  1.54637427e+02 -1.44223294e+02 -4.15383907e-02
  1.54148876e+02 -1.43727824e+02  4.64066269e-01  1.54646625e+02
 -1.44238909e+02 -6.17780354e-02  1.54152661e+02 -1.43764962e+02
  4.57739037e-01  1.54643977e+02]
--- Row 111/300 row=110 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  110
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=110 ---
Niter:  0 row:  110 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 -0.00013906189906265354 0.01376011705451674 0.035558000895940654
[ 1.21405327e-10 -1.03153552e-05 -2.82901221e-01  1.61505317e+04
 -1.44211474e+02 -1.06439757e-14  1.54220876e+02]
Niter:  1 row:  110 ngroup:  1 nlines:  238 gd:  216
[ 1.21405327e-10 -1.03153552e-05 -2.82901221e-01  1.61505317e+04
 -1.44211474e+02 -1.06439757e-14  1.54220876e+02]
res:  216 -0.0005785562179880799 0.014137512592242274 0.024759242224363837
[ 1.21313323e-10 -1.03155137e-05 -2.82903089e-01  1.61505305e+04
 -1.44194170e+02 -3.40734787e-11  1.54195163e+02]
Niter:  2 row:  110 ngroup:  1 nlines:  238 gd:  218
[ 1.21313323e-10 -1.03155137e-05 -2.82903089e-01  1.61505305e+04
 -1.44194170e+02 -3.40734787e-11  1.54195163e+02]
res:  218 -8.238147620431846e-05 0.014031698312464869 0.025278380507925007
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
Niter:  3 row:  110 ngroup:  1 nlines:  238 gd:  218
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
res:  218 -8.238147620431846e-05 0.014031698312464869 0.025278380507925007
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
Niter:  4 row:  110 ngroup:  1 nlines:  238 gd:  218
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
res:  218 -8.238147620431846e-05 0.014031698312464869 0.025278380507925007
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
Niter:  5 row:  110 ngroup:  1 nlines:  238 gd:  218
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
res:  218 -8.238147620431846e-05 0.014031698312464869 0.025278380507925007
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
Niter:  6 row:  110 ngroup:  1 nlines:  238 gd:  218
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
res:  218 -8.238147620431846e-05 0.014031698312464869 0.025278380507925007
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
Final values:
res:  -8.238147620431846e-05 0.025278380507925007
pars:  [ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
110 [ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02]
elapsed: 2.9 sec.
Niter:  0 row:  110 ngroup:  26 nlines:  6183 gd:  6183
[ 1.21076520e-10 -1.03156617e-05 -2.82900674e-01  1.61505296e+04
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02 -1.44211042e+02  3.45098608e-11
  1.54198840e+02 -1.44211042e+02  3.45098608e-11  1.54198840e+02
 -1.44211042e+02  3.45098608e-11  1.54198840e+02 -1.44211042e+02
  3.45098608e-11  1.54198840e+02]
res:  6183 -0.0005208231159485877 0.01506805093595176 0.035124775826965
[ 1.21076532e-10 -1.03156627e-05 -2.82900646e-01  1.61505280e+04
 -1.44222997e+02 -1.35485089e-02  1.54194967e+02 -1.43700767e+02
  4.85085320e-01  1.54681596e+02 -1.44215080e+02 -4.02823950e-02
  1.54170939e+02 -1.43730173e+02  4.65506402e-01  1.54684690e+02
 -1.44222967e+02  1.06265759e-02  1.54189776e+02 -1.43717292e+02
  4.61409475e-01  1.54680050e+02 -1.44222450e+02 -3.84367067e-02
  1.54197370e+02 -1.43747634e+02  4.49083945e-01  1.54671384e+02
 -1.44200137e+02 -3.18113423e-03  1.54177306e+02 -1.43710270e+02
  4.83383726e-01  1.54690396e+02 -1.44203505e+02  3.14877724e-04
  1.54188123e+02 -1.43727572e+02  4.75172749e-01  1.54674852e+02
 -1.44205349e+02 -1.56581725e-02  1.54187438e+02 -1.43755642e+02
  4.85967523e-01  1.54683581e+02 -1.44213741e+02 -2.92211743e-02
  1.54191975e+02 -1.43746966e+02  4.82626483e-01  1.54687343e+02
 -1.44218612e+02 -2.31729586e-02  1.54189151e+02 -1.43746579e+02
  4.73600632e-01  1.54675081e+02 -1.44215473e+02 -1.19959194e-02
  1.54178401e+02 -1.43723469e+02  4.75342077e-01  1.54677903e+02
 -1.44206097e+02 -2.17005512e-02  1.54183963e+02 -1.43747929e+02
  4.78897901e-01  1.54669763e+02 -1.44209283e+02 -2.07663982e-02
  1.54188803e+02 -1.43748358e+02  4.58366445e-01  1.54679003e+02
 -1.44260596e+02 -3.11167341e-02  1.54178898e+02 -1.43745010e+02
  4.57982961e-01  1.54661815e+02]
Niter:  1 row:  110 ngroup:  26 nlines:  6183 gd:  5710
[ 1.21076532e-10 -1.03156627e-05 -2.82900646e-01  1.61505280e+04
 -1.44222997e+02 -1.35485089e-02  1.54194967e+02 -1.43700767e+02
  4.85085320e-01  1.54681596e+02 -1.44215080e+02 -4.02823950e-02
  1.54170939e+02 -1.43730173e+02  4.65506402e-01  1.54684690e+02
 -1.44222967e+02  1.06265759e-02  1.54189776e+02 -1.43717292e+02
  4.61409475e-01  1.54680050e+02 -1.44222450e+02 -3.84367067e-02
  1.54197370e+02 -1.43747634e+02  4.49083945e-01  1.54671384e+02
 -1.44200137e+02 -3.18113423e-03  1.54177306e+02 -1.43710270e+02
  4.83383726e-01  1.54690396e+02 -1.44203505e+02  3.14877724e-04
  1.54188123e+02 -1.43727572e+02  4.75172749e-01  1.54674852e+02
 -1.44205349e+02 -1.56581725e-02  1.54187438e+02 -1.43755642e+02
  4.85967523e-01  1.54683581e+02 -1.44213741e+02 -2.92211743e-02
  1.54191975e+02 -1.43746966e+02  4.82626483e-01  1.54687343e+02
 -1.44218612e+02 -2.31729586e-02  1.54189151e+02 -1.43746579e+02
  4.73600632e-01  1.54675081e+02 -1.44215473e+02 -1.19959194e-02
  1.54178401e+02 -1.43723469e+02  4.75342077e-01  1.54677903e+02
 -1.44206097e+02 -2.17005512e-02  1.54183963e+02 -1.43747929e+02
  4.78897901e-01  1.54669763e+02 -1.44209283e+02 -2.07663982e-02
  1.54188803e+02 -1.43748358e+02  4.58366445e-01  1.54679003e+02
 -1.44260596e+02 -3.11167341e-02  1.54178898e+02 -1.43745010e+02
  4.57982961e-01  1.54661815e+02]
res:  5710 -0.00037918135058134794 0.01524615320340672 0.024715453309017237
[ 1.21076520e-10 -1.03156638e-05 -2.82900674e-01  1.61505296e+04
 -1.44211080e+02 -1.26378045e-06  1.54198807e+02 -1.43690415e+02
  4.77549652e-01  1.54694929e+02 -1.44198137e+02 -3.66862495e-02
  1.54182753e+02 -1.43719244e+02  4.52362250e-01  1.54690563e+02
 -1.44213049e+02  5.21874009e-03  1.54198558e+02 -1.43687988e+02
  4.78006085e-01  1.54685152e+02 -1.44202242e+02 -4.31402931e-02
  1.54194931e+02 -1.43729291e+02  4.54609155e-01  1.54676222e+02
 -1.44195973e+02 -2.54433192e-02  1.54184462e+02 -1.43711865e+02
  4.65731732e-01  1.54693054e+02 -1.44194063e+02 -1.00791919e-02
  1.54195788e+02 -1.43710864e+02  4.69121702e-01  1.54678669e+02
 -1.44194192e+02 -2.74880639e-02  1.54190934e+02 -1.43728814e+02
  4.82622501e-01  1.54690548e+02 -1.44193806e+02 -2.83106686e-02
  1.54201563e+02 -1.43714154e+02  4.76099476e-01  1.54687482e+02
 -1.44216960e+02 -7.86777471e-03  1.54192690e+02 -1.43731264e+02
  4.57567269e-01  1.54677652e+02 -1.44208514e+02 -1.39824381e-02
  1.54186116e+02 -1.43702234e+02  4.61600866e-01  1.54687840e+02
 -1.44214572e+02 -2.52379034e-02  1.54187905e+02 -1.43731843e+02
  4.63746928e-01  1.54676411e+02 -1.44222635e+02 -2.90575013e-02
  1.54192807e+02 -1.43741150e+02  4.62656932e-01  1.54684744e+02
 -1.44233890e+02 -2.80759480e-02  1.54191741e+02 -1.43723523e+02
  4.41363196e-01  1.54666872e+02]
Niter:  2 row:  110 ngroup:  26 nlines:  6183 gd:  5727
[ 1.21076520e-10 -1.03156638e-05 -2.82900674e-01  1.61505296e+04
 -1.44211080e+02 -1.26378045e-06  1.54198807e+02 -1.43690415e+02
  4.77549652e-01  1.54694929e+02 -1.44198137e+02 -3.66862495e-02
  1.54182753e+02 -1.43719244e+02  4.52362250e-01  1.54690563e+02
 -1.44213049e+02  5.21874009e-03  1.54198558e+02 -1.43687988e+02
  4.78006085e-01  1.54685152e+02 -1.44202242e+02 -4.31402931e-02
  1.54194931e+02 -1.43729291e+02  4.54609155e-01  1.54676222e+02
 -1.44195973e+02 -2.54433192e-02  1.54184462e+02 -1.43711865e+02
  4.65731732e-01  1.54693054e+02 -1.44194063e+02 -1.00791919e-02
  1.54195788e+02 -1.43710864e+02  4.69121702e-01  1.54678669e+02
 -1.44194192e+02 -2.74880639e-02  1.54190934e+02 -1.43728814e+02
  4.82622501e-01  1.54690548e+02 -1.44193806e+02 -2.83106686e-02
  1.54201563e+02 -1.43714154e+02  4.76099476e-01  1.54687482e+02
 -1.44216960e+02 -7.86777471e-03  1.54192690e+02 -1.43731264e+02
  4.57567269e-01  1.54677652e+02 -1.44208514e+02 -1.39824381e-02
  1.54186116e+02 -1.43702234e+02  4.61600866e-01  1.54687840e+02
 -1.44214572e+02 -2.52379034e-02  1.54187905e+02 -1.43731843e+02
  4.63746928e-01  1.54676411e+02 -1.44222635e+02 -2.90575013e-02
  1.54192807e+02 -1.43741150e+02  4.62656932e-01  1.54684744e+02
 -1.44233890e+02 -2.80759480e-02  1.54191741e+02 -1.43723523e+02
  4.41363196e-01  1.54666872e+02]
res:  5727 -0.0004000087210442871 0.015388560917926952 0.02488644535002387
[ 1.21076508e-10 -1.03156648e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38695966e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840180e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407156e-02  1.54195665e+02 -1.43721840e+02
  4.80148008e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795247e-01  1.54692203e+02
 -1.44209987e+02  1.40583506e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282911e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842077e-02  1.54198516e+02 -1.43716543e+02
  4.40318699e-01  1.54671587e+02]
Niter:  3 row:  110 ngroup:  26 nlines:  6183 gd:  5735
[ 1.21076508e-10 -1.03156648e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38695966e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840180e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407156e-02  1.54195665e+02 -1.43721840e+02
  4.80148008e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795247e-01  1.54692203e+02
 -1.44209987e+02  1.40583506e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282911e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842077e-02  1.54198516e+02 -1.43716543e+02
  4.40318699e-01  1.54671587e+02]
res:  5735 -0.0003509709367790492 0.015417155816976447 0.024993188223940956
[ 1.21063108e-10 -1.03156648e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38695966e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840180e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407156e-02  1.54195665e+02 -1.43721840e+02
  4.80148008e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795247e-01  1.54692203e+02
 -1.44209987e+02  1.40583506e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282911e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842077e-02  1.54198516e+02 -1.43716543e+02
  4.40318699e-01  1.54671587e+02]
Niter:  4 row:  110 ngroup:  26 nlines:  6183 gd:  5735
[ 1.21063108e-10 -1.03156648e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38695966e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840180e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407156e-02  1.54195665e+02 -1.43721840e+02
  4.80148008e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795247e-01  1.54692203e+02
 -1.44209987e+02  1.40583506e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282911e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842077e-02  1.54198516e+02 -1.43716543e+02
  4.40318699e-01  1.54671587e+02]
res:  5735 -0.0003441617882344872 0.015419782408571336 0.02499312938027933
[ 1.21063108e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
Niter:  5 row:  110 ngroup:  26 nlines:  6183 gd:  5736
[ 1.21063108e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
res:  5736 -0.0003469894454610767 0.015419105395267252 0.02500759772113434
[ 1.21063269e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
Niter:  6 row:  110 ngroup:  26 nlines:  6183 gd:  5735
[ 1.21063269e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
res:  5735 -0.00034305895678699017 0.015420639245348866 0.024993127553264192
[ 1.21063049e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
Saving figure to  wave_resid_43670005_fiber110.png
Final values:
res:  -0.00034305895678699017 0.024993127553264192
pars:  [ 1.21063049e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
110 [ 1.21063049e-10 -1.03156658e-05 -2.82900702e-01  1.61505313e+04
 -1.44204119e+02  5.69724519e-03  1.54203531e+02 -1.43683448e+02
  4.79233086e-01  1.54701600e+02 -1.44191177e+02 -3.09944624e-02
  1.54187478e+02 -1.43712274e+02  4.54068586e-01  1.54695292e+02
 -1.44206120e+02  6.93788737e-03  1.54205375e+02 -1.43675956e+02
  4.87691638e-01  1.54689880e+02 -1.44190336e+02 -3.74541940e-02
  1.54199656e+02 -1.43722354e+02  4.60283936e-01  1.54679003e+02
 -1.44188996e+02 -3.38696004e-02  1.54189186e+02 -1.43704899e+02
  4.71407875e-01  1.54697769e+02 -1.44187086e+02 -1.51840217e-02
  1.54200510e+02 -1.43703895e+02  4.71158822e-01  1.54683398e+02
 -1.44187208e+02 -3.64407191e-02  1.54195665e+02 -1.43721840e+02
  4.80148004e-01  1.54695274e+02 -1.44186844e+02 -2.62881455e-02
  1.54208260e+02 -1.43696045e+02  4.81795243e-01  1.54692203e+02
 -1.44209987e+02  1.40583880e-03  1.54197414e+02 -1.43719270e+02
  4.55932400e-01  1.54682374e+02 -1.44201556e+02 -1.19788551e-02
  1.54190839e+02 -1.43695281e+02  4.67288922e-01  1.54692572e+02
 -1.44207614e+02 -2.66591559e-02  1.54192635e+02 -1.43724904e+02
  4.69426864e-01  1.54682968e+02 -1.44215672e+02 -2.69282951e-02
  1.54197527e+02 -1.43734174e+02  4.68345345e-01  1.54689463e+02
 -1.44226911e+02 -2.23842042e-02  1.54198516e+02 -1.43716543e+02
  4.40318695e-01  1.54671587e+02]
--- Row 112/300 row=111 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  111
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=111 ---
Niter:  0 row:  111 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.00040313436056749197 0.015866928377363365 0.031791965709433205
[ 1.20887441e-10 -1.03152615e-05 -2.82898623e-01  1.61505039e+04
 -1.44242317e+02  3.74028935e-13  1.54212165e+02]
Niter:  1 row:  111 ngroup:  1 nlines:  246 gd:  234
[ 1.20887441e-10 -1.03152615e-05 -2.82898623e-01  1.61505039e+04
 -1.44242317e+02  3.74028935e-13  1.54212165e+02]
res:  234 -0.00029925783837825293 0.016589124956226442 0.025563765897372918
[ 1.20805165e-10 -1.03157449e-05 -2.82899467e-01  1.61505056e+04
 -1.44233041e+02 -1.37453611e-11  1.54200509e+02]
Niter:  2 row:  111 ngroup:  1 nlines:  246 gd:  235
[ 1.20805165e-10 -1.03157449e-05 -2.82899467e-01  1.61505056e+04
 -1.44233041e+02 -1.37453611e-11  1.54200509e+02]
res:  235 -0.00015348714805440977 0.016536002354769153 0.025918299649486082
[ 1.20670432e-10 -1.03156999e-05 -2.82897498e-01  1.61505046e+04
 -1.44247316e+02  9.40315215e-11  1.54206264e+02]
Niter:  3 row:  111 ngroup:  1 nlines:  246 gd:  236
[ 1.20670432e-10 -1.03156999e-05 -2.82897498e-01  1.61505046e+04
 -1.44247316e+02  9.40315215e-11  1.54206264e+02]
res:  236 -5.259162207948975e-05 0.01718131820052804 0.026290044182026406
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
Niter:  4 row:  111 ngroup:  1 nlines:  246 gd:  236
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
res:  236 -5.259162207948975e-05 0.01718131820052804 0.026290044182026406
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
Niter:  5 row:  111 ngroup:  1 nlines:  246 gd:  236
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
res:  236 -5.259162207948975e-05 0.01718131820052804 0.026290044182026406
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
Niter:  6 row:  111 ngroup:  1 nlines:  246 gd:  236
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
res:  236 -5.259162207948975e-05 0.01718131820052804 0.026290044182026406
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
Final values:
res:  -5.259162207948975e-05 0.026290044182026406
pars:  [ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
111 [ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02]
elapsed: 2.9 sec.
Niter:  0 row:  111 ngroup:  26 nlines:  6419 gd:  6419
[ 1.20539069e-10 -1.03156539e-05 -2.82895584e-01  1.61505036e+04
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02 -1.44261240e+02 -7.05222416e-12
  1.54211798e+02 -1.44261240e+02 -7.05222416e-12  1.54211798e+02
 -1.44261240e+02 -7.05222416e-12  1.54211798e+02 -1.44261240e+02
 -7.05222416e-12  1.54211798e+02]
res:  6419 0.00019714208792720456 0.015403166653413791 0.03397156748845274
[ 1.20539081e-10 -1.03156528e-05 -2.82895556e-01  1.61505020e+04
 -1.44268214e+02 -7.50579471e-03  1.54207487e+02 -1.43810599e+02
  4.82037614e-01  1.54706795e+02 -1.44284319e+02 -1.14909204e-02
  1.54215095e+02 -1.43792255e+02  4.82147708e-01  1.54697426e+02
 -1.44276175e+02 -2.07714459e-02  1.54215769e+02 -1.43800094e+02
  4.79092521e-01  1.54705189e+02 -1.44269796e+02 -2.73646179e-02
  1.54218861e+02 -1.43821870e+02  4.82428441e-01  1.54700268e+02
 -1.44268070e+02 -9.86332263e-04  1.54202680e+02 -1.43783449e+02
  4.80556728e-01  1.54701153e+02 -1.44261036e+02  1.89106113e-02
  1.54211130e+02 -1.43771740e+02  4.86237038e-01  1.54715465e+02
 -1.44330402e+02 -3.57382721e-02  1.54208739e+02 -1.43820815e+02
  4.86020122e-01  1.54719075e+02 -1.44248074e+02 -7.97320323e-03
  1.54217791e+02 -1.43763454e+02  4.95666162e-01  1.54709198e+02
 -1.44304319e+02 -2.10495563e-02  1.54217292e+02 -1.43781769e+02
  4.69809074e-01  1.54707794e+02 -1.44257668e+02 -2.62931630e-02
  1.54218949e+02 -1.43791566e+02  4.79154036e-01  1.54704371e+02
 -1.44299098e+02 -1.76838780e-02  1.54208933e+02 -1.43793357e+02
  4.72801778e-01  1.54696614e+02 -1.44291293e+02 -1.92217077e-02
  1.54205542e+02 -1.43800520e+02  4.91669947e-01  1.54699525e+02
 -1.44284951e+02 -2.14196977e-02  1.54199484e+02 -1.43798731e+02
  4.71045989e-01  1.54689088e+02]
Niter:  1 row:  111 ngroup:  26 nlines:  6419 gd:  5995
[ 1.20539081e-10 -1.03156528e-05 -2.82895556e-01  1.61505020e+04
 -1.44268214e+02 -7.50579471e-03  1.54207487e+02 -1.43810599e+02
  4.82037614e-01  1.54706795e+02 -1.44284319e+02 -1.14909204e-02
  1.54215095e+02 -1.43792255e+02  4.82147708e-01  1.54697426e+02
 -1.44276175e+02 -2.07714459e-02  1.54215769e+02 -1.43800094e+02
  4.79092521e-01  1.54705189e+02 -1.44269796e+02 -2.73646179e-02
  1.54218861e+02 -1.43821870e+02  4.82428441e-01  1.54700268e+02
 -1.44268070e+02 -9.86332263e-04  1.54202680e+02 -1.43783449e+02
  4.80556728e-01  1.54701153e+02 -1.44261036e+02  1.89106113e-02
  1.54211130e+02 -1.43771740e+02  4.86237038e-01  1.54715465e+02
 -1.44330402e+02 -3.57382721e-02  1.54208739e+02 -1.43820815e+02
  4.86020122e-01  1.54719075e+02 -1.44248074e+02 -7.97320323e-03
  1.54217791e+02 -1.43763454e+02  4.95666162e-01  1.54709198e+02
 -1.44304319e+02 -2.10495563e-02  1.54217292e+02 -1.43781769e+02
  4.69809074e-01  1.54707794e+02 -1.44257668e+02 -2.62931630e-02
  1.54218949e+02 -1.43791566e+02  4.79154036e-01  1.54704371e+02
 -1.44299098e+02 -1.76838780e-02  1.54208933e+02 -1.43793357e+02
  4.72801778e-01  1.54696614e+02 -1.44291293e+02 -1.92217077e-02
  1.54205542e+02 -1.43800520e+02  4.91669947e-01  1.54699525e+02
 -1.44284951e+02 -2.14196977e-02  1.54199484e+02 -1.43798731e+02
  4.71045989e-01  1.54689088e+02]
res:  5995 0.00020997924730181694 0.01531685402369476 0.0249270158575387
[ 1.20539093e-10 -1.03156518e-05 -2.82895584e-01  1.61505036e+04
 -1.44261203e+02 -3.40396323e-03  1.54211831e+02 -1.43796308e+02
  4.77198189e-01  1.54713809e+02 -1.44285295e+02 -9.70581825e-03
  1.54222399e+02 -1.43777701e+02  4.77354804e-01  1.54698827e+02
 -1.44267476e+02 -1.61085583e-02  1.54224491e+02 -1.43792103e+02
  4.78328229e-01  1.54714586e+02 -1.44275052e+02 -1.97876694e-02
  1.54226572e+02 -1.43800470e+02  4.84187306e-01  1.54702912e+02
 -1.44268585e+02 -1.46239332e-02  1.54214694e+02 -1.43773124e+02
  4.77030113e-01  1.54710700e+02 -1.44266071e+02  3.26434655e-03
  1.54225846e+02 -1.43768070e+02  4.95174050e-01  1.54722905e+02
 -1.44307292e+02 -4.34025758e-02  1.54217891e+02 -1.43807696e+02
  4.67720175e-01  1.54718219e+02 -1.44261193e+02 -5.10084531e-03
  1.54223573e+02 -1.43736232e+02  4.85901075e-01  1.54713614e+02
 -1.44303518e+02 -1.60792702e-02  1.54220427e+02 -1.43783598e+02
  4.74717499e-01  1.54716671e+02 -1.44256219e+02 -2.26283927e-02
  1.54226400e+02 -1.43772047e+02  4.75922625e-01  1.54709160e+02
 -1.44278064e+02 -2.11724491e-02  1.54211493e+02 -1.43797336e+02
  4.67275198e-01  1.54699626e+02 -1.44282585e+02 -1.93746344e-02
  1.54207967e+02 -1.43791244e+02  4.82215271e-01  1.54705022e+02
 -1.44264317e+02 -3.47932889e-02  1.54206986e+02 -1.43803464e+02
  4.64394210e-01  1.54693990e+02]
Niter:  2 row:  111 ngroup:  26 nlines:  6419 gd:  5986
[ 1.20539093e-10 -1.03156518e-05 -2.82895584e-01  1.61505036e+04
 -1.44261203e+02 -3.40396323e-03  1.54211831e+02 -1.43796308e+02
  4.77198189e-01  1.54713809e+02 -1.44285295e+02 -9.70581825e-03
  1.54222399e+02 -1.43777701e+02  4.77354804e-01  1.54698827e+02
 -1.44267476e+02 -1.61085583e-02  1.54224491e+02 -1.43792103e+02
  4.78328229e-01  1.54714586e+02 -1.44275052e+02 -1.97876694e-02
  1.54226572e+02 -1.43800470e+02  4.84187306e-01  1.54702912e+02
 -1.44268585e+02 -1.46239332e-02  1.54214694e+02 -1.43773124e+02
  4.77030113e-01  1.54710700e+02 -1.44266071e+02  3.26434655e-03
  1.54225846e+02 -1.43768070e+02  4.95174050e-01  1.54722905e+02
 -1.44307292e+02 -4.34025758e-02  1.54217891e+02 -1.43807696e+02
  4.67720175e-01  1.54718219e+02 -1.44261193e+02 -5.10084531e-03
  1.54223573e+02 -1.43736232e+02  4.85901075e-01  1.54713614e+02
 -1.44303518e+02 -1.60792702e-02  1.54220427e+02 -1.43783598e+02
  4.74717499e-01  1.54716671e+02 -1.44256219e+02 -2.26283927e-02
  1.54226400e+02 -1.43772047e+02  4.75922625e-01  1.54709160e+02
 -1.44278064e+02 -2.11724491e-02  1.54211493e+02 -1.43797336e+02
  4.67275198e-01  1.54699626e+02 -1.44282585e+02 -1.93746344e-02
  1.54207967e+02 -1.43791244e+02  4.82215271e-01  1.54705022e+02
 -1.44264317e+02 -3.47932889e-02  1.54206986e+02 -1.43803464e+02
  4.64394210e-01  1.54693990e+02]
res:  5986 0.0001302339842368383 0.015333097424445441 0.024780955033029798
[ 1.20539106e-10 -1.03156508e-05 -2.82895612e-01  1.61505052e+04
 -1.44254192e+02  2.29927295e-03  1.54216602e+02 -1.43789297e+02
  4.79644186e-01  1.54718571e+02 -1.44278277e+02 -4.01319644e-03
  1.54227157e+02 -1.43765882e+02  4.83056366e-01  1.54703590e+02
 -1.44260459e+02 -1.04110188e-02  1.54229249e+02 -1.43790136e+02
  4.84019590e-01  1.54719360e+02 -1.44268059e+02 -1.06991186e-02
  1.54231336e+02 -1.43793446e+02  4.89898325e-01  1.54707679e+02
 -1.44266648e+02 -1.25950448e-02  1.54219461e+02 -1.43766131e+02
  4.79316660e-01  1.54715469e+02 -1.44259075e+02  8.97306316e-03
  1.54230610e+02 -1.43766303e+02  5.00871488e-01  1.54729821e+02
 -1.44300300e+02 -4.11245382e-02  1.54222658e+02 -1.43795477e+02
  4.69497682e-01  1.54722976e+02 -1.44254170e+02 -2.59318432e-03
  1.54228339e+02 -1.43723526e+02  4.91601060e-01  1.54718379e+02
 -1.44301084e+02 -1.03777298e-02  1.54225188e+02 -1.43776553e+02
  4.76872660e-01  1.54721443e+02 -1.44254568e+02 -1.69151444e-02
  1.54231162e+02 -1.43765038e+02  4.78047511e-01  1.54713918e+02
 -1.44271058e+02 -1.92482967e-02  1.54216256e+02 -1.43795780e+02
  4.69297752e-01  1.54704384e+02 -1.44275572e+02 -1.71790054e-02
  1.54212724e+02 -1.43784242e+02  4.84227374e-01  1.54711973e+02
 -1.44257312e+02 -3.22878503e-02  1.54211741e+02 -1.43796468e+02
  4.63659644e-01  1.54698754e+02]
Niter:  3 row:  111 ngroup:  26 nlines:  6419 gd:  5986
[ 1.20539106e-10 -1.03156508e-05 -2.82895612e-01  1.61505052e+04
 -1.44254192e+02  2.29927295e-03  1.54216602e+02 -1.43789297e+02
  4.79644186e-01  1.54718571e+02 -1.44278277e+02 -4.01319644e-03
  1.54227157e+02 -1.43765882e+02  4.83056366e-01  1.54703590e+02
 -1.44260459e+02 -1.04110188e-02  1.54229249e+02 -1.43790136e+02
  4.84019590e-01  1.54719360e+02 -1.44268059e+02 -1.06991186e-02
  1.54231336e+02 -1.43793446e+02  4.89898325e-01  1.54707679e+02
 -1.44266648e+02 -1.25950448e-02  1.54219461e+02 -1.43766131e+02
  4.79316660e-01  1.54715469e+02 -1.44259075e+02  8.97306316e-03
  1.54230610e+02 -1.43766303e+02  5.00871488e-01  1.54729821e+02
 -1.44300300e+02 -4.11245382e-02  1.54222658e+02 -1.43795477e+02
  4.69497682e-01  1.54722976e+02 -1.44254170e+02 -2.59318432e-03
  1.54228339e+02 -1.43723526e+02  4.91601060e-01  1.54718379e+02
 -1.44301084e+02 -1.03777298e-02  1.54225188e+02 -1.43776553e+02
  4.76872660e-01  1.54721443e+02 -1.44254568e+02 -1.69151444e-02
  1.54231162e+02 -1.43765038e+02  4.78047511e-01  1.54713918e+02
 -1.44271058e+02 -1.92482967e-02  1.54216256e+02 -1.43795780e+02
  4.69297752e-01  1.54704384e+02 -1.44275572e+02 -1.71790054e-02
  1.54212724e+02 -1.43784242e+02  4.84227374e-01  1.54711973e+02
 -1.44257312e+02 -3.22878503e-02  1.54211741e+02 -1.43796468e+02
  4.63659644e-01  1.54698754e+02]
res:  5986 0.0002041325751633849 0.014777977869016468 0.024727778802758057
[ 1.21355292e-10 -1.03153644e-05 -2.82905891e-01  1.61505036e+04
 -1.44201414e+02 -3.60183254e-03  1.54178249e+02 -1.43736535e+02
  4.74614512e-01  1.54680613e+02 -1.44225230e+02 -1.09339723e-02
  1.54189595e+02 -1.43712741e+02  4.76932677e-01  1.54665852e+02
 -1.44200168e+02 -1.65297889e-02  1.54191646e+02 -1.43737813e+02
  4.76964770e-01  1.54680894e+02 -1.44215476e+02 -1.59728977e-02
  1.54193215e+02 -1.43740296e+02  4.84567965e-01  1.54669533e+02
 -1.44214075e+02 -1.92298427e-02  1.54181431e+02 -1.43713477e+02
  4.73269856e-01  1.54677344e+02 -1.44206339e+02  2.90205660e-03
  1.54192687e+02 -1.43713395e+02  4.94760318e-01  1.54691394e+02
 -1.44247653e+02 -4.72193310e-02  1.54184594e+02 -1.43742602e+02
  4.62577374e-01  1.54684999e+02 -1.44201044e+02 -8.87377972e-03
  1.54189985e+02 -1.43670731e+02  4.85136340e-01  1.54680398e+02
 -1.44248581e+02 -1.68514751e-02  1.54187571e+02 -1.43722917e+02
  4.70714991e-01  1.54683246e+02 -1.44201680e+02 -2.26829752e-02
  1.54193208e+02 -1.43712291e+02  4.71332975e-01  1.54676145e+02
 -1.44218285e+02 -2.67059999e-02  1.54178303e+02 -1.43750383e+02
  4.62804531e-01  1.54666689e+02 -1.44222472e+02 -2.34572303e-02
  1.54175144e+02 -1.43731586e+02  4.77486677e-01  1.54673573e+02
 -1.44204596e+02 -3.91720793e-02  1.54174241e+02 -1.43743884e+02
  4.57527942e-01  1.54661101e+02]
Niter:  4 row:  111 ngroup:  26 nlines:  6419 gd:  5948
[ 1.21355292e-10 -1.03153644e-05 -2.82905891e-01  1.61505036e+04
 -1.44201414e+02 -3.60183254e-03  1.54178249e+02 -1.43736535e+02
  4.74614512e-01  1.54680613e+02 -1.44225230e+02 -1.09339723e-02
  1.54189595e+02 -1.43712741e+02  4.76932677e-01  1.54665852e+02
 -1.44200168e+02 -1.65297889e-02  1.54191646e+02 -1.43737813e+02
  4.76964770e-01  1.54680894e+02 -1.44215476e+02 -1.59728977e-02
  1.54193215e+02 -1.43740296e+02  4.84567965e-01  1.54669533e+02
 -1.44214075e+02 -1.92298427e-02  1.54181431e+02 -1.43713477e+02
  4.73269856e-01  1.54677344e+02 -1.44206339e+02  2.90205660e-03
  1.54192687e+02 -1.43713395e+02  4.94760318e-01  1.54691394e+02
 -1.44247653e+02 -4.72193310e-02  1.54184594e+02 -1.43742602e+02
  4.62577374e-01  1.54684999e+02 -1.44201044e+02 -8.87377972e-03
  1.54189985e+02 -1.43670731e+02  4.85136340e-01  1.54680398e+02
 -1.44248581e+02 -1.68514751e-02  1.54187571e+02 -1.43722917e+02
  4.70714991e-01  1.54683246e+02 -1.44201680e+02 -2.26829752e-02
  1.54193208e+02 -1.43712291e+02  4.71332975e-01  1.54676145e+02
 -1.44218285e+02 -2.67059999e-02  1.54178303e+02 -1.43750383e+02
  4.62804531e-01  1.54666689e+02 -1.44222472e+02 -2.34572303e-02
  1.54175144e+02 -1.43731586e+02  4.77486677e-01  1.54673573e+02
 -1.44204596e+02 -3.91720793e-02  1.54174241e+02 -1.43743884e+02
  4.57527942e-01  1.54661101e+02]
res:  5948 -4.893442201137077e-05 0.014810248507274082 0.024141118264345424
[ 1.21355304e-10 -1.03153654e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
Niter:  5 row:  111 ngroup:  26 nlines:  6419 gd:  5948
[ 1.21355304e-10 -1.03153654e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
res:  5948 -6.143602149677463e-05 0.014811923207162181 0.024140274867900744
[ 1.21356272e-10 -1.03153654e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
Niter:  6 row:  111 ngroup:  26 nlines:  6419 gd:  5948
[ 1.21356272e-10 -1.03153654e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
res:  5948 -4.85728287458187e-05 0.014811987235589186 0.024140278524517382
[ 1.21355367e-10 -1.03153657e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
Saving figure to  wave_resid_43670005_fiber111.png
Final values:
res:  -4.85728287458187e-05 0.024140278524517382
pars:  [ 1.21355367e-10 -1.03153657e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
111 [ 1.21355367e-10 -1.03153657e-05 -2.82905863e-01  1.61505020e+04
 -1.44210493e+02 -1.62677363e-02  1.54171451e+02 -1.43745767e+02
  4.65667501e-01  1.54675737e+02 -1.44244206e+02 -1.63987580e-02
  1.54184666e+02 -1.43726766e+02  4.72212795e-01  1.54660958e+02
 -1.44211123e+02 -3.07208593e-02  1.54186739e+02 -1.43746955e+02
  4.71505084e-01  1.54676049e+02 -1.44224538e+02 -2.45883124e-02
  1.54190302e+02 -1.43749404e+02  4.75591304e-01  1.54664673e+02
 -1.44212636e+02 -2.47188094e-02  1.54178323e+02 -1.43727565e+02
  4.71275965e-01  1.54672495e+02 -1.44215462e+02 -2.61453159e-03
  1.54187790e+02 -1.43722695e+02  4.92913657e-01  1.54684566e+02
 -1.44251353e+02 -5.59090944e-02  1.54177740e+02 -1.43751593e+02
  4.57113089e-01  1.54680182e+02 -1.44210199e+02 -2.02045324e-02
  1.54185143e+02 -1.43679912e+02  4.76969590e-01  1.54675535e+02
 -1.44247026e+02 -2.23466454e-02  1.54180720e+02 -1.43732279e+02
  4.69995949e-01  1.54678402e+02 -1.44210719e+02 -3.13783555e-02
  1.54188321e+02 -1.43721417e+02  4.70290419e-01  1.54671271e+02
 -1.44227363e+02 -3.21311819e-02  1.54173411e+02 -1.43757483e+02
  4.61243128e-01  1.54659771e+02 -1.44231904e+02 -4.16671313e-02
  1.54172053e+02 -1.43740607e+02  4.76705347e-01  1.54668838e+02
 -1.44213770e+02 -4.79909287e-02  1.54167342e+02 -1.43757951e+02
  4.48434423e-01  1.54656226e+02]
--- Row 113/300 row=112 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  112
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=112 ---
Niter:  0 row:  112 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0010588487020868342 0.012697600681349286 0.030680909872547027
[ 1.20718402e-10 -1.03158845e-05 -2.82895099e-01  1.61505127e+04
 -1.44264411e+02 -1.95010995e-13  1.54226087e+02]
Niter:  1 row:  112 ngroup:  1 nlines:  243 gd:  229
[ 1.20718402e-10 -1.03158845e-05 -2.82895099e-01  1.61505127e+04
 -1.44264411e+02 -1.95010995e-13  1.54226087e+02]
res:  229 0.0007953512194944778 0.012398981441947399 0.022708626957148332
[ 1.21191332e-10 -1.03156763e-05 -2.82904174e-01  1.61505173e+04
 -1.44183807e+02  2.80150649e-11  1.54206806e+02]
Niter:  2 row:  112 ngroup:  1 nlines:  243 gd:  227
[ 1.21191332e-10 -1.03156763e-05 -2.82904174e-01  1.61505173e+04
 -1.44183807e+02  2.80150649e-11  1.54206806e+02]
res:  227 0.00040095127587846946 0.012634546681510983 0.022149586555375946
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
Niter:  3 row:  112 ngroup:  1 nlines:  243 gd:  227
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
res:  227 0.00040095127587846946 0.012634546681510983 0.022149586555375946
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
Niter:  4 row:  112 ngroup:  1 nlines:  243 gd:  227
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
res:  227 0.00040095127587846946 0.012634546681510983 0.022149586555375946
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
Niter:  5 row:  112 ngroup:  1 nlines:  243 gd:  227
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
res:  227 0.00040095127587846946 0.012634546681510983 0.022149586555375946
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
Niter:  6 row:  112 ngroup:  1 nlines:  243 gd:  227
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
res:  227 0.00040095127587846946 0.012634546681510983 0.022149586555375946
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
Final values:
res:  0.00040095127587846946 0.022149586555375946
pars:  [ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
112 [ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02]
elapsed: 2.9 sec.
Niter:  0 row:  112 ngroup:  26 nlines:  6373 gd:  6373
[ 1.21347954e-10 -1.03157543e-05 -2.82906450e-01  1.61505190e+04
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02 -1.44165564e+02 -1.31028902e-11
  1.54201459e+02 -1.44165564e+02 -1.31028902e-11  1.54201459e+02
 -1.44165564e+02 -1.31028902e-11  1.54201459e+02 -1.44165564e+02
 -1.31028902e-11  1.54201459e+02]
res:  6373 0.00024190339900087565 0.014552280221323599 0.03393822864768519
[ 1.21347966e-10 -1.03157533e-05 -2.82906422e-01  1.61505173e+04
 -1.44173768e+02  1.64778267e-02  1.54190333e+02 -1.43726399e+02
  5.00759612e-01  1.54688508e+02 -1.44188438e+02  5.73586624e-03
  1.54175591e+02 -1.43700020e+02  4.86876391e-01  1.54684290e+02
 -1.44204626e+02  8.43278364e-03  1.54193924e+02 -1.43700191e+02
  4.81738600e-01  1.54684517e+02 -1.44193741e+02  5.16446121e-03
  1.54184271e+02 -1.43703457e+02  4.92779797e-01  1.54675907e+02
 -1.44196821e+02  1.27850052e-03  1.54181570e+02 -1.43706293e+02
  5.05261718e-01  1.54687858e+02 -1.44189749e+02  4.11204871e-03
  1.54198676e+02 -1.43728899e+02  5.20090144e-01  1.54685353e+02
 -1.44204661e+02 -1.77986698e-02  1.54176437e+02 -1.43711788e+02
  4.64704283e-01  1.54675324e+02 -1.44188745e+02 -1.13832705e-02
  1.54199581e+02 -1.43723689e+02  4.96562648e-01  1.54702979e+02
 -1.44217899e+02  1.49978733e-02  1.54189050e+02 -1.43685808e+02
  4.76767111e-01  1.54684597e+02 -1.44182408e+02 -8.01799825e-03
  1.54197754e+02 -1.43708635e+02  4.85134066e-01  1.54684502e+02
 -1.44202492e+02 -2.45773715e-03  1.54190429e+02 -1.43772740e+02
  4.77204115e-01  1.54682605e+02 -1.44217933e+02  1.16551513e-02
  1.54185112e+02 -1.43708653e+02  4.87896234e-01  1.54676519e+02
 -1.44231072e+02 -3.26540140e-02  1.54180001e+02 -1.43717718e+02
  4.91336839e-01  1.54678537e+02]
Niter:  1 row:  112 ngroup:  26 nlines:  6373 gd:  5930
[ 1.21347966e-10 -1.03157533e-05 -2.82906422e-01  1.61505173e+04
 -1.44173768e+02  1.64778267e-02  1.54190333e+02 -1.43726399e+02
  5.00759612e-01  1.54688508e+02 -1.44188438e+02  5.73586624e-03
  1.54175591e+02 -1.43700020e+02  4.86876391e-01  1.54684290e+02
 -1.44204626e+02  8.43278364e-03  1.54193924e+02 -1.43700191e+02
  4.81738600e-01  1.54684517e+02 -1.44193741e+02  5.16446121e-03
  1.54184271e+02 -1.43703457e+02  4.92779797e-01  1.54675907e+02
 -1.44196821e+02  1.27850052e-03  1.54181570e+02 -1.43706293e+02
  5.05261718e-01  1.54687858e+02 -1.44189749e+02  4.11204871e-03
  1.54198676e+02 -1.43728899e+02  5.20090144e-01  1.54685353e+02
 -1.44204661e+02 -1.77986698e-02  1.54176437e+02 -1.43711788e+02
  4.64704283e-01  1.54675324e+02 -1.44188745e+02 -1.13832705e-02
  1.54199581e+02 -1.43723689e+02  4.96562648e-01  1.54702979e+02
 -1.44217899e+02  1.49978733e-02  1.54189050e+02 -1.43685808e+02
  4.76767111e-01  1.54684597e+02 -1.44182408e+02 -8.01799825e-03
  1.54197754e+02 -1.43708635e+02  4.85134066e-01  1.54684502e+02
 -1.44202492e+02 -2.45773715e-03  1.54190429e+02 -1.43772740e+02
  4.77204115e-01  1.54682605e+02 -1.44217933e+02  1.16551513e-02
  1.54185112e+02 -1.43708653e+02  4.87896234e-01  1.54676519e+02
 -1.44231072e+02 -3.26540140e-02  1.54180001e+02 -1.43717718e+02
  4.91336839e-01  1.54678537e+02]
res:  5930 1.6068310287664644e-05 0.014309603560832329 0.023562132160849264
[ 1.21347954e-10 -1.03157523e-05 -2.82906450e-01  1.61505190e+04
 -1.44165525e+02  5.77266940e-03  1.54199706e+02 -1.43720395e+02
  4.86640911e-01  1.54696797e+02 -1.44198129e+02 -6.33970834e-03
  1.54184344e+02 -1.43696937e+02  4.80748190e-01  1.54686817e+02
 -1.44204451e+02 -3.14289427e-03  1.54203446e+02 -1.43699658e+02
  4.87311187e-01  1.54693821e+02 -1.44170498e+02 -8.10717626e-03
  1.54196406e+02 -1.43707628e+02  4.77016610e-01  1.54677532e+02
 -1.44186383e+02 -9.28459378e-03  1.54188510e+02 -1.43705495e+02
  5.05157551e-01  1.54686814e+02 -1.44185246e+02 -1.01981183e-02
  1.54203439e+02 -1.43702309e+02  5.14633863e-01  1.54695923e+02
 -1.44193708e+02 -2.12932137e-02  1.54188414e+02 -1.43703426e+02
  4.64789063e-01  1.54684935e+02 -1.44171250e+02 -1.82141111e-02
  1.54207844e+02 -1.43686741e+02  4.93733476e-01  1.54706588e+02
 -1.44208718e+02  7.37505797e-03  1.54198290e+02 -1.43679299e+02
  4.82777838e-01  1.54688729e+02 -1.44198687e+02 -9.15005757e-03
  1.54199789e+02 -1.43709201e+02  4.86293517e-01  1.54692846e+02
 -1.44192965e+02 -9.90098928e-03  1.54192888e+02 -1.43738880e+02
  4.72803142e-01  1.54680835e+02 -1.44205148e+02  9.02408650e-03
  1.54185852e+02 -1.43712894e+02  4.79565839e-01  1.54684986e+02
 -1.44206447e+02 -2.43839111e-02  1.54186810e+02 -1.43699848e+02
  4.85941105e-01  1.54680990e+02]
Niter:  2 row:  112 ngroup:  26 nlines:  6373 gd:  5913
[ 1.21347954e-10 -1.03157523e-05 -2.82906450e-01  1.61505190e+04
 -1.44165525e+02  5.77266940e-03  1.54199706e+02 -1.43720395e+02
  4.86640911e-01  1.54696797e+02 -1.44198129e+02 -6.33970834e-03
  1.54184344e+02 -1.43696937e+02  4.80748190e-01  1.54686817e+02
 -1.44204451e+02 -3.14289427e-03  1.54203446e+02 -1.43699658e+02
  4.87311187e-01  1.54693821e+02 -1.44170498e+02 -8.10717626e-03
  1.54196406e+02 -1.43707628e+02  4.77016610e-01  1.54677532e+02
 -1.44186383e+02 -9.28459378e-03  1.54188510e+02 -1.43705495e+02
  5.05157551e-01  1.54686814e+02 -1.44185246e+02 -1.01981183e-02
  1.54203439e+02 -1.43702309e+02  5.14633863e-01  1.54695923e+02
 -1.44193708e+02 -2.12932137e-02  1.54188414e+02 -1.43703426e+02
  4.64789063e-01  1.54684935e+02 -1.44171250e+02 -1.82141111e-02
  1.54207844e+02 -1.43686741e+02  4.93733476e-01  1.54706588e+02
 -1.44208718e+02  7.37505797e-03  1.54198290e+02 -1.43679299e+02
  4.82777838e-01  1.54688729e+02 -1.44198687e+02 -9.15005757e-03
  1.54199789e+02 -1.43709201e+02  4.86293517e-01  1.54692846e+02
 -1.44192965e+02 -9.90098928e-03  1.54192888e+02 -1.43738880e+02
  4.72803142e-01  1.54680835e+02 -1.44205148e+02  9.02408650e-03
  1.54185852e+02 -1.43712894e+02  4.79565839e-01  1.54684986e+02
 -1.44206447e+02 -2.43839111e-02  1.54186810e+02 -1.43699848e+02
  4.85941105e-01  1.54680990e+02]
res:  5913 -6.556769221788272e-05 0.014349226199556142 0.023312982736439863
[ 1.21347942e-10 -1.03157512e-05 -2.82906478e-01  1.61505206e+04
 -1.44158521e+02  1.14735876e-02  1.54206284e+02 -1.43713412e+02
  4.92329673e-01  1.54701557e+02 -1.44191145e+02 -3.77634058e-03
  1.54190970e+02 -1.43689895e+02  4.79600265e-01  1.54689870e+02
 -1.44197462e+02 -4.01431968e-03  1.54211922e+02 -1.43692665e+02
  4.93015163e-01  1.54698577e+02 -1.44158615e+02 -1.23730290e-02
  1.54203174e+02 -1.43700611e+02  4.82697664e-01  1.54682290e+02
 -1.44179367e+02 -3.58859436e-03  1.54193257e+02 -1.43703065e+02
  5.03854792e-01  1.54691573e+02 -1.44178243e+02 -7.53338293e-03
  1.54208200e+02 -1.43695308e+02  5.16730062e-01  1.54700683e+02
 -1.44181369e+02 -1.55900011e-02  1.54193181e+02 -1.43696428e+02
  4.67123959e-01  1.54689693e+02 -1.44154064e+02 -1.25301836e-02
  1.54212596e+02 -1.43679738e+02  4.96163447e-01  1.54709395e+02
 -1.44201701e+02  6.54668180e-03  1.54203052e+02 -1.43672322e+02
  4.88482774e-01  1.54693484e+02 -1.44191661e+02 -6.60414352e-03
  1.54204541e+02 -1.43702214e+02  4.88701462e-01  1.54697605e+02
 -1.44185957e+02 -4.19507168e-03  1.54193817e+02 -1.43731910e+02
  4.71693268e-01  1.54685589e+02 -1.44198129e+02  1.12676912e-02
  1.54190611e+02 -1.43705886e+02  4.81974087e-01  1.54689740e+02
 -1.44194522e+02 -1.86861581e-02  1.54191569e+02 -1.43692846e+02
  4.91634423e-01  1.54685742e+02]
Niter:  3 row:  112 ngroup:  26 nlines:  6373 gd:  5915
[ 1.21347942e-10 -1.03157512e-05 -2.82906478e-01  1.61505206e+04
 -1.44158521e+02  1.14735876e-02  1.54206284e+02 -1.43713412e+02
  4.92329673e-01  1.54701557e+02 -1.44191145e+02 -3.77634058e-03
  1.54190970e+02 -1.43689895e+02  4.79600265e-01  1.54689870e+02
 -1.44197462e+02 -4.01431968e-03  1.54211922e+02 -1.43692665e+02
  4.93015163e-01  1.54698577e+02 -1.44158615e+02 -1.23730290e-02
  1.54203174e+02 -1.43700611e+02  4.82697664e-01  1.54682290e+02
 -1.44179367e+02 -3.58859436e-03  1.54193257e+02 -1.43703065e+02
  5.03854792e-01  1.54691573e+02 -1.44178243e+02 -7.53338293e-03
  1.54208200e+02 -1.43695308e+02  5.16730062e-01  1.54700683e+02
 -1.44181369e+02 -1.55900011e-02  1.54193181e+02 -1.43696428e+02
  4.67123959e-01  1.54689693e+02 -1.44154064e+02 -1.25301836e-02
  1.54212596e+02 -1.43679738e+02  4.96163447e-01  1.54709395e+02
 -1.44201701e+02  6.54668180e-03  1.54203052e+02 -1.43672322e+02
  4.88482774e-01  1.54693484e+02 -1.44191661e+02 -6.60414352e-03
  1.54204541e+02 -1.43702214e+02  4.88701462e-01  1.54697605e+02
 -1.44185957e+02 -4.19507168e-03  1.54193817e+02 -1.43731910e+02
  4.71693268e-01  1.54685589e+02 -1.44198129e+02  1.12676912e-02
  1.54190611e+02 -1.43705886e+02  4.81974087e-01  1.54689740e+02
 -1.44194522e+02 -1.86861581e-02  1.54191569e+02 -1.43692846e+02
  4.91634423e-01  1.54685742e+02]
res:  5915 -5.269030225463212e-07 0.014355589702972793 0.023333925632288723
[ 1.21338706e-10 -1.03157512e-05 -2.82906478e-01  1.61505206e+04
 -1.44158521e+02  1.14735876e-02  1.54206284e+02 -1.43713412e+02
  4.92329673e-01  1.54701557e+02 -1.44191145e+02 -3.77634058e-03
  1.54190970e+02 -1.43689895e+02  4.79600265e-01  1.54689870e+02
 -1.44197462e+02 -4.01431968e-03  1.54211922e+02 -1.43692665e+02
  4.93015163e-01  1.54698577e+02 -1.44158615e+02 -1.23730290e-02
  1.54203174e+02 -1.43700611e+02  4.82697664e-01  1.54682290e+02
 -1.44179367e+02 -3.58859436e-03  1.54193257e+02 -1.43703065e+02
  5.03854792e-01  1.54691573e+02 -1.44178243e+02 -7.53338293e-03
  1.54208200e+02 -1.43695308e+02  5.16730062e-01  1.54700683e+02
 -1.44181369e+02 -1.55900011e-02  1.54193181e+02 -1.43696428e+02
  4.67123959e-01  1.54689693e+02 -1.44154064e+02 -1.25301836e-02
  1.54212596e+02 -1.43679738e+02  4.96163447e-01  1.54709395e+02
 -1.44201701e+02  6.54668180e-03  1.54203052e+02 -1.43672322e+02
  4.88482774e-01  1.54693484e+02 -1.44191661e+02 -6.60414352e-03
  1.54204541e+02 -1.43702214e+02  4.88701462e-01  1.54697605e+02
 -1.44185957e+02 -4.19507168e-03  1.54193817e+02 -1.43731910e+02
  4.71693268e-01  1.54685589e+02 -1.44198129e+02  1.12676912e-02
  1.54190611e+02 -1.43705886e+02  4.81974087e-01  1.54689740e+02
 -1.44194522e+02 -1.86861581e-02  1.54191569e+02 -1.43692846e+02
  4.91634423e-01  1.54685742e+02]
Niter:  4 row:  112 ngroup:  26 nlines:  6373 gd:  5917
[ 1.21338706e-10 -1.03157512e-05 -2.82906478e-01  1.61505206e+04
 -1.44158521e+02  1.14735876e-02  1.54206284e+02 -1.43713412e+02
  4.92329673e-01  1.54701557e+02 -1.44191145e+02 -3.77634058e-03
  1.54190970e+02 -1.43689895e+02  4.79600265e-01  1.54689870e+02
 -1.44197462e+02 -4.01431968e-03  1.54211922e+02 -1.43692665e+02
  4.93015163e-01  1.54698577e+02 -1.44158615e+02 -1.23730290e-02
  1.54203174e+02 -1.43700611e+02  4.82697664e-01  1.54682290e+02
 -1.44179367e+02 -3.58859436e-03  1.54193257e+02 -1.43703065e+02
  5.03854792e-01  1.54691573e+02 -1.44178243e+02 -7.53338293e-03
  1.54208200e+02 -1.43695308e+02  5.16730062e-01  1.54700683e+02
 -1.44181369e+02 -1.55900011e-02  1.54193181e+02 -1.43696428e+02
  4.67123959e-01  1.54689693e+02 -1.44154064e+02 -1.25301836e-02
  1.54212596e+02 -1.43679738e+02  4.96163447e-01  1.54709395e+02
 -1.44201701e+02  6.54668180e-03  1.54203052e+02 -1.43672322e+02
  4.88482774e-01  1.54693484e+02 -1.44191661e+02 -6.60414352e-03
  1.54204541e+02 -1.43702214e+02  4.88701462e-01  1.54697605e+02
 -1.44185957e+02 -4.19507168e-03  1.54193817e+02 -1.43731910e+02
  4.71693268e-01  1.54685589e+02 -1.44198129e+02  1.12676912e-02
  1.54190611e+02 -1.43705886e+02  4.81974087e-01  1.54689740e+02
 -1.44194522e+02 -1.86861581e-02  1.54191569e+02 -1.43692846e+02
  4.91634423e-01  1.54685742e+02]
res:  5917 -8.345938113052398e-05 0.014382891284185462 0.023356281938171766
[ 1.21338694e-10 -1.03157502e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
Niter:  5 row:  112 ngroup:  26 nlines:  6373 gd:  5915
[ 1.21338694e-10 -1.03157502e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
res:  5915 -7.309492866625078e-05 0.01436161815217929 0.023330195249158758
[ 1.21332884e-10 -1.03157502e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
Niter:  6 row:  112 ngroup:  26 nlines:  6373 gd:  5915
[ 1.21332884e-10 -1.03157502e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
res:  5915 -0.00010953229502774775 0.014394593934412114 0.02333015872655186
[ 1.21336110e-10 -1.03157429e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
Saving figure to  wave_resid_43670005_fiber112.png
Final values:
res:  -0.00010953229502774775 0.02333015872655186
pars:  [ 1.21336110e-10 -1.03157429e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
112 [ 1.21336110e-10 -1.03157429e-05 -2.82906507e-01  1.61505222e+04
 -1.44151120e+02  1.71776899e-02  1.54210655e+02 -1.43706045e+02
  4.98011486e-01  1.54707830e+02 -1.44183777e+02  1.91657763e-03
  1.54195346e+02 -1.43682432e+02  4.85292295e-01  1.54692374e+02
 -1.44190088e+02 -4.98280372e-03  1.54216287e+02 -1.43685284e+02
  4.98720594e-01  1.54702959e+02 -1.44151199e+02 -9.91995667e-03
  1.54207552e+02 -1.43693190e+02  4.88378600e-01  1.54686674e+02
 -1.44171950e+02  2.10582868e-03  1.54197619e+02 -1.43695709e+02
  5.09534422e-01  1.54695961e+02 -1.44170841e+02 -1.83550178e-03
  1.54212592e+02 -1.43687912e+02  5.19028323e-01  1.54705070e+02
 -1.44169302e+02 -9.89114774e-03  1.54197586e+02 -1.43689038e+02
  4.72830335e-01  1.54694082e+02 -1.44146692e+02 -6.84392794e-03
  1.54216968e+02 -1.43672338e+02  4.98495387e-01  1.54713784e+02
 -1.44194278e+02  1.22505899e-02  1.54207444e+02 -1.43664967e+02
  4.94181550e-01  1.54697862e+02 -1.44184227e+02 -8.98386909e-04
  1.54208909e+02 -1.43694842e+02  4.94390303e-01  1.54701994e+02
 -1.44178550e+02  1.50192651e-03  1.54196313e+02 -1.43724573e+02
  4.73946454e-01  1.54689965e+02 -1.44190705e+02  1.69619065e-02
  1.54195000e+02 -1.43698479e+02  4.87658810e-01  1.54694115e+02
 -1.44187135e+02 -1.29927695e-02  1.54195955e+02 -1.43685450e+02
  4.97326937e-01  1.54690114e+02]
--- Row 114/300 row=113 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  113
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=113 ---
Niter:  0 row:  113 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0009294965566368774 0.014955762671888806 0.034485856287978046
[ 1.20927237e-10 -1.03156102e-05 -2.82897610e-01  1.61504976e+04
 -1.44257688e+02 -1.12317670e-13  1.54243092e+02]
Niter:  1 row:  113 ngroup:  1 nlines:  247 gd:  231
[ 1.20927237e-10 -1.03156102e-05 -2.82897610e-01  1.61504976e+04
 -1.44257688e+02 -1.12317670e-13  1.54243092e+02]
res:  231 -0.00017228129581781104 0.014470276382780867 0.02443395167880573
[ 1.21261811e-10 -1.03165987e-05 -2.82907201e-01  1.61505032e+04
 -1.44182181e+02  1.22343545e-11  1.54195312e+02]
Niter:  2 row:  113 ngroup:  1 nlines:  247 gd:  229
[ 1.21261811e-10 -1.03165987e-05 -2.82907201e-01  1.61505032e+04
 -1.44182181e+02  1.22343545e-11  1.54195312e+02]
res:  229 9.12302166398149e-05 0.014470720390818315 0.023617500518352874
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
Niter:  3 row:  113 ngroup:  1 nlines:  247 gd:  229
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
res:  229 9.123022209678311e-05 0.01447071988513926 0.023617500518330725
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
Niter:  4 row:  113 ngroup:  1 nlines:  247 gd:  229
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
res:  229 9.12302184588043e-05 0.014470720303506823 0.023617500518314932
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
Niter:  5 row:  113 ngroup:  1 nlines:  247 gd:  229
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
res:  229 9.12302184588043e-05 0.014470720303506823 0.023617500518314932
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
Niter:  6 row:  113 ngroup:  1 nlines:  247 gd:  229
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
res:  229 9.12302184588043e-05 0.014470720303506823 0.023617500518314932
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
Final values:
res:  9.12302184588043e-05 0.023617500518314932
pars:  [ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
113 [ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02]
elapsed: 2.9 sec.
Niter:  0 row:  113 ngroup:  26 nlines:  6357 gd:  6357
[ 1.21464588e-10 -1.03169674e-05 -2.82911177e-01  1.61505031e+04
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02 -1.44164558e+02 -1.22772199e-10
  1.54169908e+02 -1.44164558e+02 -1.22772199e-10  1.54169908e+02
 -1.44164558e+02 -1.22772199e-10  1.54169908e+02 -1.44164558e+02
 -1.22772199e-10  1.54169908e+02]
res:  6357 0.0006828791592852212 0.014883579719025875 0.03387747122898285
[ 1.21464600e-10 -1.03169664e-05 -2.82911149e-01  1.61505015e+04
 -1.44173726e+02  1.32941209e-02  1.54161991e+02 -1.43645566e+02
  4.89448518e-01  1.54647597e+02 -1.44161473e+02  1.17653930e-02
  1.54154188e+02 -1.43681917e+02  4.92877585e-01  1.54638954e+02
 -1.44173243e+02  1.56093998e-02  1.54177460e+02 -1.43662034e+02
  4.90512890e-01  1.54650435e+02 -1.44168388e+02 -8.71749239e-04
  1.54154789e+02 -1.43661362e+02  5.02505602e-01  1.54640071e+02
 -1.44148728e+02  1.24832366e-02  1.54150687e+02 -1.43639216e+02
  4.89703826e-01  1.54648263e+02 -1.44163533e+02  2.42045553e-02
  1.54163792e+02 -1.43642839e+02  4.85063008e-01  1.54640295e+02
 -1.44186535e+02 -1.04579117e-02  1.54150078e+02 -1.43673001e+02
  4.83034788e-01  1.54650672e+02 -1.44168574e+02  5.99000752e-03
  1.54174710e+02 -1.43665149e+02  5.09127180e-01  1.54655605e+02
 -1.44168551e+02 -1.44644055e-03  1.54157178e+02 -1.43690789e+02
  4.96861090e-01  1.54645096e+02 -1.44177067e+02  2.33828638e-03
  1.54159590e+02 -1.43659211e+02  4.87077018e-01  1.54647560e+02
 -1.44163034e+02  1.56356585e-03  1.54156359e+02 -1.43678303e+02
  4.93226721e-01  1.54642210e+02 -1.44184416e+02  6.73495213e-03
  1.54140691e+02 -1.43670357e+02  4.97201870e-01  1.54644757e+02
 -1.44151448e+02  1.33254149e-02  1.54145234e+02 -1.43679925e+02
  4.83599577e-01  1.54650221e+02]
Niter:  1 row:  113 ngroup:  26 nlines:  6357 gd:  5917
[ 1.21464600e-10 -1.03169664e-05 -2.82911149e-01  1.61505015e+04
 -1.44173726e+02  1.32941209e-02  1.54161991e+02 -1.43645566e+02
  4.89448518e-01  1.54647597e+02 -1.44161473e+02  1.17653930e-02
  1.54154188e+02 -1.43681917e+02  4.92877585e-01  1.54638954e+02
 -1.44173243e+02  1.56093998e-02  1.54177460e+02 -1.43662034e+02
  4.90512890e-01  1.54650435e+02 -1.44168388e+02 -8.71749239e-04
  1.54154789e+02 -1.43661362e+02  5.02505602e-01  1.54640071e+02
 -1.44148728e+02  1.24832366e-02  1.54150687e+02 -1.43639216e+02
  4.89703826e-01  1.54648263e+02 -1.44163533e+02  2.42045553e-02
  1.54163792e+02 -1.43642839e+02  4.85063008e-01  1.54640295e+02
 -1.44186535e+02 -1.04579117e-02  1.54150078e+02 -1.43673001e+02
  4.83034788e-01  1.54650672e+02 -1.44168574e+02  5.99000752e-03
  1.54174710e+02 -1.43665149e+02  5.09127180e-01  1.54655605e+02
 -1.44168551e+02 -1.44644055e-03  1.54157178e+02 -1.43690789e+02
  4.96861090e-01  1.54645096e+02 -1.44177067e+02  2.33828638e-03
  1.54159590e+02 -1.43659211e+02  4.87077018e-01  1.54647560e+02
 -1.44163034e+02  1.56356585e-03  1.54156359e+02 -1.43678303e+02
  4.93226721e-01  1.54642210e+02 -1.44184416e+02  6.73495213e-03
  1.54140691e+02 -1.43670357e+02  4.97201870e-01  1.54644757e+02
 -1.44151448e+02  1.33254149e-02  1.54145234e+02 -1.43679925e+02
  4.83599577e-01  1.54650221e+02]
res:  5917 -0.0003140041408187244 0.014882150069752242 0.02448205850531153
[ 1.21464612e-10 -1.03169653e-05 -2.82911121e-01  1.61504999e+04
 -1.44178529e+02 -1.14312566e-02  1.54158489e+02 -1.43660465e+02
  4.74084387e-01  1.54645529e+02 -1.44175054e+02 -8.68650008e-03
  1.54150764e+02 -1.43691690e+02  4.62908908e-01  1.54634599e+02
 -1.44169128e+02 -3.21204763e-03  1.54156465e+02 -1.43684528e+02
  4.70536355e-01  1.54642595e+02 -1.44182147e+02 -1.60559165e-02
  1.54147039e+02 -1.43687582e+02  4.73348622e-01  1.54640911e+02
 -1.44172088e+02 -1.21017374e-02  1.54148630e+02 -1.43672625e+02
  4.70293102e-01  1.54646001e+02 -1.44170807e+02  3.38728072e-03
  1.54158264e+02 -1.43660037e+02  4.59017241e-01  1.54630298e+02
 -1.44189742e+02 -1.76135485e-02  1.54145803e+02 -1.43686860e+02
  4.75712882e-01  1.54650859e+02 -1.44176038e+02 -6.37056461e-03
  1.54167632e+02 -1.43669290e+02  4.90791687e-01  1.54640520e+02
 -1.44170174e+02 -1.36341788e-02  1.54148990e+02 -1.43683602e+02
  4.76009437e-01  1.54646694e+02 -1.44178542e+02 -1.67591302e-02
  1.54154866e+02 -1.43666876e+02  4.86008916e-01  1.54640943e+02
 -1.44169987e+02 -1.39486491e-02  1.54154053e+02 -1.43680052e+02
  4.77704702e-01  1.54641170e+02 -1.44179710e+02 -1.21239296e-02
  1.54137754e+02 -1.43679875e+02  4.75650320e-01  1.54642026e+02
 -1.44171073e+02 -1.30363450e-02  1.54136432e+02 -1.43672683e+02
  4.54607511e-01  1.54642271e+02]
Niter:  2 row:  113 ngroup:  26 nlines:  6357 gd:  5906
[ 1.21464612e-10 -1.03169653e-05 -2.82911121e-01  1.61504999e+04
 -1.44178529e+02 -1.14312566e-02  1.54158489e+02 -1.43660465e+02
  4.74084387e-01  1.54645529e+02 -1.44175054e+02 -8.68650008e-03
  1.54150764e+02 -1.43691690e+02  4.62908908e-01  1.54634599e+02
 -1.44169128e+02 -3.21204763e-03  1.54156465e+02 -1.43684528e+02
  4.70536355e-01  1.54642595e+02 -1.44182147e+02 -1.60559165e-02
  1.54147039e+02 -1.43687582e+02  4.73348622e-01  1.54640911e+02
 -1.44172088e+02 -1.21017374e-02  1.54148630e+02 -1.43672625e+02
  4.70293102e-01  1.54646001e+02 -1.44170807e+02  3.38728072e-03
  1.54158264e+02 -1.43660037e+02  4.59017241e-01  1.54630298e+02
 -1.44189742e+02 -1.76135485e-02  1.54145803e+02 -1.43686860e+02
  4.75712882e-01  1.54650859e+02 -1.44176038e+02 -6.37056461e-03
  1.54167632e+02 -1.43669290e+02  4.90791687e-01  1.54640520e+02
 -1.44170174e+02 -1.36341788e-02  1.54148990e+02 -1.43683602e+02
  4.76009437e-01  1.54646694e+02 -1.44178542e+02 -1.67591302e-02
  1.54154866e+02 -1.43666876e+02  4.86008916e-01  1.54640943e+02
 -1.44169987e+02 -1.39486491e-02  1.54154053e+02 -1.43680052e+02
  4.77704702e-01  1.54641170e+02 -1.44179710e+02 -1.21239296e-02
  1.54137754e+02 -1.43679875e+02  4.75650320e-01  1.54642026e+02
 -1.44171073e+02 -1.30363450e-02  1.54136432e+02 -1.43672683e+02
  4.54607511e-01  1.54642271e+02]
res:  5906 -0.00038229694473557174 0.01486703968294023 0.02430306335151414
[ 1.21464624e-10 -1.03169643e-05 -2.82911092e-01  1.61504983e+04
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  4.61297517e-01  1.54642843e+02 -1.44182009e+02 -1.43866893e-02
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  4.64837448e-01  1.54637864e+02 -1.44189118e+02 -2.50321579e-02
  1.54142301e+02 -1.43694562e+02  4.67654874e-01  1.54636172e+02
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  4.64598917e-01  1.54641267e+02 -1.44177759e+02 -5.77729715e-03
  1.54153540e+02 -1.43672294e+02  4.45849889e-01  1.54623427e+02
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  4.70025049e-01  1.54646142e+02 -1.44182999e+02 -1.20624788e-02
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  4.64860867e-01  1.54636438e+02 -1.44186678e+02 -2.12354883e-02
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 -1.44178050e+02 -2.23085806e-02  1.54131706e+02 -1.43679669e+02
  4.48914106e-01  1.54637536e+02]
Niter:  3 row:  113 ngroup:  26 nlines:  6357 gd:  5903
[ 1.21464624e-10 -1.03169643e-05 -2.82911092e-01  1.61504983e+04
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  4.70320682e-01  1.54643878e+02 -1.44185515e+02 -2.24689058e-02
  1.54152101e+02 -1.43673850e+02  4.80302541e-01  1.54636218e+02
 -1.44176940e+02 -2.64972836e-02  1.54149324e+02 -1.43687006e+02
  4.64860867e-01  1.54636438e+02 -1.44186678e+02 -2.12354883e-02
  1.54133025e+02 -1.43686815e+02  4.66534241e-01  1.54637285e+02
 -1.44178050e+02 -2.23085806e-02  1.54131706e+02 -1.43679669e+02
  4.48914106e-01  1.54637536e+02]
res:  5903 -0.0005430531491583679 0.014887300902046263 0.02425555092976251
[ 1.21507364e-10 -1.03169643e-05 -2.82911092e-01  1.61504983e+04
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  4.61297517e-01  1.54642843e+02 -1.44182009e+02 -1.43866893e-02
  1.54147944e+02 -1.43698664e+02  4.53947535e-01  1.54631932e+02
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  4.64837448e-01  1.54637864e+02 -1.44189118e+02 -2.50321579e-02
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 -1.44196704e+02 -2.33114014e-02  1.54141073e+02 -1.43693840e+02
  4.70025049e-01  1.54646142e+02 -1.44182999e+02 -1.20624788e-02
  1.54162902e+02 -1.43676263e+02  4.78219355e-01  1.54635780e+02
 -1.44177140e+02 -1.93604115e-02  1.54144262e+02 -1.43685005e+02
  4.70320682e-01  1.54643878e+02 -1.44185515e+02 -2.24689058e-02
  1.54152101e+02 -1.43673850e+02  4.80302541e-01  1.54636218e+02
 -1.44176940e+02 -2.64972836e-02  1.54149324e+02 -1.43687006e+02
  4.64860867e-01  1.54636438e+02 -1.44186678e+02 -2.12354883e-02
  1.54133025e+02 -1.43686815e+02  4.66534241e-01  1.54637285e+02
 -1.44178050e+02 -2.23085806e-02  1.54131706e+02 -1.43679669e+02
  4.48914106e-01  1.54637536e+02]
Niter:  4 row:  113 ngroup:  26 nlines:  6357 gd:  5906
[ 1.21507364e-10 -1.03169643e-05 -2.82911092e-01  1.61504983e+04
 -1.44185514e+02 -1.71491119e-02  1.54155745e+02 -1.43673656e+02
  4.61297517e-01  1.54642843e+02 -1.44182009e+02 -1.43866893e-02
  1.54147944e+02 -1.43698664e+02  4.53947535e-01  1.54631932e+02
 -1.44176099e+02 -8.91912252e-03  1.54151743e+02 -1.43691513e+02
  4.64837448e-01  1.54637864e+02 -1.44189118e+02 -2.50321579e-02
  1.54142301e+02 -1.43694562e+02  4.67654874e-01  1.54636172e+02
 -1.44179050e+02 -2.11380668e-02  1.54143900e+02 -1.43679580e+02
  4.64598917e-01  1.54641267e+02 -1.44177759e+02 -5.77729715e-03
  1.54153540e+02 -1.43672294e+02  4.45849889e-01  1.54623427e+02
 -1.44196704e+02 -2.33114014e-02  1.54141073e+02 -1.43693840e+02
  4.70025049e-01  1.54646142e+02 -1.44182999e+02 -1.20624788e-02
  1.54162902e+02 -1.43676263e+02  4.78219355e-01  1.54635780e+02
 -1.44177140e+02 -1.93604115e-02  1.54144262e+02 -1.43685005e+02
  4.70320682e-01  1.54643878e+02 -1.44185515e+02 -2.24689058e-02
  1.54152101e+02 -1.43673850e+02  4.80302541e-01  1.54636218e+02
 -1.44176940e+02 -2.64972836e-02  1.54149324e+02 -1.43687006e+02
  4.64860867e-01  1.54636438e+02 -1.44186678e+02 -2.12354883e-02
  1.54133025e+02 -1.43686815e+02  4.66534241e-01  1.54637285e+02
 -1.44178050e+02 -2.23085806e-02  1.54131706e+02 -1.43679669e+02
  4.48914106e-01  1.54637536e+02]
res:  5906 -0.0004243605108058546 0.014912197970261332 0.024286371575925236
[ 1.21507376e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
Niter:  5 row:  113 ngroup:  26 nlines:  6357 gd:  5905
[ 1.21507376e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
res:  5905 -0.0005097510802443139 0.014901678594469558 0.024269599663693145
[ 1.21537919e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
Niter:  6 row:  113 ngroup:  26 nlines:  6357 gd:  5909
[ 1.21537919e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
res:  5909 -0.0005097339599160478 0.0148839907378715 0.024322147324236675
[ 1.21540324e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
Saving figure to  wave_resid_43670005_fiber113.png
Final values:
res:  -0.0005097339599160478 0.024322147324236675
pars:  [ 1.21540324e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
113 [ 1.21540324e-10 -1.03169633e-05 -2.82911064e-01  1.61504967e+04
 -1.44194404e+02 -2.28593059e-02  1.54154607e+02 -1.43682581e+02
  4.55604704e-01  1.54639761e+02 -1.44190758e+02 -2.00857375e-02
  1.54144894e+02 -1.43707507e+02  4.48247654e-01  1.54628897e+02
 -1.44184935e+02 -1.46232320e-02  1.54148754e+02 -1.43700398e+02
  4.59143753e-01  1.54634815e+02 -1.44197923e+02 -3.43601150e-02
  1.54139197e+02 -1.43703427e+02  4.61972138e-01  1.54633076e+02
 -1.44187852e+02 -2.68394962e-02  1.54140862e+02 -1.43688335e+02
  4.58912623e-01  1.54638211e+02 -1.44186490e+02 -1.14745107e-02
  1.54148488e+02 -1.43681070e+02  4.40167367e-01  1.54618405e+02
 -1.44205487e+02 -2.90154734e-02  1.54138029e+02 -1.43702697e+02
  4.64340115e-01  1.54643185e+02 -1.44191774e+02 -1.77546352e-02
  1.54159855e+02 -1.43685101e+02  4.72525198e-01  1.54632671e+02
 -1.44185941e+02 -2.50920263e-02  1.54141230e+02 -1.43693852e+02
  4.64630814e-01  1.54640822e+02 -1.44194339e+02 -2.81765458e-02
  1.54149074e+02 -1.43677724e+02  4.74596430e-01  1.54633202e+02
 -1.44185675e+02 -3.56064190e-02  1.54146293e+02 -1.43690782e+02
  4.59159988e-01  1.54633373e+02 -1.44195488e+02 -3.05710053e-02
  1.54129994e+02 -1.43695496e+02  4.60825359e-01  1.54634176e+02
 -1.44186914e+02 -2.80113741e-02  1.54128687e+02 -1.43688559e+02
  4.43221226e-01  1.54634470e+02]
--- Row 115/300 row=114 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  114
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=114 ---
Niter:  0 row:  114 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.0007699754442000994 0.013311539645656012 0.03287101596295589
[ 1.21410322e-10 -1.03147568e-05 -2.82904507e-01  1.61505005e+04
 -1.44156949e+02 -9.94999995e-08  1.54255224e+02]
Niter:  1 row:  114 ngroup:  1 nlines:  249 gd:  231
[ 1.21410322e-10 -1.03147568e-05 -2.82904507e-01  1.61505005e+04
 -1.44156949e+02 -9.94999995e-08  1.54255224e+02]
res:  231 -0.00011382552838767879 0.013089335574477445 0.023467691771668263
[ 1.21535163e-10 -1.03148505e-05 -2.82908982e-01  1.61504989e+04
 -1.44129052e+02 -9.95428162e-08  1.54223386e+02]
Niter:  2 row:  114 ngroup:  1 nlines:  249 gd:  233
[ 1.21535163e-10 -1.03148505e-05 -2.82908982e-01  1.61504989e+04
 -1.44129052e+02 -9.95428162e-08  1.54223386e+02]
res:  233 -8.757840078033041e-05 0.013202986363467062 0.023960700792386914
[ 1.21605087e-10 -1.03148650e-05 -2.82910073e-01  1.61504989e+04
 -1.44123165e+02 -9.81267600e-08  1.54218431e+02]
Niter:  3 row:  114 ngroup:  1 nlines:  249 gd:  234
[ 1.21605087e-10 -1.03148650e-05 -2.82910073e-01  1.61504989e+04
 -1.44123165e+02 -9.81267600e-08  1.54218431e+02]
res:  234 -0.0004808543890248984 0.013258841396236676 0.024195920179396143
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
Niter:  4 row:  114 ngroup:  1 nlines:  249 gd:  234
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
res:  234 -0.0004808543890248984 0.013258841396236676 0.024195920179396143
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
Niter:  5 row:  114 ngroup:  1 nlines:  249 gd:  234
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
res:  234 -0.0004808543890248984 0.013258841396236676 0.024195920179396143
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
Niter:  6 row:  114 ngroup:  1 nlines:  249 gd:  234
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
res:  234 -0.0004808543890248984 0.013258841396236676 0.024195920179396143
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
Final values:
res:  -0.0004808543890248984 0.024195920179396143
pars:  [ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
114 [ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02]
elapsed: 2.9 sec.
Niter:  0 row:  114 ngroup:  26 nlines:  6444 gd:  6444
[ 1.21721684e-10 -1.03148981e-05 -2.82911855e-01  1.61504996e+04
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02 -1.44110469e+02 -9.81257310e-08
  1.54212743e+02 -1.44110469e+02 -9.81257310e-08  1.54212743e+02
 -1.44110469e+02 -9.81257310e-08  1.54212743e+02 -1.44110469e+02
 -9.81257310e-08  1.54212743e+02]
res:  6444 -0.0002767206397038535 0.01421517795733962 0.03378376154335182
[ 1.21721672e-10 -1.03148991e-05 -2.82911826e-01  1.61504980e+04
 -1.44120912e+02 -8.68195109e-03  1.54208011e+02 -1.43652040e+02
  4.92656043e-01  1.54699995e+02 -1.44136045e+02  5.59718213e-03
  1.54189350e+02 -1.43654232e+02  4.83672199e-01  1.54694073e+02
 -1.44118304e+02 -7.84437281e-03  1.54221039e+02 -1.43641550e+02
  5.13400027e-01  1.54695342e+02 -1.44144259e+02  4.60200823e-03
  1.54198186e+02 -1.43662426e+02  4.94812478e-01  1.54683928e+02
 -1.44093515e+02 -4.46850869e-03  1.54221371e+02 -1.43674015e+02
  4.91268783e-01  1.54700103e+02 -1.44138317e+02  1.59993602e-02
  1.54209568e+02 -1.43665809e+02  4.98229665e-01  1.54708871e+02
 -1.44144385e+02 -1.85274224e-02  1.54190876e+02 -1.43610866e+02
  4.94401571e-01  1.54699289e+02 -1.44130950e+02  1.55531016e-02
  1.54221485e+02 -1.43642958e+02  4.94075187e-01  1.54697476e+02
 -1.44157883e+02 -2.77671274e-02  1.54201727e+02 -1.43645206e+02
  4.81722015e-01  1.54701141e+02 -1.44134641e+02  9.28040945e-03
  1.54200230e+02 -1.43653380e+02  4.91745137e-01  1.54707583e+02
 -1.44161206e+02 -1.53379484e-02  1.54200566e+02 -1.43672316e+02
  4.92493158e-01  1.54692423e+02 -1.44132501e+02  9.83422407e-03
  1.54201532e+02 -1.43669169e+02  4.85406450e-01  1.54695562e+02
 -1.44160897e+02 -3.41888234e-02  1.54199233e+02 -1.43662557e+02
  4.79268941e-01  1.54688183e+02]
Niter:  1 row:  114 ngroup:  26 nlines:  6444 gd:  5941
[ 1.21721672e-10 -1.03148991e-05 -2.82911826e-01  1.61504980e+04
 -1.44120912e+02 -8.68195109e-03  1.54208011e+02 -1.43652040e+02
  4.92656043e-01  1.54699995e+02 -1.44136045e+02  5.59718213e-03
  1.54189350e+02 -1.43654232e+02  4.83672199e-01  1.54694073e+02
 -1.44118304e+02 -7.84437281e-03  1.54221039e+02 -1.43641550e+02
  5.13400027e-01  1.54695342e+02 -1.44144259e+02  4.60200823e-03
  1.54198186e+02 -1.43662426e+02  4.94812478e-01  1.54683928e+02
 -1.44093515e+02 -4.46850869e-03  1.54221371e+02 -1.43674015e+02
  4.91268783e-01  1.54700103e+02 -1.44138317e+02  1.59993602e-02
  1.54209568e+02 -1.43665809e+02  4.98229665e-01  1.54708871e+02
 -1.44144385e+02 -1.85274224e-02  1.54190876e+02 -1.43610866e+02
  4.94401571e-01  1.54699289e+02 -1.44130950e+02  1.55531016e-02
  1.54221485e+02 -1.43642958e+02  4.94075187e-01  1.54697476e+02
 -1.44157883e+02 -2.77671274e-02  1.54201727e+02 -1.43645206e+02
  4.81722015e-01  1.54701141e+02 -1.44134641e+02  9.28040945e-03
  1.54200230e+02 -1.43653380e+02  4.91745137e-01  1.54707583e+02
 -1.44161206e+02 -1.53379484e-02  1.54200566e+02 -1.43672316e+02
  4.92493158e-01  1.54692423e+02 -1.44132501e+02  9.83422407e-03
  1.54201532e+02 -1.43669169e+02  4.85406450e-01  1.54695562e+02
 -1.44160897e+02 -3.41888234e-02  1.54199233e+02 -1.43662557e+02
  4.79268941e-01  1.54688183e+02]
res:  5941 -0.0007818269668860012 0.014041213615200832 0.02296577521563804
[ 1.21721660e-10 -1.03149002e-05 -2.82911855e-01  1.61504966e+04
 -1.44123227e+02 -1.07502887e-02  1.54201704e+02 -1.43643587e+02
  4.88044185e-01  1.54699329e+02 -1.44141214e+02 -1.27996602e-02
  1.54188768e+02 -1.43657781e+02  4.75495866e-01  1.54683239e+02
 -1.44131761e+02  3.01171363e-03  1.54214222e+02 -1.43650448e+02
  4.95350229e-01  1.54694055e+02 -1.44143304e+02 -3.09052208e-04
  1.54196000e+02 -1.43661654e+02  4.77096815e-01  1.54679189e+02
 -1.44113193e+02 -1.19763655e-02  1.54214222e+02 -1.43668567e+02
  4.80362831e-01  1.54688818e+02 -1.44135027e+02  6.74333010e-03
  1.54206801e+02 -1.43656217e+02  4.79875182e-01  1.54693966e+02
 -1.44149332e+02 -2.92343055e-02  1.54188495e+02 -1.43630389e+02
  4.67110984e-01  1.54692370e+02 -1.44137681e+02  9.67228269e-03
  1.54215371e+02 -1.43640236e+02  4.86963921e-01  1.54692410e+02
 -1.44161017e+02 -2.99160932e-02  1.54198945e+02 -1.43659189e+02
  4.84639851e-01  1.54692811e+02 -1.44148005e+02  2.90758243e-03
  1.54201873e+02 -1.43657282e+02  4.72572209e-01  1.54701331e+02
 -1.44154144e+02 -2.94983559e-02  1.54197632e+02 -1.43677270e+02
  4.69143664e-01  1.54691294e+02 -1.44138564e+02 -4.17862667e-03
  1.54199258e+02 -1.43668023e+02  4.84090427e-01  1.54694279e+02
 -1.44177105e+02 -3.90803131e-02  1.54201708e+02 -1.43670226e+02
  4.63763382e-01  1.54675458e+02]
Niter:  2 row:  114 ngroup:  26 nlines:  6444 gd:  5930
[ 1.21721660e-10 -1.03149002e-05 -2.82911855e-01  1.61504966e+04
 -1.44123227e+02 -1.07502887e-02  1.54201704e+02 -1.43643587e+02
  4.88044185e-01  1.54699329e+02 -1.44141214e+02 -1.27996602e-02
  1.54188768e+02 -1.43657781e+02  4.75495866e-01  1.54683239e+02
 -1.44131761e+02  3.01171363e-03  1.54214222e+02 -1.43650448e+02
  4.95350229e-01  1.54694055e+02 -1.44143304e+02 -3.09052208e-04
  1.54196000e+02 -1.43661654e+02  4.77096815e-01  1.54679189e+02
 -1.44113193e+02 -1.19763655e-02  1.54214222e+02 -1.43668567e+02
  4.80362831e-01  1.54688818e+02 -1.44135027e+02  6.74333010e-03
  1.54206801e+02 -1.43656217e+02  4.79875182e-01  1.54693966e+02
 -1.44149332e+02 -2.92343055e-02  1.54188495e+02 -1.43630389e+02
  4.67110984e-01  1.54692370e+02 -1.44137681e+02  9.67228269e-03
  1.54215371e+02 -1.43640236e+02  4.86963921e-01  1.54692410e+02
 -1.44161017e+02 -2.99160932e-02  1.54198945e+02 -1.43659189e+02
  4.84639851e-01  1.54692811e+02 -1.44148005e+02  2.90758243e-03
  1.54201873e+02 -1.43657282e+02  4.72572209e-01  1.54701331e+02
 -1.44154144e+02 -2.94983559e-02  1.54197632e+02 -1.43677270e+02
  4.69143664e-01  1.54691294e+02 -1.44138564e+02 -4.17862667e-03
  1.54199258e+02 -1.43668023e+02  4.84090427e-01  1.54694279e+02
 -1.44177105e+02 -3.90803131e-02  1.54201708e+02 -1.43670226e+02
  4.63763382e-01  1.54675458e+02]
res:  5930 -0.0007528407013523974 0.014040224083146313 0.02280583573164162
[ 1.21721648e-10 -1.03149012e-05 -2.82911883e-01  1.61504982e+04
 -1.44116247e+02 -5.04418668e-03  1.54208145e+02 -1.43636628e+02
  4.93780331e-01  1.54704054e+02 -1.44134255e+02 -1.32995333e-02
  1.54193492e+02 -1.43650844e+02  4.81201795e-01  1.54687963e+02
 -1.44129562e+02  8.73559066e-03  1.54218946e+02 -1.43643468e+02
  4.98084225e-01  1.54698790e+02 -1.44131152e+02  8.86342757e-03
  1.54200717e+02 -1.43649511e+02  4.82804857e-01  1.54685902e+02
 -1.44111289e+02 -9.19976821e-03  1.54218892e+02 -1.43661592e+02
  4.75995220e-01  1.54693538e+02 -1.44128074e+02  1.24667326e-02
  1.54211520e+02 -1.43643794e+02  4.82472856e-01  1.54698689e+02
 -1.44142365e+02 -2.35364736e-02  1.54193224e+02 -1.43623435e+02
  4.72813684e-01  1.54697101e+02 -1.44130728e+02  1.53752223e-02
  1.54220103e+02 -1.43633274e+02  4.92665331e-01  1.54697137e+02
 -1.44154082e+02 -2.09478841e-02  1.54203668e+02 -1.43652234e+02
  4.90350372e-01  1.54697536e+02 -1.44141056e+02  8.61637814e-03
  1.54206603e+02 -1.43650331e+02  4.78256800e-01  1.54706060e+02
 -1.44136582e+02 -2.71011159e-02  1.54202349e+02 -1.43670314e+02
  4.71751911e-01  1.54696012e+02 -1.44131600e+02  1.52101718e-03
  1.54203987e+02 -1.43661072e+02  4.89814304e-01  1.54700852e+02
 -1.44170175e+02 -3.33826692e-02  1.54206425e+02 -1.43663259e+02
  4.65723949e-01  1.54680185e+02]
Niter:  3 row:  114 ngroup:  26 nlines:  6444 gd:  5925
[ 1.21721648e-10 -1.03149012e-05 -2.82911883e-01  1.61504982e+04
 -1.44116247e+02 -5.04418668e-03  1.54208145e+02 -1.43636628e+02
  4.93780331e-01  1.54704054e+02 -1.44134255e+02 -1.32995333e-02
  1.54193492e+02 -1.43650844e+02  4.81201795e-01  1.54687963e+02
 -1.44129562e+02  8.73559066e-03  1.54218946e+02 -1.43643468e+02
  4.98084225e-01  1.54698790e+02 -1.44131152e+02  8.86342757e-03
  1.54200717e+02 -1.43649511e+02  4.82804857e-01  1.54685902e+02
 -1.44111289e+02 -9.19976821e-03  1.54218892e+02 -1.43661592e+02
  4.75995220e-01  1.54693538e+02 -1.44128074e+02  1.24667326e-02
  1.54211520e+02 -1.43643794e+02  4.82472856e-01  1.54698689e+02
 -1.44142365e+02 -2.35364736e-02  1.54193224e+02 -1.43623435e+02
  4.72813684e-01  1.54697101e+02 -1.44130728e+02  1.53752223e-02
  1.54220103e+02 -1.43633274e+02  4.92665331e-01  1.54697137e+02
 -1.44154082e+02 -2.09478841e-02  1.54203668e+02 -1.43652234e+02
  4.90350372e-01  1.54697536e+02 -1.44141056e+02  8.61637814e-03
  1.54206603e+02 -1.43650331e+02  4.78256800e-01  1.54706060e+02
 -1.44136582e+02 -2.71011159e-02  1.54202349e+02 -1.43670314e+02
  4.71751911e-01  1.54696012e+02 -1.44131600e+02  1.52101718e-03
  1.54203987e+02 -1.43661072e+02  4.89814304e-01  1.54700852e+02
 -1.44170175e+02 -3.33826692e-02  1.54206425e+02 -1.43663259e+02
  4.65723949e-01  1.54680185e+02]
res:  5925 -0.0007261221562657738 0.013933687081589596 0.02262433641087302
[ 1.21533630e-10 -1.03152845e-05 -2.82910161e-01  1.61504998e+04
 -1.44125555e+02  3.33857841e-04  1.54212584e+02 -1.43645748e+02
  4.98923348e-01  1.54708736e+02 -1.44143369e+02 -7.90847175e-03
  1.54198158e+02 -1.43659756e+02  4.86642159e-01  1.54692617e+02
 -1.44138770e+02  1.39292371e-02  1.54223620e+02 -1.43652809e+02
  5.03579444e-01  1.54703706e+02 -1.44138641e+02  1.43956438e-02
  1.54205254e+02 -1.43658584e+02  4.88138622e-01  1.54690621e+02
 -1.44120598e+02 -3.83344543e-03  1.54223716e+02 -1.43670889e+02
  4.81355558e-01  1.54698169e+02 -1.44137159e+02  1.76986156e-02
  1.54216111e+02 -1.43653067e+02  4.87714643e-01  1.54703320e+02
 -1.44151534e+02 -1.81005541e-02  1.54197973e+02 -1.43632462e+02
  4.78253387e-01  1.54702042e+02 -1.44139797e+02  2.18836520e-02
  1.54224933e+02 -1.43642440e+02  4.98151349e-01  1.54701878e+02
 -1.44162946e+02 -1.56183079e-02  1.54208324e+02 -1.43661297e+02
  4.95739625e-01  1.54702208e+02 -1.44150059e+02  1.40185950e-02
  1.54211391e+02 -1.43659335e+02  4.83911187e-01  1.54710863e+02
 -1.44145736e+02 -2.16610763e-02  1.54206845e+02 -1.43679400e+02
  4.77286239e-01  1.54700559e+02 -1.44140747e+02  6.93057564e-03
  1.54208794e+02 -1.43670121e+02  4.94966230e-01  1.54706192e+02
 -1.44179095e+02 -2.79393122e-02  1.54210921e+02 -1.43672444e+02
  4.71207079e-01  1.54684915e+02]
Niter:  4 row:  114 ngroup:  26 nlines:  6444 gd:  5928
[ 1.21533630e-10 -1.03152845e-05 -2.82910161e-01  1.61504998e+04
 -1.44125555e+02  3.33857841e-04  1.54212584e+02 -1.43645748e+02
  4.98923348e-01  1.54708736e+02 -1.44143369e+02 -7.90847175e-03
  1.54198158e+02 -1.43659756e+02  4.86642159e-01  1.54692617e+02
 -1.44138770e+02  1.39292371e-02  1.54223620e+02 -1.43652809e+02
  5.03579444e-01  1.54703706e+02 -1.44138641e+02  1.43956438e-02
  1.54205254e+02 -1.43658584e+02  4.88138622e-01  1.54690621e+02
 -1.44120598e+02 -3.83344543e-03  1.54223716e+02 -1.43670889e+02
  4.81355558e-01  1.54698169e+02 -1.44137159e+02  1.76986156e-02
  1.54216111e+02 -1.43653067e+02  4.87714643e-01  1.54703320e+02
 -1.44151534e+02 -1.81005541e-02  1.54197973e+02 -1.43632462e+02
  4.78253387e-01  1.54702042e+02 -1.44139797e+02  2.18836520e-02
  1.54224933e+02 -1.43642440e+02  4.98151349e-01  1.54701878e+02
 -1.44162946e+02 -1.56183079e-02  1.54208324e+02 -1.43661297e+02
  4.95739625e-01  1.54702208e+02 -1.44150059e+02  1.40185950e-02
  1.54211391e+02 -1.43659335e+02  4.83911187e-01  1.54710863e+02
 -1.44145736e+02 -2.16610763e-02  1.54206845e+02 -1.43679400e+02
  4.77286239e-01  1.54700559e+02 -1.44140747e+02  6.93057564e-03
  1.54208794e+02 -1.43670121e+02  4.94966230e-01  1.54706192e+02
 -1.44179095e+02 -2.79393122e-02  1.54210921e+02 -1.43672444e+02
  4.71207079e-01  1.54684915e+02]
res:  5928 -0.0009110950022659381 0.013934945016444544 0.022651697823170173
[ 1.21533618e-10 -1.03152855e-05 -2.82910189e-01  1.61504995e+04
 -1.44124479e+02 -1.06400839e-03  1.54207765e+02 -1.43644718e+02
  4.97518913e-01  1.54705652e+02 -1.44142373e+02 -9.31513140e-03
  1.54195070e+02 -1.43658799e+02  4.85215372e-01  1.54691405e+02
 -1.44137706e+02  1.25302115e-02  1.54220536e+02 -1.43651697e+02
  5.02166886e-01  1.54700680e+02 -1.44139349e+02  1.29778163e-02
  1.54200368e+02 -1.43657563e+02  4.86732819e-01  1.54687543e+02
 -1.44119507e+02 -5.23497308e-03  1.54222510e+02 -1.43669811e+02
  4.79940972e-01  1.54695069e+02 -1.44136173e+02  1.63030188e-02
  1.54213003e+02 -1.43651964e+02  4.86309805e-01  1.54700226e+02
 -1.44150488e+02 -1.95134269e-02  1.54194905e+02 -1.43631471e+02
  4.73615604e-01  1.54700861e+02 -1.44138816e+02  2.24450748e-02
  1.54221887e+02 -1.43641422e+02  4.96732855e-01  1.54698811e+02
 -1.44162038e+02 -1.70199499e-02  1.54207045e+02 -1.43660309e+02
  4.94333275e-01  1.54700965e+02 -1.44149112e+02  1.26027530e-02
  1.54208333e+02 -1.43658367e+02  4.82481476e-01  1.54705987e+02
 -1.44144692e+02 -2.30785045e-02  1.54203720e+02 -1.43678434e+02
  4.75865739e-01  1.54697444e+02 -1.44139729e+02  5.52176375e-03
  1.54207641e+02 -1.43669144e+02  4.93560162e-01  1.54704341e+02
 -1.44178112e+02 -2.93416964e-02  1.54207793e+02 -1.43671381e+02
  4.69781836e-01  1.54681841e+02]
Niter:  5 row:  114 ngroup:  26 nlines:  6444 gd:  5931
[ 1.21533618e-10 -1.03152855e-05 -2.82910189e-01  1.61504995e+04
 -1.44124479e+02 -1.06400839e-03  1.54207765e+02 -1.43644718e+02
  4.97518913e-01  1.54705652e+02 -1.44142373e+02 -9.31513140e-03
  1.54195070e+02 -1.43658799e+02  4.85215372e-01  1.54691405e+02
 -1.44137706e+02  1.25302115e-02  1.54220536e+02 -1.43651697e+02
  5.02166886e-01  1.54700680e+02 -1.44139349e+02  1.29778163e-02
  1.54200368e+02 -1.43657563e+02  4.86732819e-01  1.54687543e+02
 -1.44119507e+02 -5.23497308e-03  1.54222510e+02 -1.43669811e+02
  4.79940972e-01  1.54695069e+02 -1.44136173e+02  1.63030188e-02
  1.54213003e+02 -1.43651964e+02  4.86309805e-01  1.54700226e+02
 -1.44150488e+02 -1.95134269e-02  1.54194905e+02 -1.43631471e+02
  4.73615604e-01  1.54700861e+02 -1.44138816e+02  2.24450748e-02
  1.54221887e+02 -1.43641422e+02  4.96732855e-01  1.54698811e+02
 -1.44162038e+02 -1.70199499e-02  1.54207045e+02 -1.43660309e+02
  4.94333275e-01  1.54700965e+02 -1.44149112e+02  1.26027530e-02
  1.54208333e+02 -1.43658367e+02  4.82481476e-01  1.54705987e+02
 -1.44144692e+02 -2.30785045e-02  1.54203720e+02 -1.43678434e+02
  4.75865739e-01  1.54697444e+02 -1.44139729e+02  5.52176375e-03
  1.54207641e+02 -1.43669144e+02  4.93560162e-01  1.54704341e+02
 -1.44178112e+02 -2.93416964e-02  1.54207793e+02 -1.43671381e+02
  4.69781836e-01  1.54681841e+02]
res:  5931 -0.0008897915895431652 0.013912402431742521 0.022621598893870692
[ 1.21399024e-10 -1.03157212e-05 -2.82908881e-01  1.61505011e+04
 -1.44132140e+02  4.15570338e-03  1.54209610e+02 -1.43652173e+02
  5.02559513e-01  1.54707706e+02 -1.44149832e+02 -4.08369018e-03
  1.54197107e+02 -1.43666034e+02  4.90473444e-01  1.54693452e+02
 -1.44145251e+02  1.76074583e-02  1.54222583e+02 -1.43659364e+02
  5.07466625e-01  1.54702978e+02 -1.44146927e+02  2.01615689e-02
  1.54202227e+02 -1.43664974e+02  4.91909292e-01  1.54689631e+02
 -1.44127157e+02 -2.40256910e-05  1.54225646e+02 -1.43677435e+02
  4.85141702e-01  1.54697063e+02 -1.44143584e+02  2.14244407e-02
  1.54214959e+02 -1.43659562e+02  4.91423326e-01  1.54701323e+02
 -1.44158010e+02 -1.42555019e-02  1.54197032e+02 -1.43638856e+02
  4.78901366e-01  1.54703142e+02 -1.44146210e+02  2.76885245e-02
  1.54224097e+02 -1.43648916e+02  5.02023412e-01  1.54700928e+02
 -1.44169244e+02 -1.18319692e-02  1.54209018e+02 -1.43667711e+02
  4.99557674e-01  1.54703031e+02 -1.44156461e+02  1.78473326e-02
  1.54210499e+02 -1.43665730e+02  4.87904198e-01  1.54708141e+02
 -1.44152181e+02 -1.78234189e-02  1.54205584e+02 -1.43685860e+02
  4.81194606e-01  1.54699356e+02 -1.44147226e+02  1.07642857e-02
  1.54209724e+02 -1.43676521e+02  4.98598335e-01  1.54706380e+02
 -1.44185301e+02 -2.40747338e-02  1.54209657e+02 -1.43678907e+02
  4.75067765e-01  1.54683944e+02]
Niter:  6 row:  114 ngroup:  26 nlines:  6444 gd:  5933
[ 1.21399024e-10 -1.03157212e-05 -2.82908881e-01  1.61505011e+04
 -1.44132140e+02  4.15570338e-03  1.54209610e+02 -1.43652173e+02
  5.02559513e-01  1.54707706e+02 -1.44149832e+02 -4.08369018e-03
  1.54197107e+02 -1.43666034e+02  4.90473444e-01  1.54693452e+02
 -1.44145251e+02  1.76074583e-02  1.54222583e+02 -1.43659364e+02
  5.07466625e-01  1.54702978e+02 -1.44146927e+02  2.01615689e-02
  1.54202227e+02 -1.43664974e+02  4.91909292e-01  1.54689631e+02
 -1.44127157e+02 -2.40256910e-05  1.54225646e+02 -1.43677435e+02
  4.85141702e-01  1.54697063e+02 -1.44143584e+02  2.14244407e-02
  1.54214959e+02 -1.43659562e+02  4.91423326e-01  1.54701323e+02
 -1.44158010e+02 -1.42555019e-02  1.54197032e+02 -1.43638856e+02
  4.78901366e-01  1.54703142e+02 -1.44146210e+02  2.76885245e-02
  1.54224097e+02 -1.43648916e+02  5.02023412e-01  1.54700928e+02
 -1.44169244e+02 -1.18319692e-02  1.54209018e+02 -1.43667711e+02
  4.99557674e-01  1.54703031e+02 -1.44156461e+02  1.78473326e-02
  1.54210499e+02 -1.43665730e+02  4.87904198e-01  1.54708141e+02
 -1.44152181e+02 -1.78234189e-02  1.54205584e+02 -1.43685860e+02
  4.81194606e-01  1.54699356e+02 -1.44147226e+02  1.07642857e-02
  1.54209724e+02 -1.43676521e+02  4.98598335e-01  1.54706380e+02
 -1.44185301e+02 -2.40747338e-02  1.54209657e+02 -1.43678907e+02
  4.75067765e-01  1.54683944e+02]
res:  5933 -0.0006558293207490351 0.01392448617843911 0.02262233767390628
[ 1.21267706e-10 -1.03160733e-05 -2.82907118e-01  1.61505027e+04
 -1.44141298e+02  9.59728687e-03  1.54214922e+02 -1.43661159e+02
  5.07769526e-01  1.54715091e+02 -1.44158808e+02  1.37542344e-03
  1.54202599e+02 -1.43674821e+02  4.95988933e-01  1.54698950e+02
 -1.44154320e+02  2.28643421e-02  1.54228080e+02 -1.43668567e+02
  5.16018793e-01  1.54710396e+02 -1.44156024e+02  2.70827187e-02
  1.54207562e+02 -1.43673913e+02  4.97309044e-01  1.54695176e+02
 -1.44136320e+02  1.08566666e-02  1.54233613e+02 -1.43686593e+02
  4.90569261e-01  1.54702526e+02 -1.44152538e+02  2.67153298e-02
  1.54218805e+02 -1.43668699e+02  4.96731995e-01  1.54704441e+02
 -1.44167033e+02 -5.83064192e-03  1.54202601e+02 -1.43647743e+02
  4.84450549e-01  1.54712241e+02 -1.44155149e+02  3.31686988e-02
  1.54231438e+02 -1.43657946e+02  5.07581001e-01  1.54706489e+02
 -1.44177979e+02 -6.44002614e-03  1.54214447e+02 -1.43676638e+02
  5.05017293e-01  1.54708548e+02 -1.44165325e+02  2.33166179e-02
  1.54216106e+02 -1.43674595e+02  4.93638449e-01  1.54713740e+02
 -1.44161199e+02 -1.23100593e-02  1.54210913e+02 -1.43694806e+02
  4.86798994e-01  1.54706394e+02 -1.44156231e+02  1.62406204e-02
  1.54215255e+02 -1.43685441e+02  5.03815426e-01  1.54713766e+02
 -1.44194119e+02 -1.85650274e-02  1.54214988e+02 -1.43687955e+02
  4.80623765e-01  1.54689497e+02]
Saving figure to  wave_resid_43670005_fiber114.png
Final values:
res:  -0.0006558293207490351 0.02262233767390628
pars:  [ 1.21267706e-10 -1.03160733e-05 -2.82907118e-01  1.61505027e+04
 -1.44141298e+02  9.59728687e-03  1.54214922e+02 -1.43661159e+02
  5.07769526e-01  1.54715091e+02 -1.44158808e+02  1.37542344e-03
  1.54202599e+02 -1.43674821e+02  4.95988933e-01  1.54698950e+02
 -1.44154320e+02  2.28643421e-02  1.54228080e+02 -1.43668567e+02
  5.16018793e-01  1.54710396e+02 -1.44156024e+02  2.70827187e-02
  1.54207562e+02 -1.43673913e+02  4.97309044e-01  1.54695176e+02
 -1.44136320e+02  1.08566666e-02  1.54233613e+02 -1.43686593e+02
  4.90569261e-01  1.54702526e+02 -1.44152538e+02  2.67153298e-02
  1.54218805e+02 -1.43668699e+02  4.96731995e-01  1.54704441e+02
 -1.44167033e+02 -5.83064192e-03  1.54202601e+02 -1.43647743e+02
  4.84450549e-01  1.54712241e+02 -1.44155149e+02  3.31686988e-02
  1.54231438e+02 -1.43657946e+02  5.07581001e-01  1.54706489e+02
 -1.44177979e+02 -6.44002614e-03  1.54214447e+02 -1.43676638e+02
  5.05017293e-01  1.54708548e+02 -1.44165325e+02  2.33166179e-02
  1.54216106e+02 -1.43674595e+02  4.93638449e-01  1.54713740e+02
 -1.44161199e+02 -1.23100593e-02  1.54210913e+02 -1.43694806e+02
  4.86798994e-01  1.54706394e+02 -1.44156231e+02  1.62406204e-02
  1.54215255e+02 -1.43685441e+02  5.03815426e-01  1.54713766e+02
 -1.44194119e+02 -1.85650274e-02  1.54214988e+02 -1.43687955e+02
  4.80623765e-01  1.54689497e+02]
114 [ 1.21267706e-10 -1.03160733e-05 -2.82907118e-01  1.61505027e+04
 -1.44141298e+02  9.59728687e-03  1.54214922e+02 -1.43661159e+02
  5.07769526e-01  1.54715091e+02 -1.44158808e+02  1.37542344e-03
  1.54202599e+02 -1.43674821e+02  4.95988933e-01  1.54698950e+02
 -1.44154320e+02  2.28643421e-02  1.54228080e+02 -1.43668567e+02
  5.16018793e-01  1.54710396e+02 -1.44156024e+02  2.70827187e-02
  1.54207562e+02 -1.43673913e+02  4.97309044e-01  1.54695176e+02
 -1.44136320e+02  1.08566666e-02  1.54233613e+02 -1.43686593e+02
  4.90569261e-01  1.54702526e+02 -1.44152538e+02  2.67153298e-02
  1.54218805e+02 -1.43668699e+02  4.96731995e-01  1.54704441e+02
 -1.44167033e+02 -5.83064192e-03  1.54202601e+02 -1.43647743e+02
  4.84450549e-01  1.54712241e+02 -1.44155149e+02  3.31686988e-02
  1.54231438e+02 -1.43657946e+02  5.07581001e-01  1.54706489e+02
 -1.44177979e+02 -6.44002614e-03  1.54214447e+02 -1.43676638e+02
  5.05017293e-01  1.54708548e+02 -1.44165325e+02  2.33166179e-02
  1.54216106e+02 -1.43674595e+02  4.93638449e-01  1.54713740e+02
 -1.44161199e+02 -1.23100593e-02  1.54210913e+02 -1.43694806e+02
  4.86798994e-01  1.54706394e+02 -1.44156231e+02  1.62406204e-02
  1.54215255e+02 -1.43685441e+02  5.03815426e-01  1.54713766e+02
 -1.44194119e+02 -1.85650274e-02  1.54214988e+02 -1.43687955e+02
  4.80623765e-01  1.54689497e+02]
--- Row 116/300 row=115 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  115
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=115 ---
Niter:  0 row:  115 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0004009316980955191 0.013792644620480132 0.030308245722808554
[ 1.21165950e-10 -1.03152674e-05 -2.82906148e-01  1.61504818e+04
 -1.44151635e+02  9.95000007e-08  1.54219457e+02]
Niter:  1 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21165950e-10 -1.03152674e-05 -2.82906148e-01  1.61504818e+04
 -1.44151635e+02  9.95000007e-08  1.54219457e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Niter:  2 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Niter:  3 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Niter:  4 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Niter:  5 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Niter:  6 row:  115 ngroup:  1 nlines:  245 gd:  233
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
res:  233 0.0009310555942647625 0.013500973484042333 0.02225531845454425
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
Final values:
res:  0.0009310555942647625 0.02225531845454425
pars:  [ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
115 [ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02]
elapsed: 2.9 sec.
Niter:  0 row:  115 ngroup:  26 nlines:  6450 gd:  6450
[ 1.21104899e-10 -1.03156643e-05 -2.82908563e-01  1.61504833e+04
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02 -1.44125915e+02  9.95109404e-08
  1.54203116e+02 -1.44125915e+02  9.95109404e-08  1.54203116e+02
 -1.44125915e+02  9.95109404e-08  1.54203116e+02 -1.44125915e+02
  9.95109404e-08  1.54203116e+02]
res:  6450 0.0001426444941898808 0.014265414616602357 0.033568253853593515
[ 1.21104911e-10 -1.03156632e-05 -2.82908535e-01  1.61504817e+04
 -1.44137205e+02 -1.00957093e-03  1.54194015e+02 -1.43659971e+02
  5.02576267e-01  1.54697575e+02 -1.44177829e+02 -1.28005094e-04
  1.54181336e+02 -1.43681076e+02  4.90828885e-01  1.54668443e+02
 -1.44166770e+02  1.42936801e-02  1.54184095e+02 -1.43673877e+02
  5.08928788e-01  1.54686786e+02 -1.44148564e+02 -2.07177335e-02
  1.54186493e+02 -1.43690971e+02  4.85353066e-01  1.54673167e+02
 -1.44157910e+02  5.36545739e-04  1.54197394e+02 -1.43663784e+02
  5.11675694e-01  1.54685542e+02 -1.44146030e+02  2.33228129e-02
  1.54200387e+02 -1.43677183e+02  4.92581037e-01  1.54684845e+02
 -1.44184692e+02 -1.33009255e-02  1.54175652e+02 -1.43683155e+02
  4.75518064e-01  1.54673387e+02 -1.44147479e+02  1.50536346e-02
  1.54197259e+02 -1.43668230e+02  5.13466257e-01  1.54686200e+02
 -1.44189114e+02  1.88906739e-02  1.54179632e+02 -1.43684098e+02
  4.87683763e-01  1.54669387e+02 -1.44164476e+02 -8.42530255e-05
  1.54189858e+02 -1.43664138e+02  4.93626402e-01  1.54681332e+02
 -1.44178386e+02 -2.11592567e-02  1.54188762e+02 -1.43674126e+02
  4.93707260e-01  1.54672738e+02 -1.44186296e+02  2.25349442e-02
  1.54187391e+02 -1.43703419e+02  4.86498698e-01  1.54688050e+02
 -1.44215363e+02 -1.58862851e-02  1.54171675e+02 -1.43680561e+02
  4.79743673e-01  1.54669175e+02]
Niter:  1 row:  115 ngroup:  26 nlines:  6450 gd:  5946
[ 1.21104911e-10 -1.03156632e-05 -2.82908535e-01  1.61504817e+04
 -1.44137205e+02 -1.00957093e-03  1.54194015e+02 -1.43659971e+02
  5.02576267e-01  1.54697575e+02 -1.44177829e+02 -1.28005094e-04
  1.54181336e+02 -1.43681076e+02  4.90828885e-01  1.54668443e+02
 -1.44166770e+02  1.42936801e-02  1.54184095e+02 -1.43673877e+02
  5.08928788e-01  1.54686786e+02 -1.44148564e+02 -2.07177335e-02
  1.54186493e+02 -1.43690971e+02  4.85353066e-01  1.54673167e+02
 -1.44157910e+02  5.36545739e-04  1.54197394e+02 -1.43663784e+02
  5.11675694e-01  1.54685542e+02 -1.44146030e+02  2.33228129e-02
  1.54200387e+02 -1.43677183e+02  4.92581037e-01  1.54684845e+02
 -1.44184692e+02 -1.33009255e-02  1.54175652e+02 -1.43683155e+02
  4.75518064e-01  1.54673387e+02 -1.44147479e+02  1.50536346e-02
  1.54197259e+02 -1.43668230e+02  5.13466257e-01  1.54686200e+02
 -1.44189114e+02  1.88906739e-02  1.54179632e+02 -1.43684098e+02
  4.87683763e-01  1.54669387e+02 -1.44164476e+02 -8.42530255e-05
  1.54189858e+02 -1.43664138e+02  4.93626402e-01  1.54681332e+02
 -1.44178386e+02 -2.11592567e-02  1.54188762e+02 -1.43674126e+02
  4.93707260e-01  1.54672738e+02 -1.44186296e+02  2.25349442e-02
  1.54187391e+02 -1.43703419e+02  4.86498698e-01  1.54688050e+02
 -1.44215363e+02 -1.58862851e-02  1.54171675e+02 -1.43680561e+02
  4.79743673e-01  1.54669175e+02]
res:  5946 -0.00021397216096374905 0.014155320029203722 0.023034978988546527
[ 1.21104923e-10 -1.03156643e-05 -2.82908507e-01  1.61504801e+04
 -1.44139910e+02 -1.14231666e-02  1.54193607e+02 -1.43662317e+02
  4.85124551e-01  1.54696167e+02 -1.44191784e+02 -2.41127492e-02
  1.54171410e+02 -1.43674926e+02  4.75360324e-01  1.54672305e+02
 -1.44152375e+02 -7.97037172e-03  1.54178919e+02 -1.43673178e+02
  4.95028097e-01  1.54683192e+02 -1.44159107e+02 -2.35130116e-02
  1.54183766e+02 -1.43700206e+02  4.65414710e-01  1.54665813e+02
 -1.44169985e+02 -1.24167590e-02  1.54190446e+02 -1.43655424e+02
  5.02582393e-01  1.54687774e+02 -1.44175065e+02  5.78840539e-03
  1.54194223e+02 -1.43690023e+02  4.68756616e-01  1.54680502e+02
 -1.44181214e+02 -2.84191693e-02  1.54171159e+02 -1.43676858e+02
  4.73197157e-01  1.54666107e+02 -1.44142372e+02 -5.44480103e-03
  1.54191515e+02 -1.43680097e+02  5.03863213e-01  1.54689125e+02
 -1.44196747e+02 -1.09840230e-02  1.54182539e+02 -1.43697184e+02
  4.69034740e-01  1.54659111e+02 -1.44164465e+02 -2.82546845e-02
  1.54185887e+02 -1.43652915e+02  4.82843476e-01  1.54677086e+02
 -1.44188804e+02 -4.07088577e-02  1.54181404e+02 -1.43683427e+02
  4.72955299e-01  1.54672756e+02 -1.44174106e+02 -1.00852517e-02
  1.54180613e+02 -1.43686142e+02  4.64520445e-01  1.54682318e+02
 -1.44216837e+02 -2.34372648e-02  1.54166299e+02 -1.43685157e+02
  4.62988953e-01  1.54662472e+02]
Niter:  2 row:  115 ngroup:  26 nlines:  6450 gd:  5944
[ 1.21104923e-10 -1.03156643e-05 -2.82908507e-01  1.61504801e+04
 -1.44139910e+02 -1.14231666e-02  1.54193607e+02 -1.43662317e+02
  4.85124551e-01  1.54696167e+02 -1.44191784e+02 -2.41127492e-02
  1.54171410e+02 -1.43674926e+02  4.75360324e-01  1.54672305e+02
 -1.44152375e+02 -7.97037172e-03  1.54178919e+02 -1.43673178e+02
  4.95028097e-01  1.54683192e+02 -1.44159107e+02 -2.35130116e-02
  1.54183766e+02 -1.43700206e+02  4.65414710e-01  1.54665813e+02
 -1.44169985e+02 -1.24167590e-02  1.54190446e+02 -1.43655424e+02
  5.02582393e-01  1.54687774e+02 -1.44175065e+02  5.78840539e-03
  1.54194223e+02 -1.43690023e+02  4.68756616e-01  1.54680502e+02
 -1.44181214e+02 -2.84191693e-02  1.54171159e+02 -1.43676858e+02
  4.73197157e-01  1.54666107e+02 -1.44142372e+02 -5.44480103e-03
  1.54191515e+02 -1.43680097e+02  5.03863213e-01  1.54689125e+02
 -1.44196747e+02 -1.09840230e-02  1.54182539e+02 -1.43697184e+02
  4.69034740e-01  1.54659111e+02 -1.44164465e+02 -2.82546845e-02
  1.54185887e+02 -1.43652915e+02  4.82843476e-01  1.54677086e+02
 -1.44188804e+02 -4.07088577e-02  1.54181404e+02 -1.43683427e+02
  4.72955299e-01  1.54672756e+02 -1.44174106e+02 -1.00852517e-02
  1.54180613e+02 -1.43686142e+02  4.64520445e-01  1.54682318e+02
 -1.44216837e+02 -2.34372648e-02  1.54166299e+02 -1.43685157e+02
  4.62988953e-01  1.54662472e+02]
res:  5944 -0.00028737037246173713 0.014197487670571718 0.022980944723296304
[ 1.21104935e-10 -1.03156653e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92334027e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42226985e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
Niter:  3 row:  115 ngroup:  26 nlines:  6450 gd:  5945
[ 1.21104935e-10 -1.03156653e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92334027e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42226985e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
res:  5945 -0.0003212566316506127 0.014218638932106842 0.022991983974112448
[ 1.21116735e-10 -1.03156653e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92334027e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42226985e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
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 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
Niter:  4 row:  115 ngroup:  26 nlines:  6450 gd:  5946
[ 1.21116735e-10 -1.03156653e-05 -2.82908478e-01  1.61504784e+04
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  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42226985e-05
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  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
res:  5946 -0.0003200607570761349 0.014218945205357159 0.02300468474689113
[ 1.21116739e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
Niter:  5 row:  115 ngroup:  26 nlines:  6450 gd:  5946
[ 1.21116739e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
res:  5946 -0.00031981762458599405 0.014219618070455908 0.023004683055077607
[ 1.21116885e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
Niter:  6 row:  115 ngroup:  26 nlines:  6450 gd:  5946
[ 1.21116885e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
res:  5946 -0.000320050854497822 0.014218952032933885 0.023004684681539676
[ 1.21116740e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
Saving figure to  wave_resid_43670005_fiber115.png
Final values:
res:  -0.000320050854497822 0.023004684681539676
pars:  [ 1.21116740e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
115 [ 1.21116740e-10 -1.03156663e-05 -2.82908478e-01  1.61504784e+04
 -1.44146927e+02 -1.71376114e-02  1.54188837e+02 -1.43669307e+02
  4.79412411e-01  1.54691403e+02 -1.44203551e+02 -3.31235550e-02
  1.54166646e+02 -1.43681942e+02  4.69654124e-01  1.54667535e+02
 -1.44159386e+02 -1.67558672e-02  1.54174156e+02 -1.43675403e+02
  4.85901464e-01  1.54678432e+02 -1.44166137e+02 -2.92333968e-02
  1.54179004e+02 -1.43707214e+02  4.59719681e-01  1.54661044e+02
 -1.44176985e+02 -2.14993564e-02  1.54185684e+02 -1.43662441e+02
  4.96869941e-01  1.54683001e+02 -1.44182021e+02  8.42227012e-05
  1.54189466e+02 -1.43701817e+02  4.59844552e-01  1.54675741e+02
 -1.44188233e+02 -3.40979040e-02  1.54166395e+02 -1.43673999e+02
  4.67469331e-01  1.54661327e+02 -1.44149387e+02 -1.11453041e-02
  1.54186754e+02 -1.43687078e+02  4.95193964e-01  1.54684351e+02
 -1.44203724e+02 -1.98330144e-02  1.54177772e+02 -1.43704170e+02
  4.63347640e-01  1.54654332e+02 -1.44171488e+02 -3.39491889e-02
  1.54181121e+02 -1.43654857e+02  4.77130801e-01  1.54672325e+02
 -1.44195832e+02 -4.64218354e-02  1.54176642e+02 -1.43690455e+02
  4.61351835e-01  1.54669872e+02 -1.44170353e+02 -2.27366901e-02
  1.54175860e+02 -1.43693143e+02  4.55840617e-01  1.54677554e+02
 -1.44223820e+02 -2.91389163e-02  1.54161534e+02 -1.43692170e+02
  4.53716923e-01  1.54657706e+02]
--- Row 117/300 row=116 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  116
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=116 ---
Niter:  0 row:  116 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 -0.001061154187482316 0.012506555845902767 0.03265471064287808
[ 1.20842535e-10 -1.03146928e-05 -2.82900953e-01  1.61504567e+04
 -1.44213146e+02 -9.94999991e-08  1.54260556e+02]
Niter:  1 row:  116 ngroup:  1 nlines:  252 gd:  231
[ 1.20842535e-10 -1.03146928e-05 -2.82900953e-01  1.61504567e+04
 -1.44213146e+02 -9.94999991e-08  1.54260556e+02]
res:  231 -0.0015639016846762388 0.012726548045975505 0.020124478749800334
[ 1.20700956e-10 -1.03150487e-05 -2.82903377e-01  1.61504574e+04
 -1.44197819e+02 -9.95006169e-08  1.54233383e+02]
Niter:  2 row:  116 ngroup:  1 nlines:  252 gd:  229
[ 1.20700956e-10 -1.03150487e-05 -2.82903377e-01  1.61504574e+04
 -1.44197819e+02 -9.95006169e-08  1.54233383e+02]
res:  229 -0.0012252453834662447 0.013036149399340502 0.01944355311793061
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
Niter:  3 row:  116 ngroup:  1 nlines:  252 gd:  229
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
res:  229 -0.0012252451524545904 0.013036149487561488 0.01944355311792675
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
Niter:  4 row:  116 ngroup:  1 nlines:  252 gd:  229
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
res:  229 -0.0012252453798282659 0.013036149400249997 0.01944355311790994
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
Niter:  5 row:  116 ngroup:  1 nlines:  252 gd:  229
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
res:  229 -0.0012252453798282659 0.013036149400249997 0.01944355311790994
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
Niter:  6 row:  116 ngroup:  1 nlines:  252 gd:  229
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
res:  229 -0.0012252453798282659 0.013036149400249997 0.01944355311790994
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
Final values:
res:  -0.0012252453798282659 0.01944355311790994
pars:  [ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
116 [ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02]
elapsed: 3.0 sec.
Niter:  0 row:  116 ngroup:  26 nlines:  6478 gd:  6478
[ 1.20780700e-10 -1.03152293e-05 -2.82905331e-01  1.61504584e+04
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02 -1.44184113e+02 -9.95007537e-08
  1.54224966e+02 -1.44184113e+02 -9.95007537e-08  1.54224966e+02
 -1.44184113e+02 -9.95007537e-08  1.54224966e+02 -1.44184113e+02
 -9.95007537e-08  1.54224966e+02]
res:  6478 -7.50138278817758e-05 0.013922535971687466 0.03263174808949734
[ 1.20780712e-10 -1.03152303e-05 -2.82905302e-01  1.61504567e+04
 -1.44183900e+02 -4.07800564e-04  1.54219462e+02 -1.43671516e+02
  4.87116699e-01  1.54710858e+02 -1.44177196e+02 -6.01618574e-03
  1.54204086e+02 -1.43714000e+02  4.84717254e-01  1.54703572e+02
 -1.44181852e+02  3.70494568e-03  1.54215072e+02 -1.43658010e+02
  4.88048718e-01  1.54718558e+02 -1.44184116e+02 -1.44972434e-02
  1.54207086e+02 -1.43724061e+02  4.81474750e-01  1.54701189e+02
 -1.44196701e+02 -5.32656962e-03  1.54228833e+02 -1.43701496e+02
  5.02119741e-01  1.54711617e+02 -1.44170758e+02  1.11399045e-02
  1.54224967e+02 -1.43707456e+02  4.80893705e-01  1.54705269e+02
 -1.44171338e+02 -2.06638749e-02  1.54209199e+02 -1.43699961e+02
  4.80427377e-01  1.54698395e+02 -1.44168690e+02 -5.35786306e-03
  1.54218424e+02 -1.43719722e+02  5.17268903e-01  1.54716764e+02
 -1.44198502e+02 -1.29632452e-02  1.54213471e+02 -1.43674043e+02
  4.87646164e-01  1.54703055e+02 -1.44187436e+02  1.30975518e-02
  1.54221437e+02 -1.43674705e+02  4.96011679e-01  1.54714842e+02
 -1.44203647e+02 -1.77460267e-02  1.54197849e+02 -1.43681966e+02
  4.93222343e-01  1.54692274e+02 -1.44185866e+02 -2.20878747e-03
  1.54215156e+02 -1.43725215e+02  4.92275635e-01  1.54702370e+02
 -1.44194582e+02 -2.11726515e-03  1.54209111e+02 -1.43718490e+02
  4.79624285e-01  1.54693975e+02]
Niter:  1 row:  116 ngroup:  26 nlines:  6478 gd:  5994
[ 1.20780712e-10 -1.03152303e-05 -2.82905302e-01  1.61504567e+04
 -1.44183900e+02 -4.07800564e-04  1.54219462e+02 -1.43671516e+02
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  4.87646164e-01  1.54703055e+02 -1.44187436e+02  1.30975518e-02
  1.54221437e+02 -1.43674705e+02  4.96011679e-01  1.54714842e+02
 -1.44203647e+02 -1.77460267e-02  1.54197849e+02 -1.43681966e+02
  4.93222343e-01  1.54692274e+02 -1.44185866e+02 -2.20878747e-03
  1.54215156e+02 -1.43725215e+02  4.92275635e-01  1.54702370e+02
 -1.44194582e+02 -2.11726515e-03  1.54209111e+02 -1.43718490e+02
  4.79624285e-01  1.54693975e+02]
res:  5994 -0.0004639325397874927 0.013875088289751147 0.02223272268236916
[ 1.20780724e-10 -1.03152313e-05 -2.82905274e-01  1.61504551e+04
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 -1.44199839e+02 -1.22069892e-02  1.54206785e+02 -1.43724273e+02
  4.54603106e-01  1.54688841e+02]
Niter:  2 row:  116 ngroup:  26 nlines:  6478 gd:  5992
[ 1.20780724e-10 -1.03152313e-05 -2.82905274e-01  1.61504551e+04
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  1.54213395e+02 -1.43681232e+02  4.63007228e-01  1.54710029e+02
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 -1.44199839e+02 -1.22069892e-02  1.54206785e+02 -1.43724273e+02
  4.54603106e-01  1.54688841e+02]
res:  5992 -0.00045399074861052213 0.013868096043552214 0.02218237051143951
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 -1.44202275e+02 -1.79113893e-02  1.54202026e+02 -1.43731278e+02
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Niter:  3 row:  116 ngroup:  26 nlines:  6478 gd:  5989
[ 1.20780736e-10 -1.03152324e-05 -2.82905246e-01  1.61504535e+04
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  1.54208645e+02 -1.43688218e+02  4.54552273e-01  1.54705266e+02
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  4.59267199e-01  1.54688244e+02 -1.44194145e+02 -2.72458181e-02
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 -1.44202275e+02 -1.79113893e-02  1.54202026e+02 -1.43731278e+02
  4.42904596e-01  1.54684083e+02]
res:  5989 -0.0004317997545513208 0.013829343710312969 0.02212148506086482
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Niter:  4 row:  116 ngroup:  26 nlines:  6478 gd:  5996
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  1.54204581e+02 -1.43689671e+02  4.59616068e-01  1.54703012e+02
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  4.64292078e-01  1.54685956e+02 -1.44195992e+02 -2.21571988e-02
  1.54205015e+02 -1.43727422e+02  4.60757634e-01  1.54698749e+02
 -1.44195426e+02 -1.27759903e-02  1.54199732e+02 -1.43733078e+02
  4.47957365e-01  1.54681779e+02]
res:  5996 -0.00042254020627296995 0.013803263480440364 0.02220368448326847
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  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
Niter:  5 row:  116 ngroup:  26 nlines:  6478 gd:  5996
[ 1.20876649e-10 -1.03157010e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
res:  5996 -0.0004169926032773219 0.013803069705318194 0.022202999985559226
[ 1.20875738e-10 -1.03157010e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
Niter:  6 row:  116 ngroup:  26 nlines:  6478 gd:  5996
[ 1.20875738e-10 -1.03157010e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
res:  5996 -0.0004217047780912253 0.013802904586555087 0.022202997362880495
[ 1.20876685e-10 -1.03157013e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
Saving figure to  wave_resid_43670005_fiber116.png
Final values:
res:  -0.0004217047780912253 0.022202997362880495
pars:  [ 1.20876685e-10 -1.03157013e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
116 [ 1.20876685e-10 -1.03157013e-05 -2.82905746e-01  1.61504535e+04
 -1.44218571e+02 -1.48263990e-02  1.54201849e+02 -1.43689952e+02
  4.61341730e-01  1.54694439e+02 -1.44204006e+02 -2.79012100e-02
  1.54188433e+02 -1.43719810e+02  4.66835169e-01  1.54684299e+02
 -1.44196383e+02 -1.61446078e-02  1.54200806e+02 -1.43704532e+02
  4.71360575e-01  1.54705810e+02 -1.44211279e+02 -4.07078134e-02
  1.54192257e+02 -1.43740637e+02  4.69111127e-01  1.54689095e+02
 -1.44216346e+02 -2.98826789e-02  1.54202255e+02 -1.43708874e+02
  4.63899952e-01  1.54695943e+02 -1.44202575e+02 -2.58754352e-02
  1.54204715e+02 -1.43716670e+02  4.58871359e-01  1.54688656e+02
 -1.44208112e+02 -2.02992483e-02  1.54199480e+02 -1.43726402e+02
  4.61342361e-01  1.54681651e+02 -1.44208230e+02 -2.47978829e-02
  1.54202980e+02 -1.43735482e+02  4.66468347e-01  1.54702438e+02
 -1.44199529e+02 -2.20225261e-02  1.54192804e+02 -1.43710203e+02
  4.57095948e-01  1.54696565e+02 -1.44215047e+02 -1.07118735e-02
  1.54201383e+02 -1.43696472e+02  4.53895547e-01  1.54698117e+02
 -1.44205541e+02 -4.12004121e-02  1.54187872e+02 -1.43730818e+02
  4.58575221e-01  1.54681064e+02 -1.44207459e+02 -2.78733538e-02
  1.54200129e+02 -1.43734243e+02  4.55038795e-01  1.54693856e+02
 -1.44201730e+02 -1.85023560e-02  1.54194841e+02 -1.43739896e+02
  4.42248281e-01  1.54676889e+02]
--- Row 118/300 row=117 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  117
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=117 ---
Niter:  0 row:  117 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 0.0024039789441303583 0.013422695643384941 0.029292957495744214
[ 1.21494317e-10 -1.03166413e-05 -2.82912144e-01  1.61504925e+04
 -1.44090848e+02 -3.31312569e-13  1.54200218e+02]
Niter:  1 row:  117 ngroup:  1 nlines:  256 gd:  239
[ 1.21494317e-10 -1.03166413e-05 -2.82912144e-01  1.61504925e+04
 -1.44090848e+02 -3.31312569e-13  1.54200218e+02]
res:  239 -9.065925496543059e-05 0.01401816352699825 0.021175272401722522
[ 1.21559856e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Niter:  2 row:  117 ngroup:  1 nlines:  256 gd:  241
[ 1.21559856e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
res:  241 -3.233418556192191e-05 0.013872569503291743 0.021825387377967933
[ 1.21548076e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Niter:  3 row:  117 ngroup:  1 nlines:  256 gd:  240
[ 1.21548076e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
res:  240 -7.615591675858013e-05 0.013847896102561208 0.02150105533139314
[ 1.21539329e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Niter:  4 row:  117 ngroup:  1 nlines:  256 gd:  240
[ 1.21539329e-10 -1.03167972e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
res:  240 2.003600457101129e-06 0.01384970984145184 0.021500928265271634
[ 1.21547819e-10 -1.03168076e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Niter:  5 row:  117 ngroup:  1 nlines:  256 gd:  240
[ 1.21547819e-10 -1.03168076e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
res:  240 -3.2382464269176126e-05 0.013840799085301114 0.02150093584144151
[ 1.21540955e-10 -1.03168076e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Niter:  6 row:  117 ngroup:  1 nlines:  256 gd:  240
[ 1.21540955e-10 -1.03168076e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
res:  240 2.8881983780593146e-05 0.013853236501745414 0.021500860564936598
[ 1.21547614e-10 -1.03168159e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
Final values:
res:  2.8881983780593146e-05 0.021500860564936598
pars:  [ 1.21547614e-10 -1.03168159e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
117 [ 1.21547614e-10 -1.03168159e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02]
elapsed: 3.0 sec.
Niter:  0 row:  117 ngroup:  26 nlines:  6525 gd:  6525
[ 1.21547614e-10 -1.03168159e-05 -2.82910663e-01  1.61504923e+04
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02 -1.44127476e+02 -1.97378278e-10
  1.54201675e+02 -1.44127476e+02 -1.97378278e-10  1.54201675e+02
 -1.44127476e+02 -1.97378278e-10  1.54201675e+02 -1.44127476e+02
 -1.97378278e-10  1.54201675e+02]
res:  6525 0.0009313755836046766 0.01370723448235367 0.03121691853981268
[ 1.21547626e-10 -1.03168169e-05 -2.82910635e-01  1.61504906e+04
 -1.44116482e+02 -6.98270090e-03  1.54204344e+02 -1.43644007e+02
  4.85684147e-01  1.54702847e+02 -1.44165477e+02 -2.47748448e-03
  1.54197980e+02 -1.43638389e+02  4.91360452e-01  1.54690125e+02
 -1.44131314e+02  1.26556757e-02  1.54209518e+02 -1.43656869e+02
  5.06936585e-01  1.54700084e+02 -1.44165276e+02  1.00769890e-02
  1.54205627e+02 -1.43698206e+02  4.96553476e-01  1.54690399e+02
 -1.44165304e+02  1.77824259e-02  1.54219771e+02 -1.43681745e+02
  5.05419060e-01  1.54699479e+02 -1.44148732e+02  1.11741809e-02
  1.54208585e+02 -1.43637430e+02  4.94417178e-01  1.54699570e+02
 -1.44153624e+02 -6.44531627e-03  1.54203342e+02 -1.43698384e+02
  4.74794488e-01  1.54687437e+02 -1.44160911e+02  1.64693673e-02
  1.54219316e+02 -1.43652680e+02  5.18003027e-01  1.54707517e+02
 -1.44144426e+02  1.12170989e-03  1.54193226e+02 -1.43683655e+02
  4.88899541e-01  1.54697903e+02 -1.44141971e+02  1.57097544e-02
  1.54206261e+02 -1.43645027e+02  4.93553254e-01  1.54697546e+02
 -1.44165360e+02 -6.69818023e-03  1.54190564e+02 -1.43670977e+02
  4.95246910e-01  1.54692919e+02 -1.44185116e+02  5.51108138e-03
  1.54197382e+02 -1.43707007e+02  5.02103438e-01  1.54701257e+02
 -1.44150760e+02 -1.22652402e-02  1.54197402e+02 -1.43664799e+02
  4.63677138e-01  1.54678008e+02]
Niter:  1 row:  117 ngroup:  26 nlines:  6525 gd:  6030
[ 1.21547626e-10 -1.03168169e-05 -2.82910635e-01  1.61504906e+04
 -1.44116482e+02 -6.98270090e-03  1.54204344e+02 -1.43644007e+02
  4.85684147e-01  1.54702847e+02 -1.44165477e+02 -2.47748448e-03
  1.54197980e+02 -1.43638389e+02  4.91360452e-01  1.54690125e+02
 -1.44131314e+02  1.26556757e-02  1.54209518e+02 -1.43656869e+02
  5.06936585e-01  1.54700084e+02 -1.44165276e+02  1.00769890e-02
  1.54205627e+02 -1.43698206e+02  4.96553476e-01  1.54690399e+02
 -1.44165304e+02  1.77824259e-02  1.54219771e+02 -1.43681745e+02
  5.05419060e-01  1.54699479e+02 -1.44148732e+02  1.11741809e-02
  1.54208585e+02 -1.43637430e+02  4.94417178e-01  1.54699570e+02
 -1.44153624e+02 -6.44531627e-03  1.54203342e+02 -1.43698384e+02
  4.74794488e-01  1.54687437e+02 -1.44160911e+02  1.64693673e-02
  1.54219316e+02 -1.43652680e+02  5.18003027e-01  1.54707517e+02
 -1.44144426e+02  1.12170989e-03  1.54193226e+02 -1.43683655e+02
  4.88899541e-01  1.54697903e+02 -1.44141971e+02  1.57097544e-02
  1.54206261e+02 -1.43645027e+02  4.93553254e-01  1.54697546e+02
 -1.44165360e+02 -6.69818023e-03  1.54190564e+02 -1.43670977e+02
  4.95246910e-01  1.54692919e+02 -1.44185116e+02  5.51108138e-03
  1.54197382e+02 -1.43707007e+02  5.02103438e-01  1.54701257e+02
 -1.44150760e+02 -1.22652402e-02  1.54197402e+02 -1.43664799e+02
  4.63677138e-01  1.54678008e+02]
res:  6030 -2.015601421589963e-05 0.013472543427269557 0.021917510478958586
[ 1.21547614e-10 -1.03168179e-05 -2.82910607e-01  1.61504890e+04
 -1.44141308e+02 -1.14467587e-02  1.54194802e+02 -1.43658742e+02
  4.74040228e-01  1.54695242e+02 -1.44161917e+02 -2.14614028e-02
  1.54189047e+02 -1.43652734e+02  4.62457739e-01  1.54692346e+02
 -1.44160146e+02 -2.36197735e-03  1.54202387e+02 -1.43659436e+02
  4.95113613e-01  1.54690779e+02 -1.44168298e+02 -9.65619480e-03
  1.54203033e+02 -1.43691666e+02  4.84640938e-01  1.54679100e+02
 -1.44161640e+02  6.71587992e-03  1.54207097e+02 -1.43689538e+02
  4.83649278e-01  1.54688363e+02 -1.44158603e+02 -5.28646904e-03
  1.54206978e+02 -1.43657110e+02  4.80173058e-01  1.54695447e+02
 -1.44185909e+02 -1.87880383e-02  1.54196140e+02 -1.43703727e+02
  4.60254869e-01  1.54683545e+02 -1.44168575e+02  2.54922681e-03
  1.54213597e+02 -1.43664244e+02  4.91837585e-01  1.54693255e+02
 -1.44170015e+02 -1.74776350e-02  1.54184971e+02 -1.43682630e+02
  4.72350449e-01  1.54694141e+02 -1.44148955e+02  5.27304766e-03
  1.54196488e+02 -1.43662326e+02  4.73394401e-01  1.54697553e+02
 -1.44176744e+02 -1.60501999e-02  1.54186012e+02 -1.43691824e+02
  4.82098593e-01  1.54684919e+02 -1.44181703e+02 -1.39024161e-02
  1.54200708e+02 -1.43697857e+02  4.86467000e-01  1.54696779e+02
 -1.44173862e+02 -2.56640613e-02  1.54196236e+02 -1.43668612e+02
  4.63627359e-01  1.54672016e+02]
Niter:  2 row:  117 ngroup:  26 nlines:  6525 gd:  6023
[ 1.21547614e-10 -1.03168179e-05 -2.82910607e-01  1.61504890e+04
 -1.44141308e+02 -1.14467587e-02  1.54194802e+02 -1.43658742e+02
  4.74040228e-01  1.54695242e+02 -1.44161917e+02 -2.14614028e-02
  1.54189047e+02 -1.43652734e+02  4.62457739e-01  1.54692346e+02
 -1.44160146e+02 -2.36197735e-03  1.54202387e+02 -1.43659436e+02
  4.95113613e-01  1.54690779e+02 -1.44168298e+02 -9.65619480e-03
  1.54203033e+02 -1.43691666e+02  4.84640938e-01  1.54679100e+02
 -1.44161640e+02  6.71587992e-03  1.54207097e+02 -1.43689538e+02
  4.83649278e-01  1.54688363e+02 -1.44158603e+02 -5.28646904e-03
  1.54206978e+02 -1.43657110e+02  4.80173058e-01  1.54695447e+02
 -1.44185909e+02 -1.87880383e-02  1.54196140e+02 -1.43703727e+02
  4.60254869e-01  1.54683545e+02 -1.44168575e+02  2.54922681e-03
  1.54213597e+02 -1.43664244e+02  4.91837585e-01  1.54693255e+02
 -1.44170015e+02 -1.74776350e-02  1.54184971e+02 -1.43682630e+02
  4.72350449e-01  1.54694141e+02 -1.44148955e+02  5.27304766e-03
  1.54196488e+02 -1.43662326e+02  4.73394401e-01  1.54697553e+02
 -1.44176744e+02 -1.60501999e-02  1.54186012e+02 -1.43691824e+02
  4.82098593e-01  1.54684919e+02 -1.44181703e+02 -1.39024161e-02
  1.54200708e+02 -1.43697857e+02  4.86467000e-01  1.54696779e+02
 -1.44173862e+02 -2.56640613e-02  1.54196236e+02 -1.43668612e+02
  4.63627359e-01  1.54672016e+02]
res:  6023 -4.2404481064295396e-05 0.013509283868188504 0.021814703615354262
[ 1.21547602e-10 -1.03168190e-05 -2.82910578e-01  1.61504874e+04
 -1.44148312e+02 -1.71567543e-02  1.54188292e+02 -1.43670656e+02
  4.68341567e-01  1.54690473e+02 -1.44168948e+02 -3.01406456e-02
  1.54184283e+02 -1.43659756e+02  4.53766017e-01  1.54687575e+02
 -1.44167143e+02 -1.08658638e-02  1.54197627e+02 -1.43661695e+02
  4.89424408e-01  1.54686009e+02 -1.44175303e+02 -1.53595054e-02
  1.54198260e+02 -1.43693704e+02  4.78931828e-01  1.54674325e+02
 -1.44168630e+02 -1.84492806e-03  1.54202337e+02 -1.43696545e+02
  4.77959733e-01  1.54683598e+02 -1.44165612e+02 -1.40651970e-02
  1.54202207e+02 -1.43664116e+02  4.74459271e-01  1.54690675e+02
 -1.44192910e+02 -2.44946868e-02  1.54193038e+02 -1.43710742e+02
  4.54558205e-01  1.54680625e+02 -1.44175578e+02 -3.13643187e-03
  1.54208836e+02 -1.43675739e+02  4.86129978e-01  1.54686657e+02
 -1.44181970e+02 -2.61751354e-02  1.54180211e+02 -1.43689616e+02
  4.60552095e-01  1.54691224e+02 -1.44155940e+02 -4.42391240e-04
  1.54191717e+02 -1.43669320e+02  4.67687065e-01  1.54692784e+02
 -1.44183739e+02 -2.17505250e-02  1.54182932e+02 -1.43698834e+02
  4.73522933e-01  1.54680153e+02 -1.44188712e+02 -2.23725346e-02
  1.54195941e+02 -1.43695841e+02  4.80752318e-01  1.54692005e+02
 -1.44180865e+02 -3.13699857e-02  1.54193166e+02 -1.43670598e+02
  4.57908905e-01  1.54667242e+02]
Niter:  3 row:  117 ngroup:  26 nlines:  6525 gd:  6022
[ 1.21547602e-10 -1.03168190e-05 -2.82910578e-01  1.61504874e+04
 -1.44148312e+02 -1.71567543e-02  1.54188292e+02 -1.43670656e+02
  4.68341567e-01  1.54690473e+02 -1.44168948e+02 -3.01406456e-02
  1.54184283e+02 -1.43659756e+02  4.53766017e-01  1.54687575e+02
 -1.44167143e+02 -1.08658638e-02  1.54197627e+02 -1.43661695e+02
  4.89424408e-01  1.54686009e+02 -1.44175303e+02 -1.53595054e-02
  1.54198260e+02 -1.43693704e+02  4.78931828e-01  1.54674325e+02
 -1.44168630e+02 -1.84492806e-03  1.54202337e+02 -1.43696545e+02
  4.77959733e-01  1.54683598e+02 -1.44165612e+02 -1.40651970e-02
  1.54202207e+02 -1.43664116e+02  4.74459271e-01  1.54690675e+02
 -1.44192910e+02 -2.44946868e-02  1.54193038e+02 -1.43710742e+02
  4.54558205e-01  1.54680625e+02 -1.44175578e+02 -3.13643187e-03
  1.54208836e+02 -1.43675739e+02  4.86129978e-01  1.54686657e+02
 -1.44181970e+02 -2.61751354e-02  1.54180211e+02 -1.43689616e+02
  4.60552095e-01  1.54691224e+02 -1.44155940e+02 -4.42391240e-04
  1.54191717e+02 -1.43669320e+02  4.67687065e-01  1.54692784e+02
 -1.44183739e+02 -2.17505250e-02  1.54182932e+02 -1.43698834e+02
  4.73522933e-01  1.54680153e+02 -1.44188712e+02 -2.23725346e-02
  1.54195941e+02 -1.43695841e+02  4.80752318e-01  1.54692005e+02
 -1.44180865e+02 -3.13699857e-02  1.54193166e+02 -1.43670598e+02
  4.57908905e-01  1.54667242e+02]
res:  6022 8.414759031438734e-05 0.013410408748313785 0.021800016269698755
[ 1.21522386e-10 -1.03168190e-05 -2.82910578e-01  1.61504874e+04
 -1.44148312e+02 -1.71567543e-02  1.54188292e+02 -1.43670656e+02
  4.68341567e-01  1.54690473e+02 -1.44168948e+02 -3.01406456e-02
  1.54184283e+02 -1.43659756e+02  4.53766017e-01  1.54687575e+02
 -1.44167143e+02 -1.08658638e-02  1.54197627e+02 -1.43661695e+02
  4.89424408e-01  1.54686009e+02 -1.44175303e+02 -1.53595054e-02
  1.54198260e+02 -1.43693704e+02  4.78931828e-01  1.54674325e+02
 -1.44168630e+02 -1.84492806e-03  1.54202337e+02 -1.43696545e+02
  4.77959733e-01  1.54683598e+02 -1.44165612e+02 -1.40651970e-02
  1.54202207e+02 -1.43664116e+02  4.74459271e-01  1.54690675e+02
 -1.44192910e+02 -2.44946868e-02  1.54193038e+02 -1.43710742e+02
  4.54558205e-01  1.54680625e+02 -1.44175578e+02 -3.13643187e-03
  1.54208836e+02 -1.43675739e+02  4.86129978e-01  1.54686657e+02
 -1.44181970e+02 -2.61751354e-02  1.54180211e+02 -1.43689616e+02
  4.60552095e-01  1.54691224e+02 -1.44155940e+02 -4.42391240e-04
  1.54191717e+02 -1.43669320e+02  4.67687065e-01  1.54692784e+02
 -1.44183739e+02 -2.17505250e-02  1.54182932e+02 -1.43698834e+02
  4.73522933e-01  1.54680153e+02 -1.44188712e+02 -2.23725346e-02
  1.54195941e+02 -1.43695841e+02  4.80752318e-01  1.54692005e+02
 -1.44180865e+02 -3.13699857e-02  1.54193166e+02 -1.43670598e+02
  4.57908905e-01  1.54667242e+02]
Niter:  4 row:  117 ngroup:  26 nlines:  6525 gd:  6018
[ 1.21522386e-10 -1.03168190e-05 -2.82910578e-01  1.61504874e+04
 -1.44148312e+02 -1.71567543e-02  1.54188292e+02 -1.43670656e+02
  4.68341567e-01  1.54690473e+02 -1.44168948e+02 -3.01406456e-02
  1.54184283e+02 -1.43659756e+02  4.53766017e-01  1.54687575e+02
 -1.44167143e+02 -1.08658638e-02  1.54197627e+02 -1.43661695e+02
  4.89424408e-01  1.54686009e+02 -1.44175303e+02 -1.53595054e-02
  1.54198260e+02 -1.43693704e+02  4.78931828e-01  1.54674325e+02
 -1.44168630e+02 -1.84492806e-03  1.54202337e+02 -1.43696545e+02
  4.77959733e-01  1.54683598e+02 -1.44165612e+02 -1.40651970e-02
  1.54202207e+02 -1.43664116e+02  4.74459271e-01  1.54690675e+02
 -1.44192910e+02 -2.44946868e-02  1.54193038e+02 -1.43710742e+02
  4.54558205e-01  1.54680625e+02 -1.44175578e+02 -3.13643187e-03
  1.54208836e+02 -1.43675739e+02  4.86129978e-01  1.54686657e+02
 -1.44181970e+02 -2.61751354e-02  1.54180211e+02 -1.43689616e+02
  4.60552095e-01  1.54691224e+02 -1.44155940e+02 -4.42391240e-04
  1.54191717e+02 -1.43669320e+02  4.67687065e-01  1.54692784e+02
 -1.44183739e+02 -2.17505250e-02  1.54182932e+02 -1.43698834e+02
  4.73522933e-01  1.54680153e+02 -1.44188712e+02 -2.23725346e-02
  1.54195941e+02 -1.43695841e+02  4.80752318e-01  1.54692005e+02
 -1.44180865e+02 -3.13699857e-02  1.54193166e+02 -1.43670598e+02
  4.57908905e-01  1.54667242e+02]
res:  6018 -5.6872879213187844e-05 0.013513643560145283 0.021746626105161558
[ 1.21522374e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
Niter:  5 row:  117 ngroup:  26 nlines:  6525 gd:  6020
[ 1.21522374e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
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  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
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  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
res:  6020 9.770205906534102e-05 0.013463553657857119 0.021768185905725112
[ 1.21499933e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
Niter:  6 row:  117 ngroup:  26 nlines:  6525 gd:  6019
[ 1.21499933e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
res:  6019 9.163834874925669e-05 0.013460988806400564 0.02175628165325434
[ 1.21500858e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
Saving figure to  wave_resid_43670005_fiber117.png
Final values:
res:  9.163834874925669e-05 0.02175628165325434
pars:  [ 1.21500858e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
117 [ 1.21500858e-10 -1.03168200e-05 -2.82910550e-01  1.61504858e+04
 -1.44158438e+02 -2.28673324e-02  1.54182504e+02 -1.43676576e+02
  4.62640035e-01  1.54684725e+02 -1.44174847e+02 -4.23383311e-02
  1.54178522e+02 -1.43665670e+02  4.48066293e-01  1.54681835e+02
 -1.44173066e+02 -1.65810214e-02  1.54191855e+02 -1.43667629e+02
  4.83732174e-01  1.54680262e+02 -1.44181226e+02 -2.10673212e-02
  1.54192522e+02 -1.43699636e+02  4.73222005e-01  1.54668591e+02
 -1.44174562e+02 -7.55263151e-03  1.54196563e+02 -1.43702467e+02
  4.72271292e-01  1.54677842e+02 -1.44171526e+02 -1.97685854e-02
  1.54196467e+02 -1.43670027e+02  4.68746897e-01  1.54684935e+02
 -1.44198827e+02 -3.01993600e-02  1.54187278e+02 -1.43716655e+02
  4.48853349e-01  1.54674873e+02 -1.44181496e+02 -8.82769506e-03
  1.54203070e+02 -1.43681648e+02  4.80427244e-01  1.54680911e+02
 -1.44187890e+02 -3.18750034e-02  1.54176115e+02 -1.43695562e+02
  4.54849800e-01  1.54685500e+02 -1.44161877e+02 -6.15058338e-03
  1.54185969e+02 -1.43675247e+02  4.61977697e-01  1.54687037e+02
 -1.44189670e+02 -2.74460501e-02  1.54177166e+02 -1.43704748e+02
  4.67809376e-01  1.54674394e+02 -1.44194629e+02 -2.80855931e-02
  1.54190186e+02 -1.43701756e+02  4.75044516e-01  1.54686268e+02
 -1.44186779e+02 -3.70672210e-02  1.54187397e+02 -1.43671415e+02
  4.52198710e-01  1.54661506e+02]
--- Row 119/300 row=118 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  118
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=118 ---
Niter:  0 row:  118 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0024383532499996363 0.011679108592034027 0.02979686406670976
[ 1.20444689e-10 -1.03149906e-05 -2.82901638e-01  1.61504587e+04
 -1.44148160e+02  9.95000011e-08  1.54251775e+02]
Niter:  1 row:  118 ngroup:  1 nlines:  250 gd:  226
[ 1.20444689e-10 -1.03149906e-05 -2.82901638e-01  1.61504587e+04
 -1.44148160e+02  9.95000011e-08  1.54251775e+02]
res:  226 0.0009282336259275326 0.012116681254155992 0.018677861686462207
[ 1.20646864e-10 -1.03153909e-05 -2.82903822e-01  1.61504627e+04
 -1.44140811e+02  9.95107476e-08  1.54247831e+02]
Niter:  2 row:  118 ngroup:  1 nlines:  250 gd:  228
[ 1.20646864e-10 -1.03153909e-05 -2.82903822e-01  1.61504627e+04
 -1.44140811e+02  9.95107476e-08  1.54247831e+02]
res:  228 0.0008320809183715028 0.012118403374188347 0.019213198193171865
[ 1.20824635e-10 -1.03154661e-05 -2.82906427e-01  1.61504642e+04
 -1.44121548e+02  9.94802937e-08  1.54240452e+02]
Niter:  3 row:  118 ngroup:  1 nlines:  250 gd:  230
[ 1.20824635e-10 -1.03154661e-05 -2.82906427e-01  1.61504642e+04
 -1.44121548e+02  9.94802937e-08  1.54240452e+02]
res:  230 0.0009026493034980376 0.012296746922402235 0.01975976749979809
[ 1.20802350e-10 -1.03154661e-05 -2.82906427e-01  1.61504642e+04
 -1.44121548e+02  9.94802937e-08  1.54240452e+02]
Niter:  4 row:  118 ngroup:  1 nlines:  250 gd:  231
[ 1.20802350e-10 -1.03154661e-05 -2.82906427e-01  1.61504642e+04
 -1.44121548e+02  9.94802937e-08  1.54240452e+02]
res:  231 0.0015480105739698047 0.01219102072991518 0.02003063999990066
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
Niter:  5 row:  118 ngroup:  1 nlines:  250 gd:  231
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
res:  231 0.0015480105739698047 0.01219102072991518 0.02003063999990066
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
Niter:  6 row:  118 ngroup:  1 nlines:  250 gd:  231
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
res:  231 0.0015480105739698047 0.01219102072991518 0.02003063999990066
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
Final values:
res:  0.0015480105739698047 0.02003063999990066
pars:  [ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
118 [ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02]
elapsed: 2.9 sec.
Niter:  0 row:  118 ngroup:  26 nlines:  6571 gd:  6571
[ 1.20756194e-10 -1.03152516e-05 -2.82904654e-01  1.61504649e+04
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02 -1.44126500e+02  9.94148073e-08
  1.54258624e+02 -1.44126500e+02  9.94148073e-08  1.54258624e+02
 -1.44126500e+02  9.94148073e-08  1.54258624e+02 -1.44126500e+02
  9.94148073e-08  1.54258624e+02]
res:  6571 0.0003301898887002608 0.013910301408031955 0.03280893226884644
[ 1.20756206e-10 -1.03152527e-05 -2.82904625e-01  1.61504633e+04
 -1.44122051e+02  1.58944536e-02  1.54253559e+02 -1.43648314e+02
  4.85262095e-01  1.54744459e+02 -1.44128562e+02 -2.29545376e-03
  1.54238572e+02 -1.43643618e+02  4.90633663e-01  1.54742982e+02
 -1.44154279e+02  3.44654113e-03  1.54250454e+02 -1.43682512e+02
  5.02540130e-01  1.54741837e+02 -1.44142371e+02 -5.22853899e-03
  1.54250633e+02 -1.43660799e+02  4.93924647e-01  1.54731846e+02
 -1.44124518e+02  1.15414109e-02  1.54255607e+02 -1.43629280e+02
  5.16989507e-01  1.54748409e+02 -1.44138256e+02  3.63841417e-02
  1.54258110e+02 -1.43649009e+02  4.94953128e-01  1.54749443e+02
 -1.44151265e+02 -5.47111065e-03  1.54231794e+02 -1.43680181e+02
  4.93687873e-01  1.54729817e+02 -1.44126332e+02  1.68537765e-02
  1.54262464e+02 -1.43668349e+02  4.99952418e-01  1.54751509e+02
 -1.44148226e+02 -3.04105791e-03  1.54244396e+02 -1.43636874e+02
  5.00206189e-01  1.54748905e+02 -1.44141461e+02 -1.25933827e-03
  1.54259027e+02 -1.43639710e+02  4.90716875e-01  1.54747681e+02
 -1.44189383e+02 -1.71201093e-02  1.54240823e+02 -1.43666275e+02
  4.88961828e-01  1.54736802e+02 -1.44162786e+02 -1.04834280e-03
  1.54243434e+02 -1.43620630e+02  4.93164037e-01  1.54733691e+02
 -1.44174303e+02  8.30835883e-03  1.54239260e+02 -1.43669882e+02
  4.88048954e-01  1.54732894e+02]
Niter:  1 row:  118 ngroup:  26 nlines:  6571 gd:  6061
[ 1.20756206e-10 -1.03152527e-05 -2.82904625e-01  1.61504633e+04
 -1.44122051e+02  1.58944536e-02  1.54253559e+02 -1.43648314e+02
  4.85262095e-01  1.54744459e+02 -1.44128562e+02 -2.29545376e-03
  1.54238572e+02 -1.43643618e+02  4.90633663e-01  1.54742982e+02
 -1.44154279e+02  3.44654113e-03  1.54250454e+02 -1.43682512e+02
  5.02540130e-01  1.54741837e+02 -1.44142371e+02 -5.22853899e-03
  1.54250633e+02 -1.43660799e+02  4.93924647e-01  1.54731846e+02
 -1.44124518e+02  1.15414109e-02  1.54255607e+02 -1.43629280e+02
  5.16989507e-01  1.54748409e+02 -1.44138256e+02  3.63841417e-02
  1.54258110e+02 -1.43649009e+02  4.94953128e-01  1.54749443e+02
 -1.44151265e+02 -5.47111065e-03  1.54231794e+02 -1.43680181e+02
  4.93687873e-01  1.54729817e+02 -1.44126332e+02  1.68537765e-02
  1.54262464e+02 -1.43668349e+02  4.99952418e-01  1.54751509e+02
 -1.44148226e+02 -3.04105791e-03  1.54244396e+02 -1.43636874e+02
  5.00206189e-01  1.54748905e+02 -1.44141461e+02 -1.25933827e-03
  1.54259027e+02 -1.43639710e+02  4.90716875e-01  1.54747681e+02
 -1.44189383e+02 -1.71201093e-02  1.54240823e+02 -1.43666275e+02
  4.88961828e-01  1.54736802e+02 -1.44162786e+02 -1.04834280e-03
  1.54243434e+02 -1.43620630e+02  4.93164037e-01  1.54733691e+02
 -1.44174303e+02  8.30835883e-03  1.54239260e+02 -1.43669882e+02
  4.88048954e-01  1.54732894e+02]
res:  6061 -0.00028026864310959354 0.013909168315876741 0.02278617722018157
[ 1.20756194e-10 -1.03152537e-05 -2.82904638e-01  1.61504617e+04
 -1.44135720e+02 -1.14191519e-02  1.54248824e+02 -1.43656965e+02
  4.74236420e-01  1.54743024e+02 -1.44143942e+02 -1.37968207e-02
  1.54231849e+02 -1.43660447e+02  4.78228179e-01  1.54737005e+02
 -1.44157204e+02  2.78683458e-03  1.54250095e+02 -1.43663200e+02
  4.88993347e-01  1.54734908e+02 -1.44150748e+02 -1.41454628e-02
  1.54237644e+02 -1.43660741e+02  4.84722267e-01  1.54719997e+02
 -1.44131894e+02  4.90392840e-04  1.54250951e+02 -1.43646681e+02
  4.98947295e-01  1.54738268e+02 -1.44153373e+02  1.17300669e-02
  1.54246883e+02 -1.43646863e+02  4.80589229e-01  1.54738582e+02
 -1.44156660e+02 -1.92411181e-02  1.54228087e+02 -1.43666075e+02
  4.77438636e-01  1.54719127e+02 -1.44139358e+02 -4.88946505e-03
  1.54255103e+02 -1.43677955e+02  4.86566732e-01  1.54743871e+02
 -1.44146482e+02 -1.86862423e-02  1.54239602e+02 -1.43658858e+02
  4.77581193e-01  1.54746264e+02 -1.44151820e+02 -1.35396975e-02
  1.54252650e+02 -1.43639467e+02  4.88219050e-01  1.54744031e+02
 -1.44181491e+02 -1.99710612e-02  1.54236656e+02 -1.43672079e+02
  4.67988895e-01  1.54734230e+02 -1.44170677e+02 -5.24464670e-03
  1.54238714e+02 -1.43634468e+02  4.80480472e-01  1.54732283e+02
 -1.44175367e+02 -1.53678619e-02  1.54237419e+02 -1.43648802e+02
  4.73727440e-01  1.54733912e+02]
Niter:  2 row:  118 ngroup:  26 nlines:  6571 gd:  6061
[ 1.20756194e-10 -1.03152537e-05 -2.82904638e-01  1.61504617e+04
 -1.44135720e+02 -1.14191519e-02  1.54248824e+02 -1.43656965e+02
  4.74236420e-01  1.54743024e+02 -1.44143942e+02 -1.37968207e-02
  1.54231849e+02 -1.43660447e+02  4.78228179e-01  1.54737005e+02
 -1.44157204e+02  2.78683458e-03  1.54250095e+02 -1.43663200e+02
  4.88993347e-01  1.54734908e+02 -1.44150748e+02 -1.41454628e-02
  1.54237644e+02 -1.43660741e+02  4.84722267e-01  1.54719997e+02
 -1.44131894e+02  4.90392840e-04  1.54250951e+02 -1.43646681e+02
  4.98947295e-01  1.54738268e+02 -1.44153373e+02  1.17300669e-02
  1.54246883e+02 -1.43646863e+02  4.80589229e-01  1.54738582e+02
 -1.44156660e+02 -1.92411181e-02  1.54228087e+02 -1.43666075e+02
  4.77438636e-01  1.54719127e+02 -1.44139358e+02 -4.88946505e-03
  1.54255103e+02 -1.43677955e+02  4.86566732e-01  1.54743871e+02
 -1.44146482e+02 -1.86862423e-02  1.54239602e+02 -1.43658858e+02
  4.77581193e-01  1.54746264e+02 -1.44151820e+02 -1.35396975e-02
  1.54252650e+02 -1.43639467e+02  4.88219050e-01  1.54744031e+02
 -1.44181491e+02 -1.99710612e-02  1.54236656e+02 -1.43672079e+02
  4.67988895e-01  1.54734230e+02 -1.44170677e+02 -5.24464670e-03
  1.54238714e+02 -1.43634468e+02  4.80480472e-01  1.54732283e+02
 -1.44175367e+02 -1.53678619e-02  1.54237419e+02 -1.43648802e+02
  4.73727440e-01  1.54733912e+02]
res:  6061 -0.000221202777538565 0.01393788497443893 0.02276413212785889
[ 1.20756182e-10 -1.03152547e-05 -2.82904667e-01  1.61504618e+04
 -1.44135050e+02 -1.38754356e-02  1.54248938e+02 -1.43656290e+02
  4.74610695e-01  1.54743138e+02 -1.44143280e+02 -1.34239426e-02
  1.54231959e+02 -1.43659778e+02  4.75465457e-01  1.54737119e+02
 -1.44156541e+02  3.15700224e-03  1.54250208e+02 -1.43657246e+02
  4.89357000e-01  1.54735023e+02 -1.44150085e+02 -1.37776219e-02
  1.54237757e+02 -1.43660083e+02  4.82130821e-01  1.54720111e+02
 -1.44131224e+02  8.66480883e-04  1.54251064e+02 -1.43650689e+02
  4.95871813e-01  1.54738382e+02 -1.44152707e+02  1.20971899e-02
  1.54246998e+02 -1.43637061e+02  4.77763092e-01  1.54738696e+02
 -1.44155996e+02 -2.22251586e-02  1.54230044e+02 -1.43655776e+02
  4.77812968e-01  1.54719240e+02 -1.44138693e+02 -7.47603053e-03
  1.54255219e+02 -1.43677297e+02  4.86936863e-01  1.54743985e+02
 -1.44141242e+02 -2.40400306e-02  1.54239715e+02 -1.43658191e+02
  4.77955340e-01  1.54748119e+02 -1.44151153e+02 -1.31625406e-02
  1.54252762e+02 -1.43634358e+02  4.88591810e-01  1.54744146e+02
 -1.44180825e+02 -1.66640675e-02  1.54236769e+02 -1.43671411e+02
  4.68360373e-01  1.54736092e+02 -1.44170015e+02 -4.86785687e-03
  1.54238827e+02 -1.43633803e+02  4.80854411e-01  1.54732398e+02
 -1.44169780e+02 -1.81103459e-02  1.54237534e+02 -1.43643028e+02
  4.67777613e-01  1.54734026e+02]
Niter:  3 row:  118 ngroup:  26 nlines:  6571 gd:  6067
[ 1.20756182e-10 -1.03152547e-05 -2.82904667e-01  1.61504618e+04
 -1.44135050e+02 -1.38754356e-02  1.54248938e+02 -1.43656290e+02
  4.74610695e-01  1.54743138e+02 -1.44143280e+02 -1.34239426e-02
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 -1.44156541e+02  3.15700224e-03  1.54250208e+02 -1.43657246e+02
  4.89357000e-01  1.54735023e+02 -1.44150085e+02 -1.37776219e-02
  1.54237757e+02 -1.43660083e+02  4.82130821e-01  1.54720111e+02
 -1.44131224e+02  8.66480883e-04  1.54251064e+02 -1.43650689e+02
  4.95871813e-01  1.54738382e+02 -1.44152707e+02  1.20971899e-02
  1.54246998e+02 -1.43637061e+02  4.77763092e-01  1.54738696e+02
 -1.44155996e+02 -2.22251586e-02  1.54230044e+02 -1.43655776e+02
  4.77812968e-01  1.54719240e+02 -1.44138693e+02 -7.47603053e-03
  1.54255219e+02 -1.43677297e+02  4.86936863e-01  1.54743985e+02
 -1.44141242e+02 -2.40400306e-02  1.54239715e+02 -1.43658191e+02
  4.77955340e-01  1.54748119e+02 -1.44151153e+02 -1.31625406e-02
  1.54252762e+02 -1.43634358e+02  4.88591810e-01  1.54744146e+02
 -1.44180825e+02 -1.66640675e-02  1.54236769e+02 -1.43671411e+02
  4.68360373e-01  1.54736092e+02 -1.44170015e+02 -4.86785687e-03
  1.54238827e+02 -1.43633803e+02  4.80854411e-01  1.54732398e+02
 -1.44169780e+02 -1.81103459e-02  1.54237534e+02 -1.43643028e+02
  4.67777613e-01  1.54734026e+02]
res:  6067 -0.00027736106130760163 0.013972286997159244 0.022797645017699805
[ 1.20855788e-10 -1.03158306e-05 -2.82905800e-01  1.61504634e+04
 -1.44134380e+02 -8.72155567e-03  1.54240338e+02 -1.43656211e+02
  4.79569265e-01  1.54734560e+02 -1.44142147e+02 -8.31968911e-03
  1.54223185e+02 -1.43659054e+02  4.80451560e-01  1.54728531e+02
 -1.44155458e+02  8.31765643e-03  1.54241583e+02 -1.43652847e+02
  4.94301094e-01  1.54725292e+02 -1.44148976e+02 -1.08057273e-02
  1.54229098e+02 -1.43658369e+02  4.87240835e-01  1.54711488e+02
 -1.44130454e+02  5.92399948e-03  1.54242437e+02 -1.43649835e+02
  4.98602513e-01  1.54728723e+02 -1.44151810e+02  1.70922506e-02
  1.54238419e+02 -1.43636234e+02  4.82870473e-01  1.54730091e+02
 -1.44154890e+02 -1.91754092e-02  1.54221338e+02 -1.43654907e+02
  4.82984800e-01  1.54710571e+02 -1.44137658e+02 -2.39354978e-03
  1.54246731e+02 -1.43675795e+02  4.92008753e-01  1.54735413e+02
 -1.44139998e+02 -2.12162555e-02  1.54231084e+02 -1.43657365e+02
  4.83148404e-01  1.54739614e+02 -1.44150308e+02 -7.96422834e-03
  1.54244048e+02 -1.43633557e+02  4.93613807e-01  1.54735613e+02
 -1.44179949e+02 -1.15723518e-02  1.54228146e+02 -1.43670564e+02
  4.73542309e-01  1.54727616e+02 -1.44168834e+02  3.11057090e-04
  1.54230152e+02 -1.43632811e+02  4.84077756e-01  1.54723864e+02
 -1.44168807e+02 -1.31936259e-02  1.54229008e+02 -1.43642453e+02
  4.72779717e-01  1.54725401e+02]
Niter:  4 row:  118 ngroup:  26 nlines:  6571 gd:  6077
[ 1.20855788e-10 -1.03158306e-05 -2.82905800e-01  1.61504634e+04
 -1.44134380e+02 -8.72155567e-03  1.54240338e+02 -1.43656211e+02
  4.79569265e-01  1.54734560e+02 -1.44142147e+02 -8.31968911e-03
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 -1.44155458e+02  8.31765643e-03  1.54241583e+02 -1.43652847e+02
  4.94301094e-01  1.54725292e+02 -1.44148976e+02 -1.08057273e-02
  1.54229098e+02 -1.43658369e+02  4.87240835e-01  1.54711488e+02
 -1.44130454e+02  5.92399948e-03  1.54242437e+02 -1.43649835e+02
  4.98602513e-01  1.54728723e+02 -1.44151810e+02  1.70922506e-02
  1.54238419e+02 -1.43636234e+02  4.82870473e-01  1.54730091e+02
 -1.44154890e+02 -1.91754092e-02  1.54221338e+02 -1.43654907e+02
  4.82984800e-01  1.54710571e+02 -1.44137658e+02 -2.39354978e-03
  1.54246731e+02 -1.43675795e+02  4.92008753e-01  1.54735413e+02
 -1.44139998e+02 -2.12162555e-02  1.54231084e+02 -1.43657365e+02
  4.83148404e-01  1.54739614e+02 -1.44150308e+02 -7.96422834e-03
  1.54244048e+02 -1.43633557e+02  4.93613807e-01  1.54735613e+02
 -1.44179949e+02 -1.15723518e-02  1.54228146e+02 -1.43670564e+02
  4.73542309e-01  1.54727616e+02 -1.44168834e+02  3.11057090e-04
  1.54230152e+02 -1.43632811e+02  4.84077756e-01  1.54723864e+02
 -1.44168807e+02 -1.31936259e-02  1.54229008e+02 -1.43642453e+02
  4.72779717e-01  1.54725401e+02]
res:  6077 -0.0001991028602787992 0.014071428988245316 0.022915148544327385
[ 1.20855776e-10 -1.03158316e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
Niter:  5 row:  118 ngroup:  26 nlines:  6571 gd:  6076
[ 1.20855776e-10 -1.03158316e-05 -2.82905795e-01  1.61504618e+04
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 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
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  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
res:  6076 -0.00017007889437081758 0.014070788714889204 0.02290294487242672
[ 1.20850907e-10 -1.03158316e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
Niter:  6 row:  118 ngroup:  26 nlines:  6571 gd:  6076
[ 1.20850907e-10 -1.03158316e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
res:  6076 -0.00018565613572718576 0.014086820983720827 0.022902877126134587
[ 1.20855898e-10 -1.03158367e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
Saving figure to  wave_resid_43670005_fiber118.png
Final values:
res:  -0.00018565613572718576 0.022902877126134587
pars:  [ 1.20855898e-10 -1.03158367e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
118 [ 1.20855898e-10 -1.03158367e-05 -2.82905795e-01  1.61504618e+04
 -1.44145732e+02 -1.45895109e-02  1.54237698e+02 -1.43662368e+02
  4.73725598e-01  1.54730070e+02 -1.44148506e+02 -1.41675088e-02
  1.54218702e+02 -1.43665371e+02  4.74615774e-01  1.54724041e+02
 -1.44161774e+02  2.46155424e-03  1.54238865e+02 -1.43657811e+02
  4.88468999e-01  1.54720196e+02 -1.44155334e+02 -2.07294325e-02
  1.54224617e+02 -1.43664806e+02  4.81387136e-01  1.54707009e+02
 -1.44136816e+02  8.12542141e-05  1.54237962e+02 -1.43656164e+02
  4.91679672e-01  1.54721945e+02 -1.44158156e+02  1.12584909e-02
  1.54233928e+02 -1.43642587e+02  4.77010852e-01  1.54725599e+02
 -1.44161281e+02 -2.59665069e-02  1.54216865e+02 -1.43661239e+02
  4.77121031e-01  1.54706095e+02 -1.44144031e+02 -8.24794653e-03
  1.54244100e+02 -1.43682134e+02  4.86152560e-01  1.54730934e+02
 -1.44146425e+02 -2.80635065e-02  1.54226601e+02 -1.43663706e+02
  4.77279786e-01  1.54735138e+02 -1.44156650e+02 -1.38298347e-02
  1.54239564e+02 -1.43639909e+02  4.87771475e-01  1.54731135e+02
 -1.44186243e+02 -1.74255745e-02  1.54223655e+02 -1.43676896e+02
  4.67676183e-01  1.54721406e+02 -1.44175210e+02 -8.40834935e-03
  1.54225665e+02 -1.43643859e+02  4.74592990e-01  1.54719378e+02
 -1.44175163e+02 -1.90141592e-02  1.54224517e+02 -1.43648722e+02
  4.66933570e-01  1.54720922e+02]
--- Row 120/300 row=119 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  119
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=119 ---
Niter:  0 row:  119 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0017831274362833938 0.014464074640272884 0.03279821833053121
[ 1.21423484e-10 -1.03147279e-05 -2.82906014e-01  1.61503921e+04
 -1.44154727e+02 -9.94999979e-08  1.54244486e+02]
Niter:  1 row:  119 ngroup:  1 nlines:  251 gd:  230
[ 1.21423484e-10 -1.03147279e-05 -2.82906014e-01  1.61503921e+04
 -1.44154727e+02 -9.94999979e-08  1.54244486e+02]
res:  230 -0.0009011285947053693 0.013678171006176854 0.02416739718768452
[ 1.21292385e-10 -1.03154349e-05 -2.82905478e-01  1.61503984e+04
 -1.44148704e+02  9.90024998e-08  1.54251022e+02]
Niter:  2 row:  119 ngroup:  1 nlines:  251 gd:  230
[ 1.21292385e-10 -1.03154349e-05 -2.82905478e-01  1.61503984e+04
 -1.44148704e+02  9.90024998e-08  1.54251022e+02]
res:  230 -0.0004793922144017415 0.014224645366994082 0.02405633000305446
[ 1.21384853e-10 -1.03156802e-05 -2.82907465e-01  1.61504003e+04
 -1.44132311e+02  9.89119867e-08  1.54246834e+02]
Niter:  3 row:  119 ngroup:  1 nlines:  251 gd:  231
[ 1.21384853e-10 -1.03156802e-05 -2.82907465e-01  1.61504003e+04
 -1.44132311e+02  9.89119867e-08  1.54246834e+02]
res:  231 -0.0008024026301427511 0.014291080511611653 0.02433904136183836
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
Niter:  4 row:  119 ngroup:  1 nlines:  251 gd:  231
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
res:  231 -0.0008024026301427511 0.014291080511611653 0.02433904136183836
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
Niter:  5 row:  119 ngroup:  1 nlines:  251 gd:  231
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
res:  231 -0.0008024026301427511 0.014291080511611653 0.02433904136183836
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
Niter:  6 row:  119 ngroup:  1 nlines:  251 gd:  231
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
res:  231 -0.0008024026301427511 0.014291080511611653 0.02433904136183836
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
Final values:
res:  -0.0008024026301427511 0.02433904136183836
pars:  [ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
119 [ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02]
elapsed: 3.0 sec.
Niter:  0 row:  119 ngroup:  26 nlines:  6406 gd:  6406
[ 1.21330136e-10 -1.03156716e-05 -2.82906568e-01  1.61504012e+04
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02 -1.44133459e+02  9.88576649e-08
  1.54253808e+02 -1.44133459e+02  9.88576649e-08  1.54253808e+02
 -1.44133459e+02  9.88576649e-08  1.54253808e+02 -1.44133459e+02
  9.88576649e-08  1.54253808e+02]
res:  6406 0.0013334641471374198 0.014820051357673947 0.03520743948557834
[ 1.21330123e-10 -1.03156726e-05 -2.82906539e-01  1.61503996e+04
 -1.44131924e+02  2.56458503e-02  1.54245340e+02 -1.43616294e+02
  5.17740649e-01  1.54747946e+02 -1.44150020e+02  1.68978915e-02
  1.54240447e+02 -1.43637133e+02  5.05171803e-01  1.54741363e+02
 -1.44129388e+02  2.75609206e-02  1.54252096e+02 -1.43608478e+02
  5.00240689e-01  1.54753026e+02 -1.44143035e+02  1.23628848e-03
  1.54242812e+02 -1.43630378e+02  5.02706435e-01  1.54736659e+02
 -1.44119707e+02  2.96076705e-02  1.54239895e+02 -1.43630980e+02
  5.13918433e-01  1.54742220e+02 -1.44112278e+02  3.04432174e-02
  1.54261149e+02 -1.43623283e+02  4.96437197e-01  1.54731456e+02
 -1.44150427e+02 -4.76775445e-03  1.54239459e+02 -1.43643534e+02
  4.78613615e-01  1.54743172e+02 -1.44131833e+02  2.76863588e-02
  1.54258710e+02 -1.43635462e+02  5.16204214e-01  1.54745578e+02
 -1.44155857e+02 -2.13908234e-03  1.54245002e+02 -1.43631516e+02
  4.98686531e-01  1.54736912e+02 -1.44120696e+02 -1.51974949e-03
  1.54245657e+02 -1.43634721e+02  5.00547382e-01  1.54742946e+02
 -1.44129228e+02 -6.53285101e-03  1.54232846e+02 -1.43635565e+02
  5.12649513e-01  1.54740450e+02 -1.44150632e+02  1.57589736e-02
  1.54249735e+02 -1.43637937e+02  4.79325151e-01  1.54742329e+02
 -1.44139665e+02 -1.09531234e-02  1.54229372e+02 -1.43653718e+02
  5.03732286e-01  1.54729353e+02]
Niter:  1 row:  119 ngroup:  26 nlines:  6406 gd:  5901
[ 1.21330123e-10 -1.03156726e-05 -2.82906539e-01  1.61503996e+04
 -1.44131924e+02  2.56458503e-02  1.54245340e+02 -1.43616294e+02
  5.17740649e-01  1.54747946e+02 -1.44150020e+02  1.68978915e-02
  1.54240447e+02 -1.43637133e+02  5.05171803e-01  1.54741363e+02
 -1.44129388e+02  2.75609206e-02  1.54252096e+02 -1.43608478e+02
  5.00240689e-01  1.54753026e+02 -1.44143035e+02  1.23628848e-03
  1.54242812e+02 -1.43630378e+02  5.02706435e-01  1.54736659e+02
 -1.44119707e+02  2.96076705e-02  1.54239895e+02 -1.43630980e+02
  5.13918433e-01  1.54742220e+02 -1.44112278e+02  3.04432174e-02
  1.54261149e+02 -1.43623283e+02  4.96437197e-01  1.54731456e+02
 -1.44150427e+02 -4.76775445e-03  1.54239459e+02 -1.43643534e+02
  4.78613615e-01  1.54743172e+02 -1.44131833e+02  2.76863588e-02
  1.54258710e+02 -1.43635462e+02  5.16204214e-01  1.54745578e+02
 -1.44155857e+02 -2.13908234e-03  1.54245002e+02 -1.43631516e+02
  4.98686531e-01  1.54736912e+02 -1.44120696e+02 -1.51974949e-03
  1.54245657e+02 -1.43634721e+02  5.00547382e-01  1.54742946e+02
 -1.44129228e+02 -6.53285101e-03  1.54232846e+02 -1.43635565e+02
  5.12649513e-01  1.54740450e+02 -1.44150632e+02  1.57589736e-02
  1.54249735e+02 -1.43637937e+02  4.79325151e-01  1.54742329e+02
 -1.44139665e+02 -1.09531234e-02  1.54229372e+02 -1.43653718e+02
  5.03732286e-01  1.54729353e+02]
res:  5901 -0.0005882609257241711 0.015000175865679921 0.02443372167246606
[ 1.21330111e-10 -1.03156737e-05 -2.82906568e-01  1.61504012e+04
 -1.44133496e+02  1.03939882e-02  1.54251918e+02 -1.43611802e+02
  4.95681193e-01  1.54752841e+02 -1.44137220e+02  4.89044769e-04
  1.54246213e+02 -1.43640770e+02  4.93522609e-01  1.54744024e+02
 -1.44119141e+02 -2.24751995e-03  1.54250904e+02 -1.43614042e+02
  4.88713737e-01  1.54754603e+02 -1.44134581e+02  3.34934046e-03
  1.54247050e+02 -1.43646477e+02  4.96217804e-01  1.54739097e+02
 -1.44130567e+02  1.79252090e-02  1.54243545e+02 -1.43642212e+02
  4.93282906e-01  1.54740325e+02 -1.44121508e+02  1.47128782e-02
  1.54259292e+02 -1.43609945e+02  4.93948417e-01  1.54736122e+02
 -1.44135038e+02  2.57344144e-04  1.54244277e+02 -1.43641392e+02
  4.64399762e-01  1.54748156e+02 -1.44130467e+02  2.90289053e-02
  1.54264192e+02 -1.43636129e+02  4.92607257e-01  1.54748546e+02
 -1.44144932e+02 -7.73245928e-03  1.54245170e+02 -1.43630813e+02
  4.94628335e-01  1.54742451e+02 -1.44118456e+02  9.26444985e-03
  1.54248182e+02 -1.43633546e+02  4.84152104e-01  1.54743994e+02
 -1.44142483e+02 -1.99252080e-03  1.54240664e+02 -1.43638708e+02
  5.02554319e-01  1.54744889e+02 -1.44150239e+02 -7.82160412e-03
  1.54252142e+02 -1.43658935e+02  4.96529700e-01  1.54749469e+02
 -1.44159046e+02 -2.23835587e-02  1.54231600e+02 -1.43652089e+02
  4.82534408e-01  1.54731593e+02]
Niter:  2 row:  119 ngroup:  26 nlines:  6406 gd:  5918
[ 1.21330111e-10 -1.03156737e-05 -2.82906568e-01  1.61504012e+04
 -1.44133496e+02  1.03939882e-02  1.54251918e+02 -1.43611802e+02
  4.95681193e-01  1.54752841e+02 -1.44137220e+02  4.89044769e-04
  1.54246213e+02 -1.43640770e+02  4.93522609e-01  1.54744024e+02
 -1.44119141e+02 -2.24751995e-03  1.54250904e+02 -1.43614042e+02
  4.88713737e-01  1.54754603e+02 -1.44134581e+02  3.34934046e-03
  1.54247050e+02 -1.43646477e+02  4.96217804e-01  1.54739097e+02
 -1.44130567e+02  1.79252090e-02  1.54243545e+02 -1.43642212e+02
  4.93282906e-01  1.54740325e+02 -1.44121508e+02  1.47128782e-02
  1.54259292e+02 -1.43609945e+02  4.93948417e-01  1.54736122e+02
 -1.44135038e+02  2.57344144e-04  1.54244277e+02 -1.43641392e+02
  4.64399762e-01  1.54748156e+02 -1.44130467e+02  2.90289053e-02
  1.54264192e+02 -1.43636129e+02  4.92607257e-01  1.54748546e+02
 -1.44144932e+02 -7.73245928e-03  1.54245170e+02 -1.43630813e+02
  4.94628335e-01  1.54742451e+02 -1.44118456e+02  9.26444985e-03
  1.54248182e+02 -1.43633546e+02  4.84152104e-01  1.54743994e+02
 -1.44142483e+02 -1.99252080e-03  1.54240664e+02 -1.43638708e+02
  5.02554319e-01  1.54744889e+02 -1.44150239e+02 -7.82160412e-03
  1.54252142e+02 -1.43658935e+02  4.96529700e-01  1.54749469e+02
 -1.44159046e+02 -2.23835587e-02  1.54231600e+02 -1.43652089e+02
  4.82534408e-01  1.54731593e+02]
res:  5918 -0.000499439441227878 0.015002813895989675 0.024624887409386932
[ 1.21330099e-10 -1.03156747e-05 -2.82906596e-01  1.61504029e+04
 -1.44126529e+02  9.09024863e-03  1.54256649e+02 -1.43599792e+02
  5.01381549e-01  1.54759598e+02 -1.44130253e+02  6.17999973e-03
  1.54252930e+02 -1.43633785e+02  4.95905691e-01  1.54748747e+02
 -1.44106985e+02  3.44326747e-03  1.54257577e+02 -1.43607095e+02
  4.94409122e-01  1.54759330e+02 -1.44127593e+02  1.22937051e-02
  1.54253589e+02 -1.43639496e+02  4.98593561e-01  1.54743833e+02
 -1.44123593e+02  2.04164541e-02  1.54248282e+02 -1.43635241e+02
  4.98973488e-01  1.54745058e+02 -1.44114547e+02  1.66321718e-02
  1.54264027e+02 -1.43602952e+02  4.99637462e-01  1.54742863e+02
 -1.44128067e+02  5.95477187e-03  1.54249013e+02 -1.43634406e+02
  4.70094036e-01  1.54752877e+02 -1.44123488e+02  3.47138715e-02
  1.54270770e+02 -1.43629155e+02  4.98293473e-01  1.54753272e+02
 -1.44132851e+02 -2.02802820e-03  1.54249903e+02 -1.43618318e+02
  5.00340773e-01  1.54749072e+02 -1.44106330e+02  1.80200694e-02
  1.54252906e+02 -1.43626591e+02  4.85942641e-01  1.54750784e+02
 -1.44135523e+02  7.00110115e-03  1.54245395e+02 -1.43626439e+02
  5.04987719e-01  1.54749621e+02 -1.44143266e+02 -2.11564579e-03
  1.54258836e+02 -1.43651977e+02  5.12448147e-01  1.54754196e+02
 -1.44152075e+02 -1.66666003e-02  1.54236335e+02 -1.43645129e+02
  4.74713693e-01  1.54736325e+02]
Niter:  3 row:  119 ngroup:  26 nlines:  6406 gd:  5920
[ 1.21330099e-10 -1.03156747e-05 -2.82906596e-01  1.61504029e+04
 -1.44126529e+02  9.09024863e-03  1.54256649e+02 -1.43599792e+02
  5.01381549e-01  1.54759598e+02 -1.44130253e+02  6.17999973e-03
  1.54252930e+02 -1.43633785e+02  4.95905691e-01  1.54748747e+02
 -1.44106985e+02  3.44326747e-03  1.54257577e+02 -1.43607095e+02
  4.94409122e-01  1.54759330e+02 -1.44127593e+02  1.22937051e-02
  1.54253589e+02 -1.43639496e+02  4.98593561e-01  1.54743833e+02
 -1.44123593e+02  2.04164541e-02  1.54248282e+02 -1.43635241e+02
  4.98973488e-01  1.54745058e+02 -1.44114547e+02  1.66321718e-02
  1.54264027e+02 -1.43602952e+02  4.99637462e-01  1.54742863e+02
 -1.44128067e+02  5.95477187e-03  1.54249013e+02 -1.43634406e+02
  4.70094036e-01  1.54752877e+02 -1.44123488e+02  3.47138715e-02
  1.54270770e+02 -1.43629155e+02  4.98293473e-01  1.54753272e+02
 -1.44132851e+02 -2.02802820e-03  1.54249903e+02 -1.43618318e+02
  5.00340773e-01  1.54749072e+02 -1.44106330e+02  1.80200694e-02
  1.54252906e+02 -1.43626591e+02  4.85942641e-01  1.54750784e+02
 -1.44135523e+02  7.00110115e-03  1.54245395e+02 -1.43626439e+02
  5.04987719e-01  1.54749621e+02 -1.44143266e+02 -2.11564579e-03
  1.54258836e+02 -1.43651977e+02  5.12448147e-01  1.54754196e+02
 -1.44152075e+02 -1.66666003e-02  1.54236335e+02 -1.43645129e+02
  4.74713693e-01  1.54736325e+02]
res:  5920 -0.0001850636990639032 0.014840769073998672 0.024630182042116568
[ 1.21257038e-10 -1.03156747e-05 -2.82906596e-01  1.61504029e+04
 -1.44126529e+02  9.09024863e-03  1.54256649e+02 -1.43599792e+02
  5.01381549e-01  1.54759598e+02 -1.44130253e+02  6.17999973e-03
  1.54252930e+02 -1.43633785e+02  4.95905691e-01  1.54748747e+02
 -1.44106985e+02  3.44326747e-03  1.54257577e+02 -1.43607095e+02
  4.94409122e-01  1.54759330e+02 -1.44127593e+02  1.22937051e-02
  1.54253589e+02 -1.43639496e+02  4.98593561e-01  1.54743833e+02
 -1.44123593e+02  2.04164541e-02  1.54248282e+02 -1.43635241e+02
  4.98973488e-01  1.54745058e+02 -1.44114547e+02  1.66321718e-02
  1.54264027e+02 -1.43602952e+02  4.99637462e-01  1.54742863e+02
 -1.44128067e+02  5.95477187e-03  1.54249013e+02 -1.43634406e+02
  4.70094036e-01  1.54752877e+02 -1.44123488e+02  3.47138715e-02
  1.54270770e+02 -1.43629155e+02  4.98293473e-01  1.54753272e+02
 -1.44132851e+02 -2.02802820e-03  1.54249903e+02 -1.43618318e+02
  5.00340773e-01  1.54749072e+02 -1.44106330e+02  1.80200694e-02
  1.54252906e+02 -1.43626591e+02  4.85942641e-01  1.54750784e+02
 -1.44135523e+02  7.00110115e-03  1.54245395e+02 -1.43626439e+02
  5.04987719e-01  1.54749621e+02 -1.44143266e+02 -2.11564579e-03
  1.54258836e+02 -1.43651977e+02  5.12448147e-01  1.54754196e+02
 -1.44152075e+02 -1.66666003e-02  1.54236335e+02 -1.43645129e+02
  4.74713693e-01  1.54736325e+02]
Niter:  4 row:  119 ngroup:  26 nlines:  6406 gd:  5909
[ 1.21257038e-10 -1.03156747e-05 -2.82906596e-01  1.61504029e+04
 -1.44126529e+02  9.09024863e-03  1.54256649e+02 -1.43599792e+02
  5.01381549e-01  1.54759598e+02 -1.44130253e+02  6.17999973e-03
  1.54252930e+02 -1.43633785e+02  4.95905691e-01  1.54748747e+02
 -1.44106985e+02  3.44326747e-03  1.54257577e+02 -1.43607095e+02
  4.94409122e-01  1.54759330e+02 -1.44127593e+02  1.22937051e-02
  1.54253589e+02 -1.43639496e+02  4.98593561e-01  1.54743833e+02
 -1.44123593e+02  2.04164541e-02  1.54248282e+02 -1.43635241e+02
  4.98973488e-01  1.54745058e+02 -1.44114547e+02  1.66321718e-02
  1.54264027e+02 -1.43602952e+02  4.99637462e-01  1.54742863e+02
 -1.44128067e+02  5.95477187e-03  1.54249013e+02 -1.43634406e+02
  4.70094036e-01  1.54752877e+02 -1.44123488e+02  3.47138715e-02
  1.54270770e+02 -1.43629155e+02  4.98293473e-01  1.54753272e+02
 -1.44132851e+02 -2.02802820e-03  1.54249903e+02 -1.43618318e+02
  5.00340773e-01  1.54749072e+02 -1.44106330e+02  1.80200694e-02
  1.54252906e+02 -1.43626591e+02  4.85942641e-01  1.54750784e+02
 -1.44135523e+02  7.00110115e-03  1.54245395e+02 -1.43626439e+02
  5.04987719e-01  1.54749621e+02 -1.44143266e+02 -2.11564579e-03
  1.54258836e+02 -1.43651977e+02  5.12448147e-01  1.54754196e+02
 -1.44152075e+02 -1.66666003e-02  1.54236335e+02 -1.43645129e+02
  4.74713693e-01  1.54736325e+02]
res:  5909 -0.00048781302848510677 0.014910725056324736 0.024472066537483714
[ 1.21257026e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
Niter:  5 row:  119 ngroup:  26 nlines:  6406 gd:  5913
[ 1.21257026e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
res:  5913 -0.00033927093136298936 0.014868548365484457 0.024516413936017695
[ 1.21209881e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
Niter:  6 row:  119 ngroup:  26 nlines:  6406 gd:  5909
[ 1.21209881e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
res:  5909 -0.0003165074886055663 0.014879854607897869 0.02446315358732439
[ 1.21206869e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
Saving figure to  wave_resid_43670005_fiber119.png
Final values:
res:  -0.0003165074886055663 0.02446315358732439
pars:  [ 1.21206869e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
119 [ 1.21206869e-10 -1.03156757e-05 -2.82906624e-01  1.61504045e+04
 -1.44116410e+02  1.14192571e-02  1.54260349e+02 -1.43589647e+02
  5.07069819e-01  1.54761470e+02 -1.44120161e+02  1.18661668e-02
  1.54254782e+02 -1.43623561e+02  5.01576698e-01  1.54750514e+02
 -1.44096652e+02  1.78428393e-03  1.54259402e+02 -1.43597104e+02
  5.00102044e-01  1.54761145e+02 -1.44117371e+02  1.79688564e-02
  1.54257355e+02 -1.43629325e+02  5.04289825e-01  1.54747660e+02
 -1.44113426e+02  2.26467690e-02  1.54250191e+02 -1.43630366e+02
  5.04656703e-01  1.54749030e+02 -1.44114732e+02  2.23385708e-02
  1.54265935e+02 -1.43592693e+02  5.05329340e-01  1.54744759e+02
 -1.44117921e+02  1.16550451e-02  1.54250928e+02 -1.43624177e+02
  4.75778037e-01  1.54754638e+02 -1.44113277e+02  4.03916245e-02
  1.54272669e+02 -1.43619028e+02  5.03967728e-01  1.54755073e+02
 -1.44122851e+02  3.67556817e-03  1.54251776e+02 -1.43608239e+02
  5.06058754e-01  1.54750872e+02 -1.44096277e+02  2.37156734e-02
  1.54256719e+02 -1.43616559e+02  4.88220924e-01  1.54752546e+02
 -1.44125459e+02  1.26833208e-02  1.54247265e+02 -1.43616450e+02
  5.10677781e-01  1.54751471e+02 -1.44133155e+02  3.58678952e-03
  1.54260740e+02 -1.43641929e+02  5.21362858e-01  1.54756005e+02
 -1.44141945e+02 -1.09564943e-02  1.54238222e+02 -1.43635088e+02
  4.76742226e-01  1.54738197e+02]
--- Row 121/300 row=120 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  120
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=120 ---
Niter:  0 row:  120 ngroup:  1 nlines:  231 gd:  231
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  231 0.0002778198140731547 0.013316179401954287 0.031369328869032265
[ 1.21340734e-10 -1.03142529e-05 -2.82910271e-01  1.61505761e+04
 -1.44078128e+02 -9.95000017e-08  1.54262988e+02]
Niter:  1 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21340734e-10 -1.03142529e-05 -2.82910271e-01  1.61505761e+04
 -1.44078128e+02 -9.95000017e-08  1.54262988e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Niter:  2 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Niter:  3 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Niter:  4 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Niter:  5 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Niter:  6 row:  120 ngroup:  1 nlines:  231 gd:  220
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
res:  220 -0.0003058647762372857 0.013033054769039154 0.02396202369281444
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
Final values:
res:  -0.0003058647762372857 0.02396202369281444
pars:  [ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
120 [ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02]
elapsed: 2.9 sec.
Niter:  0 row:  120 ngroup:  26 nlines:  5529 gd:  5529
[ 1.21275508e-10 -1.03148183e-05 -2.82909192e-01  1.61505793e+04
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02 -1.44091987e+02 -9.94999764e-08
  1.54271958e+02 -1.44091987e+02 -9.94999764e-08  1.54271958e+02
 -1.44091987e+02 -9.94999764e-08  1.54271958e+02 -1.44091987e+02
 -9.94999764e-08  1.54271958e+02]
res:  5529 -0.0009920863885781728 0.01501231916154211 0.03619840735863139
[ 1.21275520e-10 -1.03148193e-05 -2.82909164e-01  1.61505777e+04
 -1.44088526e+02  4.89306698e-03  1.54263667e+02 -1.43594200e+02
  4.90148144e-01  1.54754657e+02 -1.44148913e+02 -1.74237982e-02
  1.54251709e+02 -1.43610745e+02  4.79515098e-01  1.54737107e+02
 -1.44126785e+02 -5.04423570e-03  1.54261659e+02 -1.43616904e+02
  4.64914946e-01  1.54736180e+02 -1.44122876e+02  8.66564968e-03
  1.54259543e+02 -1.43562456e+02  4.55830057e-01  1.54723780e+02
 -1.44099995e+02  1.80566268e-02  1.54254149e+02 -1.43581392e+02
  5.11514490e-01  1.54753269e+02 -1.44076750e+02  1.88718745e-02
  1.54261733e+02 -1.43614868e+02  5.07009260e-01  1.54739255e+02
 -1.44127949e+02 -6.61208707e-03  1.54239962e+02 -1.43626026e+02
  4.55280556e-01  1.54738994e+02 -1.44126700e+02 -1.93376449e-02
  1.54267352e+02 -1.43616211e+02  5.29278807e-01  1.54756585e+02
 -1.44140323e+02 -2.32028517e-02  1.54238538e+02 -1.43638103e+02
  4.95161731e-01  1.54740347e+02 -1.44114272e+02  4.48981802e-04
  1.54270830e+02 -1.43608687e+02  4.68955345e-01  1.54733527e+02
 -1.44131555e+02 -2.70665851e-02  1.54247988e+02 -1.43591536e+02
  4.80598837e-01  1.54728016e+02 -1.44124725e+02 -1.01134525e-02
  1.54275142e+02 -1.43601327e+02  4.71005786e-01  1.54742570e+02
 -1.44189500e+02 -2.60529860e-02  1.54252780e+02 -1.43639829e+02
  4.45854989e-01  1.54736331e+02]
Niter:  1 row:  120 ngroup:  26 nlines:  5529 gd:  5084
[ 1.21275520e-10 -1.03148193e-05 -2.82909164e-01  1.61505777e+04
 -1.44088526e+02  4.89306698e-03  1.54263667e+02 -1.43594200e+02
  4.90148144e-01  1.54754657e+02 -1.44148913e+02 -1.74237982e-02
  1.54251709e+02 -1.43610745e+02  4.79515098e-01  1.54737107e+02
 -1.44126785e+02 -5.04423570e-03  1.54261659e+02 -1.43616904e+02
  4.64914946e-01  1.54736180e+02 -1.44122876e+02  8.66564968e-03
  1.54259543e+02 -1.43562456e+02  4.55830057e-01  1.54723780e+02
 -1.44099995e+02  1.80566268e-02  1.54254149e+02 -1.43581392e+02
  5.11514490e-01  1.54753269e+02 -1.44076750e+02  1.88718745e-02
  1.54261733e+02 -1.43614868e+02  5.07009260e-01  1.54739255e+02
 -1.44127949e+02 -6.61208707e-03  1.54239962e+02 -1.43626026e+02
  4.55280556e-01  1.54738994e+02 -1.44126700e+02 -1.93376449e-02
  1.54267352e+02 -1.43616211e+02  5.29278807e-01  1.54756585e+02
 -1.44140323e+02 -2.32028517e-02  1.54238538e+02 -1.43638103e+02
  4.95161731e-01  1.54740347e+02 -1.44114272e+02  4.48981802e-04
  1.54270830e+02 -1.43608687e+02  4.68955345e-01  1.54733527e+02
 -1.44131555e+02 -2.70665851e-02  1.54247988e+02 -1.43591536e+02
  4.80598837e-01  1.54728016e+02 -1.44124725e+02 -1.01134525e-02
  1.54275142e+02 -1.43601327e+02  4.71005786e-01  1.54742570e+02
 -1.44189500e+02 -2.60529860e-02  1.54252780e+02 -1.43639829e+02
  4.45854989e-01  1.54736331e+02]
res:  5084 -0.0002983017730002757 0.014871120489260647 0.024743274764125925
[ 1.21275508e-10 -1.03148204e-05 -2.82909192e-01  1.61505793e+04
 -1.44092025e+02 -1.37032276e-06  1.54273832e+02 -1.43586008e+02
  4.96563548e-01  1.54759027e+02 -1.44101559e+02 -8.51658950e-03
  1.54255616e+02 -1.43608921e+02  4.91023215e-01  1.54739001e+02
 -1.44105410e+02  6.19722561e-03  1.54269106e+02 -1.43582969e+02
  4.73027448e-01  1.54741121e+02 -1.44088334e+02  1.84629513e-02
  1.54263655e+02 -1.43593236e+02  4.69034465e-01  1.54739023e+02
 -1.44087512e+02  2.85021028e-02  1.54259040e+02 -1.43560698e+02
  5.23410407e-01  1.54758427e+02 -1.44078411e+02  1.67804452e-02
  1.54266523e+02 -1.43608496e+02  5.01135035e-01  1.54746396e+02
 -1.44114617e+02 -1.00910687e-02  1.54262812e+02 -1.43617873e+02
  4.67115361e-01  1.54748836e+02 -1.44122419e+02 -9.33729331e-04
  1.54276117e+02 -1.43608202e+02  4.87754135e-01  1.54757118e+02
 -1.44112724e+02 -8.64052179e-03  1.54251188e+02 -1.43628514e+02
  5.20035161e-01  1.54745080e+02 -1.44114209e+02  2.92453713e-03
  1.54268272e+02 -1.43599743e+02  4.86730965e-01  1.54746304e+02
 -1.44135231e+02 -1.05666124e-02  1.54257388e+02 -1.43600620e+02
  4.93527550e-01  1.54743725e+02 -1.44102374e+02  6.52681152e-03
  1.54278318e+02 -1.43592905e+02  4.90146338e-01  1.54758685e+02
 -1.44163618e+02 -1.79323648e-02  1.54250656e+02 -1.43606913e+02
  4.69993219e-01  1.54735929e+02]
Niter:  2 row:  120 ngroup:  26 nlines:  5529 gd:  5074
[ 1.21275508e-10 -1.03148204e-05 -2.82909192e-01  1.61505793e+04
 -1.44092025e+02 -1.37032276e-06  1.54273832e+02 -1.43586008e+02
  4.96563548e-01  1.54759027e+02 -1.44101559e+02 -8.51658950e-03
  1.54255616e+02 -1.43608921e+02  4.91023215e-01  1.54739001e+02
 -1.44105410e+02  6.19722561e-03  1.54269106e+02 -1.43582969e+02
  4.73027448e-01  1.54741121e+02 -1.44088334e+02  1.84629513e-02
  1.54263655e+02 -1.43593236e+02  4.69034465e-01  1.54739023e+02
 -1.44087512e+02  2.85021028e-02  1.54259040e+02 -1.43560698e+02
  5.23410407e-01  1.54758427e+02 -1.44078411e+02  1.67804452e-02
  1.54266523e+02 -1.43608496e+02  5.01135035e-01  1.54746396e+02
 -1.44114617e+02 -1.00910687e-02  1.54262812e+02 -1.43617873e+02
  4.67115361e-01  1.54748836e+02 -1.44122419e+02 -9.33729331e-04
  1.54276117e+02 -1.43608202e+02  4.87754135e-01  1.54757118e+02
 -1.44112724e+02 -8.64052179e-03  1.54251188e+02 -1.43628514e+02
  5.20035161e-01  1.54745080e+02 -1.44114209e+02  2.92453713e-03
  1.54268272e+02 -1.43599743e+02  4.86730965e-01  1.54746304e+02
 -1.44135231e+02 -1.05666124e-02  1.54257388e+02 -1.43600620e+02
  4.93527550e-01  1.54743725e+02 -1.44102374e+02  6.52681152e-03
  1.54278318e+02 -1.43592905e+02  4.90146338e-01  1.54758685e+02
 -1.44163618e+02 -1.79323648e-02  1.54250656e+02 -1.43606913e+02
  4.69993219e-01  1.54735929e+02]
res:  5074 -0.00030043927472434007 0.014846632146145566 0.02456067364858076
[ 1.21275496e-10 -1.03148214e-05 -2.82909221e-01  1.61505809e+04
 -1.44085061e+02  5.68966581e-03  1.54278560e+02 -1.43579051e+02
  5.02243624e-01  1.54761906e+02 -1.44094599e+02 -2.78179596e-03
  1.54260337e+02 -1.43601932e+02  4.96706465e-01  1.54741656e+02
 -1.44093093e+02  1.19165461e-02  1.54273830e+02 -1.43575980e+02
  4.78714104e-01  1.54745846e+02 -1.44081359e+02  2.41798520e-02
  1.54268376e+02 -1.43591761e+02  4.74721812e-01  1.54745926e+02
 -1.44080551e+02  3.41975845e-02  1.54263767e+02 -1.43553709e+02
  5.29117700e-01  1.54763153e+02 -1.44081419e+02  2.24963389e-02
  1.54271256e+02 -1.43601552e+02  5.03088591e-01  1.54751123e+02
 -1.44107621e+02 -4.40601314e-03  1.54267519e+02 -1.43610896e+02
  4.72817659e-01  1.54753570e+02 -1.44115493e+02  9.73424823e-03
  1.54280844e+02 -1.43601292e+02  4.93445638e-01  1.54761830e+02
 -1.44092318e+02 -2.95930351e-03  1.54255906e+02 -1.43621579e+02
  5.25699881e-01  1.54749794e+02 -1.44107227e+02  8.63819928e-03
  1.54272999e+02 -1.43592758e+02  4.92411131e-01  1.54753164e+02
 -1.44128251e+02  3.79153053e-04  1.54262110e+02 -1.43593628e+02
  4.99203417e-01  1.54748447e+02 -1.44090118e+02  1.22542740e-02
  1.54283045e+02 -1.43585943e+02  5.01434163e-01  1.54763395e+02
 -1.44150687e+02 -1.21919248e-02  1.54246570e+02 -1.43588343e+02
  4.75646458e-01  1.54740648e+02]
Niter:  3 row:  120 ngroup:  26 nlines:  5529 gd:  5073
[ 1.21275496e-10 -1.03148214e-05 -2.82909221e-01  1.61505809e+04
 -1.44085061e+02  5.68966581e-03  1.54278560e+02 -1.43579051e+02
  5.02243624e-01  1.54761906e+02 -1.44094599e+02 -2.78179596e-03
  1.54260337e+02 -1.43601932e+02  4.96706465e-01  1.54741656e+02
 -1.44093093e+02  1.19165461e-02  1.54273830e+02 -1.43575980e+02
  4.78714104e-01  1.54745846e+02 -1.44081359e+02  2.41798520e-02
  1.54268376e+02 -1.43591761e+02  4.74721812e-01  1.54745926e+02
 -1.44080551e+02  3.41975845e-02  1.54263767e+02 -1.43553709e+02
  5.29117700e-01  1.54763153e+02 -1.44081419e+02  2.24963389e-02
  1.54271256e+02 -1.43601552e+02  5.03088591e-01  1.54751123e+02
 -1.44107621e+02 -4.40601314e-03  1.54267519e+02 -1.43610896e+02
  4.72817659e-01  1.54753570e+02 -1.44115493e+02  9.73424823e-03
  1.54280844e+02 -1.43601292e+02  4.93445638e-01  1.54761830e+02
 -1.44092318e+02 -2.95930351e-03  1.54255906e+02 -1.43621579e+02
  5.25699881e-01  1.54749794e+02 -1.44107227e+02  8.63819928e-03
  1.54272999e+02 -1.43592758e+02  4.92411131e-01  1.54753164e+02
 -1.44128251e+02  3.79153053e-04  1.54262110e+02 -1.43593628e+02
  4.99203417e-01  1.54748447e+02 -1.44090118e+02  1.22542740e-02
  1.54283045e+02 -1.43585943e+02  5.01434163e-01  1.54763395e+02
 -1.44150687e+02 -1.21919248e-02  1.54246570e+02 -1.43588343e+02
  4.75646458e-01  1.54740648e+02]
res:  5073 -0.000141745840664953 0.014901586137057166 0.02453977295884352
[ 1.21241172e-10 -1.03148214e-05 -2.82909221e-01  1.61505809e+04
 -1.44085061e+02  5.68966581e-03  1.54278560e+02 -1.43579051e+02
  5.02243624e-01  1.54761906e+02 -1.44094599e+02 -2.78179596e-03
  1.54260337e+02 -1.43601932e+02  4.96706465e-01  1.54741656e+02
 -1.44093093e+02  1.19165461e-02  1.54273830e+02 -1.43575980e+02
  4.78714104e-01  1.54745846e+02 -1.44081359e+02  2.41798520e-02
  1.54268376e+02 -1.43591761e+02  4.74721812e-01  1.54745926e+02
 -1.44080551e+02  3.41975845e-02  1.54263767e+02 -1.43553709e+02
  5.29117700e-01  1.54763153e+02 -1.44081419e+02  2.24963389e-02
  1.54271256e+02 -1.43601552e+02  5.03088591e-01  1.54751123e+02
 -1.44107621e+02 -4.40601314e-03  1.54267519e+02 -1.43610896e+02
  4.72817659e-01  1.54753570e+02 -1.44115493e+02  9.73424823e-03
  1.54280844e+02 -1.43601292e+02  4.93445638e-01  1.54761830e+02
 -1.44092318e+02 -2.95930351e-03  1.54255906e+02 -1.43621579e+02
  5.25699881e-01  1.54749794e+02 -1.44107227e+02  8.63819928e-03
  1.54272999e+02 -1.43592758e+02  4.92411131e-01  1.54753164e+02
 -1.44128251e+02  3.79153053e-04  1.54262110e+02 -1.43593628e+02
  4.99203417e-01  1.54748447e+02 -1.44090118e+02  1.22542740e-02
  1.54283045e+02 -1.43585943e+02  5.01434163e-01  1.54763395e+02
 -1.44150687e+02 -1.21919248e-02  1.54246570e+02 -1.43588343e+02
  4.75646458e-01  1.54740648e+02]
Niter:  4 row:  120 ngroup:  26 nlines:  5529 gd:  5079
[ 1.21241172e-10 -1.03148214e-05 -2.82909221e-01  1.61505809e+04
 -1.44085061e+02  5.68966581e-03  1.54278560e+02 -1.43579051e+02
  5.02243624e-01  1.54761906e+02 -1.44094599e+02 -2.78179596e-03
  1.54260337e+02 -1.43601932e+02  4.96706465e-01  1.54741656e+02
 -1.44093093e+02  1.19165461e-02  1.54273830e+02 -1.43575980e+02
  4.78714104e-01  1.54745846e+02 -1.44081359e+02  2.41798520e-02
  1.54268376e+02 -1.43591761e+02  4.74721812e-01  1.54745926e+02
 -1.44080551e+02  3.41975845e-02  1.54263767e+02 -1.43553709e+02
  5.29117700e-01  1.54763153e+02 -1.44081419e+02  2.24963389e-02
  1.54271256e+02 -1.43601552e+02  5.03088591e-01  1.54751123e+02
 -1.44107621e+02 -4.40601314e-03  1.54267519e+02 -1.43610896e+02
  4.72817659e-01  1.54753570e+02 -1.44115493e+02  9.73424823e-03
  1.54280844e+02 -1.43601292e+02  4.93445638e-01  1.54761830e+02
 -1.44092318e+02 -2.95930351e-03  1.54255906e+02 -1.43621579e+02
  5.25699881e-01  1.54749794e+02 -1.44107227e+02  8.63819928e-03
  1.54272999e+02 -1.43592758e+02  4.92411131e-01  1.54753164e+02
 -1.44128251e+02  3.79153053e-04  1.54262110e+02 -1.43593628e+02
  4.99203417e-01  1.54748447e+02 -1.44090118e+02  1.22542740e-02
  1.54283045e+02 -1.43585943e+02  5.01434163e-01  1.54763395e+02
 -1.44150687e+02 -1.21919248e-02  1.54246570e+02 -1.43588343e+02
  4.75646458e-01  1.54740648e+02]
res:  5079 -0.00033436596640967764 0.014847153548544156 0.024624581627973603
[ 1.21241159e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
Niter:  5 row:  120 ngroup:  26 nlines:  5529 gd:  5078
[ 1.21241159e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
res:  5078 -0.0002158181887352839 0.014892726849211613 0.02460694735942281
[ 1.21216111e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
Niter:  6 row:  120 ngroup:  26 nlines:  5529 gd:  5079
[ 1.21216111e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
res:  5079 -0.00020653412502724677 0.014891705772242858 0.0246220669750513
[ 1.21215372e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
Saving figure to  wave_resid_43670005_fiber120.png
Final values:
res:  -0.00020653412502724677 0.0246220669750513
pars:  [ 1.21215372e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
120 [ 1.21215372e-10 -1.03148224e-05 -2.82909249e-01  1.61505825e+04
 -1.44076621e+02  1.13856644e-02  1.54281915e+02 -1.43570632e+02
  5.07928999e-01  1.54765270e+02 -1.44086183e+02  2.95683321e-03
  1.54263651e+02 -1.43593388e+02  5.02388091e-01  1.54744927e+02
 -1.44089909e+02  1.76344568e-02  1.54277169e+02 -1.43567457e+02
  4.84411263e-01  1.54749186e+02 -1.44072874e+02  2.98917156e-02
  1.54271702e+02 -1.43583196e+02  4.80415898e-01  1.54751325e+02
 -1.44072130e+02  3.98948714e-02  1.54267115e+02 -1.43545189e+02
  5.34823037e-01  1.54766507e+02 -1.44073002e+02  2.82139802e-02
  1.54274637e+02 -1.43593191e+02  5.08764083e-01  1.54754478e+02
 -1.44099080e+02  1.28669417e-03  1.54270773e+02 -1.43602408e+02
  4.78503195e-01  1.54756956e+02 -1.44112948e+02  2.03170775e-02
  1.54284185e+02 -1.43593043e+02  4.99141292e-01  1.54765106e+02
 -1.44077900e+02  2.72608686e-03  1.54259209e+02 -1.43613244e+02
  5.31358984e-01  1.54753063e+02 -1.44098698e+02  1.43539086e-02
  1.54276352e+02 -1.43584238e+02  4.98083651e-01  1.54756532e+02
 -1.44125395e+02  6.09556137e-03  1.54265429e+02 -1.43585080e+02
  5.04881115e-01  1.54751771e+02 -1.44086900e+02  1.79704663e-02
  1.54286399e+02 -1.43577506e+02  5.07123587e-01  1.54766645e+02
 -1.44142282e+02 -6.44476072e-03  1.54249954e+02 -1.43579760e+02
  4.81301574e-01  1.54743949e+02]
--- Row 122/300 row=121 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  121
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=121 ---
Niter:  0 row:  121 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.0008395435825150344 0.013536350880713144 0.032370833665245104
[ 1.20950954e-10 -1.03146168e-05 -2.82900677e-01  1.61505824e+04
 -1.44162408e+02 -9.95000009e-08  1.54308944e+02]
Niter:  1 row:  121 ngroup:  1 nlines:  248 gd:  222
[ 1.20950954e-10 -1.03146168e-05 -2.82900677e-01  1.61505824e+04
 -1.44162408e+02 -9.95000009e-08  1.54308944e+02]
res:  222 -0.0009431899834453361 0.013016032417908718 0.02004568605509775
[ 1.20407022e-10 -1.03140845e-05 -2.82897759e-01  1.61505858e+04
 -1.44137275e+02 -9.94999218e-08  1.54330136e+02]
Niter:  2 row:  121 ngroup:  1 nlines:  248 gd:  224
[ 1.20407022e-10 -1.03140845e-05 -2.82897759e-01  1.61505858e+04
 -1.44137275e+02 -9.94999218e-08  1.54330136e+02]
res:  224 -0.00124650607813237 0.013248307211142674 0.02065098785381014
[ 1.20501946e-10 -1.03138932e-05 -2.82900127e-01  1.61505867e+04
 -1.44108887e+02 -9.94991551e-08  1.54323588e+02]
Niter:  3 row:  121 ngroup:  1 nlines:  248 gd:  223
[ 1.20501946e-10 -1.03138932e-05 -2.82900127e-01  1.61505867e+04
 -1.44108887e+02 -9.94991551e-08  1.54323588e+02]
res:  223 -0.0015560911579086678 0.013448849899759807 0.020253863462731538
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
Niter:  4 row:  121 ngroup:  1 nlines:  248 gd:  223
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
res:  223 -0.0015560911579086678 0.013448849899759807 0.020253863462731538
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
Niter:  5 row:  121 ngroup:  1 nlines:  248 gd:  223
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
res:  223 -0.0015560911579086678 0.013448849899759807 0.020253863462731538
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
Niter:  6 row:  121 ngroup:  1 nlines:  248 gd:  223
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
res:  223 -0.0015560911579086678 0.013448849899759807 0.020253863462731538
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
Final values:
res:  -0.0015560911579086678 0.020253863462731538
pars:  [ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
121 [ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02]
elapsed: 2.9 sec.
Niter:  0 row:  121 ngroup:  26 nlines:  5798 gd:  5798
[ 1.20654228e-10 -1.03139376e-05 -2.82902408e-01  1.61505878e+04
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02 -1.44092321e+02 -9.94994950e-08
  1.54316697e+02 -1.44092321e+02 -9.94994950e-08  1.54316697e+02
 -1.44092321e+02 -9.94994950e-08  1.54316697e+02 -1.44092321e+02
 -9.94994950e-08  1.54316697e+02]
res:  5798 -0.0004086159897269681 0.016037810950365383 0.03768785930857533
[ 1.20654240e-10 -1.03139386e-05 -2.82902379e-01  1.61505862e+04
 -1.44107687e+02  1.40621369e-02  1.54307877e+02 -1.43604844e+02
  5.23266718e-01  1.54807598e+02 -1.44097212e+02  1.63604371e-02
  1.54304461e+02 -1.43655791e+02  4.89530161e-01  1.54803051e+02
 -1.44117253e+02  1.31728329e-02  1.54311831e+02 -1.43609127e+02
  4.77439389e-01  1.54793542e+02 -1.44081960e+02 -1.42428416e-02
  1.54309740e+02 -1.43618524e+02  4.99543765e-01  1.54798398e+02
 -1.44106901e+02  2.17406461e-03  1.54314105e+02 -1.43604216e+02
  5.16377063e-01  1.54803333e+02 -1.44113008e+02  1.89134614e-02
  1.54314953e+02 -1.43636214e+02  5.23592954e-01  1.54800596e+02
 -1.44121139e+02 -7.61205232e-03  1.54301972e+02 -1.43621306e+02
  4.76203156e-01  1.54786461e+02 -1.44091632e+02  1.76972652e-02
  1.54312964e+02 -1.43621278e+02  4.97480388e-01  1.54808216e+02
 -1.44138223e+02 -4.60747571e-03  1.54306988e+02 -1.43644557e+02
  5.02092621e-01  1.54811925e+02 -1.44085836e+02 -1.68211183e-04
  1.54321373e+02 -1.43646499e+02  4.90089331e-01  1.54809386e+02
 -1.44190245e+02 -6.48643665e-03  1.54304464e+02 -1.43658606e+02
  4.77587434e-01  1.54785996e+02 -1.44133494e+02  1.64531054e-02
  1.54301428e+02 -1.43661313e+02  4.93495360e-01  1.54808892e+02
 -1.44136896e+02 -1.77228676e-02  1.54300844e+02 -1.43615590e+02
  4.98362712e-01  1.54797131e+02]
Niter:  1 row:  121 ngroup:  26 nlines:  5798 gd:  5351
[ 1.20654240e-10 -1.03139386e-05 -2.82902379e-01  1.61505862e+04
 -1.44107687e+02  1.40621369e-02  1.54307877e+02 -1.43604844e+02
  5.23266718e-01  1.54807598e+02 -1.44097212e+02  1.63604371e-02
  1.54304461e+02 -1.43655791e+02  4.89530161e-01  1.54803051e+02
 -1.44117253e+02  1.31728329e-02  1.54311831e+02 -1.43609127e+02
  4.77439389e-01  1.54793542e+02 -1.44081960e+02 -1.42428416e-02
  1.54309740e+02 -1.43618524e+02  4.99543765e-01  1.54798398e+02
 -1.44106901e+02  2.17406461e-03  1.54314105e+02 -1.43604216e+02
  5.16377063e-01  1.54803333e+02 -1.44113008e+02  1.89134614e-02
  1.54314953e+02 -1.43636214e+02  5.23592954e-01  1.54800596e+02
 -1.44121139e+02 -7.61205232e-03  1.54301972e+02 -1.43621306e+02
  4.76203156e-01  1.54786461e+02 -1.44091632e+02  1.76972652e-02
  1.54312964e+02 -1.43621278e+02  4.97480388e-01  1.54808216e+02
 -1.44138223e+02 -4.60747571e-03  1.54306988e+02 -1.43644557e+02
  5.02092621e-01  1.54811925e+02 -1.44085836e+02 -1.68211183e-04
  1.54321373e+02 -1.43646499e+02  4.90089331e-01  1.54809386e+02
 -1.44190245e+02 -6.48643665e-03  1.54304464e+02 -1.43658606e+02
  4.77587434e-01  1.54785996e+02 -1.44133494e+02  1.64531054e-02
  1.54301428e+02 -1.43661313e+02  4.93495360e-01  1.54808892e+02
 -1.44136896e+02 -1.77228676e-02  1.54300844e+02 -1.43615590e+02
  4.98362712e-01  1.54797131e+02]
res:  5351 -9.688343743619043e-05 0.016036570366850356 0.026281746454261064
[ 1.20654228e-10 -1.03139396e-05 -2.82902408e-01  1.61505878e+04
 -1.44087552e+02  4.10653989e-03  1.54312820e+02 -1.43614129e+02
  5.07454236e-01  1.54807955e+02 -1.44084566e+02  1.87133180e-02
  1.54311039e+02 -1.43620842e+02  4.80686807e-01  1.54803440e+02
 -1.44121648e+02  1.41693838e-03  1.54316425e+02 -1.43591825e+02
  5.03303156e-01  1.54807704e+02 -1.44089291e+02  9.97003456e-03
  1.54313833e+02 -1.43627594e+02  4.96792741e-01  1.54807036e+02
 -1.44100843e+02  4.24099310e-03  1.54316410e+02 -1.43591697e+02
  5.07067618e-01  1.54808790e+02 -1.44105277e+02  1.65700529e-02
  1.54324236e+02 -1.43621102e+02  5.30047801e-01  1.54807304e+02
 -1.44127778e+02  1.36427948e-02  1.54311502e+02 -1.43633765e+02
  4.86595862e-01  1.54799625e+02 -1.44116093e+02  2.25040316e-02
  1.54323801e+02 -1.43613701e+02  4.90024328e-01  1.54810527e+02
 -1.44131454e+02  1.09850953e-02  1.54311581e+02 -1.43639625e+02
  4.94634106e-01  1.54811313e+02 -1.44087886e+02  9.29664326e-03
  1.54329791e+02 -1.43597200e+02  4.94384258e-01  1.54809351e+02
 -1.44159456e+02  1.00463377e-02  1.54306093e+02 -1.43644441e+02
  4.95618899e-01  1.54789902e+02 -1.44138616e+02  5.57389630e-03
  1.54311598e+02 -1.43632743e+02  4.99186343e-01  1.54814260e+02
 -1.44135889e+02 -2.55789552e-02  1.54313952e+02 -1.43615376e+02
  5.09359545e-01  1.54806823e+02]
Niter:  2 row:  121 ngroup:  26 nlines:  5798 gd:  5353
[ 1.20654228e-10 -1.03139396e-05 -2.82902408e-01  1.61505878e+04
 -1.44087552e+02  4.10653989e-03  1.54312820e+02 -1.43614129e+02
  5.07454236e-01  1.54807955e+02 -1.44084566e+02  1.87133180e-02
  1.54311039e+02 -1.43620842e+02  4.80686807e-01  1.54803440e+02
 -1.44121648e+02  1.41693838e-03  1.54316425e+02 -1.43591825e+02
  5.03303156e-01  1.54807704e+02 -1.44089291e+02  9.97003456e-03
  1.54313833e+02 -1.43627594e+02  4.96792741e-01  1.54807036e+02
 -1.44100843e+02  4.24099310e-03  1.54316410e+02 -1.43591697e+02
  5.07067618e-01  1.54808790e+02 -1.44105277e+02  1.65700529e-02
  1.54324236e+02 -1.43621102e+02  5.30047801e-01  1.54807304e+02
 -1.44127778e+02  1.36427948e-02  1.54311502e+02 -1.43633765e+02
  4.86595862e-01  1.54799625e+02 -1.44116093e+02  2.25040316e-02
  1.54323801e+02 -1.43613701e+02  4.90024328e-01  1.54810527e+02
 -1.44131454e+02  1.09850953e-02  1.54311581e+02 -1.43639625e+02
  4.94634106e-01  1.54811313e+02 -1.44087886e+02  9.29664326e-03
  1.54329791e+02 -1.43597200e+02  4.94384258e-01  1.54809351e+02
 -1.44159456e+02  1.00463377e-02  1.54306093e+02 -1.43644441e+02
  4.95618899e-01  1.54789902e+02 -1.44138616e+02  5.57389630e-03
  1.54311598e+02 -1.43632743e+02  4.99186343e-01  1.54814260e+02
 -1.44135889e+02 -2.55789552e-02  1.54313952e+02 -1.43615376e+02
  5.09359545e-01  1.54806823e+02]
res:  5353 -9.564256197336363e-05 0.01602586934950523 0.02625408763654023
[ 1.20654216e-10 -1.03139407e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078142e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410554e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390171e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
Niter:  3 row:  121 ngroup:  26 nlines:  5798 gd:  5350
[ 1.20654216e-10 -1.03139407e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078142e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410554e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390171e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
res:  5350 -0.00011226795504626352 0.016004075288947206 0.026206629827449986
[ 1.20650399e-10 -1.03139407e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078142e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410554e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390171e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
Niter:  4 row:  121 ngroup:  26 nlines:  5798 gd:  5350
[ 1.20650399e-10 -1.03139407e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078142e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410554e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390171e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
res:  5350 -0.00010615378050715663 0.016002712340196013 0.026206517192601513
[ 1.20650399e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
Niter:  5 row:  121 ngroup:  26 nlines:  5798 gd:  5350
[ 1.20650399e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
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 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
res:  5350 -0.00010657158418325707 0.01600358313680772 0.026206518868161967
[ 1.20650562e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
Niter:  6 row:  121 ngroup:  26 nlines:  5798 gd:  5350
[ 1.20650562e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
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 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
res:  5350 -0.00010614457460178528 0.016002712845875067 0.026206517013467975
[ 1.20650400e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
Saving figure to  wave_resid_43670005_fiber121.png
Final values:
res:  -0.00010614457460178528 0.026206517013467975
pars:  [ 1.20650400e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
121 [ 1.20650400e-10 -1.03139417e-05 -2.82902436e-01  1.61505894e+04
 -1.44080564e+02  2.69407826e-03  1.54317545e+02 -1.43607177e+02
  5.09078140e-01  1.54808533e+02 -1.44077587e+02  2.43727714e-02
  1.54317988e+02 -1.43608138e+02  4.86404681e-01  1.54808161e+02
 -1.44114682e+02 -8.21617422e-03  1.54321152e+02 -1.43572262e+02
  5.08997356e-01  1.54819099e+02 -1.44082336e+02  2.16136170e-02
  1.54318559e+02 -1.43620572e+02  5.02471629e-01  1.54811757e+02
 -1.44093877e+02  9.96410553e-03  1.54321140e+02 -1.43584708e+02
  5.02198190e-01  1.54813523e+02 -1.44098312e+02  1.54390156e-02
  1.54328968e+02 -1.43614143e+02  5.32379735e-01  1.54812043e+02
 -1.44120802e+02  1.93006990e-02  1.54318422e+02 -1.43626758e+02
  4.92277990e-01  1.54806723e+02 -1.44121984e+02  2.81924696e-02
  1.54328517e+02 -1.43606694e+02  4.95710244e-01  1.54815256e+02
 -1.44124480e+02  2.12110561e-02  1.54316317e+02 -1.43632635e+02
  4.95175032e-01  1.54813843e+02 -1.44092606e+02  1.50087472e-02
  1.54336689e+02 -1.43584731e+02  5.00078979e-01  1.54814084e+02
 -1.44152476e+02  1.57419416e-02  1.54310807e+02 -1.43637457e+02
  5.06816915e-01  1.54792485e+02 -1.44137390e+02  1.12563430e-02
  1.54320780e+02 -1.43625774e+02  5.04886534e-01  1.54818996e+02
 -1.44128923e+02 -1.98864226e-02  1.54318670e+02 -1.43608417e+02
  5.15039547e-01  1.54811540e+02]
--- Row 123/300 row=122 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  122
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=122 ---
Niter:  0 row:  122 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 0.0014683868548672763 0.014733596945006866 0.030901251527325525
[ 1.21061259e-10 -1.03147222e-05 -2.82907107e-01  1.61505948e+04
 -1.44131632e+02 -9.94999997e-08  1.54266397e+02]
Niter:  1 row:  122 ngroup:  1 nlines:  236 gd:  220
[ 1.21061259e-10 -1.03147222e-05 -2.82907107e-01  1.61505948e+04
 -1.44131632e+02 -9.94999997e-08  1.54266397e+02]
res:  220 0.00024273991857626243 0.015003535284449754 0.02318404436353301
[ 1.21311193e-10 -1.03139161e-05 -2.82912072e-01  1.61505993e+04
 -1.44060276e+02 -9.94999130e-08  1.54264860e+02]
Niter:  2 row:  122 ngroup:  1 nlines:  236 gd:  222
[ 1.21311193e-10 -1.03139161e-05 -2.82912072e-01  1.61505993e+04
 -1.44060276e+02 -9.94999130e-08  1.54264860e+02]
res:  222 -0.0005897752080272767 0.015367800840067503 0.02375872206378868
[ 1.21412456e-10 -1.03139861e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
Niter:  3 row:  122 ngroup:  1 nlines:  236 gd:  223
[ 1.21412456e-10 -1.03139861e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
res:  223 -0.0005194014347580378 0.01519242446829594 0.024107406655309006
[ 1.21379161e-10 -1.03139861e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
Niter:  4 row:  122 ngroup:  1 nlines:  236 gd:  223
[ 1.21379161e-10 -1.03139861e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
res:  223 -0.0004945636119373376 0.01521942476665572 0.0241068960715468
[ 1.21396793e-10 -1.03140311e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
Niter:  5 row:  122 ngroup:  1 nlines:  236 gd:  223
[ 1.21396793e-10 -1.03140311e-05 -2.82913458e-01  1.61506012e+04
 -1.44046579e+02 -9.94998564e-08  1.54263888e+02]
res:  223 -0.00033945735685847467 0.015227070026412548 0.02410633808646763
[ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02]
Niter:  6 row:  122 ngroup:  1 nlines:  236 gd:  223
[ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02]
res:  223 -0.00033945735685847467 0.015227070026412548 0.02410633808646763
[ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02]
Final values:
res:  -0.00033945735685847467 0.02410633808646763
pars:  [ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02]
122 [ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02]
elapsed: 3.0 sec.
Niter:  0 row:  122 ngroup:  26 nlines:  5614 gd:  5614
[ 1.21411075e-10 -1.03140728e-05 -2.82913705e-01  1.61506012e+04
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02 -1.44045889e+02 -9.94876566e-08
  1.54262863e+02 -1.44045889e+02 -9.94876566e-08  1.54262863e+02
 -1.44045889e+02 -9.94876566e-08  1.54262863e+02 -1.44045889e+02
 -9.94876566e-08  1.54262863e+02]
res:  5614 -0.000390372505535197 0.01579315619346744 0.03512946145128811
[ 1.21411087e-10 -1.03140738e-05 -2.82913677e-01  1.61505996e+04
 -1.44059790e+02  1.77263754e-02  1.54260432e+02 -1.43546727e+02
  4.84511062e-01  1.54746494e+02 -1.44058485e+02 -2.35685008e-02
  1.54213362e+02 -1.43594010e+02  5.10895924e-01  1.54729898e+02
 -1.44059322e+02  3.90955464e-02  1.54232239e+02 -1.43584231e+02
  4.70922786e-01  1.54740253e+02 -1.44095967e+02 -1.15338181e-02
  1.54261076e+02 -1.43653740e+02  4.68854593e-01  1.54736455e+02
 -1.44056353e+02 -3.96200620e-03  1.54249076e+02 -1.43597251e+02
  5.09388216e-01  1.54736762e+02 -1.44063506e+02  4.94954345e-03
  1.54251900e+02 -1.43574934e+02  5.00882596e-01  1.54740209e+02
 -1.44160788e+02 -5.22109275e-03  1.54236731e+02 -1.43566233e+02
  4.78952689e-01  1.54727092e+02 -1.44109746e+02  5.10029434e-03
  1.54259340e+02 -1.43609627e+02  4.91837225e-01  1.54751091e+02
 -1.44090783e+02  5.14132114e-03  1.54240050e+02 -1.43592677e+02
  5.02393346e-01  1.54745755e+02 -1.44093959e+02 -2.02460064e-03
  1.54249723e+02 -1.43571571e+02  4.77889517e-01  1.54745578e+02
 -1.44084637e+02  7.08731374e-03  1.54245098e+02 -1.43578693e+02
  4.59084173e-01  1.54738638e+02 -1.44102513e+02 -1.60960672e-02
  1.54245730e+02 -1.43597034e+02  5.05858155e-01  1.54736089e+02
 -1.44100479e+02 -4.20744124e-02  1.54242176e+02 -1.43630148e+02
  4.75594963e-01  1.54718999e+02]
Niter:  1 row:  122 ngroup:  26 nlines:  5614 gd:  5257
[ 1.21411087e-10 -1.03140738e-05 -2.82913677e-01  1.61505996e+04
 -1.44059790e+02  1.77263754e-02  1.54260432e+02 -1.43546727e+02
  4.84511062e-01  1.54746494e+02 -1.44058485e+02 -2.35685008e-02
  1.54213362e+02 -1.43594010e+02  5.10895924e-01  1.54729898e+02
 -1.44059322e+02  3.90955464e-02  1.54232239e+02 -1.43584231e+02
  4.70922786e-01  1.54740253e+02 -1.44095967e+02 -1.15338181e-02
  1.54261076e+02 -1.43653740e+02  4.68854593e-01  1.54736455e+02
 -1.44056353e+02 -3.96200620e-03  1.54249076e+02 -1.43597251e+02
  5.09388216e-01  1.54736762e+02 -1.44063506e+02  4.94954345e-03
  1.54251900e+02 -1.43574934e+02  5.00882596e-01  1.54740209e+02
 -1.44160788e+02 -5.22109275e-03  1.54236731e+02 -1.43566233e+02
  4.78952689e-01  1.54727092e+02 -1.44109746e+02  5.10029434e-03
  1.54259340e+02 -1.43609627e+02  4.91837225e-01  1.54751091e+02
 -1.44090783e+02  5.14132114e-03  1.54240050e+02 -1.43592677e+02
  5.02393346e-01  1.54745755e+02 -1.44093959e+02 -2.02460064e-03
  1.54249723e+02 -1.43571571e+02  4.77889517e-01  1.54745578e+02
 -1.44084637e+02  7.08731374e-03  1.54245098e+02 -1.43578693e+02
  4.59084173e-01  1.54738638e+02 -1.44102513e+02 -1.60960672e-02
  1.54245730e+02 -1.43597034e+02  5.05858155e-01  1.54736089e+02
 -1.44100479e+02 -4.20744124e-02  1.54242176e+02 -1.43630148e+02
  4.75594963e-01  1.54718999e+02]
res:  5257 -0.0003132950241706567 0.01595773528151767 0.025906452641229066
[ 1.21411075e-10 -1.03140748e-05 -2.82913649e-01  1.61505980e+04
 -1.44059871e+02 -7.22294436e-03  1.54253330e+02 -1.43529798e+02
  4.64459896e-01  1.54737046e+02 -1.44074115e+02 -1.58125766e-02
  1.54211775e+02 -1.43589419e+02  4.72139855e-01  1.54720169e+02
 -1.44088356e+02  2.61900415e-02  1.54234384e+02 -1.43597067e+02
  4.59811960e-01  1.54737189e+02 -1.44108146e+02 -5.73301752e-03
  1.54258144e+02 -1.43625163e+02  4.52348997e-01  1.54733794e+02
 -1.44061289e+02 -2.89077323e-02  1.54242176e+02 -1.43595476e+02
  4.97442718e-01  1.54729487e+02 -1.44058166e+02 -4.52262101e-04
  1.54244812e+02 -1.43570274e+02  4.78801252e-01  1.54735795e+02
 -1.44164024e+02 -3.08026584e-02  1.54232839e+02 -1.43584820e+02
  4.73613138e-01  1.54727433e+02 -1.44087690e+02  1.95510630e-02
  1.54251555e+02 -1.43582670e+02  4.91554749e-01  1.54752006e+02
 -1.44079984e+02 -1.34674392e-02  1.54235301e+02 -1.43587810e+02
  5.01465289e-01  1.54736863e+02 -1.44096067e+02 -1.93184982e-02
  1.54258153e+02 -1.43558184e+02  4.58238779e-01  1.54734354e+02
 -1.44086798e+02  5.51027952e-03  1.54245290e+02 -1.43587051e+02
  4.46097096e-01  1.54733897e+02 -1.44090669e+02 -1.88374934e-02
  1.54239379e+02 -1.43604865e+02  4.99795236e-01  1.54726456e+02
 -1.44109519e+02 -3.39224313e-02  1.54238809e+02 -1.43637099e+02
  4.68481357e-01  1.54714805e+02]
Niter:  2 row:  122 ngroup:  26 nlines:  5614 gd:  5255
[ 1.21411075e-10 -1.03140748e-05 -2.82913649e-01  1.61505980e+04
 -1.44059871e+02 -7.22294436e-03  1.54253330e+02 -1.43529798e+02
  4.64459896e-01  1.54737046e+02 -1.44074115e+02 -1.58125766e-02
  1.54211775e+02 -1.43589419e+02  4.72139855e-01  1.54720169e+02
 -1.44088356e+02  2.61900415e-02  1.54234384e+02 -1.43597067e+02
  4.59811960e-01  1.54737189e+02 -1.44108146e+02 -5.73301752e-03
  1.54258144e+02 -1.43625163e+02  4.52348997e-01  1.54733794e+02
 -1.44061289e+02 -2.89077323e-02  1.54242176e+02 -1.43595476e+02
  4.97442718e-01  1.54729487e+02 -1.44058166e+02 -4.52262101e-04
  1.54244812e+02 -1.43570274e+02  4.78801252e-01  1.54735795e+02
 -1.44164024e+02 -3.08026584e-02  1.54232839e+02 -1.43584820e+02
  4.73613138e-01  1.54727433e+02 -1.44087690e+02  1.95510630e-02
  1.54251555e+02 -1.43582670e+02  4.91554749e-01  1.54752006e+02
 -1.44079984e+02 -1.34674392e-02  1.54235301e+02 -1.43587810e+02
  5.01465289e-01  1.54736863e+02 -1.44096067e+02 -1.93184982e-02
  1.54258153e+02 -1.43558184e+02  4.58238779e-01  1.54734354e+02
 -1.44086798e+02  5.51027952e-03  1.54245290e+02 -1.43587051e+02
  4.46097096e-01  1.54733897e+02 -1.44090669e+02 -1.88374934e-02
  1.54239379e+02 -1.43604865e+02  4.99795236e-01  1.54726456e+02
 -1.44109519e+02 -3.39224313e-02  1.54238809e+02 -1.43637099e+02
  4.68481357e-01  1.54714805e+02]
res:  5255 -0.00037144511497899657 0.01580202325931168 0.025849119921137496
[ 1.21411063e-10 -1.03140759e-05 -2.82913620e-01  1.61505963e+04
 -1.44066861e+02 -1.71358792e-02  1.54248562e+02 -1.43536814e+02
  4.58760544e-01  1.54732289e+02 -1.44081125e+02 -2.15218356e-02
  1.54207021e+02 -1.43596424e+02  4.61086126e-01  1.54713142e+02
 -1.44095344e+02  1.56845196e-02  1.54229625e+02 -1.43604059e+02
  4.54142801e-01  1.54732434e+02 -1.44121089e+02 -1.14144616e-02
  1.54253387e+02 -1.43625850e+02  4.41246283e-01  1.54729026e+02
 -1.44068301e+02 -3.46023157e-02  1.54237415e+02 -1.43602473e+02
  4.87805253e-01  1.54724731e+02 -1.44065172e+02 -1.00428014e-02
  1.54240052e+02 -1.43577290e+02  4.73103868e-01  1.54731036e+02
 -1.44170989e+02 -4.61927890e-02  1.54225861e+02 -1.43591837e+02
  4.67911301e-01  1.54722689e+02 -1.44094713e+02  1.38379631e-02
  1.54246801e+02 -1.43589696e+02  4.85870211e-01  1.54747265e+02
 -1.44080848e+02 -2.44565988e-02  1.54230551e+02 -1.43594831e+02
  4.95754865e-01  1.54732098e+02 -1.44103071e+02 -2.50008764e-02
  1.54253396e+02 -1.43559463e+02  4.52574394e-01  1.54727584e+02
 -1.44088360e+02 -2.31155059e-04  1.54240539e+02 -1.43594075e+02
  4.40387652e-01  1.54729156e+02 -1.44097676e+02 -2.45113410e-02
  1.54236702e+02 -1.43611870e+02  4.94107935e-01  1.54721691e+02
 -1.44116527e+02 -3.95952379e-02  1.54234062e+02 -1.43644135e+02
  4.62816725e-01  1.54710042e+02]
Niter:  3 row:  122 ngroup:  26 nlines:  5614 gd:  5251
[ 1.21411063e-10 -1.03140759e-05 -2.82913620e-01  1.61505963e+04
 -1.44066861e+02 -1.71358792e-02  1.54248562e+02 -1.43536814e+02
  4.58760544e-01  1.54732289e+02 -1.44081125e+02 -2.15218356e-02
  1.54207021e+02 -1.43596424e+02  4.61086126e-01  1.54713142e+02
 -1.44095344e+02  1.56845196e-02  1.54229625e+02 -1.43604059e+02
  4.54142801e-01  1.54732434e+02 -1.44121089e+02 -1.14144616e-02
  1.54253387e+02 -1.43625850e+02  4.41246283e-01  1.54729026e+02
 -1.44068301e+02 -3.46023157e-02  1.54237415e+02 -1.43602473e+02
  4.87805253e-01  1.54724731e+02 -1.44065172e+02 -1.00428014e-02
  1.54240052e+02 -1.43577290e+02  4.73103868e-01  1.54731036e+02
 -1.44170989e+02 -4.61927890e-02  1.54225861e+02 -1.43591837e+02
  4.67911301e-01  1.54722689e+02 -1.44094713e+02  1.38379631e-02
  1.54246801e+02 -1.43589696e+02  4.85870211e-01  1.54747265e+02
 -1.44080848e+02 -2.44565988e-02  1.54230551e+02 -1.43594831e+02
  4.95754865e-01  1.54732098e+02 -1.44103071e+02 -2.50008764e-02
  1.54253396e+02 -1.43559463e+02  4.52574394e-01  1.54727584e+02
 -1.44088360e+02 -2.31155059e-04  1.54240539e+02 -1.43594075e+02
  4.40387652e-01  1.54729156e+02 -1.44097676e+02 -2.45113410e-02
  1.54236702e+02 -1.43611870e+02  4.94107935e-01  1.54721691e+02
 -1.44116527e+02 -3.95952379e-02  1.54234062e+02 -1.43644135e+02
  4.62816725e-01  1.54710042e+02]
res:  5251 0.00012495786086219596 0.01576349136485078 0.025722107550117192
[ 1.21188900e-10 -1.03143981e-05 -2.82909232e-01  1.61505977e+04
 -1.44093732e+02 -1.05330015e-02  1.54270475e+02 -1.43564146e+02
  4.65841747e-01  1.54754056e+02 -1.44108626e+02 -1.47981396e-02
  1.54229960e+02 -1.43623892e+02  4.68691467e-01  1.54734966e+02
 -1.44122284e+02  2.32880298e-02  1.54251473e+02 -1.43631048e+02
  4.62169500e-01  1.54754277e+02 -1.44147315e+02 -3.79222567e-03
  1.54275187e+02 -1.43649957e+02  4.48280164e-01  1.54750932e+02
 -1.44095720e+02 -2.73542275e-02  1.54259280e+02 -1.43629362e+02
  4.92599354e-01  1.54746427e+02 -1.44092258e+02 -2.84581278e-03
  1.54261905e+02 -1.43604702e+02  4.80084758e-01  1.54752801e+02
 -1.44197454e+02 -3.90155204e-02  1.54247705e+02 -1.43619564e+02
  4.74582278e-01  1.54744356e+02 -1.44122273e+02  2.04647156e-02
  1.54268592e+02 -1.43617520e+02  4.93360240e-01  1.54768779e+02
 -1.44108140e+02 -1.68142841e-02  1.54252271e+02 -1.43622472e+02
  5.02448408e-01  1.54754055e+02 -1.44130207e+02 -1.77544256e-02
  1.54276267e+02 -1.43587562e+02  4.60438267e-01  1.54749235e+02
 -1.44115254e+02  5.37052877e-03  1.54262268e+02 -1.43621794e+02
  4.47430858e-01  1.54750791e+02 -1.44124994e+02 -1.68319982e-02
  1.54258508e+02 -1.43639443e+02  5.01307602e-01  1.54743575e+02
 -1.44143724e+02 -3.18793219e-02  1.54255833e+02 -1.43671957e+02
  4.71044519e-01  1.54731856e+02]
Niter:  4 row:  122 ngroup:  26 nlines:  5614 gd:  5245
[ 1.21188900e-10 -1.03143981e-05 -2.82909232e-01  1.61505977e+04
 -1.44093732e+02 -1.05330015e-02  1.54270475e+02 -1.43564146e+02
  4.65841747e-01  1.54754056e+02 -1.44108626e+02 -1.47981396e-02
  1.54229960e+02 -1.43623892e+02  4.68691467e-01  1.54734966e+02
 -1.44122284e+02  2.32880298e-02  1.54251473e+02 -1.43631048e+02
  4.62169500e-01  1.54754277e+02 -1.44147315e+02 -3.79222567e-03
  1.54275187e+02 -1.43649957e+02  4.48280164e-01  1.54750932e+02
 -1.44095720e+02 -2.73542275e-02  1.54259280e+02 -1.43629362e+02
  4.92599354e-01  1.54746427e+02 -1.44092258e+02 -2.84581278e-03
  1.54261905e+02 -1.43604702e+02  4.80084758e-01  1.54752801e+02
 -1.44197454e+02 -3.90155204e-02  1.54247705e+02 -1.43619564e+02
  4.74582278e-01  1.54744356e+02 -1.44122273e+02  2.04647156e-02
  1.54268592e+02 -1.43617520e+02  4.93360240e-01  1.54768779e+02
 -1.44108140e+02 -1.68142841e-02  1.54252271e+02 -1.43622472e+02
  5.02448408e-01  1.54754055e+02 -1.44130207e+02 -1.77544256e-02
  1.54276267e+02 -1.43587562e+02  4.60438267e-01  1.54749235e+02
 -1.44115254e+02  5.37052877e-03  1.54262268e+02 -1.43621794e+02
  4.47430858e-01  1.54750791e+02 -1.44124994e+02 -1.68319982e-02
  1.54258508e+02 -1.43639443e+02  5.01307602e-01  1.54743575e+02
 -1.44143724e+02 -3.18793219e-02  1.54255833e+02 -1.43671957e+02
  4.71044519e-01  1.54731856e+02]
res:  5245 -0.00035584974557423266 0.015715647308752523 0.0256186697514547
[ 1.21188887e-10 -1.03143992e-05 -2.82909260e-01  1.61505993e+04
 -1.44087712e+02 -7.09286971e-03  1.54273315e+02 -1.43558175e+02
  4.69256665e-01  1.54756910e+02 -1.44102280e+02 -1.14320155e-02
  1.54233888e+02 -1.43617412e+02  4.71951410e-01  1.54737777e+02
 -1.44116079e+02  2.13314507e-02  1.54256471e+02 -1.43624949e+02
  4.65403518e-01  1.54757087e+02 -1.44141253e+02 -5.00304469e-04
  1.54278021e+02 -1.43635100e+02  4.51576922e-01  1.54753730e+02
 -1.44089614e+02 -2.39580773e-02  1.54262119e+02 -1.43623488e+02
  4.94108792e-01  1.54749281e+02 -1.44086338e+02  5.56398955e-04
  1.54264748e+02 -1.43598693e+02  4.83497558e-01  1.54755664e+02
 -1.44186027e+02 -3.57046157e-02  1.54250529e+02 -1.43613194e+02
  4.77929626e-01  1.54747179e+02 -1.44116046e+02  2.38336681e-02
  1.54271413e+02 -1.43611184e+02  4.96625185e-01  1.54771637e+02
 -1.44101975e+02 -8.54917200e-03  1.54255117e+02 -1.43616236e+02
  5.05747552e-01  1.54756864e+02 -1.44124128e+02 -1.44730950e-02
  1.54280163e+02 -1.43581200e+02  4.63660060e-01  1.54752084e+02
 -1.44109198e+02  3.23473431e-03  1.54265109e+02 -1.43615470e+02
  4.50729074e-01  1.54755845e+02 -1.44118751e+02 -1.35769023e-02
  1.54257092e+02 -1.43632904e+02  5.04600257e-01  1.54746397e+02
 -1.44137672e+02 -2.86442281e-02  1.54258638e+02 -1.43671751e+02
  4.74238998e-01  1.54734676e+02]
Niter:  5 row:  122 ngroup:  26 nlines:  5614 gd:  5245
[ 1.21188887e-10 -1.03143992e-05 -2.82909260e-01  1.61505993e+04
 -1.44087712e+02 -7.09286971e-03  1.54273315e+02 -1.43558175e+02
  4.69256665e-01  1.54756910e+02 -1.44102280e+02 -1.14320155e-02
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 -1.44116079e+02  2.13314507e-02  1.54256471e+02 -1.43624949e+02
  4.65403518e-01  1.54757087e+02 -1.44141253e+02 -5.00304469e-04
  1.54278021e+02 -1.43635100e+02  4.51576922e-01  1.54753730e+02
 -1.44089614e+02 -2.39580773e-02  1.54262119e+02 -1.43623488e+02
  4.94108792e-01  1.54749281e+02 -1.44086338e+02  5.56398955e-04
  1.54264748e+02 -1.43598693e+02  4.83497558e-01  1.54755664e+02
 -1.44186027e+02 -3.57046157e-02  1.54250529e+02 -1.43613194e+02
  4.77929626e-01  1.54747179e+02 -1.44116046e+02  2.38336681e-02
  1.54271413e+02 -1.43611184e+02  4.96625185e-01  1.54771637e+02
 -1.44101975e+02 -8.54917200e-03  1.54255117e+02 -1.43616236e+02
  5.05747552e-01  1.54756864e+02 -1.44124128e+02 -1.44730950e-02
  1.54280163e+02 -1.43581200e+02  4.63660060e-01  1.54752084e+02
 -1.44109198e+02  3.23473431e-03  1.54265109e+02 -1.43615470e+02
  4.50729074e-01  1.54755845e+02 -1.44118751e+02 -1.35769023e-02
  1.54257092e+02 -1.43632904e+02  5.04600257e-01  1.54746397e+02
 -1.44137672e+02 -2.86442281e-02  1.54258638e+02 -1.43671751e+02
  4.74238998e-01  1.54734676e+02]
res:  5245 -0.00022399439603759674 0.015764163163112244 0.025602142184512934
[ 1.21188997e-10 -1.03148546e-05 -2.82909683e-01  1.61506009e+04
 -1.44085583e+02 -1.79046448e-03  1.54267986e+02 -1.43556243e+02
  4.74474204e-01  1.54751365e+02 -1.44100305e+02 -6.12321351e-03
  1.54230672e+02 -1.43608178e+02  4.77134820e-01  1.54732276e+02
 -1.44113962e+02  2.65217529e-02  1.54250951e+02 -1.43617162e+02
  4.70577379e-01  1.54751492e+02 -1.44138807e+02  4.71327723e-03
  1.54272466e+02 -1.43633012e+02  4.56846622e-01  1.54748391e+02
 -1.44087619e+02 -1.87359329e-02  1.54256674e+02 -1.43615865e+02
  4.99363389e-01  1.54743687e+02 -1.44084327e+02  5.77317882e-03
  1.54259278e+02 -1.43596738e+02  4.88733470e-01  1.54750155e+02
 -1.44183755e+02 -3.04885231e-02  1.54245087e+02 -1.43611243e+02
  4.83206102e-01  1.54741331e+02 -1.44114190e+02  2.91007140e-02
  1.54265798e+02 -1.43609313e+02  5.01792619e-01  1.54765713e+02
 -1.44099970e+02 -3.38482781e-03  1.54249405e+02 -1.43614337e+02
  5.11127725e-01  1.54751495e+02 -1.44122133e+02 -9.23924970e-03
  1.54274554e+02 -1.43579489e+02  4.68791559e-01  1.54746214e+02
 -1.44107065e+02  8.65202308e-03  1.54259427e+02 -1.43613600e+02
  4.55936605e-01  1.54750014e+02 -1.44116774e+02 -8.40866425e-03
  1.54251515e+02 -1.43630881e+02  5.09831894e-01  1.54741015e+02
 -1.44135688e+02 -2.34918469e-02  1.54252877e+02 -1.43670019e+02
  4.79343528e-01  1.54729229e+02]
Niter:  6 row:  122 ngroup:  26 nlines:  5614 gd:  5242
[ 1.21188997e-10 -1.03148546e-05 -2.82909683e-01  1.61506009e+04
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  4.74474204e-01  1.54751365e+02 -1.44100305e+02 -6.12321351e-03
  1.54230672e+02 -1.43608178e+02  4.77134820e-01  1.54732276e+02
 -1.44113962e+02  2.65217529e-02  1.54250951e+02 -1.43617162e+02
  4.70577379e-01  1.54751492e+02 -1.44138807e+02  4.71327723e-03
  1.54272466e+02 -1.43633012e+02  4.56846622e-01  1.54748391e+02
 -1.44087619e+02 -1.87359329e-02  1.54256674e+02 -1.43615865e+02
  4.99363389e-01  1.54743687e+02 -1.44084327e+02  5.77317882e-03
  1.54259278e+02 -1.43596738e+02  4.88733470e-01  1.54750155e+02
 -1.44183755e+02 -3.04885231e-02  1.54245087e+02 -1.43611243e+02
  4.83206102e-01  1.54741331e+02 -1.44114190e+02  2.91007140e-02
  1.54265798e+02 -1.43609313e+02  5.01792619e-01  1.54765713e+02
 -1.44099970e+02 -3.38482781e-03  1.54249405e+02 -1.43614337e+02
  5.11127725e-01  1.54751495e+02 -1.44122133e+02 -9.23924970e-03
  1.54274554e+02 -1.43579489e+02  4.68791559e-01  1.54746214e+02
 -1.44107065e+02  8.65202308e-03  1.54259427e+02 -1.43613600e+02
  4.55936605e-01  1.54750014e+02 -1.44116774e+02 -8.40866425e-03
  1.54251515e+02 -1.43630881e+02  5.09831894e-01  1.54741015e+02
 -1.44135688e+02 -2.34918469e-02  1.54252877e+02 -1.43670019e+02
  4.79343528e-01  1.54729229e+02]
res:  5242 -0.00018003900640906068 0.015760351780954807 0.025550754677065572
[ 1.21181752e-10 -1.03148546e-05 -2.82909683e-01  1.61506009e+04
 -1.44085583e+02 -1.79046448e-03  1.54267986e+02 -1.43556243e+02
  4.74474204e-01  1.54751365e+02 -1.44100305e+02 -6.12321351e-03
  1.54230672e+02 -1.43608178e+02  4.77134820e-01  1.54732276e+02
 -1.44113962e+02  2.65217529e-02  1.54250951e+02 -1.43617162e+02
  4.70577379e-01  1.54751492e+02 -1.44138807e+02  4.71327723e-03
  1.54272466e+02 -1.43633012e+02  4.56846622e-01  1.54748391e+02
 -1.44087619e+02 -1.87359329e-02  1.54256674e+02 -1.43615865e+02
  4.99363389e-01  1.54743687e+02 -1.44084327e+02  5.77317882e-03
  1.54259278e+02 -1.43596738e+02  4.88733470e-01  1.54750155e+02
 -1.44183755e+02 -3.04885231e-02  1.54245087e+02 -1.43611243e+02
  4.83206102e-01  1.54741331e+02 -1.44114190e+02  2.91007140e-02
  1.54265798e+02 -1.43609313e+02  5.01792619e-01  1.54765713e+02
 -1.44099970e+02 -3.38482781e-03  1.54249405e+02 -1.43614337e+02
  5.11127725e-01  1.54751495e+02 -1.44122133e+02 -9.23924970e-03
  1.54274554e+02 -1.43579489e+02  4.68791559e-01  1.54746214e+02
 -1.44107065e+02  8.65202308e-03  1.54259427e+02 -1.43613600e+02
  4.55936605e-01  1.54750014e+02 -1.44116774e+02 -8.40866425e-03
  1.54251515e+02 -1.43630881e+02  5.09831894e-01  1.54741015e+02
 -1.44135688e+02 -2.34918469e-02  1.54252877e+02 -1.43670019e+02
  4.79343528e-01  1.54729229e+02]
Saving figure to  wave_resid_43670005_fiber122.png
Final values:
res:  -0.00018003900640906068 0.025550754677065572
pars:  [ 1.21181752e-10 -1.03148546e-05 -2.82909683e-01  1.61506009e+04
 -1.44085583e+02 -1.79046448e-03  1.54267986e+02 -1.43556243e+02
  4.74474204e-01  1.54751365e+02 -1.44100305e+02 -6.12321351e-03
  1.54230672e+02 -1.43608178e+02  4.77134820e-01  1.54732276e+02
 -1.44113962e+02  2.65217529e-02  1.54250951e+02 -1.43617162e+02
  4.70577379e-01  1.54751492e+02 -1.44138807e+02  4.71327723e-03
  1.54272466e+02 -1.43633012e+02  4.56846622e-01  1.54748391e+02
 -1.44087619e+02 -1.87359329e-02  1.54256674e+02 -1.43615865e+02
  4.99363389e-01  1.54743687e+02 -1.44084327e+02  5.77317882e-03
  1.54259278e+02 -1.43596738e+02  4.88733470e-01  1.54750155e+02
 -1.44183755e+02 -3.04885231e-02  1.54245087e+02 -1.43611243e+02
  4.83206102e-01  1.54741331e+02 -1.44114190e+02  2.91007140e-02
  1.54265798e+02 -1.43609313e+02  5.01792619e-01  1.54765713e+02
 -1.44099970e+02 -3.38482781e-03  1.54249405e+02 -1.43614337e+02
  5.11127725e-01  1.54751495e+02 -1.44122133e+02 -9.23924970e-03
  1.54274554e+02 -1.43579489e+02  4.68791559e-01  1.54746214e+02
 -1.44107065e+02  8.65202308e-03  1.54259427e+02 -1.43613600e+02
  4.55936605e-01  1.54750014e+02 -1.44116774e+02 -8.40866425e-03
  1.54251515e+02 -1.43630881e+02  5.09831894e-01  1.54741015e+02
 -1.44135688e+02 -2.34918469e-02  1.54252877e+02 -1.43670019e+02
  4.79343528e-01  1.54729229e+02]
122 [ 1.21181752e-10 -1.03148546e-05 -2.82909683e-01  1.61506009e+04
 -1.44085583e+02 -1.79046448e-03  1.54267986e+02 -1.43556243e+02
  4.74474204e-01  1.54751365e+02 -1.44100305e+02 -6.12321351e-03
  1.54230672e+02 -1.43608178e+02  4.77134820e-01  1.54732276e+02
 -1.44113962e+02  2.65217529e-02  1.54250951e+02 -1.43617162e+02
  4.70577379e-01  1.54751492e+02 -1.44138807e+02  4.71327723e-03
  1.54272466e+02 -1.43633012e+02  4.56846622e-01  1.54748391e+02
 -1.44087619e+02 -1.87359329e-02  1.54256674e+02 -1.43615865e+02
  4.99363389e-01  1.54743687e+02 -1.44084327e+02  5.77317882e-03
  1.54259278e+02 -1.43596738e+02  4.88733470e-01  1.54750155e+02
 -1.44183755e+02 -3.04885231e-02  1.54245087e+02 -1.43611243e+02
  4.83206102e-01  1.54741331e+02 -1.44114190e+02  2.91007140e-02
  1.54265798e+02 -1.43609313e+02  5.01792619e-01  1.54765713e+02
 -1.44099970e+02 -3.38482781e-03  1.54249405e+02 -1.43614337e+02
  5.11127725e-01  1.54751495e+02 -1.44122133e+02 -9.23924970e-03
  1.54274554e+02 -1.43579489e+02  4.68791559e-01  1.54746214e+02
 -1.44107065e+02  8.65202308e-03  1.54259427e+02 -1.43613600e+02
  4.55936605e-01  1.54750014e+02 -1.44116774e+02 -8.40866425e-03
  1.54251515e+02 -1.43630881e+02  5.09831894e-01  1.54741015e+02
 -1.44135688e+02 -2.34918469e-02  1.54252877e+02 -1.43670019e+02
  4.79343528e-01  1.54729229e+02]
--- Row 124/300 row=123 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  123
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=123 ---
Niter:  0 row:  123 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 0.00016149725706782192 0.0161574023150024 0.03386962957301495
[ 1.21012617e-10 -1.03140354e-05 -2.82908080e-01  1.61506238e+04
 -1.44099616e+02 -9.94999998e-08  1.54265563e+02]
Niter:  1 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.21012617e-10 -1.03140354e-05 -2.82908080e-01  1.61506238e+04
 -1.44099616e+02 -9.94999998e-08  1.54265563e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Niter:  2 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Niter:  3 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Niter:  4 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Niter:  5 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Niter:  6 row:  123 ngroup:  1 nlines:  253 gd:  240
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
res:  240 -6.580885383300483e-06 0.01620673063916911 0.027334757411789708
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
Final values:
res:  -6.580885383300483e-06 0.027334757411789708
pars:  [ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
123 [ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02]
elapsed: 2.9 sec.
Niter:  0 row:  123 ngroup:  26 nlines:  5812 gd:  5812
[ 1.20932306e-10 -1.03138021e-05 -2.82907388e-01  1.61506254e+04
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02 -1.44094964e+02 -9.94998030e-08
  1.54278181e+02 -1.44094964e+02 -9.94998030e-08  1.54278181e+02
 -1.44094964e+02 -9.94998030e-08  1.54278181e+02 -1.44094964e+02
 -9.94998030e-08  1.54278181e+02]
res:  5812 0.00012168472494522575 0.0161917824707416 0.03660964805721351
[ 1.20932318e-10 -1.03138031e-05 -2.82907416e-01  1.61506244e+04
 -1.44094912e+02  2.48474203e-03  1.54272595e+02 -1.43636987e+02
  4.85230570e-01  1.54769368e+02 -1.44118741e+02 -1.25902196e-02
  1.54253619e+02 -1.43645548e+02  4.55402500e-01  1.54751713e+02
 -1.44123935e+02 -2.07465094e-02  1.54277382e+02 -1.43673893e+02
  4.68693442e-01  1.54752900e+02 -1.44139757e+02 -1.67709295e-02
  1.54278149e+02 -1.43639631e+02  4.69103411e-01  1.54760742e+02
 -1.44107274e+02  1.61117360e-03  1.54262365e+02 -1.43644231e+02
  5.01138166e-01  1.54768526e+02 -1.44114121e+02  6.64409274e-03
  1.54278748e+02 -1.43608332e+02  5.08446044e-01  1.54754695e+02
 -1.44091533e+02 -2.39858457e-02  1.54245332e+02 -1.43658321e+02
  4.48465985e-01  1.54753216e+02 -1.44094825e+02 -2.40571820e-02
  1.54277318e+02 -1.43672202e+02  4.56164472e-01  1.54769194e+02
 -1.44123732e+02  5.96478732e-03  1.54270326e+02 -1.43646001e+02
  4.53626065e-01  1.54775516e+02 -1.44144545e+02 -4.44163484e-02
  1.54272360e+02 -1.43647492e+02  4.69137347e-01  1.54753945e+02
 -1.44173634e+02 -2.28041972e-02  1.54271086e+02 -1.43653642e+02
  4.20646213e-01  1.54750395e+02 -1.44158888e+02 -2.42922373e-02
  1.54275308e+02 -1.43662954e+02  4.54084012e-01  1.54748107e+02
 -1.44167518e+02 -3.80442224e-02  1.54262499e+02 -1.43684770e+02
  4.46856279e-01  1.54745955e+02]
Niter:  1 row:  123 ngroup:  26 nlines:  5812 gd:  5412
[ 1.20932318e-10 -1.03138031e-05 -2.82907416e-01  1.61506244e+04
 -1.44094912e+02  2.48474203e-03  1.54272595e+02 -1.43636987e+02
  4.85230570e-01  1.54769368e+02 -1.44118741e+02 -1.25902196e-02
  1.54253619e+02 -1.43645548e+02  4.55402500e-01  1.54751713e+02
 -1.44123935e+02 -2.07465094e-02  1.54277382e+02 -1.43673893e+02
  4.68693442e-01  1.54752900e+02 -1.44139757e+02 -1.67709295e-02
  1.54278149e+02 -1.43639631e+02  4.69103411e-01  1.54760742e+02
 -1.44107274e+02  1.61117360e-03  1.54262365e+02 -1.43644231e+02
  5.01138166e-01  1.54768526e+02 -1.44114121e+02  6.64409274e-03
  1.54278748e+02 -1.43608332e+02  5.08446044e-01  1.54754695e+02
 -1.44091533e+02 -2.39858457e-02  1.54245332e+02 -1.43658321e+02
  4.48465985e-01  1.54753216e+02 -1.44094825e+02 -2.40571820e-02
  1.54277318e+02 -1.43672202e+02  4.56164472e-01  1.54769194e+02
 -1.44123732e+02  5.96478732e-03  1.54270326e+02 -1.43646001e+02
  4.53626065e-01  1.54775516e+02 -1.44144545e+02 -4.44163484e-02
  1.54272360e+02 -1.43647492e+02  4.69137347e-01  1.54753945e+02
 -1.44173634e+02 -2.28041972e-02  1.54271086e+02 -1.43653642e+02
  4.20646213e-01  1.54750395e+02 -1.44158888e+02 -2.42922373e-02
  1.54275308e+02 -1.43662954e+02  4.54084012e-01  1.54748107e+02
 -1.44167518e+02 -3.80442224e-02  1.54262499e+02 -1.43684770e+02
  4.46856279e-01  1.54745955e+02]
res:  5412 -0.0005472799648487126 0.016105654697639693 0.026411924790214952
[ 1.20932306e-10 -1.03138042e-05 -2.82907445e-01  1.61506260e+04
 -1.44091962e+02  2.17260841e-03  1.54277514e+02 -1.43611164e+02
  4.86154398e-01  1.54771028e+02 -1.44138240e+02 -9.63501133e-03
  1.54262093e+02 -1.43623783e+02  4.68321563e-01  1.54752719e+02
 -1.44147527e+02 -2.52857496e-02  1.54279861e+02 -1.43655434e+02
  4.75108695e-01  1.54752662e+02 -1.44142155e+02 -2.33993648e-02
  1.54278994e+02 -1.43624812e+02  4.68516784e-01  1.54761617e+02
 -1.44111128e+02 -1.95113830e-03  1.54267096e+02 -1.43641648e+02
  4.86206475e-01  1.54768941e+02 -1.44100302e+02 -4.02502902e-04
  1.54281201e+02 -1.43590839e+02  4.81970125e-01  1.54759647e+02
 -1.44101755e+02 -4.40548091e-02  1.54255442e+02 -1.43638545e+02
  4.47907486e-01  1.54757186e+02 -1.44106835e+02  8.12024114e-03
  1.54278770e+02 -1.43659094e+02  4.61782628e-01  1.54772062e+02
 -1.44105409e+02 -1.00752272e-02  1.54274664e+02 -1.43644911e+02
  4.59331348e-01  1.54760871e+02 -1.44146607e+02 -2.25028456e-02
  1.54283159e+02 -1.43643781e+02  4.67112012e-01  1.54758099e+02
 -1.44138825e+02 -5.16769325e-02  1.54266709e+02 -1.43653558e+02
  4.40557780e-01  1.54756648e+02 -1.44158982e+02 -4.46514027e-03
  1.54276537e+02 -1.43638816e+02  4.59185275e-01  1.54744303e+02
 -1.44160103e+02 -2.65085170e-02  1.54272012e+02 -1.43653145e+02
  4.52553161e-01  1.54745348e+02]
Niter:  2 row:  123 ngroup:  26 nlines:  5812 gd:  5410
[ 1.20932306e-10 -1.03138042e-05 -2.82907445e-01  1.61506260e+04
 -1.44091962e+02  2.17260841e-03  1.54277514e+02 -1.43611164e+02
  4.86154398e-01  1.54771028e+02 -1.44138240e+02 -9.63501133e-03
  1.54262093e+02 -1.43623783e+02  4.68321563e-01  1.54752719e+02
 -1.44147527e+02 -2.52857496e-02  1.54279861e+02 -1.43655434e+02
  4.75108695e-01  1.54752662e+02 -1.44142155e+02 -2.33993648e-02
  1.54278994e+02 -1.43624812e+02  4.68516784e-01  1.54761617e+02
 -1.44111128e+02 -1.95113830e-03  1.54267096e+02 -1.43641648e+02
  4.86206475e-01  1.54768941e+02 -1.44100302e+02 -4.02502902e-04
  1.54281201e+02 -1.43590839e+02  4.81970125e-01  1.54759647e+02
 -1.44101755e+02 -4.40548091e-02  1.54255442e+02 -1.43638545e+02
  4.47907486e-01  1.54757186e+02 -1.44106835e+02  8.12024114e-03
  1.54278770e+02 -1.43659094e+02  4.61782628e-01  1.54772062e+02
 -1.44105409e+02 -1.00752272e-02  1.54274664e+02 -1.43644911e+02
  4.59331348e-01  1.54760871e+02 -1.44146607e+02 -2.25028456e-02
  1.54283159e+02 -1.43643781e+02  4.67112012e-01  1.54758099e+02
 -1.44138825e+02 -5.16769325e-02  1.54266709e+02 -1.43653558e+02
  4.40557780e-01  1.54756648e+02 -1.44158982e+02 -4.46514027e-03
  1.54276537e+02 -1.43638816e+02  4.59185275e-01  1.54744303e+02
 -1.44160103e+02 -2.65085170e-02  1.54272012e+02 -1.43653145e+02
  4.52553161e-01  1.54745348e+02]
res:  5410 -0.0004778121010531322 0.016206568980123848 0.02633598778064881
[ 1.20932294e-10 -1.03138052e-05 -2.82907473e-01  1.61506276e+04
 -1.44085008e+02  7.88291355e-03  1.54284370e+02 -1.43604207e+02
  4.91861202e-01  1.54775757e+02 -1.44131278e+02 -3.94255143e-03
  1.54266831e+02 -1.43610817e+02  4.74003119e-01  1.54757448e+02
 -1.44140550e+02 -2.42517501e-02  1.54284585e+02 -1.43641988e+02
  4.86214073e-01  1.54757387e+02 -1.44140834e+02 -1.77375942e-02
  1.54281659e+02 -1.43611160e+02  4.74201958e-01  1.54766349e+02
 -1.44104168e+02  3.75053313e-03  1.54271827e+02 -1.43634686e+02
  4.81527664e-01  1.54773675e+02 -1.44087825e+02  5.28881534e-03
  1.54285932e+02 -1.43583857e+02  4.84318361e-01  1.54764379e+02
 -1.44100930e+02 -4.30288554e-02  1.54260166e+02 -1.43625416e+02
  4.53617264e-01  1.54761907e+02 -1.44099841e+02  1.90953924e-02
  1.54283489e+02 -1.43646348e+02  4.67482687e-01  1.54776787e+02
 -1.44092974e+02 -1.00336650e-02  1.54281610e+02 -1.43637906e+02
  4.65025732e-01  1.54761133e+02 -1.44144974e+02 -1.68280386e-02
  1.54287892e+02 -1.43636794e+02  4.67228284e-01  1.54762831e+02
 -1.44125814e+02 -4.59832870e-02  1.54269512e+02 -1.43646551e+02
  4.46218530e-01  1.54763559e+02 -1.44152022e+02  1.20860133e-03
  1.54281269e+02 -1.43619293e+02  4.70239592e-01  1.54749033e+02
 -1.44153108e+02 -2.08333757e-02  1.54276736e+02 -1.43646152e+02
  4.58242054e-01  1.54747921e+02]
Niter:  3 row:  123 ngroup:  26 nlines:  5812 gd:  5411
[ 1.20932294e-10 -1.03138052e-05 -2.82907473e-01  1.61506276e+04
 -1.44085008e+02  7.88291355e-03  1.54284370e+02 -1.43604207e+02
  4.91861202e-01  1.54775757e+02 -1.44131278e+02 -3.94255143e-03
  1.54266831e+02 -1.43610817e+02  4.74003119e-01  1.54757448e+02
 -1.44140550e+02 -2.42517501e-02  1.54284585e+02 -1.43641988e+02
  4.86214073e-01  1.54757387e+02 -1.44140834e+02 -1.77375942e-02
  1.54281659e+02 -1.43611160e+02  4.74201958e-01  1.54766349e+02
 -1.44104168e+02  3.75053313e-03  1.54271827e+02 -1.43634686e+02
  4.81527664e-01  1.54773675e+02 -1.44087825e+02  5.28881534e-03
  1.54285932e+02 -1.43583857e+02  4.84318361e-01  1.54764379e+02
 -1.44100930e+02 -4.30288554e-02  1.54260166e+02 -1.43625416e+02
  4.53617264e-01  1.54761907e+02 -1.44099841e+02  1.90953924e-02
  1.54283489e+02 -1.43646348e+02  4.67482687e-01  1.54776787e+02
 -1.44092974e+02 -1.00336650e-02  1.54281610e+02 -1.43637906e+02
  4.65025732e-01  1.54761133e+02 -1.44144974e+02 -1.68280386e-02
  1.54287892e+02 -1.43636794e+02  4.67228284e-01  1.54762831e+02
 -1.44125814e+02 -4.59832870e-02  1.54269512e+02 -1.43646551e+02
  4.46218530e-01  1.54763559e+02 -1.44152022e+02  1.20860133e-03
  1.54281269e+02 -1.43619293e+02  4.70239592e-01  1.54749033e+02
 -1.44153108e+02 -2.08333757e-02  1.54276736e+02 -1.43646152e+02
  4.58242054e-01  1.54747921e+02]
res:  5411 -0.00043046733298979234 0.01623068992739718 0.02634876399919606
[ 1.20908760e-10 -1.03138052e-05 -2.82907473e-01  1.61506276e+04
 -1.44085008e+02  7.88291355e-03  1.54284370e+02 -1.43604207e+02
  4.91861202e-01  1.54775757e+02 -1.44131278e+02 -3.94255143e-03
  1.54266831e+02 -1.43610817e+02  4.74003119e-01  1.54757448e+02
 -1.44140550e+02 -2.42517501e-02  1.54284585e+02 -1.43641988e+02
  4.86214073e-01  1.54757387e+02 -1.44140834e+02 -1.77375942e-02
  1.54281659e+02 -1.43611160e+02  4.74201958e-01  1.54766349e+02
 -1.44104168e+02  3.75053313e-03  1.54271827e+02 -1.43634686e+02
  4.81527664e-01  1.54773675e+02 -1.44087825e+02  5.28881534e-03
  1.54285932e+02 -1.43583857e+02  4.84318361e-01  1.54764379e+02
 -1.44100930e+02 -4.30288554e-02  1.54260166e+02 -1.43625416e+02
  4.53617264e-01  1.54761907e+02 -1.44099841e+02  1.90953924e-02
  1.54283489e+02 -1.43646348e+02  4.67482687e-01  1.54776787e+02
 -1.44092974e+02 -1.00336650e-02  1.54281610e+02 -1.43637906e+02
  4.65025732e-01  1.54761133e+02 -1.44144974e+02 -1.68280386e-02
  1.54287892e+02 -1.43636794e+02  4.67228284e-01  1.54762831e+02
 -1.44125814e+02 -4.59832870e-02  1.54269512e+02 -1.43646551e+02
  4.46218530e-01  1.54763559e+02 -1.44152022e+02  1.20860133e-03
  1.54281269e+02 -1.43619293e+02  4.70239592e-01  1.54749033e+02
 -1.44153108e+02 -2.08333757e-02  1.54276736e+02 -1.43646152e+02
  4.58242054e-01  1.54747921e+02]
Niter:  4 row:  123 ngroup:  26 nlines:  5812 gd:  5413
[ 1.20908760e-10 -1.03138052e-05 -2.82907473e-01  1.61506276e+04
 -1.44085008e+02  7.88291355e-03  1.54284370e+02 -1.43604207e+02
  4.91861202e-01  1.54775757e+02 -1.44131278e+02 -3.94255143e-03
  1.54266831e+02 -1.43610817e+02  4.74003119e-01  1.54757448e+02
 -1.44140550e+02 -2.42517501e-02  1.54284585e+02 -1.43641988e+02
  4.86214073e-01  1.54757387e+02 -1.44140834e+02 -1.77375942e-02
  1.54281659e+02 -1.43611160e+02  4.74201958e-01  1.54766349e+02
 -1.44104168e+02  3.75053313e-03  1.54271827e+02 -1.43634686e+02
  4.81527664e-01  1.54773675e+02 -1.44087825e+02  5.28881534e-03
  1.54285932e+02 -1.43583857e+02  4.84318361e-01  1.54764379e+02
 -1.44100930e+02 -4.30288554e-02  1.54260166e+02 -1.43625416e+02
  4.53617264e-01  1.54761907e+02 -1.44099841e+02  1.90953924e-02
  1.54283489e+02 -1.43646348e+02  4.67482687e-01  1.54776787e+02
 -1.44092974e+02 -1.00336650e-02  1.54281610e+02 -1.43637906e+02
  4.65025732e-01  1.54761133e+02 -1.44144974e+02 -1.68280386e-02
  1.54287892e+02 -1.43636794e+02  4.67228284e-01  1.54762831e+02
 -1.44125814e+02 -4.59832870e-02  1.54269512e+02 -1.43646551e+02
  4.46218530e-01  1.54763559e+02 -1.44152022e+02  1.20860133e-03
  1.54281269e+02 -1.43619293e+02  4.70239592e-01  1.54749033e+02
 -1.44153108e+02 -2.08333757e-02  1.54276736e+02 -1.43646152e+02
  4.58242054e-01  1.54747921e+02]
res:  5413 -0.00053194010797597 0.016195193948988162 0.02637439341825631
[ 1.20908748e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
Niter:  5 row:  123 ngroup:  26 nlines:  5812 gd:  5412
[ 1.20908748e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
res:  5412 -0.0004737905510410201 0.016187552925657656 0.026357931828383006
[ 1.20895250e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
Niter:  6 row:  123 ngroup:  26 nlines:  5812 gd:  5413
[ 1.20895250e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
res:  5413 -0.0004792194304172881 0.016188941797736334 0.02637356177096039
[ 1.20893465e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
Saving figure to  wave_resid_43670005_fiber123.png
Final values:
res:  -0.0004792194304172881 0.02637356177096039
pars:  [ 1.20893465e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
123 [ 1.20893465e-10 -1.03138062e-05 -2.82907501e-01  1.61506292e+04
 -1.44077067e+02  1.35942697e-02  1.54290211e+02 -1.43596261e+02
  4.97568040e-01  1.54779547e+02 -1.44123299e+02  1.74263444e-03
  1.54270657e+02 -1.43602795e+02  4.79684565e-01  1.54761238e+02
 -1.44132536e+02 -1.85561206e-02  1.54288364e+02 -1.43628045e+02
  4.91875603e-01  1.54761168e+02 -1.44132796e+02 -1.20797405e-02
  1.54285473e+02 -1.43603041e+02  4.79880613e-01  1.54770155e+02
 -1.44096214e+02  9.44707027e-03  1.54275629e+02 -1.43626724e+02
  4.83402366e-01  1.54777487e+02 -1.44079873e+02  1.09784649e-02
  1.54289733e+02 -1.43575839e+02  4.90014776e-01  1.54768185e+02
 -1.44092917e+02 -3.73351335e-02  1.54263935e+02 -1.43617358e+02
  4.59321538e-01  1.54765672e+02 -1.44091780e+02  2.47589503e-02
  1.54287241e+02 -1.43638390e+02  4.73183760e-01  1.54780563e+02
 -1.44084985e+02 -4.35288194e-03  1.54285437e+02 -1.43636811e+02
  4.70722692e-01  1.54762654e+02 -1.44137028e+02 -1.11608537e-02
  1.54291694e+02 -1.43628758e+02  4.72902419e-01  1.54766629e+02
 -1.44117617e+02 -4.02705996e-02  1.54273277e+02 -1.43638453e+02
  4.51876646e-01  1.54767316e+02 -1.44144065e+02  6.88414414e-03
  1.54285071e+02 -1.43611329e+02  4.75876933e-01  1.54752833e+02
 -1.44145040e+02 -1.51557362e-02  1.54280503e+02 -1.43638088e+02
  4.63931673e-01  1.54751674e+02]
--- Row 125/300 row=124 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  124
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=124 ---
Niter:  0 row:  124 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0009490951424595551 0.015583121173222025 0.0350067929543541
[ 1.20624473e-10 -1.03143807e-05 -2.82898543e-01  1.61506405e+04
 -1.44140566e+02 -1.98859944e-13  1.54324925e+02]
Niter:  1 row:  124 ngroup:  1 nlines:  240 gd:  222
[ 1.20624473e-10 -1.03143807e-05 -2.82898543e-01  1.61506405e+04
 -1.44140566e+02 -1.98859944e-13  1.54324925e+02]
res:  222 0.0005585482304013567 0.015425164586304163 0.023551302803438732
[ 1.20732108e-10 -1.03143486e-05 -2.82902974e-01  1.61506423e+04
 -1.44093689e+02 -6.40598323e-12  1.54304209e+02]
Niter:  2 row:  124 ngroup:  1 nlines:  240 gd:  221
[ 1.20732108e-10 -1.03143486e-05 -2.82902974e-01  1.61506423e+04
 -1.44093689e+02 -6.40598323e-12  1.54304209e+02]
res:  221 0.000606261336542957 0.015213644454888708 0.023155414806789457
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
Niter:  3 row:  124 ngroup:  1 nlines:  240 gd:  221
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
res:  221 0.000606261336542957 0.015213644454888708 0.023155414806789457
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
Niter:  4 row:  124 ngroup:  1 nlines:  240 gd:  221
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
res:  221 0.000606261336542957 0.015213644454888708 0.023155414806789457
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
Niter:  5 row:  124 ngroup:  1 nlines:  240 gd:  221
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
res:  221 0.000606261336542957 0.015213644454888708 0.023155414806789457
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
Niter:  6 row:  124 ngroup:  1 nlines:  240 gd:  221
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
res:  221 0.000606261336542957 0.015213644454888708 0.023155414806789457
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
Final values:
res:  0.000606261336542957 0.023155414806789457
pars:  [ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
124 [ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02]
elapsed: 2.9 sec.
Niter:  0 row:  124 ngroup:  26 nlines:  5614 gd:  5614
[ 1.20893744e-10 -1.03143971e-05 -2.82905388e-01  1.61506434e+04
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02 -1.44076512e+02 -8.44873695e-11
  1.54296713e+02 -1.44076512e+02 -8.44873695e-11  1.54296713e+02
 -1.44076512e+02 -8.44873695e-11  1.54296713e+02 -1.44076512e+02
 -8.44873695e-11  1.54296713e+02]
res:  5614 -0.00038341357503668405 0.015804663676135533 0.0370262882276927
[ 1.20893756e-10 -1.03143982e-05 -2.82905360e-01  1.61506417e+04
 -1.44089474e+02  4.42960257e-03  1.54292605e+02 -1.43612430e+02
  4.98111800e-01  1.54774858e+02 -1.44125510e+02 -1.43191331e-03
  1.54304630e+02 -1.43641010e+02  4.53795009e-01  1.54765526e+02
 -1.44099777e+02 -5.37326854e-04  1.54291427e+02 -1.43645831e+02
  4.76394433e-01  1.54787055e+02 -1.44121879e+02 -2.92987787e-02
  1.54300152e+02 -1.43622364e+02  4.42344205e-01  1.54779735e+02
 -1.44112739e+02  2.22311678e-02  1.54288987e+02 -1.43601923e+02
  4.91754966e-01  1.54779116e+02 -1.44077938e+02 -2.41678695e-03
  1.54281545e+02 -1.43619518e+02  4.96169711e-01  1.54778055e+02
 -1.44117908e+02 -6.56522099e-03  1.54258314e+02 -1.43653818e+02
  4.62821056e-01  1.54789118e+02 -1.44145820e+02 -2.92491241e-03
  1.54292407e+02 -1.43671562e+02  4.77695627e-01  1.54786341e+02
 -1.44184042e+02 -1.88654014e-02  1.54295426e+02 -1.43667314e+02
  4.62136437e-01  1.54777093e+02 -1.44158450e+02 -4.71042284e-02
  1.54278273e+02 -1.43595072e+02  4.48349360e-01  1.54779252e+02
 -1.44150414e+02 -3.24473245e-02  1.54289098e+02 -1.43636184e+02
  4.65635916e-01  1.54763976e+02 -1.44149864e+02  1.02948840e-02
  1.54280458e+02 -1.43664394e+02  4.88446409e-01  1.54773909e+02
 -1.44154437e+02 -1.99605590e-02  1.54294794e+02 -1.43687532e+02
  4.75455841e-01  1.54773639e+02]
Niter:  1 row:  124 ngroup:  26 nlines:  5614 gd:  5203
[ 1.20893756e-10 -1.03143982e-05 -2.82905360e-01  1.61506417e+04
 -1.44089474e+02  4.42960257e-03  1.54292605e+02 -1.43612430e+02
  4.98111800e-01  1.54774858e+02 -1.44125510e+02 -1.43191331e-03
  1.54304630e+02 -1.43641010e+02  4.53795009e-01  1.54765526e+02
 -1.44099777e+02 -5.37326854e-04  1.54291427e+02 -1.43645831e+02
  4.76394433e-01  1.54787055e+02 -1.44121879e+02 -2.92987787e-02
  1.54300152e+02 -1.43622364e+02  4.42344205e-01  1.54779735e+02
 -1.44112739e+02  2.22311678e-02  1.54288987e+02 -1.43601923e+02
  4.91754966e-01  1.54779116e+02 -1.44077938e+02 -2.41678695e-03
  1.54281545e+02 -1.43619518e+02  4.96169711e-01  1.54778055e+02
 -1.44117908e+02 -6.56522099e-03  1.54258314e+02 -1.43653818e+02
  4.62821056e-01  1.54789118e+02 -1.44145820e+02 -2.92491241e-03
  1.54292407e+02 -1.43671562e+02  4.77695627e-01  1.54786341e+02
 -1.44184042e+02 -1.88654014e-02  1.54295426e+02 -1.43667314e+02
  4.62136437e-01  1.54777093e+02 -1.44158450e+02 -4.71042284e-02
  1.54278273e+02 -1.43595072e+02  4.48349360e-01  1.54779252e+02
 -1.44150414e+02 -3.24473245e-02  1.54289098e+02 -1.43636184e+02
  4.65635916e-01  1.54763976e+02 -1.44149864e+02  1.02948840e-02
  1.54280458e+02 -1.43664394e+02  4.88446409e-01  1.54773909e+02
 -1.44154437e+02 -1.99605590e-02  1.54294794e+02 -1.43687532e+02
  4.75455841e-01  1.54773639e+02]
res:  5203 -0.0003942232242479804 0.015691460230300436 0.025730790105685193
[ 1.20893744e-10 -1.03143992e-05 -2.82905388e-01  1.61506434e+04
 -1.44076550e+02  3.54015188e-03  1.54296680e+02 -1.43595603e+02
  4.92031171e-01  1.54782017e+02 -1.44127161e+02 -1.07096112e-02
  1.54310025e+02 -1.43620427e+02  4.52042249e-01  1.54771133e+02
 -1.44104911e+02 -3.53400746e-03  1.54298618e+02 -1.43633105e+02
  4.90933220e-01  1.54796718e+02 -1.44119613e+02 -1.36193736e-02
  1.54299953e+02 -1.43611503e+02  4.69534672e-01  1.54780049e+02
 -1.44111139e+02 -5.87440713e-04  1.54286384e+02 -1.43596157e+02
  4.85597836e-01  1.54787095e+02 -1.44087338e+02 -1.14592195e-02
  1.54288514e+02 -1.43609385e+02  4.86042067e-01  1.54787712e+02
 -1.44108489e+02 -1.79353396e-02  1.54269545e+02 -1.43662914e+02
  4.61632022e-01  1.54780443e+02 -1.44124973e+02 -3.21288743e-03
  1.54299001e+02 -1.43657932e+02  4.88028481e-01  1.54785962e+02
 -1.44141455e+02 -2.25849475e-02  1.54298994e+02 -1.43647007e+02
  4.74726903e-01  1.54782037e+02 -1.44153632e+02 -3.55171445e-02
  1.54294101e+02 -1.43609880e+02  4.51837543e-01  1.54785032e+02
 -1.44158552e+02 -1.81703789e-02  1.54301253e+02 -1.43640681e+02
  4.79072272e-01  1.54776847e+02 -1.44151013e+02  2.81396810e-03
  1.54293824e+02 -1.43644892e+02  4.84216545e-01  1.54776718e+02
 -1.44151719e+02 -2.55584188e-02  1.54293331e+02 -1.43675493e+02
  4.96263478e-01  1.54774473e+02]
Niter:  2 row:  124 ngroup:  26 nlines:  5614 gd:  5204
[ 1.20893744e-10 -1.03143992e-05 -2.82905388e-01  1.61506434e+04
 -1.44076550e+02  3.54015188e-03  1.54296680e+02 -1.43595603e+02
  4.92031171e-01  1.54782017e+02 -1.44127161e+02 -1.07096112e-02
  1.54310025e+02 -1.43620427e+02  4.52042249e-01  1.54771133e+02
 -1.44104911e+02 -3.53400746e-03  1.54298618e+02 -1.43633105e+02
  4.90933220e-01  1.54796718e+02 -1.44119613e+02 -1.36193736e-02
  1.54299953e+02 -1.43611503e+02  4.69534672e-01  1.54780049e+02
 -1.44111139e+02 -5.87440713e-04  1.54286384e+02 -1.43596157e+02
  4.85597836e-01  1.54787095e+02 -1.44087338e+02 -1.14592195e-02
  1.54288514e+02 -1.43609385e+02  4.86042067e-01  1.54787712e+02
 -1.44108489e+02 -1.79353396e-02  1.54269545e+02 -1.43662914e+02
  4.61632022e-01  1.54780443e+02 -1.44124973e+02 -3.21288743e-03
  1.54299001e+02 -1.43657932e+02  4.88028481e-01  1.54785962e+02
 -1.44141455e+02 -2.25849475e-02  1.54298994e+02 -1.43647007e+02
  4.74726903e-01  1.54782037e+02 -1.44153632e+02 -3.55171445e-02
  1.54294101e+02 -1.43609880e+02  4.51837543e-01  1.54785032e+02
 -1.44158552e+02 -1.81703789e-02  1.54301253e+02 -1.43640681e+02
  4.79072272e-01  1.54776847e+02 -1.44151013e+02  2.81396810e-03
  1.54293824e+02 -1.43644892e+02  4.84216545e-01  1.54776718e+02
 -1.44151719e+02 -2.55584188e-02  1.54293331e+02 -1.43675493e+02
  4.96263478e-01  1.54774473e+02]
res:  5204 -0.000499868322549446 0.015718793190899305 0.02570759509342107
[ 1.20893732e-10 -1.03144002e-05 -2.82905417e-01  1.61506450e+04
 -1.44069587e+02  9.23265391e-03  1.54301407e+02 -1.43588669e+02
  4.97723696e-01  1.54786744e+02 -1.44120198e+02 -1.05395118e-02
  1.54312758e+02 -1.43606799e+02  4.57716572e-01  1.54775852e+02
 -1.44103591e+02 -2.90178122e-03  1.54303344e+02 -1.43619975e+02
  5.07238235e-01  1.54801436e+02 -1.44112648e+02 -2.25055358e-03
  1.54304669e+02 -1.43604506e+02  4.75206299e-01  1.54784765e+02
 -1.44104176e+02 -1.68852170e-03  1.54291099e+02 -1.43589212e+02
  4.91297971e-01  1.54791821e+02 -1.44080397e+02 -1.94180360e-02
  1.54295196e+02 -1.43602431e+02  4.87993214e-01  1.54792438e+02
 -1.44101496e+02 -1.22528974e-02  1.54274271e+02 -1.43655961e+02
  4.67299314e-01  1.54783263e+02 -1.44117974e+02  2.49644648e-03
  1.54303723e+02 -1.43650956e+02  4.93691948e-01  1.54790680e+02
 -1.44134471e+02 -1.69219132e-02  1.54303710e+02 -1.43640031e+02
  4.80410599e-01  1.54788812e+02 -1.44146642e+02 -2.98284761e-02
  1.54298821e+02 -1.43602896e+02  4.57531186e-01  1.54787581e+02
 -1.44151592e+02 -1.24870806e-02  1.54305975e+02 -1.43640398e+02
  4.84711550e-01  1.54781568e+02 -1.44144033e+02  8.44740519e-03
  1.54300748e+02 -1.43637949e+02  4.84483920e-01  1.54781425e+02
 -1.44144788e+02 -2.43686504e-02  1.54295685e+02 -1.43668528e+02
  5.01942888e-01  1.54774772e+02]
Niter:  3 row:  124 ngroup:  26 nlines:  5614 gd:  5202
[ 1.20893732e-10 -1.03144002e-05 -2.82905417e-01  1.61506450e+04
 -1.44069587e+02  9.23265391e-03  1.54301407e+02 -1.43588669e+02
  4.97723696e-01  1.54786744e+02 -1.44120198e+02 -1.05395118e-02
  1.54312758e+02 -1.43606799e+02  4.57716572e-01  1.54775852e+02
 -1.44103591e+02 -2.90178122e-03  1.54303344e+02 -1.43619975e+02
  5.07238235e-01  1.54801436e+02 -1.44112648e+02 -2.25055358e-03
  1.54304669e+02 -1.43604506e+02  4.75206299e-01  1.54784765e+02
 -1.44104176e+02 -1.68852170e-03  1.54291099e+02 -1.43589212e+02
  4.91297971e-01  1.54791821e+02 -1.44080397e+02 -1.94180360e-02
  1.54295196e+02 -1.43602431e+02  4.87993214e-01  1.54792438e+02
 -1.44101496e+02 -1.22528974e-02  1.54274271e+02 -1.43655961e+02
  4.67299314e-01  1.54783263e+02 -1.44117974e+02  2.49644648e-03
  1.54303723e+02 -1.43650956e+02  4.93691948e-01  1.54790680e+02
 -1.44134471e+02 -1.69219132e-02  1.54303710e+02 -1.43640031e+02
  4.80410599e-01  1.54788812e+02 -1.44146642e+02 -2.98284761e-02
  1.54298821e+02 -1.43602896e+02  4.57531186e-01  1.54787581e+02
 -1.44151592e+02 -1.24870806e-02  1.54305975e+02 -1.43640398e+02
  4.84711550e-01  1.54781568e+02 -1.44144033e+02  8.44740519e-03
  1.54300748e+02 -1.43637949e+02  4.84483920e-01  1.54781425e+02
 -1.44144788e+02 -2.43686504e-02  1.54295685e+02 -1.43668528e+02
  5.01942888e-01  1.54774772e+02]
res:  5202 -0.0004833207349292934 0.01575224412317766 0.025673921554267436
[ 1.20882306e-10 -1.03144002e-05 -2.82905417e-01  1.61506450e+04
 -1.44069587e+02  9.23265391e-03  1.54301407e+02 -1.43588669e+02
  4.97723696e-01  1.54786744e+02 -1.44120198e+02 -1.05395118e-02
  1.54312758e+02 -1.43606799e+02  4.57716572e-01  1.54775852e+02
 -1.44103591e+02 -2.90178122e-03  1.54303344e+02 -1.43619975e+02
  5.07238235e-01  1.54801436e+02 -1.44112648e+02 -2.25055358e-03
  1.54304669e+02 -1.43604506e+02  4.75206299e-01  1.54784765e+02
 -1.44104176e+02 -1.68852170e-03  1.54291099e+02 -1.43589212e+02
  4.91297971e-01  1.54791821e+02 -1.44080397e+02 -1.94180360e-02
  1.54295196e+02 -1.43602431e+02  4.87993214e-01  1.54792438e+02
 -1.44101496e+02 -1.22528974e-02  1.54274271e+02 -1.43655961e+02
  4.67299314e-01  1.54783263e+02 -1.44117974e+02  2.49644648e-03
  1.54303723e+02 -1.43650956e+02  4.93691948e-01  1.54790680e+02
 -1.44134471e+02 -1.69219132e-02  1.54303710e+02 -1.43640031e+02
  4.80410599e-01  1.54788812e+02 -1.44146642e+02 -2.98284761e-02
  1.54298821e+02 -1.43602896e+02  4.57531186e-01  1.54787581e+02
 -1.44151592e+02 -1.24870806e-02  1.54305975e+02 -1.43640398e+02
  4.84711550e-01  1.54781568e+02 -1.44144033e+02  8.44740519e-03
  1.54300748e+02 -1.43637949e+02  4.84483920e-01  1.54781425e+02
 -1.44144788e+02 -2.43686504e-02  1.54295685e+02 -1.43668528e+02
  5.01942888e-01  1.54774772e+02]
Niter:  4 row:  124 ngroup:  26 nlines:  5614 gd:  5204
[ 1.20882306e-10 -1.03144002e-05 -2.82905417e-01  1.61506450e+04
 -1.44069587e+02  9.23265391e-03  1.54301407e+02 -1.43588669e+02
  4.97723696e-01  1.54786744e+02 -1.44120198e+02 -1.05395118e-02
  1.54312758e+02 -1.43606799e+02  4.57716572e-01  1.54775852e+02
 -1.44103591e+02 -2.90178122e-03  1.54303344e+02 -1.43619975e+02
  5.07238235e-01  1.54801436e+02 -1.44112648e+02 -2.25055358e-03
  1.54304669e+02 -1.43604506e+02  4.75206299e-01  1.54784765e+02
 -1.44104176e+02 -1.68852170e-03  1.54291099e+02 -1.43589212e+02
  4.91297971e-01  1.54791821e+02 -1.44080397e+02 -1.94180360e-02
  1.54295196e+02 -1.43602431e+02  4.87993214e-01  1.54792438e+02
 -1.44101496e+02 -1.22528974e-02  1.54274271e+02 -1.43655961e+02
  4.67299314e-01  1.54783263e+02 -1.44117974e+02  2.49644648e-03
  1.54303723e+02 -1.43650956e+02  4.93691948e-01  1.54790680e+02
 -1.44134471e+02 -1.69219132e-02  1.54303710e+02 -1.43640031e+02
  4.80410599e-01  1.54788812e+02 -1.44146642e+02 -2.98284761e-02
  1.54298821e+02 -1.43602896e+02  4.57531186e-01  1.54787581e+02
 -1.44151592e+02 -1.24870806e-02  1.54305975e+02 -1.43640398e+02
  4.84711550e-01  1.54781568e+02 -1.44144033e+02  8.44740519e-03
  1.54300748e+02 -1.43637949e+02  4.84483920e-01  1.54781425e+02
 -1.44144788e+02 -2.43686504e-02  1.54295685e+02 -1.43668528e+02
  5.01942888e-01  1.54774772e+02]
res:  5204 -0.0005503391530510271 0.015706210743701376 0.025702186551289273
[ 1.20882294e-10 -1.03144013e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
Niter:  5 row:  124 ngroup:  26 nlines:  5614 gd:  5202
[ 1.20882294e-10 -1.03144013e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
res:  5202 -0.0005125085126564954 0.015714535474216973 0.02567019669326245
[ 1.20876143e-10 -1.03144013e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
Niter:  6 row:  124 ngroup:  26 nlines:  5614 gd:  5202
[ 1.20876143e-10 -1.03144013e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
res:  5202 -0.0005089883425171138 0.01571400719058147 0.025670090718441535
[ 1.20882460e-10 -1.03144078e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
Saving figure to  wave_resid_43670005_fiber124.png
Final values:
res:  -0.0005089883425171138 0.025670090718441535
pars:  [ 1.20882460e-10 -1.03144078e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
124 [ 1.20882460e-10 -1.03144078e-05 -2.82905445e-01  1.61506466e+04
 -1.44062135e+02  1.49288237e-02  1.54305681e+02 -1.43581272e+02
  5.00215940e-01  1.54791016e+02 -1.44112745e+02 -4.88857129e-03
  1.54317021e+02 -1.43599328e+02  4.63387661e-01  1.54780103e+02
 -1.44096065e+02  2.79612205e-03  1.54307609e+02 -1.43612510e+02
  5.12924649e-01  1.54805679e+02 -1.44105192e+02  8.71036144e-03
  1.54308906e+02 -1.43596989e+02  4.80870114e-01  1.54789005e+02
 -1.44096726e+02  4.01438592e-03  1.54295342e+02 -1.43581800e+02
  4.96998460e-01  1.54796085e+02 -1.44072986e+02 -1.37215304e-02
  1.54299447e+02 -1.43594999e+02  4.93700818e-01  1.54796703e+02
 -1.44093988e+02 -6.57496468e-03  1.54278537e+02 -1.43648522e+02
  4.72967166e-01  1.54787490e+02 -1.44110452e+02  8.20522585e-03
  1.54307979e+02 -1.43643475e+02  4.99355118e-01  1.54794927e+02
 -1.44126977e+02 -1.12470183e-02  1.54307955e+02 -1.43632549e+02
  4.86085035e-01  1.54793074e+02 -1.44139138e+02 -2.41409754e-02
  1.54303073e+02 -1.43595402e+02  4.63224297e-01  1.54791827e+02
 -1.44144145e+02 -6.81525755e-03  1.54310232e+02 -1.43632956e+02
  4.90348461e-01  1.54785825e+02 -1.44136548e+02  1.40806839e-02
  1.54304992e+02 -1.43630531e+02  4.90150487e-01  1.54785644e+02
 -1.44137395e+02 -2.33171298e-02  1.54299966e+02 -1.43661082e+02
  5.07629457e-01  1.54776818e+02]
--- Row 126/300 row=125 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  125
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=125 ---
Niter:  0 row:  125 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 -0.0005096666291137808 0.014772210695809918 0.03173840974978688
[ 1.20714282e-10 -1.03141354e-05 -2.82900365e-01  1.61506622e+04
 -1.44126093e+02  6.26951222e-15  1.54320401e+02]
Niter:  1 row:  125 ngroup:  1 nlines:  246 gd:  231
[ 1.20714282e-10 -1.03141354e-05 -2.82900365e-01  1.61506622e+04
 -1.44126093e+02  6.26951222e-15  1.54320401e+02]
res:  231 -0.00016370395042031305 0.014503102423987002 0.023730668592347202
[ 1.21131884e-10 -1.03143843e-05 -2.82908919e-01  1.61506673e+04
 -1.44053311e+02 -4.34465005e-12  1.54293703e+02]
Niter:  2 row:  125 ngroup:  1 nlines:  246 gd:  232
[ 1.21131884e-10 -1.03143843e-05 -2.82908919e-01  1.61506673e+04
 -1.44053311e+02 -4.34465005e-12  1.54293703e+02]
res:  232 -7.193934652605094e-05 0.014772231797905988 0.023941556187785182
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
Niter:  3 row:  125 ngroup:  1 nlines:  246 gd:  232
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
res:  232 -7.193934652605094e-05 0.014772231797905988 0.023941556187785182
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
Niter:  4 row:  125 ngroup:  1 nlines:  246 gd:  232
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
res:  232 -7.193934652605094e-05 0.014772231797905988 0.023941556187785182
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
Niter:  5 row:  125 ngroup:  1 nlines:  246 gd:  232
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
res:  232 -7.193934652605094e-05 0.014772231797905988 0.023941556187785182
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
Niter:  6 row:  125 ngroup:  1 nlines:  246 gd:  232
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
res:  232 -7.193934652605094e-05 0.014772231797905988 0.023941556187785182
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
Final values:
res:  -7.193934652605094e-05 0.023941556187785182
pars:  [ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
125 [ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02]
elapsed: 3.0 sec.
Niter:  0 row:  125 ngroup:  26 nlines:  5764 gd:  5764
[ 1.21219568e-10 -1.03144223e-05 -2.82910206e-01  1.61506680e+04
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02 -1.44043737e+02  1.62361799e-10
  1.54290082e+02 -1.44043737e+02  1.62361799e-10  1.54290082e+02
 -1.44043737e+02  1.62361799e-10  1.54290082e+02 -1.44043737e+02
  1.62361799e-10  1.54290082e+02]
res:  5764 -0.00017023991949827177 0.016444161688013992 0.03880547183962263
[ 1.21219580e-10 -1.03144233e-05 -2.82910178e-01  1.61506664e+04
 -1.44052083e+02  1.51272788e-02  1.54281850e+02 -1.43611667e+02
  4.97457418e-01  1.54784391e+02 -1.44036428e+02 -2.08158981e-02
  1.54267476e+02 -1.43578432e+02  4.86584647e-01  1.54784336e+02
 -1.44085002e+02 -5.93690852e-03  1.54287232e+02 -1.43525039e+02
  4.88816221e-01  1.54763859e+02 -1.44080710e+02 -3.08190443e-02
  1.54274223e+02 -1.43638528e+02  4.77383161e-01  1.54759648e+02
 -1.44076215e+02  1.38232263e-02  1.54278461e+02 -1.43556733e+02
  5.36252260e-01  1.54771248e+02 -1.44072145e+02  7.72646811e-03
  1.54284175e+02 -1.43581450e+02  5.09850239e-01  1.54775264e+02
 -1.44072332e+02 -1.77529327e-03  1.54276095e+02 -1.43535668e+02
  4.74371983e-01  1.54780274e+02 -1.44091284e+02  9.16305921e-03
  1.54293426e+02 -1.43538336e+02  5.02595194e-01  1.54786587e+02
 -1.44138375e+02 -2.35454941e-02  1.54283880e+02 -1.43557829e+02
  4.63089777e-01  1.54785868e+02 -1.44072515e+02 -3.12466526e-03
  1.54266911e+02 -1.43561090e+02  4.67346216e-01  1.54782097e+02
 -1.44084641e+02 -1.97240839e-02  1.54278679e+02 -1.43633795e+02
  4.63734972e-01  1.54769192e+02 -1.44075133e+02 -1.46515781e-02
  1.54270069e+02 -1.43636922e+02  5.04289400e-01  1.54761942e+02
 -1.44114663e+02 -8.39964944e-03  1.54268468e+02 -1.43601275e+02
  4.95667890e-01  1.54753568e+02]
Niter:  1 row:  125 ngroup:  26 nlines:  5764 gd:  5320
[ 1.21219580e-10 -1.03144233e-05 -2.82910178e-01  1.61506664e+04
 -1.44052083e+02  1.51272788e-02  1.54281850e+02 -1.43611667e+02
  4.97457418e-01  1.54784391e+02 -1.44036428e+02 -2.08158981e-02
  1.54267476e+02 -1.43578432e+02  4.86584647e-01  1.54784336e+02
 -1.44085002e+02 -5.93690852e-03  1.54287232e+02 -1.43525039e+02
  4.88816221e-01  1.54763859e+02 -1.44080710e+02 -3.08190443e-02
  1.54274223e+02 -1.43638528e+02  4.77383161e-01  1.54759648e+02
 -1.44076215e+02  1.38232263e-02  1.54278461e+02 -1.43556733e+02
  5.36252260e-01  1.54771248e+02 -1.44072145e+02  7.72646811e-03
  1.54284175e+02 -1.43581450e+02  5.09850239e-01  1.54775264e+02
 -1.44072332e+02 -1.77529327e-03  1.54276095e+02 -1.43535668e+02
  4.74371983e-01  1.54780274e+02 -1.44091284e+02  9.16305921e-03
  1.54293426e+02 -1.43538336e+02  5.02595194e-01  1.54786587e+02
 -1.44138375e+02 -2.35454941e-02  1.54283880e+02 -1.43557829e+02
  4.63089777e-01  1.54785868e+02 -1.44072515e+02 -3.12466526e-03
  1.54266911e+02 -1.43561090e+02  4.67346216e-01  1.54782097e+02
 -1.44084641e+02 -1.97240839e-02  1.54278679e+02 -1.43633795e+02
  4.63734972e-01  1.54769192e+02 -1.44075133e+02 -1.46515781e-02
  1.54270069e+02 -1.43636922e+02  5.04289400e-01  1.54761942e+02
 -1.44114663e+02 -8.39964944e-03  1.54268468e+02 -1.43601275e+02
  4.95667890e-01  1.54753568e+02]
res:  5320 -0.00022732461093255552 0.016287212927636574 0.026788651227485114
[ 1.21219568e-10 -1.03144243e-05 -2.82910206e-01  1.61506680e+04
 -1.44043776e+02  3.72795234e-03  1.54289985e+02 -1.43575349e+02
  4.89707845e-01  1.54792085e+02 -1.44055332e+02 -1.50942224e-02
  1.54285928e+02 -1.43572108e+02  4.99312869e-01  1.54772093e+02
 -1.44065312e+02 -1.07782457e-02  1.54286959e+02 -1.43527411e+02
  4.98055829e-01  1.54774308e+02 -1.44064770e+02 -1.02125421e-02
  1.54281070e+02 -1.43611641e+02  4.84454516e-01  1.54769432e+02
 -1.44068021e+02 -3.79354005e-03  1.54278052e+02 -1.43566418e+02
  5.19183559e-01  1.54780219e+02 -1.44045345e+02  3.33803897e-03
  1.54291704e+02 -1.43572158e+02  4.94548634e-01  1.54783487e+02
 -1.44095127e+02  1.17090272e-02  1.54281531e+02 -1.43544333e+02
  4.72769039e-01  1.54784900e+02 -1.44063733e+02 -1.50277246e-03
  1.54296462e+02 -1.43527763e+02  5.01106208e-01  1.54782427e+02
 -1.44106699e+02 -2.55670229e-02  1.54287356e+02 -1.43564030e+02
  4.72071365e-01  1.54784906e+02 -1.44088265e+02 -1.73970474e-02
  1.54277561e+02 -1.43563289e+02  4.80261826e-01  1.54786937e+02
 -1.44082730e+02 -1.83991146e-02  1.54283425e+02 -1.43604287e+02
  4.62886259e-01  1.54781007e+02 -1.44073404e+02 -7.13032949e-04
  1.54274732e+02 -1.43625017e+02  4.90856825e-01  1.54760895e+02
 -1.44109934e+02 -5.20273318e-03  1.54281668e+02 -1.43583585e+02
  5.14777526e-01  1.54766506e+02]
Niter:  2 row:  125 ngroup:  26 nlines:  5764 gd:  5306
[ 1.21219568e-10 -1.03144243e-05 -2.82910206e-01  1.61506680e+04
 -1.44043776e+02  3.72795234e-03  1.54289985e+02 -1.43575349e+02
  4.89707845e-01  1.54792085e+02 -1.44055332e+02 -1.50942224e-02
  1.54285928e+02 -1.43572108e+02  4.99312869e-01  1.54772093e+02
 -1.44065312e+02 -1.07782457e-02  1.54286959e+02 -1.43527411e+02
  4.98055829e-01  1.54774308e+02 -1.44064770e+02 -1.02125421e-02
  1.54281070e+02 -1.43611641e+02  4.84454516e-01  1.54769432e+02
 -1.44068021e+02 -3.79354005e-03  1.54278052e+02 -1.43566418e+02
  5.19183559e-01  1.54780219e+02 -1.44045345e+02  3.33803897e-03
  1.54291704e+02 -1.43572158e+02  4.94548634e-01  1.54783487e+02
 -1.44095127e+02  1.17090272e-02  1.54281531e+02 -1.43544333e+02
  4.72769039e-01  1.54784900e+02 -1.44063733e+02 -1.50277246e-03
  1.54296462e+02 -1.43527763e+02  5.01106208e-01  1.54782427e+02
 -1.44106699e+02 -2.55670229e-02  1.54287356e+02 -1.43564030e+02
  4.72071365e-01  1.54784906e+02 -1.44088265e+02 -1.73970474e-02
  1.54277561e+02 -1.43563289e+02  4.80261826e-01  1.54786937e+02
 -1.44082730e+02 -1.83991146e-02  1.54283425e+02 -1.43604287e+02
  4.62886259e-01  1.54781007e+02 -1.44073404e+02 -7.13032949e-04
  1.54274732e+02 -1.43625017e+02  4.90856825e-01  1.54760895e+02
 -1.44109934e+02 -5.20273318e-03  1.54281668e+02 -1.43583585e+02
  5.14777526e-01  1.54766506e+02]
res:  5306 -0.00033396091203030664 0.016248274921053962 0.026501515297679176
[ 1.21219556e-10 -1.03144254e-05 -2.82910235e-01  1.61506696e+04
 -1.44036794e+02  5.70579466e-03  1.54294717e+02 -1.43561872e+02
  4.87931247e-01  1.54796813e+02 -1.44055353e+02 -9.36805436e-03
  1.54293004e+02 -1.43565137e+02  5.10757749e-01  1.54769972e+02
 -1.44051419e+02 -5.05787115e-03  1.54289710e+02 -1.43526772e+02
  5.03740227e-01  1.54779013e+02 -1.44057768e+02  1.17333436e-03
  1.54285782e+02 -1.43599312e+02  4.90133311e-01  1.54774164e+02
 -1.44055671e+02 -1.49027641e-03  1.54282788e+02 -1.43564566e+02
  5.21291142e-01  1.54784945e+02 -1.44033463e+02  9.04644333e-03
  1.54296436e+02 -1.43559450e+02  5.00246973e-01  1.54788217e+02
 -1.44100435e+02  2.30302498e-02  1.54286331e+02 -1.43543739e+02
  4.78466572e-01  1.54789631e+02 -1.44049868e+02  4.17735514e-03
  1.54301188e+02 -1.43520824e+02  5.06807890e-01  1.54787158e+02
 -1.44093390e+02 -3.06569611e-02  1.54290014e+02 -1.43557067e+02
  4.77791812e-01  1.54787231e+02 -1.44087454e+02 -1.17000782e-02
  1.54282287e+02 -1.43556341e+02  4.85918321e-01  1.54791669e+02
 -1.44081912e+02 -1.27145861e-02  1.54288151e+02 -1.43590837e+02
  4.68560450e-01  1.54785737e+02 -1.44066403e+02  4.97225658e-03
  1.54279461e+02 -1.43611314e+02  4.96533349e-01  1.54765619e+02
 -1.44102945e+02  5.22174000e-04  1.54290907e+02 -1.43576620e+02
  5.20485880e-01  1.54773610e+02]
Niter:  3 row:  125 ngroup:  26 nlines:  5764 gd:  5303
[ 1.21219556e-10 -1.03144254e-05 -2.82910235e-01  1.61506696e+04
 -1.44036794e+02  5.70579466e-03  1.54294717e+02 -1.43561872e+02
  4.87931247e-01  1.54796813e+02 -1.44055353e+02 -9.36805436e-03
  1.54293004e+02 -1.43565137e+02  5.10757749e-01  1.54769972e+02
 -1.44051419e+02 -5.05787115e-03  1.54289710e+02 -1.43526772e+02
  5.03740227e-01  1.54779013e+02 -1.44057768e+02  1.17333436e-03
  1.54285782e+02 -1.43599312e+02  4.90133311e-01  1.54774164e+02
 -1.44055671e+02 -1.49027641e-03  1.54282788e+02 -1.43564566e+02
  5.21291142e-01  1.54784945e+02 -1.44033463e+02  9.04644333e-03
  1.54296436e+02 -1.43559450e+02  5.00246973e-01  1.54788217e+02
 -1.44100435e+02  2.30302498e-02  1.54286331e+02 -1.43543739e+02
  4.78466572e-01  1.54789631e+02 -1.44049868e+02  4.17735514e-03
  1.54301188e+02 -1.43520824e+02  5.06807890e-01  1.54787158e+02
 -1.44093390e+02 -3.06569611e-02  1.54290014e+02 -1.43557067e+02
  4.77791812e-01  1.54787231e+02 -1.44087454e+02 -1.17000782e-02
  1.54282287e+02 -1.43556341e+02  4.85918321e-01  1.54791669e+02
 -1.44081912e+02 -1.27145861e-02  1.54288151e+02 -1.43590837e+02
  4.68560450e-01  1.54785737e+02 -1.44066403e+02  4.97225658e-03
  1.54279461e+02 -1.43611314e+02  4.96533349e-01  1.54765619e+02
 -1.44102945e+02  5.22174000e-04  1.54290907e+02 -1.43576620e+02
  5.20485880e-01  1.54773610e+02]
res:  5303 2.2925469238543883e-05 0.016239409625995904 0.02644284008617967
[ 1.21418140e-10 -1.03152806e-05 -2.82916037e-01  1.61506712e+04
 -1.44002431e+02  1.05141225e-02  1.54253172e+02 -1.43527566e+02
  4.91922983e-01  1.54755002e+02 -1.44020884e+02 -4.07973342e-03
  1.54256849e+02 -1.43530298e+02  5.14173230e-01  1.54727994e+02
 -1.44016612e+02  1.23198759e-04  1.54247784e+02 -1.43500932e+02
  5.07359235e-01  1.54736001e+02 -1.44022941e+02  5.16804085e-03
  1.54243139e+02 -1.43564745e+02  4.93746995e-01  1.54732494e+02
 -1.44021447e+02  2.82647683e-03  1.54241390e+02 -1.43530271e+02
  5.25651928e-01  1.54743064e+02 -1.43999238e+02  1.35821943e-02
  1.54254882e+02 -1.43525158e+02  5.04644300e-01  1.54746491e+02
 -1.44065828e+02  2.61484565e-02  1.54244395e+02 -1.43509140e+02
  4.75007725e-01  1.54747969e+02 -1.44015548e+02  7.59635432e-03
  1.54259272e+02 -1.43486494e+02  5.11208148e-01  1.54745483e+02
 -1.44051601e+02 -2.67559418e-02  1.54247876e+02 -1.43522847e+02
  4.82620178e-01  1.54745223e+02 -1.44052889e+02 -7.49987095e-03
  1.54240412e+02 -1.43521483e+02  4.88536965e-01  1.54750046e+02
 -1.44047519e+02 -8.96147451e-03  1.54246242e+02 -1.43556375e+02
  4.71759391e-01  1.54744004e+02 -1.44031725e+02  9.09398263e-03
  1.54237671e+02 -1.43576605e+02  4.99741848e-01  1.54723587e+02
 -1.44068117e+02  5.77261016e-03  1.54249337e+02 -1.43542075e+02
  5.25212902e-01  1.54731855e+02]
Niter:  4 row:  125 ngroup:  26 nlines:  5764 gd:  5300
[ 1.21418140e-10 -1.03152806e-05 -2.82916037e-01  1.61506712e+04
 -1.44002431e+02  1.05141225e-02  1.54253172e+02 -1.43527566e+02
  4.91922983e-01  1.54755002e+02 -1.44020884e+02 -4.07973342e-03
  1.54256849e+02 -1.43530298e+02  5.14173230e-01  1.54727994e+02
 -1.44016612e+02  1.23198759e-04  1.54247784e+02 -1.43500932e+02
  5.07359235e-01  1.54736001e+02 -1.44022941e+02  5.16804085e-03
  1.54243139e+02 -1.43564745e+02  4.93746995e-01  1.54732494e+02
 -1.44021447e+02  2.82647683e-03  1.54241390e+02 -1.43530271e+02
  5.25651928e-01  1.54743064e+02 -1.43999238e+02  1.35821943e-02
  1.54254882e+02 -1.43525158e+02  5.04644300e-01  1.54746491e+02
 -1.44065828e+02  2.61484565e-02  1.54244395e+02 -1.43509140e+02
  4.75007725e-01  1.54747969e+02 -1.44015548e+02  7.59635432e-03
  1.54259272e+02 -1.43486494e+02  5.11208148e-01  1.54745483e+02
 -1.44051601e+02 -2.67559418e-02  1.54247876e+02 -1.43522847e+02
  4.82620178e-01  1.54745223e+02 -1.44052889e+02 -7.49987095e-03
  1.54240412e+02 -1.43521483e+02  4.88536965e-01  1.54750046e+02
 -1.44047519e+02 -8.96147451e-03  1.54246242e+02 -1.43556375e+02
  4.71759391e-01  1.54744004e+02 -1.44031725e+02  9.09398263e-03
  1.54237671e+02 -1.43576605e+02  4.99741848e-01  1.54723587e+02
 -1.44068117e+02  5.77261016e-03  1.54249337e+02 -1.43542075e+02
  5.25212902e-01  1.54731855e+02]
res:  5300 -8.49152593218605e-05 0.016188563273317413 0.026360912232020025
[ 1.21418152e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
Niter:  5 row:  125 ngroup:  26 nlines:  5764 gd:  5301
[ 1.21418152e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
res:  5301 -0.00012009023430437082 0.016200047297388664 0.026376030301697963
[ 1.21427690e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
Niter:  6 row:  125 ngroup:  26 nlines:  5764 gd:  5302
[ 1.21427690e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
res:  5302 -0.00011978098245890578 0.01619899283923587 0.026391982046417017
[ 1.21427922e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
Saving figure to  wave_resid_43670005_fiber125.png
Final values:
res:  -0.00011978098245890578 0.026391982046417017
pars:  [ 1.21427922e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
125 [ 1.21427922e-10 -1.03152796e-05 -2.82916009e-01  1.61506696e+04
 -1.44012138e+02  4.62360381e-03  1.54249642e+02 -1.43537352e+02
  4.86085466e-01  1.54753755e+02 -1.44030852e+02 -1.00886569e-02
  1.54250085e+02 -1.43540497e+02  4.97686799e-01  1.54724627e+02
 -1.44026847e+02 -5.87911570e-03  1.54242314e+02 -1.43514648e+02
  5.01460406e-01  1.54730346e+02 -1.44033051e+02 -6.09180047e-03
  1.54239711e+02 -1.43568327e+02  4.87861508e-01  1.54729049e+02
 -1.44025386e+02 -1.01789539e-02  1.54237846e+02 -1.43539928e+02
  5.16141872e-01  1.54737482e+02 -1.44008829e+02  4.14262523e-03
  1.54249271e+02 -1.43534852e+02  4.95173010e-01  1.54741013e+02
 -1.44075838e+02  1.44909351e-02  1.54243111e+02 -1.43519208e+02
  4.70879170e-01  1.54742426e+02 -1.44025445e+02  1.73058364e-03
  1.54255785e+02 -1.43496361e+02  5.05274150e-01  1.54741989e+02
 -1.44063350e+02 -3.26811334e-02  1.54244389e+02 -1.43532629e+02
  4.76643075e-01  1.54742028e+02 -1.44062927e+02 -1.34139787e-02
  1.54236929e+02 -1.43531687e+02  4.82727595e-01  1.54746541e+02
 -1.44057441e+02 -1.48453602e-02  1.54242771e+02 -1.43566393e+02
  4.65907332e-01  1.54742699e+02 -1.44041940e+02  3.16001279e-03
  1.54234205e+02 -1.43580859e+02  4.93894554e-01  1.54720152e+02
 -1.44078496e+02 -2.36882261e-04  1.54243815e+02 -1.43552308e+02
  5.13189934e-01  1.54728407e+02]
--- Row 127/300 row=126 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  126
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=126 ---
Niter:  0 row:  126 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -0.0005363169057091 0.0147605276088143 0.03269454757189362
[ 1.21079866e-10 -1.03152137e-05 -2.82907642e-01  1.61506852e+04
 -1.44081085e+02  9.94999999e-08  1.54281246e+02]
Niter:  1 row:  126 ngroup:  1 nlines:  240 gd:  221
[ 1.21079866e-10 -1.03152137e-05 -2.82907642e-01  1.61506852e+04
 -1.44081085e+02  9.94999999e-08  1.54281246e+02]
res:  221 0.00035265602036815835 0.013992021348713024 0.02254316042992613
[ 1.21486811e-10 -1.03153448e-05 -2.82913681e-01  1.61506856e+04
 -1.44048043e+02  9.95024366e-08  1.54260429e+02]
Niter:  2 row:  126 ngroup:  1 nlines:  240 gd:  222
[ 1.21486811e-10 -1.03153448e-05 -2.82913681e-01  1.61506856e+04
 -1.44048043e+02  9.95024366e-08  1.54260429e+02]
res:  222 0.00038842937919980614 0.013827640122144658 0.0228599767514715
[ 1.21639978e-10 -1.03153895e-05 -2.82915976e-01  1.61506866e+04
 -1.44031725e+02  9.96374359e-08  1.54253311e+02]
Niter:  3 row:  126 ngroup:  1 nlines:  240 gd:  223
[ 1.21639978e-10 -1.03153895e-05 -2.82915976e-01  1.61506866e+04
 -1.44031725e+02  9.96374359e-08  1.54253311e+02]
res:  223 0.00025474799622315913 0.01377089305606205 0.023182663541237988
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
Niter:  4 row:  126 ngroup:  1 nlines:  240 gd:  223
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
res:  223 0.00025474799622315913 0.01377089305424306 0.023182663541197763
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
Niter:  5 row:  126 ngroup:  1 nlines:  240 gd:  223
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
res:  223 0.00025474799622315913 0.01377089305424306 0.023182663541197763
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
Niter:  6 row:  126 ngroup:  1 nlines:  240 gd:  223
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
res:  223 0.00025474799622315913 0.01377089305424306 0.023182663541197763
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
Final values:
res:  0.00025474799622315913 0.023182663541197763
pars:  [ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
126 [ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02]
elapsed: 3.0 sec.
Niter:  0 row:  126 ngroup:  26 nlines:  5574 gd:  5574
[ 1.21644317e-10 -1.03154164e-05 -2.82915955e-01  1.61506876e+04
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02 -1.44028465e+02  9.96437385e-08
  1.54256208e+02 -1.44028465e+02  9.96437385e-08  1.54256208e+02
 -1.44028465e+02  9.96437385e-08  1.54256208e+02 -1.44028465e+02
  9.96437385e-08  1.54256208e+02]
res:  5574 -8.049135976762045e-05 0.0156584824590027 0.037076144189042974
[ 1.21644304e-10 -1.03154154e-05 -2.82915927e-01  1.61506860e+04
 -1.44035556e+02  2.20556389e-03  1.54246260e+02 -1.43543492e+02
  5.02309998e-01  1.54744806e+02 -1.44112444e+02 -1.89378446e-02
  1.54263199e+02 -1.43615615e+02  4.74221885e-01  1.54753753e+02
 -1.44046290e+02  7.24582247e-04  1.54261249e+02 -1.43561635e+02
  4.99841462e-01  1.54745307e+02 -1.44074323e+02 -2.03302056e-02
  1.54260087e+02 -1.43590143e+02  4.59384683e-01  1.54748113e+02
 -1.44067046e+02  2.34229261e-02  1.54238403e+02 -1.43555966e+02
  5.00342166e-01  1.54744838e+02 -1.44026896e+02  1.75901216e-02
  1.54246305e+02 -1.43539653e+02  5.10698221e-01  1.54741478e+02
 -1.44046198e+02 -2.00216996e-02  1.54236636e+02 -1.43590978e+02
  4.60867596e-01  1.54742625e+02 -1.44075180e+02 -6.15646530e-03
  1.54261563e+02 -1.43568704e+02  4.61905097e-01  1.54732541e+02
 -1.44077691e+02  2.70407238e-02  1.54253824e+02 -1.43630632e+02
  4.88028797e-01  1.54746854e+02 -1.44067900e+02  5.70692066e-04
  1.54262207e+02 -1.43607723e+02  4.65150667e-01  1.54748585e+02
 -1.44104586e+02 -2.14664359e-02  1.54227426e+02 -1.43613365e+02
  4.79750131e-01  1.54731049e+02 -1.44088718e+02  7.53315061e-03
  1.54249450e+02 -1.43582203e+02  4.77132084e-01  1.54736794e+02
 -1.44101665e+02 -9.44351482e-03  1.54243614e+02 -1.43609560e+02
  4.49857320e-01  1.54738721e+02]
Niter:  1 row:  126 ngroup:  26 nlines:  5574 gd:  5140
[ 1.21644304e-10 -1.03154154e-05 -2.82915927e-01  1.61506860e+04
 -1.44035556e+02  2.20556389e-03  1.54246260e+02 -1.43543492e+02
  5.02309998e-01  1.54744806e+02 -1.44112444e+02 -1.89378446e-02
  1.54263199e+02 -1.43615615e+02  4.74221885e-01  1.54753753e+02
 -1.44046290e+02  7.24582247e-04  1.54261249e+02 -1.43561635e+02
  4.99841462e-01  1.54745307e+02 -1.44074323e+02 -2.03302056e-02
  1.54260087e+02 -1.43590143e+02  4.59384683e-01  1.54748113e+02
 -1.44067046e+02  2.34229261e-02  1.54238403e+02 -1.43555966e+02
  5.00342166e-01  1.54744838e+02 -1.44026896e+02  1.75901216e-02
  1.54246305e+02 -1.43539653e+02  5.10698221e-01  1.54741478e+02
 -1.44046198e+02 -2.00216996e-02  1.54236636e+02 -1.43590978e+02
  4.60867596e-01  1.54742625e+02 -1.44075180e+02 -6.15646530e-03
  1.54261563e+02 -1.43568704e+02  4.61905097e-01  1.54732541e+02
 -1.44077691e+02  2.70407238e-02  1.54253824e+02 -1.43630632e+02
  4.88028797e-01  1.54746854e+02 -1.44067900e+02  5.70692066e-04
  1.54262207e+02 -1.43607723e+02  4.65150667e-01  1.54748585e+02
 -1.44104586e+02 -2.14664359e-02  1.54227426e+02 -1.43613365e+02
  4.79750131e-01  1.54731049e+02 -1.44088718e+02  7.53315061e-03
  1.54249450e+02 -1.43582203e+02  4.77132084e-01  1.54736794e+02
 -1.44101665e+02 -9.44351482e-03  1.54243614e+02 -1.43609560e+02
  4.49857320e-01  1.54738721e+02]
res:  5140 -1.0204701538896188e-05 0.01574306936981884 0.025621411118640657
[ 1.21644292e-10 -1.03154146e-05 -2.82915955e-01  1.61506876e+04
 -1.44028564e+02  4.70703379e-06  1.54254263e+02 -1.43533355e+02
  5.12643590e-01  1.54754546e+02 -1.44098739e+02 -9.50400385e-03
  1.54259895e+02 -1.43577787e+02  4.85345540e-01  1.54752833e+02
 -1.44053422e+02 -3.23794340e-03  1.54261842e+02 -1.43564510e+02
  5.10669900e-01  1.54743404e+02 -1.44064232e+02 -1.49456494e-02
  1.54258596e+02 -1.43585832e+02  4.60811071e-01  1.54746490e+02
 -1.44066243e+02  2.34410866e-02  1.54241615e+02 -1.43531498e+02
  4.89602868e-01  1.54750630e+02 -1.44024186e+02  1.73125383e-02
  1.54250908e+02 -1.43528374e+02  5.09096190e-01  1.54740621e+02
 -1.44079639e+02 -1.12505337e-03  1.54238996e+02 -1.43561590e+02
  4.68601389e-01  1.54744889e+02 -1.44039776e+02  7.40479894e-03
  1.54266314e+02 -1.43586254e+02  4.85942558e-01  1.54731074e+02
 -1.44027262e+02  1.74421889e-02  1.54258447e+02 -1.43619939e+02
  4.92559888e-01  1.54753203e+02 -1.44074574e+02 -2.62989455e-03
  1.54263963e+02 -1.43579634e+02  4.88634539e-01  1.54751228e+02
 -1.44096204e+02 -7.78611989e-03  1.54231941e+02 -1.43562804e+02
  4.74061251e-01  1.54741661e+02 -1.44058026e+02  1.86097955e-02
  1.54259343e+02 -1.43562440e+02  4.84470919e-01  1.54737241e+02
 -1.44091010e+02 -4.01545223e-03  1.54244620e+02 -1.43598559e+02
  4.73304732e-01  1.54745096e+02]
Niter:  2 row:  126 ngroup:  26 nlines:  5574 gd:  5149
[ 1.21644292e-10 -1.03154146e-05 -2.82915955e-01  1.61506876e+04
 -1.44028564e+02  4.70703379e-06  1.54254263e+02 -1.43533355e+02
  5.12643590e-01  1.54754546e+02 -1.44098739e+02 -9.50400385e-03
  1.54259895e+02 -1.43577787e+02  4.85345540e-01  1.54752833e+02
 -1.44053422e+02 -3.23794340e-03  1.54261842e+02 -1.43564510e+02
  5.10669900e-01  1.54743404e+02 -1.44064232e+02 -1.49456494e-02
  1.54258596e+02 -1.43585832e+02  4.60811071e-01  1.54746490e+02
 -1.44066243e+02  2.34410866e-02  1.54241615e+02 -1.43531498e+02
  4.89602868e-01  1.54750630e+02 -1.44024186e+02  1.73125383e-02
  1.54250908e+02 -1.43528374e+02  5.09096190e-01  1.54740621e+02
 -1.44079639e+02 -1.12505337e-03  1.54238996e+02 -1.43561590e+02
  4.68601389e-01  1.54744889e+02 -1.44039776e+02  7.40479894e-03
  1.54266314e+02 -1.43586254e+02  4.85942558e-01  1.54731074e+02
 -1.44027262e+02  1.74421889e-02  1.54258447e+02 -1.43619939e+02
  4.92559888e-01  1.54753203e+02 -1.44074574e+02 -2.62989455e-03
  1.54263963e+02 -1.43579634e+02  4.88634539e-01  1.54751228e+02
 -1.44096204e+02 -7.78611989e-03  1.54231941e+02 -1.43562804e+02
  4.74061251e-01  1.54741661e+02 -1.44058026e+02  1.86097955e-02
  1.54259343e+02 -1.43562440e+02  4.84470919e-01  1.54737241e+02
 -1.44091010e+02 -4.01545223e-03  1.54244620e+02 -1.43598559e+02
  4.73304732e-01  1.54745096e+02]
res:  5149 1.2788250387529843e-05 0.015804895297151234 0.02571042265156264
[ 1.21644280e-10 -1.03154156e-05 -2.82915983e-01  1.61506892e+04
 -1.44021605e+02  5.68599398e-03  1.54258994e+02 -1.43526407e+02
  5.18319157e-01  1.54761548e+02 -1.44091777e+02 -3.82461191e-03
  1.54262349e+02 -1.43556405e+02  4.91017630e-01  1.54757546e+02
 -1.44059096e+02  2.44006286e-03  1.54266556e+02 -1.43557513e+02
  5.16384129e-01  1.54748136e+02 -1.44057247e+02 -9.25881142e-03
  1.54263306e+02 -1.43578867e+02  4.66472423e-01  1.54746610e+02
 -1.44064835e+02  2.91565312e-02  1.54246349e+02 -1.43524534e+02
  4.91767367e-01  1.54755363e+02 -1.44022346e+02  2.29993151e-02
  1.54255633e+02 -1.43521400e+02  5.14803112e-01  1.54745341e+02
 -1.44078939e+02  4.57860103e-03  1.54243723e+02 -1.43554608e+02
  4.74291302e-01  1.54749613e+02 -1.44027300e+02  1.30821355e-02
  1.54271022e+02 -1.43584863e+02  4.91601896e-01  1.54735790e+02
 -1.44015162e+02  1.19790151e-02  1.54263169e+02 -1.43612986e+02
  4.98250722e-01  1.54757901e+02 -1.44073652e+02  3.06996949e-03
  1.54268686e+02 -1.43572655e+02  5.05248376e-01  1.54753864e+02
 -1.44089177e+02  3.04240308e-03  1.54236654e+02 -1.43537261e+02
  4.79743445e-01  1.54746380e+02 -1.44051083e+02  2.42767333e-02
  1.54264074e+02 -1.43555465e+02  4.90156041e-01  1.54741953e+02
 -1.44078135e+02  1.64961500e-03  1.54249340e+02 -1.43585123e+02
  4.78977461e-01  1.54749816e+02]
Niter:  3 row:  126 ngroup:  26 nlines:  5574 gd:  5158
[ 1.21644280e-10 -1.03154156e-05 -2.82915983e-01  1.61506892e+04
 -1.44021605e+02  5.68599398e-03  1.54258994e+02 -1.43526407e+02
  5.18319157e-01  1.54761548e+02 -1.44091777e+02 -3.82461191e-03
  1.54262349e+02 -1.43556405e+02  4.91017630e-01  1.54757546e+02
 -1.44059096e+02  2.44006286e-03  1.54266556e+02 -1.43557513e+02
  5.16384129e-01  1.54748136e+02 -1.44057247e+02 -9.25881142e-03
  1.54263306e+02 -1.43578867e+02  4.66472423e-01  1.54746610e+02
 -1.44064835e+02  2.91565312e-02  1.54246349e+02 -1.43524534e+02
  4.91767367e-01  1.54755363e+02 -1.44022346e+02  2.29993151e-02
  1.54255633e+02 -1.43521400e+02  5.14803112e-01  1.54745341e+02
 -1.44078939e+02  4.57860103e-03  1.54243723e+02 -1.43554608e+02
  4.74291302e-01  1.54749613e+02 -1.44027300e+02  1.30821355e-02
  1.54271022e+02 -1.43584863e+02  4.91601896e-01  1.54735790e+02
 -1.44015162e+02  1.19790151e-02  1.54263169e+02 -1.43612986e+02
  4.98250722e-01  1.54757901e+02 -1.44073652e+02  3.06996949e-03
  1.54268686e+02 -1.43572655e+02  5.05248376e-01  1.54753864e+02
 -1.44089177e+02  3.04240308e-03  1.54236654e+02 -1.43537261e+02
  4.79743445e-01  1.54746380e+02 -1.44051083e+02  2.42767333e-02
  1.54264074e+02 -1.43555465e+02  4.90156041e-01  1.54741953e+02
 -1.44078135e+02  1.64961500e-03  1.54249340e+02 -1.43585123e+02
  4.78977461e-01  1.54749816e+02]
res:  5158 8.224392331612762e-05 0.015816802833796828 0.025846745089427383
[ 1.21604282e-10 -1.03154156e-05 -2.82915983e-01  1.61506892e+04
 -1.44021605e+02  5.68599398e-03  1.54258994e+02 -1.43526407e+02
  5.18319157e-01  1.54761548e+02 -1.44091777e+02 -3.82461191e-03
  1.54262349e+02 -1.43556405e+02  4.91017630e-01  1.54757546e+02
 -1.44059096e+02  2.44006286e-03  1.54266556e+02 -1.43557513e+02
  5.16384129e-01  1.54748136e+02 -1.44057247e+02 -9.25881142e-03
  1.54263306e+02 -1.43578867e+02  4.66472423e-01  1.54746610e+02
 -1.44064835e+02  2.91565312e-02  1.54246349e+02 -1.43524534e+02
  4.91767367e-01  1.54755363e+02 -1.44022346e+02  2.29993151e-02
  1.54255633e+02 -1.43521400e+02  5.14803112e-01  1.54745341e+02
 -1.44078939e+02  4.57860103e-03  1.54243723e+02 -1.43554608e+02
  4.74291302e-01  1.54749613e+02 -1.44027300e+02  1.30821355e-02
  1.54271022e+02 -1.43584863e+02  4.91601896e-01  1.54735790e+02
 -1.44015162e+02  1.19790151e-02  1.54263169e+02 -1.43612986e+02
  4.98250722e-01  1.54757901e+02 -1.44073652e+02  3.06996949e-03
  1.54268686e+02 -1.43572655e+02  5.05248376e-01  1.54753864e+02
 -1.44089177e+02  3.04240308e-03  1.54236654e+02 -1.43537261e+02
  4.79743445e-01  1.54746380e+02 -1.44051083e+02  2.42767333e-02
  1.54264074e+02 -1.43555465e+02  4.90156041e-01  1.54741953e+02
 -1.44078135e+02  1.64961500e-03  1.54249340e+02 -1.43585123e+02
  4.78977461e-01  1.54749816e+02]
Niter:  4 row:  126 ngroup:  26 nlines:  5574 gd:  5163
[ 1.21604282e-10 -1.03154156e-05 -2.82915983e-01  1.61506892e+04
 -1.44021605e+02  5.68599398e-03  1.54258994e+02 -1.43526407e+02
  5.18319157e-01  1.54761548e+02 -1.44091777e+02 -3.82461191e-03
  1.54262349e+02 -1.43556405e+02  4.91017630e-01  1.54757546e+02
 -1.44059096e+02  2.44006286e-03  1.54266556e+02 -1.43557513e+02
  5.16384129e-01  1.54748136e+02 -1.44057247e+02 -9.25881142e-03
  1.54263306e+02 -1.43578867e+02  4.66472423e-01  1.54746610e+02
 -1.44064835e+02  2.91565312e-02  1.54246349e+02 -1.43524534e+02
  4.91767367e-01  1.54755363e+02 -1.44022346e+02  2.29993151e-02
  1.54255633e+02 -1.43521400e+02  5.14803112e-01  1.54745341e+02
 -1.44078939e+02  4.57860103e-03  1.54243723e+02 -1.43554608e+02
  4.74291302e-01  1.54749613e+02 -1.44027300e+02  1.30821355e-02
  1.54271022e+02 -1.43584863e+02  4.91601896e-01  1.54735790e+02
 -1.44015162e+02  1.19790151e-02  1.54263169e+02 -1.43612986e+02
  4.98250722e-01  1.54757901e+02 -1.44073652e+02  3.06996949e-03
  1.54268686e+02 -1.43572655e+02  5.05248376e-01  1.54753864e+02
 -1.44089177e+02  3.04240308e-03  1.54236654e+02 -1.43537261e+02
  4.79743445e-01  1.54746380e+02 -1.44051083e+02  2.42767333e-02
  1.54264074e+02 -1.43555465e+02  4.90156041e-01  1.54741953e+02
 -1.44078135e+02  1.64961500e-03  1.54249340e+02 -1.43585123e+02
  4.78977461e-01  1.54749816e+02]
res:  5163 -8.49070474941982e-05 0.015851931038923794 0.025917697862980604
[ 1.21604270e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
Niter:  5 row:  126 ngroup:  26 nlines:  5574 gd:  5164
[ 1.21604270e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
res:  5164 0.00010151689730264479 0.015821244583094085 0.025931220606592458
[ 1.21577407e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
Niter:  6 row:  126 ngroup:  26 nlines:  5574 gd:  5163
[ 1.21577407e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
res:  5163 0.00010009828474721871 0.01582644494374108 0.025915069894437367
[ 1.21577042e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
Saving figure to  wave_resid_43670005_fiber126.png
Final values:
res:  0.00010009828474721871 0.025915069894437367
pars:  [ 1.21577042e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
126 [ 1.21577042e-10 -1.03154166e-05 -2.82916012e-01  1.61506908e+04
 -1.44012957e+02  7.73204467e-03  1.54262141e+02 -1.43522775e+02
  5.24002518e-01  1.54764650e+02 -1.44083103e+02  1.83497673e-03
  1.54267779e+02 -1.43547740e+02  4.96679958e-01  1.54760584e+02
 -1.44050296e+02  2.73746597e-03  1.54269607e+02 -1.43548687e+02
  5.22101185e-01  1.54751297e+02 -1.44048474e+02 -3.57923977e-03
  1.54266334e+02 -1.43576276e+02  4.66703654e-01  1.54747423e+02
 -1.44056216e+02  3.48698200e-02  1.54249524e+02 -1.43515868e+02
  4.97454449e-01  1.54758518e+02 -1.44013667e+02  2.54383019e-02
  1.54258740e+02 -1.43512688e+02  5.20513611e-01  1.54748428e+02
 -1.44070225e+02  1.02708612e-02  1.54246856e+02 -1.43545847e+02
  4.79960804e-01  1.54752717e+02 -1.44018472e+02  1.87554049e-02
  1.54278402e+02 -1.43576157e+02  4.97264527e-01  1.54738855e+02
 -1.44006458e+02  1.76432536e-02  1.54268524e+02 -1.43604333e+02
  5.03935372e-01  1.54760844e+02 -1.44070757e+02  8.76973871e-03
  1.54271779e+02 -1.43563907e+02  5.10900126e-01  1.54756943e+02
 -1.44080228e+02  8.68853252e-03  1.54239697e+02 -1.43521552e+02
  4.85406737e-01  1.54749456e+02 -1.44042495e+02  2.99324228e-02
  1.54267229e+02 -1.43546729e+02  4.95842846e-01  1.54744987e+02
 -1.44057768e+02  1.26488075e-02  1.54252426e+02 -1.43576381e+02
  4.84642580e-01  1.54752903e+02]
--- Row 128/300 row=127 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  127
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=127 ---
Niter:  0 row:  127 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 -0.0004956921584380325 0.014030688764250954 0.035995760343835954
[ 1.21864434e-10 -1.03146211e-05 -2.82913958e-01  1.61506995e+04
 -1.44060096e+02  9.95000005e-08  1.54284327e+02]
Niter:  1 row:  127 ngroup:  1 nlines:  253 gd:  224
[ 1.21864434e-10 -1.03146211e-05 -2.82913958e-01  1.61506995e+04
 -1.44060096e+02  9.95000005e-08  1.54284327e+02]
res:  224 -0.0005236116485320963 0.01335574638142134 0.02232780335269553
[ 1.21341808e-10 -1.03138201e-05 -2.82912531e-01  1.61506988e+04
 -1.44028544e+02  9.94988923e-08  1.54284872e+02]
Niter:  2 row:  127 ngroup:  1 nlines:  253 gd:  222
[ 1.21341808e-10 -1.03138201e-05 -2.82912531e-01  1.61506988e+04
 -1.44028544e+02  9.94988923e-08  1.54284872e+02]
res:  222 -0.0003800757731369231 0.01273241971648531 0.02162740544688379
[ 1.21230574e-10 -1.03140146e-05 -2.82912158e-01  1.61506980e+04
 -1.44034146e+02  9.94982110e-08  1.54279416e+02]
Niter:  3 row:  127 ngroup:  1 nlines:  253 gd:  217
[ 1.21230574e-10 -1.03140146e-05 -2.82912158e-01  1.61506980e+04
 -1.44034146e+02  9.94982110e-08  1.54279416e+02]
res:  217 0.0005214948632783489 0.013176120301068295 0.02006765073674377
[ 1.21311094e-10 -1.03140315e-05 -2.82913058e-01  1.61506962e+04
 -1.44037758e+02  9.94983254e-08  1.54272363e+02]
Niter:  4 row:  127 ngroup:  1 nlines:  253 gd:  221
[ 1.21311094e-10 -1.03140315e-05 -2.82913058e-01  1.61506962e+04
 -1.44037758e+02  9.94983254e-08  1.54272363e+02]
res:  221 -0.00036198177622281946 0.012897043468910852 0.021323592192479257
[ 1.21265543e-10 -1.03140077e-05 -2.82912752e-01  1.61506971e+04
 -1.44034083e+02  9.95818970e-08  1.54274203e+02]
Niter:  5 row:  127 ngroup:  1 nlines:  253 gd:  222
[ 1.21265543e-10 -1.03140077e-05 -2.82912752e-01  1.61506971e+04
 -1.44034083e+02  9.95818970e-08  1.54274203e+02]
res:  222 -0.0003800666017923504 0.012732420858810656 0.021627405446851836
[ 1.21230575e-10 -1.03140146e-05 -2.82912158e-01  1.61506980e+04
 -1.44034146e+02  9.96722496e-08  1.54279416e+02]
Niter:  6 row:  127 ngroup:  1 nlines:  253 gd:  217
[ 1.21230575e-10 -1.03140146e-05 -2.82912158e-01  1.61506980e+04
 -1.44034146e+02  9.96722496e-08  1.54279416e+02]
res:  217 0.0005215195633354597 0.013176120728530805 0.020067650736752783
[ 1.21311096e-10 -1.03140314e-05 -2.82913059e-01  1.61506962e+04
 -1.44037757e+02  9.96720691e-08  1.54272363e+02]
Final values:
res:  0.0005215195633354597 0.020067650736752783
pars:  [ 1.21311096e-10 -1.03140314e-05 -2.82913059e-01  1.61506962e+04
 -1.44037757e+02  9.96720691e-08  1.54272363e+02]
127 [ 1.21311096e-10 -1.03140314e-05 -2.82913059e-01  1.61506962e+04
 -1.44037757e+02  9.96720691e-08  1.54272363e+02]
elapsed: 3.0 sec.
Niter:  0 row:  127 ngroup:  26 nlines:  5998 gd:  5998
[ 1.21311096e-10 -1.03140314e-05 -2.82913059e-01  1.61506962e+04
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02 -1.44037757e+02  9.96720691e-08
  1.54272363e+02 -1.44037757e+02  9.96720691e-08  1.54272363e+02
 -1.44037757e+02  9.96720691e-08  1.54272363e+02 -1.44037757e+02
  9.96720691e-08  1.54272363e+02]
res:  5998 0.00013006976769247558 0.016247986497546663 0.037738873417814484
[ 1.21311108e-10 -1.03140325e-05 -2.82913030e-01  1.61506946e+04
 -1.44054733e+02 -1.67491937e-02  1.54263386e+02 -1.43549097e+02
  4.77815390e-01  1.54762408e+02 -1.44112483e+02 -3.12403782e-02
  1.54260132e+02 -1.43579720e+02  4.59984819e-01  1.54748493e+02
 -1.44041696e+02  6.36897351e-03  1.54268262e+02 -1.43600114e+02
  4.86684479e-01  1.54762026e+02 -1.44047795e+02  2.83160340e-02
  1.54273080e+02 -1.43602388e+02  4.59458326e-01  1.54765084e+02
 -1.44056662e+02 -1.63549224e-03  1.54268320e+02 -1.43566661e+02
  4.83370822e-01  1.54755301e+02 -1.44041372e+02  1.23351512e-02
  1.54269272e+02 -1.43573441e+02  4.91997789e-01  1.54762181e+02
 -1.44061663e+02 -1.85451038e-02  1.54263790e+02 -1.43630347e+02
  4.49998426e-01  1.54761566e+02 -1.44102018e+02 -4.99646913e-03
  1.54251983e+02 -1.43629213e+02  4.84679147e-01  1.54772422e+02
 -1.44085565e+02 -3.45687354e-02  1.54250651e+02 -1.43616619e+02
  4.58805467e-01  1.54748909e+02 -1.44070628e+02  7.53896265e-03
  1.54283965e+02 -1.43613056e+02  4.82798787e-01  1.54780520e+02
 -1.44049338e+02 -2.09751250e-02  1.54255736e+02 -1.43597728e+02
  4.67331165e-01  1.54763430e+02 -1.44047544e+02 -1.81172013e-02
  1.54235384e+02 -1.43560507e+02  4.47435433e-01  1.54761044e+02
 -1.44077533e+02 -5.29031471e-02  1.54259107e+02 -1.43621349e+02
  4.42280754e-01  1.54739242e+02]
Niter:  1 row:  127 ngroup:  26 nlines:  5998 gd:  5557
[ 1.21311108e-10 -1.03140325e-05 -2.82913030e-01  1.61506946e+04
 -1.44054733e+02 -1.67491937e-02  1.54263386e+02 -1.43549097e+02
  4.77815390e-01  1.54762408e+02 -1.44112483e+02 -3.12403782e-02
  1.54260132e+02 -1.43579720e+02  4.59984819e-01  1.54748493e+02
 -1.44041696e+02  6.36897351e-03  1.54268262e+02 -1.43600114e+02
  4.86684479e-01  1.54762026e+02 -1.44047795e+02  2.83160340e-02
  1.54273080e+02 -1.43602388e+02  4.59458326e-01  1.54765084e+02
 -1.44056662e+02 -1.63549224e-03  1.54268320e+02 -1.43566661e+02
  4.83370822e-01  1.54755301e+02 -1.44041372e+02  1.23351512e-02
  1.54269272e+02 -1.43573441e+02  4.91997789e-01  1.54762181e+02
 -1.44061663e+02 -1.85451038e-02  1.54263790e+02 -1.43630347e+02
  4.49998426e-01  1.54761566e+02 -1.44102018e+02 -4.99646913e-03
  1.54251983e+02 -1.43629213e+02  4.84679147e-01  1.54772422e+02
 -1.44085565e+02 -3.45687354e-02  1.54250651e+02 -1.43616619e+02
  4.58805467e-01  1.54748909e+02 -1.44070628e+02  7.53896265e-03
  1.54283965e+02 -1.43613056e+02  4.82798787e-01  1.54780520e+02
 -1.44049338e+02 -2.09751250e-02  1.54255736e+02 -1.43597728e+02
  4.67331165e-01  1.54763430e+02 -1.44047544e+02 -1.81172013e-02
  1.54235384e+02 -1.43560507e+02  4.47435433e-01  1.54761044e+02
 -1.44077533e+02 -5.29031471e-02  1.54259107e+02 -1.43621349e+02
  4.42280754e-01  1.54739242e+02]
res:  5557 -0.0007897135910752695 0.01622786128154985 0.026540395211062683
[ 1.21311096e-10 -1.03140335e-05 -2.82913057e-01  1.61506930e+04
 -1.44062849e+02 -2.75317172e-02  1.54261040e+02 -1.43555002e+02
  4.84500448e-01  1.54758261e+02 -1.44124674e+02 -4.64043780e-02
  1.54248661e+02 -1.43608718e+02  4.60943689e-01  1.54741118e+02
 -1.44071389e+02  1.09620557e-03  1.54265361e+02 -1.43615246e+02
  4.65399214e-01  1.54762537e+02 -1.44054150e+02  2.18869579e-02
  1.54265846e+02 -1.43582439e+02  4.54546987e-01  1.54755058e+02
 -1.44071781e+02 -9.49837754e-03  1.54263903e+02 -1.43558099e+02
  4.68612421e-01  1.54745081e+02 -1.44048734e+02  2.49712022e-03
  1.54263751e+02 -1.43563285e+02  4.84441175e-01  1.54752337e+02
 -1.44079017e+02 -2.90117186e-02  1.54256309e+02 -1.43626254e+02
  4.50455172e-01  1.54753159e+02 -1.44132493e+02 -3.43791737e-02
  1.54247268e+02 -1.43607443e+02  4.68993775e-01  1.54753771e+02
 -1.44098824e+02 -3.60351537e-02  1.54249322e+02 -1.43586930e+02
  4.34762289e-01  1.54738598e+02 -1.44092011e+02 -4.75374186e-03
  1.54275734e+02 -1.43604980e+02  4.68784663e-01  1.54777213e+02
 -1.44080161e+02 -3.44243545e-02  1.54242576e+02 -1.43605507e+02
  4.60227066e-01  1.54752432e+02 -1.44074295e+02 -4.03821114e-02
  1.54235743e+02 -1.43597279e+02  4.62569434e-01  1.54751864e+02
 -1.44089756e+02 -6.89596518e-02  1.54244032e+02 -1.43623803e+02
  4.49109804e-01  1.54731386e+02]
Niter:  2 row:  127 ngroup:  26 nlines:  5998 gd:  5564
[ 1.21311096e-10 -1.03140335e-05 -2.82913057e-01  1.61506930e+04
 -1.44062849e+02 -2.75317172e-02  1.54261040e+02 -1.43555002e+02
  4.84500448e-01  1.54758261e+02 -1.44124674e+02 -4.64043780e-02
  1.54248661e+02 -1.43608718e+02  4.60943689e-01  1.54741118e+02
 -1.44071389e+02  1.09620557e-03  1.54265361e+02 -1.43615246e+02
  4.65399214e-01  1.54762537e+02 -1.44054150e+02  2.18869579e-02
  1.54265846e+02 -1.43582439e+02  4.54546987e-01  1.54755058e+02
 -1.44071781e+02 -9.49837754e-03  1.54263903e+02 -1.43558099e+02
  4.68612421e-01  1.54745081e+02 -1.44048734e+02  2.49712022e-03
  1.54263751e+02 -1.43563285e+02  4.84441175e-01  1.54752337e+02
 -1.44079017e+02 -2.90117186e-02  1.54256309e+02 -1.43626254e+02
  4.50455172e-01  1.54753159e+02 -1.44132493e+02 -3.43791737e-02
  1.54247268e+02 -1.43607443e+02  4.68993775e-01  1.54753771e+02
 -1.44098824e+02 -3.60351537e-02  1.54249322e+02 -1.43586930e+02
  4.34762289e-01  1.54738598e+02 -1.44092011e+02 -4.75374186e-03
  1.54275734e+02 -1.43604980e+02  4.68784663e-01  1.54777213e+02
 -1.44080161e+02 -3.44243545e-02  1.54242576e+02 -1.43605507e+02
  4.60227066e-01  1.54752432e+02 -1.44074295e+02 -4.03821114e-02
  1.54235743e+02 -1.43597279e+02  4.62569434e-01  1.54751864e+02
 -1.44089756e+02 -6.89596518e-02  1.54244032e+02 -1.43623803e+02
  4.49109804e-01  1.54731386e+02]
res:  5564 -0.0007281452235474717 0.01625313177555654 0.026626165380575807
[ 1.21311084e-10 -1.03140345e-05 -2.82913085e-01  1.61506913e+04
 -1.44063826e+02 -3.32271529e-02  1.54255887e+02 -1.43561542e+02
  4.78799094e-01  1.54753116e+02 -1.44131220e+02 -5.21060638e-02
  1.54243517e+02 -1.43620938e+02  4.55238074e-01  1.54735966e+02
 -1.44083865e+02 -4.61603018e-03  1.54260221e+02 -1.43621777e+02
  4.59704572e-01  1.54757392e+02 -1.44060669e+02  1.61769225e-02
  1.54262849e+02 -1.43583784e+02  4.48853122e-01  1.54749915e+02
 -1.44078288e+02 -1.52114684e-02  1.54258758e+02 -1.43564634e+02
  4.62912876e-01  1.54739938e+02 -1.44049544e+02 -3.20873721e-03
  1.54258606e+02 -1.43569798e+02  4.78733579e-01  1.54747190e+02
 -1.44085531e+02 -4.41702801e-02  1.54251165e+02 -1.43627241e+02
  4.44768807e-01  1.54745862e+02 -1.44138991e+02 -4.98798271e-02
  1.54244237e+02 -1.43608061e+02  4.63273972e-01  1.54748629e+02
 -1.44105326e+02 -4.17350576e-02  1.54244175e+02 -1.43593470e+02
  4.24223781e-01  1.54733456e+02 -1.44098533e+02 -1.04323690e-02
  1.54270583e+02 -1.43604625e+02  4.63068684e-01  1.54772069e+02
 -1.44086696e+02 -4.01226198e-02  1.54237430e+02 -1.43612043e+02
  4.54529393e-01  1.54745067e+02 -1.44080840e+02 -4.60815191e-02
  1.54236814e+02 -1.43603818e+02  4.56889251e-01  1.54746719e+02
 -1.44096268e+02 -7.46475639e-02  1.54238885e+02 -1.43624328e+02
  4.43403506e-01  1.54726242e+02]
Niter:  3 row:  127 ngroup:  26 nlines:  5998 gd:  5561
[ 1.21311084e-10 -1.03140345e-05 -2.82913085e-01  1.61506913e+04
 -1.44063826e+02 -3.32271529e-02  1.54255887e+02 -1.43561542e+02
  4.78799094e-01  1.54753116e+02 -1.44131220e+02 -5.21060638e-02
  1.54243517e+02 -1.43620938e+02  4.55238074e-01  1.54735966e+02
 -1.44083865e+02 -4.61603018e-03  1.54260221e+02 -1.43621777e+02
  4.59704572e-01  1.54757392e+02 -1.44060669e+02  1.61769225e-02
  1.54262849e+02 -1.43583784e+02  4.48853122e-01  1.54749915e+02
 -1.44078288e+02 -1.52114684e-02  1.54258758e+02 -1.43564634e+02
  4.62912876e-01  1.54739938e+02 -1.44049544e+02 -3.20873721e-03
  1.54258606e+02 -1.43569798e+02  4.78733579e-01  1.54747190e+02
 -1.44085531e+02 -4.41702801e-02  1.54251165e+02 -1.43627241e+02
  4.44768807e-01  1.54745862e+02 -1.44138991e+02 -4.98798271e-02
  1.54244237e+02 -1.43608061e+02  4.63273972e-01  1.54748629e+02
 -1.44105326e+02 -4.17350576e-02  1.54244175e+02 -1.43593470e+02
  4.24223781e-01  1.54733456e+02 -1.44098533e+02 -1.04323690e-02
  1.54270583e+02 -1.43604625e+02  4.63068684e-01  1.54772069e+02
 -1.44086696e+02 -4.01226198e-02  1.54237430e+02 -1.43612043e+02
  4.54529393e-01  1.54745067e+02 -1.44080840e+02 -4.60815191e-02
  1.54236814e+02 -1.43603818e+02  4.56889251e-01  1.54746719e+02
 -1.44096268e+02 -7.46475639e-02  1.54238885e+02 -1.43624328e+02
  4.43403506e-01  1.54726242e+02]
res:  5561 -0.0006125381214587833 0.016036735989473527 0.02655674609866603
[ 1.21234423e-10 -1.03144636e-05 -2.82912020e-01  1.61506930e+04
 -1.44070995e+02 -2.79081806e-02  1.54258382e+02 -1.43569025e+02
  4.84113602e-01  1.54755336e+02 -1.44138808e+02 -4.68162643e-02
  1.54245657e+02 -1.43628421e+02  4.60493768e-01  1.54738392e+02
 -1.44091156e+02  5.62211319e-04  1.54262222e+02 -1.43629100e+02
  4.65055319e-01  1.54759603e+02 -1.44067778e+02  2.14567460e-02
  1.54265144e+02 -1.43591149e+02  4.54297744e-01  1.54750035e+02
 -1.44085185e+02 -1.00139768e-02  1.54260957e+02 -1.43572012e+02
  4.68161084e-01  1.54742044e+02 -1.44056751e+02  2.12869832e-03
  1.54260786e+02 -1.43576800e+02  4.83986239e-01  1.54747531e+02
 -1.44092581e+02 -3.88787254e-02  1.54253271e+02 -1.43634768e+02
  4.50283177e-01  1.54748021e+02 -1.44145762e+02 -4.47780005e-02
  1.54246609e+02 -1.43615477e+02  4.68503415e-01  1.54750775e+02
 -1.44112152e+02 -3.63925943e-02  1.54246423e+02 -1.43595239e+02
  4.29451622e-01  1.54735565e+02 -1.44105701e+02 -4.97188888e-03
  1.54272956e+02 -1.43612289e+02  4.68264073e-01  1.54774240e+02
 -1.44094096e+02 -3.47992699e-02  1.54239662e+02 -1.43619466e+02
  4.59788156e-01  1.54745291e+02 -1.44088421e+02 -4.07569621e-02
  1.54240888e+02 -1.43611294e+02  4.62308868e-01  1.54748922e+02
 -1.44103262e+02 -6.93106088e-02  1.54241104e+02 -1.43631618e+02
  4.48684788e-01  1.54728426e+02]
Niter:  4 row:  127 ngroup:  26 nlines:  5998 gd:  5550
[ 1.21234423e-10 -1.03144636e-05 -2.82912020e-01  1.61506930e+04
 -1.44070995e+02 -2.79081806e-02  1.54258382e+02 -1.43569025e+02
  4.84113602e-01  1.54755336e+02 -1.44138808e+02 -4.68162643e-02
  1.54245657e+02 -1.43628421e+02  4.60493768e-01  1.54738392e+02
 -1.44091156e+02  5.62211319e-04  1.54262222e+02 -1.43629100e+02
  4.65055319e-01  1.54759603e+02 -1.44067778e+02  2.14567460e-02
  1.54265144e+02 -1.43591149e+02  4.54297744e-01  1.54750035e+02
 -1.44085185e+02 -1.00139768e-02  1.54260957e+02 -1.43572012e+02
  4.68161084e-01  1.54742044e+02 -1.44056751e+02  2.12869832e-03
  1.54260786e+02 -1.43576800e+02  4.83986239e-01  1.54747531e+02
 -1.44092581e+02 -3.88787254e-02  1.54253271e+02 -1.43634768e+02
  4.50283177e-01  1.54748021e+02 -1.44145762e+02 -4.47780005e-02
  1.54246609e+02 -1.43615477e+02  4.68503415e-01  1.54750775e+02
 -1.44112152e+02 -3.63925943e-02  1.54246423e+02 -1.43595239e+02
  4.29451622e-01  1.54735565e+02 -1.44105701e+02 -4.97188888e-03
  1.54272956e+02 -1.43612289e+02  4.68264073e-01  1.54774240e+02
 -1.44094096e+02 -3.47992699e-02  1.54239662e+02 -1.43619466e+02
  4.59788156e-01  1.54745291e+02 -1.44088421e+02 -4.07569621e-02
  1.54240888e+02 -1.43611294e+02  4.62308868e-01  1.54748922e+02
 -1.44103262e+02 -6.93106088e-02  1.54241104e+02 -1.43631618e+02
  4.48684788e-01  1.54728426e+02]
res:  5550 -0.0005935163108006236 0.01603541777058126 0.02638101148296618
[ 1.21234411e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
Niter:  5 row:  127 ngroup:  26 nlines:  5998 gd:  5549
[ 1.21234411e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
res:  5549 -0.0005898546132812044 0.016021988646571117 0.026365552387021304
[ 1.21229416e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
Niter:  6 row:  127 ngroup:  26 nlines:  5998 gd:  5548
[ 1.21229416e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
res:  5548 -0.0005816966122438316 0.01602111045122001 0.02635077155960594
[ 1.21228450e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
Saving figure to  wave_resid_43670005_fiber127.png
Final values:
res:  -0.0005816966122438316 0.02635077155960594
pars:  [ 1.21228450e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
127 [ 1.21228450e-10 -1.03144647e-05 -2.82912049e-01  1.61506943e+04
 -1.44070631e+02 -2.33029100e-02  1.54262174e+02 -1.43563029e+02
  4.88714926e-01  1.54759115e+02 -1.44132788e+02 -4.69290240e-02
  1.54249432e+02 -1.43622408e+02  4.65072816e-01  1.54742181e+02
 -1.44085165e+02  5.15743519e-03  1.54265990e+02 -1.43623114e+02
  4.69618737e-01  1.54763382e+02 -1.44061818e+02  2.60445638e-02
  1.54268926e+02 -1.43585161e+02  4.58843405e-01  1.54753632e+02
 -1.44085073e+02 -5.39026973e-03  1.54264735e+02 -1.43566032e+02
  4.72771536e-01  1.54745818e+02 -1.44050787e+02  6.73277818e-03
  1.54266666e+02 -1.43570857e+02  4.88587883e-01  1.54751143e+02
 -1.44086618e+02 -3.43015610e-02  1.54257046e+02 -1.43628754e+02
  4.54823986e-01  1.54751797e+02 -1.44139840e+02 -4.01706759e-02
  1.54250456e+02 -1.43609467e+02  4.73090212e-01  1.54754549e+02
 -1.44112121e+02 -3.18151004e-02  1.54254581e+02 -1.43588843e+02
  4.34028335e-01  1.54739338e+02 -1.44099735e+02 -4.13857815e-04
  1.54276743e+02 -1.43606249e+02  4.72850208e-01  1.54778018e+02
 -1.44088080e+02 -3.02302088e-02  1.54243441e+02 -1.43613456e+02
  4.64351988e-01  1.54748892e+02 -1.44082401e+02 -3.61882707e-02
  1.54242776e+02 -1.43605274e+02  4.71505233e-01  1.54752699e+02
 -1.44097303e+02 -6.47576859e-02  1.54242848e+02 -1.43625622e+02
  4.53260731e-01  1.54734437e+02]
--- Row 129/300 row=128 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  128
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=128 ---
Niter:  0 row:  128 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.0006527317436848534 0.014414215642318595 0.03362634771440355
[ 1.21018178e-10 -1.03152320e-05 -2.82910188e-01  1.61507262e+04
 -1.44033381e+02  9.94999975e-08  1.54293115e+02]
Niter:  1 row:  128 ngroup:  1 nlines:  242 gd:  226
[ 1.21018178e-10 -1.03152320e-05 -2.82910188e-01  1.61507262e+04
 -1.44033381e+02  9.94999975e-08  1.54293115e+02]
res:  226 0.0003851771643894608 0.015276018463737273 0.02341621744245585
[ 1.20623377e-10 -1.03154681e-05 -2.82906802e-01  1.61507247e+04
 -1.44060285e+02  9.95000738e-08  1.54291355e+02]
Niter:  2 row:  128 ngroup:  1 nlines:  242 gd:  228
[ 1.20623377e-10 -1.03154681e-05 -2.82906802e-01  1.61507247e+04
 -1.44060285e+02  9.95000738e-08  1.54291355e+02]
res:  228 -0.0002702281271922402 0.015424175989210198 0.02412739565522403
[ 1.20674056e-10 -1.03154681e-05 -2.82906802e-01  1.61507247e+04
 -1.44060285e+02  9.95000738e-08  1.54291355e+02]
Niter:  3 row:  128 ngroup:  1 nlines:  242 gd:  226
[ 1.20674056e-10 -1.03154681e-05 -2.82906802e-01  1.61507247e+04
 -1.44060285e+02  9.95000738e-08  1.54291355e+02]
res:  226 0.0005972201488475548 0.01528755506296875 0.023365003653156705
[ 1.20563681e-10 -1.03155509e-05 -2.82905434e-01  1.61507236e+04
 -1.44070794e+02  9.94998629e-08  1.54293693e+02]
Niter:  4 row:  128 ngroup:  1 nlines:  242 gd:  228
[ 1.20563681e-10 -1.03155509e-05 -2.82905434e-01  1.61507236e+04
 -1.44070794e+02  9.94998629e-08  1.54293693e+02]
res:  228 -2.1479512724909e-05 0.015351796304457821 0.024122582615365238
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
Niter:  5 row:  128 ngroup:  1 nlines:  242 gd:  228
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
res:  228 -2.1479512724909e-05 0.015351796304457821 0.024122582615365238
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
Niter:  6 row:  128 ngroup:  1 nlines:  242 gd:  228
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
res:  228 -2.1479512724909e-05 0.015351796304457821 0.024122582615365238
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
Final values:
res:  -2.1479512724909e-05 0.024122582615365238
pars:  [ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
128 [ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02]
elapsed: 2.9 sec.
Niter:  0 row:  128 ngroup:  26 nlines:  5749 gd:  5749
[ 1.20608939e-10 -1.03155960e-05 -2.82906129e-01  1.61507247e+04
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02 -1.44063178e+02  9.95208900e-08
  1.54291292e+02 -1.44063178e+02  9.95208900e-08  1.54291292e+02
 -1.44063178e+02  9.95208900e-08  1.54291292e+02 -1.44063178e+02
  9.95208900e-08  1.54291292e+02]
res:  5749 -0.0007445384617312811 0.01695385437415098 0.03813929669535736
[ 1.20608951e-10 -1.03155950e-05 -2.82906101e-01  1.61507263e+04
 -1.44056662e+02 -9.10969640e-05  1.54299022e+02 -1.43581545e+02
  5.02684501e-01  1.54784618e+02 -1.44088222e+02 -2.00665819e-02
  1.54278362e+02 -1.43595806e+02  4.90870605e-01  1.54767266e+02
 -1.44074934e+02  3.17305691e-03  1.54279949e+02 -1.43599653e+02
  5.02083731e-01  1.54812436e+02 -1.44073387e+02 -1.79782410e-02
  1.54299088e+02 -1.43593519e+02  4.94094371e-01  1.54778727e+02
 -1.44056328e+02  4.17141971e-03  1.54287728e+02 -1.43597565e+02
  5.18244738e-01  1.54791417e+02 -1.44097025e+02  2.63282872e-02
  1.54289912e+02 -1.43540382e+02  5.03444186e-01  1.54786575e+02
 -1.44119304e+02 -3.06053404e-02  1.54294022e+02 -1.43570686e+02
  4.92238830e-01  1.54774137e+02 -1.44090048e+02  1.72973574e-02
  1.54300691e+02 -1.43602674e+02  4.81591368e-01  1.54794903e+02
 -1.44096376e+02 -2.84869968e-02  1.54292260e+02 -1.43659609e+02
  4.91726713e-01  1.54777583e+02 -1.44126285e+02 -2.43469128e-03
  1.54278105e+02 -1.43577910e+02  5.15259348e-01  1.54787199e+02
 -1.44068101e+02 -5.37175067e-03  1.54268016e+02 -1.43629027e+02
  4.71449802e-01  1.54781094e+02 -1.44121038e+02 -8.24219098e-03
  1.54273655e+02 -1.43613236e+02  4.79556733e-01  1.54778658e+02
 -1.44089839e+02  1.36488703e-02  1.54275558e+02 -1.43646411e+02
  4.69946501e-01  1.54770799e+02]
Niter:  1 row:  128 ngroup:  26 nlines:  5749 gd:  5355
[ 1.20608951e-10 -1.03155950e-05 -2.82906101e-01  1.61507263e+04
 -1.44056662e+02 -9.10969640e-05  1.54299022e+02 -1.43581545e+02
  5.02684501e-01  1.54784618e+02 -1.44088222e+02 -2.00665819e-02
  1.54278362e+02 -1.43595806e+02  4.90870605e-01  1.54767266e+02
 -1.44074934e+02  3.17305691e-03  1.54279949e+02 -1.43599653e+02
  5.02083731e-01  1.54812436e+02 -1.44073387e+02 -1.79782410e-02
  1.54299088e+02 -1.43593519e+02  4.94094371e-01  1.54778727e+02
 -1.44056328e+02  4.17141971e-03  1.54287728e+02 -1.43597565e+02
  5.18244738e-01  1.54791417e+02 -1.44097025e+02  2.63282872e-02
  1.54289912e+02 -1.43540382e+02  5.03444186e-01  1.54786575e+02
 -1.44119304e+02 -3.06053404e-02  1.54294022e+02 -1.43570686e+02
  4.92238830e-01  1.54774137e+02 -1.44090048e+02  1.72973574e-02
  1.54300691e+02 -1.43602674e+02  4.81591368e-01  1.54794903e+02
 -1.44096376e+02 -2.84869968e-02  1.54292260e+02 -1.43659609e+02
  4.91726713e-01  1.54777583e+02 -1.44126285e+02 -2.43469128e-03
  1.54278105e+02 -1.43577910e+02  5.15259348e-01  1.54787199e+02
 -1.44068101e+02 -5.37175067e-03  1.54268016e+02 -1.43629027e+02
  4.71449802e-01  1.54781094e+02 -1.44121038e+02 -8.24219098e-03
  1.54273655e+02 -1.43613236e+02  4.79556733e-01  1.54778658e+02
 -1.44089839e+02  1.36488703e-02  1.54275558e+02 -1.43646411e+02
  4.69946501e-01  1.54770799e+02]
res:  5355 -0.0003814912106463453 0.016569232433539582 0.02704074736022131
[ 1.20608963e-10 -1.03155940e-05 -2.82906073e-01  1.61507279e+04
 -1.44050145e+02  3.89147966e-03  1.54301580e+02 -1.43583638e+02
  4.91952885e-01  1.54790648e+02 -1.44092032e+02 -7.22928587e-03
  1.54286427e+02 -1.43573814e+02  4.84912400e-01  1.54783160e+02
 -1.44085274e+02  1.41791140e-02  1.54297053e+02 -1.43590908e+02
  5.19348726e-01  1.54812518e+02 -1.44084156e+02  7.77277736e-03
  1.54311638e+02 -1.43602352e+02  4.91860747e-01  1.54791767e+02
 -1.44052702e+02  1.14736229e-02  1.54292691e+02 -1.43586445e+02
  5.13518713e-01  1.54798231e+02 -1.44090626e+02  2.02588043e-02
  1.54293109e+02 -1.43552570e+02  5.05204940e-01  1.54797748e+02
 -1.44113112e+02 -1.49207102e-02  1.54300115e+02 -1.43553477e+02
  4.99387805e-01  1.54782830e+02 -1.44064137e+02  9.43161064e-03
  1.54310751e+02 -1.43569180e+02  5.06896456e-01  1.54788223e+02
 -1.44062819e+02 -2.71084345e-02  1.54284634e+02 -1.43624567e+02
  4.97908039e-01  1.54781889e+02 -1.44111172e+02  1.87825119e-03
  1.54292011e+02 -1.43595974e+02  5.22032946e-01  1.54791380e+02
 -1.44077438e+02 -1.38347720e-03  1.54274225e+02 -1.43618754e+02
  5.04763205e-01  1.54791216e+02 -1.44082357e+02  5.23061052e-03
  1.54283147e+02 -1.43617548e+02  5.04868280e-01  1.54783791e+02
 -1.44067720e+02  1.79587982e-02  1.54280451e+02 -1.43637970e+02
  4.81503231e-01  1.54778211e+02]
Niter:  2 row:  128 ngroup:  26 nlines:  5749 gd:  5328
[ 1.20608963e-10 -1.03155940e-05 -2.82906073e-01  1.61507279e+04
 -1.44050145e+02  3.89147966e-03  1.54301580e+02 -1.43583638e+02
  4.91952885e-01  1.54790648e+02 -1.44092032e+02 -7.22928587e-03
  1.54286427e+02 -1.43573814e+02  4.84912400e-01  1.54783160e+02
 -1.44085274e+02  1.41791140e-02  1.54297053e+02 -1.43590908e+02
  5.19348726e-01  1.54812518e+02 -1.44084156e+02  7.77277736e-03
  1.54311638e+02 -1.43602352e+02  4.91860747e-01  1.54791767e+02
 -1.44052702e+02  1.14736229e-02  1.54292691e+02 -1.43586445e+02
  5.13518713e-01  1.54798231e+02 -1.44090626e+02  2.02588043e-02
  1.54293109e+02 -1.43552570e+02  5.05204940e-01  1.54797748e+02
 -1.44113112e+02 -1.49207102e-02  1.54300115e+02 -1.43553477e+02
  4.99387805e-01  1.54782830e+02 -1.44064137e+02  9.43161064e-03
  1.54310751e+02 -1.43569180e+02  5.06896456e-01  1.54788223e+02
 -1.44062819e+02 -2.71084345e-02  1.54284634e+02 -1.43624567e+02
  4.97908039e-01  1.54781889e+02 -1.44111172e+02  1.87825119e-03
  1.54292011e+02 -1.43595974e+02  5.22032946e-01  1.54791380e+02
 -1.44077438e+02 -1.38347720e-03  1.54274225e+02 -1.43618754e+02
  5.04763205e-01  1.54791216e+02 -1.44082357e+02  5.23061052e-03
  1.54283147e+02 -1.43617548e+02  5.04868280e-01  1.54783791e+02
 -1.44067720e+02  1.79587982e-02  1.54280451e+02 -1.43637970e+02
  4.81503231e-01  1.54778211e+02]
res:  5328 -0.00045229254465084523 0.016572995667957002 0.026528865045683532
[ 1.20608975e-10 -1.03155929e-05 -2.82906044e-01  1.61507263e+04
 -1.44057100e+02 -1.79218260e-03  1.54296858e+02 -1.43597075e+02
  4.86263509e-01  1.54785921e+02 -1.44105045e+02 -2.70156882e-03
  1.54281711e+02 -1.43580802e+02  4.79223979e-01  1.54778439e+02
 -1.44098871e+02  8.50098572e-03  1.54292324e+02 -1.43591026e+02
  5.13669163e-01  1.54802908e+02 -1.44097465e+02  1.82498836e-02
  1.54309029e+02 -1.43629101e+02  4.86181226e-01  1.54789370e+02
 -1.44059688e+02  5.78580146e-03  1.54287974e+02 -1.43593440e+02
  5.04160824e-01  1.54793507e+02 -1.44097581e+02  7.30283050e-03
  1.54290558e+02 -1.43565555e+02  4.99493736e-01  1.54793027e+02
 -1.44127074e+02 -1.01472535e-02  1.54295393e+02 -1.43560465e+02
  4.93699337e-01  1.54778108e+02 -1.44071062e+02  3.72203781e-03
  1.54306033e+02 -1.43570015e+02  5.06284949e-01  1.54783505e+02
 -1.44069803e+02 -3.27922374e-02  1.54277685e+02 -1.43624883e+02
  4.97569536e-01  1.54774753e+02 -1.44111664e+02 -3.78730312e-03
  1.54289696e+02 -1.43602944e+02  5.16322094e-01  1.54784416e+02
 -1.44091154e+02 -7.11115560e-03  1.54269514e+02 -1.43625697e+02
  4.99118043e-01  1.54788761e+02 -1.44089297e+02 -4.60713697e-04
  1.54278417e+02 -1.43624519e+02  4.99192933e-01  1.54779073e+02
 -1.44067760e+02  1.71701666e-02  1.54273284e+02 -1.43644970e+02
  4.75814604e-01  1.54773479e+02]
Niter:  3 row:  128 ngroup:  26 nlines:  5749 gd:  5327
[ 1.20608975e-10 -1.03155929e-05 -2.82906044e-01  1.61507263e+04
 -1.44057100e+02 -1.79218260e-03  1.54296858e+02 -1.43597075e+02
  4.86263509e-01  1.54785921e+02 -1.44105045e+02 -2.70156882e-03
  1.54281711e+02 -1.43580802e+02  4.79223979e-01  1.54778439e+02
 -1.44098871e+02  8.50098572e-03  1.54292324e+02 -1.43591026e+02
  5.13669163e-01  1.54802908e+02 -1.44097465e+02  1.82498836e-02
  1.54309029e+02 -1.43629101e+02  4.86181226e-01  1.54789370e+02
 -1.44059688e+02  5.78580146e-03  1.54287974e+02 -1.43593440e+02
  5.04160824e-01  1.54793507e+02 -1.44097581e+02  7.30283050e-03
  1.54290558e+02 -1.43565555e+02  4.99493736e-01  1.54793027e+02
 -1.44127074e+02 -1.01472535e-02  1.54295393e+02 -1.43560465e+02
  4.93699337e-01  1.54778108e+02 -1.44071062e+02  3.72203781e-03
  1.54306033e+02 -1.43570015e+02  5.06284949e-01  1.54783505e+02
 -1.44069803e+02 -3.27922374e-02  1.54277685e+02 -1.43624883e+02
  4.97569536e-01  1.54774753e+02 -1.44111664e+02 -3.78730312e-03
  1.54289696e+02 -1.43602944e+02  5.16322094e-01  1.54784416e+02
 -1.44091154e+02 -7.11115560e-03  1.54269514e+02 -1.43625697e+02
  4.99118043e-01  1.54788761e+02 -1.44089297e+02 -4.60713697e-04
  1.54278417e+02 -1.43624519e+02  4.99192933e-01  1.54779073e+02
 -1.44067760e+02  1.71701666e-02  1.54273284e+02 -1.43644970e+02
  4.75814604e-01  1.54773479e+02]
res:  5327 -0.0005620003812509822 0.0161743577591551 0.026377586847521187
[ 1.20980252e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035100e+02 -7.76845375e-03  1.54285049e+02 -1.43574893e+02
  4.80438621e-01  1.54773960e+02 -1.44082693e+02 -5.50449804e-03
  1.54270025e+02 -1.43558340e+02  4.73434173e-01  1.54766707e+02
 -1.44076787e+02  2.38860555e-03  1.54280237e+02 -1.43569368e+02
  5.07709630e-01  1.54789834e+02 -1.44075222e+02  1.21079263e-02
  1.54297216e+02 -1.43611541e+02  4.80130955e-01  1.54777787e+02
 -1.44037331e+02  7.80677343e-05  1.54276274e+02 -1.43570919e+02
  4.96918712e-01  1.54781653e+02 -1.44075580e+02  1.98372106e-03
  1.54278809e+02 -1.43543458e+02  4.94307665e-01  1.54781176e+02
 -1.44104665e+02 -1.66673390e-02  1.54283548e+02 -1.43537993e+02
  4.87944532e-01  1.54766204e+02 -1.44049081e+02 -1.51551906e-03
  1.54294286e+02 -1.43543454e+02  4.99979033e-01  1.54771795e+02
 -1.44047406e+02 -3.87549812e-02  1.54265747e+02 -1.43602582e+02
  4.91395060e-01  1.54762927e+02 -1.44089416e+02 -1.01312972e-02
  1.54277682e+02 -1.43580712e+02  5.10996299e-01  1.54772978e+02
 -1.44068954e+02 -1.21580982e-02  1.54257997e+02 -1.43603747e+02
  4.92321626e-01  1.54777115e+02 -1.44067444e+02 -6.04168090e-03
  1.54266346e+02 -1.43602318e+02  4.93164200e-01  1.54767265e+02
 -1.44045652e+02  1.15221913e-02  1.54261023e+02 -1.43622365e+02
  4.70032195e-01  1.54761293e+02]
Niter:  4 row:  128 ngroup:  26 nlines:  5749 gd:  5317
[ 1.20980252e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035100e+02 -7.76845375e-03  1.54285049e+02 -1.43574893e+02
  4.80438621e-01  1.54773960e+02 -1.44082693e+02 -5.50449804e-03
  1.54270025e+02 -1.43558340e+02  4.73434173e-01  1.54766707e+02
 -1.44076787e+02  2.38860555e-03  1.54280237e+02 -1.43569368e+02
  5.07709630e-01  1.54789834e+02 -1.44075222e+02  1.21079263e-02
  1.54297216e+02 -1.43611541e+02  4.80130955e-01  1.54777787e+02
 -1.44037331e+02  7.80677343e-05  1.54276274e+02 -1.43570919e+02
  4.96918712e-01  1.54781653e+02 -1.44075580e+02  1.98372106e-03
  1.54278809e+02 -1.43543458e+02  4.94307665e-01  1.54781176e+02
 -1.44104665e+02 -1.66673390e-02  1.54283548e+02 -1.43537993e+02
  4.87944532e-01  1.54766204e+02 -1.44049081e+02 -1.51551906e-03
  1.54294286e+02 -1.43543454e+02  4.99979033e-01  1.54771795e+02
 -1.44047406e+02 -3.87549812e-02  1.54265747e+02 -1.43602582e+02
  4.91395060e-01  1.54762927e+02 -1.44089416e+02 -1.01312972e-02
  1.54277682e+02 -1.43580712e+02  5.10996299e-01  1.54772978e+02
 -1.44068954e+02 -1.21580982e-02  1.54257997e+02 -1.43603747e+02
  4.92321626e-01  1.54777115e+02 -1.44067444e+02 -6.04168090e-03
  1.54266346e+02 -1.43602318e+02  4.93164200e-01  1.54767265e+02
 -1.44045652e+02  1.15221913e-02  1.54261023e+02 -1.43622365e+02
  4.70032195e-01  1.54761293e+02]
res:  5317 -0.0005578384989348706 0.016174916228919756 0.0262052343525396
[ 1.20980240e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
Niter:  5 row:  128 ngroup:  26 nlines:  5749 gd:  5317
[ 1.20980240e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
res:  5317 -0.0005594718477368588 0.016175001444935333 0.02620523276485427
[ 1.20980340e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
Niter:  6 row:  128 ngroup:  26 nlines:  5749 gd:  5317
[ 1.20980340e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
res:  5317 -0.000557846411538776 0.016174914057046408 0.026205234262284906
[ 1.20980239e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
Saving figure to  wave_resid_43670005_fiber128.png
Final values:
res:  -0.000557846411538776 0.026205234262284906
pars:  [ 1.20980239e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
128 [ 1.20980239e-10 -1.03151475e-05 -2.82910149e-01  1.61507247e+04
 -1.44035107e+02 -7.75172482e-03  1.54285056e+02 -1.43574923e+02
  4.80439737e-01  1.54773966e+02 -1.44082701e+02 -5.49609394e-03
  1.54270032e+02 -1.43558349e+02  4.73435481e-01  1.54766713e+02
 -1.44076795e+02  2.38991337e-03  1.54280243e+02 -1.43569376e+02
  5.07733039e-01  1.54789847e+02 -1.44075230e+02  1.21092608e-02
  1.54297222e+02 -1.43611559e+02  4.80112502e-01  1.54777793e+02
 -1.44037339e+02  7.91520920e-05  1.54276290e+02 -1.43570905e+02
  4.96914975e-01  1.54781659e+02 -1.44075587e+02  1.97066661e-03
  1.54278816e+02 -1.43543466e+02  4.94293981e-01  1.54781190e+02
 -1.44104673e+02 -1.66659425e-02  1.54283545e+02 -1.43538002e+02
  4.87945827e-01  1.54766211e+02 -1.44049089e+02 -1.51431509e-03
  1.54294293e+02 -1.43543454e+02  4.99980387e-01  1.54771802e+02
 -1.44047414e+02 -3.87536869e-02  1.54265753e+02 -1.43602590e+02
  4.91396431e-01  1.54762933e+02 -1.44089425e+02 -1.01482177e-02
  1.54277689e+02 -1.43580720e+02  5.10975504e-01  1.54772985e+02
 -1.44068962e+02 -1.21367084e-02  1.54258004e+02 -1.43603730e+02
  4.92323028e-01  1.54777122e+02 -1.44067427e+02 -6.04046958e-03
  1.54266352e+02 -1.43602326e+02  4.93165544e-01  1.54767271e+02
 -1.44045660e+02  1.15051150e-02  1.54261029e+02 -1.43622373e+02
  4.70033526e-01  1.54761309e+02]
--- Row 130/300 row=129 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  129
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=129 ---
Niter:  0 row:  129 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.0005907758659304818 0.013777001310700143 0.03510476049514613
[ 1.20731569e-10 -1.03156594e-05 -2.82903380e-01  1.61507272e+04
 -1.44123250e+02  9.94999983e-08  1.54304803e+02]
Niter:  1 row:  129 ngroup:  1 nlines:  252 gd:  233
[ 1.20731569e-10 -1.03156594e-05 -2.82903380e-01  1.61507272e+04
 -1.44123250e+02  9.94999983e-08  1.54304803e+02]
res:  233 -0.0009817394329729723 0.013634595540679584 0.022883226239447073
[ 1.21098726e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Niter:  2 row:  129 ngroup:  1 nlines:  252 gd:  233
[ 1.21098726e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
res:  233 -0.000769542233683751 0.013409995272013475 0.022833601208741113
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Niter:  3 row:  129 ngroup:  1 nlines:  252 gd:  232
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
res:  232 -0.0004506188597588334 0.013302750092407223 0.022533884811141644
[ 1.21022367e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Niter:  4 row:  129 ngroup:  1 nlines:  252 gd:  233
[ 1.21022367e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
res:  233 -0.000769542285524949 0.013409995537585928 0.022833601207312013
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Niter:  5 row:  129 ngroup:  1 nlines:  252 gd:  232
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
res:  232 -0.00045061882519803476 0.013302750222464965 0.02253388480956853
[ 1.21022367e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Niter:  6 row:  129 ngroup:  1 nlines:  252 gd:  233
[ 1.21022367e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
res:  233 -0.0007695421627431642 0.013409995723122847 0.022833601206405693
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
Final values:
res:  -0.0007695421627431642 0.022833601206405693
pars:  [ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
129 [ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02]
elapsed: 2.9 sec.
Niter:  0 row:  129 ngroup:  26 nlines:  5879 gd:  5879
[ 1.21050026e-10 -1.03155295e-05 -2.82913784e-01  1.61507300e+04
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02 -1.44047580e+02  9.94742714e-08
  1.54261725e+02 -1.44047580e+02  9.94742714e-08  1.54261725e+02
 -1.44047580e+02  9.94742714e-08  1.54261725e+02 -1.44047580e+02
  9.94742714e-08  1.54261725e+02]
res:  5879 0.0006424064631573856 0.016018435617297655 0.038909942814690957
[ 1.21050038e-10 -1.03155285e-05 -2.82913756e-01  1.61507284e+04
 -1.44041688e+02  3.69359466e-03  1.54252250e+02 -1.43567296e+02
  5.12322794e-01  1.54737520e+02 -1.44052273e+02 -3.94230173e-02
  1.54235416e+02 -1.43539537e+02  4.51743666e-01  1.54742288e+02
 -1.44067872e+02  5.97750742e-03  1.54229763e+02 -1.43552024e+02
  4.94633828e-01  1.54728010e+02 -1.44055449e+02  3.02944191e-02
  1.54233609e+02 -1.43537593e+02  4.82234718e-01  1.54731361e+02
 -1.44040130e+02  6.36750512e-03  1.54246312e+02 -1.43535550e+02
  5.08185686e-01  1.54737641e+02 -1.44037727e+02  2.43633375e-02
  1.54248890e+02 -1.43539170e+02  4.99477668e-01  1.54749174e+02
 -1.44063814e+02 -1.22838828e-02  1.54251971e+02 -1.43616759e+02
  4.83622488e-01  1.54726152e+02 -1.44047627e+02  6.22548167e-03
  1.54238477e+02 -1.43548441e+02  4.63339198e-01  1.54739701e+02
 -1.44069684e+02 -9.57077516e-03  1.54249730e+02 -1.43604296e+02
  4.36194311e-01  1.54739357e+02 -1.44070901e+02 -1.14517254e-02
  1.54240701e+02 -1.43572312e+02  4.76715764e-01  1.54750254e+02
 -1.44087436e+02 -7.14570593e-03  1.54216864e+02 -1.43583378e+02
  4.43485194e-01  1.54722945e+02 -1.44060688e+02 -3.21905557e-03
  1.54228921e+02 -1.43602804e+02  4.55097073e-01  1.54749102e+02
 -1.44083484e+02 -2.45105664e-02  1.54249451e+02 -1.43599558e+02
  4.67342533e-01  1.54714438e+02]
Niter:  1 row:  129 ngroup:  26 nlines:  5879 gd:  5393
[ 1.21050038e-10 -1.03155285e-05 -2.82913756e-01  1.61507284e+04
 -1.44041688e+02  3.69359466e-03  1.54252250e+02 -1.43567296e+02
  5.12322794e-01  1.54737520e+02 -1.44052273e+02 -3.94230173e-02
  1.54235416e+02 -1.43539537e+02  4.51743666e-01  1.54742288e+02
 -1.44067872e+02  5.97750742e-03  1.54229763e+02 -1.43552024e+02
  4.94633828e-01  1.54728010e+02 -1.44055449e+02  3.02944191e-02
  1.54233609e+02 -1.43537593e+02  4.82234718e-01  1.54731361e+02
 -1.44040130e+02  6.36750512e-03  1.54246312e+02 -1.43535550e+02
  5.08185686e-01  1.54737641e+02 -1.44037727e+02  2.43633375e-02
  1.54248890e+02 -1.43539170e+02  4.99477668e-01  1.54749174e+02
 -1.44063814e+02 -1.22838828e-02  1.54251971e+02 -1.43616759e+02
  4.83622488e-01  1.54726152e+02 -1.44047627e+02  6.22548167e-03
  1.54238477e+02 -1.43548441e+02  4.63339198e-01  1.54739701e+02
 -1.44069684e+02 -9.57077516e-03  1.54249730e+02 -1.43604296e+02
  4.36194311e-01  1.54739357e+02 -1.44070901e+02 -1.14517254e-02
  1.54240701e+02 -1.43572312e+02  4.76715764e-01  1.54750254e+02
 -1.44087436e+02 -7.14570593e-03  1.54216864e+02 -1.43583378e+02
  4.43485194e-01  1.54722945e+02 -1.44060688e+02 -3.21905557e-03
  1.54228921e+02 -1.43602804e+02  4.55097073e-01  1.54749102e+02
 -1.44083484e+02 -2.45105664e-02  1.54249451e+02 -1.43599558e+02
  4.67342533e-01  1.54714438e+02]
res:  5393 0.00019015743237105198 0.015919361541818944 0.025941326716520857
[ 1.21050050e-10 -1.03155275e-05 -2.82913728e-01  1.61507268e+04
 -1.44064565e+02 -1.13610346e-02  1.54252078e+02 -1.43592464e+02
  4.94469971e-01  1.54728117e+02 -1.44071925e+02 -1.95022453e-02
  1.54234094e+02 -1.43547642e+02  4.57039921e-01  1.54741336e+02
 -1.44078564e+02 -1.94617934e-02  1.54223896e+02 -1.43581750e+02
  4.65616937e-01  1.54721523e+02 -1.44075191e+02  1.73484029e-03
  1.54221537e+02 -1.43568937e+02  4.73226740e-01  1.54729757e+02
 -1.44053325e+02 -1.67871404e-02  1.54241741e+02 -1.43540823e+02
  4.76935052e-01  1.54727469e+02 -1.44046549e+02  2.23624195e-03
  1.54248431e+02 -1.43543803e+02  4.84074149e-01  1.54744114e+02
 -1.44087894e+02 -3.35700897e-02  1.54246330e+02 -1.43613307e+02
  4.70450023e-01  1.54721273e+02 -1.44063097e+02 -8.45677836e-03
  1.54233223e+02 -1.43553852e+02  4.70105691e-01  1.54744984e+02
 -1.44072719e+02 -1.79734055e-03  1.54240980e+02 -1.43605566e+02
  4.41395857e-01  1.54740210e+02 -1.44076234e+02 -1.86653657e-02
  1.54243361e+02 -1.43572621e+02  4.84707059e-01  1.54748271e+02
 -1.44085035e+02 -3.21707992e-02  1.54227302e+02 -1.43601771e+02
  4.55849359e-01  1.54715613e+02 -1.44071152e+02 -2.90956657e-02
  1.54235049e+02 -1.43601136e+02  4.57244998e-01  1.54736716e+02
 -1.44090680e+02 -3.26778259e-02  1.54247049e+02 -1.43610638e+02
  4.52345750e-01  1.54713079e+02]
Niter:  2 row:  129 ngroup:  26 nlines:  5879 gd:  5392
[ 1.21050050e-10 -1.03155275e-05 -2.82913728e-01  1.61507268e+04
 -1.44064565e+02 -1.13610346e-02  1.54252078e+02 -1.43592464e+02
  4.94469971e-01  1.54728117e+02 -1.44071925e+02 -1.95022453e-02
  1.54234094e+02 -1.43547642e+02  4.57039921e-01  1.54741336e+02
 -1.44078564e+02 -1.94617934e-02  1.54223896e+02 -1.43581750e+02
  4.65616937e-01  1.54721523e+02 -1.44075191e+02  1.73484029e-03
  1.54221537e+02 -1.43568937e+02  4.73226740e-01  1.54729757e+02
 -1.44053325e+02 -1.67871404e-02  1.54241741e+02 -1.43540823e+02
  4.76935052e-01  1.54727469e+02 -1.44046549e+02  2.23624195e-03
  1.54248431e+02 -1.43543803e+02  4.84074149e-01  1.54744114e+02
 -1.44087894e+02 -3.35700897e-02  1.54246330e+02 -1.43613307e+02
  4.70450023e-01  1.54721273e+02 -1.44063097e+02 -8.45677836e-03
  1.54233223e+02 -1.43553852e+02  4.70105691e-01  1.54744984e+02
 -1.44072719e+02 -1.79734055e-03  1.54240980e+02 -1.43605566e+02
  4.41395857e-01  1.54740210e+02 -1.44076234e+02 -1.86653657e-02
  1.54243361e+02 -1.43572621e+02  4.84707059e-01  1.54748271e+02
 -1.44085035e+02 -3.21707992e-02  1.54227302e+02 -1.43601771e+02
  4.55849359e-01  1.54715613e+02 -1.44071152e+02 -2.90956657e-02
  1.54235049e+02 -1.43601136e+02  4.57244998e-01  1.54736716e+02
 -1.44090680e+02 -3.26778259e-02  1.54247049e+02 -1.43610638e+02
  4.52345750e-01  1.54713079e+02]
res:  5392 9.192730431095697e-05 0.015943737354973564 0.025876733860358683
[ 1.21050062e-10 -1.03155264e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720075e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
Niter:  3 row:  129 ngroup:  26 nlines:  5879 gd:  5394
[ 1.21050062e-10 -1.03155264e-05 -2.82913699e-01  1.61507252e+04
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  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720075e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
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 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
res:  5394 -9.881624282570556e-05 0.01596184354639263 0.025903279567188915
[ 1.21077222e-10 -1.03155264e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720075e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
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  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
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 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
Niter:  4 row:  129 ngroup:  26 nlines:  5879 gd:  5394
[ 1.21077222e-10 -1.03155264e-05 -2.82913699e-01  1.61507252e+04
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  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
res:  5394 -0.0001067971606971696 0.01595586307666963 0.025903196795963843
[ 1.21077221e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
Niter:  5 row:  129 ngroup:  26 nlines:  5879 gd:  5394
[ 1.21077221e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
res:  5394 -0.00011040368917747401 0.015958226289512822 0.025903200584643137
[ 1.21077056e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
Niter:  6 row:  129 ngroup:  26 nlines:  5879 gd:  5394
[ 1.21077056e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
res:  5394 -0.00010683153595891781 0.015955852446495555 0.025903196563163793
[ 1.21077221e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
Saving figure to  wave_resid_43670005_fiber129.png
Final values:
res:  -0.00010683153595891781 0.025903196563163793
pars:  [ 1.21077221e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
129 [ 1.21077221e-10 -1.03155254e-05 -2.82913699e-01  1.61507252e+04
 -1.44071511e+02 -2.08560971e-02  1.54247357e+02 -1.43599427e+02
  4.88775135e-01  1.54721343e+02 -1.44078909e+02 -2.01720074e-02
  1.54229369e+02 -1.43554619e+02  4.51342125e-01  1.54736618e+02
 -1.44085535e+02 -2.51662539e-02  1.54219169e+02 -1.43601395e+02
  4.54395243e-01  1.54716804e+02 -1.44088418e+02 -9.18867307e-03
  1.54216809e+02 -1.43581906e+02  4.67540364e-01  1.54727074e+02
 -1.44060280e+02 -2.59382398e-02  1.54237020e+02 -1.43547769e+02
  4.67688260e-01  1.54720631e+02 -1.44053530e+02 -1.84993433e-02
  1.54245680e+02 -1.43550778e+02  4.78367928e-01  1.54739385e+02
 -1.44094877e+02 -3.92662235e-02  1.54241618e+02 -1.43614279e+02
  4.64763541e-01  1.54716548e+02 -1.44076194e+02 -1.92251127e-02
  1.54228493e+02 -1.43560842e+02  4.64440597e-01  1.54742454e+02
 -1.44079717e+02 -7.48176684e-03  1.54236256e+02 -1.43607163e+02
  4.35720877e-01  1.54739974e+02 -1.44083198e+02 -2.43252313e-02
  1.54238625e+02 -1.43579589e+02  4.84513675e-01  1.54743539e+02
 -1.44085924e+02 -4.82202118e-02  1.54224609e+02 -1.43608741e+02
  4.50168190e-01  1.54710887e+02 -1.44078131e+02 -3.47905268e-02
  1.54234221e+02 -1.43601971e+02  4.51578765e-01  1.54731986e+02
 -1.44097636e+02 -3.83555763e-02  1.54242332e+02 -1.43617627e+02
  4.46687707e-01  1.54708366e+02]
--- Row 131/300 row=130 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  130
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=130 ---
Niter:  0 row:  130 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.0020028251901749172 0.014480148034635931 0.03103583567335399
[ 1.21294321e-10 -1.03144164e-05 -2.82908874e-01  1.61507442e+04
 -1.44091252e+02  9.94999996e-08  1.54321814e+02]
Niter:  1 row:  130 ngroup:  1 nlines:  242 gd:  225
[ 1.21294321e-10 -1.03144164e-05 -2.82908874e-01  1.61507442e+04
 -1.44091252e+02  9.94999996e-08  1.54321814e+02]
res:  225 -0.0023744847921989276 0.014838829159998568 0.022121481381663727
[ 1.20425136e-10 -1.03146593e-05 -2.82900789e-01  1.61507441e+04
 -1.44125868e+02  9.95398605e-08  1.54339209e+02]
Niter:  2 row:  130 ngroup:  1 nlines:  242 gd:  227
[ 1.20425136e-10 -1.03146593e-05 -2.82900789e-01  1.61507441e+04
 -1.44125868e+02  9.95398605e-08  1.54339209e+02]
res:  227 -0.0018220089204987744 0.01489614889396762 0.02276330745184008
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
Niter:  3 row:  130 ngroup:  1 nlines:  242 gd:  227
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
res:  227 -0.0018220092160845525 0.01489614965794317 0.022763307451793533
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
Niter:  4 row:  130 ngroup:  1 nlines:  242 gd:  227
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
res:  227 -0.0018220088868474704 0.014896149018568394 0.02276330745177225
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
Niter:  5 row:  130 ngroup:  1 nlines:  242 gd:  227
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
res:  227 -0.0018220088868474704 0.014896149018568394 0.02276330745177225
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
Niter:  6 row:  130 ngroup:  1 nlines:  242 gd:  227
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
res:  227 -0.0018220088868474704 0.014896149018568394 0.02276330745177225
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
Final values:
res:  -0.0018220088868474704 0.02276330745177225
pars:  [ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
130 [ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02]
elapsed: 2.9 sec.
Niter:  0 row:  130 ngroup:  26 nlines:  5726 gd:  5726
[ 1.20250002e-10 -1.03145722e-05 -2.82898267e-01  1.61507421e+04
 -1.44146386e+02  9.95399444e-08  1.54344720e+02 -1.44146386e+02
  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
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  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
  1.54344720e+02 -1.44146386e+02  9.95399444e-08  1.54344720e+02
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  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
  1.54344720e+02 -1.44146386e+02  9.95399444e-08  1.54344720e+02
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  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
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 -1.44146386e+02  9.95399444e-08  1.54344720e+02 -1.44146386e+02
  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
  1.54344720e+02 -1.44146386e+02  9.95399444e-08  1.54344720e+02
 -1.44146386e+02  9.95399444e-08  1.54344720e+02 -1.44146386e+02
  9.95399444e-08  1.54344720e+02 -1.44146386e+02  9.95399444e-08
  1.54344720e+02 -1.44146386e+02  9.95399444e-08  1.54344720e+02
 -1.44146386e+02  9.95399444e-08  1.54344720e+02 -1.44146386e+02
  9.95399444e-08  1.54344720e+02]
res:  5726 -0.001715545829028997 0.016783918676082976 0.03627215955316454
[ 1.20250014e-10 -1.03145712e-05 -2.82898295e-01  1.61507437e+04
 -1.44141203e+02 -1.94831687e-03  1.54347967e+02 -1.43630744e+02
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 -1.44103549e+02  2.06777023e-02  1.54348422e+02 -1.43604124e+02
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  1.54350645e+02 -1.43617474e+02  5.09249159e-01  1.54839504e+02
 -1.44164142e+02  7.23076811e-03  1.54331899e+02 -1.43647227e+02
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  1.54353662e+02 -1.43661285e+02  4.87157893e-01  1.54848421e+02
 -1.44132562e+02  3.52521870e-02  1.54347061e+02 -1.43670385e+02
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  1.54360219e+02 -1.43679924e+02  5.02048624e-01  1.54827038e+02
 -1.44192143e+02  1.72498355e-02  1.54323632e+02 -1.43640246e+02
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  1.54343230e+02 -1.43701183e+02  4.84822953e-01  1.54830084e+02
 -1.44178938e+02 -2.02305058e-03  1.54321367e+02 -1.43663071e+02
  4.60858878e-01  1.54835892e+02]
Niter:  1 row:  130 ngroup:  26 nlines:  5726 gd:  5367
[ 1.20250014e-10 -1.03145712e-05 -2.82898295e-01  1.61507437e+04
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  4.82322163e-01  1.54853951e+02 -1.44145429e+02  5.05386220e-03
  1.54336573e+02 -1.43633124e+02  5.01490765e-01  1.54833686e+02
 -1.44103549e+02  2.06777023e-02  1.54348422e+02 -1.43604124e+02
  5.20851074e-01  1.54853197e+02 -1.44113483e+02  1.19490423e-02
  1.54350645e+02 -1.43617474e+02  5.09249159e-01  1.54839504e+02
 -1.44164142e+02  7.23076811e-03  1.54331899e+02 -1.43647227e+02
  4.71771521e-01  1.54822145e+02 -1.44150604e+02 -4.56386996e-04
  1.54353662e+02 -1.43661285e+02  4.87157893e-01  1.54848421e+02
 -1.44132562e+02  3.52521870e-02  1.54347061e+02 -1.43670385e+02
  4.59809104e-01  1.54855346e+02 -1.44114935e+02 -1.48494938e-02
  1.54360219e+02 -1.43679924e+02  5.02048624e-01  1.54827038e+02
 -1.44192143e+02  1.72498355e-02  1.54323632e+02 -1.43640246e+02
  4.46857868e-01  1.54833095e+02 -1.44160880e+02  8.19686609e-04
  1.54343230e+02 -1.43701183e+02  4.84822953e-01  1.54830084e+02
 -1.44178938e+02 -2.02305058e-03  1.54321367e+02 -1.43663071e+02
  4.60858878e-01  1.54835892e+02]
res:  5367 -0.0006288769782258896 0.016523723318641714 0.026511644431672834
[ 1.20250002e-10 -1.03145722e-05 -2.82898323e-01  1.61507453e+04
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  1.54343473e+02 -1.43645150e+02  4.97742149e-01  1.54848180e+02
 -1.44108506e+02  2.20677378e-02  1.54349485e+02 -1.43592138e+02
  5.11364048e-01  1.54860304e+02 -1.44099865e+02  8.03156634e-03
  1.54350325e+02 -1.43610876e+02  5.07458493e-01  1.54845075e+02
 -1.44134952e+02 -1.40903235e-03  1.54343297e+02 -1.43652742e+02
  5.09941130e-01  1.54839235e+02 -1.44133562e+02  7.05309704e-03
  1.54358061e+02 -1.43635655e+02  4.90358171e-01  1.54854818e+02
 -1.44108796e+02  3.76390697e-02  1.54354878e+02 -1.43640304e+02
  4.81991563e-01  1.54849723e+02 -1.44109104e+02 -9.78605831e-03
  1.54370577e+02 -1.43674567e+02  5.23110106e-01  1.54845519e+02
 -1.44186965e+02  1.18486218e-02  1.54337136e+02 -1.43628649e+02
  4.72391743e-01  1.54837015e+02 -1.44156589e+02  6.50515486e-03
  1.54340186e+02 -1.43680075e+02  4.91775691e-01  1.54838284e+02
 -1.44152732e+02 -1.33729721e-02  1.54334094e+02 -1.43650966e+02
  4.57360468e-01  1.54837807e+02]
Niter:  2 row:  130 ngroup:  26 nlines:  5726 gd:  5367
[ 1.20250002e-10 -1.03145722e-05 -2.82898323e-01  1.61507453e+04
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  5.11364048e-01  1.54860304e+02 -1.44099865e+02  8.03156634e-03
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  1.54358061e+02 -1.43635655e+02  4.90358171e-01  1.54854818e+02
 -1.44108796e+02  3.76390697e-02  1.54354878e+02 -1.43640304e+02
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  1.54370577e+02 -1.43674567e+02  5.23110106e-01  1.54845519e+02
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 -1.44152732e+02 -1.33729721e-02  1.54334094e+02 -1.43650966e+02
  4.57360468e-01  1.54837807e+02]
res:  5367 -0.0006530411574203754 0.01655373109406355 0.026481882419797445
[ 1.20249990e-10 -1.03145712e-05 -2.82898352e-01  1.61507470e+04
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  5.20908478e-01  1.54843996e+02 -1.44120320e+02  1.27274384e-02
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 -1.44095764e+02  4.33036752e-02  1.54359634e+02 -1.43621078e+02
  4.87685660e-01  1.54852083e+02 -1.44102090e+02 -4.11073915e-03
  1.54375334e+02 -1.43667590e+02  5.28772030e-01  1.54850277e+02
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  1.54344945e+02 -1.43666687e+02  4.97457529e-01  1.54843046e+02
 -1.44139153e+02 -7.71511372e-03  1.54338854e+02 -1.43643954e+02
  4.56811544e-01  1.54840311e+02]
Niter:  3 row:  130 ngroup:  26 nlines:  5726 gd:  5365
[ 1.20249990e-10 -1.03145712e-05 -2.82898352e-01  1.61507470e+04
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 -1.44179967e+02  1.75226477e-02  1.54341892e+02 -1.43621646e+02
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  1.54344945e+02 -1.43666687e+02  4.97457529e-01  1.54843046e+02
 -1.44139153e+02 -7.71511372e-03  1.54338854e+02 -1.43643954e+02
  4.56811544e-01  1.54840311e+02]
res:  5365 -0.0005451128654385684 0.016574757412854524 0.02644674054188461
[ 1.20230244e-10 -1.03145712e-05 -2.82898352e-01  1.61507470e+04
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 -1.44139153e+02 -7.71511372e-03  1.54338854e+02 -1.43643954e+02
  4.56811544e-01  1.54840311e+02]
Niter:  4 row:  130 ngroup:  26 nlines:  5726 gd:  5366
[ 1.20230244e-10 -1.03145712e-05 -2.82898352e-01  1.61507470e+04
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  4.78063924e-01  1.54841766e+02 -1.44149537e+02  1.21943528e-02
  1.54344945e+02 -1.43666687e+02  4.97457529e-01  1.54843046e+02
 -1.44139153e+02 -7.71511372e-03  1.54338854e+02 -1.43643954e+02
  4.56811544e-01  1.54840311e+02]
res:  5366 -0.0005974078685540007 0.016534332230548898 0.02645586907898029
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  1.54359037e+02 -1.43596011e+02  5.18845805e-01  1.54853813e+02
 -1.44120024e+02  5.24119882e-03  1.54352005e+02 -1.43637806e+02
  5.26567957e-01  1.54847958e+02 -1.44112420e+02  1.83952945e-02
  1.54366705e+02 -1.43620764e+02  5.01782803e-01  1.54863473e+02
 -1.44087824e+02  4.89650373e-02  1.54363581e+02 -1.43613193e+02
  4.93380991e-01  1.54856045e+02 -1.44094214e+02  1.56765513e-03
  1.54379291e+02 -1.43659799e+02  5.34430710e-01  1.54854231e+02
 -1.44172129e+02  2.31743738e-02  1.54345847e+02 -1.43613791e+02
  4.83732586e-01  1.54845696e+02 -1.44141567e+02  1.78821213e-02
  1.54348910e+02 -1.43658828e+02  5.03139680e-01  1.54847021e+02
 -1.44131333e+02 -2.06007243e-03  1.54342822e+02 -1.43636076e+02
  4.57337569e-01  1.54844270e+02]
Niter:  5 row:  130 ngroup:  26 nlines:  5726 gd:  5364
[ 1.20230232e-10 -1.03145701e-05 -2.82898380e-01  1.61507486e+04
 -1.44117710e+02  1.90221823e-02  1.54362945e+02 -1.43609097e+02
  5.28461232e-01  1.54861741e+02 -1.44129678e+02  1.19414261e-02
  1.54344710e+02 -1.43599596e+02  4.84165038e-01  1.54852555e+02
 -1.44113274e+02  5.04767626e-02  1.54366995e+02 -1.43634357e+02
  5.02804365e-01  1.54878646e+02 -1.44101618e+02  1.92990982e-02
  1.54352191e+02 -1.43630279e+02  5.09127372e-01  1.54856894e+02
 -1.44093627e+02  3.34635049e-02  1.54358241e+02 -1.43571674e+02
  5.18846638e-01  1.54869008e+02 -1.44085058e+02  1.25990392e-02
  1.54359037e+02 -1.43596011e+02  5.18845805e-01  1.54853813e+02
 -1.44120024e+02  5.24119882e-03  1.54352005e+02 -1.43637806e+02
  5.26567957e-01  1.54847958e+02 -1.44112420e+02  1.83952945e-02
  1.54366705e+02 -1.43620764e+02  5.01782803e-01  1.54863473e+02
 -1.44087824e+02  4.89650373e-02  1.54363581e+02 -1.43613193e+02
  4.93380991e-01  1.54856045e+02 -1.44094214e+02  1.56765513e-03
  1.54379291e+02 -1.43659799e+02  5.34430710e-01  1.54854231e+02
 -1.44172129e+02  2.31743738e-02  1.54345847e+02 -1.43613791e+02
  4.83732586e-01  1.54845696e+02 -1.44141567e+02  1.78821213e-02
  1.54348910e+02 -1.43658828e+02  5.03139680e-01  1.54847021e+02
 -1.44131333e+02 -2.06007243e-03  1.54342822e+02 -1.43636076e+02
  4.57337569e-01  1.54844270e+02]
res:  5364 -0.0005312530765877455 0.016558609127059754 0.026421658165322073
[ 1.20219205e-10 -1.03145701e-05 -2.82898380e-01  1.61507486e+04
 -1.44117710e+02  1.90221823e-02  1.54362945e+02 -1.43609097e+02
  5.28461232e-01  1.54861741e+02 -1.44129678e+02  1.19414261e-02
  1.54344710e+02 -1.43599596e+02  4.84165038e-01  1.54852555e+02
 -1.44113274e+02  5.04767626e-02  1.54366995e+02 -1.43634357e+02
  5.02804365e-01  1.54878646e+02 -1.44101618e+02  1.92990982e-02
  1.54352191e+02 -1.43630279e+02  5.09127372e-01  1.54856894e+02
 -1.44093627e+02  3.34635049e-02  1.54358241e+02 -1.43571674e+02
  5.18846638e-01  1.54869008e+02 -1.44085058e+02  1.25990392e-02
  1.54359037e+02 -1.43596011e+02  5.18845805e-01  1.54853813e+02
 -1.44120024e+02  5.24119882e-03  1.54352005e+02 -1.43637806e+02
  5.26567957e-01  1.54847958e+02 -1.44112420e+02  1.83952945e-02
  1.54366705e+02 -1.43620764e+02  5.01782803e-01  1.54863473e+02
 -1.44087824e+02  4.89650373e-02  1.54363581e+02 -1.43613193e+02
  4.93380991e-01  1.54856045e+02 -1.44094214e+02  1.56765513e-03
  1.54379291e+02 -1.43659799e+02  5.34430710e-01  1.54854231e+02
 -1.44172129e+02  2.31743738e-02  1.54345847e+02 -1.43613791e+02
  4.83732586e-01  1.54845696e+02 -1.44141567e+02  1.78821213e-02
  1.54348910e+02 -1.43658828e+02  5.03139680e-01  1.54847021e+02
 -1.44131333e+02 -2.06007243e-03  1.54342822e+02 -1.43636076e+02
  4.57337569e-01  1.54844270e+02]
Niter:  6 row:  130 ngroup:  26 nlines:  5726 gd:  5363
[ 1.20219205e-10 -1.03145701e-05 -2.82898380e-01  1.61507486e+04
 -1.44117710e+02  1.90221823e-02  1.54362945e+02 -1.43609097e+02
  5.28461232e-01  1.54861741e+02 -1.44129678e+02  1.19414261e-02
  1.54344710e+02 -1.43599596e+02  4.84165038e-01  1.54852555e+02
 -1.44113274e+02  5.04767626e-02  1.54366995e+02 -1.43634357e+02
  5.02804365e-01  1.54878646e+02 -1.44101618e+02  1.92990982e-02
  1.54352191e+02 -1.43630279e+02  5.09127372e-01  1.54856894e+02
 -1.44093627e+02  3.34635049e-02  1.54358241e+02 -1.43571674e+02
  5.18846638e-01  1.54869008e+02 -1.44085058e+02  1.25990392e-02
  1.54359037e+02 -1.43596011e+02  5.18845805e-01  1.54853813e+02
 -1.44120024e+02  5.24119882e-03  1.54352005e+02 -1.43637806e+02
  5.26567957e-01  1.54847958e+02 -1.44112420e+02  1.83952945e-02
  1.54366705e+02 -1.43620764e+02  5.01782803e-01  1.54863473e+02
 -1.44087824e+02  4.89650373e-02  1.54363581e+02 -1.43613193e+02
  4.93380991e-01  1.54856045e+02 -1.44094214e+02  1.56765513e-03
  1.54379291e+02 -1.43659799e+02  5.34430710e-01  1.54854231e+02
 -1.44172129e+02  2.31743738e-02  1.54345847e+02 -1.43613791e+02
  4.83732586e-01  1.54845696e+02 -1.44141567e+02  1.78821213e-02
  1.54348910e+02 -1.43658828e+02  5.03139680e-01  1.54847021e+02
 -1.44131333e+02 -2.06007243e-03  1.54342822e+02 -1.43636076e+02
  4.57337569e-01  1.54844270e+02]
res:  5363 -0.000546739567653276 0.016036502081988147 0.02633813032140397
[ 1.20571455e-10 -1.03146749e-05 -2.82905724e-01  1.61507470e+04
 -1.44075430e+02  1.15154803e-02  1.54318972e+02 -1.43567164e+02
  5.22032558e-01  1.54817683e+02 -1.44086925e+02  4.60666958e-03
  1.54300708e+02 -1.43555569e+02  4.77503263e-01  1.54808408e+02
 -1.44069635e+02  4.22549633e-02  1.54322807e+02 -1.43590602e+02
  4.94862908e-01  1.54834691e+02 -1.44057185e+02  1.15178814e-02
  1.54308198e+02 -1.43586600e+02  5.01889450e-01  1.54812794e+02
 -1.44050638e+02  2.65109323e-02  1.54314318e+02 -1.43529200e+02
  5.11272879e-01  1.54824978e+02 -1.44042559e+02  6.24637851e-03
  1.54314980e+02 -1.43552706e+02  5.11713826e-01  1.54809878e+02
 -1.44076014e+02 -3.02231444e-03  1.54307921e+02 -1.43594119e+02
  5.17638363e-01  1.54803909e+02 -1.44068270e+02  1.01919713e-02
  1.54322530e+02 -1.43576544e+02  4.95301245e-01  1.54819270e+02
 -1.44043696e+02  4.01792256e-02  1.54319574e+02 -1.43569742e+02
  4.85805024e-01  1.54812001e+02 -1.44050642e+02 -6.47160472e-03
  1.54335215e+02 -1.43616764e+02  5.25508866e-01  1.54810280e+02
 -1.44128861e+02  1.44093884e-02  1.54301787e+02 -1.43570562e+02
  4.75117417e-01  1.54801571e+02 -1.44096717e+02  1.02307494e-02
  1.54304853e+02 -1.43615186e+02  4.95331209e-01  1.54802991e+02
 -1.44087933e+02 -1.12546760e-02  1.54298820e+02 -1.43592513e+02
  4.49517989e-01  1.54800373e+02]
Saving figure to  wave_resid_43670005_fiber130.png
Final values:
res:  -0.000546739567653276 0.02633813032140397
pars:  [ 1.20571455e-10 -1.03146749e-05 -2.82905724e-01  1.61507470e+04
 -1.44075430e+02  1.15154803e-02  1.54318972e+02 -1.43567164e+02
  5.22032558e-01  1.54817683e+02 -1.44086925e+02  4.60666958e-03
  1.54300708e+02 -1.43555569e+02  4.77503263e-01  1.54808408e+02
 -1.44069635e+02  4.22549633e-02  1.54322807e+02 -1.43590602e+02
  4.94862908e-01  1.54834691e+02 -1.44057185e+02  1.15178814e-02
  1.54308198e+02 -1.43586600e+02  5.01889450e-01  1.54812794e+02
 -1.44050638e+02  2.65109323e-02  1.54314318e+02 -1.43529200e+02
  5.11272879e-01  1.54824978e+02 -1.44042559e+02  6.24637851e-03
  1.54314980e+02 -1.43552706e+02  5.11713826e-01  1.54809878e+02
 -1.44076014e+02 -3.02231444e-03  1.54307921e+02 -1.43594119e+02
  5.17638363e-01  1.54803909e+02 -1.44068270e+02  1.01919713e-02
  1.54322530e+02 -1.43576544e+02  4.95301245e-01  1.54819270e+02
 -1.44043696e+02  4.01792256e-02  1.54319574e+02 -1.43569742e+02
  4.85805024e-01  1.54812001e+02 -1.44050642e+02 -6.47160472e-03
  1.54335215e+02 -1.43616764e+02  5.25508866e-01  1.54810280e+02
 -1.44128861e+02  1.44093884e-02  1.54301787e+02 -1.43570562e+02
  4.75117417e-01  1.54801571e+02 -1.44096717e+02  1.02307494e-02
  1.54304853e+02 -1.43615186e+02  4.95331209e-01  1.54802991e+02
 -1.44087933e+02 -1.12546760e-02  1.54298820e+02 -1.43592513e+02
  4.49517989e-01  1.54800373e+02]
130 [ 1.20571455e-10 -1.03146749e-05 -2.82905724e-01  1.61507470e+04
 -1.44075430e+02  1.15154803e-02  1.54318972e+02 -1.43567164e+02
  5.22032558e-01  1.54817683e+02 -1.44086925e+02  4.60666958e-03
  1.54300708e+02 -1.43555569e+02  4.77503263e-01  1.54808408e+02
 -1.44069635e+02  4.22549633e-02  1.54322807e+02 -1.43590602e+02
  4.94862908e-01  1.54834691e+02 -1.44057185e+02  1.15178814e-02
  1.54308198e+02 -1.43586600e+02  5.01889450e-01  1.54812794e+02
 -1.44050638e+02  2.65109323e-02  1.54314318e+02 -1.43529200e+02
  5.11272879e-01  1.54824978e+02 -1.44042559e+02  6.24637851e-03
  1.54314980e+02 -1.43552706e+02  5.11713826e-01  1.54809878e+02
 -1.44076014e+02 -3.02231444e-03  1.54307921e+02 -1.43594119e+02
  5.17638363e-01  1.54803909e+02 -1.44068270e+02  1.01919713e-02
  1.54322530e+02 -1.43576544e+02  4.95301245e-01  1.54819270e+02
 -1.44043696e+02  4.01792256e-02  1.54319574e+02 -1.43569742e+02
  4.85805024e-01  1.54812001e+02 -1.44050642e+02 -6.47160472e-03
  1.54335215e+02 -1.43616764e+02  5.25508866e-01  1.54810280e+02
 -1.44128861e+02  1.44093884e-02  1.54301787e+02 -1.43570562e+02
  4.75117417e-01  1.54801571e+02 -1.44096717e+02  1.02307494e-02
  1.54304853e+02 -1.43615186e+02  4.95331209e-01  1.54802991e+02
 -1.44087933e+02 -1.12546760e-02  1.54298820e+02 -1.43592513e+02
  4.49517989e-01  1.54800373e+02]
--- Row 132/300 row=131 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  131
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=131 ---
Niter:  0 row:  131 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 0.0015162063846219098 0.0164568986328959 0.034085933989729804
[ 1.20908892e-10 -1.03136581e-05 -2.82907594e-01  1.61507464e+04
 -1.44041761e+02 -8.10918544e-14  1.54318761e+02]
Niter:  1 row:  131 ngroup:  1 nlines:  253 gd:  240
[ 1.20908892e-10 -1.03136581e-05 -2.82907594e-01  1.61507464e+04
 -1.44041761e+02 -8.10918544e-14  1.54318761e+02]
res:  240 -0.0010683987948141294 0.01609923736032215 0.026114015179980247
[ 1.20886328e-10 -1.03146108e-05 -2.82908036e-01  1.61507505e+04
 -1.44044803e+02  2.19322310e-11  1.54307709e+02]
Niter:  2 row:  131 ngroup:  1 nlines:  253 gd:  240
[ 1.20886328e-10 -1.03146108e-05 -2.82908036e-01  1.61507505e+04
 -1.44044803e+02  2.19322310e-11  1.54307709e+02]
res:  240 -0.0021565872521023266 0.016118471663503442 0.02606032738981801
[ 1.20926243e-10 -1.03148424e-05 -2.82909265e-01  1.61507515e+04
 -1.44035973e+02 -1.67473107e-11  1.54298319e+02]
Niter:  3 row:  131 ngroup:  1 nlines:  253 gd:  238
[ 1.20926243e-10 -1.03148424e-05 -2.82909265e-01  1.61507515e+04
 -1.44035973e+02 -1.67473107e-11  1.54298319e+02]
res:  238 -0.0017050393889803672 0.015928686605548137 0.025276707289103237
[ 1.20904641e-10 -1.03149653e-05 -2.82908290e-01  1.61507506e+04
 -1.44054918e+02 -8.76743007e-11  1.54299303e+02]
Niter:  4 row:  131 ngroup:  1 nlines:  253 gd:  239
[ 1.20904641e-10 -1.03149653e-05 -2.82908290e-01  1.61507506e+04
 -1.44054918e+02 -8.76743007e-11  1.54299303e+02]
res:  239 -0.0021248366301733768 0.01623711734828248 0.025649080100210598
[ 1.20980937e-10 -1.03150183e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
Niter:  5 row:  131 ngroup:  1 nlines:  253 gd:  237
[ 1.20980937e-10 -1.03150183e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
res:  237 -0.002118117561622057 0.0162355702232162 0.024883372669746124
[ 1.20980035e-10 -1.03150183e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
Niter:  6 row:  131 ngroup:  1 nlines:  253 gd:  237
[ 1.20980035e-10 -1.03150183e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
res:  237 -0.0021261287456582068 0.016237787707723328 0.02488337249708745
[ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
Final values:
res:  -0.0021261287456582068 0.02488337249708745
pars:  [ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
131 [ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02]
elapsed: 2.9 sec.
Niter:  0 row:  131 ngroup:  26 nlines:  5842 gd:  5842
[ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507516e+04
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02 -1.44046121e+02 -1.31531889e-10
  1.54297306e+02 -1.44046121e+02 -1.31531889e-10  1.54297306e+02
 -1.44046121e+02 -1.31531889e-10  1.54297306e+02 -1.44046121e+02
 -1.31531889e-10  1.54297306e+02]
res:  5842 -0.0005000349210604327 0.016814386299301987 0.04067211808415726
[ 1.20980778e-10 -1.03150166e-05 -2.82909316e-01  1.61507500e+04
 -1.44039964e+02  1.11522574e-02  1.54298979e+02 -1.43530991e+02
  5.20560362e-01  1.54795119e+02 -1.44033414e+02  1.14301405e-02
  1.54294442e+02 -1.43506685e+02  4.75975399e-01  1.54764669e+02
 -1.44073714e+02  2.59115403e-03  1.54300484e+02 -1.43576440e+02
  4.99981948e-01  1.54791893e+02 -1.44077703e+02  2.47067242e-02
  1.54284196e+02 -1.43617845e+02  5.10413419e-01  1.54778572e+02
 -1.44023220e+02  2.57146714e-02  1.54307648e+02 -1.43522635e+02
  4.89179088e-01  1.54791547e+02 -1.44072732e+02  1.58130008e-02
  1.54298457e+02 -1.43549139e+02  5.11957184e-01  1.54796483e+02
 -1.44087630e+02 -7.39399036e-03  1.54297038e+02 -1.43552854e+02
  4.76988521e-01  1.54767587e+02 -1.44079970e+02  8.17704827e-03
  1.54304552e+02 -1.43603686e+02  5.00578081e-01  1.54789120e+02
 -1.44136937e+02 -1.53065939e-02  1.54289357e+02 -1.43588153e+02
  5.04280383e-01  1.54778333e+02 -1.44064811e+02 -1.72768509e-02
  1.54289628e+02 -1.43581698e+02  4.46957596e-01  1.54790650e+02
 -1.44112989e+02 -1.37127753e-03  1.54274633e+02 -1.43591943e+02
  4.64975006e-01  1.54784654e+02 -1.44063180e+02 -7.71730230e-03
  1.54302742e+02 -1.43624897e+02  5.01923685e-01  1.54775641e+02
 -1.44106920e+02  2.85857543e-03  1.54282562e+02 -1.43611021e+02
  4.88570670e-01  1.54778338e+02]
Niter:  1 row:  131 ngroup:  26 nlines:  5842 gd:  5357
[ 1.20980778e-10 -1.03150166e-05 -2.82909316e-01  1.61507500e+04
 -1.44039964e+02  1.11522574e-02  1.54298979e+02 -1.43530991e+02
  5.20560362e-01  1.54795119e+02 -1.44033414e+02  1.14301405e-02
  1.54294442e+02 -1.43506685e+02  4.75975399e-01  1.54764669e+02
 -1.44073714e+02  2.59115403e-03  1.54300484e+02 -1.43576440e+02
  4.99981948e-01  1.54791893e+02 -1.44077703e+02  2.47067242e-02
  1.54284196e+02 -1.43617845e+02  5.10413419e-01  1.54778572e+02
 -1.44023220e+02  2.57146714e-02  1.54307648e+02 -1.43522635e+02
  4.89179088e-01  1.54791547e+02 -1.44072732e+02  1.58130008e-02
  1.54298457e+02 -1.43549139e+02  5.11957184e-01  1.54796483e+02
 -1.44087630e+02 -7.39399036e-03  1.54297038e+02 -1.43552854e+02
  4.76988521e-01  1.54767587e+02 -1.44079970e+02  8.17704827e-03
  1.54304552e+02 -1.43603686e+02  5.00578081e-01  1.54789120e+02
 -1.44136937e+02 -1.53065939e-02  1.54289357e+02 -1.43588153e+02
  5.04280383e-01  1.54778333e+02 -1.44064811e+02 -1.72768509e-02
  1.54289628e+02 -1.43581698e+02  4.46957596e-01  1.54790650e+02
 -1.44112989e+02 -1.37127753e-03  1.54274633e+02 -1.43591943e+02
  4.64975006e-01  1.54784654e+02 -1.44063180e+02 -7.71730230e-03
  1.54302742e+02 -1.43624897e+02  5.01923685e-01  1.54775641e+02
 -1.44106920e+02  2.85857543e-03  1.54282562e+02 -1.43611021e+02
  4.88570670e-01  1.54778338e+02]
res:  5357 -9.973827582143713e-05 0.016573138268540788 0.027215707473021693
[ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507500e+04
 -1.44042002e+02 -2.33338740e-03  1.54292352e+02 -1.43529686e+02
  5.09462400e-01  1.54794886e+02 -1.44044734e+02  2.51379560e-02
  1.54296466e+02 -1.43536494e+02  4.60092745e-01  1.54774147e+02
 -1.44062565e+02 -3.44607939e-03  1.54291106e+02 -1.43596793e+02
  4.79297128e-01  1.54792105e+02 -1.44059742e+02  1.92504635e-02
  1.54283978e+02 -1.43576578e+02  4.95513266e-01  1.54788004e+02
 -1.44028878e+02  2.19775061e-02  1.54309942e+02 -1.43547234e+02
  4.87454165e-01  1.54801426e+02 -1.44065115e+02  9.42877352e-03
  1.54298357e+02 -1.43556067e+02  4.92626906e-01  1.54793776e+02
 -1.44092261e+02 -7.56626985e-03  1.54293567e+02 -1.43576690e+02
  4.79729183e-01  1.54771794e+02 -1.44074105e+02 -9.80449431e-03
  1.54302842e+02 -1.43579818e+02  5.06855932e-01  1.54799925e+02
 -1.44109998e+02 -3.53083810e-03  1.54286420e+02 -1.43591819e+02
  5.02054894e-01  1.54784892e+02 -1.44093317e+02 -1.39036300e-02
  1.54285192e+02 -1.43547757e+02  4.53458721e-01  1.54788315e+02
 -1.44106641e+02  7.57877815e-03  1.54285161e+02 -1.43569361e+02
  4.73895948e-01  1.54787878e+02 -1.44042905e+02 -7.03671493e-03
  1.54305182e+02 -1.43615184e+02  4.99307155e-01  1.54783949e+02
 -1.44100563e+02 -5.59997989e-03  1.54287017e+02 -1.43587808e+02
  4.69913724e-01  1.54786464e+02]
Niter:  2 row:  131 ngroup:  26 nlines:  5842 gd:  5348
[ 1.20980766e-10 -1.03150176e-05 -2.82909344e-01  1.61507500e+04
 -1.44042002e+02 -2.33338740e-03  1.54292352e+02 -1.43529686e+02
  5.09462400e-01  1.54794886e+02 -1.44044734e+02  2.51379560e-02
  1.54296466e+02 -1.43536494e+02  4.60092745e-01  1.54774147e+02
 -1.44062565e+02 -3.44607939e-03  1.54291106e+02 -1.43596793e+02
  4.79297128e-01  1.54792105e+02 -1.44059742e+02  1.92504635e-02
  1.54283978e+02 -1.43576578e+02  4.95513266e-01  1.54788004e+02
 -1.44028878e+02  2.19775061e-02  1.54309942e+02 -1.43547234e+02
  4.87454165e-01  1.54801426e+02 -1.44065115e+02  9.42877352e-03
  1.54298357e+02 -1.43556067e+02  4.92626906e-01  1.54793776e+02
 -1.44092261e+02 -7.56626985e-03  1.54293567e+02 -1.43576690e+02
  4.79729183e-01  1.54771794e+02 -1.44074105e+02 -9.80449431e-03
  1.54302842e+02 -1.43579818e+02  5.06855932e-01  1.54799925e+02
 -1.44109998e+02 -3.53083810e-03  1.54286420e+02 -1.43591819e+02
  5.02054894e-01  1.54784892e+02 -1.44093317e+02 -1.39036300e-02
  1.54285192e+02 -1.43547757e+02  4.53458721e-01  1.54788315e+02
 -1.44106641e+02  7.57877815e-03  1.54285161e+02 -1.43569361e+02
  4.73895948e-01  1.54787878e+02 -1.44042905e+02 -7.03671493e-03
  1.54305182e+02 -1.43615184e+02  4.99307155e-01  1.54783949e+02
 -1.44100563e+02 -5.59997989e-03  1.54287017e+02 -1.43587808e+02
  4.69913724e-01  1.54786464e+02]
res:  5348 7.181793080235366e-06 0.016611259780802357 0.027033205590874434
[ 1.20980754e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25178306e-03  1.54291697e+02 -1.43530068e+02
  5.01502107e-01  1.54794232e+02 -1.44045117e+02  2.46160983e-02
  1.54295809e+02 -1.43536877e+02  4.53607633e-01  1.54773492e+02
 -1.44062950e+02 -3.96148073e-03  1.54288062e+02 -1.43603996e+02
  4.72558360e-01  1.54791451e+02 -1.44054060e+02  1.87400647e-02
  1.54283323e+02 -1.43570113e+02  4.95003824e-01  1.54789838e+02
 -1.44029263e+02  2.14576710e-02  1.54309289e+02 -1.43553094e+02
  4.83201469e-01  1.54800772e+02 -1.44065501e+02  5.07303942e-03
  1.54297703e+02 -1.43556452e+02  4.92110834e-01  1.54793124e+02
 -1.44092646e+02 -8.08307970e-03  1.54290503e+02 -1.43583546e+02
  4.79213723e-01  1.54771140e+02 -1.44074491e+02 -1.65672194e-02
  1.54302186e+02 -1.43580202e+02  5.06339214e-01  1.54801627e+02
 -1.44104713e+02  1.73337456e-03  1.54285763e+02 -1.43592202e+02
  5.01529736e-01  1.54784236e+02 -1.44093702e+02 -1.44231846e-02
  1.54284537e+02 -1.43541015e+02  4.52950117e-01  1.54787661e+02
 -1.44107026e+02  7.05674774e-03  1.54286747e+02 -1.43569742e+02
  4.73373178e-01  1.54787223e+02 -1.44043290e+02 -7.56373439e-03
  1.54304527e+02 -1.43608042e+02  4.98784591e-01  1.54785540e+02
 -1.44100948e+02 -1.16871747e-02  1.54288558e+02 -1.43588192e+02
  4.69391686e-01  1.54785810e+02]
Niter:  3 row:  131 ngroup:  26 nlines:  5842 gd:  5346
[ 1.20980754e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25178306e-03  1.54291697e+02 -1.43530068e+02
  5.01502107e-01  1.54794232e+02 -1.44045117e+02  2.46160983e-02
  1.54295809e+02 -1.43536877e+02  4.53607633e-01  1.54773492e+02
 -1.44062950e+02 -3.96148073e-03  1.54288062e+02 -1.43603996e+02
  4.72558360e-01  1.54791451e+02 -1.44054060e+02  1.87400647e-02
  1.54283323e+02 -1.43570113e+02  4.95003824e-01  1.54789838e+02
 -1.44029263e+02  2.14576710e-02  1.54309289e+02 -1.43553094e+02
  4.83201469e-01  1.54800772e+02 -1.44065501e+02  5.07303942e-03
  1.54297703e+02 -1.43556452e+02  4.92110834e-01  1.54793124e+02
 -1.44092646e+02 -8.08307970e-03  1.54290503e+02 -1.43583546e+02
  4.79213723e-01  1.54771140e+02 -1.44074491e+02 -1.65672194e-02
  1.54302186e+02 -1.43580202e+02  5.06339214e-01  1.54801627e+02
 -1.44104713e+02  1.73337456e-03  1.54285763e+02 -1.43592202e+02
  5.01529736e-01  1.54784236e+02 -1.44093702e+02 -1.44231846e-02
  1.54284537e+02 -1.43541015e+02  4.52950117e-01  1.54787661e+02
 -1.44107026e+02  7.05674774e-03  1.54286747e+02 -1.43569742e+02
  4.73373178e-01  1.54787223e+02 -1.44043290e+02 -7.56373439e-03
  1.54304527e+02 -1.43608042e+02  4.98784591e-01  1.54785540e+02
 -1.44100948e+02 -1.16871747e-02  1.54288558e+02 -1.43588192e+02
  4.69391686e-01  1.54785810e+02]
res:  5346 2.457041682646377e-05 0.01661911627797963 0.026998788805971428
[ 1.20977989e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25178306e-03  1.54291697e+02 -1.43530068e+02
  5.01502107e-01  1.54794232e+02 -1.44045117e+02  2.46160983e-02
  1.54295809e+02 -1.43536877e+02  4.53607633e-01  1.54773492e+02
 -1.44062950e+02 -3.96148073e-03  1.54288062e+02 -1.43603996e+02
  4.72558360e-01  1.54791451e+02 -1.44054060e+02  1.87400647e-02
  1.54283323e+02 -1.43570113e+02  4.95003824e-01  1.54789838e+02
 -1.44029263e+02  2.14576710e-02  1.54309289e+02 -1.43553094e+02
  4.83201469e-01  1.54800772e+02 -1.44065501e+02  5.07303942e-03
  1.54297703e+02 -1.43556452e+02  4.92110834e-01  1.54793124e+02
 -1.44092646e+02 -8.08307970e-03  1.54290503e+02 -1.43583546e+02
  4.79213723e-01  1.54771140e+02 -1.44074491e+02 -1.65672194e-02
  1.54302186e+02 -1.43580202e+02  5.06339214e-01  1.54801627e+02
 -1.44104713e+02  1.73337456e-03  1.54285763e+02 -1.43592202e+02
  5.01529736e-01  1.54784236e+02 -1.44093702e+02 -1.44231846e-02
  1.54284537e+02 -1.43541015e+02  4.52950117e-01  1.54787661e+02
 -1.44107026e+02  7.05674774e-03  1.54286747e+02 -1.43569742e+02
  4.73373178e-01  1.54787223e+02 -1.44043290e+02 -7.56373439e-03
  1.54304527e+02 -1.43608042e+02  4.98784591e-01  1.54785540e+02
 -1.44100948e+02 -1.16871747e-02  1.54288558e+02 -1.43588192e+02
  4.69391686e-01  1.54785810e+02]
Niter:  4 row:  131 ngroup:  26 nlines:  5842 gd:  5346
[ 1.20977989e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25178306e-03  1.54291697e+02 -1.43530068e+02
  5.01502107e-01  1.54794232e+02 -1.44045117e+02  2.46160983e-02
  1.54295809e+02 -1.43536877e+02  4.53607633e-01  1.54773492e+02
 -1.44062950e+02 -3.96148073e-03  1.54288062e+02 -1.43603996e+02
  4.72558360e-01  1.54791451e+02 -1.44054060e+02  1.87400647e-02
  1.54283323e+02 -1.43570113e+02  4.95003824e-01  1.54789838e+02
 -1.44029263e+02  2.14576710e-02  1.54309289e+02 -1.43553094e+02
  4.83201469e-01  1.54800772e+02 -1.44065501e+02  5.07303942e-03
  1.54297703e+02 -1.43556452e+02  4.92110834e-01  1.54793124e+02
 -1.44092646e+02 -8.08307970e-03  1.54290503e+02 -1.43583546e+02
  4.79213723e-01  1.54771140e+02 -1.44074491e+02 -1.65672194e-02
  1.54302186e+02 -1.43580202e+02  5.06339214e-01  1.54801627e+02
 -1.44104713e+02  1.73337456e-03  1.54285763e+02 -1.43592202e+02
  5.01529736e-01  1.54784236e+02 -1.44093702e+02 -1.44231846e-02
  1.54284537e+02 -1.43541015e+02  4.52950117e-01  1.54787661e+02
 -1.44107026e+02  7.05674774e-03  1.54286747e+02 -1.43569742e+02
  4.73373178e-01  1.54787223e+02 -1.44043290e+02 -7.56373439e-03
  1.54304527e+02 -1.43608042e+02  4.98784591e-01  1.54785540e+02
 -1.44100948e+02 -1.16871747e-02  1.54288558e+02 -1.43588192e+02
  4.69391686e-01  1.54785810e+02]
res:  5346 2.373151346546365e-05 0.016618931625998812 0.026998766208448738
[ 1.20978001e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
Niter:  5 row:  131 ngroup:  26 nlines:  5842 gd:  5346
[ 1.20978001e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
res:  5346 2.443828088871669e-05 0.01661906487242959 0.02699876594067739
[ 1.20977952e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
Niter:  6 row:  131 ngroup:  26 nlines:  5842 gd:  5346
[ 1.20977952e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
res:  5346 2.373340612393804e-05 0.016618931486846122 0.02699876619123629
[ 1.20978001e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
Saving figure to  wave_resid_43670005_fiber131.png
Final values:
res:  2.373340612393804e-05 0.02699876619123629
pars:  [ 1.20978001e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
131 [ 1.20978001e-10 -1.03150187e-05 -2.82909372e-01  1.61507498e+04
 -1.44053244e+02 -6.25291607e-03  1.54291694e+02 -1.43530067e+02
  5.01479878e-01  1.54794229e+02 -1.44045117e+02  2.46149012e-02
  1.54295806e+02 -1.43536877e+02  4.53606479e-01  1.54773489e+02
 -1.44062949e+02 -3.96263838e-03  1.54288059e+02 -1.43603995e+02
  4.72528317e-01  1.54791448e+02 -1.44054059e+02  1.87389217e-02
  1.54283320e+02 -1.43570112e+02  4.95002659e-01  1.54789835e+02
 -1.44029262e+02  2.14565687e-02  1.54309286e+02 -1.43553093e+02
  4.83180203e-01  1.54800769e+02 -1.44065500e+02  5.07189733e-03
  1.54297700e+02 -1.43556451e+02  4.92109650e-01  1.54793122e+02
 -1.44092677e+02 -8.08421599e-03  1.54290500e+02 -1.43583545e+02
  4.79212564e-01  1.54771137e+02 -1.44074491e+02 -1.65683534e-02
  1.54302183e+02 -1.43580202e+02  5.06338060e-01  1.54801624e+02
 -1.44104712e+02  1.75968922e-03  1.54285760e+02 -1.43592201e+02
  5.01528591e-01  1.54784233e+02 -1.44093701e+02 -1.44243378e-02
  1.54284534e+02 -1.43540977e+02  4.52948943e-01  1.54787658e+02
 -1.44107025e+02  7.05560873e-03  1.54286744e+02 -1.43569742e+02
  4.73372043e-01  1.54787220e+02 -1.44043290e+02 -7.56484595e-03
  1.54304524e+02 -1.43608041e+02  4.98783474e-01  1.54785537e+02
 -1.44100948e+02 -1.16883025e-02  1.54288555e+02 -1.43588191e+02
  4.69390558e-01  1.54785807e+02]
--- Row 133/300 row=132 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  132
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=132 ---
Niter:  0 row:  132 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0007242729807330761 0.01533778705925215 0.03507628228246406
[ 1.21197458e-10 -1.03154455e-05 -2.82911661e-01  1.61507596e+04
 -1.44052790e+02 -1.07505784e-14  1.54281439e+02]
Niter:  1 row:  132 ngroup:  1 nlines:  247 gd:  230
[ 1.21197458e-10 -1.03154455e-05 -2.82911661e-01  1.61507596e+04
 -1.44052790e+02 -1.07505784e-14  1.54281439e+02]
res:  230 -0.0018672556943784002 0.014253085204472882 0.023650492063720198
[ 1.21123533e-10 -1.03146706e-05 -2.82914845e-01  1.61507637e+04
 -1.43977707e+02  1.16862756e-11  1.54283854e+02]
Niter:  2 row:  132 ngroup:  1 nlines:  247 gd:  227
[ 1.21123533e-10 -1.03146706e-05 -2.82914845e-01  1.61507637e+04
 -1.43977707e+02  1.16862756e-11  1.54283854e+02]
res:  227 -0.0008834137152007315 0.014555929526977707 0.02254111960486606
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
Niter:  3 row:  132 ngroup:  1 nlines:  247 gd:  227
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
res:  227 -0.0008834137588564772 0.014555929512425791 0.022541119604858023
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
Niter:  4 row:  132 ngroup:  1 nlines:  247 gd:  227
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
res:  227 -0.0008834137152007315 0.014555929526977707 0.022541119604851008
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
Niter:  5 row:  132 ngroup:  1 nlines:  247 gd:  227
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
res:  227 -0.0008834137152007315 0.014555929526977707 0.022541119604851008
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
Niter:  6 row:  132 ngroup:  1 nlines:  247 gd:  227
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
res:  227 -0.0008834137152007315 0.014555929526977707 0.022541119604851008
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
Final values:
res:  -0.0008834137152007315 0.022541119604851008
pars:  [ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
132 [ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02]
elapsed: 2.9 sec.
Niter:  0 row:  132 ngroup:  26 nlines:  5782 gd:  5782
[ 1.21090184e-10 -1.03148926e-05 -2.82915517e-01  1.61507629e+04
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02 -1.43978269e+02  9.78002684e-11
  1.54275740e+02 -1.43978269e+02  9.78002684e-11  1.54275740e+02
 -1.43978269e+02  9.78002684e-11  1.54275740e+02 -1.43978269e+02
  9.78002684e-11  1.54275740e+02]
res:  5782 -0.00022170989450387424 0.015903804271147237 0.03690561841318273
[ 1.21090196e-10 -1.03148936e-05 -2.82915489e-01  1.61507613e+04
 -1.43999125e+02  6.60728755e-03  1.54264903e+02 -1.43492893e+02
  5.14958505e-01  1.54774293e+02 -1.44000499e+02  2.71041252e-02
  1.54252961e+02 -1.43490832e+02  4.81913736e-01  1.54759167e+02
 -1.44030802e+02  3.79902187e-02  1.54271056e+02 -1.43541729e+02
  5.24814840e-01  1.54752799e+02 -1.43997231e+02  7.29530651e-03
  1.54265837e+02 -1.43564972e+02  5.01741237e-01  1.54746688e+02
 -1.43994763e+02  1.24561598e-02  1.54271561e+02 -1.43522528e+02
  4.86865797e-01  1.54770524e+02 -1.44002760e+02  1.51018160e-02
  1.54280198e+02 -1.43513905e+02  4.88179275e-01  1.54768446e+02
 -1.44002849e+02 -3.63581306e-03  1.54257385e+02 -1.43595950e+02
  4.85410502e-01  1.54757693e+02 -1.43989896e+02  3.22129833e-02
  1.54268475e+02 -1.43558358e+02  4.70836809e-01  1.54750646e+02
 -1.44010919e+02  1.36608516e-02  1.54275100e+02 -1.43543526e+02
  4.50969123e-01  1.54767601e+02 -1.44027374e+02 -2.80201743e-03
  1.54269154e+02 -1.43517270e+02  4.69848781e-01  1.54762717e+02
 -1.44042179e+02 -1.07533710e-02  1.54258480e+02 -1.43538287e+02
  4.87129683e-01  1.54756671e+02 -1.44008758e+02 -1.65576183e-02
  1.54263820e+02 -1.43540160e+02  4.64401407e-01  1.54749978e+02
 -1.44008440e+02 -9.06637180e-03  1.54262963e+02 -1.43559711e+02
  4.88609391e-01  1.54739670e+02]
Niter:  1 row:  132 ngroup:  26 nlines:  5782 gd:  5368
[ 1.21090196e-10 -1.03148936e-05 -2.82915489e-01  1.61507613e+04
 -1.43999125e+02  6.60728755e-03  1.54264903e+02 -1.43492893e+02
  5.14958505e-01  1.54774293e+02 -1.44000499e+02  2.71041252e-02
  1.54252961e+02 -1.43490832e+02  4.81913736e-01  1.54759167e+02
 -1.44030802e+02  3.79902187e-02  1.54271056e+02 -1.43541729e+02
  5.24814840e-01  1.54752799e+02 -1.43997231e+02  7.29530651e-03
  1.54265837e+02 -1.43564972e+02  5.01741237e-01  1.54746688e+02
 -1.43994763e+02  1.24561598e-02  1.54271561e+02 -1.43522528e+02
  4.86865797e-01  1.54770524e+02 -1.44002760e+02  1.51018160e-02
  1.54280198e+02 -1.43513905e+02  4.88179275e-01  1.54768446e+02
 -1.44002849e+02 -3.63581306e-03  1.54257385e+02 -1.43595950e+02
  4.85410502e-01  1.54757693e+02 -1.43989896e+02  3.22129833e-02
  1.54268475e+02 -1.43558358e+02  4.70836809e-01  1.54750646e+02
 -1.44010919e+02  1.36608516e-02  1.54275100e+02 -1.43543526e+02
  4.50969123e-01  1.54767601e+02 -1.44027374e+02 -2.80201743e-03
  1.54269154e+02 -1.43517270e+02  4.69848781e-01  1.54762717e+02
 -1.44042179e+02 -1.07533710e-02  1.54258480e+02 -1.43538287e+02
  4.87129683e-01  1.54756671e+02 -1.44008758e+02 -1.65576183e-02
  1.54263820e+02 -1.43540160e+02  4.64401407e-01  1.54749978e+02
 -1.44008440e+02 -9.06637180e-03  1.54262963e+02 -1.43559711e+02
  4.88609391e-01  1.54739670e+02]
res:  5368 -5.970893471385352e-05 0.01558223725987773 0.026016529668999918
[ 1.21090209e-10 -1.03148947e-05 -2.82915461e-01  1.61507597e+04
 -1.43992285e+02 -1.78728624e-02  1.54264189e+02 -1.43488333e+02
  5.11853137e-01  1.54767364e+02 -1.44030048e+02 -1.29965063e-02
  1.54250349e+02 -1.43505263e+02  4.58501488e-01  1.54759332e+02
 -1.44035978e+02  2.05224116e-02  1.54262130e+02 -1.43535878e+02
  5.09991873e-01  1.54756030e+02 -1.44008174e+02 -1.88236316e-03
  1.54265224e+02 -1.43535560e+02  5.00372781e-01  1.54752849e+02
 -1.44001907e+02 -3.14153910e-02  1.54271497e+02 -1.43520316e+02
  4.75873825e-01  1.54771962e+02 -1.44013112e+02 -2.51269972e-03
  1.54272707e+02 -1.43513942e+02  4.84376503e-01  1.54758617e+02
 -1.44009552e+02  4.87530084e-03  1.54254885e+02 -1.43550285e+02
  4.49661105e-01  1.54759596e+02 -1.44001664e+02  2.48108636e-03
  1.54260290e+02 -1.43547221e+02  4.70417786e-01  1.54748777e+02
 -1.44006496e+02 -1.09327851e-02  1.54271303e+02 -1.43545531e+02
  4.54236447e-01  1.54757637e+02 -1.44044134e+02  8.80889474e-04
  1.54264214e+02 -1.43516001e+02  4.69392778e-01  1.54758567e+02
 -1.44038385e+02 -2.74177910e-02  1.54256958e+02 -1.43540887e+02
  4.68252061e-01  1.54754648e+02 -1.44015276e+02 -2.27378078e-02
  1.54257019e+02 -1.43538255e+02  4.42551245e-01  1.54747225e+02
 -1.44028987e+02 -3.51896627e-02  1.54260035e+02 -1.43562199e+02
  4.77858093e-01  1.54742706e+02]
Niter:  2 row:  132 ngroup:  26 nlines:  5782 gd:  5343
[ 1.21090209e-10 -1.03148947e-05 -2.82915461e-01  1.61507597e+04
 -1.43992285e+02 -1.78728624e-02  1.54264189e+02 -1.43488333e+02
  5.11853137e-01  1.54767364e+02 -1.44030048e+02 -1.29965063e-02
  1.54250349e+02 -1.43505263e+02  4.58501488e-01  1.54759332e+02
 -1.44035978e+02  2.05224116e-02  1.54262130e+02 -1.43535878e+02
  5.09991873e-01  1.54756030e+02 -1.44008174e+02 -1.88236316e-03
  1.54265224e+02 -1.43535560e+02  5.00372781e-01  1.54752849e+02
 -1.44001907e+02 -3.14153910e-02  1.54271497e+02 -1.43520316e+02
  4.75873825e-01  1.54771962e+02 -1.44013112e+02 -2.51269972e-03
  1.54272707e+02 -1.43513942e+02  4.84376503e-01  1.54758617e+02
 -1.44009552e+02  4.87530084e-03  1.54254885e+02 -1.43550285e+02
  4.49661105e-01  1.54759596e+02 -1.44001664e+02  2.48108636e-03
  1.54260290e+02 -1.43547221e+02  4.70417786e-01  1.54748777e+02
 -1.44006496e+02 -1.09327851e-02  1.54271303e+02 -1.43545531e+02
  4.54236447e-01  1.54757637e+02 -1.44044134e+02  8.80889474e-04
  1.54264214e+02 -1.43516001e+02  4.69392778e-01  1.54758567e+02
 -1.44038385e+02 -2.74177910e-02  1.54256958e+02 -1.43540887e+02
  4.68252061e-01  1.54754648e+02 -1.44015276e+02 -2.27378078e-02
  1.54257019e+02 -1.43538255e+02  4.42551245e-01  1.54747225e+02
 -1.44028987e+02 -3.51896627e-02  1.54260035e+02 -1.43562199e+02
  4.77858093e-01  1.54742706e+02]
res:  5343 0.00017969770669878926 0.015619319145116606 0.0255921122776434
[ 1.21090221e-10 -1.03148957e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314018e-04  1.54252370e+02 -1.43557306e+02
  4.39557479e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
Niter:  3 row:  132 ngroup:  26 nlines:  5782 gd:  5340
[ 1.21090221e-10 -1.03148957e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314018e-04  1.54252370e+02 -1.43557306e+02
  4.39557479e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
res:  5340 0.00014944970916985767 0.015593956204611459 0.025543847790888318
[ 1.21094891e-10 -1.03148957e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
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  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314018e-04  1.54252370e+02 -1.43557306e+02
  4.39557479e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
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 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
Niter:  4 row:  132 ngroup:  26 nlines:  5782 gd:  5340
[ 1.21094891e-10 -1.03148957e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
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 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314018e-04  1.54252370e+02 -1.43557306e+02
  4.39557479e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
res:  5340 0.00015383818754344247 0.01559862854446692 0.025543774031471275
[ 1.21094891e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
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 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
Niter:  5 row:  132 ngroup:  26 nlines:  5782 gd:  5340
[ 1.21094891e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
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  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
res:  5340 0.00015410589276143583 0.01559693583749322 0.02554377186215814
[ 1.21095059e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
Niter:  6 row:  132 ngroup:  26 nlines:  5782 gd:  5340
[ 1.21095059e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
res:  5340 0.00015384895141323796 0.015598634755406238 0.025543773873260945
[ 1.21094891e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
Saving figure to  wave_resid_43670005_fiber132.png
Final values:
res:  0.00015384895141323796 0.025543773873260945
pars:  [ 1.21094891e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
132 [ 1.21094891e-10 -1.03148967e-05 -2.82915433e-01  1.61507580e+04
 -1.43999293e+02 -2.35762607e-02  1.54259433e+02 -1.43495373e+02
  5.09570809e-01  1.54764620e+02 -1.44037088e+02 -2.31812826e-02
  1.54249947e+02 -1.43518232e+02  4.43593630e-01  1.54754577e+02
 -1.44043003e+02  1.48281918e-02  1.54255110e+02 -1.43530027e+02
  5.04278240e-01  1.54753382e+02 -1.44015196e+02 -7.58181065e-03
  1.54258186e+02 -1.43535690e+02  4.99397239e-01  1.54752595e+02
 -1.44008892e+02 -3.71194852e-02  1.54266739e+02 -1.43527328e+02
  4.70175402e-01  1.54769413e+02 -1.44020081e+02 -1.19363978e-02
  1.54267942e+02 -1.43515152e+02  4.78677707e-01  1.54753859e+02
 -1.44016574e+02 -7.85314017e-04  1.54252370e+02 -1.43557306e+02
  4.39557477e-01  1.54754839e+02 -1.44008675e+02 -3.19614923e-03
  1.54255541e+02 -1.43548280e+02  4.64732927e-01  1.54746264e+02
 -1.44013539e+02 -2.74501261e-02  1.54266540e+02 -1.43552502e+02
  4.48573794e-01  1.54752886e+02 -1.44051147e+02  2.02045575e-04
  1.54259453e+02 -1.43522995e+02  4.63683733e-01  1.54753814e+02
 -1.44045409e+02 -4.24952088e-02  1.54252195e+02 -1.43547961e+02
  4.62574982e-01  1.54751977e+02 -1.44015044e+02 -2.83988192e-02
  1.54250214e+02 -1.43539281e+02  4.36869313e-01  1.54744760e+02
 -1.44036001e+02 -4.09009236e-02  1.54255285e+02 -1.43569165e+02
  4.72177081e-01  1.54740027e+02]
--- Row 134/300 row=133 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  133
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=133 ---
Niter:  0 row:  133 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -0.0003889618983521359 0.01777199303614907 0.03970394518462553
[ 1.20903082e-10 -1.03156846e-05 -2.82906655e-01  1.61507600e+04
 -1.43996932e+02 -9.94999985e-08  1.54303842e+02]
Niter:  1 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20903082e-10 -1.03156846e-05 -2.82906655e-01  1.61507600e+04
 -1.43996932e+02 -9.94999985e-08  1.54303842e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Niter:  2 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Niter:  3 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Niter:  4 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Niter:  5 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Niter:  6 row:  133 ngroup:  1 nlines:  243 gd:  227
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
res:  227 0.0016198619523493107 0.01723027134721633 0.02932590706152892
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
Final values:
res:  0.0016198619523493107 0.02932590706152892
pars:  [ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
133 [ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02]
elapsed: 2.9 sec.
Niter:  0 row:  133 ngroup:  26 nlines:  5564 gd:  5564
[ 1.20975160e-10 -1.03160403e-05 -2.82908263e-01  1.61507602e+04
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02 -1.43993138e+02 -9.73910248e-08
  1.54298788e+02 -1.43993138e+02 -9.73910248e-08  1.54298788e+02
 -1.43993138e+02 -9.73910248e-08  1.54298788e+02 -1.43993138e+02
 -9.73910248e-08  1.54298788e+02]
res:  5564 5.79465449845884e-06 0.019121254319543368 0.0439126314512637
[ 1.20975172e-10 -1.03160393e-05 -2.82908234e-01  1.61507586e+04
 -1.43999084e+02 -5.54845730e-03  1.54286074e+02 -1.43488823e+02
  5.00568850e-01  1.54788525e+02 -1.43988196e+02  3.72232008e-02
  1.54301104e+02 -1.43476933e+02  4.87775481e-01  1.54824737e+02
 -1.44009551e+02  7.41285342e-03  1.54309180e+02 -1.43540527e+02
  5.32161991e-01  1.54814912e+02 -1.44029284e+02 -4.94855451e-02
  1.54300899e+02 -1.43487721e+02  4.99837150e-01  1.54810921e+02
 -1.44022251e+02  1.51378284e-03  1.54282356e+02 -1.43552209e+02
  5.24733709e-01  1.54802404e+02 -1.43991070e+02  1.99526923e-02
  1.54299550e+02 -1.43524493e+02  5.06659821e-01  1.54799252e+02
 -1.43970360e+02  1.49619571e-02  1.54284545e+02 -1.43511483e+02
  4.83081087e-01  1.54795652e+02 -1.43977892e+02  2.76159062e-02
  1.54312976e+02 -1.43503655e+02  5.08209577e-01  1.54831408e+02
 -1.44082377e+02 -5.66958379e-04  1.54301391e+02 -1.43457702e+02
  4.99115280e-01  1.54792967e+02 -1.44038684e+02 -4.82971561e-03
  1.54296957e+02 -1.43445556e+02  4.93118062e-01  1.54823923e+02
 -1.44021098e+02  1.38902173e-02  1.54319106e+02 -1.43483152e+02
  5.03192423e-01  1.54787171e+02 -1.44010246e+02  1.24925106e-02
  1.54313350e+02 -1.43586758e+02  5.19278760e-01  1.54800010e+02
 -1.44035493e+02  1.81771324e-02  1.54295181e+02 -1.43544409e+02
  4.52938512e-01  1.54790514e+02]
Niter:  1 row:  133 ngroup:  26 nlines:  5564 gd:  5172
[ 1.20975172e-10 -1.03160393e-05 -2.82908234e-01  1.61507586e+04
 -1.43999084e+02 -5.54845730e-03  1.54286074e+02 -1.43488823e+02
  5.00568850e-01  1.54788525e+02 -1.43988196e+02  3.72232008e-02
  1.54301104e+02 -1.43476933e+02  4.87775481e-01  1.54824737e+02
 -1.44009551e+02  7.41285342e-03  1.54309180e+02 -1.43540527e+02
  5.32161991e-01  1.54814912e+02 -1.44029284e+02 -4.94855451e-02
  1.54300899e+02 -1.43487721e+02  4.99837150e-01  1.54810921e+02
 -1.44022251e+02  1.51378284e-03  1.54282356e+02 -1.43552209e+02
  5.24733709e-01  1.54802404e+02 -1.43991070e+02  1.99526923e-02
  1.54299550e+02 -1.43524493e+02  5.06659821e-01  1.54799252e+02
 -1.43970360e+02  1.49619571e-02  1.54284545e+02 -1.43511483e+02
  4.83081087e-01  1.54795652e+02 -1.43977892e+02  2.76159062e-02
  1.54312976e+02 -1.43503655e+02  5.08209577e-01  1.54831408e+02
 -1.44082377e+02 -5.66958379e-04  1.54301391e+02 -1.43457702e+02
  4.99115280e-01  1.54792967e+02 -1.44038684e+02 -4.82971561e-03
  1.54296957e+02 -1.43445556e+02  4.93118062e-01  1.54823923e+02
 -1.44021098e+02  1.38902173e-02  1.54319106e+02 -1.43483152e+02
  5.03192423e-01  1.54787171e+02 -1.44010246e+02  1.24925106e-02
  1.54313350e+02 -1.43586758e+02  5.19278760e-01  1.54800010e+02
 -1.44035493e+02  1.81771324e-02  1.54295181e+02 -1.43544409e+02
  4.52938512e-01  1.54790514e+02]
res:  5172 -3.607553480833303e-05 0.01875601418032602 0.031290490512765716
[ 1.20975184e-10 -1.03160383e-05 -2.82908206e-01  1.61507602e+04
 -1.44000210e+02  4.61110592e-03  1.54296665e+02 -1.43505498e+02
  4.84679281e-01  1.54794782e+02 -1.43981425e+02  1.79707612e-02
  1.54297575e+02 -1.43498960e+02  4.80797780e-01  1.54808339e+02
 -1.43996277e+02 -1.13633479e-03  1.54317620e+02 -1.43516003e+02
  5.33598303e-01  1.54815315e+02 -1.44039568e+02 -2.15346042e-02
  1.54304346e+02 -1.43490565e+02  5.05538431e-01  1.54789113e+02
 -1.44017090e+02  9.35086575e-03  1.54293512e+02 -1.43526686e+02
  5.19718860e-01  1.54812528e+02 -1.43982396e+02  1.86162756e-03
  1.54307598e+02 -1.43511431e+02  5.17187634e-01  1.54804721e+02
 -1.43979944e+02  3.21025143e-02  1.54291263e+02 -1.43490866e+02
  4.77664989e-01  1.54802025e+02 -1.43962221e+02  5.95997230e-02
  1.54326641e+02 -1.43489083e+02  4.98869977e-01  1.54819131e+02
 -1.44014689e+02  1.80670362e-02  1.54301558e+02 -1.43473510e+02
  5.03274633e-01  1.54797055e+02 -1.44018868e+02 -6.99382030e-03
  1.54309475e+02 -1.43465516e+02  5.03740974e-01  1.54807966e+02
 -1.43983237e+02  2.67084174e-02  1.54314277e+02 -1.43478956e+02
  5.10238067e-01  1.54796747e+02 -1.44010943e+02  2.61886342e-02
  1.54318451e+02 -1.43535778e+02  5.35728706e-01  1.54808461e+02
 -1.44019374e+02  1.52930733e-02  1.54296911e+02 -1.43476268e+02
  4.67474891e-01  1.54799828e+02]
Niter:  2 row:  133 ngroup:  26 nlines:  5564 gd:  5153
[ 1.20975184e-10 -1.03160383e-05 -2.82908206e-01  1.61507602e+04
 -1.44000210e+02  4.61110592e-03  1.54296665e+02 -1.43505498e+02
  4.84679281e-01  1.54794782e+02 -1.43981425e+02  1.79707612e-02
  1.54297575e+02 -1.43498960e+02  4.80797780e-01  1.54808339e+02
 -1.43996277e+02 -1.13633479e-03  1.54317620e+02 -1.43516003e+02
  5.33598303e-01  1.54815315e+02 -1.44039568e+02 -2.15346042e-02
  1.54304346e+02 -1.43490565e+02  5.05538431e-01  1.54789113e+02
 -1.44017090e+02  9.35086575e-03  1.54293512e+02 -1.43526686e+02
  5.19718860e-01  1.54812528e+02 -1.43982396e+02  1.86162756e-03
  1.54307598e+02 -1.43511431e+02  5.17187634e-01  1.54804721e+02
 -1.43979944e+02  3.21025143e-02  1.54291263e+02 -1.43490866e+02
  4.77664989e-01  1.54802025e+02 -1.43962221e+02  5.95997230e-02
  1.54326641e+02 -1.43489083e+02  4.98869977e-01  1.54819131e+02
 -1.44014689e+02  1.80670362e-02  1.54301558e+02 -1.43473510e+02
  5.03274633e-01  1.54797055e+02 -1.44018868e+02 -6.99382030e-03
  1.54309475e+02 -1.43465516e+02  5.03740974e-01  1.54807966e+02
 -1.43983237e+02  2.67084174e-02  1.54314277e+02 -1.43478956e+02
  5.10238067e-01  1.54796747e+02 -1.44010943e+02  2.61886342e-02
  1.54318451e+02 -1.43535778e+02  5.35728706e-01  1.54808461e+02
 -1.44019374e+02  1.52930733e-02  1.54296911e+02 -1.43476268e+02
  4.67474891e-01  1.54799828e+02]
res:  5153 -3.276284405728802e-05 0.018747120138868922 0.030870436969163917
[ 1.20975172e-10 -1.03160373e-05 -2.82908234e-01  1.61507618e+04
 -1.43993199e+02  1.44186165e-02  1.54303972e+02 -1.43498490e+02
  4.90387375e-01  1.54799541e+02 -1.43974425e+02  1.73460618e-02
  1.54300027e+02 -1.43499777e+02  4.86476339e-01  1.54807937e+02
 -1.43989281e+02  4.56276204e-03  1.54324759e+02 -1.43508939e+02
  5.39285393e-01  1.54820061e+02 -1.44032539e+02 -1.58424048e-02
  1.54304173e+02 -1.43483536e+02  5.11225984e-01  1.54788915e+02
 -1.44010100e+02  1.93339908e-02  1.54298267e+02 -1.43512182e+02
  5.25421930e-01  1.54817294e+02 -1.43975359e+02  7.55300466e-03
  1.54312355e+02 -1.43504435e+02  5.22896977e-01  1.54809495e+02
 -1.43972932e+02  3.78113927e-02  1.54295943e+02 -1.43483811e+02
  4.76520258e-01  1.54806785e+02 -1.43955166e+02  6.52724340e-02
  1.54331399e+02 -1.43474432e+02  5.04543259e-01  1.54821360e+02
 -1.43991919e+02  2.37375704e-02  1.54306309e+02 -1.43473609e+02
  5.08934739e-01  1.54799090e+02 -1.44005202e+02 -1.29485701e-03
  1.54314234e+02 -1.43474493e+02  5.09472550e-01  1.54810175e+02
 -1.43967965e+02  3.23729450e-02  1.54319031e+02 -1.43471908e+02
  5.15918415e-01  1.54801492e+02 -1.44003894e+02  3.18781125e-02
  1.54323204e+02 -1.43509806e+02  5.41470763e-01  1.54815871e+02
 -1.43995504e+02  2.09608117e-02  1.54298925e+02 -1.43469221e+02
  4.73176198e-01  1.54807147e+02]
Niter:  3 row:  133 ngroup:  26 nlines:  5564 gd:  5150
[ 1.20975172e-10 -1.03160373e-05 -2.82908234e-01  1.61507618e+04
 -1.43993199e+02  1.44186165e-02  1.54303972e+02 -1.43498490e+02
  4.90387375e-01  1.54799541e+02 -1.43974425e+02  1.73460618e-02
  1.54300027e+02 -1.43499777e+02  4.86476339e-01  1.54807937e+02
 -1.43989281e+02  4.56276204e-03  1.54324759e+02 -1.43508939e+02
  5.39285393e-01  1.54820061e+02 -1.44032539e+02 -1.58424048e-02
  1.54304173e+02 -1.43483536e+02  5.11225984e-01  1.54788915e+02
 -1.44010100e+02  1.93339908e-02  1.54298267e+02 -1.43512182e+02
  5.25421930e-01  1.54817294e+02 -1.43975359e+02  7.55300466e-03
  1.54312355e+02 -1.43504435e+02  5.22896977e-01  1.54809495e+02
 -1.43972932e+02  3.78113927e-02  1.54295943e+02 -1.43483811e+02
  4.76520258e-01  1.54806785e+02 -1.43955166e+02  6.52724340e-02
  1.54331399e+02 -1.43474432e+02  5.04543259e-01  1.54821360e+02
 -1.43991919e+02  2.37375704e-02  1.54306309e+02 -1.43473609e+02
  5.08934739e-01  1.54799090e+02 -1.44005202e+02 -1.29485701e-03
  1.54314234e+02 -1.43474493e+02  5.09472550e-01  1.54810175e+02
 -1.43967965e+02  3.23729450e-02  1.54319031e+02 -1.43471908e+02
  5.15918415e-01  1.54801492e+02 -1.44003894e+02  3.18781125e-02
  1.54323204e+02 -1.43509806e+02  5.41470763e-01  1.54815871e+02
 -1.43995504e+02  2.09608117e-02  1.54298925e+02 -1.43469221e+02
  4.73176198e-01  1.54807147e+02]
res:  5150 8.400651222473243e-05 0.018710256145823223 0.030781771091375806
[ 1.20873007e-10 -1.03154311e-05 -2.82907358e-01  1.61507602e+04
 -1.43990781e+02  9.55000617e-03  1.54311062e+02 -1.43496113e+02
  4.85431338e-01  1.54806720e+02 -1.43971891e+02  1.23932459e-02
  1.54307422e+02 -1.43502210e+02  4.81773386e-01  1.54815152e+02
 -1.43986931e+02 -3.58448421e-04  1.54332124e+02 -1.43505245e+02
  5.34459286e-01  1.54827483e+02 -1.44029526e+02 -2.07253212e-02
  1.54311574e+02 -1.43480266e+02  5.06340223e-01  1.54796323e+02
 -1.44008063e+02  1.43693767e-02  1.54305520e+02 -1.43509230e+02
  5.20448285e-01  1.54824379e+02 -1.43972425e+02  2.58829722e-03
  1.54319553e+02 -1.43502401e+02  5.17892454e-01  1.54816448e+02
 -1.43970161e+02  3.28512400e-02  1.54303185e+02 -1.43480202e+02
  4.71661164e-01  1.54813984e+02 -1.43951460e+02  6.05532702e-02
  1.54338635e+02 -1.43464588e+02  4.99831941e-01  1.54828811e+02
 -1.43987821e+02  1.90028892e-02  1.54313656e+02 -1.43471107e+02
  5.04246989e-01  1.54806224e+02 -1.44002336e+02 -6.24710095e-03
  1.54321470e+02 -1.43469921e+02  5.04207987e-01  1.54815891e+02
 -1.43959108e+02  2.76501827e-02  1.54326307e+02 -1.43468354e+02
  5.11070700e-01  1.54808944e+02 -1.44000117e+02  2.70245306e-02
  1.54330534e+02 -1.43499461e+02  5.36268117e-01  1.54823104e+02
 -1.43980830e+02  1.62586318e-02  1.54306247e+02 -1.43465517e+02
  4.68335243e-01  1.54814512e+02]
Niter:  4 row:  133 ngroup:  26 nlines:  5564 gd:  5143
[ 1.20873007e-10 -1.03154311e-05 -2.82907358e-01  1.61507602e+04
 -1.43990781e+02  9.55000617e-03  1.54311062e+02 -1.43496113e+02
  4.85431338e-01  1.54806720e+02 -1.43971891e+02  1.23932459e-02
  1.54307422e+02 -1.43502210e+02  4.81773386e-01  1.54815152e+02
 -1.43986931e+02 -3.58448421e-04  1.54332124e+02 -1.43505245e+02
  5.34459286e-01  1.54827483e+02 -1.44029526e+02 -2.07253212e-02
  1.54311574e+02 -1.43480266e+02  5.06340223e-01  1.54796323e+02
 -1.44008063e+02  1.43693767e-02  1.54305520e+02 -1.43509230e+02
  5.20448285e-01  1.54824379e+02 -1.43972425e+02  2.58829722e-03
  1.54319553e+02 -1.43502401e+02  5.17892454e-01  1.54816448e+02
 -1.43970161e+02  3.28512400e-02  1.54303185e+02 -1.43480202e+02
  4.71661164e-01  1.54813984e+02 -1.43951460e+02  6.05532702e-02
  1.54338635e+02 -1.43464588e+02  4.99831941e-01  1.54828811e+02
 -1.43987821e+02  1.90028892e-02  1.54313656e+02 -1.43471107e+02
  5.04246989e-01  1.54806224e+02 -1.44002336e+02 -6.24710095e-03
  1.54321470e+02 -1.43469921e+02  5.04207987e-01  1.54815891e+02
 -1.43959108e+02  2.76501827e-02  1.54326307e+02 -1.43468354e+02
  5.11070700e-01  1.54808944e+02 -1.44000117e+02  2.70245306e-02
  1.54330534e+02 -1.43499461e+02  5.36268117e-01  1.54823104e+02
 -1.43980830e+02  1.62586318e-02  1.54306247e+02 -1.43465517e+02
  4.68335243e-01  1.54814512e+02]
res:  5143 -9.697101722849766e-05 0.018754559856461128 0.030640435284944048
[ 1.20872995e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
Niter:  5 row:  133 ngroup:  26 nlines:  5564 gd:  5144
[ 1.20872995e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
res:  5144 -9.366962785861688e-05 0.018754653825453715 0.030659532070471448
[ 1.20872827e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
Niter:  6 row:  133 ngroup:  26 nlines:  5564 gd:  5144
[ 1.20872827e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
res:  5144 -9.702719307824736e-05 0.01875453389766335 0.030659531608630768
[ 1.20872992e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
Saving figure to  wave_resid_43670005_fiber133.png
Final values:
res:  -9.702719307824736e-05 0.030659531608630768
pars:  [ 1.20872992e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
133 [ 1.20872992e-10 -1.03154300e-05 -2.82907329e-01  1.61507615e+04
 -1.43986341e+02  1.43784029e-02  1.54314977e+02 -1.43491630e+02
  4.90268922e-01  1.54810631e+02 -1.43967643e+02  1.72745021e-02
  1.54313570e+02 -1.43500055e+02  4.86604001e-01  1.54819018e+02
 -1.43982621e+02  4.51655392e-03  1.54336018e+02 -1.43501172e+02
  5.39305857e-01  1.54828817e+02 -1.44025303e+02 -1.58523818e-02
  1.54315446e+02 -1.43476296e+02  5.11203343e-01  1.54800184e+02
 -1.44003516e+02  1.92132340e-02  1.54309432e+02 -1.43504919e+02
  5.25297928e-01  1.54828281e+02 -1.43968062e+02  2.77279828e-03
  1.54323480e+02 -1.43503561e+02  5.22740794e-01  1.54822681e+02
 -1.43965926e+02  3.77343747e-02  1.54307074e+02 -1.43476219e+02
  4.76527485e-01  1.54820289e+02 -1.43947461e+02  6.53803783e-02
  1.54342515e+02 -1.43458381e+02  5.04656605e-01  1.54832681e+02
 -1.43983894e+02  2.38332543e-02  1.54317541e+02 -1.43466883e+02
  5.09065162e-01  1.54810077e+02 -1.43998117e+02 -1.37309424e-03
  1.54325334e+02 -1.43466223e+02  5.17027357e-01  1.54818951e+02
 -1.43960425e+02  3.24748701e-02  1.54327708e+02 -1.43464291e+02
  5.15926728e-01  1.54812798e+02 -1.44011754e+02  3.18802861e-02
  1.54334405e+02 -1.43493569e+02  5.41214732e-01  1.54826963e+02
 -1.43972816e+02  2.10736772e-02  1.54310102e+02 -1.43461681e+02
  4.73197711e-01  1.54818386e+02]
--- Row 135/300 row=134 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  134
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=134 ---
Niter:  0 row:  134 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.00022383024042937905 0.015479185312869959 0.031544979454564914
[ 1.21153987e-10 -1.03128247e-05 -2.82910626e-01  1.61507705e+04
 -1.43958584e+02  9.95000001e-08  1.54345684e+02]
Niter:  1 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21153987e-10 -1.03128247e-05 -2.82910626e-01  1.61507705e+04
 -1.43958584e+02  9.95000001e-08  1.54345684e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Niter:  2 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Niter:  3 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Niter:  4 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Niter:  5 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Niter:  6 row:  134 ngroup:  1 nlines:  242 gd:  231
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
res:  231 0.0006108658617449692 0.015557290326796647 0.023833177749806363
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
Final values:
res:  0.0006108658617449692 0.023833177749806363
pars:  [ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
134 [ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02]
elapsed: 3.0 sec.
Niter:  0 row:  134 ngroup:  26 nlines:  5721 gd:  5721
[ 1.21057433e-10 -1.03135952e-05 -2.82912466e-01  1.61507707e+04
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02 -1.43946872e+02  9.95005073e-08
  1.54320075e+02 -1.43946872e+02  9.95005073e-08  1.54320075e+02
 -1.43946872e+02  9.95005073e-08  1.54320075e+02 -1.43946872e+02
  9.95005073e-08  1.54320075e+02]
res:  5721 -0.0007170202370616607 0.015299810445867479 0.03804884332744418
[ 1.21057445e-10 -1.03135963e-05 -2.82912438e-01  1.61507691e+04
 -1.43959268e+02 -5.95735154e-03  1.54312627e+02 -1.43473955e+02
  5.12410659e-01  1.54821044e+02 -1.44028093e+02 -2.25663194e-02
  1.54307381e+02 -1.43522635e+02  4.98211487e-01  1.54808277e+02
 -1.43997667e+02  2.67391035e-02  1.54322830e+02 -1.43551029e+02
  4.85514884e-01  1.54815078e+02 -1.43993368e+02  3.30057348e-04
  1.54308208e+02 -1.43505544e+02  4.60519497e-01  1.54801524e+02
 -1.43994711e+02 -4.28186183e-03  1.54328861e+02 -1.43486127e+02
  5.05778838e-01  1.54815020e+02 -1.43986742e+02  2.96250418e-02
  1.54320491e+02 -1.43477257e+02  5.01734368e-01  1.54802848e+02
 -1.43999633e+02  1.51729906e-02  1.54311431e+02 -1.43459519e+02
  4.69500931e-01  1.54821182e+02 -1.44032576e+02 -1.92073293e-03
  1.54328081e+02 -1.43513517e+02  4.90914256e-01  1.54813337e+02
 -1.44035799e+02 -7.74741862e-03  1.54316394e+02 -1.43479475e+02
  4.63807633e-01  1.54807619e+02 -1.44035396e+02 -1.55445487e-02
  1.54332082e+02 -1.43538396e+02  5.04116824e-01  1.54807570e+02
 -1.44040337e+02 -1.59468676e-02  1.54314841e+02 -1.43511639e+02
  4.76366782e-01  1.54835266e+02 -1.44025084e+02  2.30489938e-03
  1.54327817e+02 -1.43509575e+02  4.69107485e-01  1.54813951e+02
 -1.44037721e+02 -1.93663193e-02  1.54317353e+02 -1.43541729e+02
  4.45616418e-01  1.54810754e+02]
Niter:  1 row:  134 ngroup:  26 nlines:  5721 gd:  5256
[ 1.21057445e-10 -1.03135963e-05 -2.82912438e-01  1.61507691e+04
 -1.43959268e+02 -5.95735154e-03  1.54312627e+02 -1.43473955e+02
  5.12410659e-01  1.54821044e+02 -1.44028093e+02 -2.25663194e-02
  1.54307381e+02 -1.43522635e+02  4.98211487e-01  1.54808277e+02
 -1.43997667e+02  2.67391035e-02  1.54322830e+02 -1.43551029e+02
  4.85514884e-01  1.54815078e+02 -1.43993368e+02  3.30057348e-04
  1.54308208e+02 -1.43505544e+02  4.60519497e-01  1.54801524e+02
 -1.43994711e+02 -4.28186183e-03  1.54328861e+02 -1.43486127e+02
  5.05778838e-01  1.54815020e+02 -1.43986742e+02  2.96250418e-02
  1.54320491e+02 -1.43477257e+02  5.01734368e-01  1.54802848e+02
 -1.43999633e+02  1.51729906e-02  1.54311431e+02 -1.43459519e+02
  4.69500931e-01  1.54821182e+02 -1.44032576e+02 -1.92073293e-03
  1.54328081e+02 -1.43513517e+02  4.90914256e-01  1.54813337e+02
 -1.44035799e+02 -7.74741862e-03  1.54316394e+02 -1.43479475e+02
  4.63807633e-01  1.54807619e+02 -1.44035396e+02 -1.55445487e-02
  1.54332082e+02 -1.43538396e+02  5.04116824e-01  1.54807570e+02
 -1.44040337e+02 -1.59468676e-02  1.54314841e+02 -1.43511639e+02
  4.76366782e-01  1.54835266e+02 -1.44025084e+02  2.30489938e-03
  1.54327817e+02 -1.43509575e+02  4.69107485e-01  1.54813951e+02
 -1.44037721e+02 -1.93663193e-02  1.54317353e+02 -1.43541729e+02
  4.45616418e-01  1.54810754e+02]
res:  5256 0.0003129625620204024 0.015382548695924925 0.025386607691033243
[ 1.21057433e-10 -1.03135973e-05 -2.82912466e-01  1.61507707e+04
 -1.43946908e+02 -2.05537027e-07  1.54320042e+02 -1.43472260e+02
  4.99218906e-01  1.54827347e+02 -1.43994567e+02 -1.12953122e-02
  1.54312192e+02 -1.43488119e+02  4.99560840e-01  1.54819136e+02
 -1.43983355e+02  1.91737009e-02  1.54337990e+02 -1.43524813e+02
  5.06773474e-01  1.54824480e+02 -1.43988758e+02  1.80277054e-02
  1.54310371e+02 -1.43491809e+02  4.80407352e-01  1.54811604e+02
 -1.43989149e+02 -2.23688453e-04  1.54328553e+02 -1.43466453e+02
  5.00764332e-01  1.54822050e+02 -1.43964869e+02  1.24336733e-02
  1.54328427e+02 -1.43461535e+02  4.91499180e-01  1.54813402e+02
 -1.43990989e+02  6.67197774e-03  1.54321912e+02 -1.43465421e+02
  4.91412341e-01  1.54817124e+02 -1.44002053e+02  1.54799789e-02
  1.54329163e+02 -1.43484034e+02  4.95826749e-01  1.54830663e+02
 -1.44008616e+02 -9.55663809e-03  1.54320524e+02 -1.43477940e+02
  4.66236106e-01  1.54819021e+02 -1.44003106e+02 -1.79537619e-02
  1.54342120e+02 -1.43503145e+02  5.03797836e-01  1.54827074e+02
 -1.44015015e+02 -9.32241940e-03  1.54324589e+02 -1.43497812e+02
  4.87913587e-01  1.54831160e+02 -1.44012181e+02  5.06145170e-03
  1.54329337e+02 -1.43515166e+02  4.81469057e-01  1.54813241e+02
 -1.44037248e+02 -2.22789279e-02  1.54320641e+02 -1.43527003e+02
  4.59107070e-01  1.54819769e+02]
Niter:  2 row:  134 ngroup:  26 nlines:  5721 gd:  5245
[ 1.21057433e-10 -1.03135973e-05 -2.82912466e-01  1.61507707e+04
 -1.43946908e+02 -2.05537027e-07  1.54320042e+02 -1.43472260e+02
  4.99218906e-01  1.54827347e+02 -1.43994567e+02 -1.12953122e-02
  1.54312192e+02 -1.43488119e+02  4.99560840e-01  1.54819136e+02
 -1.43983355e+02  1.91737009e-02  1.54337990e+02 -1.43524813e+02
  5.06773474e-01  1.54824480e+02 -1.43988758e+02  1.80277054e-02
  1.54310371e+02 -1.43491809e+02  4.80407352e-01  1.54811604e+02
 -1.43989149e+02 -2.23688453e-04  1.54328553e+02 -1.43466453e+02
  5.00764332e-01  1.54822050e+02 -1.43964869e+02  1.24336733e-02
  1.54328427e+02 -1.43461535e+02  4.91499180e-01  1.54813402e+02
 -1.43990989e+02  6.67197774e-03  1.54321912e+02 -1.43465421e+02
  4.91412341e-01  1.54817124e+02 -1.44002053e+02  1.54799789e-02
  1.54329163e+02 -1.43484034e+02  4.95826749e-01  1.54830663e+02
 -1.44008616e+02 -9.55663809e-03  1.54320524e+02 -1.43477940e+02
  4.66236106e-01  1.54819021e+02 -1.44003106e+02 -1.79537619e-02
  1.54342120e+02 -1.43503145e+02  5.03797836e-01  1.54827074e+02
 -1.44015015e+02 -9.32241940e-03  1.54324589e+02 -1.43497812e+02
  4.87913587e-01  1.54831160e+02 -1.44012181e+02  5.06145170e-03
  1.54329337e+02 -1.43515166e+02  4.81469057e-01  1.54813241e+02
 -1.44037248e+02 -2.22789279e-02  1.54320641e+02 -1.43527003e+02
  4.59107070e-01  1.54819769e+02]
res:  5245 0.0003768406168092042 0.015490179566768347 0.025175988562183713
[ 1.21057421e-10 -1.03135983e-05 -2.82912494e-01  1.61507723e+04
 -1.43939973e+02  5.69285711e-03  1.54324771e+02 -1.43470623e+02
  4.97656936e-01  1.54832068e+02 -1.43987599e+02 -5.60345802e-03
  1.54316928e+02 -1.43481095e+02  5.05218036e-01  1.54826144e+02
 -1.43976351e+02  2.48630762e-02  1.54347110e+02 -1.43503643e+02
  5.12466167e-01  1.54829200e+02 -1.43981796e+02  2.37289295e-02
  1.54315095e+02 -1.43484794e+02  4.90992086e-01  1.54818570e+02
 -1.43982185e+02  5.47080450e-03  1.54331224e+02 -1.43459514e+02
  5.02950183e-01  1.54826772e+02 -1.43957929e+02  1.12312780e-02
  1.54333159e+02 -1.43454552e+02  4.97173876e-01  1.54818127e+02
 -1.43983981e+02  1.23398484e-02  1.54326643e+02 -1.43458439e+02
  4.97074481e-01  1.54821852e+02 -1.43974632e+02  2.11621350e-02
  1.54333889e+02 -1.43477097e+02  5.01492635e-01  1.54842147e+02
 -1.44001669e+02 -3.89906088e-03  1.54325249e+02 -1.43476564e+02
  4.66295242e-01  1.54823745e+02 -1.43996109e+02 -1.22619325e-02
  1.54346844e+02 -1.43490219e+02  5.09485766e-01  1.54831797e+02
 -1.44008024e+02 -3.63517090e-03  1.54329314e+02 -1.43490803e+02
  4.93622625e-01  1.54835887e+02 -1.44005190e+02  1.07470753e-02
  1.54334067e+02 -1.43508172e+02  4.91773026e-01  1.54813784e+02
 -1.44030269e+02 -1.66052293e-02  1.54325365e+02 -1.43513145e+02
  4.64764469e-01  1.54824491e+02]
Niter:  3 row:  134 ngroup:  26 nlines:  5721 gd:  5250
[ 1.21057421e-10 -1.03135983e-05 -2.82912494e-01  1.61507723e+04
 -1.43939973e+02  5.69285711e-03  1.54324771e+02 -1.43470623e+02
  4.97656936e-01  1.54832068e+02 -1.43987599e+02 -5.60345802e-03
  1.54316928e+02 -1.43481095e+02  5.05218036e-01  1.54826144e+02
 -1.43976351e+02  2.48630762e-02  1.54347110e+02 -1.43503643e+02
  5.12466167e-01  1.54829200e+02 -1.43981796e+02  2.37289295e-02
  1.54315095e+02 -1.43484794e+02  4.90992086e-01  1.54818570e+02
 -1.43982185e+02  5.47080450e-03  1.54331224e+02 -1.43459514e+02
  5.02950183e-01  1.54826772e+02 -1.43957929e+02  1.12312780e-02
  1.54333159e+02 -1.43454552e+02  4.97173876e-01  1.54818127e+02
 -1.43983981e+02  1.23398484e-02  1.54326643e+02 -1.43458439e+02
  4.97074481e-01  1.54821852e+02 -1.43974632e+02  2.11621350e-02
  1.54333889e+02 -1.43477097e+02  5.01492635e-01  1.54842147e+02
 -1.44001669e+02 -3.89906088e-03  1.54325249e+02 -1.43476564e+02
  4.66295242e-01  1.54823745e+02 -1.43996109e+02 -1.22619325e-02
  1.54346844e+02 -1.43490219e+02  5.09485766e-01  1.54831797e+02
 -1.44008024e+02 -3.63517090e-03  1.54329314e+02 -1.43490803e+02
  4.93622625e-01  1.54835887e+02 -1.44005190e+02  1.07470753e-02
  1.54334067e+02 -1.43508172e+02  4.91773026e-01  1.54813784e+02
 -1.44030269e+02 -1.66052293e-02  1.54325365e+02 -1.43513145e+02
  4.64764469e-01  1.54824491e+02]
res:  5250 0.00011291351984255016 0.015292924694222165 0.025180648875938537
[ 1.21045492e-10 -1.03142532e-05 -2.82912983e-01  1.61507739e+04
 -1.43941966e+02  1.05978928e-02  1.54315484e+02 -1.43473099e+02
  5.02520367e-01  1.54820401e+02 -1.43990234e+02 -7.81776277e-04
  1.54307773e+02 -1.43484777e+02  5.09833482e-01  1.54817693e+02
 -1.43979648e+02  2.96300874e-02  1.54337433e+02 -1.43506585e+02
  5.17309119e-01  1.54819632e+02 -1.43987606e+02  2.85778327e-02
  1.54305601e+02 -1.43488483e+02  4.95956894e-01  1.54809053e+02
 -1.43984743e+02  1.04310768e-02  1.54321908e+02 -1.43461615e+02
  5.06006320e-01  1.54817295e+02 -1.43960103e+02  1.61946914e-02
  1.54323961e+02 -1.43457323e+02  5.02051161e-01  1.54808719e+02
 -1.43987234e+02  1.70719920e-02  1.54317335e+02 -1.43461407e+02
  5.01796721e-01  1.54812384e+02 -1.43967711e+02  2.59713835e-02
  1.54324485e+02 -1.43479307e+02  5.06188902e-01  1.54832494e+02
 -1.44004116e+02  7.68657410e-04  1.54315839e+02 -1.43479997e+02
  4.71047480e-01  1.54814298e+02 -1.43999508e+02 -7.42787145e-03
  1.54337385e+02 -1.43493079e+02  5.14241554e-01  1.54822294e+02
 -1.44011064e+02  1.14661495e-03  1.54319841e+02 -1.43494347e+02
  4.98506468e-01  1.54826468e+02 -1.44008261e+02  1.56034515e-02
  1.54323651e+02 -1.43511470e+02  4.96494084e-01  1.54804321e+02
 -1.44033137e+02 -1.18451746e-02  1.54315873e+02 -1.43515881e+02
  4.69421719e-01  1.54814960e+02]
Niter:  4 row:  134 ngroup:  26 nlines:  5721 gd:  5244
[ 1.21045492e-10 -1.03142532e-05 -2.82912983e-01  1.61507739e+04
 -1.43941966e+02  1.05978928e-02  1.54315484e+02 -1.43473099e+02
  5.02520367e-01  1.54820401e+02 -1.43990234e+02 -7.81776277e-04
  1.54307773e+02 -1.43484777e+02  5.09833482e-01  1.54817693e+02
 -1.43979648e+02  2.96300874e-02  1.54337433e+02 -1.43506585e+02
  5.17309119e-01  1.54819632e+02 -1.43987606e+02  2.85778327e-02
  1.54305601e+02 -1.43488483e+02  4.95956894e-01  1.54809053e+02
 -1.43984743e+02  1.04310768e-02  1.54321908e+02 -1.43461615e+02
  5.06006320e-01  1.54817295e+02 -1.43960103e+02  1.61946914e-02
  1.54323961e+02 -1.43457323e+02  5.02051161e-01  1.54808719e+02
 -1.43987234e+02  1.70719920e-02  1.54317335e+02 -1.43461407e+02
  5.01796721e-01  1.54812384e+02 -1.43967711e+02  2.59713835e-02
  1.54324485e+02 -1.43479307e+02  5.06188902e-01  1.54832494e+02
 -1.44004116e+02  7.68657410e-04  1.54315839e+02 -1.43479997e+02
  4.71047480e-01  1.54814298e+02 -1.43999508e+02 -7.42787145e-03
  1.54337385e+02 -1.43493079e+02  5.14241554e-01  1.54822294e+02
 -1.44011064e+02  1.14661495e-03  1.54319841e+02 -1.43494347e+02
  4.98506468e-01  1.54826468e+02 -1.44008261e+02  1.56034515e-02
  1.54323651e+02 -1.43511470e+02  4.96494084e-01  1.54804321e+02
 -1.44033137e+02 -1.18451746e-02  1.54315873e+02 -1.43515881e+02
  4.69421719e-01  1.54814960e+02]
res:  5244 0.00027497191331349313 0.015248167692334391 0.025080426161964067
[ 1.21045479e-10 -1.03142543e-05 -2.82913011e-01  1.61507755e+04
 -1.43933395e+02  1.62271446e-02  1.54320107e+02 -1.43464377e+02
  5.08145263e-01  1.54825186e+02 -1.43976206e+02  4.83733704e-03
  1.54312449e+02 -1.43475418e+02  5.10396050e-01  1.54821157e+02
 -1.43970494e+02  3.52519681e-02  1.54342053e+02 -1.43497348e+02
  5.22926706e-01  1.54824274e+02 -1.43981146e+02  3.42002748e-02
  1.54310239e+02 -1.43479016e+02  5.01580799e-01  1.54813705e+02
 -1.43975933e+02  1.60605658e-02  1.54328524e+02 -1.43453006e+02
  5.10129710e-01  1.54819901e+02 -1.43951412e+02  2.18264332e-02
  1.54326669e+02 -1.43448458e+02  5.07666478e-01  1.54813326e+02
 -1.43978148e+02  2.26779783e-02  1.54321997e+02 -1.43458489e+02
  5.07403556e-01  1.54817085e+02 -1.43950314e+02  3.15913242e-02
  1.54329102e+02 -1.43470536e+02  5.11804468e-01  1.54837126e+02
 -1.43995204e+02  6.37587298e-03  1.54320450e+02 -1.43470702e+02
  4.76665697e-01  1.54821103e+02 -1.43990193e+02 -1.81441273e-03
  1.54339962e+02 -1.43484007e+02  5.19870876e-01  1.54826932e+02
 -1.44001981e+02  6.76874919e-03  1.54322472e+02 -1.43485007e+02
  5.04137134e-01  1.54831111e+02 -1.43999217e+02  1.62287548e-02
  1.54327332e+02 -1.43502227e+02  5.02118684e-01  1.54808963e+02
 -1.44024146e+02 -6.23368576e-03  1.54320542e+02 -1.43506730e+02
  4.75041619e-01  1.54819604e+02]
Niter:  5 row:  134 ngroup:  26 nlines:  5721 gd:  5240
[ 1.21045479e-10 -1.03142543e-05 -2.82913011e-01  1.61507755e+04
 -1.43933395e+02  1.62271446e-02  1.54320107e+02 -1.43464377e+02
  5.08145263e-01  1.54825186e+02 -1.43976206e+02  4.83733704e-03
  1.54312449e+02 -1.43475418e+02  5.10396050e-01  1.54821157e+02
 -1.43970494e+02  3.52519681e-02  1.54342053e+02 -1.43497348e+02
  5.22926706e-01  1.54824274e+02 -1.43981146e+02  3.42002748e-02
  1.54310239e+02 -1.43479016e+02  5.01580799e-01  1.54813705e+02
 -1.43975933e+02  1.60605658e-02  1.54328524e+02 -1.43453006e+02
  5.10129710e-01  1.54819901e+02 -1.43951412e+02  2.18264332e-02
  1.54326669e+02 -1.43448458e+02  5.07666478e-01  1.54813326e+02
 -1.43978148e+02  2.26779783e-02  1.54321997e+02 -1.43458489e+02
  5.07403556e-01  1.54817085e+02 -1.43950314e+02  3.15913242e-02
  1.54329102e+02 -1.43470536e+02  5.11804468e-01  1.54837126e+02
 -1.43995204e+02  6.37587298e-03  1.54320450e+02 -1.43470702e+02
  4.76665697e-01  1.54821103e+02 -1.43990193e+02 -1.81441273e-03
  1.54339962e+02 -1.43484007e+02  5.19870876e-01  1.54826932e+02
 -1.44001981e+02  6.76874919e-03  1.54322472e+02 -1.43485007e+02
  5.04137134e-01  1.54831111e+02 -1.43999217e+02  1.62287548e-02
  1.54327332e+02 -1.43502227e+02  5.02118684e-01  1.54808963e+02
 -1.44024146e+02 -6.23368576e-03  1.54320542e+02 -1.43506730e+02
  4.75041619e-01  1.54819604e+02]
res:  5240 0.00033606632314331364 0.015329521491366904 0.02501345401825797
[ 1.20986960e-10 -1.03146395e-05 -2.82912406e-01  1.61507771e+04
 -1.43936046e+02  2.15908066e-02  1.54320434e+02 -1.43467280e+02
  5.13525548e-01  1.54825352e+02 -1.43969792e+02  1.02153888e-02
  1.54312882e+02 -1.43478821e+02  5.15903228e-01  1.54821280e+02
 -1.43973729e+02  4.06084365e-02  1.54342115e+02 -1.43500228e+02
  5.28323361e-01  1.54824446e+02 -1.43984051e+02  3.95420444e-02
  1.54310430e+02 -1.43482355e+02  5.06881086e-01  1.54813905e+02
 -1.43978835e+02  2.14348716e-02  1.54328795e+02 -1.43455695e+02
  5.05247480e-01  1.54820056e+02 -1.43954117e+02  2.71910210e-02
  1.54327000e+02 -1.43451511e+02  5.13120973e-01  1.54813569e+02
 -1.43981413e+02  2.81503024e-02  1.54322328e+02 -1.43461612e+02
  5.12907467e-01  1.54817316e+02 -1.43953626e+02  3.69905918e-02
  1.54329335e+02 -1.43473216e+02  5.17265446e-01  1.54837222e+02
 -1.43997970e+02  1.18883938e-02  1.54317549e+02 -1.43473950e+02
  4.82083829e-01  1.54821305e+02 -1.43993376e+02  3.57941853e-03
  1.54340153e+02 -1.43486924e+02  5.25210523e-01  1.54827126e+02
 -1.44005111e+02  1.21450398e-02  1.54322703e+02 -1.43488287e+02
  5.09439577e-01  1.54831342e+02 -1.44002338e+02  2.16802071e-02
  1.54327702e+02 -1.43505383e+02  5.07496500e-01  1.54809190e+02
 -1.44027174e+02 -7.76639979e-04  1.54320767e+02 -1.43509518e+02
  4.80543058e-01  1.54819786e+02]
Niter:  6 row:  134 ngroup:  26 nlines:  5721 gd:  5242
[ 1.20986960e-10 -1.03146395e-05 -2.82912406e-01  1.61507771e+04
 -1.43936046e+02  2.15908066e-02  1.54320434e+02 -1.43467280e+02
  5.13525548e-01  1.54825352e+02 -1.43969792e+02  1.02153888e-02
  1.54312882e+02 -1.43478821e+02  5.15903228e-01  1.54821280e+02
 -1.43973729e+02  4.06084365e-02  1.54342115e+02 -1.43500228e+02
  5.28323361e-01  1.54824446e+02 -1.43984051e+02  3.95420444e-02
  1.54310430e+02 -1.43482355e+02  5.06881086e-01  1.54813905e+02
 -1.43978835e+02  2.14348716e-02  1.54328795e+02 -1.43455695e+02
  5.05247480e-01  1.54820056e+02 -1.43954117e+02  2.71910210e-02
  1.54327000e+02 -1.43451511e+02  5.13120973e-01  1.54813569e+02
 -1.43981413e+02  2.81503024e-02  1.54322328e+02 -1.43461612e+02
  5.12907467e-01  1.54817316e+02 -1.43953626e+02  3.69905918e-02
  1.54329335e+02 -1.43473216e+02  5.17265446e-01  1.54837222e+02
 -1.43997970e+02  1.18883938e-02  1.54317549e+02 -1.43473950e+02
  4.82083829e-01  1.54821305e+02 -1.43993376e+02  3.57941853e-03
  1.54340153e+02 -1.43486924e+02  5.25210523e-01  1.54827126e+02
 -1.44005111e+02  1.21450398e-02  1.54322703e+02 -1.43488287e+02
  5.09439577e-01  1.54831342e+02 -1.44002338e+02  2.16802071e-02
  1.54327702e+02 -1.43505383e+02  5.07496500e-01  1.54809190e+02
 -1.44027174e+02 -7.76639979e-04  1.54320767e+02 -1.43509518e+02
  4.80543058e-01  1.54819786e+02]
res:  5242 0.0003241474951209966 0.015329192428907845 0.025043082471559015
[ 1.20987445e-10 -1.03146395e-05 -2.82912406e-01  1.61507771e+04
 -1.43936046e+02  2.15908066e-02  1.54320434e+02 -1.43467280e+02
  5.13525548e-01  1.54825352e+02 -1.43969792e+02  1.02153888e-02
  1.54312882e+02 -1.43478821e+02  5.15903228e-01  1.54821280e+02
 -1.43973729e+02  4.06084365e-02  1.54342115e+02 -1.43500228e+02
  5.28323361e-01  1.54824446e+02 -1.43984051e+02  3.95420444e-02
  1.54310430e+02 -1.43482355e+02  5.06881086e-01  1.54813905e+02
 -1.43978835e+02  2.14348716e-02  1.54328795e+02 -1.43455695e+02
  5.05247480e-01  1.54820056e+02 -1.43954117e+02  2.71910210e-02
  1.54327000e+02 -1.43451511e+02  5.13120973e-01  1.54813569e+02
 -1.43981413e+02  2.81503024e-02  1.54322328e+02 -1.43461612e+02
  5.12907467e-01  1.54817316e+02 -1.43953626e+02  3.69905918e-02
  1.54329335e+02 -1.43473216e+02  5.17265446e-01  1.54837222e+02
 -1.43997970e+02  1.18883938e-02  1.54317549e+02 -1.43473950e+02
  4.82083829e-01  1.54821305e+02 -1.43993376e+02  3.57941853e-03
  1.54340153e+02 -1.43486924e+02  5.25210523e-01  1.54827126e+02
 -1.44005111e+02  1.21450398e-02  1.54322703e+02 -1.43488287e+02
  5.09439577e-01  1.54831342e+02 -1.44002338e+02  2.16802071e-02
  1.54327702e+02 -1.43505383e+02  5.07496500e-01  1.54809190e+02
 -1.44027174e+02 -7.76639979e-04  1.54320767e+02 -1.43509518e+02
  4.80543058e-01  1.54819786e+02]
Saving figure to  wave_resid_43670005_fiber134.png
Final values:
res:  0.0003241474951209966 0.025043082471559015
pars:  [ 1.20987445e-10 -1.03146395e-05 -2.82912406e-01  1.61507771e+04
 -1.43936046e+02  2.15908066e-02  1.54320434e+02 -1.43467280e+02
  5.13525548e-01  1.54825352e+02 -1.43969792e+02  1.02153888e-02
  1.54312882e+02 -1.43478821e+02  5.15903228e-01  1.54821280e+02
 -1.43973729e+02  4.06084365e-02  1.54342115e+02 -1.43500228e+02
  5.28323361e-01  1.54824446e+02 -1.43984051e+02  3.95420444e-02
  1.54310430e+02 -1.43482355e+02  5.06881086e-01  1.54813905e+02
 -1.43978835e+02  2.14348716e-02  1.54328795e+02 -1.43455695e+02
  5.05247480e-01  1.54820056e+02 -1.43954117e+02  2.71910210e-02
  1.54327000e+02 -1.43451511e+02  5.13120973e-01  1.54813569e+02
 -1.43981413e+02  2.81503024e-02  1.54322328e+02 -1.43461612e+02
  5.12907467e-01  1.54817316e+02 -1.43953626e+02  3.69905918e-02
  1.54329335e+02 -1.43473216e+02  5.17265446e-01  1.54837222e+02
 -1.43997970e+02  1.18883938e-02  1.54317549e+02 -1.43473950e+02
  4.82083829e-01  1.54821305e+02 -1.43993376e+02  3.57941853e-03
  1.54340153e+02 -1.43486924e+02  5.25210523e-01  1.54827126e+02
 -1.44005111e+02  1.21450398e-02  1.54322703e+02 -1.43488287e+02
  5.09439577e-01  1.54831342e+02 -1.44002338e+02  2.16802071e-02
  1.54327702e+02 -1.43505383e+02  5.07496500e-01  1.54809190e+02
 -1.44027174e+02 -7.76639979e-04  1.54320767e+02 -1.43509518e+02
  4.80543058e-01  1.54819786e+02]
134 [ 1.20987445e-10 -1.03146395e-05 -2.82912406e-01  1.61507771e+04
 -1.43936046e+02  2.15908066e-02  1.54320434e+02 -1.43467280e+02
  5.13525548e-01  1.54825352e+02 -1.43969792e+02  1.02153888e-02
  1.54312882e+02 -1.43478821e+02  5.15903228e-01  1.54821280e+02
 -1.43973729e+02  4.06084365e-02  1.54342115e+02 -1.43500228e+02
  5.28323361e-01  1.54824446e+02 -1.43984051e+02  3.95420444e-02
  1.54310430e+02 -1.43482355e+02  5.06881086e-01  1.54813905e+02
 -1.43978835e+02  2.14348716e-02  1.54328795e+02 -1.43455695e+02
  5.05247480e-01  1.54820056e+02 -1.43954117e+02  2.71910210e-02
  1.54327000e+02 -1.43451511e+02  5.13120973e-01  1.54813569e+02
 -1.43981413e+02  2.81503024e-02  1.54322328e+02 -1.43461612e+02
  5.12907467e-01  1.54817316e+02 -1.43953626e+02  3.69905918e-02
  1.54329335e+02 -1.43473216e+02  5.17265446e-01  1.54837222e+02
 -1.43997970e+02  1.18883938e-02  1.54317549e+02 -1.43473950e+02
  4.82083829e-01  1.54821305e+02 -1.43993376e+02  3.57941853e-03
  1.54340153e+02 -1.43486924e+02  5.25210523e-01  1.54827126e+02
 -1.44005111e+02  1.21450398e-02  1.54322703e+02 -1.43488287e+02
  5.09439577e-01  1.54831342e+02 -1.44002338e+02  2.16802071e-02
  1.54327702e+02 -1.43505383e+02  5.07496500e-01  1.54809190e+02
 -1.44027174e+02 -7.76639979e-04  1.54320767e+02 -1.43509518e+02
  4.80543058e-01  1.54819786e+02]
--- Row 136/300 row=135 ---
--- Row 137/300 row=136 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  136
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=136 ---
Niter:  0 row:  136 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 -0.000220102010644041 0.014892514978782856 0.03599648206286211
[ 1.22006745e-10 -1.03137932e-05 -2.82920700e-01  1.61507823e+04
 -1.43930549e+02 -9.95000004e-08  1.54304554e+02]
Niter:  1 row:  136 ngroup:  1 nlines:  257 gd:  238
[ 1.22006745e-10 -1.03137932e-05 -2.82920700e-01  1.61507823e+04
 -1.43930549e+02 -9.95000004e-08  1.54304554e+02]
res:  238 -0.00048168714056373574 0.015113887888219324 0.025604415587746048
[ 1.21790862e-10 -1.03144666e-05 -2.82917528e-01  1.61507858e+04
 -1.43950097e+02 -9.94999462e-08  1.54321792e+02]
Niter:  2 row:  136 ngroup:  1 nlines:  257 gd:  237
[ 1.21790862e-10 -1.03144666e-05 -2.82917528e-01  1.61507858e+04
 -1.43950097e+02 -9.94999462e-08  1.54321792e+02]
res:  237 -0.0006200219741003821 0.015098291190952295 0.025269459040252983
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
Niter:  3 row:  136 ngroup:  1 nlines:  257 gd:  237
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
res:  237 -0.0006200219741003821 0.015098291190952295 0.025269459040251706
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
Niter:  4 row:  136 ngroup:  1 nlines:  257 gd:  237
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
res:  237 -0.0006200219741003821 0.015098291190952295 0.025269459040251706
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
Niter:  5 row:  136 ngroup:  1 nlines:  257 gd:  237
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
res:  237 -0.0006200219741003821 0.015098291190952295 0.025269459040251706
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
Niter:  6 row:  136 ngroup:  1 nlines:  257 gd:  237
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
res:  237 -0.0006200219741003821 0.015098291190952295 0.025269459040251706
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
Final values:
res:  -0.0006200219741003821 0.025269459040251706
pars:  [ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
136 [ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02]
elapsed: 2.9 sec.
Niter:  0 row:  136 ngroup:  26 nlines:  5959 gd:  5959
[ 1.21696908e-10 -1.03144288e-05 -2.82916043e-01  1.61507867e+04
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02 -1.43953946e+02 -9.94995448e-08
  1.54331711e+02 -1.43953946e+02 -9.94995448e-08  1.54331711e+02
 -1.43953946e+02 -9.94995448e-08  1.54331711e+02 -1.43953946e+02
 -9.94995448e-08  1.54331711e+02]
res:  5959 0.0005571418969338993 0.01605909772661107 0.03903756752115889
[ 1.21696896e-10 -1.03144299e-05 -2.82916071e-01  1.61507883e+04
 -1.43942706e+02  2.03045283e-02  1.54332145e+02 -1.43460553e+02
  5.32828417e-01  1.54839037e+02 -1.43963538e+02  3.04780194e-02
  1.54314415e+02 -1.43479336e+02  5.08760007e-01  1.54831949e+02
 -1.43982972e+02  8.20307506e-02  1.54329762e+02 -1.43457141e+02
  5.07014000e-01  1.54831929e+02 -1.43982529e+02  2.32138485e-02
  1.54336252e+02 -1.43460018e+02  5.23225035e-01  1.54817072e+02
 -1.43948848e+02  1.52381498e-02  1.54342487e+02 -1.43464788e+02
  5.34875669e-01  1.54840948e+02 -1.43968987e+02  3.44825791e-02
  1.54333348e+02 -1.43450902e+02  5.38585838e-01  1.54829056e+02
 -1.43989454e+02 -1.88247896e-03  1.54328704e+02 -1.43447543e+02
  5.07199788e-01  1.54841203e+02 -1.43955639e+02  5.98961738e-03
  1.54343955e+02 -1.43467669e+02  5.17732147e-01  1.54836139e+02
 -1.44013632e+02  1.65249520e-02  1.54343048e+02 -1.43484143e+02
  5.00279328e-01  1.54829077e+02 -1.44036318e+02  4.54808569e-02
  1.54343854e+02 -1.43512186e+02  5.09506687e-01  1.54830454e+02
 -1.43986728e+02  2.51935521e-02  1.54325597e+02 -1.43485534e+02
  4.84502087e-01  1.54826106e+02 -1.43951777e+02  1.17306118e-02
  1.54320567e+02 -1.43530673e+02  4.94988273e-01  1.54824826e+02
 -1.44017948e+02  2.40720957e-02  1.54319372e+02 -1.43506514e+02
  5.36723391e-01  1.54818526e+02]
Niter:  1 row:  136 ngroup:  26 nlines:  5959 gd:  5439
[ 1.21696896e-10 -1.03144299e-05 -2.82916071e-01  1.61507883e+04
 -1.43942706e+02  2.03045283e-02  1.54332145e+02 -1.43460553e+02
  5.32828417e-01  1.54839037e+02 -1.43963538e+02  3.04780194e-02
  1.54314415e+02 -1.43479336e+02  5.08760007e-01  1.54831949e+02
 -1.43982972e+02  8.20307506e-02  1.54329762e+02 -1.43457141e+02
  5.07014000e-01  1.54831929e+02 -1.43982529e+02  2.32138485e-02
  1.54336252e+02 -1.43460018e+02  5.23225035e-01  1.54817072e+02
 -1.43948848e+02  1.52381498e-02  1.54342487e+02 -1.43464788e+02
  5.34875669e-01  1.54840948e+02 -1.43968987e+02  3.44825791e-02
  1.54333348e+02 -1.43450902e+02  5.38585838e-01  1.54829056e+02
 -1.43989454e+02 -1.88247896e-03  1.54328704e+02 -1.43447543e+02
  5.07199788e-01  1.54841203e+02 -1.43955639e+02  5.98961738e-03
  1.54343955e+02 -1.43467669e+02  5.17732147e-01  1.54836139e+02
 -1.44013632e+02  1.65249520e-02  1.54343048e+02 -1.43484143e+02
  5.00279328e-01  1.54829077e+02 -1.44036318e+02  4.54808569e-02
  1.54343854e+02 -1.43512186e+02  5.09506687e-01  1.54830454e+02
 -1.43986728e+02  2.51935521e-02  1.54325597e+02 -1.43485534e+02
  4.84502087e-01  1.54826106e+02 -1.43951777e+02  1.17306118e-02
  1.54320567e+02 -1.43530673e+02  4.94988273e-01  1.54824826e+02
 -1.44017948e+02  2.40720957e-02  1.54319372e+02 -1.43506514e+02
  5.36723391e-01  1.54818526e+02]
res:  5439 0.00015359178723883815 0.016127925675391452 0.026184091051214282
[ 1.21696883e-10 -1.03144309e-05 -2.82916099e-01  1.61507900e+04
 -1.43945494e+02  1.82394644e-02  1.54337083e+02 -1.43467015e+02
  5.23868923e-01  1.54844849e+02 -1.43967850e+02  4.14159361e-03
  1.54326635e+02 -1.43467574e+02  5.19945495e-01  1.54836904e+02
 -1.43978630e+02  5.37990918e-02  1.54334981e+02 -1.43443841e+02
  4.97065466e-01  1.54834411e+02 -1.43960522e+02  1.79363337e-02
  1.54333199e+02 -1.43448885e+02  5.30309442e-01  1.54826588e+02
 -1.43947422e+02  2.69770491e-02  1.54347488e+02 -1.43466373e+02
  5.31313090e-01  1.54848169e+02 -1.43953764e+02  4.25934940e-02
  1.54340077e+02 -1.43454484e+02  5.33079197e-01  1.54837192e+02
 -1.43976763e+02  8.41238264e-03  1.54338177e+02 -1.43472524e+02
  5.01333628e-01  1.54845325e+02 -1.43965789e+02 -1.38444696e-02
  1.54342242e+02 -1.43447030e+02  5.23509178e-01  1.54837498e+02
 -1.43972401e+02  1.43628400e-02  1.54344994e+02 -1.43462277e+02
  4.96013265e-01  1.54834424e+02 -1.44030228e+02  2.40518135e-02
  1.54338203e+02 -1.43521732e+02  5.12692480e-01  1.54837268e+02
 -1.43979899e+02  1.67742961e-02  1.54327484e+02 -1.43475926e+02
  5.06769019e-01  1.54838928e+02 -1.43961079e+02  2.46593568e-02
  1.54326415e+02 -1.43484387e+02  4.99051517e-01  1.54821081e+02
 -1.43996554e+02  9.66240658e-03  1.54324743e+02 -1.43486977e+02
  5.33895615e-01  1.54827634e+02]
Niter:  2 row:  136 ngroup:  26 nlines:  5959 gd:  5449
[ 1.21696883e-10 -1.03144309e-05 -2.82916099e-01  1.61507900e+04
 -1.43945494e+02  1.82394644e-02  1.54337083e+02 -1.43467015e+02
  5.23868923e-01  1.54844849e+02 -1.43967850e+02  4.14159361e-03
  1.54326635e+02 -1.43467574e+02  5.19945495e-01  1.54836904e+02
 -1.43978630e+02  5.37990918e-02  1.54334981e+02 -1.43443841e+02
  4.97065466e-01  1.54834411e+02 -1.43960522e+02  1.79363337e-02
  1.54333199e+02 -1.43448885e+02  5.30309442e-01  1.54826588e+02
 -1.43947422e+02  2.69770491e-02  1.54347488e+02 -1.43466373e+02
  5.31313090e-01  1.54848169e+02 -1.43953764e+02  4.25934940e-02
  1.54340077e+02 -1.43454484e+02  5.33079197e-01  1.54837192e+02
 -1.43976763e+02  8.41238264e-03  1.54338177e+02 -1.43472524e+02
  5.01333628e-01  1.54845325e+02 -1.43965789e+02 -1.38444696e-02
  1.54342242e+02 -1.43447030e+02  5.23509178e-01  1.54837498e+02
 -1.43972401e+02  1.43628400e-02  1.54344994e+02 -1.43462277e+02
  4.96013265e-01  1.54834424e+02 -1.44030228e+02  2.40518135e-02
  1.54338203e+02 -1.43521732e+02  5.12692480e-01  1.54837268e+02
 -1.43979899e+02  1.67742961e-02  1.54327484e+02 -1.43475926e+02
  5.06769019e-01  1.54838928e+02 -1.43961079e+02  2.46593568e-02
  1.54326415e+02 -1.43484387e+02  4.99051517e-01  1.54821081e+02
 -1.43996554e+02  9.66240658e-03  1.54324743e+02 -1.43486977e+02
  5.33895615e-01  1.54827634e+02]
res:  5449 0.0002674021689017536 0.01625727288046619 0.026285124309745417
[ 1.21696871e-10 -1.03144319e-05 -2.82916127e-01  1.61507916e+04
 -1.43938544e+02  2.39498681e-02  1.54341816e+02 -1.43466101e+02
  5.26090133e-01  1.54849576e+02 -1.43966571e+02  9.80196175e-03
  1.54331365e+02 -1.43460571e+02  5.25660351e-01  1.54843895e+02
 -1.43971627e+02  5.94911670e-02  1.54339707e+02 -1.43436841e+02
  5.02767047e-01  1.54839152e+02 -1.43942059e+02  2.36106422e-02
  1.54337927e+02 -1.43441921e+02  5.41561965e-01  1.54831319e+02
 -1.43940462e+02  3.26681883e-02  1.54352211e+02 -1.43459403e+02
  5.37020320e-01  1.54852899e+02 -1.43941482e+02  4.82938699e-02
  1.54344800e+02 -1.43447487e+02  5.35096820e-01  1.54841916e+02
 -1.43969802e+02  1.40346562e-02  1.54342907e+02 -1.43476821e+02
  4.96858449e-01  1.54850047e+02 -1.43964803e+02 -1.29148543e-02
  1.54344848e+02 -1.43440043e+02  5.29217434e-01  1.54842225e+02
 -1.43954319e+02  1.54202277e-02  1.54349712e+02 -1.43449620e+02
  4.97010847e-01  1.54839149e+02 -1.44023261e+02  2.97259688e-02
  1.54342921e+02 -1.43521194e+02  5.18365933e-01  1.54842002e+02
 -1.43972911e+02  1.80977824e-02  1.54332217e+02 -1.43468938e+02
  5.12437904e-01  1.54845740e+02 -1.43954086e+02  3.03061071e-02
  1.54335645e+02 -1.43459142e+02  5.04732404e-01  1.54825806e+02
 -1.43983171e+02  1.00272206e-02  1.54331553e+02 -1.43480015e+02
  5.39571619e-01  1.54832367e+02]
Niter:  3 row:  136 ngroup:  26 nlines:  5959 gd:  5458
[ 1.21696871e-10 -1.03144319e-05 -2.82916127e-01  1.61507916e+04
 -1.43938544e+02  2.39498681e-02  1.54341816e+02 -1.43466101e+02
  5.26090133e-01  1.54849576e+02 -1.43966571e+02  9.80196175e-03
  1.54331365e+02 -1.43460571e+02  5.25660351e-01  1.54843895e+02
 -1.43971627e+02  5.94911670e-02  1.54339707e+02 -1.43436841e+02
  5.02767047e-01  1.54839152e+02 -1.43942059e+02  2.36106422e-02
  1.54337927e+02 -1.43441921e+02  5.41561965e-01  1.54831319e+02
 -1.43940462e+02  3.26681883e-02  1.54352211e+02 -1.43459403e+02
  5.37020320e-01  1.54852899e+02 -1.43941482e+02  4.82938699e-02
  1.54344800e+02 -1.43447487e+02  5.35096820e-01  1.54841916e+02
 -1.43969802e+02  1.40346562e-02  1.54342907e+02 -1.43476821e+02
  4.96858449e-01  1.54850047e+02 -1.43964803e+02 -1.29148543e-02
  1.54344848e+02 -1.43440043e+02  5.29217434e-01  1.54842225e+02
 -1.43954319e+02  1.54202277e-02  1.54349712e+02 -1.43449620e+02
  4.97010847e-01  1.54839149e+02 -1.44023261e+02  2.97259688e-02
  1.54342921e+02 -1.43521194e+02  5.18365933e-01  1.54842002e+02
 -1.43972911e+02  1.80977824e-02  1.54332217e+02 -1.43468938e+02
  5.12437904e-01  1.54845740e+02 -1.43954086e+02  3.03061071e-02
  1.54335645e+02 -1.43459142e+02  5.04732404e-01  1.54825806e+02
 -1.43983171e+02  1.00272206e-02  1.54331553e+02 -1.43480015e+02
  5.39571619e-01  1.54832367e+02]
res:  5458 0.000806557747637271 0.01612064010805625 0.02637206910682601
[ 1.21572258e-10 -1.03144319e-05 -2.82916127e-01  1.61507916e+04
 -1.43938544e+02  2.39498681e-02  1.54341816e+02 -1.43466101e+02
  5.26090133e-01  1.54849576e+02 -1.43966571e+02  9.80196175e-03
  1.54331365e+02 -1.43460571e+02  5.25660351e-01  1.54843895e+02
 -1.43971627e+02  5.94911670e-02  1.54339707e+02 -1.43436841e+02
  5.02767047e-01  1.54839152e+02 -1.43942059e+02  2.36106422e-02
  1.54337927e+02 -1.43441921e+02  5.41561965e-01  1.54831319e+02
 -1.43940462e+02  3.26681883e-02  1.54352211e+02 -1.43459403e+02
  5.37020320e-01  1.54852899e+02 -1.43941482e+02  4.82938699e-02
  1.54344800e+02 -1.43447487e+02  5.35096820e-01  1.54841916e+02
 -1.43969802e+02  1.40346562e-02  1.54342907e+02 -1.43476821e+02
  4.96858449e-01  1.54850047e+02 -1.43964803e+02 -1.29148543e-02
  1.54344848e+02 -1.43440043e+02  5.29217434e-01  1.54842225e+02
 -1.43954319e+02  1.54202277e-02  1.54349712e+02 -1.43449620e+02
  4.97010847e-01  1.54839149e+02 -1.44023261e+02  2.97259688e-02
  1.54342921e+02 -1.43521194e+02  5.18365933e-01  1.54842002e+02
 -1.43972911e+02  1.80977824e-02  1.54332217e+02 -1.43468938e+02
  5.12437904e-01  1.54845740e+02 -1.43954086e+02  3.03061071e-02
  1.54335645e+02 -1.43459142e+02  5.04732404e-01  1.54825806e+02
 -1.43983171e+02  1.00272206e-02  1.54331553e+02 -1.43480015e+02
  5.39571619e-01  1.54832367e+02]
Niter:  4 row:  136 ngroup:  26 nlines:  5959 gd:  5455
[ 1.21572258e-10 -1.03144319e-05 -2.82916127e-01  1.61507916e+04
 -1.43938544e+02  2.39498681e-02  1.54341816e+02 -1.43466101e+02
  5.26090133e-01  1.54849576e+02 -1.43966571e+02  9.80196175e-03
  1.54331365e+02 -1.43460571e+02  5.25660351e-01  1.54843895e+02
 -1.43971627e+02  5.94911670e-02  1.54339707e+02 -1.43436841e+02
  5.02767047e-01  1.54839152e+02 -1.43942059e+02  2.36106422e-02
  1.54337927e+02 -1.43441921e+02  5.41561965e-01  1.54831319e+02
 -1.43940462e+02  3.26681883e-02  1.54352211e+02 -1.43459403e+02
  5.37020320e-01  1.54852899e+02 -1.43941482e+02  4.82938699e-02
  1.54344800e+02 -1.43447487e+02  5.35096820e-01  1.54841916e+02
 -1.43969802e+02  1.40346562e-02  1.54342907e+02 -1.43476821e+02
  4.96858449e-01  1.54850047e+02 -1.43964803e+02 -1.29148543e-02
  1.54344848e+02 -1.43440043e+02  5.29217434e-01  1.54842225e+02
 -1.43954319e+02  1.54202277e-02  1.54349712e+02 -1.43449620e+02
  4.97010847e-01  1.54839149e+02 -1.44023261e+02  2.97259688e-02
  1.54342921e+02 -1.43521194e+02  5.18365933e-01  1.54842002e+02
 -1.43972911e+02  1.80977824e-02  1.54332217e+02 -1.43468938e+02
  5.12437904e-01  1.54845740e+02 -1.43954086e+02  3.03061071e-02
  1.54335645e+02 -1.43459142e+02  5.04732404e-01  1.54825806e+02
 -1.43983171e+02  1.00272206e-02  1.54331553e+02 -1.43480015e+02
  5.39571619e-01  1.54832367e+02]
res:  5455 0.00014418255523196422 0.016163986023457255 0.026287867646075467
[ 1.21572246e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
Niter:  5 row:  136 ngroup:  26 nlines:  5959 gd:  5455
[ 1.21572246e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
res:  5455 0.0006374015229084762 0.016114039575768402 0.0262567467367286
[ 1.21479981e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
Niter:  6 row:  136 ngroup:  26 nlines:  5959 gd:  5449
[ 1.21479981e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
res:  5449 0.0006389313293766463 0.01608930915608653 0.026160864363417833
[ 1.21470226e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
Saving figure to  wave_resid_43670005_fiber136.png
Final values:
res:  0.0006389313293766463 0.026160864363417833
pars:  [ 1.21470226e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
136 [ 1.21470226e-10 -1.03144330e-05 -2.82916156e-01  1.61507932e+04
 -1.43936587e+02  2.62552567e-02  1.54345800e+02 -1.43453618e+02
  5.28068621e-01  1.54851316e+02 -1.43954067e+02  1.54318387e-02
  1.54331186e+02 -1.43447801e+02  5.31384360e-01  1.54843633e+02
 -1.43965054e+02  6.51605346e-02  1.54339400e+02 -1.43424183e+02
  5.08450142e-01  1.54839138e+02 -1.43929686e+02  2.92469302e-02
  1.54337644e+02 -1.43435581e+02  5.47187044e-01  1.54831126e+02
 -1.43928237e+02  3.83303527e-02  1.54351889e+02 -1.43452774e+02
  5.42709282e-01  1.54857119e+02 -1.43929059e+02  5.39745005e-02
  1.54344478e+02 -1.43434838e+02  5.40775327e-01  1.54841581e+02
 -1.43968738e+02  1.96097761e-02  1.54344914e+02 -1.43464364e+02
  4.97798365e-01  1.54849705e+02 -1.43952417e+02 -7.30911363e-03
  1.54344580e+02 -1.43427475e+02  5.34922139e-01  1.54841985e+02
 -1.43934919e+02  1.64231452e-02  1.54349271e+02 -1.43442625e+02
  5.02651842e-01  1.54838856e+02 -1.44010881e+02  3.53649297e-02
  1.54344731e+02 -1.43508657e+02  5.24016076e-01  1.54841858e+02
 -1.43960394e+02  2.37711522e-02  1.54332080e+02 -1.43456359e+02
  5.18073946e-01  1.54845535e+02 -1.43941388e+02  3.59209998e-02
  1.54335387e+02 -1.43446636e+02  5.10385749e-01  1.54825543e+02
 -1.43970370e+02  1.56835374e-02  1.54331299e+02 -1.43467775e+02
  5.45219103e-01  1.54832204e+02]
--- Row 138/300 row=137 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  137
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=137 ---
Niter:  0 row:  137 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0024531572507839883 0.017756746865416062 0.03478213584071163
[ 1.20355239e-10 -1.03138215e-05 -2.82903672e-01  1.61507726e+04
 -1.44057242e+02  9.94999992e-08  1.54320523e+02]
Niter:  1 row:  137 ngroup:  1 nlines:  247 gd:  232
[ 1.20355239e-10 -1.03138215e-05 -2.82903672e-01  1.61507726e+04
 -1.44057242e+02  9.94999992e-08  1.54320523e+02]
res:  232 -0.0028076045473426348 0.018044870495941723 0.027717083757948492
[ 1.20535169e-10 -1.03135344e-05 -2.82906739e-01  1.61507742e+04
 -1.44020639e+02  9.94899217e-08  1.54314830e+02]
Niter:  2 row:  137 ngroup:  1 nlines:  247 gd:  234
[ 1.20535169e-10 -1.03135344e-05 -2.82906739e-01  1.61507742e+04
 -1.44020639e+02  9.94899217e-08  1.54314830e+02]
res:  234 -0.0025658127924543805 0.016939172113779932 0.028465326296436944
[ 1.20683507e-10 -1.03134672e-05 -2.82908331e-01  1.61507751e+04
 -1.44008427e+02  9.97587885e-08  1.54316089e+02]
Niter:  3 row:  137 ngroup:  1 nlines:  247 gd:  233
[ 1.20683507e-10 -1.03134672e-05 -2.82908331e-01  1.61507751e+04
 -1.44008427e+02  9.97587885e-08  1.54316089e+02]
res:  233 -0.003104842986431322 0.016893858060939237 0.028029822504401686
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
Niter:  4 row:  137 ngroup:  1 nlines:  247 gd:  233
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
res:  233 -0.003104842986431322 0.016893858060939237 0.028029822504401686
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
Niter:  5 row:  137 ngroup:  1 nlines:  247 gd:  233
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
res:  233 -0.003104842986431322 0.016893858060939237 0.028029822504401686
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
Niter:  6 row:  137 ngroup:  1 nlines:  247 gd:  233
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
res:  233 -0.003104842986431322 0.016893858060939237 0.028029822504401686
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
Final values:
res:  -0.003104842986431322 0.028029822504401686
pars:  [ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
137 [ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02]
elapsed: 3.0 sec.
Niter:  0 row:  137 ngroup:  26 nlines:  5755 gd:  5755
[ 1.20666662e-10 -1.03134918e-05 -2.82907961e-01  1.61507762e+04
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02 -1.44006625e+02  9.95149905e-08
  1.54320976e+02 -1.44006625e+02  9.95149905e-08  1.54320976e+02
 -1.44006625e+02  9.95149905e-08  1.54320976e+02 -1.44006625e+02
  9.95149905e-08  1.54320976e+02]
res:  5755 -0.0008057547765929485 0.016434021694294643 0.037227930999766824
[ 1.20666675e-10 -1.03134928e-05 -2.82907933e-01  1.61507746e+04
 -1.44019906e+02  7.86816873e-03  1.54315692e+02 -1.43519382e+02
  4.79098911e-01  1.54824860e+02 -1.44045891e+02 -2.74443030e-03
  1.54316885e+02 -1.43550352e+02  4.71194972e-01  1.54821104e+02
 -1.44018375e+02 -3.69018904e-03  1.54344781e+02 -1.43599734e+02
  4.44731664e-01  1.54830600e+02 -1.44029664e+02 -2.58999831e-02
  1.54319248e+02 -1.43558688e+02  4.48116030e-01  1.54812339e+02
 -1.44010279e+02 -1.85905854e-02  1.54325915e+02 -1.43523733e+02
  4.76698303e-01  1.54813931e+02 -1.44032278e+02 -8.19079182e-03
  1.54335714e+02 -1.43567350e+02  4.69332278e-01  1.54820326e+02
 -1.44072861e+02 -1.68079905e-02  1.54323140e+02 -1.43579163e+02
  4.80623827e-01  1.54804539e+02 -1.44034857e+02 -2.53899576e-02
  1.54323112e+02 -1.43560881e+02  4.77205112e-01  1.54827426e+02
 -1.44032927e+02  5.73338117e-03  1.54327532e+02 -1.43558881e+02
  4.81429999e-01  1.54817946e+02 -1.44029252e+02 -1.94796735e-03
  1.54319783e+02 -1.43531000e+02  4.36561946e-01  1.54822245e+02
 -1.44068543e+02 -3.29195733e-02  1.54313224e+02 -1.43594829e+02
  4.66253164e-01  1.54830797e+02 -1.44038040e+02 -1.24442203e-03
  1.54311862e+02 -1.43586151e+02  4.65420580e-01  1.54818440e+02
 -1.44043454e+02 -1.20813249e-02  1.54321732e+02 -1.43563065e+02
  4.45341159e-01  1.54813392e+02]
Niter:  1 row:  137 ngroup:  26 nlines:  5755 gd:  5354
[ 1.20666675e-10 -1.03134928e-05 -2.82907933e-01  1.61507746e+04
 -1.44019906e+02  7.86816873e-03  1.54315692e+02 -1.43519382e+02
  4.79098911e-01  1.54824860e+02 -1.44045891e+02 -2.74443030e-03
  1.54316885e+02 -1.43550352e+02  4.71194972e-01  1.54821104e+02
 -1.44018375e+02 -3.69018904e-03  1.54344781e+02 -1.43599734e+02
  4.44731664e-01  1.54830600e+02 -1.44029664e+02 -2.58999831e-02
  1.54319248e+02 -1.43558688e+02  4.48116030e-01  1.54812339e+02
 -1.44010279e+02 -1.85905854e-02  1.54325915e+02 -1.43523733e+02
  4.76698303e-01  1.54813931e+02 -1.44032278e+02 -8.19079182e-03
  1.54335714e+02 -1.43567350e+02  4.69332278e-01  1.54820326e+02
 -1.44072861e+02 -1.68079905e-02  1.54323140e+02 -1.43579163e+02
  4.80623827e-01  1.54804539e+02 -1.44034857e+02 -2.53899576e-02
  1.54323112e+02 -1.43560881e+02  4.77205112e-01  1.54827426e+02
 -1.44032927e+02  5.73338117e-03  1.54327532e+02 -1.43558881e+02
  4.81429999e-01  1.54817946e+02 -1.44029252e+02 -1.94796735e-03
  1.54319783e+02 -1.43531000e+02  4.36561946e-01  1.54822245e+02
 -1.44068543e+02 -3.29195733e-02  1.54313224e+02 -1.43594829e+02
  4.66253164e-01  1.54830797e+02 -1.44038040e+02 -1.24442203e-03
  1.54311862e+02 -1.43586151e+02  4.65420580e-01  1.54818440e+02
 -1.44043454e+02 -1.20813249e-02  1.54321732e+02 -1.43563065e+02
  4.45341159e-01  1.54813392e+02]
res:  5354 -0.0005848156251886394 0.01612961586943129 0.026476657001989676
[ 1.20666662e-10 -1.03134939e-05 -2.82907961e-01  1.61507762e+04
 -1.44006665e+02  3.32670165e-03  1.54318710e+02 -1.43512442e+02
  4.80618029e-01  1.54827202e+02 -1.44074279e+02 -1.10284886e-02
  1.54327599e+02 -1.43550266e+02  4.65537532e-01  1.54826088e+02
 -1.44022456e+02  3.42932474e-04  1.54353010e+02 -1.43550385e+02
  4.63786090e-01  1.54833845e+02 -1.43998777e+02 -8.31200024e-03
  1.54328281e+02 -1.43544629e+02  4.47170405e-01  1.54824031e+02
 -1.43994827e+02  5.82651352e-03  1.54335145e+02 -1.43501434e+02
  4.64403365e-01  1.54825479e+02 -1.44015479e+02 -1.87146004e-02
  1.54339913e+02 -1.43549097e+02  4.75911873e-01  1.54828359e+02
 -1.44048862e+02 -2.28366061e-02  1.54328847e+02 -1.43576744e+02
  4.69745487e-01  1.54813485e+02 -1.44019366e+02 -1.77475809e-02
  1.54332885e+02 -1.43522677e+02  4.64722158e-01  1.54829648e+02
 -1.44022366e+02 -2.90970791e-02  1.54332260e+02 -1.43568935e+02
  4.80943727e-01  1.54820404e+02 -1.44050801e+02 -1.67792905e-02
  1.54326606e+02 -1.43514401e+02  4.59680134e-01  1.54835343e+02
 -1.44028643e+02 -3.36647692e-02  1.54321076e+02 -1.43566853e+02
  4.67156197e-01  1.54827800e+02 -1.44043841e+02 -2.98829122e-02
  1.54315432e+02 -1.43555498e+02  4.52046931e-01  1.54828696e+02
 -1.44025244e+02 -3.25770083e-02  1.54325609e+02 -1.43563033e+02
  4.66183416e-01  1.54814689e+02]
Niter:  2 row:  137 ngroup:  26 nlines:  5755 gd:  5339
[ 1.20666662e-10 -1.03134939e-05 -2.82907961e-01  1.61507762e+04
 -1.44006665e+02  3.32670165e-03  1.54318710e+02 -1.43512442e+02
  4.80618029e-01  1.54827202e+02 -1.44074279e+02 -1.10284886e-02
  1.54327599e+02 -1.43550266e+02  4.65537532e-01  1.54826088e+02
 -1.44022456e+02  3.42932474e-04  1.54353010e+02 -1.43550385e+02
  4.63786090e-01  1.54833845e+02 -1.43998777e+02 -8.31200024e-03
  1.54328281e+02 -1.43544629e+02  4.47170405e-01  1.54824031e+02
 -1.43994827e+02  5.82651352e-03  1.54335145e+02 -1.43501434e+02
  4.64403365e-01  1.54825479e+02 -1.44015479e+02 -1.87146004e-02
  1.54339913e+02 -1.43549097e+02  4.75911873e-01  1.54828359e+02
 -1.44048862e+02 -2.28366061e-02  1.54328847e+02 -1.43576744e+02
  4.69745487e-01  1.54813485e+02 -1.44019366e+02 -1.77475809e-02
  1.54332885e+02 -1.43522677e+02  4.64722158e-01  1.54829648e+02
 -1.44022366e+02 -2.90970791e-02  1.54332260e+02 -1.43568935e+02
  4.80943727e-01  1.54820404e+02 -1.44050801e+02 -1.67792905e-02
  1.54326606e+02 -1.43514401e+02  4.59680134e-01  1.54835343e+02
 -1.44028643e+02 -3.36647692e-02  1.54321076e+02 -1.43566853e+02
  4.67156197e-01  1.54827800e+02 -1.44043841e+02 -2.98829122e-02
  1.54315432e+02 -1.43555498e+02  4.52046931e-01  1.54828696e+02
 -1.44025244e+02 -3.25770083e-02  1.54325609e+02 -1.43563033e+02
  4.66183416e-01  1.54814689e+02]
res:  5339 -0.0005763295012002345 0.016209262827032944 0.02617315250890965
[ 1.20666650e-10 -1.03134949e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65908500e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399569e-02
  1.54332329e+02 -1.43543296e+02  4.61415372e-01  1.54833110e+02
 -1.44021399e+02  6.00781501e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183353e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121756e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415096e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
Niter:  3 row:  137 ngroup:  26 nlines:  5755 gd:  5338
[ 1.20666650e-10 -1.03134949e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65908500e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399569e-02
  1.54332329e+02 -1.43543296e+02  4.61415372e-01  1.54833110e+02
 -1.44021399e+02  6.00781501e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183353e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121756e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415096e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
res:  5338 -0.0004496045021369355 0.01620354065016727 0.02615046089036638
[ 1.20637222e-10 -1.03134949e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65908500e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399569e-02
  1.54332329e+02 -1.43543296e+02  4.61415372e-01  1.54833110e+02
 -1.44021399e+02  6.00781501e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183353e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121756e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415096e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
Niter:  4 row:  137 ngroup:  26 nlines:  5755 gd:  5339
[ 1.20637222e-10 -1.03134949e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65908500e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399569e-02
  1.54332329e+02 -1.43543296e+02  4.61415372e-01  1.54833110e+02
 -1.44021399e+02  6.00781501e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183353e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121756e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415096e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
res:  5339 -0.00044551559767569415 0.01621065721155901 0.0261660987523256
[ 1.20637223e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
Niter:  5 row:  137 ngroup:  26 nlines:  5755 gd:  5339
[ 1.20637223e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
res:  5339 -0.00044684315798804164 0.016207611282879952 0.02616610190290007
[ 1.20637382e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
Niter:  6 row:  137 ngroup:  26 nlines:  5755 gd:  5339
[ 1.20637382e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
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 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
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  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
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 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
res:  5339 -0.0004454978225112427 0.016210683133977 0.026166098478833867
[ 1.20637224e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
Saving figure to  wave_resid_43670005_fiber137.png
Final values:
res:  -0.0004454978225112427 0.026166098478833867
pars:  [ 1.20637224e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
137 [ 1.20637224e-10 -1.03134959e-05 -2.82907989e-01  1.61507778e+04
 -1.43999670e+02  5.65907973e-03  1.54323428e+02 -1.43505502e+02
  4.86323431e-01  1.54831925e+02 -1.44067269e+02 -1.03399570e-02
  1.54332329e+02 -1.43543296e+02  4.61415366e-01  1.54833110e+02
 -1.44021399e+02  6.00781500e-03  1.54357734e+02 -1.43530883e+02
  4.74656777e-01  1.54838556e+02 -1.43991785e+02  7.23183352e-03
  1.54333008e+02 -1.43530920e+02  4.52839023e-01  1.54828758e+02
 -1.43987845e+02  1.15240898e-02  1.54339876e+02 -1.43494454e+02
  4.62297619e-01  1.54830205e+02 -1.44003646e+02 -1.69013268e-02
  1.54344648e+02 -1.43542134e+02  4.81608612e-01  1.54833075e+02
 -1.44041921e+02 -2.72929335e-02  1.54333579e+02 -1.43569757e+02
  4.70121750e-01  1.54818203e+02 -1.44012399e+02 -1.20614690e-02
  1.54339870e+02 -1.43515699e+02  4.70405584e-01  1.54834367e+02
 -1.44015401e+02 -2.34252589e-02  1.54332775e+02 -1.43568107e+02
  4.86617965e-01  1.54825118e+02 -1.44050607e+02 -1.61415097e-02
  1.54331333e+02 -1.43507433e+02  4.65363510e-01  1.54842234e+02
 -1.44009411e+02 -3.34178521e-02  1.54325811e+02 -1.43546827e+02
  4.72843649e-01  1.54832524e+02 -1.44036861e+02 -3.46508390e-02
  1.54320149e+02 -1.43536844e+02  4.57724198e-01  1.54835656e+02
 -1.44018251e+02 -2.68994211e-02  1.54330327e+02 -1.43562444e+02
  4.71855963e-01  1.54819418e+02]
--- Row 139/300 row=138 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  138
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=138 ---
Niter:  0 row:  138 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0007902249271865003 0.015808542844752083 0.037687604604896174
[ 1.20548200e-10 -1.03143195e-05 -2.82902840e-01  1.61507668e+04
 -1.44046331e+02  8.99036023e-14  1.54326758e+02]
Niter:  1 row:  138 ngroup:  1 nlines:  251 gd:  225
[ 1.20548200e-10 -1.03143195e-05 -2.82902840e-01  1.61507668e+04
 -1.44046331e+02  8.99036023e-14  1.54326758e+02]
res:  225 2.615763878566213e-05 0.016248436808382394 0.025045610418794127
[ 1.20357765e-10 -1.03138850e-05 -2.82901219e-01  1.61507729e+04
 -1.44028254e+02 -2.22438926e-12  1.54359196e+02]
Niter:  2 row:  138 ngroup:  1 nlines:  251 gd:  229
[ 1.20357765e-10 -1.03138850e-05 -2.82901219e-01  1.61507729e+04
 -1.44028254e+02 -2.22438926e-12  1.54359196e+02]
res:  229 0.0002071650669677183 0.016551144766708603 0.026390670946846283
[ 1.20429204e-10 -1.03137395e-05 -2.82903131e-01  1.61507748e+04
 -1.43992211e+02  1.68675237e-11  1.54357189e+02]
Niter:  3 row:  138 ngroup:  1 nlines:  251 gd:  231
[ 1.20429204e-10 -1.03137395e-05 -2.82903131e-01  1.61507748e+04
 -1.43992211e+02  1.68675237e-11  1.54357189e+02]
res:  231 0.00027211021733819507 0.01671208254992962 0.027074417555054714
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
Niter:  4 row:  138 ngroup:  1 nlines:  251 gd:  231
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
res:  231 0.00027211021733819507 0.01671208254992962 0.027074417555054714
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
Niter:  5 row:  138 ngroup:  1 nlines:  251 gd:  231
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
res:  231 0.00027211021733819507 0.01671208254992962 0.027074417555054714
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
Niter:  6 row:  138 ngroup:  1 nlines:  251 gd:  231
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
res:  231 0.00027211021733819507 0.01671208254992962 0.027074417555054714
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
Final values:
res:  0.00027211021733819507 0.027074417555054714
pars:  [ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
138 [ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02]
elapsed: 2.9 sec.
Niter:  0 row:  138 ngroup:  26 nlines:  5737 gd:  5737
[ 1.20496229e-10 -1.03135824e-05 -2.82904982e-01  1.61507758e+04
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02 -1.43966343e+02  1.00181400e-10
  1.54352732e+02 -1.43966343e+02  1.00181400e-10  1.54352732e+02
 -1.43966343e+02  1.00181400e-10  1.54352732e+02 -1.43966343e+02
  1.00181400e-10  1.54352732e+02]
res:  5737 -8.770030217419844e-05 0.01734310920255666 0.039800850999645226
[ 1.20496242e-10 -1.03135834e-05 -2.82904953e-01  1.61507742e+04
 -1.43981523e+02  2.69899287e-02  1.54344799e+02 -1.43492066e+02
  4.96522200e-01  1.54850482e+02 -1.44029225e+02 -1.15627079e-02
  1.54326585e+02 -1.43516484e+02  4.96600664e-01  1.54842266e+02
 -1.43960009e+02  2.05382228e-03  1.54374063e+02 -1.43518395e+02
  4.50275717e-01  1.54848469e+02 -1.43987054e+02  8.39085580e-03
  1.54358239e+02 -1.43495008e+02  4.54402104e-01  1.54845827e+02
 -1.43993874e+02  6.56554358e-03  1.54354120e+02 -1.43502202e+02
  4.79105848e-01  1.54860621e+02 -1.43988355e+02  1.26577128e-02
  1.54352114e+02 -1.43491932e+02  4.83331292e-01  1.54849011e+02
 -1.43991167e+02  1.03283440e-02  1.54343116e+02 -1.43499648e+02
  4.83914942e-01  1.54861978e+02 -1.43987196e+02  2.21318509e-02
  1.54357671e+02 -1.43520536e+02  5.10283237e-01  1.54872284e+02
 -1.43975839e+02 -1.03870239e-02  1.54354794e+02 -1.43478401e+02
  4.62926145e-01  1.54841017e+02 -1.43971511e+02 -2.16041326e-02
  1.54355462e+02 -1.43535194e+02  4.92333399e-01  1.54869708e+02
 -1.44003293e+02 -4.21062756e-03  1.54363062e+02 -1.43521600e+02
  4.91993718e-01  1.54845732e+02 -1.44002864e+02 -1.47564267e-02
  1.54349058e+02 -1.43554131e+02  4.71974908e-01  1.54854826e+02
 -1.43954439e+02 -3.06250111e-02  1.54335734e+02 -1.43500793e+02
  4.80131553e-01  1.54821429e+02]
Niter:  1 row:  138 ngroup:  26 nlines:  5737 gd:  5311
[ 1.20496242e-10 -1.03135834e-05 -2.82904953e-01  1.61507742e+04
 -1.43981523e+02  2.69899287e-02  1.54344799e+02 -1.43492066e+02
  4.96522200e-01  1.54850482e+02 -1.44029225e+02 -1.15627079e-02
  1.54326585e+02 -1.43516484e+02  4.96600664e-01  1.54842266e+02
 -1.43960009e+02  2.05382228e-03  1.54374063e+02 -1.43518395e+02
  4.50275717e-01  1.54848469e+02 -1.43987054e+02  8.39085580e-03
  1.54358239e+02 -1.43495008e+02  4.54402104e-01  1.54845827e+02
 -1.43993874e+02  6.56554358e-03  1.54354120e+02 -1.43502202e+02
  4.79105848e-01  1.54860621e+02 -1.43988355e+02  1.26577128e-02
  1.54352114e+02 -1.43491932e+02  4.83331292e-01  1.54849011e+02
 -1.43991167e+02  1.03283440e-02  1.54343116e+02 -1.43499648e+02
  4.83914942e-01  1.54861978e+02 -1.43987196e+02  2.21318509e-02
  1.54357671e+02 -1.43520536e+02  5.10283237e-01  1.54872284e+02
 -1.43975839e+02 -1.03870239e-02  1.54354794e+02 -1.43478401e+02
  4.62926145e-01  1.54841017e+02 -1.43971511e+02 -2.16041326e-02
  1.54355462e+02 -1.43535194e+02  4.92333399e-01  1.54869708e+02
 -1.44003293e+02 -4.21062756e-03  1.54363062e+02 -1.43521600e+02
  4.91993718e-01  1.54845732e+02 -1.44002864e+02 -1.47564267e-02
  1.54349058e+02 -1.43554131e+02  4.71974908e-01  1.54854826e+02
 -1.43954439e+02 -3.06250111e-02  1.54335734e+02 -1.43500793e+02
  4.80131553e-01  1.54821429e+02]
res:  5311 0.00021197904789005406 0.01739336636092048 0.027528435247683208
[ 1.20496229e-10 -1.03135844e-05 -2.82904982e-01  1.61507758e+04
 -1.43966381e+02  1.20253815e-02  1.54354708e+02 -1.43467922e+02
  4.80298786e-01  1.54854720e+02 -1.43988264e+02 -1.92301241e-02
  1.54340650e+02 -1.43506932e+02  5.17140952e-01  1.54850338e+02
 -1.43958647e+02  2.98600693e-03  1.54370786e+02 -1.43491983e+02
  4.70008137e-01  1.54852795e+02 -1.43975649e+02  3.20372603e-03
  1.54359012e+02 -1.43492458e+02  4.85882744e-01  1.54857957e+02
 -1.43995229e+02 -2.48359379e-03  1.54354276e+02 -1.43494957e+02
  4.74133049e-01  1.54862037e+02 -1.43992316e+02  1.76802557e-02
  1.54354611e+02 -1.43487942e+02  4.82633037e-01  1.54852177e+02
 -1.43979690e+02  1.20895833e-02  1.54350391e+02 -1.43496659e+02
  4.85508600e-01  1.54868998e+02 -1.43988117e+02  3.17664759e-02
  1.54368262e+02 -1.43496074e+02  5.16431151e-01  1.54869276e+02
 -1.43993103e+02 -2.55924329e-03  1.54354642e+02 -1.43481737e+02
  4.75415018e-01  1.54862006e+02 -1.43975490e+02 -3.02053122e-03
  1.54370032e+02 -1.43524247e+02  5.09200023e-01  1.54868581e+02
 -1.43987972e+02 -2.30491786e-03  1.54356808e+02 -1.43503964e+02
  5.03744371e-01  1.54858061e+02 -1.43962445e+02 -1.37745574e-02
  1.54361227e+02 -1.43526957e+02  4.77661323e-01  1.54857455e+02
 -1.43956077e+02 -2.49312353e-02  1.54340037e+02 -1.43475607e+02
  4.67267556e-01  1.54839004e+02]
Niter:  2 row:  138 ngroup:  26 nlines:  5737 gd:  5311
[ 1.20496229e-10 -1.03135844e-05 -2.82904982e-01  1.61507758e+04
 -1.43966381e+02  1.20253815e-02  1.54354708e+02 -1.43467922e+02
  4.80298786e-01  1.54854720e+02 -1.43988264e+02 -1.92301241e-02
  1.54340650e+02 -1.43506932e+02  5.17140952e-01  1.54850338e+02
 -1.43958647e+02  2.98600693e-03  1.54370786e+02 -1.43491983e+02
  4.70008137e-01  1.54852795e+02 -1.43975649e+02  3.20372603e-03
  1.54359012e+02 -1.43492458e+02  4.85882744e-01  1.54857957e+02
 -1.43995229e+02 -2.48359379e-03  1.54354276e+02 -1.43494957e+02
  4.74133049e-01  1.54862037e+02 -1.43992316e+02  1.76802557e-02
  1.54354611e+02 -1.43487942e+02  4.82633037e-01  1.54852177e+02
 -1.43979690e+02  1.20895833e-02  1.54350391e+02 -1.43496659e+02
  4.85508600e-01  1.54868998e+02 -1.43988117e+02  3.17664759e-02
  1.54368262e+02 -1.43496074e+02  5.16431151e-01  1.54869276e+02
 -1.43993103e+02 -2.55924329e-03  1.54354642e+02 -1.43481737e+02
  4.75415018e-01  1.54862006e+02 -1.43975490e+02 -3.02053122e-03
  1.54370032e+02 -1.43524247e+02  5.09200023e-01  1.54868581e+02
 -1.43987972e+02 -2.30491786e-03  1.54356808e+02 -1.43503964e+02
  5.03744371e-01  1.54858061e+02 -1.43962445e+02 -1.37745574e-02
  1.54361227e+02 -1.43526957e+02  4.77661323e-01  1.54857455e+02
 -1.43956077e+02 -2.49312353e-02  1.54340037e+02 -1.43475607e+02
  4.67267556e-01  1.54839004e+02]
res:  5311 0.00017312238560407422 0.017330600836430676 0.027494625822179486
[ 1.20496217e-10 -1.03135855e-05 -2.82905010e-01  1.61507769e+04
 -1.43961373e+02  8.24350740e-03  1.54357984e+02 -1.43457699e+02
  4.80360012e-01  1.54858001e+02 -1.43976866e+02 -1.52194461e-02
  1.54343928e+02 -1.43501914e+02  5.21162223e-01  1.54853619e+02
 -1.43953655e+02  6.16823228e-04  1.54374058e+02 -1.43486995e+02
  4.74037555e-01  1.54856057e+02 -1.43970650e+02  7.19575163e-03
  1.54359884e+02 -1.43487466e+02  4.89890216e-01  1.54861229e+02
 -1.43990245e+02 -1.66825341e-03  1.54357556e+02 -1.43489960e+02
  4.74441020e-01  1.54865316e+02 -1.43987319e+02  1.80086377e-02
  1.54355757e+02 -1.43488585e+02  4.86666841e-01  1.54853114e+02
 -1.43967801e+02  1.60982007e-02  1.54353668e+02 -1.43491652e+02
  4.89498686e-01  1.54874610e+02 -1.43983125e+02  3.57628613e-02
  1.54371533e+02 -1.43491054e+02  5.20465147e-01  1.54868131e+02
 -1.44002904e+02  1.44776452e-03  1.54357912e+02 -1.43476727e+02
  4.79427892e-01  1.54865283e+02 -1.43970493e+02  6.87470529e-03
  1.54373322e+02 -1.43512844e+02  5.13208376e-01  1.54871855e+02
 -1.43976349e+02  1.71442998e-03  1.54355384e+02 -1.43498985e+02
  5.07764962e-01  1.54865899e+02 -1.43957414e+02 -9.75582590e-03
  1.54364499e+02 -1.43521963e+02  4.81685312e-01  1.54860734e+02
 -1.43951107e+02 -2.08969317e-02  1.54343303e+02 -1.43470629e+02
  4.65487754e-01  1.54844740e+02]
Niter:  3 row:  138 ngroup:  26 nlines:  5737 gd:  5311
[ 1.20496217e-10 -1.03135855e-05 -2.82905010e-01  1.61507769e+04
 -1.43961373e+02  8.24350740e-03  1.54357984e+02 -1.43457699e+02
  4.80360012e-01  1.54858001e+02 -1.43976866e+02 -1.52194461e-02
  1.54343928e+02 -1.43501914e+02  5.21162223e-01  1.54853619e+02
 -1.43953655e+02  6.16823228e-04  1.54374058e+02 -1.43486995e+02
  4.74037555e-01  1.54856057e+02 -1.43970650e+02  7.19575163e-03
  1.54359884e+02 -1.43487466e+02  4.89890216e-01  1.54861229e+02
 -1.43990245e+02 -1.66825341e-03  1.54357556e+02 -1.43489960e+02
  4.74441020e-01  1.54865316e+02 -1.43987319e+02  1.80086377e-02
  1.54355757e+02 -1.43488585e+02  4.86666841e-01  1.54853114e+02
 -1.43967801e+02  1.60982007e-02  1.54353668e+02 -1.43491652e+02
  4.89498686e-01  1.54874610e+02 -1.43983125e+02  3.57628613e-02
  1.54371533e+02 -1.43491054e+02  5.20465147e-01  1.54868131e+02
 -1.44002904e+02  1.44776452e-03  1.54357912e+02 -1.43476727e+02
  4.79427892e-01  1.54865283e+02 -1.43970493e+02  6.87470529e-03
  1.54373322e+02 -1.43512844e+02  5.13208376e-01  1.54871855e+02
 -1.43976349e+02  1.71442998e-03  1.54355384e+02 -1.43498985e+02
  5.07764962e-01  1.54865899e+02 -1.43957414e+02 -9.75582590e-03
  1.54364499e+02 -1.43521963e+02  4.81685312e-01  1.54860734e+02
 -1.43951107e+02 -2.08969317e-02  1.54343303e+02 -1.43470629e+02
  4.65487754e-01  1.54844740e+02]
res:  5311 0.000274791684205411 0.01701054075419961 0.027435787874884054
[ 1.20569064e-10 -1.03142251e-05 -2.82905795e-01  1.61507786e+04
 -1.43964825e+02  1.12237542e-02  1.54349741e+02 -1.43460552e+02
  4.85173607e-01  1.54849859e+02 -1.43980054e+02 -1.05226271e-02
  1.54335658e+02 -1.43505956e+02  5.25958689e-01  1.54845483e+02
 -1.43956776e+02  5.30778132e-03  1.54365636e+02 -1.43490033e+02
  4.78771296e-01  1.54847374e+02 -1.43974244e+02  1.17601549e-02
  1.54350490e+02 -1.43490686e+02  4.94582396e-01  1.54852812e+02
 -1.43992870e+02  3.27769623e-03  1.54349404e+02 -1.43492905e+02
  4.79417735e-01  1.54857122e+02 -1.43990528e+02  2.29113967e-02
  1.54347542e+02 -1.43491223e+02  4.91569768e-01  1.54844900e+02
 -1.43970848e+02  2.07270590e-02  1.54345407e+02 -1.43495056e+02
  4.93944361e-01  1.54866162e+02 -1.43986247e+02  4.03179376e-02
  1.54363093e+02 -1.43494781e+02  5.25253710e-01  1.54859788e+02
 -1.44010154e+02  6.09294194e-03  1.54349461e+02 -1.43480437e+02
  4.84075952e-01  1.54857017e+02 -1.43973658e+02  1.14597323e-02
  1.54365333e+02 -1.43516789e+02  5.17867915e-01  1.54863513e+02
 -1.43976720e+02  6.51064054e-03  1.54347013e+02 -1.43501744e+02
  5.12519290e-01  1.54857411e+02 -1.43961690e+02 -5.02326049e-03
  1.54356134e+02 -1.43525219e+02  4.86385609e-01  1.54852538e+02
 -1.43953609e+02 -1.60428871e-02  1.54334743e+02 -1.43473402e+02
  4.70225717e-01  1.54836154e+02]
Niter:  4 row:  138 ngroup:  26 nlines:  5737 gd:  5295
[ 1.20569064e-10 -1.03142251e-05 -2.82905795e-01  1.61507786e+04
 -1.43964825e+02  1.12237542e-02  1.54349741e+02 -1.43460552e+02
  4.85173607e-01  1.54849859e+02 -1.43980054e+02 -1.05226271e-02
  1.54335658e+02 -1.43505956e+02  5.25958689e-01  1.54845483e+02
 -1.43956776e+02  5.30778132e-03  1.54365636e+02 -1.43490033e+02
  4.78771296e-01  1.54847374e+02 -1.43974244e+02  1.17601549e-02
  1.54350490e+02 -1.43490686e+02  4.94582396e-01  1.54852812e+02
 -1.43992870e+02  3.27769623e-03  1.54349404e+02 -1.43492905e+02
  4.79417735e-01  1.54857122e+02 -1.43990528e+02  2.29113967e-02
  1.54347542e+02 -1.43491223e+02  4.91569768e-01  1.54844900e+02
 -1.43970848e+02  2.07270590e-02  1.54345407e+02 -1.43495056e+02
  4.93944361e-01  1.54866162e+02 -1.43986247e+02  4.03179376e-02
  1.54363093e+02 -1.43494781e+02  5.25253710e-01  1.54859788e+02
 -1.44010154e+02  6.09294194e-03  1.54349461e+02 -1.43480437e+02
  4.84075952e-01  1.54857017e+02 -1.43973658e+02  1.14597323e-02
  1.54365333e+02 -1.43516789e+02  5.17867915e-01  1.54863513e+02
 -1.43976720e+02  6.51064054e-03  1.54347013e+02 -1.43501744e+02
  5.12519290e-01  1.54857411e+02 -1.43961690e+02 -5.02326049e-03
  1.54356134e+02 -1.43525219e+02  4.86385609e-01  1.54852538e+02
 -1.43953609e+02 -1.60428871e-02  1.54334743e+02 -1.43473402e+02
  4.70225717e-01  1.54836154e+02]
res:  5295 0.00033260743293794803 0.01712376235263946 0.02714397834635049
[ 1.20569052e-10 -1.03142262e-05 -2.82905824e-01  1.61507778e+04
 -1.43966192e+02  6.34457549e-03  1.54345536e+02 -1.43462116e+02
  4.82524385e-01  1.54847722e+02 -1.43981314e+02 -1.31565186e-02
  1.54333576e+02 -1.43506978e+02  5.23317433e-01  1.54843342e+02
 -1.43958181e+02  2.67255675e-03  1.54361265e+02 -1.43484771e+02
  4.76130486e-01  1.54847694e+02 -1.43975371e+02  9.15537983e-03
  1.54344822e+02 -1.43492008e+02  4.91955057e-01  1.54850710e+02
 -1.43994542e+02  6.22245411e-04  1.54347242e+02 -1.43494498e+02
  4.76753066e-01  1.54854976e+02 -1.43991915e+02  2.02590110e-02
  1.54345384e+02 -1.43492850e+02  4.88913815e-01  1.54845179e+02
 -1.43979219e+02  1.23435807e-02  1.54343282e+02 -1.43502862e+02
  4.85328136e-01  1.54864049e+02 -1.43987622e+02  3.77174900e-02
  1.54360991e+02 -1.43496061e+02  5.22600646e-01  1.54857656e+02
 -1.44007543e+02 -2.44202779e-03  1.54347338e+02 -1.43481617e+02
  4.81456830e-01  1.54854898e+02 -1.43975054e+02  8.85169843e-03
  1.54363243e+02 -1.43517834e+02  5.22318441e-01  1.54861381e+02
 -1.43973950e+02  3.86827846e-03  1.54344900e+02 -1.43503194e+02
  5.09878202e-01  1.54855312e+02 -1.43962743e+02 -7.66800199e-03
  1.54356237e+02 -1.43520517e+02  4.83756189e-01  1.54850424e+02
 -1.43955166e+02 -1.87065026e-02  1.54330302e+02 -1.43474788e+02
  4.67584653e-01  1.54834066e+02]
Niter:  5 row:  138 ngroup:  26 nlines:  5737 gd:  5297
[ 1.20569052e-10 -1.03142262e-05 -2.82905824e-01  1.61507778e+04
 -1.43966192e+02  6.34457549e-03  1.54345536e+02 -1.43462116e+02
  4.82524385e-01  1.54847722e+02 -1.43981314e+02 -1.31565186e-02
  1.54333576e+02 -1.43506978e+02  5.23317433e-01  1.54843342e+02
 -1.43958181e+02  2.67255675e-03  1.54361265e+02 -1.43484771e+02
  4.76130486e-01  1.54847694e+02 -1.43975371e+02  9.15537983e-03
  1.54344822e+02 -1.43492008e+02  4.91955057e-01  1.54850710e+02
 -1.43994542e+02  6.22245411e-04  1.54347242e+02 -1.43494498e+02
  4.76753066e-01  1.54854976e+02 -1.43991915e+02  2.02590110e-02
  1.54345384e+02 -1.43492850e+02  4.88913815e-01  1.54845179e+02
 -1.43979219e+02  1.23435807e-02  1.54343282e+02 -1.43502862e+02
  4.85328136e-01  1.54864049e+02 -1.43987622e+02  3.77174900e-02
  1.54360991e+02 -1.43496061e+02  5.22600646e-01  1.54857656e+02
 -1.44007543e+02 -2.44202779e-03  1.54347338e+02 -1.43481617e+02
  4.81456830e-01  1.54854898e+02 -1.43975054e+02  8.85169843e-03
  1.54363243e+02 -1.43517834e+02  5.22318441e-01  1.54861381e+02
 -1.43973950e+02  3.86827846e-03  1.54344900e+02 -1.43503194e+02
  5.09878202e-01  1.54855312e+02 -1.43962743e+02 -7.66800199e-03
  1.54356237e+02 -1.43520517e+02  4.83756189e-01  1.54850424e+02
 -1.43955166e+02 -1.87065026e-02  1.54330302e+02 -1.43474788e+02
  4.67584653e-01  1.54834066e+02]
res:  5297 0.0004416250048961956 0.01693468449775537 0.027165144564044792
[ 1.20637455e-10 -1.03146949e-05 -2.82906538e-01  1.61507794e+04
 -1.43965258e+02  1.15605207e-02  1.54340567e+02 -1.43460877e+02
  4.87619219e-01  1.54842866e+02 -1.43980096e+02 -8.08398162e-03
  1.54328660e+02 -1.43506226e+02  5.28468882e-01  1.54838486e+02
 -1.43957030e+02  7.76020935e-03  1.54356197e+02 -1.43483479e+02
  4.81241733e-01  1.54845112e+02 -1.43974368e+02  1.41227028e-02
  1.54339825e+02 -1.43490867e+02  4.97037786e-01  1.54845684e+02
 -1.43993215e+02  5.80994162e-03  1.54342362e+02 -1.43493351e+02
  4.81985271e-01  1.54850077e+02 -1.43990813e+02  2.54263164e-02
  1.54340467e+02 -1.43491500e+02  4.94087102e-01  1.54840320e+02
 -1.43978052e+02  1.73343814e-02  1.54338349e+02 -1.43501971e+02
  4.90168557e-01  1.54858992e+02 -1.43986445e+02  4.26691590e-02
  1.54355951e+02 -1.43495262e+02  5.27758350e-01  1.54852665e+02
 -1.44006460e+02  2.55434080e-03  1.54342269e+02 -1.43480734e+02
  4.86496784e-01  1.54849964e+02 -1.43973923e+02  1.38219742e-02
  1.54358524e+02 -1.43517029e+02  5.34930059e-01  1.54856391e+02
 -1.43973193e+02  9.01309118e-03  1.54339897e+02 -1.43501799e+02
  5.14996419e-01  1.54850232e+02 -1.43962191e+02 -2.56405320e-03
  1.54351236e+02 -1.43519165e+02  4.88818844e-01  1.54845543e+02
 -1.43953664e+02 -1.34947768e-02  1.54325168e+02 -1.43473350e+02
  4.72697218e-01  1.54828930e+02]
Niter:  6 row:  138 ngroup:  26 nlines:  5737 gd:  5292
[ 1.20637455e-10 -1.03146949e-05 -2.82906538e-01  1.61507794e+04
 -1.43965258e+02  1.15605207e-02  1.54340567e+02 -1.43460877e+02
  4.87619219e-01  1.54842866e+02 -1.43980096e+02 -8.08398162e-03
  1.54328660e+02 -1.43506226e+02  5.28468882e-01  1.54838486e+02
 -1.43957030e+02  7.76020935e-03  1.54356197e+02 -1.43483479e+02
  4.81241733e-01  1.54845112e+02 -1.43974368e+02  1.41227028e-02
  1.54339825e+02 -1.43490867e+02  4.97037786e-01  1.54845684e+02
 -1.43993215e+02  5.80994162e-03  1.54342362e+02 -1.43493351e+02
  4.81985271e-01  1.54850077e+02 -1.43990813e+02  2.54263164e-02
  1.54340467e+02 -1.43491500e+02  4.94087102e-01  1.54840320e+02
 -1.43978052e+02  1.73343814e-02  1.54338349e+02 -1.43501971e+02
  4.90168557e-01  1.54858992e+02 -1.43986445e+02  4.26691590e-02
  1.54355951e+02 -1.43495262e+02  5.27758350e-01  1.54852665e+02
 -1.44006460e+02  2.55434080e-03  1.54342269e+02 -1.43480734e+02
  4.86496784e-01  1.54849964e+02 -1.43973923e+02  1.38219742e-02
  1.54358524e+02 -1.43517029e+02  5.34930059e-01  1.54856391e+02
 -1.43973193e+02  9.01309118e-03  1.54339897e+02 -1.43501799e+02
  5.14996419e-01  1.54850232e+02 -1.43962191e+02 -2.56405320e-03
  1.54351236e+02 -1.43519165e+02  4.88818844e-01  1.54845543e+02
 -1.43953664e+02 -1.34947768e-02  1.54325168e+02 -1.43473350e+02
  4.72697218e-01  1.54828930e+02]
res:  5292 0.00041938171671063174 0.01693640201301605 0.02707638985083444
[ 1.20639731e-10 -1.03146949e-05 -2.82906538e-01  1.61507794e+04
 -1.43965258e+02  1.15605207e-02  1.54340567e+02 -1.43460877e+02
  4.87619219e-01  1.54842866e+02 -1.43980096e+02 -8.08398162e-03
  1.54328660e+02 -1.43506226e+02  5.28468882e-01  1.54838486e+02
 -1.43957030e+02  7.76020935e-03  1.54356197e+02 -1.43483479e+02
  4.81241733e-01  1.54845112e+02 -1.43974368e+02  1.41227028e-02
  1.54339825e+02 -1.43490867e+02  4.97037786e-01  1.54845684e+02
 -1.43993215e+02  5.80994162e-03  1.54342362e+02 -1.43493351e+02
  4.81985271e-01  1.54850077e+02 -1.43990813e+02  2.54263164e-02
  1.54340467e+02 -1.43491500e+02  4.94087102e-01  1.54840320e+02
 -1.43978052e+02  1.73343814e-02  1.54338349e+02 -1.43501971e+02
  4.90168557e-01  1.54858992e+02 -1.43986445e+02  4.26691590e-02
  1.54355951e+02 -1.43495262e+02  5.27758350e-01  1.54852665e+02
 -1.44006460e+02  2.55434080e-03  1.54342269e+02 -1.43480734e+02
  4.86496784e-01  1.54849964e+02 -1.43973923e+02  1.38219742e-02
  1.54358524e+02 -1.43517029e+02  5.34930059e-01  1.54856391e+02
 -1.43973193e+02  9.01309118e-03  1.54339897e+02 -1.43501799e+02
  5.14996419e-01  1.54850232e+02 -1.43962191e+02 -2.56405320e-03
  1.54351236e+02 -1.43519165e+02  4.88818844e-01  1.54845543e+02
 -1.43953664e+02 -1.34947768e-02  1.54325168e+02 -1.43473350e+02
  4.72697218e-01  1.54828930e+02]
Saving figure to  wave_resid_43670005_fiber138.png
Final values:
res:  0.00041938171671063174 0.02707638985083444
pars:  [ 1.20639731e-10 -1.03146949e-05 -2.82906538e-01  1.61507794e+04
 -1.43965258e+02  1.15605207e-02  1.54340567e+02 -1.43460877e+02
  4.87619219e-01  1.54842866e+02 -1.43980096e+02 -8.08398162e-03
  1.54328660e+02 -1.43506226e+02  5.28468882e-01  1.54838486e+02
 -1.43957030e+02  7.76020935e-03  1.54356197e+02 -1.43483479e+02
  4.81241733e-01  1.54845112e+02 -1.43974368e+02  1.41227028e-02
  1.54339825e+02 -1.43490867e+02  4.97037786e-01  1.54845684e+02
 -1.43993215e+02  5.80994162e-03  1.54342362e+02 -1.43493351e+02
  4.81985271e-01  1.54850077e+02 -1.43990813e+02  2.54263164e-02
  1.54340467e+02 -1.43491500e+02  4.94087102e-01  1.54840320e+02
 -1.43978052e+02  1.73343814e-02  1.54338349e+02 -1.43501971e+02
  4.90168557e-01  1.54858992e+02 -1.43986445e+02  4.26691590e-02
  1.54355951e+02 -1.43495262e+02  5.27758350e-01  1.54852665e+02
 -1.44006460e+02  2.55434080e-03  1.54342269e+02 -1.43480734e+02
  4.86496784e-01  1.54849964e+02 -1.43973923e+02  1.38219742e-02
  1.54358524e+02 -1.43517029e+02  5.34930059e-01  1.54856391e+02
 -1.43973193e+02  9.01309118e-03  1.54339897e+02 -1.43501799e+02
  5.14996419e-01  1.54850232e+02 -1.43962191e+02 -2.56405320e-03
  1.54351236e+02 -1.43519165e+02  4.88818844e-01  1.54845543e+02
 -1.43953664e+02 -1.34947768e-02  1.54325168e+02 -1.43473350e+02
  4.72697218e-01  1.54828930e+02]
138 [ 1.20639731e-10 -1.03146949e-05 -2.82906538e-01  1.61507794e+04
 -1.43965258e+02  1.15605207e-02  1.54340567e+02 -1.43460877e+02
  4.87619219e-01  1.54842866e+02 -1.43980096e+02 -8.08398162e-03
  1.54328660e+02 -1.43506226e+02  5.28468882e-01  1.54838486e+02
 -1.43957030e+02  7.76020935e-03  1.54356197e+02 -1.43483479e+02
  4.81241733e-01  1.54845112e+02 -1.43974368e+02  1.41227028e-02
  1.54339825e+02 -1.43490867e+02  4.97037786e-01  1.54845684e+02
 -1.43993215e+02  5.80994162e-03  1.54342362e+02 -1.43493351e+02
  4.81985271e-01  1.54850077e+02 -1.43990813e+02  2.54263164e-02
  1.54340467e+02 -1.43491500e+02  4.94087102e-01  1.54840320e+02
 -1.43978052e+02  1.73343814e-02  1.54338349e+02 -1.43501971e+02
  4.90168557e-01  1.54858992e+02 -1.43986445e+02  4.26691590e-02
  1.54355951e+02 -1.43495262e+02  5.27758350e-01  1.54852665e+02
 -1.44006460e+02  2.55434080e-03  1.54342269e+02 -1.43480734e+02
  4.86496784e-01  1.54849964e+02 -1.43973923e+02  1.38219742e-02
  1.54358524e+02 -1.43517029e+02  5.34930059e-01  1.54856391e+02
 -1.43973193e+02  9.01309118e-03  1.54339897e+02 -1.43501799e+02
  5.14996419e-01  1.54850232e+02 -1.43962191e+02 -2.56405320e-03
  1.54351236e+02 -1.43519165e+02  4.88818844e-01  1.54845543e+02
 -1.43953664e+02 -1.34947768e-02  1.54325168e+02 -1.43473350e+02
  4.72697218e-01  1.54828930e+02]
--- Row 140/300 row=139 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  139
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=139 ---
Niter:  0 row:  139 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0009412541621713899 0.01440391578762501 0.0321092453257269
[ 1.20785729e-10 -1.03141419e-05 -2.82906498e-01  1.61507709e+04
 -1.44039963e+02  4.36539954e-14  1.54351150e+02]
Niter:  1 row:  139 ngroup:  1 nlines:  245 gd:  227
[ 1.20785729e-10 -1.03141419e-05 -2.82906498e-01  1.61507709e+04
 -1.44039963e+02  4.36539954e-14  1.54351150e+02]
res:  227 -0.0011952366621699184 0.014991897471190896 0.022081715239536732
[ 1.20985551e-10 -1.03148957e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Niter:  2 row:  139 ngroup:  1 nlines:  245 gd:  229
[ 1.20985551e-10 -1.03148957e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
res:  229 -0.0012029360404994804 0.015005418834334705 0.022824767680090303
[ 1.20983823e-10 -1.03148957e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Niter:  3 row:  139 ngroup:  1 nlines:  245 gd:  229
[ 1.20983823e-10 -1.03148957e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
res:  229 -0.0011940436052100267 0.014992385500590899 0.022824630662694568
[ 1.20985570e-10 -1.03148959e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Niter:  4 row:  139 ngroup:  1 nlines:  245 gd:  229
[ 1.20985570e-10 -1.03148959e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
res:  229 -0.0012026006897940533 0.015005065273726359 0.022824759136016122
[ 1.20983844e-10 -1.03148959e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Niter:  5 row:  139 ngroup:  1 nlines:  245 gd:  229
[ 1.20983844e-10 -1.03148959e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
res:  229 -0.0011928509557037614 0.01499287277329131 0.022824622333153657
[ 1.20985590e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Niter:  6 row:  139 ngroup:  1 nlines:  245 gd:  229
[ 1.20985590e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
res:  229 -0.0012022656028420897 0.015004711989604402 0.022824750605991005
[ 1.20983864e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
Final values:
res:  -0.0012022656028420897 0.022824750605991005
pars:  [ 1.20983864e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
139 [ 1.20983864e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02]
elapsed: 3.0 sec.
Niter:  0 row:  139 ngroup:  26 nlines:  5849 gd:  5849
[ 1.20983864e-10 -1.03148960e-05 -2.82912294e-01  1.61507746e+04
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02 -1.43993792e+02  3.37868668e-11
  1.54315258e+02 -1.43993792e+02  3.37868668e-11  1.54315258e+02
 -1.43993792e+02  3.37868668e-11  1.54315258e+02 -1.43993792e+02
  3.37868668e-11  1.54315258e+02]
res:  5849 0.0003218828969693277 0.016453131207526894 0.03862619273748343
[ 1.20983852e-10 -1.03148950e-05 -2.82912265e-01  1.61507730e+04
 -1.44004727e+02  6.85522839e-03  1.54313820e+02 -1.43470368e+02
  4.98930808e-01  1.54810418e+02 -1.44060874e+02 -1.13144528e-02
  1.54313014e+02 -1.43504192e+02  4.69627735e-01  1.54802494e+02
 -1.43969126e+02 -1.98673324e-02  1.54310542e+02 -1.43524115e+02
  4.66187979e-01  1.54818240e+02 -1.44008118e+02 -2.88789238e-02
  1.54316530e+02 -1.43556233e+02  4.48656557e-01  1.54777405e+02
 -1.43995659e+02 -8.86315960e-03  1.54310435e+02 -1.43483474e+02
  4.88221823e-01  1.54806246e+02 -1.43995935e+02  1.99748354e-02
  1.54314822e+02 -1.43490729e+02  5.01833363e-01  1.54800830e+02
 -1.44033568e+02 -2.53117198e-02  1.54302627e+02 -1.43527959e+02
  4.65814326e-01  1.54824313e+02 -1.44020881e+02  9.50879101e-03
  1.54306752e+02 -1.43521167e+02  4.89880582e-01  1.54789339e+02
 -1.44016723e+02  1.23672484e-02  1.54304811e+02 -1.43537500e+02
  4.85647998e-01  1.54808788e+02 -1.44056631e+02 -2.11874679e-02
  1.54304849e+02 -1.43539859e+02  4.60923470e-01  1.54815593e+02
 -1.44006627e+02 -2.31929151e-02  1.54286761e+02 -1.43522132e+02
  4.42440347e-01  1.54816550e+02 -1.43995049e+02 -3.18372908e-02
  1.54307315e+02 -1.43563154e+02  4.55913953e-01  1.54803115e+02
 -1.44042378e+02 -3.98425421e-02  1.54292788e+02 -1.43518722e+02
  4.59400612e-01  1.54810166e+02]
Niter:  1 row:  139 ngroup:  26 nlines:  5849 gd:  5398
[ 1.20983852e-10 -1.03148950e-05 -2.82912265e-01  1.61507730e+04
 -1.44004727e+02  6.85522839e-03  1.54313820e+02 -1.43470368e+02
  4.98930808e-01  1.54810418e+02 -1.44060874e+02 -1.13144528e-02
  1.54313014e+02 -1.43504192e+02  4.69627735e-01  1.54802494e+02
 -1.43969126e+02 -1.98673324e-02  1.54310542e+02 -1.43524115e+02
  4.66187979e-01  1.54818240e+02 -1.44008118e+02 -2.88789238e-02
  1.54316530e+02 -1.43556233e+02  4.48656557e-01  1.54777405e+02
 -1.43995659e+02 -8.86315960e-03  1.54310435e+02 -1.43483474e+02
  4.88221823e-01  1.54806246e+02 -1.43995935e+02  1.99748354e-02
  1.54314822e+02 -1.43490729e+02  5.01833363e-01  1.54800830e+02
 -1.44033568e+02 -2.53117198e-02  1.54302627e+02 -1.43527959e+02
  4.65814326e-01  1.54824313e+02 -1.44020881e+02  9.50879101e-03
  1.54306752e+02 -1.43521167e+02  4.89880582e-01  1.54789339e+02
 -1.44016723e+02  1.23672484e-02  1.54304811e+02 -1.43537500e+02
  4.85647998e-01  1.54808788e+02 -1.44056631e+02 -2.11874679e-02
  1.54304849e+02 -1.43539859e+02  4.60923470e-01  1.54815593e+02
 -1.44006627e+02 -2.31929151e-02  1.54286761e+02 -1.43522132e+02
  4.42440347e-01  1.54816550e+02 -1.43995049e+02 -3.18372908e-02
  1.54307315e+02 -1.43563154e+02  4.55913953e-01  1.54803115e+02
 -1.44042378e+02 -3.98425421e-02  1.54292788e+02 -1.43518722e+02
  4.59400612e-01  1.54810166e+02]
res:  5398 -2.5443114282097667e-06 0.01619080644013593 0.026613677479730972
[ 1.20983840e-10 -1.03148940e-05 -2.82912237e-01  1.61507741e+04
 -1.43991389e+02 -5.11058257e-03  1.54315832e+02 -1.43488679e+02
  4.91565775e-01  1.54814703e+02 -1.44054979e+02  3.27250939e-02
  1.54311203e+02 -1.43521911e+02  4.77410185e-01  1.54803274e+02
 -1.43997704e+02 -7.50334704e-03  1.54318399e+02 -1.43503313e+02
  4.56150836e-01  1.54816683e+02 -1.44009996e+02 -2.07559273e-02
  1.54323276e+02 -1.43540118e+02  4.73463645e-01  1.54800132e+02
 -1.44005027e+02 -1.54889386e-02  1.54324142e+02 -1.43500921e+02
  4.94498165e-01  1.54805008e+02 -1.44002301e+02  1.84811546e-03
  1.54311582e+02 -1.43492985e+02  4.81337434e-01  1.54807189e+02
 -1.44032404e+02 -2.35192325e-02  1.54301238e+02 -1.43544524e+02
  4.74268699e-01  1.54825743e+02 -1.44007366e+02 -1.02554164e-02
  1.54321017e+02 -1.43515263e+02  4.76715665e-01  1.54803308e+02
 -1.44022073e+02 -4.85986316e-03  1.54303566e+02 -1.43521998e+02
  4.90687731e-01  1.54812448e+02 -1.44038106e+02 -1.46317077e-02
  1.54306194e+02 -1.43501378e+02  4.58032861e-01  1.54820623e+02
 -1.44040664e+02 -1.65390498e-02  1.54297862e+02 -1.43524835e+02
  4.53777229e-01  1.54815127e+02 -1.43988755e+02 -3.52489453e-02
  1.54312742e+02 -1.43564005e+02  4.39728112e-01  1.54802268e+02
 -1.44040781e+02 -2.42970910e-02  1.54303842e+02 -1.43548348e+02
  4.63595238e-01  1.54810786e+02]
Niter:  2 row:  139 ngroup:  26 nlines:  5849 gd:  5390
[ 1.20983840e-10 -1.03148940e-05 -2.82912237e-01  1.61507741e+04
 -1.43991389e+02 -5.11058257e-03  1.54315832e+02 -1.43488679e+02
  4.91565775e-01  1.54814703e+02 -1.44054979e+02  3.27250939e-02
  1.54311203e+02 -1.43521911e+02  4.77410185e-01  1.54803274e+02
 -1.43997704e+02 -7.50334704e-03  1.54318399e+02 -1.43503313e+02
  4.56150836e-01  1.54816683e+02 -1.44009996e+02 -2.07559273e-02
  1.54323276e+02 -1.43540118e+02  4.73463645e-01  1.54800132e+02
 -1.44005027e+02 -1.54889386e-02  1.54324142e+02 -1.43500921e+02
  4.94498165e-01  1.54805008e+02 -1.44002301e+02  1.84811546e-03
  1.54311582e+02 -1.43492985e+02  4.81337434e-01  1.54807189e+02
 -1.44032404e+02 -2.35192325e-02  1.54301238e+02 -1.43544524e+02
  4.74268699e-01  1.54825743e+02 -1.44007366e+02 -1.02554164e-02
  1.54321017e+02 -1.43515263e+02  4.76715665e-01  1.54803308e+02
 -1.44022073e+02 -4.85986316e-03  1.54303566e+02 -1.43521998e+02
  4.90687731e-01  1.54812448e+02 -1.44038106e+02 -1.46317077e-02
  1.54306194e+02 -1.43501378e+02  4.58032861e-01  1.54820623e+02
 -1.44040664e+02 -1.65390498e-02  1.54297862e+02 -1.43524835e+02
  4.53777229e-01  1.54815127e+02 -1.43988755e+02 -3.52489453e-02
  1.54312742e+02 -1.43564005e+02  4.39728112e-01  1.54802268e+02
 -1.44040781e+02 -2.42970910e-02  1.54303842e+02 -1.43548348e+02
  4.63595238e-01  1.54810786e+02]
res:  5390 -0.00012636484643735457 0.016188265064556617 0.026446700744758172
[ 1.20983828e-10 -1.03148929e-05 -2.82912209e-01  1.61507734e+04
 -1.43994562e+02 -1.08744891e-02  1.54313889e+02 -1.43497768e+02
  4.89092002e-01  1.54812756e+02 -1.44058159e+02  3.02370980e-02
  1.54309266e+02 -1.43525076e+02  4.74944642e-01  1.54801333e+02
 -1.44000871e+02 -9.96598866e-03  1.54316458e+02 -1.43506482e+02
  4.53668650e-01  1.54814750e+02 -1.44013159e+02 -2.32379998e-02
  1.54321334e+02 -1.43536988e+02  4.81351142e-01  1.54798195e+02
 -1.44008196e+02 -2.81847756e-02  1.54322194e+02 -1.43504092e+02
  4.92007185e-01  1.54803069e+02 -1.44005469e+02 -6.51972485e-04
  1.54309639e+02 -1.43496147e+02  4.71743305e-01  1.54805248e+02
 -1.44035566e+02 -2.60034284e-02  1.54297054e+02 -1.43547690e+02
  4.71794463e-01  1.54823806e+02 -1.43992542e+02 -1.74923846e-02
  1.54319079e+02 -1.43518430e+02  4.74261562e-01  1.54803520e+02
 -1.44025266e+02 -7.32306580e-03  1.54301625e+02 -1.43525155e+02
  4.88224302e-01  1.54810509e+02 -1.44041283e+02 -1.71079061e-02
  1.54304248e+02 -1.43504540e+02  4.55556149e-01  1.54818688e+02
 -1.44063197e+02 -1.37331040e-02  1.54295922e+02 -1.43527980e+02
  4.51305354e-01  1.54813189e+02 -1.43991934e+02 -3.77177060e-02
  1.54310805e+02 -1.43573326e+02  4.37253888e-01  1.54800321e+02
 -1.44043947e+02 -2.20011762e-02  1.54304322e+02 -1.43557099e+02
  4.61122211e-01  1.54808845e+02]
Niter:  3 row:  139 ngroup:  26 nlines:  5849 gd:  5391
[ 1.20983828e-10 -1.03148929e-05 -2.82912209e-01  1.61507734e+04
 -1.43994562e+02 -1.08744891e-02  1.54313889e+02 -1.43497768e+02
  4.89092002e-01  1.54812756e+02 -1.44058159e+02  3.02370980e-02
  1.54309266e+02 -1.43525076e+02  4.74944642e-01  1.54801333e+02
 -1.44000871e+02 -9.96598866e-03  1.54316458e+02 -1.43506482e+02
  4.53668650e-01  1.54814750e+02 -1.44013159e+02 -2.32379998e-02
  1.54321334e+02 -1.43536988e+02  4.81351142e-01  1.54798195e+02
 -1.44008196e+02 -2.81847756e-02  1.54322194e+02 -1.43504092e+02
  4.92007185e-01  1.54803069e+02 -1.44005469e+02 -6.51972485e-04
  1.54309639e+02 -1.43496147e+02  4.71743305e-01  1.54805248e+02
 -1.44035566e+02 -2.60034284e-02  1.54297054e+02 -1.43547690e+02
  4.71794463e-01  1.54823806e+02 -1.43992542e+02 -1.74923846e-02
  1.54319079e+02 -1.43518430e+02  4.74261562e-01  1.54803520e+02
 -1.44025266e+02 -7.32306580e-03  1.54301625e+02 -1.43525155e+02
  4.88224302e-01  1.54810509e+02 -1.44041283e+02 -1.71079061e-02
  1.54304248e+02 -1.43504540e+02  4.55556149e-01  1.54818688e+02
 -1.44063197e+02 -1.37331040e-02  1.54295922e+02 -1.43527980e+02
  4.51305354e-01  1.54813189e+02 -1.43991934e+02 -3.77177060e-02
  1.54310805e+02 -1.43573326e+02  4.37253888e-01  1.54800321e+02
 -1.44043947e+02 -2.20011762e-02  1.54304322e+02 -1.43557099e+02
  4.61122211e-01  1.54808845e+02]
res:  5391 3.0874725780449808e-06 0.016243038578977576 0.026460256731711904
[ 1.20958231e-10 -1.03148929e-05 -2.82912209e-01  1.61507734e+04
 -1.43994562e+02 -1.08744891e-02  1.54313889e+02 -1.43497768e+02
  4.89092002e-01  1.54812756e+02 -1.44058159e+02  3.02370980e-02
  1.54309266e+02 -1.43525076e+02  4.74944642e-01  1.54801333e+02
 -1.44000871e+02 -9.96598866e-03  1.54316458e+02 -1.43506482e+02
  4.53668650e-01  1.54814750e+02 -1.44013159e+02 -2.32379998e-02
  1.54321334e+02 -1.43536988e+02  4.81351142e-01  1.54798195e+02
 -1.44008196e+02 -2.81847756e-02  1.54322194e+02 -1.43504092e+02
  4.92007185e-01  1.54803069e+02 -1.44005469e+02 -6.51972485e-04
  1.54309639e+02 -1.43496147e+02  4.71743305e-01  1.54805248e+02
 -1.44035566e+02 -2.60034284e-02  1.54297054e+02 -1.43547690e+02
  4.71794463e-01  1.54823806e+02 -1.43992542e+02 -1.74923846e-02
  1.54319079e+02 -1.43518430e+02  4.74261562e-01  1.54803520e+02
 -1.44025266e+02 -7.32306580e-03  1.54301625e+02 -1.43525155e+02
  4.88224302e-01  1.54810509e+02 -1.44041283e+02 -1.71079061e-02
  1.54304248e+02 -1.43504540e+02  4.55556149e-01  1.54818688e+02
 -1.44063197e+02 -1.37331040e-02  1.54295922e+02 -1.43527980e+02
  4.51305354e-01  1.54813189e+02 -1.43991934e+02 -3.77177060e-02
  1.54310805e+02 -1.43573326e+02  4.37253888e-01  1.54800321e+02
 -1.44043947e+02 -2.20011762e-02  1.54304322e+02 -1.43557099e+02
  4.61122211e-01  1.54808845e+02]
Niter:  4 row:  139 ngroup:  26 nlines:  5849 gd:  5391
[ 1.20958231e-10 -1.03148929e-05 -2.82912209e-01  1.61507734e+04
 -1.43994562e+02 -1.08744891e-02  1.54313889e+02 -1.43497768e+02
  4.89092002e-01  1.54812756e+02 -1.44058159e+02  3.02370980e-02
  1.54309266e+02 -1.43525076e+02  4.74944642e-01  1.54801333e+02
 -1.44000871e+02 -9.96598866e-03  1.54316458e+02 -1.43506482e+02
  4.53668650e-01  1.54814750e+02 -1.44013159e+02 -2.32379998e-02
  1.54321334e+02 -1.43536988e+02  4.81351142e-01  1.54798195e+02
 -1.44008196e+02 -2.81847756e-02  1.54322194e+02 -1.43504092e+02
  4.92007185e-01  1.54803069e+02 -1.44005469e+02 -6.51972485e-04
  1.54309639e+02 -1.43496147e+02  4.71743305e-01  1.54805248e+02
 -1.44035566e+02 -2.60034284e-02  1.54297054e+02 -1.43547690e+02
  4.71794463e-01  1.54823806e+02 -1.43992542e+02 -1.74923846e-02
  1.54319079e+02 -1.43518430e+02  4.74261562e-01  1.54803520e+02
 -1.44025266e+02 -7.32306580e-03  1.54301625e+02 -1.43525155e+02
  4.88224302e-01  1.54810509e+02 -1.44041283e+02 -1.71079061e-02
  1.54304248e+02 -1.43504540e+02  4.55556149e-01  1.54818688e+02
 -1.44063197e+02 -1.37331040e-02  1.54295922e+02 -1.43527980e+02
  4.51305354e-01  1.54813189e+02 -1.43991934e+02 -3.77177060e-02
  1.54310805e+02 -1.43573326e+02  4.37253888e-01  1.54800321e+02
 -1.44043947e+02 -2.20011762e-02  1.54304322e+02 -1.43557099e+02
  4.61122211e-01  1.54808845e+02]
res:  5391 -8.12387570476858e-05 0.016186516018933617 0.02645793970985428
[ 1.20958219e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
Niter:  5 row:  139 ngroup:  26 nlines:  5849 gd:  5391
[ 1.20958219e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
res:  5391 -6.326841685222462e-06 0.016225708812271478 0.026456528483094228
[ 1.20937764e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
Niter:  6 row:  139 ngroup:  26 nlines:  5849 gd:  5392
[ 1.20937764e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
res:  5392 1.2609460100065917e-05 0.016219081247982103 0.026472174909931853
[ 1.20936339e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
Saving figure to  wave_resid_43670005_fiber139.png
Final values:
res:  1.2609460100065917e-05 0.026472174909931853
pars:  [ 1.20936339e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
139 [ 1.20936339e-10 -1.03148919e-05 -2.82912180e-01  1.61507718e+04
 -1.44000406e+02 -1.65774126e-02  1.54308131e+02 -1.43503636e+02
  4.83410953e-01  1.54807009e+02 -1.44063990e+02  2.45543233e-02
  1.54303486e+02 -1.43530918e+02  4.69271112e-01  1.54795562e+02
 -1.44006732e+02 -1.56214330e-02  1.54310694e+02 -1.43512333e+02
  4.47981039e-01  1.54808947e+02 -1.44019017e+02 -2.89262389e-02
  1.54317870e+02 -1.43542860e+02  4.75659759e-01  1.54792407e+02
 -1.44014053e+02 -3.39071283e-02  1.54316452e+02 -1.43509943e+02
  4.86306416e-01  1.54797289e+02 -1.44011329e+02 -6.37030464e-03
  1.54303885e+02 -1.43502021e+02  4.66026436e-01  1.54799477e+02
 -1.44041423e+02 -3.16954391e-02  1.54291266e+02 -1.43553556e+02
  4.66108122e-01  1.54818021e+02 -1.43998391e+02 -2.31916555e-02
  1.54313301e+02 -1.43524288e+02  4.68598106e-01  1.54797772e+02
 -1.44031057e+02 -1.29973110e-02  1.54295858e+02 -1.43531034e+02
  4.82561033e-01  1.54804731e+02 -1.44047126e+02 -2.27851165e-02
  1.54298502e+02 -1.43510400e+02  4.49859956e-01  1.54812902e+02
 -1.44069025e+02 -1.94037293e-02  1.54290155e+02 -1.43533886e+02
  4.45619686e-01  1.54807410e+02 -1.43997771e+02 -4.33898216e-02
  1.54305025e+02 -1.43579185e+02  4.31563599e-01  1.54794584e+02
 -1.44049808e+02 -2.76970711e-02  1.54303185e+02 -1.43562958e+02
  4.55432627e-01  1.54803066e+02]
--- Row 141/300 row=140 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  140
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=140 ---
Niter:  0 row:  140 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.000765485230658669 0.01505350187926524 0.03493185223504327
[ 1.20496073e-10 -1.03144970e-05 -2.82906026e-01  1.61507966e+04
 -1.43986132e+02 -2.06185944e-13  1.54366673e+02]
Niter:  1 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20496073e-10 -1.03144970e-05 -2.82906026e-01  1.61507966e+04
 -1.43986132e+02 -2.06185944e-13  1.54366673e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Niter:  2 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Niter:  3 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Niter:  4 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Niter:  5 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Niter:  6 row:  140 ngroup:  1 nlines:  252 gd:  233
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
res:  233 -0.0006739274958817987 0.014036676863725006 0.024236414284413404
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
Final values:
res:  -0.0006739274958817987 0.024236414284413404
pars:  [ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
140 [ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02]
elapsed: 3.0 sec.
Niter:  0 row:  140 ngroup:  26 nlines:  5959 gd:  5959
[ 1.20930285e-10 -1.03144295e-05 -2.82913833e-01  1.61507995e+04
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02 -1.43913819e+02  9.16302775e-12
  1.54327418e+02 -1.43913819e+02  9.16302775e-12  1.54327418e+02
 -1.43913819e+02  9.16302775e-12  1.54327418e+02 -1.43913819e+02
  9.16302775e-12  1.54327418e+02]
res:  5959 0.0004889627198281232 0.01664249842360732 0.03974475069807739
[ 1.20930297e-10 -1.03144285e-05 -2.82913804e-01  1.61507979e+04
 -1.43932255e+02  4.89690095e-03  1.54335780e+02 -1.43441245e+02
  5.18484956e-01  1.54827188e+02 -1.43924834e+02 -1.94460266e-02
  1.54308594e+02 -1.43486839e+02  4.54466749e-01  1.54810819e+02
 -1.43981302e+02  1.59717322e-03  1.54338179e+02 -1.43455678e+02
  5.07186117e-01  1.54807998e+02 -1.43974567e+02  1.32415008e-03
  1.54326328e+02 -1.43411786e+02  4.59321881e-01  1.54835044e+02
 -1.43916406e+02  6.43398035e-03  1.54324716e+02 -1.43418935e+02
  5.14623311e-01  1.54828544e+02 -1.43896826e+02 -6.66901193e-03
  1.54323745e+02 -1.43409819e+02  4.91509700e-01  1.54817022e+02
 -1.43957789e+02 -3.47765368e-02  1.54312747e+02 -1.43443179e+02
  4.38547372e-01  1.54820978e+02 -1.43955336e+02  1.17009880e-02
  1.54327644e+02 -1.43414542e+02  4.84394997e-01  1.54813483e+02
 -1.43973728e+02 -1.61273922e-02  1.54329250e+02 -1.43459354e+02
  5.01483738e-01  1.54829440e+02 -1.43934604e+02  2.33706900e-02
  1.54325265e+02 -1.43450412e+02  4.82752202e-01  1.54821013e+02
 -1.43974688e+02 -3.62171583e-02  1.54288053e+02 -1.43427072e+02
  4.60543632e-01  1.54787447e+02 -1.43997923e+02 -3.32738392e-02
  1.54310714e+02 -1.43437974e+02  5.12920032e-01  1.54821870e+02
 -1.43965496e+02 -1.38261152e-02  1.54317778e+02 -1.43468944e+02
  4.75611033e-01  1.54799510e+02]
Niter:  1 row:  140 ngroup:  26 nlines:  5959 gd:  5488
[ 1.20930297e-10 -1.03144285e-05 -2.82913804e-01  1.61507979e+04
 -1.43932255e+02  4.89690095e-03  1.54335780e+02 -1.43441245e+02
  5.18484956e-01  1.54827188e+02 -1.43924834e+02 -1.94460266e-02
  1.54308594e+02 -1.43486839e+02  4.54466749e-01  1.54810819e+02
 -1.43981302e+02  1.59717322e-03  1.54338179e+02 -1.43455678e+02
  5.07186117e-01  1.54807998e+02 -1.43974567e+02  1.32415008e-03
  1.54326328e+02 -1.43411786e+02  4.59321881e-01  1.54835044e+02
 -1.43916406e+02  6.43398035e-03  1.54324716e+02 -1.43418935e+02
  5.14623311e-01  1.54828544e+02 -1.43896826e+02 -6.66901193e-03
  1.54323745e+02 -1.43409819e+02  4.91509700e-01  1.54817022e+02
 -1.43957789e+02 -3.47765368e-02  1.54312747e+02 -1.43443179e+02
  4.38547372e-01  1.54820978e+02 -1.43955336e+02  1.17009880e-02
  1.54327644e+02 -1.43414542e+02  4.84394997e-01  1.54813483e+02
 -1.43973728e+02 -1.61273922e-02  1.54329250e+02 -1.43459354e+02
  5.01483738e-01  1.54829440e+02 -1.43934604e+02  2.33706900e-02
  1.54325265e+02 -1.43450412e+02  4.82752202e-01  1.54821013e+02
 -1.43974688e+02 -3.62171583e-02  1.54288053e+02 -1.43427072e+02
  4.60543632e-01  1.54787447e+02 -1.43997923e+02 -3.32738392e-02
  1.54310714e+02 -1.43437974e+02  5.12920032e-01  1.54821870e+02
 -1.43965496e+02 -1.38261152e-02  1.54317778e+02 -1.43468944e+02
  4.75611033e-01  1.54799510e+02]
res:  5488 -0.0001835846487665549 0.016559305435293936 0.026639680986914757
[ 1.20930309e-10 -1.03144295e-05 -2.82913776e-01  1.61507963e+04
 -1.43922798e+02 -8.02702030e-03  1.54321850e+02 -1.43429357e+02
  4.96690399e-01  1.54825036e+02 -1.43944002e+02 -1.43216808e-02
  1.54293569e+02 -1.43467229e+02  4.70856514e-01  1.54805926e+02
 -1.43961787e+02 -9.85558579e-03  1.54333337e+02 -1.43442890e+02
  4.95255213e-01  1.54812061e+02 -1.43989785e+02 -1.34070015e-02
  1.54324354e+02 -1.43453550e+02  4.57727083e-01  1.54827655e+02
 -1.43934194e+02 -1.10935740e-02  1.54319777e+02 -1.43437567e+02
  4.92424528e-01  1.54824197e+02 -1.43945055e+02 -1.27246070e-02
  1.54319517e+02 -1.43440836e+02  4.74566863e-01  1.54812255e+02
 -1.43955999e+02 -3.68822459e-02  1.54307756e+02 -1.43472502e+02
  4.31832000e-01  1.54821323e+02 -1.43964074e+02 -8.64989163e-03
  1.54314270e+02 -1.43426418e+02  4.84957171e-01  1.54811209e+02
 -1.43994534e+02 -9.79386170e-03  1.54320225e+02 -1.43465998e+02
  4.71214096e-01  1.54814412e+02 -1.43955555e+02 -2.44155250e-02
  1.54317686e+02 -1.43438302e+02  4.74952362e-01  1.54822122e+02
 -1.43969807e+02 -3.05738460e-02  1.54290080e+02 -1.43444619e+02
  4.41275871e-01  1.54785625e+02 -1.43996956e+02 -3.85811357e-02
  1.54313508e+02 -1.43442770e+02  4.88016174e-01  1.54810298e+02
 -1.43978884e+02 -4.31851407e-03  1.54314574e+02 -1.43492522e+02
  4.63384923e-01  1.54794906e+02]
Niter:  2 row:  140 ngroup:  26 nlines:  5959 gd:  5484
[ 1.20930309e-10 -1.03144295e-05 -2.82913776e-01  1.61507963e+04
 -1.43922798e+02 -8.02702030e-03  1.54321850e+02 -1.43429357e+02
  4.96690399e-01  1.54825036e+02 -1.43944002e+02 -1.43216808e-02
  1.54293569e+02 -1.43467229e+02  4.70856514e-01  1.54805926e+02
 -1.43961787e+02 -9.85558579e-03  1.54333337e+02 -1.43442890e+02
  4.95255213e-01  1.54812061e+02 -1.43989785e+02 -1.34070015e-02
  1.54324354e+02 -1.43453550e+02  4.57727083e-01  1.54827655e+02
 -1.43934194e+02 -1.10935740e-02  1.54319777e+02 -1.43437567e+02
  4.92424528e-01  1.54824197e+02 -1.43945055e+02 -1.27246070e-02
  1.54319517e+02 -1.43440836e+02  4.74566863e-01  1.54812255e+02
 -1.43955999e+02 -3.68822459e-02  1.54307756e+02 -1.43472502e+02
  4.31832000e-01  1.54821323e+02 -1.43964074e+02 -8.64989163e-03
  1.54314270e+02 -1.43426418e+02  4.84957171e-01  1.54811209e+02
 -1.43994534e+02 -9.79386170e-03  1.54320225e+02 -1.43465998e+02
  4.71214096e-01  1.54814412e+02 -1.43955555e+02 -2.44155250e-02
  1.54317686e+02 -1.43438302e+02  4.74952362e-01  1.54822122e+02
 -1.43969807e+02 -3.05738460e-02  1.54290080e+02 -1.43444619e+02
  4.41275871e-01  1.54785625e+02 -1.43996956e+02 -3.85811357e-02
  1.54313508e+02 -1.43442770e+02  4.88016174e-01  1.54810298e+02
 -1.43978884e+02 -4.31851407e-03  1.54314574e+02 -1.43492522e+02
  4.63384923e-01  1.54794906e+02]
res:  5484 -0.00021073242533020675 0.016550933853068273 0.02653465806703858
[ 1.20930321e-10 -1.03144306e-05 -2.82913748e-01  1.61507946e+04
 -1.43929837e+02 -1.71079004e-02  1.54317095e+02 -1.43430715e+02
  4.87212314e-01  1.54820276e+02 -1.43951054e+02 -1.99990358e-02
  1.54288810e+02 -1.43468600e+02  4.65180780e-01  1.54801157e+02
 -1.43968802e+02 -1.55322110e-02  1.54328581e+02 -1.43444256e+02
  4.89574652e-01  1.54807298e+02 -1.43996814e+02 -2.47802816e-02
  1.54319597e+02 -1.43466628e+02  4.57025532e-01  1.54822891e+02
 -1.43941169e+02 -2.00963383e-02  1.54315015e+02 -1.43444584e+02
  4.86709546e-01  1.54819429e+02 -1.43957839e+02 -1.84292302e-02
  1.54314756e+02 -1.43447840e+02  4.68884002e-01  1.54807487e+02
 -1.43963012e+02 -4.25434726e-02  1.54302999e+02 -1.43485097e+02
  4.26171452e-01  1.54816559e+02 -1.43971092e+02 -1.43314549e-02
  1.54309517e+02 -1.43433447e+02  4.84205560e-01  1.54806455e+02
 -1.44001525e+02 -5.71283132e-03  1.54315479e+02 -1.43473003e+02
  4.55029488e-01  1.54809656e+02 -1.43962594e+02 -3.53068758e-02
  1.54308402e+02 -1.43433479e+02  4.69259385e-01  1.54817356e+02
 -1.43976832e+02 -3.62620655e-02  1.54291868e+02 -1.43451646e+02
  4.35602980e-01  1.54783114e+02 -1.44004018e+02 -4.42398045e-02
  1.54308739e+02 -1.43449758e+02  4.82336276e-01  1.54805549e+02
 -1.43985884e+02 -9.97531931e-03  1.54311946e+02 -1.43499529e+02
  4.57698158e-01  1.54790151e+02]
Niter:  3 row:  140 ngroup:  26 nlines:  5959 gd:  5484
[ 1.20930321e-10 -1.03144306e-05 -2.82913748e-01  1.61507946e+04
 -1.43929837e+02 -1.71079004e-02  1.54317095e+02 -1.43430715e+02
  4.87212314e-01  1.54820276e+02 -1.43951054e+02 -1.99990358e-02
  1.54288810e+02 -1.43468600e+02  4.65180780e-01  1.54801157e+02
 -1.43968802e+02 -1.55322110e-02  1.54328581e+02 -1.43444256e+02
  4.89574652e-01  1.54807298e+02 -1.43996814e+02 -2.47802816e-02
  1.54319597e+02 -1.43466628e+02  4.57025532e-01  1.54822891e+02
 -1.43941169e+02 -2.00963383e-02  1.54315015e+02 -1.43444584e+02
  4.86709546e-01  1.54819429e+02 -1.43957839e+02 -1.84292302e-02
  1.54314756e+02 -1.43447840e+02  4.68884002e-01  1.54807487e+02
 -1.43963012e+02 -4.25434726e-02  1.54302999e+02 -1.43485097e+02
  4.26171452e-01  1.54816559e+02 -1.43971092e+02 -1.43314549e-02
  1.54309517e+02 -1.43433447e+02  4.84205560e-01  1.54806455e+02
 -1.44001525e+02 -5.71283132e-03  1.54315479e+02 -1.43473003e+02
  4.55029488e-01  1.54809656e+02 -1.43962594e+02 -3.53068758e-02
  1.54308402e+02 -1.43433479e+02  4.69259385e-01  1.54817356e+02
 -1.43976832e+02 -3.62620655e-02  1.54291868e+02 -1.43451646e+02
  4.35602980e-01  1.54783114e+02 -1.44004018e+02 -4.42398045e-02
  1.54308739e+02 -1.43449758e+02  4.82336276e-01  1.54805549e+02
 -1.43985884e+02 -9.97531931e-03  1.54311946e+02 -1.43499529e+02
  4.57698158e-01  1.54790151e+02]
res:  5484 -8.09918565209955e-05 0.016498104527272517 0.02651772085071237
[ 1.20823087e-10 -1.03148327e-05 -2.82910687e-01  1.61507963e+04
 -1.43953944e+02 -1.15799364e-02  1.54332309e+02 -1.43453773e+02
  4.92591288e-01  1.54835482e+02 -1.43975515e+02 -1.38084999e-02
  1.54303999e+02 -1.43491947e+02  4.71270250e-01  1.54816508e+02
 -1.43992473e+02 -9.44758562e-03  1.54343803e+02 -1.43468268e+02
  4.95704838e-01  1.54822561e+02 -1.44020828e+02 -1.85336378e-02
  1.54334817e+02 -1.43490074e+02  4.63589976e-01  1.54838152e+02
 -1.43963831e+02 -1.45505559e-02  1.54330285e+02 -1.43468184e+02
  4.92154084e-01  1.54834746e+02 -1.43981442e+02 -1.30336962e-02
  1.54330005e+02 -1.43471099e+02  4.74756354e-01  1.54822782e+02
 -1.43986690e+02 -3.60096944e-02  1.54318235e+02 -1.43508613e+02
  4.32572561e-01  1.54831807e+02 -1.43994878e+02 -8.33982044e-03
  1.54324676e+02 -1.43457437e+02  4.89801815e-01  1.54821649e+02
 -1.44024643e+02  4.47286494e-04  1.54330611e+02 -1.43496556e+02
  4.61428164e-01  1.54824868e+02 -1.43986882e+02 -2.90554114e-02
  1.54323548e+02 -1.43457297e+02  4.75259524e-01  1.54832614e+02
 -1.44000812e+02 -3.03487745e-02  1.54307067e+02 -1.43475513e+02
  4.41820165e-01  1.54798402e+02 -1.44028739e+02 -3.79576047e-02
  1.54324036e+02 -1.43472786e+02  4.88336980e-01  1.54820731e+02
 -1.44009250e+02 -3.52828599e-03  1.54327078e+02 -1.43523017e+02
  4.63699059e-01  1.54805420e+02]
Niter:  4 row:  140 ngroup:  26 nlines:  5959 gd:  5484
[ 1.20823087e-10 -1.03148327e-05 -2.82910687e-01  1.61507963e+04
 -1.43953944e+02 -1.15799364e-02  1.54332309e+02 -1.43453773e+02
  4.92591288e-01  1.54835482e+02 -1.43975515e+02 -1.38084999e-02
  1.54303999e+02 -1.43491947e+02  4.71270250e-01  1.54816508e+02
 -1.43992473e+02 -9.44758562e-03  1.54343803e+02 -1.43468268e+02
  4.95704838e-01  1.54822561e+02 -1.44020828e+02 -1.85336378e-02
  1.54334817e+02 -1.43490074e+02  4.63589976e-01  1.54838152e+02
 -1.43963831e+02 -1.45505559e-02  1.54330285e+02 -1.43468184e+02
  4.92154084e-01  1.54834746e+02 -1.43981442e+02 -1.30336962e-02
  1.54330005e+02 -1.43471099e+02  4.74756354e-01  1.54822782e+02
 -1.43986690e+02 -3.60096944e-02  1.54318235e+02 -1.43508613e+02
  4.32572561e-01  1.54831807e+02 -1.43994878e+02 -8.33982044e-03
  1.54324676e+02 -1.43457437e+02  4.89801815e-01  1.54821649e+02
 -1.44024643e+02  4.47286494e-04  1.54330611e+02 -1.43496556e+02
  4.61428164e-01  1.54824868e+02 -1.43986882e+02 -2.90554114e-02
  1.54323548e+02 -1.43457297e+02  4.75259524e-01  1.54832614e+02
 -1.44000812e+02 -3.03487745e-02  1.54307067e+02 -1.43475513e+02
  4.41820165e-01  1.54798402e+02 -1.44028739e+02 -3.79576047e-02
  1.54324036e+02 -1.43472786e+02  4.88336980e-01  1.54820731e+02
 -1.44009250e+02 -3.52828599e-03  1.54327078e+02 -1.43523017e+02
  4.63699059e-01  1.54805420e+02]
res:  5484 1.7959137039724737e-06 0.016514228263986297 0.026506525474601562
[ 1.20823075e-10 -1.03148337e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
Niter:  5 row:  140 ngroup:  26 nlines:  5959 gd:  5483
[ 1.20823075e-10 -1.03148337e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
res:  5483 1.937537126650568e-05 0.01650690590031445 0.026490284149208954
[ 1.20820539e-10 -1.03148337e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
Niter:  6 row:  140 ngroup:  26 nlines:  5959 gd:  5483
[ 1.20820539e-10 -1.03148337e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
res:  5483 7.601745892316103e-06 0.01652552240921068 0.02649026662095258
[ 1.20823090e-10 -1.03148366e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
Saving figure to  wave_resid_43670005_fiber140.png
Final values:
res:  7.601745892316103e-06 0.02649026662095258
pars:  [ 1.20823090e-10 -1.03148366e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
140 [ 1.20823090e-10 -1.03148366e-05 -2.82910716e-01  1.61507979e+04
 -1.43945621e+02 -2.79748453e-03  1.54336840e+02 -1.43445490e+02
  4.98147202e-01  1.54840023e+02 -1.43967074e+02 -3.54916060e-03
  1.54308520e+02 -1.43483605e+02  4.76664547e-01  1.54821027e+02
 -1.43978178e+02 -8.90770862e-03  1.54348334e+02 -1.43459849e+02
  5.01116772e-01  1.54829352e+02 -1.44012350e+02 -1.31544588e-02
  1.54339339e+02 -1.43481721e+02  4.68961375e-01  1.54842671e+02
 -1.43955660e+02 -5.80926626e-03  1.54334824e+02 -1.43459915e+02
  4.97686748e-01  1.54839278e+02 -1.43973124e+02 -7.48376249e-03
  1.54334543e+02 -1.43462931e+02  4.80256558e-01  1.54827329e+02
 -1.43978286e+02 -3.06436240e-02  1.54322747e+02 -1.43501188e+02
  4.37950679e-01  1.54836337e+02 -1.43986430e+02 -2.92537625e-03
  1.54329193e+02 -1.43455365e+02  5.00000484e-01  1.54826186e+02
 -1.44016329e+02  5.86811810e-03  1.54335132e+02 -1.43488081e+02
  4.66811170e-01  1.54829389e+02 -1.43978308e+02 -2.36525138e-02
  1.54328061e+02 -1.43448929e+02  4.80678974e-01  1.54839451e+02
 -1.43992278e+02 -2.48905138e-02  1.54311590e+02 -1.43467139e+02
  4.47227805e-01  1.54802927e+02 -1.44014102e+02 -3.25475528e-02
  1.54328566e+02 -1.43464506e+02  4.88365475e-01  1.54825243e+02
 -1.44007834e+02  1.84667823e-03  1.54331594e+02 -1.43514631e+02
  4.69117277e-01  1.54809935e+02]
--- Row 142/300 row=141 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  141
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=141 ---
Niter:  0 row:  141 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.0011765338722398155 0.016958852756943088 0.03388088599204042
[ 1.21650066e-10 -1.03166126e-05 -2.82914451e-01  1.61507633e+04
 -1.44026506e+02  7.71119089e-15  1.54301041e+02]
Niter:  1 row:  141 ngroup:  1 nlines:  248 gd:  239
[ 1.21650066e-10 -1.03166126e-05 -2.82914451e-01  1.61507633e+04
 -1.44026506e+02  7.71119089e-15  1.54301041e+02]
res:  239 0.0007679373247810872 0.017966240591704263 0.02884781020500812
[ 1.21620790e-10 -1.03171990e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
Niter:  2 row:  141 ngroup:  1 nlines:  248 gd:  242
[ 1.21620790e-10 -1.03171990e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
res:  242 0.0007018517981123296 0.017828335005106055 0.029856335920240704
[ 1.21595982e-10 -1.03171990e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
Niter:  3 row:  141 ngroup:  1 nlines:  248 gd:  242
[ 1.21595982e-10 -1.03171990e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
res:  242 0.0008450056948277052 0.018030447001365246 0.029854426210602844
[ 1.21621898e-10 -1.03172178e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
Niter:  4 row:  141 ngroup:  1 nlines:  248 gd:  242
[ 1.21621898e-10 -1.03172178e-05 -2.82917083e-01  1.61507665e+04
 -1.44003716e+02 -2.46650446e-13  1.54283771e+02]
res:  242 0.002172176609747112 0.017431568358915683 0.02982267224594541
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
Niter:  5 row:  141 ngroup:  1 nlines:  248 gd:  242
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
res:  242 0.002172176609747112 0.017431568358915683 0.02982267224594541
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
Niter:  6 row:  141 ngroup:  1 nlines:  248 gd:  242
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
res:  242 0.002172176609747112 0.017431568358915683 0.02982267224594541
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
Final values:
res:  0.002172176609747112 0.02982267224594541
pars:  [ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
141 [ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02]
elapsed: 2.9 sec.
Niter:  0 row:  141 ngroup:  26 nlines:  5853 gd:  5853
[ 1.21450064e-10 -1.03172737e-05 -2.82916437e-01  1.61507665e+04
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02 -1.43992227e+02  6.23439394e-09
  1.54282181e+02 -1.43992227e+02  6.23439394e-09  1.54282181e+02
 -1.43992227e+02  6.23439394e-09  1.54282181e+02 -1.43992227e+02
  6.23439394e-09  1.54282181e+02]
res:  5853 0.0005051405605627224 0.01689819560488104 0.037883330735327785
[ 1.21450076e-10 -1.03172726e-05 -2.82916409e-01  1.61507649e+04
 -1.44006820e+02  5.08617088e-03  1.54273247e+02 -1.43515517e+02
  4.83459518e-01  1.54772970e+02 -1.44001940e+02 -8.04454032e-03
  1.54257410e+02 -1.43518282e+02  4.68353040e-01  1.54774608e+02
 -1.43999494e+02 -4.57427859e-03  1.54279081e+02 -1.43565764e+02
  4.53921403e-01  1.54783780e+02 -1.44054728e+02 -2.97923762e-02
  1.54275839e+02 -1.43532906e+02  4.85840101e-01  1.54771227e+02
 -1.43991141e+02 -8.36067357e-03  1.54277847e+02 -1.43509462e+02
  4.93138553e-01  1.54780603e+02 -1.43981280e+02  1.82611345e-02
  1.54272756e+02 -1.43501207e+02  4.86521427e-01  1.54774997e+02
 -1.44050953e+02  1.21188326e-02  1.54266369e+02 -1.43532316e+02
  4.67354056e-01  1.54763195e+02 -1.43999520e+02  7.09677862e-03
  1.54278744e+02 -1.43504524e+02  4.85897877e-01  1.54769848e+02
 -1.44051138e+02  8.23877118e-03  1.54268057e+02 -1.43559907e+02
  4.85865062e-01  1.54765810e+02 -1.44035262e+02 -1.59756600e-03
  1.54277882e+02 -1.43558800e+02  4.67328238e-01  1.54759328e+02
 -1.44029912e+02 -2.22309588e-02  1.54259191e+02 -1.43550497e+02
  4.36521552e-01  1.54763009e+02 -1.44008580e+02 -3.04039801e-04
  1.54261218e+02 -1.43546919e+02  4.42822629e-01  1.54754006e+02
 -1.44055470e+02 -1.20564390e-02  1.54254855e+02 -1.43546737e+02
  4.55967173e-01  1.54745297e+02]
Niter:  1 row:  141 ngroup:  26 nlines:  5853 gd:  5472
[ 1.21450076e-10 -1.03172726e-05 -2.82916409e-01  1.61507649e+04
 -1.44006820e+02  5.08617088e-03  1.54273247e+02 -1.43515517e+02
  4.83459518e-01  1.54772970e+02 -1.44001940e+02 -8.04454032e-03
  1.54257410e+02 -1.43518282e+02  4.68353040e-01  1.54774608e+02
 -1.43999494e+02 -4.57427859e-03  1.54279081e+02 -1.43565764e+02
  4.53921403e-01  1.54783780e+02 -1.44054728e+02 -2.97923762e-02
  1.54275839e+02 -1.43532906e+02  4.85840101e-01  1.54771227e+02
 -1.43991141e+02 -8.36067357e-03  1.54277847e+02 -1.43509462e+02
  4.93138553e-01  1.54780603e+02 -1.43981280e+02  1.82611345e-02
  1.54272756e+02 -1.43501207e+02  4.86521427e-01  1.54774997e+02
 -1.44050953e+02  1.21188326e-02  1.54266369e+02 -1.43532316e+02
  4.67354056e-01  1.54763195e+02 -1.43999520e+02  7.09677862e-03
  1.54278744e+02 -1.43504524e+02  4.85897877e-01  1.54769848e+02
 -1.44051138e+02  8.23877118e-03  1.54268057e+02 -1.43559907e+02
  4.85865062e-01  1.54765810e+02 -1.44035262e+02 -1.59756600e-03
  1.54277882e+02 -1.43558800e+02  4.67328238e-01  1.54759328e+02
 -1.44029912e+02 -2.22309588e-02  1.54259191e+02 -1.43550497e+02
  4.36521552e-01  1.54763009e+02 -1.44008580e+02 -3.04039801e-04
  1.54261218e+02 -1.43546919e+02  4.42822629e-01  1.54754006e+02
 -1.44055470e+02 -1.20564390e-02  1.54254855e+02 -1.43546737e+02
  4.55967173e-01  1.54745297e+02]
res:  5472 0.0005772314107161947 0.016756545466705575 0.027450688768165695
[ 1.21450064e-10 -1.03172716e-05 -2.82916437e-01  1.61507665e+04
 -1.44003128e+02  3.46070894e-03  1.54284558e+02 -1.43498747e+02
  4.80251905e-01  1.54784078e+02 -1.44006335e+02 -1.94216562e-02
  1.54262282e+02 -1.43524594e+02  4.87409153e-01  1.54777731e+02
 -1.43994568e+02 -1.03057394e-02  1.54282192e+02 -1.43561155e+02
  4.59726477e-01  1.54776954e+02 -1.44028062e+02 -2.79203794e-02
  1.54284596e+02 -1.43525454e+02  4.91471357e-01  1.54778996e+02
 -1.43978217e+02 -2.09037489e-02  1.54282736e+02 -1.43493166e+02
  4.89356115e-01  1.54783976e+02 -1.43980893e+02  5.04107929e-03
  1.54281879e+02 -1.43494440e+02  4.79054393e-01  1.54782035e+02
 -1.44039786e+02 -1.66706314e-02  1.54272153e+02 -1.43526359e+02
  4.71631636e-01  1.54774172e+02 -1.43990447e+02  7.75106780e-03
  1.54289874e+02 -1.43518382e+02  4.85205099e-01  1.54787591e+02
 -1.44030663e+02 -3.89025049e-03  1.54278770e+02 -1.43534609e+02
  4.77213688e-01  1.54771542e+02 -1.44036567e+02 -2.42058138e-03
  1.54276293e+02 -1.43542726e+02  4.52210490e-01  1.54774584e+02
 -1.44017276e+02 -2.03149201e-02  1.54263949e+02 -1.43548809e+02
  4.49396328e-01  1.54769104e+02 -1.43996613e+02 -2.77846888e-02
  1.54263278e+02 -1.43532368e+02  4.62136427e-01  1.54765653e+02
 -1.44038793e+02 -3.88457221e-03  1.54258231e+02 -1.43520911e+02
  4.57874432e-01  1.54758138e+02]
Niter:  2 row:  141 ngroup:  26 nlines:  5853 gd:  5457
[ 1.21450064e-10 -1.03172716e-05 -2.82916437e-01  1.61507665e+04
 -1.44003128e+02  3.46070894e-03  1.54284558e+02 -1.43498747e+02
  4.80251905e-01  1.54784078e+02 -1.44006335e+02 -1.94216562e-02
  1.54262282e+02 -1.43524594e+02  4.87409153e-01  1.54777731e+02
 -1.43994568e+02 -1.03057394e-02  1.54282192e+02 -1.43561155e+02
  4.59726477e-01  1.54776954e+02 -1.44028062e+02 -2.79203794e-02
  1.54284596e+02 -1.43525454e+02  4.91471357e-01  1.54778996e+02
 -1.43978217e+02 -2.09037489e-02  1.54282736e+02 -1.43493166e+02
  4.89356115e-01  1.54783976e+02 -1.43980893e+02  5.04107929e-03
  1.54281879e+02 -1.43494440e+02  4.79054393e-01  1.54782035e+02
 -1.44039786e+02 -1.66706314e-02  1.54272153e+02 -1.43526359e+02
  4.71631636e-01  1.54774172e+02 -1.43990447e+02  7.75106780e-03
  1.54289874e+02 -1.43518382e+02  4.85205099e-01  1.54787591e+02
 -1.44030663e+02 -3.89025049e-03  1.54278770e+02 -1.43534609e+02
  4.77213688e-01  1.54771542e+02 -1.44036567e+02 -2.42058138e-03
  1.54276293e+02 -1.43542726e+02  4.52210490e-01  1.54774584e+02
 -1.44017276e+02 -2.03149201e-02  1.54263949e+02 -1.43548809e+02
  4.49396328e-01  1.54769104e+02 -1.43996613e+02 -2.77846888e-02
  1.54263278e+02 -1.43532368e+02  4.62136427e-01  1.54765653e+02
 -1.44038793e+02 -3.88457221e-03  1.54258231e+02 -1.43520911e+02
  4.57874432e-01  1.54758138e+02]
res:  5457 0.0006126969346951228 0.016689497300831135 0.027163225040764676
[ 1.21450052e-10 -1.03172706e-05 -2.82916466e-01  1.61507681e+04
 -1.43996130e+02  1.94273690e-03  1.54289312e+02 -1.43491755e+02
  4.85946551e-01  1.54788841e+02 -1.43999315e+02 -1.37369194e-02
  1.54264845e+02 -1.43524107e+02  4.93129259e-01  1.54782491e+02
 -1.43994158e+02 -4.64536349e-03  1.54286950e+02 -1.43554156e+02
  4.65404189e-01  1.54777148e+02 -1.44006872e+02 -2.22231848e-02
  1.54289349e+02 -1.43518448e+02  4.97154244e-01  1.54783756e+02
 -1.43971212e+02 -1.52043703e-02  1.54289705e+02 -1.43479652e+02
  4.95043531e-01  1.54788735e+02 -1.43973899e+02  6.95287238e-03
  1.54286636e+02 -1.43487422e+02  4.81075461e-01  1.54786786e+02
 -1.44032717e+02 -2.09039009e-02  1.54276914e+02 -1.43519345e+02
  4.77316735e-01  1.54778936e+02 -1.43989329e+02  1.34598373e-02
  1.54294620e+02 -1.43517884e+02  4.90887182e-01  1.54792354e+02
 -1.44023637e+02 -3.59155778e-03  1.54283532e+02 -1.43520583e+02
  4.82884466e-01  1.54776293e+02 -1.44029572e+02 -1.42867082e-03
  1.54281056e+02 -1.43535684e+02  4.57902373e-01  1.54786178e+02
 -1.44010292e+02 -1.46244277e-02  1.54268708e+02 -1.43541781e+02
  4.55118822e-01  1.54773858e+02 -1.43989612e+02 -2.20940664e-02
  1.54268024e+02 -1.43519059e+02  4.67813060e-01  1.54775230e+02
 -1.44025464e+02  1.79507972e-03  1.54262984e+02 -1.43507762e+02
  4.63567612e-01  1.54770238e+02]
Niter:  3 row:  141 ngroup:  26 nlines:  5853 gd:  5454
[ 1.21450052e-10 -1.03172706e-05 -2.82916466e-01  1.61507681e+04
 -1.43996130e+02  1.94273690e-03  1.54289312e+02 -1.43491755e+02
  4.85946551e-01  1.54788841e+02 -1.43999315e+02 -1.37369194e-02
  1.54264845e+02 -1.43524107e+02  4.93129259e-01  1.54782491e+02
 -1.43994158e+02 -4.64536349e-03  1.54286950e+02 -1.43554156e+02
  4.65404189e-01  1.54777148e+02 -1.44006872e+02 -2.22231848e-02
  1.54289349e+02 -1.43518448e+02  4.97154244e-01  1.54783756e+02
 -1.43971212e+02 -1.52043703e-02  1.54289705e+02 -1.43479652e+02
  4.95043531e-01  1.54788735e+02 -1.43973899e+02  6.95287238e-03
  1.54286636e+02 -1.43487422e+02  4.81075461e-01  1.54786786e+02
 -1.44032717e+02 -2.09039009e-02  1.54276914e+02 -1.43519345e+02
  4.77316735e-01  1.54778936e+02 -1.43989329e+02  1.34598373e-02
  1.54294620e+02 -1.43517884e+02  4.90887182e-01  1.54792354e+02
 -1.44023637e+02 -3.59155778e-03  1.54283532e+02 -1.43520583e+02
  4.82884466e-01  1.54776293e+02 -1.44029572e+02 -1.42867082e-03
  1.54281056e+02 -1.43535684e+02  4.57902373e-01  1.54786178e+02
 -1.44010292e+02 -1.46244277e-02  1.54268708e+02 -1.43541781e+02
  4.55118822e-01  1.54773858e+02 -1.43989612e+02 -2.20940664e-02
  1.54268024e+02 -1.43519059e+02  4.67813060e-01  1.54775230e+02
 -1.44025464e+02  1.79507972e-03  1.54262984e+02 -1.43507762e+02
  4.63567612e-01  1.54770238e+02]
res:  5454 0.0006926240275788587 0.016471680322865723 0.02705667461462994
[ 1.21473060e-10 -1.03170879e-05 -2.82917984e-01  1.61507665e+04
 -1.43987720e+02 -3.78793134e-03  1.54278424e+02 -1.43483372e+02
  4.79985632e-01  1.54777968e+02 -1.43990539e+02 -1.98940970e-02
  1.54253997e+02 -1.43515204e+02  4.87232407e-01  1.54771594e+02
 -1.43986125e+02 -1.10926569e-02  1.54276043e+02 -1.43545537e+02
  4.59143303e-01  1.54766281e+02 -1.43997763e+02 -2.82199256e-02
  1.54278484e+02 -1.43509697e+02  4.90958570e-01  1.54772851e+02
 -1.43962691e+02 -2.11464373e-02  1.54278824e+02 -1.43471232e+02
  4.89027738e-01  1.54777851e+02 -1.43965522e+02  9.84034826e-04
  1.54275744e+02 -1.43478768e+02  4.74668813e-01  1.54775923e+02
 -1.44023275e+02 -2.70911651e-02  1.54266010e+02 -1.43510701e+02
  4.71078298e-01  1.54768016e+02 -1.43980537e+02  7.51895802e-03
  1.54283741e+02 -1.43510008e+02  4.84731537e-01  1.54781435e+02
 -1.44014773e+02 -1.02466288e-02  1.54272633e+02 -1.43511257e+02
  4.76484979e-01  1.54765414e+02 -1.44021028e+02 -7.77649847e-03
  1.54270141e+02 -1.43526534e+02  4.51839802e-01  1.54775303e+02
 -1.44001827e+02 -2.07468640e-02  1.54257569e+02 -1.43532878e+02
  4.49230743e-01  1.54762990e+02 -1.43981066e+02 -2.82422652e-02
  1.54257155e+02 -1.43510725e+02  4.61548254e-01  1.54764323e+02
 -1.44016751e+02 -4.44933353e-03  1.54252101e+02 -1.43498958e+02
  4.57387306e-01  1.54759298e+02]
Niter:  4 row:  141 ngroup:  26 nlines:  5853 gd:  5447
[ 1.21473060e-10 -1.03170879e-05 -2.82917984e-01  1.61507665e+04
 -1.43987720e+02 -3.78793134e-03  1.54278424e+02 -1.43483372e+02
  4.79985632e-01  1.54777968e+02 -1.43990539e+02 -1.98940970e-02
  1.54253997e+02 -1.43515204e+02  4.87232407e-01  1.54771594e+02
 -1.43986125e+02 -1.10926569e-02  1.54276043e+02 -1.43545537e+02
  4.59143303e-01  1.54766281e+02 -1.43997763e+02 -2.82199256e-02
  1.54278484e+02 -1.43509697e+02  4.90958570e-01  1.54772851e+02
 -1.43962691e+02 -2.11464373e-02  1.54278824e+02 -1.43471232e+02
  4.89027738e-01  1.54777851e+02 -1.43965522e+02  9.84034826e-04
  1.54275744e+02 -1.43478768e+02  4.74668813e-01  1.54775923e+02
 -1.44023275e+02 -2.70911651e-02  1.54266010e+02 -1.43510701e+02
  4.71078298e-01  1.54768016e+02 -1.43980537e+02  7.51895802e-03
  1.54283741e+02 -1.43510008e+02  4.84731537e-01  1.54781435e+02
 -1.44014773e+02 -1.02466288e-02  1.54272633e+02 -1.43511257e+02
  4.76484979e-01  1.54765414e+02 -1.44021028e+02 -7.77649847e-03
  1.54270141e+02 -1.43526534e+02  4.51839802e-01  1.54775303e+02
 -1.44001827e+02 -2.07468640e-02  1.54257569e+02 -1.43532878e+02
  4.49230743e-01  1.54762990e+02 -1.43981066e+02 -2.82422652e-02
  1.54257155e+02 -1.43510725e+02  4.61548254e-01  1.54764323e+02
 -1.44016751e+02 -4.44933353e-03  1.54252101e+02 -1.43498958e+02
  4.57387306e-01  1.54759298e+02]
res:  5447 0.0004972943370376015 0.01642323272972135 0.02693890578433753
[ 1.21473048e-10 -1.03170869e-05 -2.82918012e-01  1.61507682e+04
 -1.43980659e+02  2.24103983e-03  1.54282642e+02 -1.43476368e+02
  4.86034412e-01  1.54782207e+02 -1.43983577e+02 -1.85342467e-02
  1.54258172e+02 -1.43508244e+02  4.93454100e-01  1.54775839e+02
 -1.43985212e+02 -4.94491526e-03  1.54280290e+02 -1.43531648e+02
  4.65315374e-01  1.54768252e+02 -1.43990837e+02 -2.20730145e-02
  1.54282691e+02 -1.43502874e+02  4.97167122e-01  1.54777101e+02
 -1.43955661e+02 -1.50666318e-02  1.54283058e+02 -1.43464290e+02
  4.95044673e-01  1.54782081e+02 -1.43958480e+02  7.03009837e-03
  1.54279974e+02 -1.43471707e+02  4.77602829e-01  1.54780123e+02
 -1.44016369e+02 -2.09095946e-02  1.54270261e+02 -1.43509125e+02
  4.77239657e-01  1.54772284e+02 -1.43973523e+02  1.36510328e-02
  1.54287940e+02 -1.43508319e+02  4.90934129e-01  1.54785705e+02
 -1.44007816e+02 -8.26277188e-03  1.54276887e+02 -1.43504312e+02
  4.82685544e-01  1.54769616e+02 -1.44014145e+02 -1.64552864e-03
  1.54274405e+02 -1.43519669e+02  4.57987106e-01  1.54781808e+02
 -1.43995003e+02 -9.39374175e-03  1.54259860e+02 -1.43525937e+02
  4.55437042e-01  1.54767197e+02 -1.43974109e+02 -2.20760324e-02
  1.54261346e+02 -1.43503812e+02  4.67686049e-01  1.54768578e+02
 -1.44009824e+02  1.74025959e-03  1.54258585e+02 -1.43492000e+02
  4.63617402e-01  1.54763583e+02]
Niter:  5 row:  141 ngroup:  26 nlines:  5853 gd:  5446
[ 1.21473048e-10 -1.03170869e-05 -2.82918012e-01  1.61507682e+04
 -1.43980659e+02  2.24103983e-03  1.54282642e+02 -1.43476368e+02
  4.86034412e-01  1.54782207e+02 -1.43983577e+02 -1.85342467e-02
  1.54258172e+02 -1.43508244e+02  4.93454100e-01  1.54775839e+02
 -1.43985212e+02 -4.94491526e-03  1.54280290e+02 -1.43531648e+02
  4.65315374e-01  1.54768252e+02 -1.43990837e+02 -2.20730145e-02
  1.54282691e+02 -1.43502874e+02  4.97167122e-01  1.54777101e+02
 -1.43955661e+02 -1.50666318e-02  1.54283058e+02 -1.43464290e+02
  4.95044673e-01  1.54782081e+02 -1.43958480e+02  7.03009837e-03
  1.54279974e+02 -1.43471707e+02  4.77602829e-01  1.54780123e+02
 -1.44016369e+02 -2.09095946e-02  1.54270261e+02 -1.43509125e+02
  4.77239657e-01  1.54772284e+02 -1.43973523e+02  1.36510328e-02
  1.54287940e+02 -1.43508319e+02  4.90934129e-01  1.54785705e+02
 -1.44007816e+02 -8.26277188e-03  1.54276887e+02 -1.43504312e+02
  4.82685544e-01  1.54769616e+02 -1.44014145e+02 -1.64552864e-03
  1.54274405e+02 -1.43519669e+02  4.57987106e-01  1.54781808e+02
 -1.43995003e+02 -9.39374175e-03  1.54259860e+02 -1.43525937e+02
  4.55437042e-01  1.54767197e+02 -1.43974109e+02 -2.20760324e-02
  1.54261346e+02 -1.43503812e+02  4.67686049e-01  1.54768578e+02
 -1.44009824e+02  1.74025959e-03  1.54258585e+02 -1.43492000e+02
  4.63617402e-01  1.54763583e+02]
res:  5446 0.0003663175884867087 0.016251086328338715 0.026820285870922864
[ 1.21404997e-10 -1.03166310e-05 -2.82917636e-01  1.61507665e+04
 -1.43979323e+02 -2.95822241e-03  1.54284984e+02 -1.43475105e+02
  4.80925187e-01  1.54784457e+02 -1.43981927e+02 -2.35741822e-02
  1.54260617e+02 -1.43506539e+02  4.88371650e-01  1.54778120e+02
 -1.43983627e+02 -9.85554016e-03  1.54282583e+02 -1.43530257e+02
  4.60321798e-01  1.54770714e+02 -1.43988951e+02 -2.71332932e-02
  1.54285046e+02 -1.43501428e+02  4.92148329e-01  1.54779381e+02
 -1.43954273e+02 -2.01601535e-02  1.54285323e+02 -1.43463071e+02
  4.89937515e-01  1.54784363e+02 -1.43957182e+02  1.88730985e-03
  1.54282277e+02 -1.43470158e+02  4.72505790e-01  1.54782503e+02
 -1.44014094e+02 -2.59600053e-02  1.54272528e+02 -1.43507701e+02
  4.72245185e-01  1.54774508e+02 -1.43971890e+02  8.55329084e-03
  1.54290379e+02 -1.43506893e+02  4.85933010e-01  1.54787948e+02
 -1.44006148e+02 -1.33004100e-02  1.54279146e+02 -1.43502187e+02
  4.77747439e-01  1.54771989e+02 -1.44012860e+02 -6.62214985e-03
  1.54276648e+02 -1.43517851e+02  4.52955926e-01  1.54784103e+02
 -1.43993870e+02 -1.44633382e-02  1.54262148e+02 -1.43524223e+02
  4.50378790e-01  1.54769534e+02 -1.43972729e+02 -2.71327128e-02
  1.54263781e+02 -1.43500930e+02  4.62722658e-01  1.54770852e+02
 -1.44008302e+02 -3.28645363e-03  1.54260942e+02 -1.43490361e+02
  4.58624360e-01  1.54765812e+02]
Niter:  6 row:  141 ngroup:  26 nlines:  5853 gd:  5440
[ 1.21404997e-10 -1.03166310e-05 -2.82917636e-01  1.61507665e+04
 -1.43979323e+02 -2.95822241e-03  1.54284984e+02 -1.43475105e+02
  4.80925187e-01  1.54784457e+02 -1.43981927e+02 -2.35741822e-02
  1.54260617e+02 -1.43506539e+02  4.88371650e-01  1.54778120e+02
 -1.43983627e+02 -9.85554016e-03  1.54282583e+02 -1.43530257e+02
  4.60321798e-01  1.54770714e+02 -1.43988951e+02 -2.71332932e-02
  1.54285046e+02 -1.43501428e+02  4.92148329e-01  1.54779381e+02
 -1.43954273e+02 -2.01601535e-02  1.54285323e+02 -1.43463071e+02
  4.89937515e-01  1.54784363e+02 -1.43957182e+02  1.88730985e-03
  1.54282277e+02 -1.43470158e+02  4.72505790e-01  1.54782503e+02
 -1.44014094e+02 -2.59600053e-02  1.54272528e+02 -1.43507701e+02
  4.72245185e-01  1.54774508e+02 -1.43971890e+02  8.55329084e-03
  1.54290379e+02 -1.43506893e+02  4.85933010e-01  1.54787948e+02
 -1.44006148e+02 -1.33004100e-02  1.54279146e+02 -1.43502187e+02
  4.77747439e-01  1.54771989e+02 -1.44012860e+02 -6.62214985e-03
  1.54276648e+02 -1.43517851e+02  4.52955926e-01  1.54784103e+02
 -1.43993870e+02 -1.44633382e-02  1.54262148e+02 -1.43524223e+02
  4.50378790e-01  1.54769534e+02 -1.43972729e+02 -2.71327128e-02
  1.54263781e+02 -1.43500930e+02  4.62722658e-01  1.54770852e+02
 -1.44008302e+02 -3.28645363e-03  1.54260942e+02 -1.43490361e+02
  4.58624360e-01  1.54765812e+02]
res:  5440 0.0005161789122212213 0.015951363573549315 0.026629575544668996
[ 1.21306412e-10 -1.03160055e-05 -2.82916918e-01  1.61507649e+04
 -1.43975628e+02 -8.02333802e-03  1.54291842e+02 -1.43471445e+02
  4.76015756e-01  1.54791177e+02 -1.43977521e+02 -2.83571979e-02
  1.54267631e+02 -1.43502054e+02  4.83470709e-01  1.54785590e+02
 -1.43979053e+02 -1.44063254e-02  1.54289391e+02 -1.43526119e+02
  4.55614676e-01  1.54777769e+02 -1.43984090e+02 -3.19738290e-02
  1.54291924e+02 -1.43497140e+02  4.87387622e-01  1.54786167e+02
 -1.43950451e+02 -2.50482122e-02  1.54292056e+02 -1.43459393e+02
  4.85046350e-01  1.54791122e+02 -1.43953519e+02 -3.07084511e-03
  1.54289076e+02 -1.43466110e+02  4.67624665e-01  1.54789419e+02
 -1.44008487e+02 -3.07677500e-02  1.54279291e+02 -1.43503726e+02
  4.67534420e-01  1.54781205e+02 -1.43967212e+02  3.65025557e-03
  1.54297412e+02 -1.43502852e+02  4.81202138e-01  1.54794691e+02
 -1.44001721e+02 -1.80959475e-02  1.54286622e+02 -1.43496935e+02
  4.73147244e-01  1.54778884e+02 -1.44008971e+02 -1.12889744e-02
  1.54282696e+02 -1.43513011e+02  4.48170352e-01  1.54790907e+02
 -1.43990147e+02 -1.93168810e-02  1.54268937e+02 -1.43519681e+02
  4.45522231e-01  1.54776370e+02 -1.43968795e+02 -3.19544107e-02
  1.54270795e+02 -1.43495535e+02  4.58066420e-01  1.54777635e+02
 -1.44004067e+02 -8.04597404e-03  1.54267844e+02 -1.43483991e+02
  4.53903004e-01  1.54772546e+02]
Saving figure to  wave_resid_43670005_fiber141.png
Final values:
res:  0.0005161789122212213 0.026629575544668996
pars:  [ 1.21306412e-10 -1.03160055e-05 -2.82916918e-01  1.61507649e+04
 -1.43975628e+02 -8.02333802e-03  1.54291842e+02 -1.43471445e+02
  4.76015756e-01  1.54791177e+02 -1.43977521e+02 -2.83571979e-02
  1.54267631e+02 -1.43502054e+02  4.83470709e-01  1.54785590e+02
 -1.43979053e+02 -1.44063254e-02  1.54289391e+02 -1.43526119e+02
  4.55614676e-01  1.54777769e+02 -1.43984090e+02 -3.19738290e-02
  1.54291924e+02 -1.43497140e+02  4.87387622e-01  1.54786167e+02
 -1.43950451e+02 -2.50482122e-02  1.54292056e+02 -1.43459393e+02
  4.85046350e-01  1.54791122e+02 -1.43953519e+02 -3.07084511e-03
  1.54289076e+02 -1.43466110e+02  4.67624665e-01  1.54789419e+02
 -1.44008487e+02 -3.07677500e-02  1.54279291e+02 -1.43503726e+02
  4.67534420e-01  1.54781205e+02 -1.43967212e+02  3.65025557e-03
  1.54297412e+02 -1.43502852e+02  4.81202138e-01  1.54794691e+02
 -1.44001721e+02 -1.80959475e-02  1.54286622e+02 -1.43496935e+02
  4.73147244e-01  1.54778884e+02 -1.44008971e+02 -1.12889744e-02
  1.54282696e+02 -1.43513011e+02  4.48170352e-01  1.54790907e+02
 -1.43990147e+02 -1.93168810e-02  1.54268937e+02 -1.43519681e+02
  4.45522231e-01  1.54776370e+02 -1.43968795e+02 -3.19544107e-02
  1.54270795e+02 -1.43495535e+02  4.58066420e-01  1.54777635e+02
 -1.44004067e+02 -8.04597404e-03  1.54267844e+02 -1.43483991e+02
  4.53903004e-01  1.54772546e+02]
141 [ 1.21306412e-10 -1.03160055e-05 -2.82916918e-01  1.61507649e+04
 -1.43975628e+02 -8.02333802e-03  1.54291842e+02 -1.43471445e+02
  4.76015756e-01  1.54791177e+02 -1.43977521e+02 -2.83571979e-02
  1.54267631e+02 -1.43502054e+02  4.83470709e-01  1.54785590e+02
 -1.43979053e+02 -1.44063254e-02  1.54289391e+02 -1.43526119e+02
  4.55614676e-01  1.54777769e+02 -1.43984090e+02 -3.19738290e-02
  1.54291924e+02 -1.43497140e+02  4.87387622e-01  1.54786167e+02
 -1.43950451e+02 -2.50482122e-02  1.54292056e+02 -1.43459393e+02
  4.85046350e-01  1.54791122e+02 -1.43953519e+02 -3.07084511e-03
  1.54289076e+02 -1.43466110e+02  4.67624665e-01  1.54789419e+02
 -1.44008487e+02 -3.07677500e-02  1.54279291e+02 -1.43503726e+02
  4.67534420e-01  1.54781205e+02 -1.43967212e+02  3.65025557e-03
  1.54297412e+02 -1.43502852e+02  4.81202138e-01  1.54794691e+02
 -1.44001721e+02 -1.80959475e-02  1.54286622e+02 -1.43496935e+02
  4.73147244e-01  1.54778884e+02 -1.44008971e+02 -1.12889744e-02
  1.54282696e+02 -1.43513011e+02  4.48170352e-01  1.54790907e+02
 -1.43990147e+02 -1.93168810e-02  1.54268937e+02 -1.43519681e+02
  4.45522231e-01  1.54776370e+02 -1.43968795e+02 -3.19544107e-02
  1.54270795e+02 -1.43495535e+02  4.58066420e-01  1.54777635e+02
 -1.44004067e+02 -8.04597404e-03  1.54267844e+02 -1.43483991e+02
  4.53903004e-01  1.54772546e+02]
--- Row 143/300 row=142 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  142
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=142 ---
Niter:  0 row:  142 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 0.001004690797344665 0.015981143165845424 0.03729259456108497
[ 1.20597732e-10 -1.03159679e-05 -2.82902957e-01  1.61507538e+04
 -1.44055748e+02  3.26703674e-14  1.54349543e+02]
Niter:  1 row:  142 ngroup:  1 nlines:  253 gd:  236
[ 1.20597732e-10 -1.03159679e-05 -2.82902957e-01  1.61507538e+04
 -1.44055748e+02  3.26703674e-14  1.54349543e+02]
res:  236 0.0004819677869818406 0.015177704781308421 0.02584307621991531
[ 1.20889590e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Niter:  2 row:  142 ngroup:  1 nlines:  253 gd:  235
[ 1.20889590e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
res:  235 0.0007488765477319248 0.015117391902094823 0.025458136638919483
[ 1.20854440e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Niter:  3 row:  142 ngroup:  1 nlines:  253 gd:  233
[ 1.20854440e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
res:  233 0.0005794381631858414 0.015143463793720002 0.024768411147693535
[ 1.20869635e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Niter:  4 row:  142 ngroup:  1 nlines:  253 gd:  233
[ 1.20869635e-10 -1.03158523e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
res:  233 0.0005823641949973535 0.015138322445636732 0.024768203928961254
[ 1.20870317e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Niter:  5 row:  142 ngroup:  1 nlines:  253 gd:  233
[ 1.20870317e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
res:  233 0.0005823958908877103 0.015138441392991808 0.024768207889866303
[ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Niter:  6 row:  142 ngroup:  1 nlines:  253 gd:  233
[ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
res:  233 0.0005823958908877103 0.015138441392991808 0.024768207889866303
[ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
Final values:
res:  0.0005823958908877103 0.024768207889866303
pars:  [ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
142 [ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
 -1.43983066e+02  3.93376269e-11  1.54308700e+02]
elapsed: 3.0 sec.
Niter:  0 row:  142 ngroup:  26 nlines:  5956 gd:  5956
[ 1.20870386e-10 -1.03158567e-05 -2.82912125e-01  1.61507566e+04
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  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
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  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
  1.54308700e+02 -1.43983066e+02  3.93376269e-11  1.54308700e+02
 -1.43983066e+02  3.93376269e-11  1.54308700e+02 -1.43983066e+02
  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
  1.54308700e+02 -1.43983066e+02  3.93376269e-11  1.54308700e+02
 -1.43983066e+02  3.93376269e-11  1.54308700e+02 -1.43983066e+02
  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
  1.54308700e+02 -1.43983066e+02  3.93376269e-11  1.54308700e+02
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  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
  1.54308700e+02 -1.43983066e+02  3.93376269e-11  1.54308700e+02
 -1.43983066e+02  3.93376269e-11  1.54308700e+02 -1.43983066e+02
  3.93376269e-11  1.54308700e+02 -1.43983066e+02  3.93376269e-11
  1.54308700e+02 -1.43983066e+02  3.93376269e-11  1.54308700e+02
 -1.43983066e+02  3.93376269e-11  1.54308700e+02 -1.43983066e+02
  3.93376269e-11  1.54308700e+02]
res:  5956 0.00015473601797566516 0.017065385563000746 0.039968436865854655
[ 1.20870398e-10 -1.03158557e-05 -2.82912097e-01  1.61507550e+04
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 -1.44085418e+02 -4.86860761e-02  1.54289532e+02 -1.43568431e+02
  4.74063331e-01  1.54779098e+02]
Niter:  1 row:  142 ngroup:  26 nlines:  5956 gd:  5515
[ 1.20870398e-10 -1.03158557e-05 -2.82912097e-01  1.61507550e+04
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  4.91450471e-01  1.54797445e+02 -1.44051299e+02 -4.88616626e-02
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  4.21896621e-01  1.54790761e+02 -1.44013159e+02 -3.99564078e-02
  1.54291373e+02 -1.43534559e+02  4.44657387e-01  1.54807316e+02
 -1.43972788e+02  1.26896620e-02  1.54302629e+02 -1.43509216e+02
  4.98264006e-01  1.54789835e+02 -1.43994280e+02  1.76903036e-02
  1.54307137e+02 -1.43475302e+02  4.89582118e-01  1.54793784e+02
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  4.59924214e-01  1.54794278e+02 -1.44026217e+02 -7.06442681e-03
  1.54290146e+02 -1.43493577e+02  5.04541326e-01  1.54793569e+02
 -1.44038408e+02 -1.54643880e-02  1.54294481e+02 -1.43557765e+02
  4.83192059e-01  1.54773119e+02 -1.44014095e+02 -2.94525557e-02
  1.54295909e+02 -1.43532241e+02  4.64162314e-01  1.54804917e+02
 -1.44059652e+02 -3.44240332e-02  1.54281133e+02 -1.43544616e+02
  4.65192388e-01  1.54794293e+02 -1.44044210e+02 -2.86621382e-02
  1.54282598e+02 -1.43500248e+02  4.71018263e-01  1.54791671e+02
 -1.44085418e+02 -4.86860761e-02  1.54289532e+02 -1.43568431e+02
  4.74063331e-01  1.54779098e+02]
res:  5515 0.00017047400160663528 0.016802110688331595 0.027028844632969413
[ 1.20870411e-10 -1.03158546e-05 -2.82912125e-01  1.61507566e+04
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  4.70319931e-01  1.54799033e+02 -1.44034718e+02 -1.32961080e-02
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  4.87117372e-01  1.54789393e+02 -1.44002092e+02 -2.86509208e-02
  1.54299018e+02 -1.43520270e+02  4.54754677e-01  1.54806529e+02
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  4.52561070e-01  1.54803015e+02 -1.44038419e+02 -3.77434505e-02
  1.54294563e+02 -1.43491331e+02  4.70060114e-01  1.54802731e+02
 -1.44041677e+02 -4.68035931e-02  1.54300080e+02 -1.43543034e+02
  4.68510480e-01  1.54781097e+02]
Niter:  2 row:  142 ngroup:  26 nlines:  5956 gd:  5509
[ 1.20870411e-10 -1.03158546e-05 -2.82912125e-01  1.61507566e+04
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  4.76756758e-01  1.54805411e+02 -1.44028720e+02 -4.23657889e-02
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 -1.44032525e+02 -2.15311337e-02  1.54310532e+02 -1.43514094e+02
  4.29060495e-01  1.54794689e+02 -1.44014430e+02 -3.69793216e-02
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  4.78315545e-01  1.54794620e+02 -1.43994266e+02 -1.67496536e-02
  1.54304437e+02 -1.43482308e+02  4.87634129e-01  1.54801115e+02
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  4.70319931e-01  1.54799033e+02 -1.44034718e+02 -1.32961080e-02
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  4.87117372e-01  1.54789393e+02 -1.44002092e+02 -2.86509208e-02
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  4.52561070e-01  1.54803015e+02 -1.44038419e+02 -3.77434505e-02
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 -1.44041677e+02 -4.68035931e-02  1.54300080e+02 -1.43543034e+02
  4.68510480e-01  1.54781097e+02]
res:  5509 0.0003077750070588081 0.016824593533783627 0.026884619137542202
[ 1.20870423e-10 -1.03158536e-05 -2.82912153e-01  1.61507583e+04
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Niter:  3 row:  142 ngroup:  26 nlines:  5956 gd:  5511
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 -1.44021613e+02 -4.11116115e-02  1.54304838e+02 -1.43536039e+02
  4.63835539e-01  1.54785860e+02]
res:  5511 5.066558787802933e-05 0.01676535874776164 0.02685585045419233
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 -1.43962800e+02 -2.70160276e-02  1.54283887e+02 -1.43506894e+02
  4.69572337e-01  1.54791547e+02 -1.44011895e+02 -1.39193795e-02
  1.54291394e+02 -1.43488832e+02  4.86135953e-01  1.54796864e+02
 -1.44002476e+02 -3.67199596e-02  1.54295221e+02 -1.43525476e+02
  4.86745620e-01  1.54781866e+02 -1.43979591e+02 -2.90403166e-02
  1.54291544e+02 -1.43490200e+02  4.54251016e-01  1.54796832e+02
 -1.44019944e+02 -2.99731145e-02  1.54289693e+02 -1.43512034e+02
  4.46527434e-01  1.54795508e+02 -1.44006827e+02 -3.81350571e-02
  1.54287062e+02 -1.43468035e+02  4.69435191e-01  1.54795216e+02
 -1.44003225e+02 -4.85275799e-02  1.54292572e+02 -1.43520197e+02
  4.57900862e-01  1.54773538e+02]
Niter:  4 row:  142 ngroup:  26 nlines:  5956 gd:  5507
[ 1.20976993e-10 -1.03155458e-05 -2.82914543e-01  1.61507566e+04
 -1.43953376e+02 -5.61958442e-04  1.54300445e+02 -1.43468078e+02
  4.76787566e-01  1.54797935e+02 -1.44005027e+02 -4.26013682e-02
  1.54292602e+02 -1.43497426e+02  4.80621227e-01  1.54777298e+02
 -1.44009719e+02 -2.18729515e-02  1.54305248e+02 -1.43498957e+02
  4.28629191e-01  1.54787229e+02 -1.43991155e+02 -4.50530572e-02
  1.54291852e+02 -1.43499146e+02  4.52420186e-01  1.54793021e+02
 -1.43942610e+02 -3.55653261e-02  1.54302575e+02 -1.43485879e+02
  4.78481151e-01  1.54784863e+02 -1.43971539e+02 -2.78849709e-02
  1.54294872e+02 -1.43459475e+02  4.83422967e-01  1.54793599e+02
 -1.43962800e+02 -2.70160276e-02  1.54283887e+02 -1.43506894e+02
  4.69572337e-01  1.54791547e+02 -1.44011895e+02 -1.39193795e-02
  1.54291394e+02 -1.43488832e+02  4.86135953e-01  1.54796864e+02
 -1.44002476e+02 -3.67199596e-02  1.54295221e+02 -1.43525476e+02
  4.86745620e-01  1.54781866e+02 -1.43979591e+02 -2.90403166e-02
  1.54291544e+02 -1.43490200e+02  4.54251016e-01  1.54796832e+02
 -1.44019944e+02 -2.99731145e-02  1.54289693e+02 -1.43512034e+02
  4.46527434e-01  1.54795508e+02 -1.44006827e+02 -3.81350571e-02
  1.54287062e+02 -1.43468035e+02  4.69435191e-01  1.54795216e+02
 -1.44003225e+02 -4.85275799e-02  1.54292572e+02 -1.43520197e+02
  4.57900862e-01  1.54773538e+02]
res:  5507 7.2411012297379784e-06 0.016812642135846545 0.026783341545433503
[ 1.20977005e-10 -1.03155448e-05 -2.82914515e-01  1.61507583e+04
 -1.43948027e+02  5.38903295e-03  1.54305815e+02 -1.43462813e+02
  4.82723449e-01  1.54803326e+02 -1.43999840e+02 -3.65200121e-02
  1.54297998e+02 -1.43496057e+02  4.86650048e-01  1.54780439e+02
 -1.44004432e+02 -1.58412196e-02  1.54310642e+02 -1.43497516e+02
  4.34685745e-01  1.54792620e+02 -1.43985865e+02 -3.70195001e-02
  1.54297231e+02 -1.43493957e+02  4.58463495e-01  1.54798408e+02
 -1.43937180e+02 -2.96267926e-02  1.54307964e+02 -1.43480487e+02
  4.84397195e-01  1.54790256e+02 -1.43966156e+02 -2.19521217e-02
  1.54300255e+02 -1.43454075e+02  4.89362207e-01  1.54798983e+02
 -1.43946298e+02 -2.09776001e-02  1.54289273e+02 -1.43501681e+02
  4.75615022e-01  1.54796933e+02 -1.44006688e+02 -7.90285224e-03
  1.54294501e+02 -1.43483495e+02  4.88608586e-01  1.54804470e+02
 -1.43997207e+02 -3.06885848e-02  1.54300603e+02 -1.43513124e+02
  4.92775584e-01  1.54787269e+02 -1.43974243e+02 -2.30253668e-02
  1.54296940e+02 -1.43485063e+02  4.60265802e-01  1.54802235e+02
 -1.44007987e+02 -2.86776214e-02  1.54295086e+02 -1.43506827e+02
  4.52608608e-01  1.54800923e+02 -1.43996854e+02 -3.21343563e-02
  1.54292455e+02 -1.43462799e+02  4.75471779e-01  1.54800604e+02
 -1.43993624e+02 -4.57245664e-02  1.54297963e+02 -1.43515018e+02
  4.63961089e-01  1.54778944e+02]
Niter:  5 row:  142 ngroup:  26 nlines:  5956 gd:  5507
[ 1.20977005e-10 -1.03155448e-05 -2.82914515e-01  1.61507583e+04
 -1.43948027e+02  5.38903295e-03  1.54305815e+02 -1.43462813e+02
  4.82723449e-01  1.54803326e+02 -1.43999840e+02 -3.65200121e-02
  1.54297998e+02 -1.43496057e+02  4.86650048e-01  1.54780439e+02
 -1.44004432e+02 -1.58412196e-02  1.54310642e+02 -1.43497516e+02
  4.34685745e-01  1.54792620e+02 -1.43985865e+02 -3.70195001e-02
  1.54297231e+02 -1.43493957e+02  4.58463495e-01  1.54798408e+02
 -1.43937180e+02 -2.96267926e-02  1.54307964e+02 -1.43480487e+02
  4.84397195e-01  1.54790256e+02 -1.43966156e+02 -2.19521217e-02
  1.54300255e+02 -1.43454075e+02  4.89362207e-01  1.54798983e+02
 -1.43946298e+02 -2.09776001e-02  1.54289273e+02 -1.43501681e+02
  4.75615022e-01  1.54796933e+02 -1.44006688e+02 -7.90285224e-03
  1.54294501e+02 -1.43483495e+02  4.88608586e-01  1.54804470e+02
 -1.43997207e+02 -3.06885848e-02  1.54300603e+02 -1.43513124e+02
  4.92775584e-01  1.54787269e+02 -1.43974243e+02 -2.30253668e-02
  1.54296940e+02 -1.43485063e+02  4.60265802e-01  1.54802235e+02
 -1.44007987e+02 -2.86776214e-02  1.54295086e+02 -1.43506827e+02
  4.52608608e-01  1.54800923e+02 -1.43996854e+02 -3.21343563e-02
  1.54292455e+02 -1.43462799e+02  4.75471779e-01  1.54800604e+02
 -1.43993624e+02 -4.57245664e-02  1.54297963e+02 -1.43515018e+02
  4.63961089e-01  1.54778944e+02]
res:  5507 -0.00034606426106620347 0.016645331919789896 0.026748550784361103
[ 1.21000006e-10 -1.03151322e-05 -2.82914890e-01  1.61507566e+04
 -1.43944554e+02  9.99938966e-05  1.54305761e+02 -1.43459215e+02
  4.77502730e-01  1.54803199e+02 -1.43995983e+02 -4.16727855e-02
  1.54297809e+02 -1.43492448e+02  4.81458860e-01  1.54780278e+02
 -1.44001120e+02 -2.10317196e-02  1.54310603e+02 -1.43493924e+02
  4.29504756e-01  1.54792542e+02 -1.43982259e+02 -4.22112984e-02
  1.54297260e+02 -1.43490155e+02  4.53228002e-01  1.54798401e+02
 -1.43933905e+02 -3.49299211e-02  1.54307711e+02 -1.43477295e+02
  4.79171009e-01  1.54790114e+02 -1.43962820e+02 -2.71988042e-02
  1.54300186e+02 -1.43450680e+02  4.84115693e-01  1.54798818e+02
 -1.43942602e+02 -2.61722710e-02  1.54289190e+02 -1.43498149e+02
  4.70377835e-01  1.54796853e+02 -1.44003435e+02 -1.31330110e-02
  1.54294419e+02 -1.43480172e+02  4.80513311e-01  1.54805544e+02
 -1.43993955e+02 -3.59054785e-02  1.54300553e+02 -1.43509561e+02
  4.87573507e-01  1.54787107e+02 -1.43971105e+02 -2.82498041e-02
  1.54296845e+02 -1.43481369e+02  4.55040755e-01  1.54802064e+02
 -1.44004447e+02 -3.38758687e-02  1.54295012e+02 -1.43503228e+02
  4.47421156e-01  1.54800747e+02 -1.43993627e+02 -3.73320904e-02
  1.54292302e+02 -1.43459216e+02  4.70244072e-01  1.54800455e+02
 -1.43990210e+02 -5.09237287e-02  1.54297854e+02 -1.43511760e+02
  4.58776338e-01  1.54778750e+02]
Niter:  6 row:  142 ngroup:  26 nlines:  5956 gd:  5497
[ 1.21000006e-10 -1.03151322e-05 -2.82914890e-01  1.61507566e+04
 -1.43944554e+02  9.99938966e-05  1.54305761e+02 -1.43459215e+02
  4.77502730e-01  1.54803199e+02 -1.43995983e+02 -4.16727855e-02
  1.54297809e+02 -1.43492448e+02  4.81458860e-01  1.54780278e+02
 -1.44001120e+02 -2.10317196e-02  1.54310603e+02 -1.43493924e+02
  4.29504756e-01  1.54792542e+02 -1.43982259e+02 -4.22112984e-02
  1.54297260e+02 -1.43490155e+02  4.53228002e-01  1.54798401e+02
 -1.43933905e+02 -3.49299211e-02  1.54307711e+02 -1.43477295e+02
  4.79171009e-01  1.54790114e+02 -1.43962820e+02 -2.71988042e-02
  1.54300186e+02 -1.43450680e+02  4.84115693e-01  1.54798818e+02
 -1.43942602e+02 -2.61722710e-02  1.54289190e+02 -1.43498149e+02
  4.70377835e-01  1.54796853e+02 -1.44003435e+02 -1.31330110e-02
  1.54294419e+02 -1.43480172e+02  4.80513311e-01  1.54805544e+02
 -1.43993955e+02 -3.59054785e-02  1.54300553e+02 -1.43509561e+02
  4.87573507e-01  1.54787107e+02 -1.43971105e+02 -2.82498041e-02
  1.54296845e+02 -1.43481369e+02  4.55040755e-01  1.54802064e+02
 -1.44004447e+02 -3.38758687e-02  1.54295012e+02 -1.43503228e+02
  4.47421156e-01  1.54800747e+02 -1.43993627e+02 -3.73320904e-02
  1.54292302e+02 -1.43459216e+02  4.70244072e-01  1.54800455e+02
 -1.43990210e+02 -5.09237287e-02  1.54297854e+02 -1.43511760e+02
  4.58776338e-01  1.54778750e+02]
res:  5497 -0.0003723278823599685 0.016553023626329377 0.02657083680293362
[ 1.21041898e-10 -1.03147907e-05 -2.82915831e-01  1.61507550e+04
 -1.43938465e+02 -5.61797466e-03  1.54301852e+02 -1.43452970e+02
  4.71993231e-01  1.54799227e+02 -1.43989460e+02 -4.73065480e-02
  1.54293776e+02 -1.43486186e+02  4.75825039e-01  1.54776269e+02
 -1.43988861e+02 -2.66779265e-02  1.54306699e+02 -1.43487671e+02
  4.23819819e-01  1.54788607e+02 -1.43976009e+02 -4.79185426e-02
  1.54293416e+02 -1.43483675e+02  4.47472579e-01  1.54794527e+02
 -1.43928049e+02 -4.06504538e-02  1.54303628e+02 -1.43471510e+02
  4.73704686e-01  1.54786119e+02 -1.43956892e+02 -3.27635656e-02
  1.54296255e+02 -1.43444687e+02  4.74863003e-01  1.54794806e+02
 -1.43936210e+02 -3.18055863e-02  1.54280710e+02 -1.43491951e+02
  4.64586607e-01  1.54792910e+02 -1.43997517e+02 -1.88761491e-02
  1.54290480e+02 -1.43467438e+02  4.77685302e-01  1.54802401e+02
 -1.43980999e+02 -4.16418007e-02  1.54296641e+02 -1.43503321e+02
  4.81910077e-01  1.54783095e+02 -1.43965354e+02 -3.39192032e-02
  1.54292894e+02 -1.43474990e+02  4.49332420e-01  1.54800139e+02
 -1.43998257e+02 -4.45117687e-02  1.54291076e+02 -1.43496961e+02
  4.41670846e-01  1.54796733e+02 -1.43987724e+02 -4.29874681e-02
  1.54288306e+02 -1.43452970e+02  4.64481845e-01  1.54796457e+02
 -1.43984124e+02 -5.65124897e-02  1.54293884e+02 -1.43505832e+02
  4.53140598e-01  1.54776841e+02]
Saving figure to  wave_resid_43670005_fiber142.png
Final values:
res:  -0.0003723278823599685 0.02657083680293362
pars:  [ 1.21041898e-10 -1.03147907e-05 -2.82915831e-01  1.61507550e+04
 -1.43938465e+02 -5.61797466e-03  1.54301852e+02 -1.43452970e+02
  4.71993231e-01  1.54799227e+02 -1.43989460e+02 -4.73065480e-02
  1.54293776e+02 -1.43486186e+02  4.75825039e-01  1.54776269e+02
 -1.43988861e+02 -2.66779265e-02  1.54306699e+02 -1.43487671e+02
  4.23819819e-01  1.54788607e+02 -1.43976009e+02 -4.79185426e-02
  1.54293416e+02 -1.43483675e+02  4.47472579e-01  1.54794527e+02
 -1.43928049e+02 -4.06504538e-02  1.54303628e+02 -1.43471510e+02
  4.73704686e-01  1.54786119e+02 -1.43956892e+02 -3.27635656e-02
  1.54296255e+02 -1.43444687e+02  4.74863003e-01  1.54794806e+02
 -1.43936210e+02 -3.18055863e-02  1.54280710e+02 -1.43491951e+02
  4.64586607e-01  1.54792910e+02 -1.43997517e+02 -1.88761491e-02
  1.54290480e+02 -1.43467438e+02  4.77685302e-01  1.54802401e+02
 -1.43980999e+02 -4.16418007e-02  1.54296641e+02 -1.43503321e+02
  4.81910077e-01  1.54783095e+02 -1.43965354e+02 -3.39192032e-02
  1.54292894e+02 -1.43474990e+02  4.49332420e-01  1.54800139e+02
 -1.43998257e+02 -4.45117687e-02  1.54291076e+02 -1.43496961e+02
  4.41670846e-01  1.54796733e+02 -1.43987724e+02 -4.29874681e-02
  1.54288306e+02 -1.43452970e+02  4.64481845e-01  1.54796457e+02
 -1.43984124e+02 -5.65124897e-02  1.54293884e+02 -1.43505832e+02
  4.53140598e-01  1.54776841e+02]
142 [ 1.21041898e-10 -1.03147907e-05 -2.82915831e-01  1.61507550e+04
 -1.43938465e+02 -5.61797466e-03  1.54301852e+02 -1.43452970e+02
  4.71993231e-01  1.54799227e+02 -1.43989460e+02 -4.73065480e-02
  1.54293776e+02 -1.43486186e+02  4.75825039e-01  1.54776269e+02
 -1.43988861e+02 -2.66779265e-02  1.54306699e+02 -1.43487671e+02
  4.23819819e-01  1.54788607e+02 -1.43976009e+02 -4.79185426e-02
  1.54293416e+02 -1.43483675e+02  4.47472579e-01  1.54794527e+02
 -1.43928049e+02 -4.06504538e-02  1.54303628e+02 -1.43471510e+02
  4.73704686e-01  1.54786119e+02 -1.43956892e+02 -3.27635656e-02
  1.54296255e+02 -1.43444687e+02  4.74863003e-01  1.54794806e+02
 -1.43936210e+02 -3.18055863e-02  1.54280710e+02 -1.43491951e+02
  4.64586607e-01  1.54792910e+02 -1.43997517e+02 -1.88761491e-02
  1.54290480e+02 -1.43467438e+02  4.77685302e-01  1.54802401e+02
 -1.43980999e+02 -4.16418007e-02  1.54296641e+02 -1.43503321e+02
  4.81910077e-01  1.54783095e+02 -1.43965354e+02 -3.39192032e-02
  1.54292894e+02 -1.43474990e+02  4.49332420e-01  1.54800139e+02
 -1.43998257e+02 -4.45117687e-02  1.54291076e+02 -1.43496961e+02
  4.41670846e-01  1.54796733e+02 -1.43987724e+02 -4.29874681e-02
  1.54288306e+02 -1.43452970e+02  4.64481845e-01  1.54796457e+02
 -1.43984124e+02 -5.65124897e-02  1.54293884e+02 -1.43505832e+02
  4.53140598e-01  1.54776841e+02]
--- Row 144/300 row=143 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  143
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=143 ---
Niter:  0 row:  143 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -0.0010504142837817199 0.015482209093534038 0.038507403074427876
[ 1.21299231e-10 -1.03154432e-05 -2.82912905e-01  1.61507420e+04
 -1.43996397e+02  9.94999988e-08  1.54330031e+02]
Niter:  1 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21299231e-10 -1.03154432e-05 -2.82912905e-01  1.61507420e+04
 -1.43996397e+02  9.94999988e-08  1.54330031e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Niter:  2 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Niter:  3 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Niter:  4 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Niter:  5 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Niter:  6 row:  143 ngroup:  1 nlines:  250 gd:  235
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
res:  235 -0.0010015125590143725 0.01663071802158811 0.02538809648573472
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
Final values:
res:  -0.0010015125590143725 0.02538809648573472
pars:  [ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
143 [ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02]
elapsed: 3.0 sec.
Niter:  0 row:  143 ngroup:  26 nlines:  6039 gd:  6039
[ 1.21709288e-10 -1.03163087e-05 -2.82920916e-01  1.61507493e+04
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02 -1.43936663e+02  9.95138973e-08
  1.54301627e+02 -1.43936663e+02  9.95138973e-08  1.54301627e+02
 -1.43936663e+02  9.95138973e-08  1.54301627e+02 -1.43936663e+02
  9.95138973e-08  1.54301627e+02]
res:  6039 -5.387319106375799e-06 0.01711840794996533 0.04018926011112679
[ 1.21709300e-10 -1.03163077e-05 -2.82920888e-01  1.61507477e+04
 -1.43938702e+02  1.92876063e-02  1.54295035e+02 -1.43424705e+02
  4.94339949e-01  1.54790529e+02 -1.43963770e+02  3.37162412e-02
  1.54301329e+02 -1.43468242e+02  5.02566314e-01  1.54789540e+02
 -1.43940513e+02  2.73529149e-02  1.54311929e+02 -1.43445622e+02
  5.07893040e-01  1.54792989e+02 -1.43952830e+02  1.26689518e-02
  1.54293563e+02 -1.43459883e+02  5.08101764e-01  1.54791922e+02
 -1.43941510e+02  2.81971491e-02  1.54301825e+02 -1.43433185e+02
  5.38318583e-01  1.54793104e+02 -1.43920379e+02  4.26130157e-02
  1.54301459e+02 -1.43465360e+02  5.00863632e-01  1.54804538e+02
 -1.43984269e+02  1.73276462e-03  1.54286121e+02 -1.43489068e+02
  4.95583752e-01  1.54811378e+02 -1.43929120e+02  1.86329357e-02
  1.54307791e+02 -1.43442173e+02  4.94660310e-01  1.54796939e+02
 -1.43974675e+02  7.14933537e-03  1.54303096e+02 -1.43448195e+02
  5.04622415e-01  1.54821304e+02 -1.43977012e+02  2.76570114e-02
  1.54299384e+02 -1.43427369e+02  4.88833184e-01  1.54797134e+02
 -1.43955801e+02 -1.66106995e-02  1.54295617e+02 -1.43483960e+02
  5.19242610e-01  1.54796606e+02 -1.43936535e+02  3.38866815e-02
  1.54294344e+02 -1.43506507e+02  5.09107435e-01  1.54794058e+02
 -1.43951917e+02 -5.37579756e-03  1.54281556e+02 -1.43476517e+02
  4.98288112e-01  1.54802347e+02]
Niter:  1 row:  143 ngroup:  26 nlines:  6039 gd:  5593
[ 1.21709300e-10 -1.03163077e-05 -2.82920888e-01  1.61507477e+04
 -1.43938702e+02  1.92876063e-02  1.54295035e+02 -1.43424705e+02
  4.94339949e-01  1.54790529e+02 -1.43963770e+02  3.37162412e-02
  1.54301329e+02 -1.43468242e+02  5.02566314e-01  1.54789540e+02
 -1.43940513e+02  2.73529149e-02  1.54311929e+02 -1.43445622e+02
  5.07893040e-01  1.54792989e+02 -1.43952830e+02  1.26689518e-02
  1.54293563e+02 -1.43459883e+02  5.08101764e-01  1.54791922e+02
 -1.43941510e+02  2.81971491e-02  1.54301825e+02 -1.43433185e+02
  5.38318583e-01  1.54793104e+02 -1.43920379e+02  4.26130157e-02
  1.54301459e+02 -1.43465360e+02  5.00863632e-01  1.54804538e+02
 -1.43984269e+02  1.73276462e-03  1.54286121e+02 -1.43489068e+02
  4.95583752e-01  1.54811378e+02 -1.43929120e+02  1.86329357e-02
  1.54307791e+02 -1.43442173e+02  4.94660310e-01  1.54796939e+02
 -1.43974675e+02  7.14933537e-03  1.54303096e+02 -1.43448195e+02
  5.04622415e-01  1.54821304e+02 -1.43977012e+02  2.76570114e-02
  1.54299384e+02 -1.43427369e+02  4.88833184e-01  1.54797134e+02
 -1.43955801e+02 -1.66106995e-02  1.54295617e+02 -1.43483960e+02
  5.19242610e-01  1.54796606e+02 -1.43936535e+02  3.38866815e-02
  1.54294344e+02 -1.43506507e+02  5.09107435e-01  1.54794058e+02
 -1.43951917e+02 -5.37579756e-03  1.54281556e+02 -1.43476517e+02
  4.98288112e-01  1.54802347e+02]
res:  5593 -0.0003741297714441316 0.016883753340152907 0.02744287187046214
[ 1.21709288e-10 -1.03163067e-05 -2.82920860e-01  1.61507460e+04
 -1.43950599e+02 -1.13958889e-02  1.54296536e+02 -1.43441768e+02
  4.77264390e-01  1.54786484e+02 -1.43984062e+02  1.51838312e-03
  1.54300683e+02 -1.43464675e+02  4.69327151e-01  1.54786249e+02
 -1.43955420e+02  1.67353088e-02  1.54309478e+02 -1.43457826e+02
  4.80664517e-01  1.54780629e+02 -1.43943529e+02  3.21170666e-03
  1.54301806e+02 -1.43469813e+02  5.00688282e-01  1.54784285e+02
 -1.43954181e+02  1.08392878e-02  1.54296811e+02 -1.43462212e+02
  5.08038523e-01  1.54790755e+02 -1.43927922e+02 -4.02313026e-03
  1.54294431e+02 -1.43452257e+02  4.85214176e-01  1.54798800e+02
 -1.43990350e+02 -1.05433586e-02  1.54279021e+02 -1.43469305e+02
  4.76513229e-01  1.54799281e+02 -1.43949864e+02  6.58140071e-03
  1.54302390e+02 -1.43449014e+02  4.85842426e-01  1.54791513e+02
 -1.43979059e+02 -1.12780906e-02  1.54301861e+02 -1.43466596e+02
  4.81810804e-01  1.54807494e+02 -1.43947017e+02  3.61289825e-03
  1.54303209e+02 -1.43432068e+02  4.76272137e-01  1.54785315e+02
 -1.43952546e+02 -1.35805062e-02  1.54297536e+02 -1.43466387e+02
  4.92611878e-01  1.54797816e+02 -1.43940675e+02 -9.83424294e-03
  1.54296735e+02 -1.43488648e+02  5.01785890e-01  1.54787653e+02
 -1.43963345e+02 -1.54481162e-02  1.54281381e+02 -1.43443475e+02
  4.73153699e-01  1.54790538e+02]
Niter:  2 row:  143 ngroup:  26 nlines:  6039 gd:  5575
[ 1.21709288e-10 -1.03163067e-05 -2.82920860e-01  1.61507460e+04
 -1.43950599e+02 -1.13958889e-02  1.54296536e+02 -1.43441768e+02
  4.77264390e-01  1.54786484e+02 -1.43984062e+02  1.51838312e-03
  1.54300683e+02 -1.43464675e+02  4.69327151e-01  1.54786249e+02
 -1.43955420e+02  1.67353088e-02  1.54309478e+02 -1.43457826e+02
  4.80664517e-01  1.54780629e+02 -1.43943529e+02  3.21170666e-03
  1.54301806e+02 -1.43469813e+02  5.00688282e-01  1.54784285e+02
 -1.43954181e+02  1.08392878e-02  1.54296811e+02 -1.43462212e+02
  5.08038523e-01  1.54790755e+02 -1.43927922e+02 -4.02313026e-03
  1.54294431e+02 -1.43452257e+02  4.85214176e-01  1.54798800e+02
 -1.43990350e+02 -1.05433586e-02  1.54279021e+02 -1.43469305e+02
  4.76513229e-01  1.54799281e+02 -1.43949864e+02  6.58140071e-03
  1.54302390e+02 -1.43449014e+02  4.85842426e-01  1.54791513e+02
 -1.43979059e+02 -1.12780906e-02  1.54301861e+02 -1.43466596e+02
  4.81810804e-01  1.54807494e+02 -1.43947017e+02  3.61289825e-03
  1.54303209e+02 -1.43432068e+02  4.76272137e-01  1.54785315e+02
 -1.43952546e+02 -1.35805062e-02  1.54297536e+02 -1.43466387e+02
  4.92611878e-01  1.54797816e+02 -1.43940675e+02 -9.83424294e-03
  1.54296735e+02 -1.43488648e+02  5.01785890e-01  1.54787653e+02
 -1.43963345e+02 -1.54481162e-02  1.54281381e+02 -1.43443475e+02
  4.73153699e-01  1.54790538e+02]
res:  5575 -0.0003897533933923114 0.016940854971835506 0.027114481424940627
[ 1.21709276e-10 -1.03163056e-05 -2.82920831e-01  1.61507444e+04
 -1.43957566e+02 -1.70869977e-02  1.54291813e+02 -1.43454237e+02
  4.68122403e-01  1.54781763e+02 -1.43991033e+02 -4.15452160e-03
  1.54295954e+02 -1.43471633e+02  4.53916566e-01  1.54783808e+02
 -1.43962401e+02  1.10597666e-02  1.54304757e+02 -1.43464798e+02
  4.74982136e-01  1.54773839e+02 -1.43935249e+02 -2.46769859e-03
  1.54297081e+02 -1.43476818e+02  4.94994512e-01  1.54777423e+02
 -1.43961115e+02  5.14297605e-03  1.54292079e+02 -1.43469160e+02
  4.98396902e-01  1.54786032e+02 -1.43934884e+02 -9.71826139e-03
  1.54289721e+02 -1.43453909e+02  4.79507764e-01  1.54794081e+02
 -1.43990700e+02 -1.62069783e-02  1.54274307e+02 -1.43476272e+02
  4.70828201e-01  1.54794559e+02 -1.43956840e+02  8.92455133e-04
  1.54297662e+02 -1.43456008e+02  4.80165893e-01  1.54791614e+02
 -1.43986013e+02 -1.69756057e-02  1.54297144e+02 -1.43473572e+02
  4.70991830e-01  1.54798267e+02 -1.43953973e+02 -6.97133264e-03
  1.54298486e+02 -1.43439062e+02  4.70611697e-01  1.54780585e+02
 -1.43959496e+02 -1.45246539e-02  1.54294944e+02 -1.43473348e+02
  4.77210520e-01  1.54793093e+02 -1.43947662e+02 -1.55279497e-02
  1.54294330e+02 -1.43473611e+02  4.96059692e-01  1.54785163e+02
 -1.43970323e+02 -2.11152035e-02  1.54279108e+02 -1.43450489e+02
  4.67470879e-01  1.54785810e+02]
Niter:  3 row:  143 ngroup:  26 nlines:  6039 gd:  5576
[ 1.21709276e-10 -1.03163056e-05 -2.82920831e-01  1.61507444e+04
 -1.43957566e+02 -1.70869977e-02  1.54291813e+02 -1.43454237e+02
  4.68122403e-01  1.54781763e+02 -1.43991033e+02 -4.15452160e-03
  1.54295954e+02 -1.43471633e+02  4.53916566e-01  1.54783808e+02
 -1.43962401e+02  1.10597666e-02  1.54304757e+02 -1.43464798e+02
  4.74982136e-01  1.54773839e+02 -1.43935249e+02 -2.46769859e-03
  1.54297081e+02 -1.43476818e+02  4.94994512e-01  1.54777423e+02
 -1.43961115e+02  5.14297605e-03  1.54292079e+02 -1.43469160e+02
  4.98396902e-01  1.54786032e+02 -1.43934884e+02 -9.71826139e-03
  1.54289721e+02 -1.43453909e+02  4.79507764e-01  1.54794081e+02
 -1.43990700e+02 -1.62069783e-02  1.54274307e+02 -1.43476272e+02
  4.70828201e-01  1.54794559e+02 -1.43956840e+02  8.92455133e-04
  1.54297662e+02 -1.43456008e+02  4.80165893e-01  1.54791614e+02
 -1.43986013e+02 -1.69756057e-02  1.54297144e+02 -1.43473572e+02
  4.70991830e-01  1.54798267e+02 -1.43953973e+02 -6.97133264e-03
  1.54298486e+02 -1.43439062e+02  4.70611697e-01  1.54780585e+02
 -1.43959496e+02 -1.45246539e-02  1.54294944e+02 -1.43473348e+02
  4.77210520e-01  1.54793093e+02 -1.43947662e+02 -1.55279497e-02
  1.54294330e+02 -1.43473611e+02  4.96059692e-01  1.54785163e+02
 -1.43970323e+02 -2.11152035e-02  1.54279108e+02 -1.43450489e+02
  4.67470879e-01  1.54785810e+02]
res:  5576 -0.0011536215497471858 0.01672690093255369 0.026994179032913446
[ 1.21047878e-10 -1.03153351e-05 -2.82913755e-01  1.61507431e+04
 -1.43980192e+02 -2.21646635e-02  1.54324518e+02 -1.43477774e+02
  4.62622930e-01  1.54814572e+02 -1.44013092e+02 -8.07143034e-03
  1.54328614e+02 -1.43494464e+02  4.51569505e-01  1.54818953e+02
 -1.43984499e+02  7.33212555e-03  1.54337568e+02 -1.43487316e+02
  4.70643044e-01  1.54806609e+02 -1.43949749e+02 -6.46298581e-03
  1.54329720e+02 -1.43498180e+02  4.89908764e-01  1.54810063e+02
 -1.43984531e+02 -9.19926109e-05  1.54324771e+02 -1.43492365e+02
  4.92842871e-01  1.54818734e+02 -1.43957795e+02 -1.49153814e-02
  1.54322464e+02 -1.43476177e+02  4.74039979e-01  1.54826708e+02
 -1.44013217e+02 -1.95574911e-02  1.54307076e+02 -1.43498885e+02
  4.66311691e-01  1.54827246e+02 -1.43979019e+02 -3.61577731e-03
  1.54330320e+02 -1.43477616e+02  4.75723512e-01  1.54824383e+02
 -1.44008871e+02 -2.16787304e-02  1.54329883e+02 -1.43495539e+02
  4.56342157e-01  1.54828729e+02 -1.43977041e+02 -1.07443333e-02
  1.54331014e+02 -1.43460719e+02  4.67158326e-01  1.54813181e+02
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  4.73914168e-01  1.54825775e+02 -1.43969467e+02 -2.03520356e-02
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 -1.43992820e+02 -2.50486684e-02  1.54311826e+02 -1.43472023e+02
  4.63310350e-01  1.54818393e+02]
Niter:  4 row:  143 ngroup:  26 nlines:  6039 gd:  5564
[ 1.21047878e-10 -1.03153351e-05 -2.82913755e-01  1.61507431e+04
 -1.43980192e+02 -2.21646635e-02  1.54324518e+02 -1.43477774e+02
  4.62622930e-01  1.54814572e+02 -1.44013092e+02 -8.07143034e-03
  1.54328614e+02 -1.43494464e+02  4.51569505e-01  1.54818953e+02
 -1.43984499e+02  7.33212555e-03  1.54337568e+02 -1.43487316e+02
  4.70643044e-01  1.54806609e+02 -1.43949749e+02 -6.46298581e-03
  1.54329720e+02 -1.43498180e+02  4.89908764e-01  1.54810063e+02
 -1.43984531e+02 -9.19926109e-05  1.54324771e+02 -1.43492365e+02
  4.92842871e-01  1.54818734e+02 -1.43957795e+02 -1.49153814e-02
  1.54322464e+02 -1.43476177e+02  4.74039979e-01  1.54826708e+02
 -1.44013217e+02 -1.95574911e-02  1.54307076e+02 -1.43498885e+02
  4.66311691e-01  1.54827246e+02 -1.43979019e+02 -3.61577731e-03
  1.54330320e+02 -1.43477616e+02  4.75723512e-01  1.54824383e+02
 -1.44008871e+02 -2.16787304e-02  1.54329883e+02 -1.43495539e+02
  4.56342157e-01  1.54828729e+02 -1.43977041e+02 -1.07443333e-02
  1.54331014e+02 -1.43460719e+02  4.67158326e-01  1.54813181e+02
 -1.43982083e+02 -1.86696194e-02  1.54327737e+02 -1.43496061e+02
  4.73914168e-01  1.54825775e+02 -1.43969467e+02 -2.03520356e-02
  1.54329268e+02 -1.43487728e+02  4.89874482e-01  1.54817933e+02
 -1.43992820e+02 -2.50486684e-02  1.54311826e+02 -1.43472023e+02
  4.63310350e-01  1.54818393e+02]
res:  5564 -0.0006576695232070051 0.016579105411437922 0.02678502901345043
[ 1.21047866e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
Niter:  5 row:  143 ngroup:  26 nlines:  6039 gd:  5559
[ 1.21047866e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
res:  5559 -0.0006344511111819884 0.016588836486334912 0.026707719681444666
[ 1.21044870e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
Niter:  6 row:  143 ngroup:  26 nlines:  6039 gd:  5557
[ 1.21044870e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
res:  5557 -0.0006376554083544761 0.016585358855081722 0.026676272466071224
[ 1.21045283e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
Saving figure to  wave_resid_43670005_fiber143.png
Final values:
res:  -0.0006376554083544761 0.026676272466071224
pars:  [ 1.21045283e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
143 [ 1.21045283e-10 -1.03153341e-05 -2.82913783e-01  1.61507447e+04
 -1.43969848e+02 -1.44652076e-02  1.54329956e+02 -1.43467443e+02
  4.73948762e-01  1.54822255e+02 -1.44002669e+02 -3.68128337e-04
  1.54334055e+02 -1.43484033e+02  4.63740261e-01  1.54824442e+02
 -1.43974112e+02  1.50089645e-02  1.54342995e+02 -1.43469702e+02
  4.82868825e-01  1.54812061e+02 -1.43932216e+02  1.24630622e-03
  1.54335140e+02 -1.43487750e+02  4.97676805e-01  1.54817574e+02
 -1.43974205e+02  7.62001813e-03  1.54330230e+02 -1.43482014e+02
  5.00570307e-01  1.54824183e+02 -1.43947442e+02 -7.20972189e-03
  1.54327871e+02 -1.43465820e+02  4.81763782e-01  1.54829923e+02
 -1.44002814e+02 -1.19002319e-02  1.54312487e+02 -1.43488470e+02
  4.74056935e-01  1.54832669e+02 -1.43968594e+02  8.30957177e-03
  1.54335753e+02 -1.43467204e+02  4.83425790e-01  1.54829769e+02
 -1.43998521e+02 -1.39440426e-02  1.54335301e+02 -1.43485111e+02
  4.68780302e-01  1.54834084e+02 -1.43966589e+02 -3.07110896e-03
  1.54336438e+02 -1.43456529e+02  4.74827495e-01  1.54818625e+02
 -1.43971718e+02 -1.09753639e-02  1.54333176e+02 -1.43479339e+02
  4.81578620e-01  1.54833350e+02 -1.43959069e+02 -1.26182107e-02
  1.54334772e+02 -1.43477446e+02  4.97710795e-01  1.54825506e+02
 -1.43982415e+02 -2.27112591e-02  1.54317246e+02 -1.43461591e+02
  4.75835965e-01  1.54823836e+02]
--- Row 145/300 row=144 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  144
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=144 ---
Niter:  0 row:  144 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 0.00399335823385627 0.015410865657031536 0.037026889498220236
[ 1.20768268e-10 -1.03150048e-05 -2.82903558e-01  1.61507337e+04
 -1.44000251e+02  7.39276894e-14  1.54382798e+02]
Niter:  1 row:  144 ngroup:  1 nlines:  255 gd:  242
[ 1.20768268e-10 -1.03150048e-05 -2.82903558e-01  1.61507337e+04
 -1.44000251e+02  7.39276894e-14  1.54382798e+02]
res:  242 0.0014854305827611824 0.015368141914223088 0.027132708765464877
[ 1.20720679e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
Niter:  2 row:  144 ngroup:  1 nlines:  255 gd:  240
[ 1.20720679e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
res:  240 0.0016358734173991252 0.015815282216863125 0.026374031057764334
[ 1.20655649e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
Niter:  3 row:  144 ngroup:  1 nlines:  255 gd:  239
[ 1.20655649e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
res:  239 0.0014832796696282458 0.015902467886917293 0.026047502646035746
[ 1.20646130e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
Niter:  4 row:  144 ngroup:  1 nlines:  255 gd:  239
[ 1.20646130e-10 -1.03153311e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
res:  239 0.0017137290706159547 0.01592837448879436 0.0260473088206352
[ 1.20655592e-10 -1.03153423e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
Niter:  5 row:  144 ngroup:  1 nlines:  255 gd:  239
[ 1.20655592e-10 -1.03153423e-05 -2.82904186e-01  1.61507378e+04
 -1.43987269e+02 -2.17063443e-11  1.54379201e+02]
res:  239 0.0014461404734902317 0.016009598733944586 0.02603687043910765
[ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02]
Niter:  6 row:  144 ngroup:  1 nlines:  255 gd:  239
[ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02]
res:  239 0.0014461404734902317 0.016009598733944586 0.02603687043910765
[ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02]
Final values:
res:  0.0014461404734902317 0.02603687043910765
pars:  [ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02]
144 [ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02]
elapsed: 2.9 sec.
Niter:  0 row:  144 ngroup:  26 nlines:  5943 gd:  5943
[ 1.20708178e-10 -1.03155301e-05 -2.82903828e-01  1.61507379e+04
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 -4.66003886e-09  1.54382267e+02 -1.43998389e+02 -4.66003886e-09
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 -1.43998389e+02 -4.66003886e-09  1.54382267e+02 -1.43998389e+02
 -4.66003886e-09  1.54382267e+02 -1.43998389e+02 -4.66003886e-09
  1.54382267e+02 -1.43998389e+02 -4.66003886e-09  1.54382267e+02
 -1.43998389e+02 -4.66003886e-09  1.54382267e+02 -1.43998389e+02
 -4.66003886e-09  1.54382267e+02]
res:  5943 0.0003551419922587229 0.017339583799184766 0.03965981082680114
[ 1.20708166e-10 -1.03155291e-05 -2.82903856e-01  1.61507395e+04
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  1.54381433e+02 -1.43551624e+02  4.91264160e-01  1.54889091e+02
 -1.44015521e+02  2.65870293e-02  1.54366224e+02 -1.43590775e+02
  4.78829739e-01  1.54878128e+02]
Niter:  1 row:  144 ngroup:  26 nlines:  5943 gd:  5523
[ 1.20708166e-10 -1.03155291e-05 -2.82903856e-01  1.61507395e+04
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  5.01773312e-01  1.54863235e+02 -1.44048795e+02  4.03950626e-02
  1.54373692e+02 -1.43509088e+02  4.89288289e-01  1.54868395e+02
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  5.25385981e-01  1.54877107e+02 -1.44021243e+02  3.26173313e-02
  1.54375448e+02 -1.43482701e+02  5.07682337e-01  1.54869071e+02
 -1.44006216e+02 -2.75932446e-02  1.54379622e+02 -1.43553061e+02
  4.76195395e-01  1.54873379e+02 -1.44024221e+02  1.03889766e-03
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  4.53795712e-01  1.54856092e+02 -1.44022635e+02  4.58779629e-03
  1.54391507e+02 -1.43525667e+02  5.01120790e-01  1.54893019e+02
 -1.44050657e+02 -3.73617590e-02  1.54354486e+02 -1.43531621e+02
  4.65380985e-01  1.54855743e+02 -1.44061663e+02  2.19203209e-03
  1.54381433e+02 -1.43551624e+02  4.91264160e-01  1.54889091e+02
 -1.44015521e+02  2.65870293e-02  1.54366224e+02 -1.43590775e+02
  4.78829739e-01  1.54878128e+02]
res:  5523 0.0005531459391932003 0.017259540432860376 0.028418884569699477
[ 1.20708153e-10 -1.03155280e-05 -2.82903884e-01  1.61507411e+04
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  1.54386556e+02 -1.43503489e+02  4.89031107e-01  1.54884686e+02
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  5.16038027e-01  1.54867162e+02 -1.44043529e+02  3.26737170e-02
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  5.18764969e-01  1.54882636e+02 -1.44007371e+02  3.41662217e-02
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  4.54001875e-01  1.54873396e+02 -1.44023468e+02  9.52031159e-03
  1.54406021e+02 -1.43521516e+02  5.00212918e-01  1.54882500e+02
 -1.44004912e+02 -2.24890199e-02  1.54386154e+02 -1.43534551e+02
  4.70112256e-01  1.54875462e+02 -1.44044892e+02 -2.09257249e-02
  1.54392577e+02 -1.43494379e+02  5.18605950e-01  1.54898809e+02
 -1.44035324e+02 -2.62733382e-02  1.54370610e+02 -1.43526653e+02
  4.84503612e-01  1.54868202e+02 -1.44055706e+02  1.15939636e-02
  1.54385798e+02 -1.43543866e+02  4.95967236e-01  1.54884032e+02
 -1.44019164e+02  2.06452918e-02  1.54375703e+02 -1.43552246e+02
  4.76172965e-01  1.54883036e+02]
Niter:  2 row:  144 ngroup:  26 nlines:  5943 gd:  5524
[ 1.20708153e-10 -1.03155280e-05 -2.82903884e-01  1.61507411e+04
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  5.16038027e-01  1.54867162e+02 -1.44043529e+02  3.26737170e-02
  1.54382572e+02 -1.43513579e+02  4.72424565e-01  1.54866413e+02
 -1.44016474e+02  2.02407441e-02  1.54383056e+02 -1.43496920e+02
  5.18764969e-01  1.54882636e+02 -1.44007371e+02  3.41662217e-02
  1.54380597e+02 -1.43482604e+02  5.08339598e-01  1.54878859e+02
 -1.43995632e+02 -1.27397362e-02  1.54386832e+02 -1.43546057e+02
  4.54001875e-01  1.54873396e+02 -1.44023468e+02  9.52031159e-03
  1.54406021e+02 -1.43521516e+02  5.00212918e-01  1.54882500e+02
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  4.70112256e-01  1.54875462e+02 -1.44044892e+02 -2.09257249e-02
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  4.84503612e-01  1.54868202e+02 -1.44055706e+02  1.15939636e-02
  1.54385798e+02 -1.43543866e+02  4.95967236e-01  1.54884032e+02
 -1.44019164e+02  2.06452918e-02  1.54375703e+02 -1.43552246e+02
  4.76172965e-01  1.54883036e+02]
res:  5524 0.0005459244857775047 0.017366134332405636 0.028384668968145864
[ 1.20708141e-10 -1.03155270e-05 -2.82903912e-01  1.61507427e+04
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  5.09119723e-01  1.54895706e+02 -1.44028701e+02 -6.38550578e-03
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  5.16799248e-01  1.54887403e+02 -1.44000369e+02  3.98750945e-02
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  4.53821839e-01  1.54878160e+02 -1.44016474e+02  2.00965780e-02
  1.54412990e+02 -1.43508776e+02  4.95924754e-01  1.54887253e+02
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  4.75792800e-01  1.54887083e+02 -1.44043395e+02 -1.97345665e-02
  1.54395055e+02 -1.43487354e+02  5.24280339e-01  1.54903569e+02
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  4.95557091e-01  1.54872952e+02 -1.44048682e+02  1.72633490e-02
  1.54390556e+02 -1.43536843e+02  5.01614024e-01  1.54886552e+02
 -1.44019108e+02  2.11529994e-02  1.54380458e+02 -1.43530617e+02
  4.81852021e-01  1.54887791e+02]
Niter:  3 row:  144 ngroup:  26 nlines:  5943 gd:  5522
[ 1.20708141e-10 -1.03155270e-05 -2.82903912e-01  1.61507427e+04
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  5.16799248e-01  1.54887403e+02 -1.44000369e+02  3.98750945e-02
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  4.53821839e-01  1.54878160e+02 -1.44016474e+02  2.00965780e-02
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  1.54395055e+02 -1.43487354e+02  5.24280339e-01  1.54903569e+02
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  4.95557091e-01  1.54872952e+02 -1.44048682e+02  1.72633490e-02
  1.54390556e+02 -1.43536843e+02  5.01614024e-01  1.54886552e+02
 -1.44019108e+02  2.11529994e-02  1.54380458e+02 -1.43530617e+02
  4.81852021e-01  1.54887791e+02]
res:  5522 0.0008936251942941453 0.017332391944364645 0.028304847344344724
[ 1.20736004e-10 -1.03155514e-05 -2.82906487e-01  1.61507411e+04
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  5.03202368e-01  1.54876394e+02 -1.44016844e+02 -1.35431176e-02
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  4.75059673e-01  1.54868397e+02]
Niter:  4 row:  144 ngroup:  26 nlines:  5943 gd:  5531
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  4.88533776e-01  1.54853501e+02 -1.44036877e+02  1.02717274e-02
  1.54371194e+02 -1.43525001e+02  4.94143948e-01  1.54867007e+02
 -1.44007431e+02  1.42778905e-02  1.54361030e+02 -1.43518559e+02
  4.75059673e-01  1.54868397e+02]
res:  5531 0.0005270623314572731 0.01729627719578275 0.02843000328508399
[ 1.20735992e-10 -1.03155504e-05 -2.82906515e-01  1.61507428e+04
 -1.43951843e+02  2.04374035e-02  1.54375234e+02 -1.43467094e+02
  5.09242875e-01  1.54878672e+02 -1.44007807e+02 -1.24201768e-02
  1.54374237e+02 -1.43482962e+02  4.94018986e-01  1.54874708e+02
 -1.43988391e+02  3.13392167e-02  1.54371686e+02 -1.43479713e+02
  5.21107870e-01  1.54852660e+02 -1.44021663e+02  3.26853344e-02
  1.54372786e+02 -1.43485939e+02  4.77492723e-01  1.54854083e+02
 -1.43989130e+02  2.24351788e-02  1.54370844e+02 -1.43469702e+02
  5.08704424e-01  1.54870503e+02 -1.43979937e+02  3.97780803e-02
  1.54368249e+02 -1.43455079e+02  5.14147382e-01  1.54866627e+02
 -1.43961718e+02 -7.93125843e-03  1.54374594e+02 -1.43518154e+02
  4.52905749e-01  1.54861191e+02 -1.43996140e+02  1.43433482e-02
  1.54395804e+02 -1.43488011e+02  4.95353271e-01  1.54870121e+02
 -1.43977343e+02 -1.74932091e-02  1.54373921e+02 -1.43506819e+02
  4.75172023e-01  1.54869973e+02 -1.44028167e+02 -1.98417078e-02
  1.54377837e+02 -1.43466615e+02  5.23554831e-01  1.54886538e+02
 -1.44007954e+02 -2.17680057e-02  1.54358259e+02 -1.43505180e+02
  4.89613685e-01  1.54855753e+02 -1.44027966e+02  1.64270423e-02
  1.54373500e+02 -1.43516137e+02  5.00422609e-01  1.54869469e+02
 -1.43998496e+02  2.05135560e-02  1.54365692e+02 -1.43509676e+02
  4.76005618e-01  1.54870852e+02]
Niter:  5 row:  144 ngroup:  26 nlines:  5943 gd:  5531
[ 1.20735992e-10 -1.03155504e-05 -2.82906515e-01  1.61507428e+04
 -1.43951843e+02  2.04374035e-02  1.54375234e+02 -1.43467094e+02
  5.09242875e-01  1.54878672e+02 -1.44007807e+02 -1.24201768e-02
  1.54374237e+02 -1.43482962e+02  4.94018986e-01  1.54874708e+02
 -1.43988391e+02  3.13392167e-02  1.54371686e+02 -1.43479713e+02
  5.21107870e-01  1.54852660e+02 -1.44021663e+02  3.26853344e-02
  1.54372786e+02 -1.43485939e+02  4.77492723e-01  1.54854083e+02
 -1.43989130e+02  2.24351788e-02  1.54370844e+02 -1.43469702e+02
  5.08704424e-01  1.54870503e+02 -1.43979937e+02  3.97780803e-02
  1.54368249e+02 -1.43455079e+02  5.14147382e-01  1.54866627e+02
 -1.43961718e+02 -7.93125843e-03  1.54374594e+02 -1.43518154e+02
  4.52905749e-01  1.54861191e+02 -1.43996140e+02  1.43433482e-02
  1.54395804e+02 -1.43488011e+02  4.95353271e-01  1.54870121e+02
 -1.43977343e+02 -1.74932091e-02  1.54373921e+02 -1.43506819e+02
  4.75172023e-01  1.54869973e+02 -1.44028167e+02 -1.98417078e-02
  1.54377837e+02 -1.43466615e+02  5.23554831e-01  1.54886538e+02
 -1.44007954e+02 -2.17680057e-02  1.54358259e+02 -1.43505180e+02
  4.89613685e-01  1.54855753e+02 -1.44027966e+02  1.64270423e-02
  1.54373500e+02 -1.43516137e+02  5.00422609e-01  1.54869469e+02
 -1.43998496e+02  2.05135560e-02  1.54365692e+02 -1.43509676e+02
  4.76005618e-01  1.54870852e+02]
res:  5531 0.0007017495881882496 0.01715838039490336 0.028381718509027442
[ 1.20661368e-10 -1.03152839e-05 -2.82907368e-01  1.61507411e+04
 -1.43944304e+02  1.47610151e-02  1.54367087e+02 -1.43459325e+02
  5.03680651e-01  1.54870530e+02 -1.43999546e+02 -1.83566410e-02
  1.54366070e+02 -1.43474920e+02  4.88115702e-01  1.54866546e+02
 -1.43981066e+02  2.54992370e-02  1.54363525e+02 -1.43471384e+02
  5.15173384e-01  1.54844502e+02 -1.44013434e+02  2.67241668e-02
  1.54364612e+02 -1.43477836e+02  4.71602543e-01  1.54845925e+02
 -1.43981570e+02  1.68311770e-02  1.54362697e+02 -1.43462265e+02
  5.02973852e-01  1.54862364e+02 -1.43972274e+02  3.41582289e-02
  1.54360095e+02 -1.43447347e+02  5.08571388e-01  1.54858482e+02
 -1.43953800e+02 -1.39034647e-02  1.54366439e+02 -1.43509899e+02
  4.46897563e-01  1.54853037e+02 -1.43988582e+02  6.75213115e-03
  1.54387645e+02 -1.43479964e+02  4.89502461e-01  1.54861956e+02
 -1.43969372e+02 -2.33760806e-02  1.54365762e+02 -1.43498757e+02
  4.69264242e-01  1.54861804e+02 -1.44020278e+02 -2.55191662e-02
  1.54369023e+02 -1.43458534e+02  5.17573069e-01  1.54878379e+02
 -1.44000305e+02 -2.78669618e-02  1.54350091e+02 -1.43497429e+02
  4.83767358e-01  1.54847580e+02 -1.44019857e+02  1.05117473e-02
  1.54365342e+02 -1.43507966e+02  4.94321580e-01  1.54861302e+02
 -1.43990539e+02  1.46126142e-02  1.54357521e+02 -1.43501261e+02
  4.70178301e-01  1.54862689e+02]
Niter:  6 row:  144 ngroup:  26 nlines:  5943 gd:  5519
[ 1.20661368e-10 -1.03152839e-05 -2.82907368e-01  1.61507411e+04
 -1.43944304e+02  1.47610151e-02  1.54367087e+02 -1.43459325e+02
  5.03680651e-01  1.54870530e+02 -1.43999546e+02 -1.83566410e-02
  1.54366070e+02 -1.43474920e+02  4.88115702e-01  1.54866546e+02
 -1.43981066e+02  2.54992370e-02  1.54363525e+02 -1.43471384e+02
  5.15173384e-01  1.54844502e+02 -1.44013434e+02  2.67241668e-02
  1.54364612e+02 -1.43477836e+02  4.71602543e-01  1.54845925e+02
 -1.43981570e+02  1.68311770e-02  1.54362697e+02 -1.43462265e+02
  5.02973852e-01  1.54862364e+02 -1.43972274e+02  3.41582289e-02
  1.54360095e+02 -1.43447347e+02  5.08571388e-01  1.54858482e+02
 -1.43953800e+02 -1.39034647e-02  1.54366439e+02 -1.43509899e+02
  4.46897563e-01  1.54853037e+02 -1.43988582e+02  6.75213115e-03
  1.54387645e+02 -1.43479964e+02  4.89502461e-01  1.54861956e+02
 -1.43969372e+02 -2.33760806e-02  1.54365762e+02 -1.43498757e+02
  4.69264242e-01  1.54861804e+02 -1.44020278e+02 -2.55191662e-02
  1.54369023e+02 -1.43458534e+02  5.17573069e-01  1.54878379e+02
 -1.44000305e+02 -2.78669618e-02  1.54350091e+02 -1.43497429e+02
  4.83767358e-01  1.54847580e+02 -1.44019857e+02  1.05117473e-02
  1.54365342e+02 -1.43507966e+02  4.94321580e-01  1.54861302e+02
 -1.43990539e+02  1.46126142e-02  1.54357521e+02 -1.43501261e+02
  4.70178301e-01  1.54862689e+02]
res:  5519 0.0004075134620507015 0.017072932334485813 0.028158687966139538
[ 1.20559721e-10 -1.03150483e-05 -2.82906649e-01  1.61507395e+04
 -1.43949012e+02  9.04816666e-03  1.54367430e+02 -1.43463922e+02
  4.97886391e-01  1.54869976e+02 -1.44004080e+02 -2.40041938e-02
  1.54365544e+02 -1.43479616e+02  4.82461405e-01  1.54865994e+02
 -1.43982835e+02  1.97854303e-02  1.54362976e+02 -1.43478675e+02
  5.09429533e-01  1.54843938e+02 -1.44017961e+02  1.89524131e-02
  1.54364046e+02 -1.43482667e+02  4.65904525e-01  1.54845386e+02
 -1.43986281e+02  1.10979489e-02  1.54362147e+02 -1.43467077e+02
  4.97312037e-01  1.54861820e+02 -1.43976914e+02  2.84465939e-02
  1.54359554e+02 -1.43451968e+02  5.02788538e-01  1.54857915e+02
 -1.43958400e+02 -1.95082919e-02  1.54365907e+02 -1.43514417e+02
  4.41279603e-01  1.54852477e+02 -1.43993432e+02 -3.37323308e-04
  1.54387096e+02 -1.43484646e+02  4.83821165e-01  1.54861397e+02
 -1.43973997e+02 -2.90242490e-02  1.54365229e+02 -1.43503405e+02
  4.63542545e-01  1.54861256e+02 -1.44024912e+02 -3.13355014e-02
  1.54369664e+02 -1.43463088e+02  5.11841556e-01  1.54877836e+02
 -1.44007820e+02 -3.57215592e-02  1.54349545e+02 -1.43498900e+02
  4.78078765e-01  1.54847050e+02 -1.44027615e+02  3.09361880e-03
  1.54364791e+02 -1.43512661e+02  4.88784616e-01  1.54860751e+02
 -1.43992301e+02  6.66081811e-03  1.54356985e+02 -1.43505892e+02
  4.64462164e-01  1.54863051e+02]
Saving figure to  wave_resid_43670005_fiber144.png
Final values:
res:  0.0004075134620507015 0.028158687966139538
pars:  [ 1.20559721e-10 -1.03150483e-05 -2.82906649e-01  1.61507395e+04
 -1.43949012e+02  9.04816666e-03  1.54367430e+02 -1.43463922e+02
  4.97886391e-01  1.54869976e+02 -1.44004080e+02 -2.40041938e-02
  1.54365544e+02 -1.43479616e+02  4.82461405e-01  1.54865994e+02
 -1.43982835e+02  1.97854303e-02  1.54362976e+02 -1.43478675e+02
  5.09429533e-01  1.54843938e+02 -1.44017961e+02  1.89524131e-02
  1.54364046e+02 -1.43482667e+02  4.65904525e-01  1.54845386e+02
 -1.43986281e+02  1.10979489e-02  1.54362147e+02 -1.43467077e+02
  4.97312037e-01  1.54861820e+02 -1.43976914e+02  2.84465939e-02
  1.54359554e+02 -1.43451968e+02  5.02788538e-01  1.54857915e+02
 -1.43958400e+02 -1.95082919e-02  1.54365907e+02 -1.43514417e+02
  4.41279603e-01  1.54852477e+02 -1.43993432e+02 -3.37323308e-04
  1.54387096e+02 -1.43484646e+02  4.83821165e-01  1.54861397e+02
 -1.43973997e+02 -2.90242490e-02  1.54365229e+02 -1.43503405e+02
  4.63542545e-01  1.54861256e+02 -1.44024912e+02 -3.13355014e-02
  1.54369664e+02 -1.43463088e+02  5.11841556e-01  1.54877836e+02
 -1.44007820e+02 -3.57215592e-02  1.54349545e+02 -1.43498900e+02
  4.78078765e-01  1.54847050e+02 -1.44027615e+02  3.09361880e-03
  1.54364791e+02 -1.43512661e+02  4.88784616e-01  1.54860751e+02
 -1.43992301e+02  6.66081811e-03  1.54356985e+02 -1.43505892e+02
  4.64462164e-01  1.54863051e+02]
144 [ 1.20559721e-10 -1.03150483e-05 -2.82906649e-01  1.61507395e+04
 -1.43949012e+02  9.04816666e-03  1.54367430e+02 -1.43463922e+02
  4.97886391e-01  1.54869976e+02 -1.44004080e+02 -2.40041938e-02
  1.54365544e+02 -1.43479616e+02  4.82461405e-01  1.54865994e+02
 -1.43982835e+02  1.97854303e-02  1.54362976e+02 -1.43478675e+02
  5.09429533e-01  1.54843938e+02 -1.44017961e+02  1.89524131e-02
  1.54364046e+02 -1.43482667e+02  4.65904525e-01  1.54845386e+02
 -1.43986281e+02  1.10979489e-02  1.54362147e+02 -1.43467077e+02
  4.97312037e-01  1.54861820e+02 -1.43976914e+02  2.84465939e-02
  1.54359554e+02 -1.43451968e+02  5.02788538e-01  1.54857915e+02
 -1.43958400e+02 -1.95082919e-02  1.54365907e+02 -1.43514417e+02
  4.41279603e-01  1.54852477e+02 -1.43993432e+02 -3.37323308e-04
  1.54387096e+02 -1.43484646e+02  4.83821165e-01  1.54861397e+02
 -1.43973997e+02 -2.90242490e-02  1.54365229e+02 -1.43503405e+02
  4.63542545e-01  1.54861256e+02 -1.44024912e+02 -3.13355014e-02
  1.54369664e+02 -1.43463088e+02  5.11841556e-01  1.54877836e+02
 -1.44007820e+02 -3.57215592e-02  1.54349545e+02 -1.43498900e+02
  4.78078765e-01  1.54847050e+02 -1.44027615e+02  3.09361880e-03
  1.54364791e+02 -1.43512661e+02  4.88784616e-01  1.54860751e+02
 -1.43992301e+02  6.66081811e-03  1.54356985e+02 -1.43505892e+02
  4.64462164e-01  1.54863051e+02]
--- Row 146/300 row=145 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  145
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=145 ---
Niter:  0 row:  145 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 -0.0002862378842110047 0.013438953119475627 0.03600563635486973
[ 1.20266004e-10 -1.03127683e-05 -2.82903300e-01  1.61507206e+04
 -1.43971116e+02  1.72036346e-13  1.54411911e+02]
Niter:  1 row:  145 ngroup:  1 nlines:  251 gd:  227
[ 1.20266004e-10 -1.03127683e-05 -2.82903300e-01  1.61507206e+04
 -1.43971116e+02  1.72036346e-13  1.54411911e+02]
res:  227 -0.00014288460261013824 0.015312094419641653 0.02238926041176555
[ 1.20491945e-10 -1.03129852e-05 -2.82908700e-01  1.61507220e+04
 -1.43928878e+02  9.48036817e-12  1.54385126e+02]
Niter:  2 row:  145 ngroup:  1 nlines:  251 gd:  234
[ 1.20491945e-10 -1.03129852e-05 -2.82908700e-01  1.61507220e+04
 -1.43928878e+02  9.48036817e-12  1.54385126e+02]
res:  234 -0.0008355078680324368 0.014460571470408468 0.02427411200282647
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
Niter:  3 row:  145 ngroup:  1 nlines:  251 gd:  234
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
res:  234 -0.0008355078680324368 0.014460571470408468 0.02427411200282647
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
Niter:  4 row:  145 ngroup:  1 nlines:  251 gd:  234
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
res:  234 -0.0008355078680324368 0.014460571470408468 0.02427411200282647
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
Niter:  5 row:  145 ngroup:  1 nlines:  251 gd:  234
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
res:  234 -0.0008355078680324368 0.014460571470408468 0.02427411200282647
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
Niter:  6 row:  145 ngroup:  1 nlines:  251 gd:  234
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
res:  234 -0.0008355078680324368 0.014460571470408468 0.02427411200282647
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
Final values:
res:  -0.0008355078680324368 0.02427411200282647
pars:  [ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
145 [ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02]
elapsed: 3.0 sec.
Niter:  0 row:  145 ngroup:  26 nlines:  6031 gd:  6031
[ 1.20726045e-10 -1.03129008e-05 -2.82911084e-01  1.61507253e+04
 -1.43903484e+02  5.45720300e-12  1.54391434e+02 -1.43903484e+02
  5.45720300e-12  1.54391434e+02 -1.43903484e+02  5.45720300e-12
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  5.45720300e-12  1.54391434e+02 -1.43903484e+02  5.45720300e-12
  1.54391434e+02 -1.43903484e+02  5.45720300e-12  1.54391434e+02
 -1.43903484e+02  5.45720300e-12  1.54391434e+02 -1.43903484e+02
  5.45720300e-12  1.54391434e+02 -1.43903484e+02  5.45720300e-12
  1.54391434e+02 -1.43903484e+02  5.45720300e-12  1.54391434e+02
 -1.43903484e+02  5.45720300e-12  1.54391434e+02 -1.43903484e+02
  5.45720300e-12  1.54391434e+02 -1.43903484e+02  5.45720300e-12
  1.54391434e+02 -1.43903484e+02  5.45720300e-12  1.54391434e+02
 -1.43903484e+02  5.45720300e-12  1.54391434e+02 -1.43903484e+02
  5.45720300e-12  1.54391434e+02 -1.43903484e+02  5.45720300e-12
  1.54391434e+02 -1.43903484e+02  5.45720300e-12  1.54391434e+02
 -1.43903484e+02  5.45720300e-12  1.54391434e+02 -1.43903484e+02
  5.45720300e-12  1.54391434e+02]
res:  6031 -6.488470171461813e-05 0.016435160705441376 0.03870853887153494
[ 1.20726057e-10 -1.03129018e-05 -2.82911056e-01  1.61507236e+04
 -1.43915297e+02  1.13576314e-02  1.54384574e+02 -1.43403645e+02
  5.05715557e-01  1.54882045e+02 -1.43948790e+02 -1.98820289e-02
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  4.94936294e-01  1.54861520e+02 -1.43906565e+02 -1.48241851e-02
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 -1.43897957e+02  3.14973483e-04  1.54385727e+02 -1.43400655e+02
  5.13489753e-01  1.54876644e+02 -1.43918724e+02  2.06284451e-02
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 -1.43930984e+02 -1.31414334e-02  1.54370756e+02 -1.43453836e+02
  4.68251115e-01  1.54849511e+02 -1.43877140e+02  1.27060798e-02
  1.54393843e+02 -1.43497760e+02  4.99609146e-01  1.54875787e+02
 -1.43925088e+02  2.42464458e-02  1.54369840e+02 -1.43477173e+02
  4.97698722e-01  1.54884837e+02 -1.43942766e+02  2.27458559e-02
  1.54371734e+02 -1.43402406e+02  4.80484328e-01  1.54870886e+02
 -1.43903936e+02 -1.50177192e-02  1.54377067e+02 -1.43466069e+02
  4.83483022e-01  1.54871006e+02 -1.43929388e+02  1.77787410e-02
  1.54379490e+02 -1.43428934e+02  4.66232239e-01  1.54862143e+02
 -1.43958750e+02  6.61103284e-03  1.54371311e+02 -1.43465990e+02
  4.68796350e-01  1.54869017e+02]
Niter:  1 row:  145 ngroup:  26 nlines:  6031 gd:  5570
[ 1.20726057e-10 -1.03129018e-05 -2.82911056e-01  1.61507236e+04
 -1.43915297e+02  1.13576314e-02  1.54384574e+02 -1.43403645e+02
  5.05715557e-01  1.54882045e+02 -1.43948790e+02 -1.98820289e-02
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  4.94936294e-01  1.54861520e+02 -1.43906565e+02 -1.48241851e-02
  1.54379722e+02 -1.43457985e+02  5.03980634e-01  1.54872258e+02
 -1.43897957e+02  3.14973483e-04  1.54385727e+02 -1.43400655e+02
  5.13489753e-01  1.54876644e+02 -1.43918724e+02  2.06284451e-02
  1.54394640e+02 -1.43410410e+02  5.10316516e-01  1.54875257e+02
 -1.43930984e+02 -1.31414334e-02  1.54370756e+02 -1.43453836e+02
  4.68251115e-01  1.54849511e+02 -1.43877140e+02  1.27060798e-02
  1.54393843e+02 -1.43497760e+02  4.99609146e-01  1.54875787e+02
 -1.43925088e+02  2.42464458e-02  1.54369840e+02 -1.43477173e+02
  4.97698722e-01  1.54884837e+02 -1.43942766e+02  2.27458559e-02
  1.54371734e+02 -1.43402406e+02  4.80484328e-01  1.54870886e+02
 -1.43903936e+02 -1.50177192e-02  1.54377067e+02 -1.43466069e+02
  4.83483022e-01  1.54871006e+02 -1.43929388e+02  1.77787410e-02
  1.54379490e+02 -1.43428934e+02  4.66232239e-01  1.54862143e+02
 -1.43958750e+02  6.61103284e-03  1.54371311e+02 -1.43465990e+02
  4.68796350e-01  1.54869017e+02]
res:  5570 0.00028727059725497384 0.016450459879706614 0.026735745363900852
[ 1.20726045e-10 -1.03129028e-05 -2.82911084e-01  1.61507220e+04
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  1.54371412e+02 -1.43451397e+02  5.05467919e-01  1.54869831e+02
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  1.54387213e+02 -1.43416392e+02  5.00511348e-01  1.54874069e+02
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  1.54384625e+02 -1.43462206e+02  4.82623063e-01  1.54876992e+02
 -1.43929295e+02  8.95756374e-04  1.54374994e+02 -1.43450832e+02
  4.88893553e-01  1.54882913e+02 -1.43933590e+02 -1.10331136e-02
  1.54367303e+02 -1.43407229e+02  4.68459353e-01  1.54872474e+02
 -1.43922505e+02 -1.99780043e-02  1.54365114e+02 -1.43463839e+02
  4.89886482e-01  1.54861049e+02 -1.43940648e+02 -9.13476272e-03
  1.54375430e+02 -1.43443331e+02  4.72461487e-01  1.54864912e+02
 -1.43934309e+02 -1.06265986e-03  1.54365989e+02 -1.43433579e+02
  4.58331517e-01  1.54870492e+02]
Niter:  2 row:  145 ngroup:  26 nlines:  6031 gd:  5570
[ 1.20726045e-10 -1.03129028e-05 -2.82911084e-01  1.61507220e+04
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 -1.43909756e+02 -1.72584801e-03  1.54381125e+02 -1.43405141e+02
  5.02054429e-01  1.54868434e+02 -1.43925225e+02  5.56697572e-03
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  1.54384625e+02 -1.43462206e+02  4.82623063e-01  1.54876992e+02
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  4.88893553e-01  1.54882913e+02 -1.43933590e+02 -1.10331136e-02
  1.54367303e+02 -1.43407229e+02  4.68459353e-01  1.54872474e+02
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  4.89886482e-01  1.54861049e+02 -1.43940648e+02 -9.13476272e-03
  1.54375430e+02 -1.43443331e+02  4.72461487e-01  1.54864912e+02
 -1.43934309e+02 -1.06265986e-03  1.54365989e+02 -1.43433579e+02
  4.58331517e-01  1.54870492e+02]
res:  5570 0.00034223636612296104 0.0163856808685523 0.026708870329747728
[ 1.20726033e-10 -1.03129039e-05 -2.82911113e-01  1.61507214e+04
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  4.99667905e-01  1.54866158e+02 -1.43927820e+02  3.17600030e-03
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  4.72561527e-01  1.54848332e+02 -1.43924434e+02 -1.08684876e-02
  1.54382350e+02 -1.43453862e+02  4.80237002e-01  1.54874716e+02
 -1.43931899e+02 -6.37988229e-03  1.54372718e+02 -1.43453433e+02
  4.86520989e-01  1.54882553e+02 -1.43936198e+02 -2.20690889e-02
  1.54365026e+02 -1.43409833e+02  4.66071134e-01  1.54872380e+02
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  4.87504453e-01  1.54858774e+02 -1.43943245e+02 -1.15203900e-02
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 -1.43936909e+02 -3.44762323e-03  1.54361543e+02 -1.43429576e+02
  4.55945345e-01  1.54868215e+02]
Niter:  3 row:  145 ngroup:  26 nlines:  6031 gd:  5566
[ 1.20726033e-10 -1.03129039e-05 -2.82911113e-01  1.61507214e+04
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  4.99667905e-01  1.54866158e+02 -1.43927820e+02  3.17600030e-03
  1.54384937e+02 -1.43418993e+02  4.98124149e-01  1.54871792e+02
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  4.87504453e-01  1.54858774e+02 -1.43943245e+02 -1.15203900e-02
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 -1.43936909e+02 -3.44762323e-03  1.54361543e+02 -1.43429576e+02
  4.55945345e-01  1.54868215e+02]
res:  5566 0.0001970752127817832 0.01630119495712279 0.02656810706099912
[ 1.20729461e-10 -1.03135181e-05 -2.82911225e-01  1.61507230e+04
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  1.54359509e+02 -1.43415862e+02  4.70963875e-01  1.54866850e+02
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 -1.43942654e+02  1.43945800e-03  1.54356166e+02 -1.43435578e+02
  4.60880005e-01  1.54862819e+02]
Niter:  4 row:  145 ngroup:  26 nlines:  6031 gd:  5564
[ 1.20729461e-10 -1.03135181e-05 -2.82911225e-01  1.61507230e+04
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  1.54367561e+02 -1.43451639e+02  4.81493752e-01  1.54859387e+02
 -1.43942654e+02  1.43945800e-03  1.54356166e+02 -1.43435578e+02
  4.60880005e-01  1.54862819e+02]
res:  5564 0.00033780526791815646 0.016276744841889013 0.02652893744448943
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 -1.43946875e+02 -4.30992469e-02  1.54360840e+02 -1.43435052e+02
  4.72347159e-01  1.54838111e+02 -1.43934326e+02 -1.10322339e-02
  1.54371881e+02 -1.43463606e+02  4.80019167e-01  1.54866752e+02
 -1.43941669e+02 -6.59074808e-03  1.54362367e+02 -1.43462944e+02
  4.86263307e-01  1.54870191e+02 -1.43946237e+02 -2.22609657e-02
  1.54354695e+02 -1.43419579e+02  4.65870217e-01  1.54862015e+02
 -1.43940656e+02 -2.25808757e-02  1.54350248e+02 -1.43469839e+02
  4.87266572e-01  1.54848214e+02 -1.43952469e+02 -1.16965473e-02
  1.54362712e+02 -1.43455336e+02  4.84197991e-01  1.54854565e+02
 -1.43940324e+02 -3.64108466e-03  1.54351354e+02 -1.43439201e+02
  4.55795749e-01  1.54860179e+02]
Niter:  5 row:  145 ngroup:  26 nlines:  6031 gd:  5564
[ 1.20729449e-10 -1.03135191e-05 -2.82911254e-01  1.61507215e+04
 -1.43929008e+02 -1.39197096e-02  1.54368807e+02 -1.43432415e+02
  4.81190962e-01  1.54864015e+02 -1.43949899e+02 -4.20168519e-02
  1.54359484e+02 -1.43467762e+02  4.99194005e-01  1.54868279e+02
 -1.43934281e+02 -2.28320410e-02  1.54364149e+02 -1.43444310e+02
  4.70541598e-01  1.54860423e+02 -1.43949872e+02 -2.80303067e-02
  1.54358938e+02 -1.43463590e+02  5.02834733e-01  1.54864078e+02
 -1.43921451e+02 -4.21772775e-03  1.54368685e+02 -1.43417083e+02
  4.99577486e-01  1.54855855e+02 -1.43936856e+02  3.04660960e-03
  1.54374618e+02 -1.43428537e+02  4.94704610e-01  1.54861426e+02
 -1.43946875e+02 -4.30992469e-02  1.54360840e+02 -1.43435052e+02
  4.72347159e-01  1.54838111e+02 -1.43934326e+02 -1.10322339e-02
  1.54371881e+02 -1.43463606e+02  4.80019167e-01  1.54866752e+02
 -1.43941669e+02 -6.59074808e-03  1.54362367e+02 -1.43462944e+02
  4.86263307e-01  1.54870191e+02 -1.43946237e+02 -2.22609657e-02
  1.54354695e+02 -1.43419579e+02  4.65870217e-01  1.54862015e+02
 -1.43940656e+02 -2.25808757e-02  1.54350248e+02 -1.43469839e+02
  4.87266572e-01  1.54848214e+02 -1.43952469e+02 -1.16965473e-02
  1.54362712e+02 -1.43455336e+02  4.84197991e-01  1.54854565e+02
 -1.43940324e+02 -3.64108466e-03  1.54351354e+02 -1.43439201e+02
  4.55795749e-01  1.54860179e+02]
res:  5564 0.00035947550532000605 0.016193044582905713 0.02650419962985192
[ 1.20697816e-10 -1.03139231e-05 -2.82910714e-01  1.61507231e+04
 -1.43933181e+02 -8.59790986e-03  1.54369588e+02 -1.43436756e+02
  4.86461920e-01  1.54864890e+02 -1.43954422e+02 -3.67319790e-02
  1.54360323e+02 -1.43472125e+02  5.04520048e-01  1.54869098e+02
 -1.43938909e+02 -1.74562536e-02  1.54365120e+02 -1.43448598e+02
  4.75894310e-01  1.54861253e+02 -1.43954171e+02 -2.26152065e-02
  1.54359900e+02 -1.43467915e+02  5.08261173e-01  1.54864847e+02
 -1.43925376e+02  1.04505130e-03  1.54369668e+02 -1.43421209e+02
  5.04961828e-01  1.54856739e+02 -1.43940745e+02  8.33373908e-03
  1.54375499e+02 -1.43432800e+02  5.00044516e-01  1.54862272e+02
 -1.43951259e+02 -3.77086893e-02  1.54361719e+02 -1.43439596e+02
  4.77755287e-01  1.54839041e+02 -1.43938881e+02 -5.61164476e-03
  1.54372658e+02 -1.43468029e+02  4.85422684e-01  1.54867625e+02
 -1.43946136e+02 -1.22836433e-03  1.54363229e+02 -1.43467210e+02
  4.91608524e-01  1.54870973e+02 -1.43950890e+02 -1.68170097e-02
  1.54355568e+02 -1.43424030e+02  4.71234392e-01  1.54862860e+02
 -1.43944990e+02 -1.71509008e-02  1.54351010e+02 -1.43469361e+02
  4.92676730e-01  1.54848928e+02 -1.43956493e+02 -6.20803398e-03
  1.54363509e+02 -1.43459524e+02  4.93120930e-01  1.54855549e+02
 -1.43944492e+02  1.73796469e-03  1.54352317e+02 -1.43443556e+02
  4.61201002e-01  1.54861092e+02]
Niter:  6 row:  145 ngroup:  26 nlines:  6031 gd:  5558
[ 1.20697816e-10 -1.03139231e-05 -2.82910714e-01  1.61507231e+04
 -1.43933181e+02 -8.59790986e-03  1.54369588e+02 -1.43436756e+02
  4.86461920e-01  1.54864890e+02 -1.43954422e+02 -3.67319790e-02
  1.54360323e+02 -1.43472125e+02  5.04520048e-01  1.54869098e+02
 -1.43938909e+02 -1.74562536e-02  1.54365120e+02 -1.43448598e+02
  4.75894310e-01  1.54861253e+02 -1.43954171e+02 -2.26152065e-02
  1.54359900e+02 -1.43467915e+02  5.08261173e-01  1.54864847e+02
 -1.43925376e+02  1.04505130e-03  1.54369668e+02 -1.43421209e+02
  5.04961828e-01  1.54856739e+02 -1.43940745e+02  8.33373908e-03
  1.54375499e+02 -1.43432800e+02  5.00044516e-01  1.54862272e+02
 -1.43951259e+02 -3.77086893e-02  1.54361719e+02 -1.43439596e+02
  4.77755287e-01  1.54839041e+02 -1.43938881e+02 -5.61164476e-03
  1.54372658e+02 -1.43468029e+02  4.85422684e-01  1.54867625e+02
 -1.43946136e+02 -1.22836433e-03  1.54363229e+02 -1.43467210e+02
  4.91608524e-01  1.54870973e+02 -1.43950890e+02 -1.68170097e-02
  1.54355568e+02 -1.43424030e+02  4.71234392e-01  1.54862860e+02
 -1.43944990e+02 -1.71509008e-02  1.54351010e+02 -1.43469361e+02
  4.92676730e-01  1.54848928e+02 -1.43956493e+02 -6.20803398e-03
  1.54363509e+02 -1.43459524e+02  4.93120930e-01  1.54855549e+02
 -1.43944492e+02  1.73796469e-03  1.54352317e+02 -1.43443556e+02
  4.61201002e-01  1.54861092e+02]
res:  5558 0.00034389424035907723 0.016205463303776924 0.02641185354476362
[ 1.20700441e-10 -1.03139231e-05 -2.82910714e-01  1.61507231e+04
 -1.43933181e+02 -8.59790986e-03  1.54369588e+02 -1.43436756e+02
  4.86461920e-01  1.54864890e+02 -1.43954422e+02 -3.67319790e-02
  1.54360323e+02 -1.43472125e+02  5.04520048e-01  1.54869098e+02
 -1.43938909e+02 -1.74562536e-02  1.54365120e+02 -1.43448598e+02
  4.75894310e-01  1.54861253e+02 -1.43954171e+02 -2.26152065e-02
  1.54359900e+02 -1.43467915e+02  5.08261173e-01  1.54864847e+02
 -1.43925376e+02  1.04505130e-03  1.54369668e+02 -1.43421209e+02
  5.04961828e-01  1.54856739e+02 -1.43940745e+02  8.33373908e-03
  1.54375499e+02 -1.43432800e+02  5.00044516e-01  1.54862272e+02
 -1.43951259e+02 -3.77086893e-02  1.54361719e+02 -1.43439596e+02
  4.77755287e-01  1.54839041e+02 -1.43938881e+02 -5.61164476e-03
  1.54372658e+02 -1.43468029e+02  4.85422684e-01  1.54867625e+02
 -1.43946136e+02 -1.22836433e-03  1.54363229e+02 -1.43467210e+02
  4.91608524e-01  1.54870973e+02 -1.43950890e+02 -1.68170097e-02
  1.54355568e+02 -1.43424030e+02  4.71234392e-01  1.54862860e+02
 -1.43944990e+02 -1.71509008e-02  1.54351010e+02 -1.43469361e+02
  4.92676730e-01  1.54848928e+02 -1.43956493e+02 -6.20803398e-03
  1.54363509e+02 -1.43459524e+02  4.93120930e-01  1.54855549e+02
 -1.43944492e+02  1.73796469e-03  1.54352317e+02 -1.43443556e+02
  4.61201002e-01  1.54861092e+02]
Saving figure to  wave_resid_43670005_fiber145.png
Final values:
res:  0.00034389424035907723 0.02641185354476362
pars:  [ 1.20700441e-10 -1.03139231e-05 -2.82910714e-01  1.61507231e+04
 -1.43933181e+02 -8.59790986e-03  1.54369588e+02 -1.43436756e+02
  4.86461920e-01  1.54864890e+02 -1.43954422e+02 -3.67319790e-02
  1.54360323e+02 -1.43472125e+02  5.04520048e-01  1.54869098e+02
 -1.43938909e+02 -1.74562536e-02  1.54365120e+02 -1.43448598e+02
  4.75894310e-01  1.54861253e+02 -1.43954171e+02 -2.26152065e-02
  1.54359900e+02 -1.43467915e+02  5.08261173e-01  1.54864847e+02
 -1.43925376e+02  1.04505130e-03  1.54369668e+02 -1.43421209e+02
  5.04961828e-01  1.54856739e+02 -1.43940745e+02  8.33373908e-03
  1.54375499e+02 -1.43432800e+02  5.00044516e-01  1.54862272e+02
 -1.43951259e+02 -3.77086893e-02  1.54361719e+02 -1.43439596e+02
  4.77755287e-01  1.54839041e+02 -1.43938881e+02 -5.61164476e-03
  1.54372658e+02 -1.43468029e+02  4.85422684e-01  1.54867625e+02
 -1.43946136e+02 -1.22836433e-03  1.54363229e+02 -1.43467210e+02
  4.91608524e-01  1.54870973e+02 -1.43950890e+02 -1.68170097e-02
  1.54355568e+02 -1.43424030e+02  4.71234392e-01  1.54862860e+02
 -1.43944990e+02 -1.71509008e-02  1.54351010e+02 -1.43469361e+02
  4.92676730e-01  1.54848928e+02 -1.43956493e+02 -6.20803398e-03
  1.54363509e+02 -1.43459524e+02  4.93120930e-01  1.54855549e+02
 -1.43944492e+02  1.73796469e-03  1.54352317e+02 -1.43443556e+02
  4.61201002e-01  1.54861092e+02]
145 [ 1.20700441e-10 -1.03139231e-05 -2.82910714e-01  1.61507231e+04
 -1.43933181e+02 -8.59790986e-03  1.54369588e+02 -1.43436756e+02
  4.86461920e-01  1.54864890e+02 -1.43954422e+02 -3.67319790e-02
  1.54360323e+02 -1.43472125e+02  5.04520048e-01  1.54869098e+02
 -1.43938909e+02 -1.74562536e-02  1.54365120e+02 -1.43448598e+02
  4.75894310e-01  1.54861253e+02 -1.43954171e+02 -2.26152065e-02
  1.54359900e+02 -1.43467915e+02  5.08261173e-01  1.54864847e+02
 -1.43925376e+02  1.04505130e-03  1.54369668e+02 -1.43421209e+02
  5.04961828e-01  1.54856739e+02 -1.43940745e+02  8.33373908e-03
  1.54375499e+02 -1.43432800e+02  5.00044516e-01  1.54862272e+02
 -1.43951259e+02 -3.77086893e-02  1.54361719e+02 -1.43439596e+02
  4.77755287e-01  1.54839041e+02 -1.43938881e+02 -5.61164476e-03
  1.54372658e+02 -1.43468029e+02  4.85422684e-01  1.54867625e+02
 -1.43946136e+02 -1.22836433e-03  1.54363229e+02 -1.43467210e+02
  4.91608524e-01  1.54870973e+02 -1.43950890e+02 -1.68170097e-02
  1.54355568e+02 -1.43424030e+02  4.71234392e-01  1.54862860e+02
 -1.43944990e+02 -1.71509008e-02  1.54351010e+02 -1.43469361e+02
  4.92676730e-01  1.54848928e+02 -1.43956493e+02 -6.20803398e-03
  1.54363509e+02 -1.43459524e+02  4.93120930e-01  1.54855549e+02
 -1.43944492e+02  1.73796469e-03  1.54352317e+02 -1.43443556e+02
  4.61201002e-01  1.54861092e+02]
--- Row 147/300 row=146 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  146
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=146 ---
Niter:  0 row:  146 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 6.608485273318365e-05 0.016763089581218082 0.03129892771569254
[ 1.20438579e-10 -1.03142735e-05 -2.82904943e-01  1.61507009e+04
 -1.43971506e+02 -5.65559389e-14  1.54376298e+02]
Niter:  1 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20438579e-10 -1.03142735e-05 -2.82904943e-01  1.61507009e+04
 -1.43971506e+02 -5.65559389e-14  1.54376298e+02]
res:  246 -0.0004455440848687431 0.016476664150104625 0.02591048849385589
[ 1.20714302e-10 -1.03145842e-05 -2.82907822e-01  1.61507051e+04
 -1.43954077e+02  1.37756363e-11  1.54373173e+02]
Niter:  2 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20714302e-10 -1.03145842e-05 -2.82907822e-01  1.61507051e+04
 -1.43954077e+02  1.37756363e-11  1.54373173e+02]
res:  246 -0.0004128306118218461 0.016490555413838592 0.02578805705220185
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
Niter:  3 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
res:  246 -0.0004128306118218461 0.016490555413838592 0.02578805705220185
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
Niter:  4 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
res:  246 -0.0004128306118218461 0.016490555413838592 0.02578805705220185
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
Niter:  5 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
res:  246 -0.0004128306118218461 0.016490555413838592 0.02578805705220185
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
Niter:  6 row:  146 ngroup:  1 nlines:  255 gd:  246
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
res:  246 -0.0004128306118218461 0.016490555413838592 0.02578805705220185
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
Final values:
res:  -0.0004128306118218461 0.02578805705220185
pars:  [ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
146 [ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02]
elapsed: 3.0 sec.
Niter:  0 row:  146 ngroup:  26 nlines:  6086 gd:  6086
[ 1.20835976e-10 -1.03146793e-05 -2.82909471e-01  1.61507072e+04
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02 -1.43938553e+02  2.29604670e-11
  1.54371450e+02 -1.43938553e+02  2.29604670e-11  1.54371450e+02
 -1.43938553e+02  2.29604670e-11  1.54371450e+02 -1.43938553e+02
  2.29604670e-11  1.54371450e+02]
res:  6086 0.00038896601654414553 0.01614913752018765 0.0395965963206438
[ 1.20835988e-10 -1.03146783e-05 -2.82909443e-01  1.61507063e+04
 -1.43935106e+02  1.87534110e-02  1.54371548e+02 -1.43464281e+02
  5.12029966e-01  1.54879411e+02 -1.44011931e+02 -1.36265489e-02
  1.54367744e+02 -1.43448504e+02  4.91036841e-01  1.54866822e+02
 -1.43935698e+02  2.26679696e-02  1.54380683e+02 -1.43450543e+02
  5.01115125e-01  1.54865931e+02 -1.43992097e+02  8.65679040e-03
  1.54387213e+02 -1.43459298e+02  5.13593784e-01  1.54878665e+02
 -1.43943882e+02  1.07231689e-02  1.54362740e+02 -1.43460946e+02
  5.22278024e-01  1.54868820e+02 -1.43967703e+02  5.07361671e-02
  1.54373039e+02 -1.43441921e+02  4.98589962e-01  1.54869037e+02
 -1.43972331e+02  2.50711376e-02  1.54353021e+02 -1.43469542e+02
  5.20107706e-01  1.54863308e+02 -1.43953222e+02  1.92167976e-02
  1.54370678e+02 -1.43462927e+02  5.04723436e-01  1.54867508e+02
 -1.43970014e+02  9.49887437e-03  1.54357387e+02 -1.43451661e+02
  4.61050139e-01  1.54860111e+02 -1.43982895e+02  1.39809138e-02
  1.54371045e+02 -1.43469858e+02  4.86136169e-01  1.54880875e+02
 -1.43961525e+02  2.00291994e-02  1.54351879e+02 -1.43494408e+02
  5.02780865e-01  1.54856215e+02 -1.43975345e+02  6.77291581e-03
  1.54366544e+02 -1.43550583e+02  4.91130788e-01  1.54864315e+02
 -1.43974939e+02 -5.61606092e-04  1.54369102e+02 -1.43504001e+02
  5.10918189e-01  1.54862651e+02]
Niter:  1 row:  146 ngroup:  26 nlines:  6086 gd:  5595
[ 1.20835988e-10 -1.03146783e-05 -2.82909443e-01  1.61507063e+04
 -1.43935106e+02  1.87534110e-02  1.54371548e+02 -1.43464281e+02
  5.12029966e-01  1.54879411e+02 -1.44011931e+02 -1.36265489e-02
  1.54367744e+02 -1.43448504e+02  4.91036841e-01  1.54866822e+02
 -1.43935698e+02  2.26679696e-02  1.54380683e+02 -1.43450543e+02
  5.01115125e-01  1.54865931e+02 -1.43992097e+02  8.65679040e-03
  1.54387213e+02 -1.43459298e+02  5.13593784e-01  1.54878665e+02
 -1.43943882e+02  1.07231689e-02  1.54362740e+02 -1.43460946e+02
  5.22278024e-01  1.54868820e+02 -1.43967703e+02  5.07361671e-02
  1.54373039e+02 -1.43441921e+02  4.98589962e-01  1.54869037e+02
 -1.43972331e+02  2.50711376e-02  1.54353021e+02 -1.43469542e+02
  5.20107706e-01  1.54863308e+02 -1.43953222e+02  1.92167976e-02
  1.54370678e+02 -1.43462927e+02  5.04723436e-01  1.54867508e+02
 -1.43970014e+02  9.49887437e-03  1.54357387e+02 -1.43451661e+02
  4.61050139e-01  1.54860111e+02 -1.43982895e+02  1.39809138e-02
  1.54371045e+02 -1.43469858e+02  4.86136169e-01  1.54880875e+02
 -1.43961525e+02  2.00291994e-02  1.54351879e+02 -1.43494408e+02
  5.02780865e-01  1.54856215e+02 -1.43975345e+02  6.77291581e-03
  1.54366544e+02 -1.43550583e+02  4.91130788e-01  1.54864315e+02
 -1.43974939e+02 -5.61606092e-04  1.54369102e+02 -1.43504001e+02
  5.10918189e-01  1.54862651e+02]
res:  5595 6.1168741012807e-05 0.01613330911095545 0.026426246195868097
[ 1.20835976e-10 -1.03146773e-05 -2.82909471e-01  1.61507080e+04
 -1.43935287e+02  5.84485155e-03  1.54371776e+02 -1.43444894e+02
  5.09405523e-01  1.54879968e+02 -1.43972563e+02  3.27639665e-04
  1.54372313e+02 -1.43425966e+02  5.02014689e-01  1.54866680e+02
 -1.43946552e+02  9.26559308e-03  1.54383946e+02 -1.43438307e+02
  4.97220538e-01  1.54874990e+02 -1.43996743e+02 -1.76925273e-03
  1.54381965e+02 -1.43469065e+02  5.07389966e-01  1.54877002e+02
 -1.43943978e+02  1.22469408e-03  1.54374342e+02 -1.43459520e+02
  5.08855339e-01  1.54871176e+02 -1.43948029e+02  4.93227149e-02
  1.54378102e+02 -1.43454242e+02  4.94734817e-01  1.54867842e+02
 -1.43967589e+02  2.92234987e-02  1.54365911e+02 -1.43478531e+02
  5.07517771e-01  1.54869853e+02 -1.43937883e+02  1.36409955e-04
  1.54383264e+02 -1.43469505e+02  5.02309068e-01  1.54877828e+02
 -1.43978849e+02 -4.13635756e-03  1.54370461e+02 -1.43468891e+02
  4.74531992e-01  1.54867572e+02 -1.43964232e+02  1.24610648e-02
  1.54378629e+02 -1.43476079e+02  4.84681838e-01  1.54880537e+02
 -1.43966357e+02  1.14076357e-02  1.54361061e+02 -1.43476956e+02
  4.97977652e-01  1.54861308e+02 -1.43968337e+02 -9.91437946e-03
  1.54376893e+02 -1.43525613e+02  4.84941091e-01  1.54868052e+02
 -1.43976612e+02 -8.52347078e-03  1.54373891e+02 -1.43486158e+02
  4.91321467e-01  1.54881482e+02]
Niter:  2 row:  146 ngroup:  26 nlines:  6086 gd:  5583
[ 1.20835976e-10 -1.03146773e-05 -2.82909471e-01  1.61507080e+04
 -1.43935287e+02  5.84485155e-03  1.54371776e+02 -1.43444894e+02
  5.09405523e-01  1.54879968e+02 -1.43972563e+02  3.27639665e-04
  1.54372313e+02 -1.43425966e+02  5.02014689e-01  1.54866680e+02
 -1.43946552e+02  9.26559308e-03  1.54383946e+02 -1.43438307e+02
  4.97220538e-01  1.54874990e+02 -1.43996743e+02 -1.76925273e-03
  1.54381965e+02 -1.43469065e+02  5.07389966e-01  1.54877002e+02
 -1.43943978e+02  1.22469408e-03  1.54374342e+02 -1.43459520e+02
  5.08855339e-01  1.54871176e+02 -1.43948029e+02  4.93227149e-02
  1.54378102e+02 -1.43454242e+02  4.94734817e-01  1.54867842e+02
 -1.43967589e+02  2.92234987e-02  1.54365911e+02 -1.43478531e+02
  5.07517771e-01  1.54869853e+02 -1.43937883e+02  1.36409955e-04
  1.54383264e+02 -1.43469505e+02  5.02309068e-01  1.54877828e+02
 -1.43978849e+02 -4.13635756e-03  1.54370461e+02 -1.43468891e+02
  4.74531992e-01  1.54867572e+02 -1.43964232e+02  1.24610648e-02
  1.54378629e+02 -1.43476079e+02  4.84681838e-01  1.54880537e+02
 -1.43966357e+02  1.14076357e-02  1.54361061e+02 -1.43476956e+02
  4.97977652e-01  1.54861308e+02 -1.43968337e+02 -9.91437946e-03
  1.54376893e+02 -1.43525613e+02  4.84941091e-01  1.54868052e+02
 -1.43976612e+02 -8.52347078e-03  1.54373891e+02 -1.43486158e+02
  4.91321467e-01  1.54881482e+02]
res:  5583 -8.968975089373998e-05 0.016229478925197327 0.026204602923799027
[ 1.20835964e-10 -1.03146762e-05 -2.82909500e-01  1.61507096e+04
 -1.43928279e+02  8.42752681e-03  1.54376537e+02 -1.43437893e+02
  5.11676560e-01  1.54884725e+02 -1.43959204e+02  1.05235458e-02
  1.54377068e+02 -1.43418950e+02  5.07702207e-01  1.54871434e+02
 -1.43939552e+02  1.49239865e-02  1.54388707e+02 -1.43431300e+02
  5.02883168e-01  1.54879750e+02 -1.43989762e+02 -1.37252944e-03
  1.54386719e+02 -1.43468294e+02  5.07867208e-01  1.54881754e+02
 -1.43936980e+02  3.31787402e-03  1.54379104e+02 -1.43452516e+02
  5.11210905e-01  1.54875941e+02 -1.43935962e+02  4.84776483e-02
  1.54382861e+02 -1.43447250e+02  5.00456028e-01  1.54868307e+02
 -1.43960549e+02  3.49076943e-02  1.54372712e+02 -1.43471497e+02
  5.13168423e-01  1.54874615e+02 -1.43930866e+02  8.74927687e-04
  1.54388034e+02 -1.43468834e+02  5.07991932e-01  1.54882586e+02
 -1.43971820e+02 -6.86829969e-03  1.54375218e+02 -1.43468019e+02
  4.85147004e-01  1.54872325e+02 -1.43957215e+02  1.81470114e-02
  1.54383395e+02 -1.43469059e+02  4.90366545e-01  1.54880952e+02
 -1.43959312e+02  1.27463129e-02  1.54367948e+02 -1.43462974e+02
  5.03655608e-01  1.54866065e+02 -1.43961330e+02 -9.06213964e-03
  1.54381653e+02 -1.43518577e+02  4.85750034e-01  1.54872811e+02
 -1.43975698e+02 -2.82978607e-03  1.54378642e+02 -1.43479097e+02
  4.91821900e-01  1.54886235e+02]
Niter:  3 row:  146 ngroup:  26 nlines:  6086 gd:  5590
[ 1.20835964e-10 -1.03146762e-05 -2.82909500e-01  1.61507096e+04
 -1.43928279e+02  8.42752681e-03  1.54376537e+02 -1.43437893e+02
  5.11676560e-01  1.54884725e+02 -1.43959204e+02  1.05235458e-02
  1.54377068e+02 -1.43418950e+02  5.07702207e-01  1.54871434e+02
 -1.43939552e+02  1.49239865e-02  1.54388707e+02 -1.43431300e+02
  5.02883168e-01  1.54879750e+02 -1.43989762e+02 -1.37252944e-03
  1.54386719e+02 -1.43468294e+02  5.07867208e-01  1.54881754e+02
 -1.43936980e+02  3.31787402e-03  1.54379104e+02 -1.43452516e+02
  5.11210905e-01  1.54875941e+02 -1.43935962e+02  4.84776483e-02
  1.54382861e+02 -1.43447250e+02  5.00456028e-01  1.54868307e+02
 -1.43960549e+02  3.49076943e-02  1.54372712e+02 -1.43471497e+02
  5.13168423e-01  1.54874615e+02 -1.43930866e+02  8.74927687e-04
  1.54388034e+02 -1.43468834e+02  5.07991932e-01  1.54882586e+02
 -1.43971820e+02 -6.86829969e-03  1.54375218e+02 -1.43468019e+02
  4.85147004e-01  1.54872325e+02 -1.43957215e+02  1.81470114e-02
  1.54383395e+02 -1.43469059e+02  4.90366545e-01  1.54880952e+02
 -1.43959312e+02  1.27463129e-02  1.54367948e+02 -1.43462974e+02
  5.03655608e-01  1.54866065e+02 -1.43961330e+02 -9.06213964e-03
  1.54381653e+02 -1.43518577e+02  4.85750034e-01  1.54872811e+02
 -1.43975698e+02 -2.82978607e-03  1.54378642e+02 -1.43479097e+02
  4.91821900e-01  1.54886235e+02]
res:  5590 -5.2726554713444784e-06 0.016288238779452513 0.026304209124059386
[ 1.20801882e-10 -1.03146762e-05 -2.82909500e-01  1.61507096e+04
 -1.43928279e+02  8.42752681e-03  1.54376537e+02 -1.43437893e+02
  5.11676560e-01  1.54884725e+02 -1.43959204e+02  1.05235458e-02
  1.54377068e+02 -1.43418950e+02  5.07702207e-01  1.54871434e+02
 -1.43939552e+02  1.49239865e-02  1.54388707e+02 -1.43431300e+02
  5.02883168e-01  1.54879750e+02 -1.43989762e+02 -1.37252944e-03
  1.54386719e+02 -1.43468294e+02  5.07867208e-01  1.54881754e+02
 -1.43936980e+02  3.31787402e-03  1.54379104e+02 -1.43452516e+02
  5.11210905e-01  1.54875941e+02 -1.43935962e+02  4.84776483e-02
  1.54382861e+02 -1.43447250e+02  5.00456028e-01  1.54868307e+02
 -1.43960549e+02  3.49076943e-02  1.54372712e+02 -1.43471497e+02
  5.13168423e-01  1.54874615e+02 -1.43930866e+02  8.74927687e-04
  1.54388034e+02 -1.43468834e+02  5.07991932e-01  1.54882586e+02
 -1.43971820e+02 -6.86829969e-03  1.54375218e+02 -1.43468019e+02
  4.85147004e-01  1.54872325e+02 -1.43957215e+02  1.81470114e-02
  1.54383395e+02 -1.43469059e+02  4.90366545e-01  1.54880952e+02
 -1.43959312e+02  1.27463129e-02  1.54367948e+02 -1.43462974e+02
  5.03655608e-01  1.54866065e+02 -1.43961330e+02 -9.06213964e-03
  1.54381653e+02 -1.43518577e+02  4.85750034e-01  1.54872811e+02
 -1.43975698e+02 -2.82978607e-03  1.54378642e+02 -1.43479097e+02
  4.91821900e-01  1.54886235e+02]
Niter:  4 row:  146 ngroup:  26 nlines:  6086 gd:  5594
[ 1.20801882e-10 -1.03146762e-05 -2.82909500e-01  1.61507096e+04
 -1.43928279e+02  8.42752681e-03  1.54376537e+02 -1.43437893e+02
  5.11676560e-01  1.54884725e+02 -1.43959204e+02  1.05235458e-02
  1.54377068e+02 -1.43418950e+02  5.07702207e-01  1.54871434e+02
 -1.43939552e+02  1.49239865e-02  1.54388707e+02 -1.43431300e+02
  5.02883168e-01  1.54879750e+02 -1.43989762e+02 -1.37252944e-03
  1.54386719e+02 -1.43468294e+02  5.07867208e-01  1.54881754e+02
 -1.43936980e+02  3.31787402e-03  1.54379104e+02 -1.43452516e+02
  5.11210905e-01  1.54875941e+02 -1.43935962e+02  4.84776483e-02
  1.54382861e+02 -1.43447250e+02  5.00456028e-01  1.54868307e+02
 -1.43960549e+02  3.49076943e-02  1.54372712e+02 -1.43471497e+02
  5.13168423e-01  1.54874615e+02 -1.43930866e+02  8.74927687e-04
  1.54388034e+02 -1.43468834e+02  5.07991932e-01  1.54882586e+02
 -1.43971820e+02 -6.86829969e-03  1.54375218e+02 -1.43468019e+02
  4.85147004e-01  1.54872325e+02 -1.43957215e+02  1.81470114e-02
  1.54383395e+02 -1.43469059e+02  4.90366545e-01  1.54880952e+02
 -1.43959312e+02  1.27463129e-02  1.54367948e+02 -1.43462974e+02
  5.03655608e-01  1.54866065e+02 -1.43961330e+02 -9.06213964e-03
  1.54381653e+02 -1.43518577e+02  4.85750034e-01  1.54872811e+02
 -1.43975698e+02 -2.82978607e-03  1.54378642e+02 -1.43479097e+02
  4.91821900e-01  1.54886235e+02]
res:  5594 -0.00013336468327906914 0.016247718081103812 0.026359621074642847
[ 1.20801870e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
Niter:  5 row:  146 ngroup:  26 nlines:  6086 gd:  5592
[ 1.20801870e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
res:  5592 2.449469411658356e-05 0.01627488566828106 0.026326689392395856
[ 1.20781373e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
Niter:  6 row:  146 ngroup:  26 nlines:  6086 gd:  5593
[ 1.20781373e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
res:  5593 3.750895211851457e-05 0.016273792364700057 0.026342113464750957
[ 1.20779227e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
Saving figure to  wave_resid_43670005_fiber146.png
Final values:
res:  3.750895211851457e-05 0.026342113464750957
pars:  [ 1.20779227e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
146 [ 1.20779227e-10 -1.03146752e-05 -2.82909528e-01  1.61507112e+04
 -1.43919805e+02  1.41282667e-02  1.54379940e+02 -1.43429431e+02
  5.17374790e-01  1.54888115e+02 -1.43950594e+02  2.07651935e-02
  1.54380436e+02 -1.43410433e+02  5.13373932e-01  1.54874786e+02
 -1.43936860e+02  2.05818925e-02  1.54394262e+02 -1.43422818e+02
  5.08542630e-01  1.54883148e+02 -1.43981371e+02  4.28966009e-03
  1.54390078e+02 -1.43465477e+02  5.13560927e-01  1.54885096e+02
 -1.43928536e+02  9.01649131e-03  1.54382510e+02 -1.43444048e+02
  5.13583912e-01  1.54881485e+02 -1.43927549e+02  5.09548315e-02
  1.54386259e+02 -1.43438826e+02  5.06171297e-01  1.54871769e+02
 -1.43951955e+02  4.05908977e-02  1.54376082e+02 -1.43462915e+02
  5.18808976e-01  1.54878028e+02 -1.43922351e+02  2.17372775e-03
  1.54393666e+02 -1.43460345e+02  5.09095805e-01  1.54885968e+02
 -1.43963273e+02 -1.18245979e-03  1.54378594e+02 -1.43459445e+02
  4.90833898e-01  1.54875679e+02 -1.43948701e+02  2.38247212e-02
  1.54388976e+02 -1.43460538e+02  4.96055855e-01  1.54884292e+02
 -1.43950690e+02  1.84063726e-02  1.54371397e+02 -1.43454315e+02
  5.09325590e-01  1.54869432e+02 -1.43952842e+02 -3.38825880e-03
  1.54385050e+02 -1.43509985e+02  4.91420536e-01  1.54876198e+02
 -1.43967192e+02  2.86036823e-03  1.54381984e+02 -1.43470449e+02
  4.97487708e-01  1.54889592e+02]
--- Row 148/300 row=147 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  147
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=147 ---
Niter:  0 row:  147 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 7.719012683082838e-05 0.01526631713295501 0.03436753797327697
[ 1.21380521e-10 -1.03154596e-05 -2.82916958e-01  1.61506949e+04
 -1.43958978e+02  3.39512965e-13  1.54335198e+02]
Niter:  1 row:  147 ngroup:  1 nlines:  258 gd:  239
[ 1.21380521e-10 -1.03154596e-05 -2.82916958e-01  1.61506949e+04
 -1.43958978e+02  3.39512965e-13  1.54335198e+02]
res:  239 -0.0010704117430577753 0.015108616383258777 0.023708908837154874
[ 1.21353938e-10 -1.03155500e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
Niter:  2 row:  147 ngroup:  1 nlines:  258 gd:  237
[ 1.21353938e-10 -1.03155500e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
res:  237 -0.0009991814231398166 0.015123975283131585 0.023000720497635904
[ 1.21363343e-10 -1.03155500e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
Niter:  3 row:  147 ngroup:  1 nlines:  258 gd:  237
[ 1.21363343e-10 -1.03155500e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
res:  237 -0.0010180203316849656 0.015105096867046086 0.02300186035743285
[ 1.21356630e-10 -1.03155592e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
Niter:  4 row:  147 ngroup:  1 nlines:  258 gd:  237
[ 1.21356630e-10 -1.03155592e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
res:  237 -0.0009746227515279315 0.015118539366085315 0.023000932447541395
[ 1.21364862e-10 -1.03155592e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
Niter:  5 row:  147 ngroup:  1 nlines:  258 gd:  237
[ 1.21364862e-10 -1.03155592e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
res:  237 -0.0009761499131855089 0.015101996456905908 0.02300190745157406
[ 1.21358979e-10 -1.03155673e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
Niter:  6 row:  147 ngroup:  1 nlines:  258 gd:  237
[ 1.21358979e-10 -1.03155673e-05 -2.82915997e-01  1.61506980e+04
 -1.43954869e+02 -1.07406564e-11  1.54349020e+02]
res:  237 -0.0005026152057325817 0.015278057126124622 0.022940480639122976
[ 1.21265687e-10 -1.03150465e-05 -2.82916749e-01  1.61506978e+04
 -1.43924832e+02  2.03300429e-10  1.54348044e+02]
Final values:
res:  -0.0005026152057325817 0.022940480639122976
pars:  [ 1.21265687e-10 -1.03150465e-05 -2.82916749e-01  1.61506978e+04
 -1.43924832e+02  2.03300429e-10  1.54348044e+02]
147 [ 1.21265687e-10 -1.03150465e-05 -2.82916749e-01  1.61506978e+04
 -1.43924832e+02  2.03300429e-10  1.54348044e+02]
elapsed: 3.0 sec.
Niter:  0 row:  147 ngroup:  26 nlines:  6156 gd:  6156
[ 1.21265687e-10 -1.03150465e-05 -2.82916749e-01  1.61506978e+04
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02 -1.43924832e+02  2.03300429e-10
  1.54348044e+02 -1.43924832e+02  2.03300429e-10  1.54348044e+02
 -1.43924832e+02  2.03300429e-10  1.54348044e+02 -1.43924832e+02
  2.03300429e-10  1.54348044e+02]
res:  6156 -8.733018421480665e-05 0.016109868916828418 0.038599159708433875
[ 1.21265699e-10 -1.03150455e-05 -2.82916721e-01  1.61506962e+04
 -1.43943473e+02  4.96265419e-03  1.54342851e+02 -1.43438364e+02
  5.16309822e-01  1.54838642e+02 -1.43907680e+02 -1.23404664e-02
  1.54324731e+02 -1.43492926e+02  4.82087365e-01  1.54844743e+02
 -1.43902667e+02  9.93009092e-03  1.54345325e+02 -1.43404963e+02
  5.01079642e-01  1.54837812e+02 -1.43899178e+02  9.24659562e-03
  1.54336146e+02 -1.43448469e+02  4.90173736e-01  1.54842869e+02
 -1.43911317e+02  2.94005556e-02  1.54346517e+02 -1.43402872e+02
  4.98035330e-01  1.54837628e+02 -1.43917588e+02  2.67911745e-03
  1.54354211e+02 -1.43382151e+02  5.01205229e-01  1.54830380e+02
 -1.43949150e+02 -5.17274485e-03  1.54344156e+02 -1.43464420e+02
  5.16143593e-01  1.54819777e+02 -1.43908375e+02 -2.86898883e-03
  1.54353960e+02 -1.43421177e+02  5.12076669e-01  1.54828368e+02
 -1.43908576e+02 -1.25848886e-02  1.54335354e+02 -1.43430771e+02
  4.88319140e-01  1.54847454e+02 -1.43948471e+02  1.58061830e-03
  1.54334949e+02 -1.43422571e+02  4.58569521e-01  1.54837643e+02
 -1.43959351e+02 -1.76217578e-02  1.54321029e+02 -1.43471625e+02
  4.85894102e-01  1.54823801e+02 -1.43958099e+02 -7.83323085e-03
  1.54331224e+02 -1.43447240e+02  5.09175413e-01  1.54835781e+02
 -1.43966291e+02 -1.42620386e-02  1.54326213e+02 -1.43480720e+02
  4.63997421e-01  1.54824977e+02]
Niter:  1 row:  147 ngroup:  26 nlines:  6156 gd:  5672
[ 1.21265699e-10 -1.03150455e-05 -2.82916721e-01  1.61506962e+04
 -1.43943473e+02  4.96265419e-03  1.54342851e+02 -1.43438364e+02
  5.16309822e-01  1.54838642e+02 -1.43907680e+02 -1.23404664e-02
  1.54324731e+02 -1.43492926e+02  4.82087365e-01  1.54844743e+02
 -1.43902667e+02  9.93009092e-03  1.54345325e+02 -1.43404963e+02
  5.01079642e-01  1.54837812e+02 -1.43899178e+02  9.24659562e-03
  1.54336146e+02 -1.43448469e+02  4.90173736e-01  1.54842869e+02
 -1.43911317e+02  2.94005556e-02  1.54346517e+02 -1.43402872e+02
  4.98035330e-01  1.54837628e+02 -1.43917588e+02  2.67911745e-03
  1.54354211e+02 -1.43382151e+02  5.01205229e-01  1.54830380e+02
 -1.43949150e+02 -5.17274485e-03  1.54344156e+02 -1.43464420e+02
  5.16143593e-01  1.54819777e+02 -1.43908375e+02 -2.86898883e-03
  1.54353960e+02 -1.43421177e+02  5.12076669e-01  1.54828368e+02
 -1.43908576e+02 -1.25848886e-02  1.54335354e+02 -1.43430771e+02
  4.88319140e-01  1.54847454e+02 -1.43948471e+02  1.58061830e-03
  1.54334949e+02 -1.43422571e+02  4.58569521e-01  1.54837643e+02
 -1.43959351e+02 -1.76217578e-02  1.54321029e+02 -1.43471625e+02
  4.85894102e-01  1.54823801e+02 -1.43958099e+02 -7.83323085e-03
  1.54331224e+02 -1.43447240e+02  5.09175413e-01  1.54835781e+02
 -1.43966291e+02 -1.42620386e-02  1.54326213e+02 -1.43480720e+02
  4.63997421e-01  1.54824977e+02]
res:  5672 -1.1670290405163541e-06 0.01572564925390907 0.026029433488316548
[ 1.21265687e-10 -1.03150444e-05 -2.82916749e-01  1.61506978e+04
 -1.43936220e+02  3.20527504e-03  1.54348077e+02 -1.43419201e+02
  5.15862317e-01  1.54845489e+02 -1.43906700e+02 -2.03022687e-02
  1.54331975e+02 -1.43460397e+02  4.79796849e-01  1.54840519e+02
 -1.43896728e+02  3.64930778e-04  1.54353105e+02 -1.43398064e+02
  4.83528014e-01  1.54842828e+02 -1.43893511e+02  1.82965377e-02
  1.54341258e+02 -1.43434542e+02  5.06272227e-01  1.54837457e+02
 -1.43898376e+02  1.22413293e-02  1.54349026e+02 -1.43409023e+02
  5.04981582e-01  1.54847023e+02 -1.43910861e+02  4.50238990e-03
  1.54353339e+02 -1.43362403e+02  4.90318671e-01  1.54835247e+02
 -1.43944920e+02  3.48651161e-03  1.54350588e+02 -1.43406262e+02
  5.11231891e-01  1.54827577e+02 -1.43883788e+02  3.55667136e-03
  1.54357796e+02 -1.43434996e+02  5.03990755e-01  1.54836781e+02
 -1.43907643e+02 -1.40828656e-03  1.54338534e+02 -1.43409114e+02
  4.96145867e-01  1.54842186e+02 -1.43919928e+02 -2.85548178e-03
  1.54344800e+02 -1.43410889e+02  4.80627857e-01  1.54845026e+02
 -1.43942527e+02 -1.49131058e-02  1.54331726e+02 -1.43467209e+02
  4.73556436e-01  1.54831904e+02 -1.43947801e+02  4.77724783e-03
  1.54331651e+02 -1.43420426e+02  4.84185827e-01  1.54833440e+02
 -1.43951208e+02 -8.76955962e-03  1.54338966e+02 -1.43451095e+02
  4.84102812e-01  1.54830174e+02]
Niter:  2 row:  147 ngroup:  26 nlines:  6156 gd:  5639
[ 1.21265687e-10 -1.03150444e-05 -2.82916749e-01  1.61506978e+04
 -1.43936220e+02  3.20527504e-03  1.54348077e+02 -1.43419201e+02
  5.15862317e-01  1.54845489e+02 -1.43906700e+02 -2.03022687e-02
  1.54331975e+02 -1.43460397e+02  4.79796849e-01  1.54840519e+02
 -1.43896728e+02  3.64930778e-04  1.54353105e+02 -1.43398064e+02
  4.83528014e-01  1.54842828e+02 -1.43893511e+02  1.82965377e-02
  1.54341258e+02 -1.43434542e+02  5.06272227e-01  1.54837457e+02
 -1.43898376e+02  1.22413293e-02  1.54349026e+02 -1.43409023e+02
  5.04981582e-01  1.54847023e+02 -1.43910861e+02  4.50238990e-03
  1.54353339e+02 -1.43362403e+02  4.90318671e-01  1.54835247e+02
 -1.43944920e+02  3.48651161e-03  1.54350588e+02 -1.43406262e+02
  5.11231891e-01  1.54827577e+02 -1.43883788e+02  3.55667136e-03
  1.54357796e+02 -1.43434996e+02  5.03990755e-01  1.54836781e+02
 -1.43907643e+02 -1.40828656e-03  1.54338534e+02 -1.43409114e+02
  4.96145867e-01  1.54842186e+02 -1.43919928e+02 -2.85548178e-03
  1.54344800e+02 -1.43410889e+02  4.80627857e-01  1.54845026e+02
 -1.43942527e+02 -1.49131058e-02  1.54331726e+02 -1.43467209e+02
  4.73556436e-01  1.54831904e+02 -1.43947801e+02  4.77724783e-03
  1.54331651e+02 -1.43420426e+02  4.84185827e-01  1.54833440e+02
 -1.43951208e+02 -8.76955962e-03  1.54338966e+02 -1.43451095e+02
  4.84102812e-01  1.54830174e+02]
res:  5639 -5.2660677283711266e-05 0.015830352571356343 0.025498144861196857
[ 1.21265675e-10 -1.03150434e-05 -2.82916777e-01  1.61506994e+04
 -1.43929226e+02  5.69463256e-03  1.54352836e+02 -1.43412231e+02
  5.18004156e-01  1.54852297e+02 -1.43899705e+02 -1.46372623e-02
  1.54338613e+02 -1.43453367e+02  4.80823430e-01  1.54845271e+02
 -1.43889730e+02 -2.63388461e-03  1.54357860e+02 -1.43391052e+02
  4.84388992e-01  1.54845407e+02 -1.43891899e+02  2.39920649e-02
  1.54346013e+02 -1.43415526e+02  5.16600745e-01  1.54839972e+02
 -1.43891378e+02  1.43995320e-02  1.54353785e+02 -1.43402035e+02
  5.10679231e-01  1.54851781e+02 -1.43903883e+02  1.01966693e-02
  1.54358095e+02 -1.43355409e+02  4.92919500e-01  1.54840006e+02
 -1.43937874e+02  9.16009905e-03  1.54357423e+02 -1.43391347e+02
  5.12093054e-01  1.54838642e+02 -1.43876794e+02  9.23804476e-03
  1.54360362e+02 -1.43428018e+02  5.05166410e-01  1.54843617e+02
 -1.43900647e+02  1.08571208e-05  1.54345276e+02 -1.43395948e+02
  5.01798125e-01  1.54846949e+02 -1.43912930e+02 -1.75109223e-03
  1.54349556e+02 -1.43403649e+02  4.86307963e-01  1.54847873e+02
 -1.43935497e+02 -9.23490691e-03  1.54336478e+02 -1.43466656e+02
  4.79267986e-01  1.54838736e+02 -1.43940773e+02  1.04315210e-02
  1.54336403e+02 -1.43406690e+02  4.85905787e-01  1.54834215e+02
 -1.43944209e+02 -3.08666048e-03  1.54343723e+02 -1.43432780e+02
  4.89799394e-01  1.54837096e+02]
Niter:  3 row:  147 ngroup:  26 nlines:  6156 gd:  5640
[ 1.21265675e-10 -1.03150434e-05 -2.82916777e-01  1.61506994e+04
 -1.43929226e+02  5.69463256e-03  1.54352836e+02 -1.43412231e+02
  5.18004156e-01  1.54852297e+02 -1.43899705e+02 -1.46372623e-02
  1.54338613e+02 -1.43453367e+02  4.80823430e-01  1.54845271e+02
 -1.43889730e+02 -2.63388461e-03  1.54357860e+02 -1.43391052e+02
  4.84388992e-01  1.54845407e+02 -1.43891899e+02  2.39920649e-02
  1.54346013e+02 -1.43415526e+02  5.16600745e-01  1.54839972e+02
 -1.43891378e+02  1.43995320e-02  1.54353785e+02 -1.43402035e+02
  5.10679231e-01  1.54851781e+02 -1.43903883e+02  1.01966693e-02
  1.54358095e+02 -1.43355409e+02  4.92919500e-01  1.54840006e+02
 -1.43937874e+02  9.16009905e-03  1.54357423e+02 -1.43391347e+02
  5.12093054e-01  1.54838642e+02 -1.43876794e+02  9.23804476e-03
  1.54360362e+02 -1.43428018e+02  5.05166410e-01  1.54843617e+02
 -1.43900647e+02  1.08571208e-05  1.54345276e+02 -1.43395948e+02
  5.01798125e-01  1.54846949e+02 -1.43912930e+02 -1.75109223e-03
  1.54349556e+02 -1.43403649e+02  4.86307963e-01  1.54847873e+02
 -1.43935497e+02 -9.23490691e-03  1.54336478e+02 -1.43466656e+02
  4.79267986e-01  1.54838736e+02 -1.43940773e+02  1.04315210e-02
  1.54336403e+02 -1.43406690e+02  4.85905787e-01  1.54834215e+02
 -1.43944209e+02 -3.08666048e-03  1.54343723e+02 -1.43432780e+02
  4.89799394e-01  1.54837096e+02]
res:  5640 0.00016864922326931264 0.01585795381470234 0.02550599338233707
[ 1.21223661e-10 -1.03150434e-05 -2.82916777e-01  1.61506994e+04
 -1.43929226e+02  5.69463256e-03  1.54352836e+02 -1.43412231e+02
  5.18004156e-01  1.54852297e+02 -1.43899705e+02 -1.46372623e-02
  1.54338613e+02 -1.43453367e+02  4.80823430e-01  1.54845271e+02
 -1.43889730e+02 -2.63388461e-03  1.54357860e+02 -1.43391052e+02
  4.84388992e-01  1.54845407e+02 -1.43891899e+02  2.39920649e-02
  1.54346013e+02 -1.43415526e+02  5.16600745e-01  1.54839972e+02
 -1.43891378e+02  1.43995320e-02  1.54353785e+02 -1.43402035e+02
  5.10679231e-01  1.54851781e+02 -1.43903883e+02  1.01966693e-02
  1.54358095e+02 -1.43355409e+02  4.92919500e-01  1.54840006e+02
 -1.43937874e+02  9.16009905e-03  1.54357423e+02 -1.43391347e+02
  5.12093054e-01  1.54838642e+02 -1.43876794e+02  9.23804476e-03
  1.54360362e+02 -1.43428018e+02  5.05166410e-01  1.54843617e+02
 -1.43900647e+02  1.08571208e-05  1.54345276e+02 -1.43395948e+02
  5.01798125e-01  1.54846949e+02 -1.43912930e+02 -1.75109223e-03
  1.54349556e+02 -1.43403649e+02  4.86307963e-01  1.54847873e+02
 -1.43935497e+02 -9.23490691e-03  1.54336478e+02 -1.43466656e+02
  4.79267986e-01  1.54838736e+02 -1.43940773e+02  1.04315210e-02
  1.54336403e+02 -1.43406690e+02  4.85905787e-01  1.54834215e+02
 -1.43944209e+02 -3.08666048e-03  1.54343723e+02 -1.43432780e+02
  4.89799394e-01  1.54837096e+02]
Niter:  4 row:  147 ngroup:  26 nlines:  6156 gd:  5641
[ 1.21223661e-10 -1.03150434e-05 -2.82916777e-01  1.61506994e+04
 -1.43929226e+02  5.69463256e-03  1.54352836e+02 -1.43412231e+02
  5.18004156e-01  1.54852297e+02 -1.43899705e+02 -1.46372623e-02
  1.54338613e+02 -1.43453367e+02  4.80823430e-01  1.54845271e+02
 -1.43889730e+02 -2.63388461e-03  1.54357860e+02 -1.43391052e+02
  4.84388992e-01  1.54845407e+02 -1.43891899e+02  2.39920649e-02
  1.54346013e+02 -1.43415526e+02  5.16600745e-01  1.54839972e+02
 -1.43891378e+02  1.43995320e-02  1.54353785e+02 -1.43402035e+02
  5.10679231e-01  1.54851781e+02 -1.43903883e+02  1.01966693e-02
  1.54358095e+02 -1.43355409e+02  4.92919500e-01  1.54840006e+02
 -1.43937874e+02  9.16009905e-03  1.54357423e+02 -1.43391347e+02
  5.12093054e-01  1.54838642e+02 -1.43876794e+02  9.23804476e-03
  1.54360362e+02 -1.43428018e+02  5.05166410e-01  1.54843617e+02
 -1.43900647e+02  1.08571208e-05  1.54345276e+02 -1.43395948e+02
  5.01798125e-01  1.54846949e+02 -1.43912930e+02 -1.75109223e-03
  1.54349556e+02 -1.43403649e+02  4.86307963e-01  1.54847873e+02
 -1.43935497e+02 -9.23490691e-03  1.54336478e+02 -1.43466656e+02
  4.79267986e-01  1.54838736e+02 -1.43940773e+02  1.04315210e-02
  1.54336403e+02 -1.43406690e+02  4.85905787e-01  1.54834215e+02
 -1.43944209e+02 -3.08666048e-03  1.54343723e+02 -1.43432780e+02
  4.89799394e-01  1.54837096e+02]
res:  5641 7.394310159725137e-07 0.015771195682646066 0.025516035490203943
[ 1.21223649e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
Niter:  5 row:  147 ngroup:  26 nlines:  6156 gd:  5641
[ 1.21223649e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
res:  5641 0.00012513530509750126 0.015866527171056077 0.025512770340843982
[ 1.21192779e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
Niter:  6 row:  147 ngroup:  26 nlines:  6156 gd:  5643
[ 1.21192779e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
res:  5643 0.00012330232948443154 0.015864149951994477 0.02554259154452117
[ 1.21193582e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
Saving figure to  wave_resid_43670005_fiber147.png
Final values:
res:  0.00012330232948443154 0.02554259154452117
pars:  [ 1.21193582e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
147 [ 1.21193582e-10 -1.03150424e-05 -2.82916750e-01  1.61507010e+04
 -1.43920929e+02  1.13984490e-02  1.54356281e+02 -1.43404033e+02
  5.23722279e-01  1.54855703e+02 -1.43891393e+02 -8.97303799e-03
  1.54340094e+02 -1.43444939e+02  4.86508027e-01  1.54848667e+02
 -1.43881423e+02  3.06134749e-03  1.54361291e+02 -1.43382689e+02
  4.90089760e-01  1.54850975e+02 -1.43883502e+02  2.96960441e-02
  1.54349437e+02 -1.43407109e+02  5.22287543e-01  1.54843307e+02
 -1.43883064e+02  2.01080652e-02  1.54357234e+02 -1.43393757e+02
  5.16392102e-01  1.54855224e+02 -1.43895646e+02  1.58919600e-02
  1.54361531e+02 -1.43347129e+02  4.98629400e-01  1.54843464e+02
 -1.43929381e+02  1.48386809e-02  1.54360849e+02 -1.43383001e+02
  5.17768728e-01  1.54842117e+02 -1.43868499e+02  1.49205357e-02
  1.54363817e+02 -1.43419772e+02  5.10851518e-01  1.54847040e+02
 -1.43892319e+02  5.68198328e-03  1.54348717e+02 -1.43387573e+02
  5.07468313e-01  1.54850431e+02 -1.43904619e+02  3.93001377e-03
  1.54352995e+02 -1.43395333e+02  4.91987488e-01  1.54851295e+02
 -1.43927060e+02 -3.55688657e-03  1.54339891e+02 -1.43458432e+02
  4.84971260e-01  1.54842225e+02 -1.43932361e+02  2.05734667e-02
  1.54339805e+02 -1.43398224e+02  4.91572793e-01  1.54837575e+02
 -1.43935885e+02  2.60003259e-03  1.54347150e+02 -1.43418069e+02
  4.95502838e-01  1.54840556e+02]
--- Row 149/300 row=148 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  148
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=148 ---
Niter:  0 row:  148 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 -0.0003993700483988505 0.016348928067600355 0.03676304076404263
[ 1.20964503e-10 -1.03134461e-05 -2.82910136e-01  1.61506778e+04
 -1.43933189e+02  9.94999999e-08  1.54382168e+02]
Niter:  1 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20964503e-10 -1.03134461e-05 -2.82910136e-01  1.61506778e+04
 -1.43933189e+02  9.94999999e-08  1.54382168e+02]
res:  238 0.00036141870259598363 0.016416554328316124 0.027012898738447318
[ 1.20353754e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Niter:  2 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20353754e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
res:  238 0.0003614501219999511 0.016416629379818914 0.02701289873826899
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Niter:  3 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
res:  238 0.0003614501219999511 0.016416629379818914 0.02701289873826899
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Niter:  4 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
res:  238 0.0003614501219999511 0.016416629379818914 0.02701289873826899
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Niter:  5 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
res:  238 0.0003614501219999511 0.016416629379818914 0.02701289873826899
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Niter:  6 row:  148 ngroup:  1 nlines:  257 gd:  238
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
res:  238 0.0003614501219999511 0.016416629379818914 0.02701289873826899
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
Final values:
res:  0.0003614501219999511 0.02701289873826899
pars:  [ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
148 [ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02]
elapsed: 2.9 sec.
Niter:  0 row:  148 ngroup:  26 nlines:  6078 gd:  6078
[ 1.20353745e-10 -1.03141958e-05 -2.82899777e-01  1.61506772e+04
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02 -1.43997834e+02  9.95008600e-08
  1.54414165e+02 -1.43997834e+02  9.95008600e-08  1.54414165e+02
 -1.43997834e+02  9.95008600e-08  1.54414165e+02 -1.43997834e+02
  9.95008600e-08  1.54414165e+02]
res:  6078 0.000595536912442185 0.017317650168479304 0.03974255161487175
[ 1.20353733e-10 -1.03141948e-05 -2.82899805e-01  1.61506788e+04
 -1.44003896e+02  1.99790387e-03  1.54418945e+02 -1.43481239e+02
  5.09301520e-01  1.54914806e+02 -1.44010327e+02 -1.59432379e-02
  1.54425211e+02 -1.43494069e+02  4.94402044e-01  1.54911347e+02
 -1.44018203e+02 -3.16364703e-03  1.54416125e+02 -1.43496128e+02
  4.95347647e-01  1.54921727e+02 -1.43943000e+02  2.32763533e-03
  1.54415280e+02 -1.43543355e+02  5.08139055e-01  1.54906654e+02
 -1.44000770e+02  4.38518517e-03  1.54418681e+02 -1.43517788e+02
  4.98509863e-01  1.54913083e+02 -1.44005203e+02  2.18735883e-04
  1.54415749e+02 -1.43499213e+02  5.00474492e-01  1.54916024e+02
 -1.43964098e+02 -4.04053488e-02  1.54416788e+02 -1.43508110e+02
  4.89400157e-01  1.54896982e+02 -1.43975865e+02 -1.54038879e-02
  1.54408842e+02 -1.43504185e+02  5.13390743e-01  1.54904982e+02
 -1.43996751e+02 -2.34368415e-02  1.54413060e+02 -1.43461358e+02
  5.04850663e-01  1.54901994e+02 -1.43969005e+02 -1.28755048e-02
  1.54400117e+02 -1.43559948e+02  4.68827498e-01  1.54901638e+02
 -1.43966510e+02 -4.41832865e-02  1.54407937e+02 -1.43461285e+02
  4.47252725e-01  1.54910691e+02 -1.44041335e+02 -8.39765626e-03
  1.54428728e+02 -1.43520531e+02  4.94849111e-01  1.54894949e+02
 -1.44051911e+02 -2.81608280e-02  1.54395567e+02 -1.43527760e+02
  4.64137998e-01  1.54902456e+02]
Niter:  1 row:  148 ngroup:  26 nlines:  6078 gd:  5633
[ 1.20353733e-10 -1.03141948e-05 -2.82899805e-01  1.61506788e+04
 -1.44003896e+02  1.99790387e-03  1.54418945e+02 -1.43481239e+02
  5.09301520e-01  1.54914806e+02 -1.44010327e+02 -1.59432379e-02
  1.54425211e+02 -1.43494069e+02  4.94402044e-01  1.54911347e+02
 -1.44018203e+02 -3.16364703e-03  1.54416125e+02 -1.43496128e+02
  4.95347647e-01  1.54921727e+02 -1.43943000e+02  2.32763533e-03
  1.54415280e+02 -1.43543355e+02  5.08139055e-01  1.54906654e+02
 -1.44000770e+02  4.38518517e-03  1.54418681e+02 -1.43517788e+02
  4.98509863e-01  1.54913083e+02 -1.44005203e+02  2.18735883e-04
  1.54415749e+02 -1.43499213e+02  5.00474492e-01  1.54916024e+02
 -1.43964098e+02 -4.04053488e-02  1.54416788e+02 -1.43508110e+02
  4.89400157e-01  1.54896982e+02 -1.43975865e+02 -1.54038879e-02
  1.54408842e+02 -1.43504185e+02  5.13390743e-01  1.54904982e+02
 -1.43996751e+02 -2.34368415e-02  1.54413060e+02 -1.43461358e+02
  5.04850663e-01  1.54901994e+02 -1.43969005e+02 -1.28755048e-02
  1.54400117e+02 -1.43559948e+02  4.68827498e-01  1.54901638e+02
 -1.43966510e+02 -4.41832865e-02  1.54407937e+02 -1.43461285e+02
  4.47252725e-01  1.54910691e+02 -1.44041335e+02 -8.39765626e-03
  1.54428728e+02 -1.43520531e+02  4.94849111e-01  1.54894949e+02
 -1.44051911e+02 -2.81608280e-02  1.54395567e+02 -1.43527760e+02
  4.64137998e-01  1.54902456e+02]
res:  5633 0.0004948195000906708 0.017173602125694742 0.027763803121128937
[ 1.20353721e-10 -1.03141958e-05 -2.82899834e-01  1.61506804e+04
 -1.43983889e+02  1.13774263e-02  1.54423645e+02 -1.43476484e+02
  5.06544044e-01  1.54922160e+02 -1.44013004e+02 -1.98394864e-02
  1.54424528e+02 -1.43488717e+02  4.90381862e-01  1.54921644e+02
 -1.44007695e+02  3.45953832e-03  1.54424403e+02 -1.43501435e+02
  4.86351308e-01  1.54925738e+02 -1.43950535e+02 -1.01212016e-02
  1.54413753e+02 -1.43547332e+02  4.84064918e-01  1.54900328e+02
 -1.43987948e+02  1.32601875e-02  1.54419822e+02 -1.43511199e+02
  5.02042061e-01  1.54921828e+02 -1.43992419e+02  6.82028881e-03
  1.54420593e+02 -1.43492254e+02  5.05370542e-01  1.54916888e+02
 -1.43995217e+02 -3.51099353e-02  1.54423603e+02 -1.43496327e+02
  4.86102939e-01  1.54904161e+02 -1.43977048e+02 -6.50566813e-03
  1.54422453e+02 -1.43492563e+02  5.10935912e-01  1.54903252e+02
 -1.43997171e+02 -2.75692833e-02  1.54415034e+02 -1.43464819e+02
  4.98051746e-01  1.54902442e+02 -1.43987374e+02 -1.04469951e-02
  1.54408478e+02 -1.43526590e+02  4.80196417e-01  1.54911097e+02
 -1.43974693e+02 -2.59943660e-02  1.54413476e+02 -1.43485910e+02
  4.69150904e-01  1.54921426e+02 -1.44031227e+02  1.16016699e-02
  1.54427640e+02 -1.43522606e+02  4.79117259e-01  1.54901453e+02
 -1.44024611e+02 -2.70607060e-02  1.54401034e+02 -1.43529049e+02
  4.95233644e-01  1.54906374e+02]
Niter:  2 row:  148 ngroup:  26 nlines:  6078 gd:  5625
[ 1.20353721e-10 -1.03141958e-05 -2.82899834e-01  1.61506804e+04
 -1.43983889e+02  1.13774263e-02  1.54423645e+02 -1.43476484e+02
  5.06544044e-01  1.54922160e+02 -1.44013004e+02 -1.98394864e-02
  1.54424528e+02 -1.43488717e+02  4.90381862e-01  1.54921644e+02
 -1.44007695e+02  3.45953832e-03  1.54424403e+02 -1.43501435e+02
  4.86351308e-01  1.54925738e+02 -1.43950535e+02 -1.01212016e-02
  1.54413753e+02 -1.43547332e+02  4.84064918e-01  1.54900328e+02
 -1.43987948e+02  1.32601875e-02  1.54419822e+02 -1.43511199e+02
  5.02042061e-01  1.54921828e+02 -1.43992419e+02  6.82028881e-03
  1.54420593e+02 -1.43492254e+02  5.05370542e-01  1.54916888e+02
 -1.43995217e+02 -3.51099353e-02  1.54423603e+02 -1.43496327e+02
  4.86102939e-01  1.54904161e+02 -1.43977048e+02 -6.50566813e-03
  1.54422453e+02 -1.43492563e+02  5.10935912e-01  1.54903252e+02
 -1.43997171e+02 -2.75692833e-02  1.54415034e+02 -1.43464819e+02
  4.98051746e-01  1.54902442e+02 -1.43987374e+02 -1.04469951e-02
  1.54408478e+02 -1.43526590e+02  4.80196417e-01  1.54911097e+02
 -1.43974693e+02 -2.59943660e-02  1.54413476e+02 -1.43485910e+02
  4.69150904e-01  1.54921426e+02 -1.44031227e+02  1.16016699e-02
  1.54427640e+02 -1.43522606e+02  4.79117259e-01  1.54901453e+02
 -1.44024611e+02 -2.70607060e-02  1.54401034e+02 -1.43529049e+02
  4.95233644e-01  1.54906374e+02]
res:  5625 0.0004090169413757394 0.017079180336622812 0.027599510996678164
[ 1.20353709e-10 -1.03141968e-05 -2.82899862e-01  1.61506820e+04
 -1.43976935e+02  1.70563356e-02  1.54428367e+02 -1.43469521e+02
  5.12223165e-01  1.54926881e+02 -1.44006060e+02 -1.41823698e-02
  1.54429244e+02 -1.43481743e+02  4.91323226e-01  1.54926367e+02
 -1.44000708e+02  9.11303351e-03  1.54431236e+02 -1.43500133e+02
  4.92061427e-01  1.54930470e+02 -1.43943565e+02 -1.49595437e-02
  1.54418472e+02 -1.43547062e+02  4.89756562e-01  1.54905045e+02
 -1.43980989e+02  2.28239873e-02  1.54424547e+02 -1.43504231e+02
  5.07751494e-01  1.54926561e+02 -1.43985457e+02  1.25033287e-02
  1.54425314e+02 -1.43485295e+02  5.11070521e-01  1.54921622e+02
 -1.43988231e+02 -2.94250265e-02  1.54428332e+02 -1.43489324e+02
  4.91774649e-01  1.54908881e+02 -1.43970055e+02 -8.13266736e-04
  1.54427182e+02 -1.43485611e+02  5.11174273e-01  1.54905753e+02
 -1.43990208e+02 -2.18890858e-02  1.54419760e+02 -1.43463705e+02
  5.03711315e-01  1.54907169e+02 -1.43986590e+02 -1.00552000e-02
  1.54415354e+02 -1.43512527e+02  4.91457500e-01  1.54918057e+02
 -1.43974637e+02 -2.03173586e-02  1.54418204e+02 -1.43484974e+02
  4.79908491e-01  1.54928557e+02 -1.44024273e+02  1.73041619e-02
  1.54432367e+02 -1.43515612e+02  4.74992976e-01  1.54906180e+02
 -1.44011774e+02 -2.13851604e-02  1.54405759e+02 -1.43528824e+02
  5.00917279e-01  1.54911099e+02]
Niter:  3 row:  148 ngroup:  26 nlines:  6078 gd:  5619
[ 1.20353709e-10 -1.03141968e-05 -2.82899862e-01  1.61506820e+04
 -1.43976935e+02  1.70563356e-02  1.54428367e+02 -1.43469521e+02
  5.12223165e-01  1.54926881e+02 -1.44006060e+02 -1.41823698e-02
  1.54429244e+02 -1.43481743e+02  4.91323226e-01  1.54926367e+02
 -1.44000708e+02  9.11303351e-03  1.54431236e+02 -1.43500133e+02
  4.92061427e-01  1.54930470e+02 -1.43943565e+02 -1.49595437e-02
  1.54418472e+02 -1.43547062e+02  4.89756562e-01  1.54905045e+02
 -1.43980989e+02  2.28239873e-02  1.54424547e+02 -1.43504231e+02
  5.07751494e-01  1.54926561e+02 -1.43985457e+02  1.25033287e-02
  1.54425314e+02 -1.43485295e+02  5.11070521e-01  1.54921622e+02
 -1.43988231e+02 -2.94250265e-02  1.54428332e+02 -1.43489324e+02
  4.91774649e-01  1.54908881e+02 -1.43970055e+02 -8.13266736e-04
  1.54427182e+02 -1.43485611e+02  5.11174273e-01  1.54905753e+02
 -1.43990208e+02 -2.18890858e-02  1.54419760e+02 -1.43463705e+02
  5.03711315e-01  1.54907169e+02 -1.43986590e+02 -1.00552000e-02
  1.54415354e+02 -1.43512527e+02  4.91457500e-01  1.54918057e+02
 -1.43974637e+02 -2.03173586e-02  1.54418204e+02 -1.43484974e+02
  4.79908491e-01  1.54928557e+02 -1.44024273e+02  1.73041619e-02
  1.54432367e+02 -1.43515612e+02  4.74992976e-01  1.54906180e+02
 -1.44011774e+02 -2.13851604e-02  1.54405759e+02 -1.43528824e+02
  5.00917279e-01  1.54911099e+02]
res:  5619 0.0007631086100445827 0.016951721668192476 0.027396180335856096
[ 1.20430468e-10 -1.03143060e-05 -2.82903481e-01  1.61506804e+04
 -1.43960714e+02  1.02570238e-02  1.54403076e+02 -1.43453190e+02
  5.05398664e-01  1.54901602e+02 -1.43989877e+02 -2.19234133e-02
  1.54403916e+02 -1.43465344e+02  4.84207310e-01  1.54901034e+02
 -1.43984032e+02  1.29719521e-03  1.54405948e+02 -1.43483737e+02
  4.85857869e-01  1.54905260e+02 -1.43927097e+02 -2.20013097e-02
  1.54393150e+02 -1.43530166e+02  4.82808468e-01  1.54879696e+02
 -1.43964824e+02  1.63009489e-02  1.54399263e+02 -1.43487943e+02
  5.01624099e-01  1.54901346e+02 -1.43969261e+02  5.58407394e-03
  1.54400040e+02 -1.43469130e+02  5.04518330e-01  1.54896382e+02
 -1.43971533e+02 -3.66119727e-02  1.54403042e+02 -1.43472521e+02
  4.84197922e-01  1.54883547e+02 -1.43953291e+02 -7.66214671e-03
  1.54401939e+02 -1.43469161e+02  5.03868723e-01  1.54880354e+02
 -1.43973803e+02 -2.90699165e-02  1.54394505e+02 -1.43447081e+02
  4.95921535e-01  1.54881909e+02 -1.43970075e+02 -1.74306144e-02
  1.54390004e+02 -1.43495746e+02  4.84320018e-01  1.54892707e+02
 -1.43957874e+02 -2.74994646e-02  1.54392924e+02 -1.43468648e+02
  4.72999342e-01  1.54903246e+02 -1.44007980e+02  1.06405503e-02
  1.54407064e+02 -1.43498762e+02  4.68144876e-01  1.54880876e+02
 -1.43995238e+02 -2.86397519e-02  1.54380546e+02 -1.43511950e+02
  4.93787726e-01  1.54885784e+02]
Niter:  4 row:  148 ngroup:  26 nlines:  6078 gd:  5606
[ 1.20430468e-10 -1.03143060e-05 -2.82903481e-01  1.61506804e+04
 -1.43960714e+02  1.02570238e-02  1.54403076e+02 -1.43453190e+02
  5.05398664e-01  1.54901602e+02 -1.43989877e+02 -2.19234133e-02
  1.54403916e+02 -1.43465344e+02  4.84207310e-01  1.54901034e+02
 -1.43984032e+02  1.29719521e-03  1.54405948e+02 -1.43483737e+02
  4.85857869e-01  1.54905260e+02 -1.43927097e+02 -2.20013097e-02
  1.54393150e+02 -1.43530166e+02  4.82808468e-01  1.54879696e+02
 -1.43964824e+02  1.63009489e-02  1.54399263e+02 -1.43487943e+02
  5.01624099e-01  1.54901346e+02 -1.43969261e+02  5.58407394e-03
  1.54400040e+02 -1.43469130e+02  5.04518330e-01  1.54896382e+02
 -1.43971533e+02 -3.66119727e-02  1.54403042e+02 -1.43472521e+02
  4.84197922e-01  1.54883547e+02 -1.43953291e+02 -7.66214671e-03
  1.54401939e+02 -1.43469161e+02  5.03868723e-01  1.54880354e+02
 -1.43973803e+02 -2.90699165e-02  1.54394505e+02 -1.43447081e+02
  4.95921535e-01  1.54881909e+02 -1.43970075e+02 -1.74306144e-02
  1.54390004e+02 -1.43495746e+02  4.84320018e-01  1.54892707e+02
 -1.43957874e+02 -2.74994646e-02  1.54392924e+02 -1.43468648e+02
  4.72999342e-01  1.54903246e+02 -1.44007980e+02  1.06405503e-02
  1.54407064e+02 -1.43498762e+02  4.68144876e-01  1.54880876e+02
 -1.43995238e+02 -2.86397519e-02  1.54380546e+02 -1.43511950e+02
  4.93787726e-01  1.54885784e+02]
res:  5606 0.00016293760108965216 0.016883936326848925 0.027163485731800077
[ 1.20430456e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
Niter:  5 row:  148 ngroup:  26 nlines:  6078 gd:  5605
[ 1.20430456e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
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 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
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  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
res:  5605 0.0004037029366372735 0.016860154119967774 0.027139210909573518
[ 1.20383808e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
Niter:  6 row:  148 ngroup:  26 nlines:  6078 gd:  5605
[ 1.20383808e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
res:  5605 0.0004218628273520153 0.016887894887076982 0.027138241462061372
[ 1.20379909e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
Saving figure to  wave_resid_43670005_fiber148.png
Final values:
res:  0.0004218628273520153 0.027138241462061372
pars:  [ 1.20379909e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
148 [ 1.20379909e-10 -1.03143070e-05 -2.82903509e-01  1.61506820e+04
 -1.43951482e+02  1.63702372e-02  1.54404669e+02 -1.43443949e+02
  5.08039005e-01  1.54903145e+02 -1.43980829e+02 -2.05659631e-02
  1.54405419e+02 -1.43461205e+02  4.90472127e-01  1.54902679e+02
 -1.43974770e+02  7.60397243e-03  1.54405353e+02 -1.43480473e+02
  4.92096772e-01  1.54906963e+02 -1.43917957e+02 -1.02030968e-02
  1.54394702e+02 -1.43520794e+02  4.89119090e-01  1.54881242e+02
 -1.43955474e+02  1.88732181e-02  1.54400894e+02 -1.43478581e+02
  5.04166203e-01  1.54903333e+02 -1.43959879e+02  8.27614097e-03
  1.54401591e+02 -1.43453891e+02  5.06743386e-01  1.54895972e+02
 -1.43962287e+02 -3.52534997e-02  1.54404767e+02 -1.43463142e+02
  4.85107730e-01  1.54885136e+02 -1.43944028e+02 -1.44224854e-03
  1.54403621e+02 -1.43460208e+02  5.01334447e-01  1.54881873e+02
 -1.43970823e+02 -3.35152915e-02  1.54396137e+02 -1.43444644e+02
  5.02244333e-01  1.54883565e+02 -1.43960833e+02 -1.57381956e-02
  1.54393862e+02 -1.43486647e+02  4.95605237e-01  1.54896551e+02
 -1.43948599e+02 -2.12429429e-02  1.54394615e+02 -1.43459590e+02
  4.79256006e-01  1.54904837e+02 -1.43998871e+02  1.68996348e-02
  1.54408755e+02 -1.43489577e+02  4.69944677e-01  1.54882582e+02
 -1.43991976e+02 -2.23505242e-02  1.54384323e+02 -1.43508849e+02
  5.00040041e-01  1.54889768e+02]
--- Row 150/300 row=149 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  149
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=149 ---
Niter:  0 row:  149 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0027858006633323384 0.014683484794659307 0.0338766726696214
[ 1.20895089e-10 -1.03152443e-05 -2.82910801e-01  1.61506881e+04
 -1.43871856e+02  9.94999997e-08  1.54360363e+02]
Niter:  1 row:  149 ngroup:  1 nlines:  241 gd:  221
[ 1.20895089e-10 -1.03152443e-05 -2.82910801e-01  1.61506881e+04
 -1.43871856e+02  9.94999997e-08  1.54360363e+02]
res:  221 -0.0002772738298517652 0.015566380967356963 0.024086782407799618
[ 1.20934969e-10 -1.03151602e-05 -2.82912473e-01  1.61506942e+04
 -1.43855116e+02  9.95196765e-08  1.54370603e+02]
Niter:  2 row:  149 ngroup:  1 nlines:  241 gd:  226
[ 1.20934969e-10 -1.03151602e-05 -2.82912473e-01  1.61506942e+04
 -1.43855116e+02  9.95196765e-08  1.54370603e+02]
res:  226 0.00030783134025114123 0.015801004386958084 0.025649666713244593
[ 1.20847683e-10 -1.03153942e-05 -2.82912315e-01  1.61506952e+04
 -1.43852550e+02  9.95406980e-08  1.54375300e+02]
Niter:  3 row:  149 ngroup:  1 nlines:  241 gd:  228
[ 1.20847683e-10 -1.03153942e-05 -2.82912315e-01  1.61506952e+04
 -1.43852550e+02  9.95406980e-08  1.54375300e+02]
res:  228 0.0006120047037256882 0.016225748793658568 0.026246381190620127
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
Niter:  4 row:  149 ngroup:  1 nlines:  241 gd:  228
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
res:  228 0.0006120047037256882 0.016225748793658568 0.026246381190620127
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
Niter:  5 row:  149 ngroup:  1 nlines:  241 gd:  228
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
res:  228 0.0006120047037256882 0.016225748793658568 0.026246381190620127
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
Niter:  6 row:  149 ngroup:  1 nlines:  241 gd:  228
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
res:  228 0.0006120047037256882 0.016225748793658568 0.026246381190620127
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
Final values:
res:  0.0006120047037256882 0.026246381190620127
pars:  [ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
149 [ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02]
elapsed: 2.9 sec.
Niter:  0 row:  149 ngroup:  26 nlines:  5566 gd:  5566
[ 1.20899073e-10 -1.03156400e-05 -2.82914283e-01  1.61506963e+04
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02 -1.43838152e+02  9.95725210e-08
  1.54365200e+02 -1.43838152e+02  9.95725210e-08  1.54365200e+02
 -1.43838152e+02  9.95725210e-08  1.54365200e+02 -1.43838152e+02
  9.95725210e-08  1.54365200e+02]
res:  5566 0.0010368698240199592 0.01767073551491194 0.04354215715296238
[ 1.20899085e-10 -1.03156390e-05 -2.82914254e-01  1.61506947e+04
 -1.43822951e+02  2.26369149e-02  1.54350442e+02 -1.43345238e+02
  5.06680452e-01  1.54842301e+02 -1.43907185e+02  3.22564058e-02
  1.54341651e+02 -1.43377894e+02  5.00291155e-01  1.54850306e+02
 -1.43837715e+02  1.67279881e-02  1.54337287e+02 -1.43353924e+02
  4.83233059e-01  1.54840969e+02 -1.43841763e+02  2.45933947e-03
  1.54342677e+02 -1.43360607e+02  5.09064534e-01  1.54842746e+02
 -1.43820618e+02  3.94289814e-02  1.54342332e+02 -1.43315261e+02
  5.05961290e-01  1.54849178e+02 -1.43835736e+02  1.42227130e-02
  1.54350249e+02 -1.43343260e+02  5.39142262e-01  1.54847055e+02
 -1.43853764e+02  9.97060337e-03  1.54328913e+02 -1.43368331e+02
  4.81953131e-01  1.54840597e+02 -1.43878715e+02  2.76682819e-02
  1.54344452e+02 -1.43331499e+02  5.48355729e-01  1.54836669e+02
 -1.43912488e+02  8.29447170e-03  1.54317493e+02 -1.43428842e+02
  5.21057426e-01  1.54849057e+02 -1.43786252e+02  2.40198986e-02
  1.54354794e+02 -1.43322820e+02  5.20586822e-01  1.54837687e+02
 -1.43897225e+02 -3.92766997e-02  1.54308489e+02 -1.43392687e+02
  4.91401911e-01  1.54832849e+02 -1.43837568e+02  4.31763415e-02
  1.54329626e+02 -1.43323640e+02  4.64014710e-01  1.54823972e+02
 -1.43902435e+02  1.84752683e-02  1.54320332e+02 -1.43419382e+02
  4.64360693e-01  1.54810934e+02]
Niter:  1 row:  149 ngroup:  26 nlines:  5566 gd:  5115
[ 1.20899085e-10 -1.03156390e-05 -2.82914254e-01  1.61506947e+04
 -1.43822951e+02  2.26369149e-02  1.54350442e+02 -1.43345238e+02
  5.06680452e-01  1.54842301e+02 -1.43907185e+02  3.22564058e-02
  1.54341651e+02 -1.43377894e+02  5.00291155e-01  1.54850306e+02
 -1.43837715e+02  1.67279881e-02  1.54337287e+02 -1.43353924e+02
  4.83233059e-01  1.54840969e+02 -1.43841763e+02  2.45933947e-03
  1.54342677e+02 -1.43360607e+02  5.09064534e-01  1.54842746e+02
 -1.43820618e+02  3.94289814e-02  1.54342332e+02 -1.43315261e+02
  5.05961290e-01  1.54849178e+02 -1.43835736e+02  1.42227130e-02
  1.54350249e+02 -1.43343260e+02  5.39142262e-01  1.54847055e+02
 -1.43853764e+02  9.97060337e-03  1.54328913e+02 -1.43368331e+02
  4.81953131e-01  1.54840597e+02 -1.43878715e+02  2.76682819e-02
  1.54344452e+02 -1.43331499e+02  5.48355729e-01  1.54836669e+02
 -1.43912488e+02  8.29447170e-03  1.54317493e+02 -1.43428842e+02
  5.21057426e-01  1.54849057e+02 -1.43786252e+02  2.40198986e-02
  1.54354794e+02 -1.43322820e+02  5.20586822e-01  1.54837687e+02
 -1.43897225e+02 -3.92766997e-02  1.54308489e+02 -1.43392687e+02
  4.91401911e-01  1.54832849e+02 -1.43837568e+02  4.31763415e-02
  1.54329626e+02 -1.43323640e+02  4.64014710e-01  1.54823972e+02
 -1.43902435e+02  1.84752683e-02  1.54320332e+02 -1.43419382e+02
  4.64360693e-01  1.54810934e+02]
res:  5115 0.0002744339772107196 0.01718146985876956 0.028514963639690295
[ 1.20899097e-10 -1.03156380e-05 -2.82914226e-01  1.61506931e+04
 -1.43846299e+02  3.95827023e-04  1.54349329e+02 -1.43352474e+02
  4.95683675e-01  1.54839722e+02 -1.43898592e+02  3.12532334e-04
  1.54336060e+02 -1.43370738e+02  5.03008034e-01  1.54833566e+02
 -1.43837192e+02 -1.41213194e-02  1.54337722e+02 -1.43342061e+02
  4.88752914e-01  1.54830203e+02 -1.43863975e+02  6.90358910e-03
  1.54332338e+02 -1.43373843e+02  4.87141976e-01  1.54834487e+02
 -1.43821279e+02  2.04012479e-02  1.54341157e+02 -1.43345856e+02
  4.95561859e-01  1.54832170e+02 -1.43844311e+02 -7.66762674e-03
  1.54348357e+02 -1.43342247e+02  5.14770998e-01  1.54841761e+02
 -1.43855128e+02 -2.19015279e-03  1.54321070e+02 -1.43373978e+02
  4.69168918e-01  1.54825429e+02 -1.43890264e+02 -4.95219244e-03
  1.54345714e+02 -1.43331849e+02  5.18206886e-01  1.54836670e+02
 -1.43877119e+02  6.51999580e-03  1.54316950e+02 -1.43392180e+02
  5.05006519e-01  1.54833522e+02 -1.43827849e+02 -1.18584257e-02
  1.54347263e+02 -1.43338407e+02  4.92557143e-01  1.54826897e+02
 -1.43863809e+02 -4.79351493e-02  1.54307098e+02 -1.43390467e+02
  4.69473956e-01  1.54824628e+02 -1.43859025e+02 -1.25061912e-03
  1.54336798e+02 -1.43338604e+02  4.66514420e-01  1.54819636e+02
 -1.43884405e+02  3.94629997e-03  1.54313404e+02 -1.43379061e+02
  4.49501273e-01  1.54806929e+02]
Niter:  2 row:  149 ngroup:  26 nlines:  5566 gd:  5083
[ 1.20899097e-10 -1.03156380e-05 -2.82914226e-01  1.61506931e+04
 -1.43846299e+02  3.95827023e-04  1.54349329e+02 -1.43352474e+02
  4.95683675e-01  1.54839722e+02 -1.43898592e+02  3.12532334e-04
  1.54336060e+02 -1.43370738e+02  5.03008034e-01  1.54833566e+02
 -1.43837192e+02 -1.41213194e-02  1.54337722e+02 -1.43342061e+02
  4.88752914e-01  1.54830203e+02 -1.43863975e+02  6.90358910e-03
  1.54332338e+02 -1.43373843e+02  4.87141976e-01  1.54834487e+02
 -1.43821279e+02  2.04012479e-02  1.54341157e+02 -1.43345856e+02
  4.95561859e-01  1.54832170e+02 -1.43844311e+02 -7.66762674e-03
  1.54348357e+02 -1.43342247e+02  5.14770998e-01  1.54841761e+02
 -1.43855128e+02 -2.19015279e-03  1.54321070e+02 -1.43373978e+02
  4.69168918e-01  1.54825429e+02 -1.43890264e+02 -4.95219244e-03
  1.54345714e+02 -1.43331849e+02  5.18206886e-01  1.54836670e+02
 -1.43877119e+02  6.51999580e-03  1.54316950e+02 -1.43392180e+02
  5.05006519e-01  1.54833522e+02 -1.43827849e+02 -1.18584257e-02
  1.54347263e+02 -1.43338407e+02  4.92557143e-01  1.54826897e+02
 -1.43863809e+02 -4.79351493e-02  1.54307098e+02 -1.43390467e+02
  4.69473956e-01  1.54824628e+02 -1.43859025e+02 -1.25061912e-03
  1.54336798e+02 -1.43338604e+02  4.66514420e-01  1.54819636e+02
 -1.43884405e+02  3.94629997e-03  1.54313404e+02 -1.43379061e+02
  4.49501273e-01  1.54806929e+02]
res:  5083 0.0002811830254358938 0.017110894573306723 0.027881558767503842
[ 1.20899109e-10 -1.03156369e-05 -2.82914198e-01  1.61506915e+04
 -1.43853231e+02 -1.35405135e-02  1.54344605e+02 -1.43352861e+02
  4.93786439e-01  1.54832702e+02 -1.43905567e+02 -1.14880840e-02
  1.54326798e+02 -1.43370549e+02  4.97355804e-01  1.54828854e+02
 -1.43837653e+02 -2.64516073e-02  1.54335543e+02 -1.43340864e+02
  4.83082873e-01  1.54825483e+02 -1.43870938e+02  1.23167072e-03
  1.54325088e+02 -1.43380800e+02  4.81448408e-01  1.54827393e+02
 -1.43828236e+02  1.09776596e-02  1.54336434e+02 -1.43352811e+02
  4.85944309e-01  1.54825030e+02 -1.43851242e+02 -1.33606758e-02
  1.54343626e+02 -1.43342283e+02  5.09078567e-01  1.54837039e+02
 -1.43868304e+02 -7.84870669e-03  1.54313983e+02 -1.43380918e+02
  4.63466101e-01  1.54820713e+02 -1.43891098e+02 -1.06190369e-02
  1.54341010e+02 -1.43338840e+02  5.12542111e-01  1.54831944e+02
 -1.43877375e+02  8.47810863e-04  1.54312227e+02 -1.43399178e+02
  4.99305896e-01  1.54824016e+02 -1.43841073e+02 -1.75409502e-02
  1.54337620e+02 -1.43352661e+02  4.86914332e-01  1.54819647e+02
 -1.43864640e+02 -5.36212263e-02  1.54305121e+02 -1.43397453e+02
  4.63791779e-01  1.54819915e+02 -1.43873585e+02 -1.38639701e-02
  1.54332078e+02 -1.43345572e+02  4.66962168e-01  1.54814901e+02
 -1.43876862e+02 -1.73548690e-03  1.54308685e+02 -1.43368200e+02
  4.43839771e-01  1.54804749e+02]
Niter:  3 row:  149 ngroup:  26 nlines:  5566 gd:  5080
[ 1.20899109e-10 -1.03156369e-05 -2.82914198e-01  1.61506915e+04
 -1.43853231e+02 -1.35405135e-02  1.54344605e+02 -1.43352861e+02
  4.93786439e-01  1.54832702e+02 -1.43905567e+02 -1.14880840e-02
  1.54326798e+02 -1.43370549e+02  4.97355804e-01  1.54828854e+02
 -1.43837653e+02 -2.64516073e-02  1.54335543e+02 -1.43340864e+02
  4.83082873e-01  1.54825483e+02 -1.43870938e+02  1.23167072e-03
  1.54325088e+02 -1.43380800e+02  4.81448408e-01  1.54827393e+02
 -1.43828236e+02  1.09776596e-02  1.54336434e+02 -1.43352811e+02
  4.85944309e-01  1.54825030e+02 -1.43851242e+02 -1.33606758e-02
  1.54343626e+02 -1.43342283e+02  5.09078567e-01  1.54837039e+02
 -1.43868304e+02 -7.84870669e-03  1.54313983e+02 -1.43380918e+02
  4.63466101e-01  1.54820713e+02 -1.43891098e+02 -1.06190369e-02
  1.54341010e+02 -1.43338840e+02  5.12542111e-01  1.54831944e+02
 -1.43877375e+02  8.47810863e-04  1.54312227e+02 -1.43399178e+02
  4.99305896e-01  1.54824016e+02 -1.43841073e+02 -1.75409502e-02
  1.54337620e+02 -1.43352661e+02  4.86914332e-01  1.54819647e+02
 -1.43864640e+02 -5.36212263e-02  1.54305121e+02 -1.43397453e+02
  4.63791779e-01  1.54819915e+02 -1.43873585e+02 -1.38639701e-02
  1.54332078e+02 -1.43345572e+02  4.66962168e-01  1.54814901e+02
 -1.43876862e+02 -1.73548690e-03  1.54308685e+02 -1.43368200e+02
  4.43839771e-01  1.54804749e+02]
res:  5080 0.00012831945605285 0.01729970795531699 0.027608911416243064
[ 1.20349435e-10 -1.03145968e-05 -2.82904801e-01  1.61506899e+04
 -1.43898981e+02 -1.73808780e-02  1.54399096e+02 -1.43398203e+02
  4.89807585e-01  1.54887464e+02 -1.43951143e+02 -1.21950235e-02
  1.54381448e+02 -1.43416568e+02  4.95864936e-01  1.54883984e+02
 -1.43883254e+02 -2.83462730e-02  1.54390143e+02 -1.43386827e+02
  4.81075212e-01  1.54880292e+02 -1.43916593e+02 -1.11050585e-03
  1.54379738e+02 -1.43427651e+02  4.78199749e-01  1.54882061e+02
 -1.43873863e+02  7.37922668e-03  1.54390970e+02 -1.43398634e+02
  4.82933821e-01  1.54879761e+02 -1.43897636e+02 -1.70361305e-02
  1.54398041e+02 -1.43383665e+02  5.05333352e-01  1.54891736e+02
 -1.43913932e+02 -9.30459254e-03  1.54368700e+02 -1.43427325e+02
  4.59879872e-01  1.54875805e+02 -1.43936900e+02 -1.22122280e-02
  1.54396487e+02 -1.43384179e+02  5.11057644e-01  1.54886578e+02
 -1.43923488e+02 -1.55686763e-03  1.54366978e+02 -1.43445033e+02
  4.95633438e-01  1.54878928e+02 -1.43895369e+02 -2.00242233e-02
  1.54392367e+02 -1.43403656e+02  4.86911075e-01  1.54874104e+02
 -1.43910340e+02 -5.67495798e-02  1.54360012e+02 -1.43443378e+02
  4.61429607e-01  1.54874865e+02 -1.43918920e+02 -2.03406331e-02
  1.54386989e+02 -1.43391181e+02  4.64907515e-01  1.54869250e+02
 -1.43922655e+02 -4.13140652e-03  1.54363330e+02 -1.43413908e+02
  4.42852859e-01  1.54859590e+02]
Niter:  4 row:  149 ngroup:  26 nlines:  5566 gd:  5092
[ 1.20349435e-10 -1.03145968e-05 -2.82904801e-01  1.61506899e+04
 -1.43898981e+02 -1.73808780e-02  1.54399096e+02 -1.43398203e+02
  4.89807585e-01  1.54887464e+02 -1.43951143e+02 -1.21950235e-02
  1.54381448e+02 -1.43416568e+02  4.95864936e-01  1.54883984e+02
 -1.43883254e+02 -2.83462730e-02  1.54390143e+02 -1.43386827e+02
  4.81075212e-01  1.54880292e+02 -1.43916593e+02 -1.11050585e-03
  1.54379738e+02 -1.43427651e+02  4.78199749e-01  1.54882061e+02
 -1.43873863e+02  7.37922668e-03  1.54390970e+02 -1.43398634e+02
  4.82933821e-01  1.54879761e+02 -1.43897636e+02 -1.70361305e-02
  1.54398041e+02 -1.43383665e+02  5.05333352e-01  1.54891736e+02
 -1.43913932e+02 -9.30459254e-03  1.54368700e+02 -1.43427325e+02
  4.59879872e-01  1.54875805e+02 -1.43936900e+02 -1.22122280e-02
  1.54396487e+02 -1.43384179e+02  5.11057644e-01  1.54886578e+02
 -1.43923488e+02 -1.55686763e-03  1.54366978e+02 -1.43445033e+02
  4.95633438e-01  1.54878928e+02 -1.43895369e+02 -2.00242233e-02
  1.54392367e+02 -1.43403656e+02  4.86911075e-01  1.54874104e+02
 -1.43910340e+02 -5.67495798e-02  1.54360012e+02 -1.43443378e+02
  4.61429607e-01  1.54874865e+02 -1.43918920e+02 -2.03406331e-02
  1.54386989e+02 -1.43391181e+02  4.64907515e-01  1.54869250e+02
 -1.43922655e+02 -4.13140652e-03  1.54363330e+02 -1.43413908e+02
  4.42852859e-01  1.54859590e+02]
res:  5092 0.00027145614785695216 0.017306643898336915 0.02779440861025944
[ 1.20349423e-10 -1.03145958e-05 -2.82904830e-01  1.61506915e+04
 -1.43890003e+02 -8.01367459e-03  1.54403466e+02 -1.43389052e+02
  4.99135808e-01  1.54891780e+02 -1.43941725e+02 -1.03767911e-03
  1.54390026e+02 -1.43407073e+02  4.94878443e-01  1.54888232e+02
 -1.43873957e+02 -2.25670060e-02  1.54391946e+02 -1.43377112e+02
  4.86841816e-01  1.54881926e+02 -1.43907117e+02  4.68713816e-03
  1.54383988e+02 -1.43417716e+02  4.84051408e-01  1.54886351e+02
 -1.43864947e+02  1.65659601e-02  1.54395340e+02 -1.43389480e+02
  4.92498901e-01  1.54884096e+02 -1.43888420e+02 -1.12066675e-02
  1.54402338e+02 -1.43372210e+02  5.11155639e-01  1.54896090e+02
 -1.43904676e+02 -1.01404078e-02  1.54372999e+02 -1.43417799e+02
  4.72307952e-01  1.54880061e+02 -1.43927700e+02 -6.47482793e-03
  1.54400747e+02 -1.43375018e+02  5.16816889e-01  1.54890846e+02
 -1.43913836e+02  4.24272994e-03  1.54371219e+02 -1.43435220e+02
  5.01124871e-01  1.54883207e+02 -1.43890372e+02 -1.42269524e-02
  1.54396628e+02 -1.43396611e+02  4.92565743e-01  1.54878376e+02
 -1.43900903e+02 -5.09109972e-02  1.54366544e+02 -1.43433651e+02
  4.67218421e-01  1.54879166e+02 -1.43909439e+02 -1.11431996e-02
  1.54393593e+02 -1.43381875e+02  4.70681027e-01  1.54873492e+02
 -1.43912906e+02  1.66455200e-03  1.54367606e+02 -1.43403816e+02
  4.48552000e-01  1.54866169e+02]
Niter:  5 row:  149 ngroup:  26 nlines:  5566 gd:  5090
[ 1.20349423e-10 -1.03145958e-05 -2.82904830e-01  1.61506915e+04
 -1.43890003e+02 -8.01367459e-03  1.54403466e+02 -1.43389052e+02
  4.99135808e-01  1.54891780e+02 -1.43941725e+02 -1.03767911e-03
  1.54390026e+02 -1.43407073e+02  4.94878443e-01  1.54888232e+02
 -1.43873957e+02 -2.25670060e-02  1.54391946e+02 -1.43377112e+02
  4.86841816e-01  1.54881926e+02 -1.43907117e+02  4.68713816e-03
  1.54383988e+02 -1.43417716e+02  4.84051408e-01  1.54886351e+02
 -1.43864947e+02  1.65659601e-02  1.54395340e+02 -1.43389480e+02
  4.92498901e-01  1.54884096e+02 -1.43888420e+02 -1.12066675e-02
  1.54402338e+02 -1.43372210e+02  5.11155639e-01  1.54896090e+02
 -1.43904676e+02 -1.01404078e-02  1.54372999e+02 -1.43417799e+02
  4.72307952e-01  1.54880061e+02 -1.43927700e+02 -6.47482793e-03
  1.54400747e+02 -1.43375018e+02  5.16816889e-01  1.54890846e+02
 -1.43913836e+02  4.24272994e-03  1.54371219e+02 -1.43435220e+02
  5.01124871e-01  1.54883207e+02 -1.43890372e+02 -1.42269524e-02
  1.54396628e+02 -1.43396611e+02  4.92565743e-01  1.54878376e+02
 -1.43900903e+02 -5.09109972e-02  1.54366544e+02 -1.43433651e+02
  4.67218421e-01  1.54879166e+02 -1.43909439e+02 -1.11431996e-02
  1.54393593e+02 -1.43381875e+02  4.70681027e-01  1.54873492e+02
 -1.43912906e+02  1.66455200e-03  1.54367606e+02 -1.43403816e+02
  4.48552000e-01  1.54866169e+02]
res:  5090 0.00040999693101184675 0.017528648422739934 0.02773029096302749
[ 1.20268399e-10 -1.03139514e-05 -2.82904424e-01  1.61506899e+04
 -1.43884534e+02 -1.29500626e-02  1.54408966e+02 -1.43382375e+02
  4.94230957e-01  1.54897342e+02 -1.43934963e+02 -5.66572109e-03
  1.54397034e+02 -1.43401028e+02  4.90270158e-01  1.54893997e+02
 -1.43867669e+02 -2.72542690e-02  1.54397480e+02 -1.43370307e+02
  4.82094179e-01  1.54887612e+02 -1.43900558e+02 -3.07797966e-05
  1.54389601e+02 -1.43411277e+02  4.79315849e-01  1.54891893e+02
 -1.43859037e+02  1.16484390e-02  1.54400852e+02 -1.43383450e+02
  4.90752918e-01  1.54889644e+02 -1.43883007e+02 -1.60984825e-02
  1.54407743e+02 -1.43365517e+02  5.06264196e-01  1.54901621e+02
 -1.43898214e+02 -1.47385684e-02  1.54378599e+02 -1.43411949e+02
  4.67619947e-01  1.54885753e+02 -1.43921696e+02 -1.11156450e-02
  1.54406620e+02 -1.43363245e+02  5.12229012e-01  1.54894459e+02
 -1.43907250e+02 -5.38343668e-04  1.54376798e+02 -1.43427695e+02
  4.96406406e-01  1.54888930e+02 -1.43884372e+02 -1.89447813e-02
  1.54402227e+02 -1.43389840e+02  4.88059342e-01  1.54883863e+02
 -1.43893966e+02 -5.56742236e-02  1.54372121e+02 -1.43426494e+02
  4.62542999e-01  1.54884890e+02 -1.43901852e+02 -1.57860421e-02
  1.54399247e+02 -1.43375381e+02  4.66009927e-01  1.54878884e+02
 -1.43906519e+02 -3.02792632e-03  1.54373246e+02 -1.43396025e+02
  4.43970547e-01  1.54871797e+02]
Niter:  6 row:  149 ngroup:  26 nlines:  5566 gd:  5104
[ 1.20268399e-10 -1.03139514e-05 -2.82904424e-01  1.61506899e+04
 -1.43884534e+02 -1.29500626e-02  1.54408966e+02 -1.43382375e+02
  4.94230957e-01  1.54897342e+02 -1.43934963e+02 -5.66572109e-03
  1.54397034e+02 -1.43401028e+02  4.90270158e-01  1.54893997e+02
 -1.43867669e+02 -2.72542690e-02  1.54397480e+02 -1.43370307e+02
  4.82094179e-01  1.54887612e+02 -1.43900558e+02 -3.07797966e-05
  1.54389601e+02 -1.43411277e+02  4.79315849e-01  1.54891893e+02
 -1.43859037e+02  1.16484390e-02  1.54400852e+02 -1.43383450e+02
  4.90752918e-01  1.54889644e+02 -1.43883007e+02 -1.60984825e-02
  1.54407743e+02 -1.43365517e+02  5.06264196e-01  1.54901621e+02
 -1.43898214e+02 -1.47385684e-02  1.54378599e+02 -1.43411949e+02
  4.67619947e-01  1.54885753e+02 -1.43921696e+02 -1.11156450e-02
  1.54406620e+02 -1.43363245e+02  5.12229012e-01  1.54894459e+02
 -1.43907250e+02 -5.38343668e-04  1.54376798e+02 -1.43427695e+02
  4.96406406e-01  1.54888930e+02 -1.43884372e+02 -1.89447813e-02
  1.54402227e+02 -1.43389840e+02  4.88059342e-01  1.54883863e+02
 -1.43893966e+02 -5.56742236e-02  1.54372121e+02 -1.43426494e+02
  4.62542999e-01  1.54884890e+02 -1.43901852e+02 -1.57860421e-02
  1.54399247e+02 -1.43375381e+02  4.66009927e-01  1.54878884e+02
 -1.43906519e+02 -3.02792632e-03  1.54373246e+02 -1.43396025e+02
  4.43970547e-01  1.54871797e+02]
res:  5104 0.00034030404276563786 0.017470945108470914 0.027985066360883517
[ 1.20283031e-10 -1.03139514e-05 -2.82904424e-01  1.61506899e+04
 -1.43884534e+02 -1.29500626e-02  1.54408966e+02 -1.43382375e+02
  4.94230957e-01  1.54897342e+02 -1.43934963e+02 -5.66572109e-03
  1.54397034e+02 -1.43401028e+02  4.90270158e-01  1.54893997e+02
 -1.43867669e+02 -2.72542690e-02  1.54397480e+02 -1.43370307e+02
  4.82094179e-01  1.54887612e+02 -1.43900558e+02 -3.07797966e-05
  1.54389601e+02 -1.43411277e+02  4.79315849e-01  1.54891893e+02
 -1.43859037e+02  1.16484390e-02  1.54400852e+02 -1.43383450e+02
  4.90752918e-01  1.54889644e+02 -1.43883007e+02 -1.60984825e-02
  1.54407743e+02 -1.43365517e+02  5.06264196e-01  1.54901621e+02
 -1.43898214e+02 -1.47385684e-02  1.54378599e+02 -1.43411949e+02
  4.67619947e-01  1.54885753e+02 -1.43921696e+02 -1.11156450e-02
  1.54406620e+02 -1.43363245e+02  5.12229012e-01  1.54894459e+02
 -1.43907250e+02 -5.38343668e-04  1.54376798e+02 -1.43427695e+02
  4.96406406e-01  1.54888930e+02 -1.43884372e+02 -1.89447813e-02
  1.54402227e+02 -1.43389840e+02  4.88059342e-01  1.54883863e+02
 -1.43893966e+02 -5.56742236e-02  1.54372121e+02 -1.43426494e+02
  4.62542999e-01  1.54884890e+02 -1.43901852e+02 -1.57860421e-02
  1.54399247e+02 -1.43375381e+02  4.66009927e-01  1.54878884e+02
 -1.43906519e+02 -3.02792632e-03  1.54373246e+02 -1.43396025e+02
  4.43970547e-01  1.54871797e+02]
Saving figure to  wave_resid_43670005_fiber149.png
Final values:
res:  0.00034030404276563786 0.027985066360883517
pars:  [ 1.20283031e-10 -1.03139514e-05 -2.82904424e-01  1.61506899e+04
 -1.43884534e+02 -1.29500626e-02  1.54408966e+02 -1.43382375e+02
  4.94230957e-01  1.54897342e+02 -1.43934963e+02 -5.66572109e-03
  1.54397034e+02 -1.43401028e+02  4.90270158e-01  1.54893997e+02
 -1.43867669e+02 -2.72542690e-02  1.54397480e+02 -1.43370307e+02
  4.82094179e-01  1.54887612e+02 -1.43900558e+02 -3.07797966e-05
  1.54389601e+02 -1.43411277e+02  4.79315849e-01  1.54891893e+02
 -1.43859037e+02  1.16484390e-02  1.54400852e+02 -1.43383450e+02
  4.90752918e-01  1.54889644e+02 -1.43883007e+02 -1.60984825e-02
  1.54407743e+02 -1.43365517e+02  5.06264196e-01  1.54901621e+02
 -1.43898214e+02 -1.47385684e-02  1.54378599e+02 -1.43411949e+02
  4.67619947e-01  1.54885753e+02 -1.43921696e+02 -1.11156450e-02
  1.54406620e+02 -1.43363245e+02  5.12229012e-01  1.54894459e+02
 -1.43907250e+02 -5.38343668e-04  1.54376798e+02 -1.43427695e+02
  4.96406406e-01  1.54888930e+02 -1.43884372e+02 -1.89447813e-02
  1.54402227e+02 -1.43389840e+02  4.88059342e-01  1.54883863e+02
 -1.43893966e+02 -5.56742236e-02  1.54372121e+02 -1.43426494e+02
  4.62542999e-01  1.54884890e+02 -1.43901852e+02 -1.57860421e-02
  1.54399247e+02 -1.43375381e+02  4.66009927e-01  1.54878884e+02
 -1.43906519e+02 -3.02792632e-03  1.54373246e+02 -1.43396025e+02
  4.43970547e-01  1.54871797e+02]
149 [ 1.20283031e-10 -1.03139514e-05 -2.82904424e-01  1.61506899e+04
 -1.43884534e+02 -1.29500626e-02  1.54408966e+02 -1.43382375e+02
  4.94230957e-01  1.54897342e+02 -1.43934963e+02 -5.66572109e-03
  1.54397034e+02 -1.43401028e+02  4.90270158e-01  1.54893997e+02
 -1.43867669e+02 -2.72542690e-02  1.54397480e+02 -1.43370307e+02
  4.82094179e-01  1.54887612e+02 -1.43900558e+02 -3.07797966e-05
  1.54389601e+02 -1.43411277e+02  4.79315849e-01  1.54891893e+02
 -1.43859037e+02  1.16484390e-02  1.54400852e+02 -1.43383450e+02
  4.90752918e-01  1.54889644e+02 -1.43883007e+02 -1.60984825e-02
  1.54407743e+02 -1.43365517e+02  5.06264196e-01  1.54901621e+02
 -1.43898214e+02 -1.47385684e-02  1.54378599e+02 -1.43411949e+02
  4.67619947e-01  1.54885753e+02 -1.43921696e+02 -1.11156450e-02
  1.54406620e+02 -1.43363245e+02  5.12229012e-01  1.54894459e+02
 -1.43907250e+02 -5.38343668e-04  1.54376798e+02 -1.43427695e+02
  4.96406406e-01  1.54888930e+02 -1.43884372e+02 -1.89447813e-02
  1.54402227e+02 -1.43389840e+02  4.88059342e-01  1.54883863e+02
 -1.43893966e+02 -5.56742236e-02  1.54372121e+02 -1.43426494e+02
  4.62542999e-01  1.54884890e+02 -1.43901852e+02 -1.57860421e-02
  1.54399247e+02 -1.43375381e+02  4.66009927e-01  1.54878884e+02
 -1.43906519e+02 -3.02792632e-03  1.54373246e+02 -1.43396025e+02
  4.43970547e-01  1.54871797e+02]
--- Row 151/300 row=150 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  150
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=150 ---
Niter:  0 row:  150 ngroup:  1 nlines:  255 gd:  255
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  255 -0.0010262711275572656 0.015274234665412223 0.034449178432612686
[ 1.21141785e-10 -1.03137139e-05 -2.82911112e-01  1.61505914e+04
 -1.43899078e+02  9.95000000e-08  1.54401949e+02]
Niter:  1 row:  150 ngroup:  1 nlines:  255 gd:  243
[ 1.21141785e-10 -1.03137139e-05 -2.82911112e-01  1.61505914e+04
 -1.43899078e+02  9.95000000e-08  1.54401949e+02]
res:  243 -0.0007951343250169884 0.015353433092968771 0.026711948666618548
[ 1.21119803e-10 -1.03138053e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Niter:  2 row:  150 ngroup:  1 nlines:  255 gd:  242
[ 1.21119803e-10 -1.03138053e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
res:  242 -0.0008199084859370487 0.015329967391153332 0.026392736579655324
[ 1.21125295e-10 -1.03138053e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Niter:  3 row:  150 ngroup:  1 nlines:  255 gd:  242
[ 1.21125295e-10 -1.03138053e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
res:  242 -0.000754394550313009 0.015331933922425378 0.026393022582548876
[ 1.21121436e-10 -1.03138108e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Niter:  4 row:  150 ngroup:  1 nlines:  255 gd:  242
[ 1.21121436e-10 -1.03138108e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
res:  242 -0.0007957591824379051 0.015312737354179262 0.02639278815896879
[ 1.21126163e-10 -1.03138108e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Niter:  5 row:  150 ngroup:  1 nlines:  255 gd:  242
[ 1.21126163e-10 -1.03138108e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
res:  242 -0.0006860490448161727 0.015313487936509773 0.02639302675873763
[ 1.21122842e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Niter:  6 row:  150 ngroup:  1 nlines:  255 gd:  242
[ 1.21122842e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
res:  242 -0.000775070968302316 0.01530373970308574 0.026392840038159962
[ 1.21126906e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
Final values:
res:  -0.000775070968302316 0.026392840038159962
pars:  [ 1.21126906e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
150 [ 1.21126906e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02]
elapsed: 2.9 sec.
Niter:  0 row:  150 ngroup:  26 nlines:  6618 gd:  6618
[ 1.21126906e-10 -1.03138156e-05 -2.82912824e-01  1.61505929e+04
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02 -1.43873493e+02  9.94456587e-08
  1.54394789e+02 -1.43873493e+02  9.94456587e-08  1.54394789e+02
 -1.43873493e+02  9.94456587e-08  1.54394789e+02 -1.43873493e+02
  9.94456587e-08  1.54394789e+02]
res:  6618 0.00048482848251296673 0.015425467638124246 0.03654266011921666
[ 1.21126919e-10 -1.03138166e-05 -2.82912796e-01  1.61505913e+04
 -1.43886435e+02 -2.39248976e-04  1.54387915e+02 -1.43362421e+02
  4.90864023e-01  1.54873633e+02 -1.43870402e+02  1.28390840e-02
  1.54376201e+02 -1.43368663e+02  4.93739512e-01  1.54880841e+02
 -1.43868534e+02  2.31330674e-02  1.54381170e+02 -1.43376679e+02
  5.12479264e-01  1.54873060e+02 -1.43862990e+02  3.63511142e-02
  1.54382590e+02 -1.43404399e+02  5.12221143e-01  1.54876549e+02
 -1.43866796e+02  2.62291378e-02  1.54392003e+02 -1.43385848e+02
  5.02592026e-01  1.54890247e+02 -1.43905603e+02  1.61795081e-02
  1.54407147e+02 -1.43397859e+02  4.96449076e-01  1.54882838e+02
 -1.43878278e+02 -4.46488564e-03  1.54387568e+02 -1.43400409e+02
  5.16036844e-01  1.54872028e+02 -1.43882946e+02  2.40753655e-02
  1.54400663e+02 -1.43381202e+02  5.05168607e-01  1.54878803e+02
 -1.43882115e+02  6.16979542e-03  1.54380901e+02 -1.43398172e+02
  5.07729643e-01  1.54869956e+02 -1.43867404e+02  2.02788107e-02
  1.54385715e+02 -1.43397974e+02  4.92825624e-01  1.54889992e+02
 -1.43884486e+02 -1.74314180e-03  1.54385956e+02 -1.43396545e+02
  5.08853432e-01  1.54871424e+02 -1.43890681e+02  1.44130154e-02
  1.54382826e+02 -1.43382810e+02  5.08570885e-01  1.54867196e+02
 -1.43891507e+02  2.54485455e-02  1.54379350e+02 -1.43400759e+02
  5.05406315e-01  1.54879006e+02]
Niter:  1 row:  150 ngroup:  26 nlines:  6618 gd:  6133
[ 1.21126919e-10 -1.03138166e-05 -2.82912796e-01  1.61505913e+04
 -1.43886435e+02 -2.39248976e-04  1.54387915e+02 -1.43362421e+02
  4.90864023e-01  1.54873633e+02 -1.43870402e+02  1.28390840e-02
  1.54376201e+02 -1.43368663e+02  4.93739512e-01  1.54880841e+02
 -1.43868534e+02  2.31330674e-02  1.54381170e+02 -1.43376679e+02
  5.12479264e-01  1.54873060e+02 -1.43862990e+02  3.63511142e-02
  1.54382590e+02 -1.43404399e+02  5.12221143e-01  1.54876549e+02
 -1.43866796e+02  2.62291378e-02  1.54392003e+02 -1.43385848e+02
  5.02592026e-01  1.54890247e+02 -1.43905603e+02  1.61795081e-02
  1.54407147e+02 -1.43397859e+02  4.96449076e-01  1.54882838e+02
 -1.43878278e+02 -4.46488564e-03  1.54387568e+02 -1.43400409e+02
  5.16036844e-01  1.54872028e+02 -1.43882946e+02  2.40753655e-02
  1.54400663e+02 -1.43381202e+02  5.05168607e-01  1.54878803e+02
 -1.43882115e+02  6.16979542e-03  1.54380901e+02 -1.43398172e+02
  5.07729643e-01  1.54869956e+02 -1.43867404e+02  2.02788107e-02
  1.54385715e+02 -1.43397974e+02  4.92825624e-01  1.54889992e+02
 -1.43884486e+02 -1.74314180e-03  1.54385956e+02 -1.43396545e+02
  5.08853432e-01  1.54871424e+02 -1.43890681e+02  1.44130154e-02
  1.54382826e+02 -1.43382810e+02  5.08570885e-01  1.54867196e+02
 -1.43891507e+02  2.54485455e-02  1.54379350e+02 -1.43400759e+02
  5.05406315e-01  1.54879006e+02]
res:  6133 -0.000268256432718772 0.015455833155101573 0.025183778641999
[ 1.21126906e-10 -1.03138176e-05 -2.82912824e-01  1.61505929e+04
 -1.43878824e+02  3.60150309e-03  1.54394875e+02 -1.43345821e+02
  4.79522053e-01  1.54877442e+02 -1.43874987e+02  2.21905353e-03
  1.54381092e+02 -1.43350570e+02  4.92797451e-01  1.54877829e+02
 -1.43877715e+02  2.29678527e-02  1.54393377e+02 -1.43357446e+02
  4.91008147e-01  1.54880296e+02 -1.43868593e+02  2.52667972e-02
  1.54382245e+02 -1.43388341e+02  5.06617344e-01  1.54877888e+02
 -1.43853928e+02  7.87151023e-03  1.54393558e+02 -1.43351944e+02
  4.95928834e-01  1.54896630e+02 -1.43891789e+02  1.12429664e-02
  1.54409187e+02 -1.43390199e+02  4.80221124e-01  1.54887570e+02
 -1.43879267e+02  1.01324629e-03  1.54400113e+02 -1.43384899e+02
  5.00236052e-01  1.54875399e+02 -1.43861593e+02  7.38452068e-04
  1.54406301e+02 -1.43381265e+02  4.83857489e-01  1.54884462e+02
 -1.43875756e+02 -1.40771819e-02  1.54383821e+02 -1.43385398e+02
  4.88371253e-01  1.54876755e+02 -1.43862666e+02  9.50563358e-03
  1.54386322e+02 -1.43380587e+02  4.91755699e-01  1.54890082e+02
 -1.43884340e+02 -7.54383370e-03  1.54382834e+02 -1.43396743e+02
  5.01410940e-01  1.54876197e+02 -1.43885037e+02  4.69232597e-03
  1.54384950e+02 -1.43391501e+02  5.06799132e-01  1.54875840e+02
 -1.43874790e+02  9.69659189e-03  1.54381925e+02 -1.43391993e+02
  4.97230109e-01  1.54872127e+02]
Niter:  2 row:  150 ngroup:  26 nlines:  6618 gd:  6139
[ 1.21126906e-10 -1.03138176e-05 -2.82912824e-01  1.61505929e+04
 -1.43878824e+02  3.60150309e-03  1.54394875e+02 -1.43345821e+02
  4.79522053e-01  1.54877442e+02 -1.43874987e+02  2.21905353e-03
  1.54381092e+02 -1.43350570e+02  4.92797451e-01  1.54877829e+02
 -1.43877715e+02  2.29678527e-02  1.54393377e+02 -1.43357446e+02
  4.91008147e-01  1.54880296e+02 -1.43868593e+02  2.52667972e-02
  1.54382245e+02 -1.43388341e+02  5.06617344e-01  1.54877888e+02
 -1.43853928e+02  7.87151023e-03  1.54393558e+02 -1.43351944e+02
  4.95928834e-01  1.54896630e+02 -1.43891789e+02  1.12429664e-02
  1.54409187e+02 -1.43390199e+02  4.80221124e-01  1.54887570e+02
 -1.43879267e+02  1.01324629e-03  1.54400113e+02 -1.43384899e+02
  5.00236052e-01  1.54875399e+02 -1.43861593e+02  7.38452068e-04
  1.54406301e+02 -1.43381265e+02  4.83857489e-01  1.54884462e+02
 -1.43875756e+02 -1.40771819e-02  1.54383821e+02 -1.43385398e+02
  4.88371253e-01  1.54876755e+02 -1.43862666e+02  9.50563358e-03
  1.54386322e+02 -1.43380587e+02  4.91755699e-01  1.54890082e+02
 -1.43884340e+02 -7.54383370e-03  1.54382834e+02 -1.43396743e+02
  5.01410940e-01  1.54876197e+02 -1.43885037e+02  4.69232597e-03
  1.54384950e+02 -1.43391501e+02  5.06799132e-01  1.54875840e+02
 -1.43874790e+02  9.69659189e-03  1.54381925e+02 -1.43391993e+02
  4.97230109e-01  1.54872127e+02]
res:  6139 -0.00040186670230468735 0.015547894669907691 0.025219958462601503
[ 1.21126894e-10 -1.03138187e-05 -2.82912853e-01  1.61505945e+04
 -1.43871857e+02  9.30247304e-03  1.54399603e+02 -1.43338878e+02
  4.82041235e-01  1.54882174e+02 -1.43868019e+02  4.65848268e-03
  1.54387827e+02 -1.43343599e+02  4.91950317e-01  1.54882564e+02
 -1.43870753e+02  2.86613411e-02  1.54398109e+02 -1.43350472e+02
  4.96709917e-01  1.54885031e+02 -1.43866752e+02  2.08982414e-02
  1.54386973e+02 -1.43376583e+02  5.08948860e-01  1.54882613e+02
 -1.43841784e+02  6.65773730e-03  1.54398289e+02 -1.43339925e+02
  4.94569710e-01  1.54901362e+02 -1.43884825e+02  1.37066939e-02
  1.54413911e+02 -1.43383240e+02  4.73768517e-01  1.54892303e+02
 -1.43872286e+02  6.69883780e-03  1.54404843e+02 -1.43377919e+02
  5.02566905e-01  1.54878272e+02 -1.43854622e+02  3.10414747e-03
  1.54411026e+02 -1.43374322e+02  4.86259157e-01  1.54891254e+02
 -1.43863598e+02 -8.40975584e-03  1.54388546e+02 -1.43378425e+02
  4.91057392e-01  1.54883487e+02 -1.43855709e+02  1.15065315e-02
  1.54391047e+02 -1.43373623e+02  4.94153606e-01  1.54894813e+02
 -1.43877373e+02 -1.86001516e-03  1.54387562e+02 -1.43389802e+02
  5.07113647e-01  1.54880928e+02 -1.43878066e+02  1.03866867e-02
  1.54389672e+02 -1.43384584e+02  5.12501775e-01  1.54882625e+02
 -1.43862691e+02  1.18746039e-02  1.54386651e+02 -1.43385023e+02
  4.96461860e-01  1.54875013e+02]
Niter:  3 row:  150 ngroup:  26 nlines:  6618 gd:  6138
[ 1.21126894e-10 -1.03138187e-05 -2.82912853e-01  1.61505945e+04
 -1.43871857e+02  9.30247304e-03  1.54399603e+02 -1.43338878e+02
  4.82041235e-01  1.54882174e+02 -1.43868019e+02  4.65848268e-03
  1.54387827e+02 -1.43343599e+02  4.91950317e-01  1.54882564e+02
 -1.43870753e+02  2.86613411e-02  1.54398109e+02 -1.43350472e+02
  4.96709917e-01  1.54885031e+02 -1.43866752e+02  2.08982414e-02
  1.54386973e+02 -1.43376583e+02  5.08948860e-01  1.54882613e+02
 -1.43841784e+02  6.65773730e-03  1.54398289e+02 -1.43339925e+02
  4.94569710e-01  1.54901362e+02 -1.43884825e+02  1.37066939e-02
  1.54413911e+02 -1.43383240e+02  4.73768517e-01  1.54892303e+02
 -1.43872286e+02  6.69883780e-03  1.54404843e+02 -1.43377919e+02
  5.02566905e-01  1.54878272e+02 -1.43854622e+02  3.10414747e-03
  1.54411026e+02 -1.43374322e+02  4.86259157e-01  1.54891254e+02
 -1.43863598e+02 -8.40975584e-03  1.54388546e+02 -1.43378425e+02
  4.91057392e-01  1.54883487e+02 -1.43855709e+02  1.15065315e-02
  1.54391047e+02 -1.43373623e+02  4.94153606e-01  1.54894813e+02
 -1.43877373e+02 -1.86001516e-03  1.54387562e+02 -1.43389802e+02
  5.07113647e-01  1.54880928e+02 -1.43878066e+02  1.03866867e-02
  1.54389672e+02 -1.43384584e+02  5.12501775e-01  1.54882625e+02
 -1.43862691e+02  1.18746039e-02  1.54386651e+02 -1.43385023e+02
  4.96461860e-01  1.54875013e+02]
res:  6138 -0.0004906330987068941 0.01554894084802072 0.02516585184701644
[ 1.21041075e-10 -1.03142853e-05 -2.82912330e-01  1.61505962e+04
 -1.43876509e+02  1.47066929e-02  1.54397500e+02 -1.43343331e+02
  4.87400517e-01  1.54880170e+02 -1.43872751e+02  8.09989849e-03
  1.54386756e+02 -1.43348336e+02  4.97352027e-01  1.54880614e+02
 -1.43875343e+02  3.40827146e-02  1.54396128e+02 -1.43355369e+02
  5.02052120e-01  1.54883084e+02 -1.43874810e+02  2.42353645e-02
  1.54384884e+02 -1.43381311e+02  5.14304253e-01  1.54880441e+02
 -1.43846432e+02  1.21147690e-02  1.54396248e+02 -1.43344786e+02
  4.97756204e-01  1.54899275e+02 -1.43889440e+02  1.71641457e-02
  1.54411741e+02 -1.43387726e+02  4.79119026e-01  1.54890314e+02
 -1.43877150e+02  1.20858635e-02  1.54402756e+02 -1.43382852e+02
  5.07886416e-01  1.54876131e+02 -1.43859330e+02  8.44624338e-03
  1.54408856e+02 -1.43378681e+02  4.89905933e-01  1.54889319e+02
 -1.43868509e+02 -2.95434511e-03  1.54386381e+02 -1.43383227e+02
  4.96411413e-01  1.54881509e+02 -1.43860300e+02  1.69500347e-02
  1.54388871e+02 -1.43378280e+02  4.99546362e-01  1.54892769e+02
 -1.43882029e+02  3.54589034e-03  1.54385462e+02 -1.43394079e+02
  5.12470262e-01  1.54878883e+02 -1.43882860e+02  1.58421955e-02
  1.54387469e+02 -1.43388813e+02  5.17860317e-01  1.54880648e+02
 -1.43867292e+02  1.72955060e-02  1.54384485e+02 -1.43389738e+02
  5.01852452e-01  1.54873044e+02]
Niter:  4 row:  150 ngroup:  26 nlines:  6618 gd:  6146
[ 1.21041075e-10 -1.03142853e-05 -2.82912330e-01  1.61505962e+04
 -1.43876509e+02  1.47066929e-02  1.54397500e+02 -1.43343331e+02
  4.87400517e-01  1.54880170e+02 -1.43872751e+02  8.09989849e-03
  1.54386756e+02 -1.43348336e+02  4.97352027e-01  1.54880614e+02
 -1.43875343e+02  3.40827146e-02  1.54396128e+02 -1.43355369e+02
  5.02052120e-01  1.54883084e+02 -1.43874810e+02  2.42353645e-02
  1.54384884e+02 -1.43381311e+02  5.14304253e-01  1.54880441e+02
 -1.43846432e+02  1.21147690e-02  1.54396248e+02 -1.43344786e+02
  4.97756204e-01  1.54899275e+02 -1.43889440e+02  1.71641457e-02
  1.54411741e+02 -1.43387726e+02  4.79119026e-01  1.54890314e+02
 -1.43877150e+02  1.20858635e-02  1.54402756e+02 -1.43382852e+02
  5.07886416e-01  1.54876131e+02 -1.43859330e+02  8.44624338e-03
  1.54408856e+02 -1.43378681e+02  4.89905933e-01  1.54889319e+02
 -1.43868509e+02 -2.95434511e-03  1.54386381e+02 -1.43383227e+02
  4.96411413e-01  1.54881509e+02 -1.43860300e+02  1.69500347e-02
  1.54388871e+02 -1.43378280e+02  4.99546362e-01  1.54892769e+02
 -1.43882029e+02  3.54589034e-03  1.54385462e+02 -1.43394079e+02
  5.12470262e-01  1.54878883e+02 -1.43882860e+02  1.58421955e-02
  1.54387469e+02 -1.43388813e+02  5.17860317e-01  1.54880648e+02
 -1.43867292e+02  1.72955060e-02  1.54384485e+02 -1.43389738e+02
  5.01852452e-01  1.54873044e+02]
res:  6146 -0.0004202140844427049 0.01563573314797395 0.025265028410157937
[ 1.21041063e-10 -1.03142863e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
Niter:  5 row:  150 ngroup:  26 nlines:  6618 gd:  6148
[ 1.21041063e-10 -1.03142863e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
res:  6148 -0.00032950128297670744 0.01562625879614643 0.025291155745136164
[ 1.21029231e-10 -1.03142863e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
Niter:  6 row:  150 ngroup:  26 nlines:  6618 gd:  6149
[ 1.21029231e-10 -1.03142863e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
res:  6149 -0.0003336515637784032 0.015625631424882158 0.025304382883066058
[ 1.21028583e-10 -1.03142864e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
Saving figure to  wave_resid_43670005_fiber150.png
Final values:
res:  -0.0003336515637784032 0.025304382883066058
pars:  [ 1.21028583e-10 -1.03142864e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
150 [ 1.21028583e-10 -1.03142864e-05 -2.82912359e-01  1.61505978e+04
 -1.43862744e+02  2.01899153e-02  1.54403872e+02 -1.43329579e+02
  4.92888892e-01  1.54884587e+02 -1.43863688e+02  1.20664169e-02
  1.54393936e+02 -1.43339284e+02  5.02840708e-01  1.54885036e+02
 -1.43866385e+02  3.95604363e-02  1.54400544e+02 -1.43346176e+02
  5.07552962e-01  1.54889610e+02 -1.43867874e+02  2.81800752e-02
  1.54391246e+02 -1.43372286e+02  5.19805417e-01  1.54882961e+02
 -1.43837460e+02  1.75762129e-02  1.54400638e+02 -1.43335681e+02
  5.01595371e-01  1.54903703e+02 -1.43880466e+02  2.11766541e-02
  1.54416116e+02 -1.43378848e+02  4.84624375e-01  1.54894712e+02
 -1.43873247e+02  1.75675456e-02  1.54407172e+02 -1.43373669e+02
  5.13391038e-01  1.54880534e+02 -1.43850313e+02  1.39508801e-02
  1.54415165e+02 -1.43369822e+02  4.94038945e-01  1.54897718e+02
 -1.43859307e+02  2.50591544e-03  1.54392724e+02 -1.43374124e+02
  5.01925118e-01  1.54885928e+02 -1.43851299e+02  2.24170456e-02
  1.54393255e+02 -1.43369264e+02  5.05023235e-01  1.54897162e+02
 -1.43873033e+02  9.02440256e-03  1.54389849e+02 -1.43385296e+02
  5.17957851e-01  1.54883305e+02 -1.43879126e+02  2.13107770e-02
  1.54391843e+02 -1.43379911e+02  5.23353529e-01  1.54885057e+02
 -1.43858304e+02  2.27804199e-02  1.54390932e+02 -1.43380707e+02
  5.07350194e-01  1.54877470e+02]
--- Row 152/300 row=151 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  151
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=151 ---
Niter:  0 row:  151 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 6.281064815993886e-05 0.014264041896240087 0.03258882082384433
[ 1.20293746e-10 -1.03144190e-05 -2.82902552e-01  1.61506294e+04
 -1.43949373e+02  9.94999999e-08  1.54416394e+02]
Niter:  1 row:  151 ngroup:  1 nlines:  247 gd:  229
[ 1.20293746e-10 -1.03144190e-05 -2.82902552e-01  1.61506294e+04
 -1.43949373e+02  9.94999999e-08  1.54416394e+02]
res:  229 0.0004420208879309939 0.014973999066569377 0.023908272417293472
[ 1.20839852e-10 -1.03150221e-05 -2.82909745e-01  1.61506333e+04
 -1.43912815e+02  9.95225375e-08  1.54395149e+02]
Niter:  2 row:  151 ngroup:  1 nlines:  247 gd:  232
[ 1.20839852e-10 -1.03150221e-05 -2.82909745e-01  1.61506333e+04
 -1.43912815e+02  9.95225375e-08  1.54395149e+02]
res:  232 -0.000839478701891494 0.014957963005144848 0.024878549729061398
[ 1.20954995e-10 -1.03148058e-05 -2.82910141e-01  1.61506342e+04
 -1.43906905e+02  9.95574374e-08  1.54399288e+02]
Niter:  3 row:  151 ngroup:  1 nlines:  247 gd:  233
[ 1.20954995e-10 -1.03148058e-05 -2.82910141e-01  1.61506342e+04
 -1.43906905e+02  9.95574374e-08  1.54399288e+02]
res:  233 -0.0008728835600777529 0.014799810865952168 0.025225023804320495
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
Niter:  4 row:  151 ngroup:  1 nlines:  247 gd:  233
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
res:  233 -0.0008728835600777529 0.014799810865952168 0.025225023804320495
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
Niter:  5 row:  151 ngroup:  1 nlines:  247 gd:  233
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
res:  233 -0.0008728835600777529 0.014799810865952168 0.025225023804320495
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
Niter:  6 row:  151 ngroup:  1 nlines:  247 gd:  233
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
res:  233 -0.0008728835600777529 0.014799810865952168 0.025225023804320495
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
Final values:
res:  -0.0008728835600777529 0.025225023804320495
pars:  [ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
151 [ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02]
elapsed: 2.9 sec.
Niter:  0 row:  151 ngroup:  26 nlines:  6590 gd:  6590
[ 1.20997261e-10 -1.03148052e-05 -2.82910864e-01  1.61506332e+04
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02 -1.43906584e+02  9.95572087e-08
  1.54393164e+02 -1.43906584e+02  9.95572087e-08  1.54393164e+02
 -1.43906584e+02  9.95572087e-08  1.54393164e+02 -1.43906584e+02
  9.95572087e-08  1.54393164e+02]
res:  6590 0.0010969994773404323 0.014366171000801842 0.03566130932804624
[ 1.20997249e-10 -1.03148062e-05 -2.82910836e-01  1.61506316e+04
 -1.43907579e+02  7.63467577e-03  1.54388488e+02 -1.43392245e+02
  5.11049434e-01  1.54888515e+02 -1.43914714e+02  1.16133771e-02
  1.54373602e+02 -1.43405008e+02  5.10987161e-01  1.54869811e+02
 -1.43901647e+02  2.54957111e-02  1.54385177e+02 -1.43384440e+02
  5.05096814e-01  1.54879209e+02 -1.43903390e+02  1.22275014e-02
  1.54386873e+02 -1.43400781e+02  4.97671664e-01  1.54874312e+02
 -1.43921510e+02  9.39676513e-03  1.54386620e+02 -1.43413359e+02
  5.04964642e-01  1.54887289e+02 -1.43904008e+02  2.79332077e-02
  1.54389355e+02 -1.43389384e+02  4.90854371e-01  1.54869949e+02
 -1.43931443e+02  9.42233998e-03  1.54382768e+02 -1.43432250e+02
  4.79350507e-01  1.54889251e+02 -1.43917326e+02  2.96261797e-02
  1.54397202e+02 -1.43408998e+02  5.29611603e-01  1.54887334e+02
 -1.43922410e+02 -3.17068256e-03  1.54381694e+02 -1.43428134e+02
  5.12196017e-01  1.54883603e+02 -1.43898487e+02  1.49266468e-02
  1.54382971e+02 -1.43438856e+02  5.09577774e-01  1.54888550e+02
 -1.43918315e+02  6.63705971e-03  1.54378349e+02 -1.43426925e+02
  4.96508970e-01  1.54883896e+02 -1.43910827e+02  1.98368034e-02
  1.54380103e+02 -1.43449564e+02  4.79363081e-01  1.54887375e+02
 -1.43943399e+02  1.89704107e-02  1.54378026e+02 -1.43421692e+02
  4.78270046e-01  1.54869830e+02]
Niter:  1 row:  151 ngroup:  26 nlines:  6590 gd:  6052
[ 1.20997249e-10 -1.03148062e-05 -2.82910836e-01  1.61506316e+04
 -1.43907579e+02  7.63467577e-03  1.54388488e+02 -1.43392245e+02
  5.11049434e-01  1.54888515e+02 -1.43914714e+02  1.16133771e-02
  1.54373602e+02 -1.43405008e+02  5.10987161e-01  1.54869811e+02
 -1.43901647e+02  2.54957111e-02  1.54385177e+02 -1.43384440e+02
  5.05096814e-01  1.54879209e+02 -1.43903390e+02  1.22275014e-02
  1.54386873e+02 -1.43400781e+02  4.97671664e-01  1.54874312e+02
 -1.43921510e+02  9.39676513e-03  1.54386620e+02 -1.43413359e+02
  5.04964642e-01  1.54887289e+02 -1.43904008e+02  2.79332077e-02
  1.54389355e+02 -1.43389384e+02  4.90854371e-01  1.54869949e+02
 -1.43931443e+02  9.42233998e-03  1.54382768e+02 -1.43432250e+02
  4.79350507e-01  1.54889251e+02 -1.43917326e+02  2.96261797e-02
  1.54397202e+02 -1.43408998e+02  5.29611603e-01  1.54887334e+02
 -1.43922410e+02 -3.17068256e-03  1.54381694e+02 -1.43428134e+02
  5.12196017e-01  1.54883603e+02 -1.43898487e+02  1.49266468e-02
  1.54382971e+02 -1.43438856e+02  5.09577774e-01  1.54888550e+02
 -1.43918315e+02  6.63705971e-03  1.54378349e+02 -1.43426925e+02
  4.96508970e-01  1.54883896e+02 -1.43910827e+02  1.98368034e-02
  1.54380103e+02 -1.43449564e+02  4.79363081e-01  1.54887375e+02
 -1.43943399e+02  1.89704107e-02  1.54378026e+02 -1.43421692e+02
  4.78270046e-01  1.54869830e+02]
res:  6052 -0.0005273313099678489 0.014294152922957437 0.023648731793756452
[ 1.20997237e-10 -1.03148073e-05 -2.82910864e-01  1.61506332e+04
 -1.43906620e+02 -1.89335553e-04  1.54393129e+02 -1.43403755e+02
  4.90973505e-01  1.54889552e+02 -1.43914359e+02 -6.60683362e-03
  1.54383898e+02 -1.43413495e+02  4.87129609e-01  1.54878141e+02
 -1.43892505e+02  4.04024598e-03  1.54392161e+02 -1.43390788e+02
  4.75167541e-01  1.54883274e+02 -1.43896628e+02 -1.48889919e-02
  1.54389222e+02 -1.43399230e+02  4.90146054e-01  1.54876870e+02
 -1.43896070e+02 -6.24644768e-03  1.54387403e+02 -1.43405207e+02
  5.01127765e-01  1.54889466e+02 -1.43897661e+02  8.31818812e-03
  1.54390194e+02 -1.43388873e+02  4.84084237e-01  1.54878526e+02
 -1.43929221e+02  2.84795527e-04  1.54383935e+02 -1.43428613e+02
  4.71086669e-01  1.54883680e+02 -1.43909893e+02  1.15138367e-02
  1.54402291e+02 -1.43402218e+02  5.11773413e-01  1.54891301e+02
 -1.43909796e+02 -5.03523152e-03  1.54389387e+02 -1.43418625e+02
  5.03483836e-01  1.54887200e+02 -1.43901830e+02  8.60925614e-03
  1.54390022e+02 -1.43425083e+02  4.98880051e-01  1.54882742e+02
 -1.43920737e+02 -2.73147314e-04  1.54384751e+02 -1.43425483e+02
  4.68530589e-01  1.54890982e+02 -1.43909014e+02  1.74828446e-02
  1.54383799e+02 -1.43428837e+02  4.82907954e-01  1.54883839e+02
 -1.43926260e+02 -1.57034614e-02  1.54389409e+02 -1.43413649e+02
  4.78272620e-01  1.54871103e+02]
Niter:  2 row:  151 ngroup:  26 nlines:  6590 gd:  6031
[ 1.20997237e-10 -1.03148073e-05 -2.82910864e-01  1.61506332e+04
 -1.43906620e+02 -1.89335553e-04  1.54393129e+02 -1.43403755e+02
  4.90973505e-01  1.54889552e+02 -1.43914359e+02 -6.60683362e-03
  1.54383898e+02 -1.43413495e+02  4.87129609e-01  1.54878141e+02
 -1.43892505e+02  4.04024598e-03  1.54392161e+02 -1.43390788e+02
  4.75167541e-01  1.54883274e+02 -1.43896628e+02 -1.48889919e-02
  1.54389222e+02 -1.43399230e+02  4.90146054e-01  1.54876870e+02
 -1.43896070e+02 -6.24644768e-03  1.54387403e+02 -1.43405207e+02
  5.01127765e-01  1.54889466e+02 -1.43897661e+02  8.31818812e-03
  1.54390194e+02 -1.43388873e+02  4.84084237e-01  1.54878526e+02
 -1.43929221e+02  2.84795527e-04  1.54383935e+02 -1.43428613e+02
  4.71086669e-01  1.54883680e+02 -1.43909893e+02  1.15138367e-02
  1.54402291e+02 -1.43402218e+02  5.11773413e-01  1.54891301e+02
 -1.43909796e+02 -5.03523152e-03  1.54389387e+02 -1.43418625e+02
  5.03483836e-01  1.54887200e+02 -1.43901830e+02  8.60925614e-03
  1.54390022e+02 -1.43425083e+02  4.98880051e-01  1.54882742e+02
 -1.43920737e+02 -2.73147314e-04  1.54384751e+02 -1.43425483e+02
  4.68530589e-01  1.54890982e+02 -1.43909014e+02  1.74828446e-02
  1.54383799e+02 -1.43428837e+02  4.82907954e-01  1.54883839e+02
 -1.43926260e+02 -1.57034614e-02  1.54389409e+02 -1.43413649e+02
  4.78272620e-01  1.54871103e+02]
res:  6031 -0.0006598057452720241 0.014324829233373748 0.023317376478553878
[ 1.20997225e-10 -1.03148083e-05 -2.82910892e-01  1.61506348e+04
 -1.43899682e+02  2.28510495e-03  1.54399760e+02 -1.43396790e+02
  4.90316399e-01  1.54894280e+02 -1.43907404e+02 -7.53303540e-03
  1.54392597e+02 -1.43406524e+02  4.92815483e-01  1.54882860e+02
 -1.43880699e+02  9.72043285e-03  1.54396885e+02 -1.43383823e+02
  4.74425838e-01  1.54889925e+02 -1.43889670e+02 -9.20066253e-03
  1.54395751e+02 -1.43392286e+02  4.92527886e-01  1.54881596e+02
 -1.43883796e+02 -6.88701347e-03  1.54392136e+02 -1.43398242e+02
  5.06835928e-01  1.54894197e+02 -1.43890719e+02  1.05721624e-02
  1.54393013e+02 -1.43381913e+02  4.89774681e-01  1.54883252e+02
 -1.43922264e+02  2.74991781e-03  1.54388657e+02 -1.43421628e+02
  4.76776944e-01  1.54886319e+02 -1.43902923e+02  2.67051249e-03
  1.54407017e+02 -1.43395265e+02  5.11229212e-01  1.54896021e+02
 -1.43902837e+02  6.72441100e-04  1.54395962e+02 -1.43406101e+02
  4.98809630e-01  1.54891922e+02 -1.43894853e+02  1.43198276e-02
  1.54394754e+02 -1.43418146e+02  5.01245820e-01  1.54887468e+02
 -1.43918645e+02  5.40493577e-03  1.54389472e+02 -1.43418529e+02
  4.68823008e-01  1.54897630e+02 -1.43902055e+02  1.67721343e-02
  1.54388522e+02 -1.43416951e+02  4.91685185e-01  1.54888566e+02
 -1.43919307e+02 -1.26404166e-02  1.54395988e+02 -1.43406690e+02
  4.83970314e-01  1.54875832e+02]
Niter:  3 row:  151 ngroup:  26 nlines:  6590 gd:  6028
[ 1.20997225e-10 -1.03148083e-05 -2.82910892e-01  1.61506348e+04
 -1.43899682e+02  2.28510495e-03  1.54399760e+02 -1.43396790e+02
  4.90316399e-01  1.54894280e+02 -1.43907404e+02 -7.53303540e-03
  1.54392597e+02 -1.43406524e+02  4.92815483e-01  1.54882860e+02
 -1.43880699e+02  9.72043285e-03  1.54396885e+02 -1.43383823e+02
  4.74425838e-01  1.54889925e+02 -1.43889670e+02 -9.20066253e-03
  1.54395751e+02 -1.43392286e+02  4.92527886e-01  1.54881596e+02
 -1.43883796e+02 -6.88701347e-03  1.54392136e+02 -1.43398242e+02
  5.06835928e-01  1.54894197e+02 -1.43890719e+02  1.05721624e-02
  1.54393013e+02 -1.43381913e+02  4.89774681e-01  1.54883252e+02
 -1.43922264e+02  2.74991781e-03  1.54388657e+02 -1.43421628e+02
  4.76776944e-01  1.54886319e+02 -1.43902923e+02  2.67051249e-03
  1.54407017e+02 -1.43395265e+02  5.11229212e-01  1.54896021e+02
 -1.43902837e+02  6.72441100e-04  1.54395962e+02 -1.43406101e+02
  4.98809630e-01  1.54891922e+02 -1.43894853e+02  1.43198276e-02
  1.54394754e+02 -1.43418146e+02  5.01245820e-01  1.54887468e+02
 -1.43918645e+02  5.40493577e-03  1.54389472e+02 -1.43418529e+02
  4.68823008e-01  1.54897630e+02 -1.43902055e+02  1.67721343e-02
  1.54388522e+02 -1.43416951e+02  4.91685185e-01  1.54888566e+02
 -1.43919307e+02 -1.26404166e-02  1.54395988e+02 -1.43406690e+02
  4.83970314e-01  1.54875832e+02]
res:  6028 -0.00031894041512714466 0.014419018006265105 0.023260445167300813
[ 1.20932319e-10 -1.03148083e-05 -2.82910892e-01  1.61506348e+04
 -1.43899682e+02  2.28510495e-03  1.54399760e+02 -1.43396790e+02
  4.90316399e-01  1.54894280e+02 -1.43907404e+02 -7.53303540e-03
  1.54392597e+02 -1.43406524e+02  4.92815483e-01  1.54882860e+02
 -1.43880699e+02  9.72043285e-03  1.54396885e+02 -1.43383823e+02
  4.74425838e-01  1.54889925e+02 -1.43889670e+02 -9.20066253e-03
  1.54395751e+02 -1.43392286e+02  4.92527886e-01  1.54881596e+02
 -1.43883796e+02 -6.88701347e-03  1.54392136e+02 -1.43398242e+02
  5.06835928e-01  1.54894197e+02 -1.43890719e+02  1.05721624e-02
  1.54393013e+02 -1.43381913e+02  4.89774681e-01  1.54883252e+02
 -1.43922264e+02  2.74991781e-03  1.54388657e+02 -1.43421628e+02
  4.76776944e-01  1.54886319e+02 -1.43902923e+02  2.67051249e-03
  1.54407017e+02 -1.43395265e+02  5.11229212e-01  1.54896021e+02
 -1.43902837e+02  6.72441100e-04  1.54395962e+02 -1.43406101e+02
  4.98809630e-01  1.54891922e+02 -1.43894853e+02  1.43198276e-02
  1.54394754e+02 -1.43418146e+02  5.01245820e-01  1.54887468e+02
 -1.43918645e+02  5.40493577e-03  1.54389472e+02 -1.43418529e+02
  4.68823008e-01  1.54897630e+02 -1.43902055e+02  1.67721343e-02
  1.54388522e+02 -1.43416951e+02  4.91685185e-01  1.54888566e+02
 -1.43919307e+02 -1.26404166e-02  1.54395988e+02 -1.43406690e+02
  4.83970314e-01  1.54875832e+02]
Niter:  4 row:  151 ngroup:  26 nlines:  6590 gd:  6038
[ 1.20932319e-10 -1.03148083e-05 -2.82910892e-01  1.61506348e+04
 -1.43899682e+02  2.28510495e-03  1.54399760e+02 -1.43396790e+02
  4.90316399e-01  1.54894280e+02 -1.43907404e+02 -7.53303540e-03
  1.54392597e+02 -1.43406524e+02  4.92815483e-01  1.54882860e+02
 -1.43880699e+02  9.72043285e-03  1.54396885e+02 -1.43383823e+02
  4.74425838e-01  1.54889925e+02 -1.43889670e+02 -9.20066253e-03
  1.54395751e+02 -1.43392286e+02  4.92527886e-01  1.54881596e+02
 -1.43883796e+02 -6.88701347e-03  1.54392136e+02 -1.43398242e+02
  5.06835928e-01  1.54894197e+02 -1.43890719e+02  1.05721624e-02
  1.54393013e+02 -1.43381913e+02  4.89774681e-01  1.54883252e+02
 -1.43922264e+02  2.74991781e-03  1.54388657e+02 -1.43421628e+02
  4.76776944e-01  1.54886319e+02 -1.43902923e+02  2.67051249e-03
  1.54407017e+02 -1.43395265e+02  5.11229212e-01  1.54896021e+02
 -1.43902837e+02  6.72441100e-04  1.54395962e+02 -1.43406101e+02
  4.98809630e-01  1.54891922e+02 -1.43894853e+02  1.43198276e-02
  1.54394754e+02 -1.43418146e+02  5.01245820e-01  1.54887468e+02
 -1.43918645e+02  5.40493577e-03  1.54389472e+02 -1.43418529e+02
  4.68823008e-01  1.54897630e+02 -1.43902055e+02  1.67721343e-02
  1.54388522e+02 -1.43416951e+02  4.91685185e-01  1.54888566e+02
 -1.43919307e+02 -1.26404166e-02  1.54395988e+02 -1.43406690e+02
  4.83970314e-01  1.54875832e+02]
res:  6038 -0.0006491177064162912 0.014312071994027065 0.023374318122018612
[ 1.20932307e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
Niter:  5 row:  151 ngroup:  26 nlines:  6590 gd:  6032
[ 1.20932307e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
res:  6032 -0.000469075060209434 0.014366183807396737 0.023288965117730275
[ 1.20887686e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
Niter:  6 row:  151 ngroup:  26 nlines:  6590 gd:  6034
[ 1.20887686e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
res:  6034 -0.00045947190847073216 0.01438572303413821 0.02331429684685974
[ 1.20879479e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
Saving figure to  wave_resid_43670005_fiber151.png
Final values:
res:  -0.00045947190847073216 0.02331429684685974
pars:  [ 1.20879479e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
151 [ 1.20879479e-10 -1.03148093e-05 -2.82910921e-01  1.61506365e+04
 -1.43890077e+02  7.98088551e-03  1.54403806e+02 -1.43387043e+02
  4.96008349e-01  1.54896405e+02 -1.43897719e+02 -4.87625927e-03
  1.54394777e+02 -1.43396732e+02  4.98495241e-01  1.54884914e+02
 -1.43865930e+02  1.53921228e-02  1.54398983e+02 -1.43374078e+02
  4.80096909e-01  1.54892149e+02 -1.43879975e+02 -3.51807697e-03
  1.54401634e+02 -1.43382637e+02  4.98190018e-01  1.54883720e+02
 -1.43874071e+02 -1.16514535e-03  1.54398289e+02 -1.43388501e+02
  5.12550788e-01  1.54896349e+02 -1.43881106e+02  1.30705629e-02
  1.54397002e+02 -1.43372194e+02  4.95451432e-01  1.54885375e+02
 -1.43912543e+02  5.22744641e-03  1.54390724e+02 -1.43411774e+02
  4.79505481e-01  1.54888375e+02 -1.43893134e+02  5.09149187e-03
  1.54409127e+02 -1.43385599e+02  5.13514579e-01  1.54898076e+02
 -1.43893131e+02  6.38482448e-03  1.54398100e+02 -1.43396260e+02
  5.01153838e-01  1.54895850e+02 -1.43885048e+02  2.00262969e-02
  1.54396913e+02 -1.43408566e+02  5.03663066e-01  1.54889576e+02
 -1.43908932e+02  1.10677062e-02  1.54391540e+02 -1.43408858e+02
  4.74523944e-01  1.54899767e+02 -1.43892351e+02  1.94951436e-02
  1.54390601e+02 -1.43407231e+02  4.97379868e-01  1.54890706e+02
 -1.43909638e+02 -6.95714905e-03  1.54398142e+02 -1.43396969e+02
  4.89663374e-01  1.54877974e+02]
--- Row 153/300 row=152 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  152
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=152 ---
Niter:  0 row:  152 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 1.5776595319039188e-06 0.014853260466225038 0.034692925836697884
[ 1.20571208e-10 -1.03139138e-05 -2.82903278e-01  1.61506569e+04
 -1.43921451e+02  3.80258699e-14  1.54432385e+02]
Niter:  1 row:  152 ngroup:  1 nlines:  256 gd:  239
[ 1.20571208e-10 -1.03139138e-05 -2.82903278e-01  1.61506569e+04
 -1.43921451e+02  3.80258699e-14  1.54432385e+02]
res:  239 -0.0001803898994694464 0.015152815785768325 0.024392984119907483
[ 1.20746079e-10 -1.03139762e-05 -2.82908084e-01  1.61506605e+04
 -1.43875228e+02 -5.82867169e-12  1.54416166e+02]
Niter:  2 row:  152 ngroup:  1 nlines:  256 gd:  238
[ 1.20746079e-10 -1.03139762e-05 -2.82908084e-01  1.61506605e+04
 -1.43875228e+02 -5.82867169e-12  1.54416166e+02]
res:  238 -0.0002093670236718026 0.0155240754083934 0.024011660860021957
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
Niter:  3 row:  152 ngroup:  1 nlines:  256 gd:  238
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
res:  238 -0.0002093670245812973 0.015524075409302895 0.024011660859970193
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
Niter:  4 row:  152 ngroup:  1 nlines:  256 gd:  238
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
res:  238 -0.0002093670245812973 0.015524075409302895 0.024011660859970193
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
Niter:  5 row:  152 ngroup:  1 nlines:  256 gd:  238
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
res:  238 -0.0002093670245812973 0.015524075409302895 0.024011660859970193
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
Niter:  6 row:  152 ngroup:  1 nlines:  256 gd:  238
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
res:  238 -0.0002093670245812973 0.015524075409302895 0.024011660859970193
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
Final values:
res:  -0.0002093670245812973 0.024011660859970193
pars:  [ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
152 [ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02]
elapsed: 2.9 sec.
Niter:  0 row:  152 ngroup:  26 nlines:  6653 gd:  6653
[ 1.20772507e-10 -1.03140139e-05 -2.82908390e-01  1.61506614e+04
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02 -1.43870487e+02  9.38184140e-11
  1.54417443e+02 -1.43870487e+02  9.38184140e-11  1.54417443e+02
 -1.43870487e+02  9.38184140e-11  1.54417443e+02 -1.43870487e+02
  9.38184140e-11  1.54417443e+02]
res:  6653 0.001199090271256864 0.014729928345332155 0.03451973818683082
[ 1.20772519e-10 -1.03140150e-05 -2.82908361e-01  1.61506598e+04
 -1.43877109e+02  1.06345105e-02  1.54412979e+02 -1.43402277e+02
  5.09670645e-01  1.54903461e+02 -1.43889580e+02  2.88616958e-02
  1.54399711e+02 -1.43379509e+02  5.00632341e-01  1.54903560e+02
 -1.43873521e+02  3.34733103e-02  1.54421089e+02 -1.43404784e+02
  5.22382091e-01  1.54902025e+02 -1.43881203e+02  8.66754830e-03
  1.54405823e+02 -1.43420212e+02  4.90389042e-01  1.54916225e+02
 -1.43886746e+02  1.87470254e-02  1.54419467e+02 -1.43398391e+02
  4.98172674e-01  1.54912828e+02 -1.43884141e+02  3.93856189e-02
  1.54419264e+02 -1.43386977e+02  4.80638234e-01  1.54910159e+02
 -1.43937791e+02  2.03910233e-02  1.54398649e+02 -1.43399663e+02
  5.01654333e-01  1.54909763e+02 -1.43877620e+02  3.49893292e-02
  1.54426660e+02 -1.43415760e+02  5.26010166e-01  1.54917836e+02
 -1.43895270e+02 -3.60896480e-03  1.54410384e+02 -1.43394767e+02
  5.18922439e-01  1.54908439e+02 -1.43888881e+02  8.71291064e-03
  1.54412227e+02 -1.43373354e+02  4.87234293e-01  1.54918791e+02
 -1.43894562e+02  1.60435143e-02  1.54392953e+02 -1.43377594e+02
  5.08233390e-01  1.54899909e+02 -1.43902883e+02  1.26726925e-02
  1.54407616e+02 -1.43421177e+02  5.04731817e-01  1.54897061e+02
 -1.43892191e+02  1.93956872e-03  1.54409200e+02 -1.43413112e+02
  4.92983465e-01  1.54895877e+02]
Niter:  1 row:  152 ngroup:  26 nlines:  6653 gd:  6130
[ 1.20772519e-10 -1.03140150e-05 -2.82908361e-01  1.61506598e+04
 -1.43877109e+02  1.06345105e-02  1.54412979e+02 -1.43402277e+02
  5.09670645e-01  1.54903461e+02 -1.43889580e+02  2.88616958e-02
  1.54399711e+02 -1.43379509e+02  5.00632341e-01  1.54903560e+02
 -1.43873521e+02  3.34733103e-02  1.54421089e+02 -1.43404784e+02
  5.22382091e-01  1.54902025e+02 -1.43881203e+02  8.66754830e-03
  1.54405823e+02 -1.43420212e+02  4.90389042e-01  1.54916225e+02
 -1.43886746e+02  1.87470254e-02  1.54419467e+02 -1.43398391e+02
  4.98172674e-01  1.54912828e+02 -1.43884141e+02  3.93856189e-02
  1.54419264e+02 -1.43386977e+02  4.80638234e-01  1.54910159e+02
 -1.43937791e+02  2.03910233e-02  1.54398649e+02 -1.43399663e+02
  5.01654333e-01  1.54909763e+02 -1.43877620e+02  3.49893292e-02
  1.54426660e+02 -1.43415760e+02  5.26010166e-01  1.54917836e+02
 -1.43895270e+02 -3.60896480e-03  1.54410384e+02 -1.43394767e+02
  5.18922439e-01  1.54908439e+02 -1.43888881e+02  8.71291064e-03
  1.54412227e+02 -1.43373354e+02  4.87234293e-01  1.54918791e+02
 -1.43894562e+02  1.60435143e-02  1.54392953e+02 -1.43377594e+02
  5.08233390e-01  1.54899909e+02 -1.43902883e+02  1.26726925e-02
  1.54407616e+02 -1.43421177e+02  5.04731817e-01  1.54897061e+02
 -1.43892191e+02  1.93956872e-03  1.54409200e+02 -1.43413112e+02
  4.92983465e-01  1.54895877e+02]
res:  6130 -0.0004101111426280113 0.014444284188357415 0.02369365952129251
[ 1.20772507e-10 -1.03140160e-05 -2.82908390e-01  1.61506614e+04
 -1.43870525e+02  2.31702350e-06  1.54417410e+02 -1.43399444e+02
  4.97399255e-01  1.54905335e+02 -1.43889783e+02  1.78184588e-02
  1.54405557e+02 -1.43372675e+02  4.87577349e-01  1.54906609e+02
 -1.43883664e+02  3.43697125e-02  1.54421877e+02 -1.43390953e+02
  5.15774510e-01  1.54903610e+02 -1.43875448e+02  3.41589767e-03
  1.54414937e+02 -1.43407402e+02  5.11823028e-01  1.54908329e+02
 -1.43879784e+02  1.38107336e-02  1.54418835e+02 -1.43398244e+02
  4.92797611e-01  1.54911337e+02 -1.43895659e+02  1.84160205e-02
  1.54434648e+02 -1.43398801e+02  4.84716391e-01  1.54911616e+02
 -1.43922435e+02  5.88871919e-03  1.54406827e+02 -1.43397208e+02
  4.87700889e-01  1.54908137e+02 -1.43879958e+02  2.55529796e-02
  1.54425373e+02 -1.43393148e+02  5.05443904e-01  1.54918030e+02
 -1.43890150e+02 -8.90269443e-03  1.54408411e+02 -1.43388928e+02
  5.12994462e-01  1.54904954e+02 -1.43881905e+02 -5.83396242e-03
  1.54412531e+02 -1.43382081e+02  4.90174726e-01  1.54915885e+02
 -1.43896867e+02  8.07618145e-03  1.54401687e+02 -1.43398991e+02
  4.90754664e-01  1.54906669e+02 -1.43902204e+02  3.13921748e-03
  1.54406639e+02 -1.43417481e+02  4.87294734e-01  1.54903830e+02
 -1.43905696e+02  9.65440817e-03  1.54408955e+02 -1.43411154e+02
  4.80039540e-01  1.54900215e+02]
Niter:  2 row:  152 ngroup:  26 nlines:  6653 gd:  6126
[ 1.20772507e-10 -1.03140160e-05 -2.82908390e-01  1.61506614e+04
 -1.43870525e+02  2.31702350e-06  1.54417410e+02 -1.43399444e+02
  4.97399255e-01  1.54905335e+02 -1.43889783e+02  1.78184588e-02
  1.54405557e+02 -1.43372675e+02  4.87577349e-01  1.54906609e+02
 -1.43883664e+02  3.43697125e-02  1.54421877e+02 -1.43390953e+02
  5.15774510e-01  1.54903610e+02 -1.43875448e+02  3.41589767e-03
  1.54414937e+02 -1.43407402e+02  5.11823028e-01  1.54908329e+02
 -1.43879784e+02  1.38107336e-02  1.54418835e+02 -1.43398244e+02
  4.92797611e-01  1.54911337e+02 -1.43895659e+02  1.84160205e-02
  1.54434648e+02 -1.43398801e+02  4.84716391e-01  1.54911616e+02
 -1.43922435e+02  5.88871919e-03  1.54406827e+02 -1.43397208e+02
  4.87700889e-01  1.54908137e+02 -1.43879958e+02  2.55529796e-02
  1.54425373e+02 -1.43393148e+02  5.05443904e-01  1.54918030e+02
 -1.43890150e+02 -8.90269443e-03  1.54408411e+02 -1.43388928e+02
  5.12994462e-01  1.54904954e+02 -1.43881905e+02 -5.83396242e-03
  1.54412531e+02 -1.43382081e+02  4.90174726e-01  1.54915885e+02
 -1.43896867e+02  8.07618145e-03  1.54401687e+02 -1.43398991e+02
  4.90754664e-01  1.54906669e+02 -1.43902204e+02  3.13921748e-03
  1.54406639e+02 -1.43417481e+02  4.87294734e-01  1.54903830e+02
 -1.43905696e+02  9.65440817e-03  1.54408955e+02 -1.43411154e+02
  4.80039540e-01  1.54900215e+02]
res:  6126 -0.0004646435245376779 0.01447496561013395 0.02360456466523766
[ 1.20772495e-10 -1.03140170e-05 -2.82908418e-01  1.61506631e+04
 -1.43863556e+02  2.60743108e-03  1.54422141e+02 -1.43392444e+02
  5.00217593e-01  1.54912058e+02 -1.43882829e+02  2.01680014e-02
  1.54412074e+02 -1.43365727e+02  4.90039730e-01  1.54913141e+02
 -1.43882590e+02  4.00536947e-02  1.54426610e+02 -1.43379277e+02
  5.21480726e-01  1.54908344e+02 -1.43868504e+02  5.91011952e-03
  1.54421457e+02 -1.43400438e+02  5.17516936e-01  1.54909274e+02
 -1.43872805e+02  1.64900375e-02  1.54423568e+02 -1.43391285e+02
  4.98493936e-01  1.54916066e+02 -1.43893405e+02  2.41091227e-02
  1.54439384e+02 -1.43397123e+02  4.90417969e-01  1.54916347e+02
 -1.43900890e+02  1.15955087e-02  1.54411555e+02 -1.43390229e+02
  4.93417431e-01  1.54912876e+02 -1.43877980e+02  2.82491040e-02
  1.54428232e+02 -1.43381218e+02  5.11147983e-01  1.54922766e+02
 -1.43877638e+02 -3.20847279e-03  1.54413138e+02 -1.43377343e+02
  5.18675531e-01  1.54909693e+02 -1.43874934e+02 -3.59468507e-03
  1.54417256e+02 -1.43380517e+02  4.95869873e-01  1.54920622e+02
 -1.43889894e+02  1.37769628e-02  1.54408327e+02 -1.43392024e+02
  4.82999807e-01  1.54913188e+02 -1.43895264e+02  8.85625358e-03
  1.54411368e+02 -1.43410509e+02  4.89651184e-01  1.54908567e+02
 -1.43898730e+02  1.53625432e-02  1.54413682e+02 -1.43404187e+02
  4.85742513e-01  1.54904951e+02]
Niter:  3 row:  152 ngroup:  26 nlines:  6653 gd:  6124
[ 1.20772495e-10 -1.03140170e-05 -2.82908418e-01  1.61506631e+04
 -1.43863556e+02  2.60743108e-03  1.54422141e+02 -1.43392444e+02
  5.00217593e-01  1.54912058e+02 -1.43882829e+02  2.01680014e-02
  1.54412074e+02 -1.43365727e+02  4.90039730e-01  1.54913141e+02
 -1.43882590e+02  4.00536947e-02  1.54426610e+02 -1.43379277e+02
  5.21480726e-01  1.54908344e+02 -1.43868504e+02  5.91011952e-03
  1.54421457e+02 -1.43400438e+02  5.17516936e-01  1.54909274e+02
 -1.43872805e+02  1.64900375e-02  1.54423568e+02 -1.43391285e+02
  4.98493936e-01  1.54916066e+02 -1.43893405e+02  2.41091227e-02
  1.54439384e+02 -1.43397123e+02  4.90417969e-01  1.54916347e+02
 -1.43900890e+02  1.15955087e-02  1.54411555e+02 -1.43390229e+02
  4.93417431e-01  1.54912876e+02 -1.43877980e+02  2.82491040e-02
  1.54428232e+02 -1.43381218e+02  5.11147983e-01  1.54922766e+02
 -1.43877638e+02 -3.20847279e-03  1.54413138e+02 -1.43377343e+02
  5.18675531e-01  1.54909693e+02 -1.43874934e+02 -3.59468507e-03
  1.54417256e+02 -1.43380517e+02  4.95869873e-01  1.54920622e+02
 -1.43889894e+02  1.37769628e-02  1.54408327e+02 -1.43392024e+02
  4.82999807e-01  1.54913188e+02 -1.43895264e+02  8.85625358e-03
  1.54411368e+02 -1.43410509e+02  4.89651184e-01  1.54908567e+02
 -1.43898730e+02  1.53625432e-02  1.54413682e+02 -1.43404187e+02
  4.85742513e-01  1.54904951e+02]
res:  6124 -0.00031167631095740944 0.014455065082074725 0.023572446914994105
[ 1.20734925e-10 -1.03140170e-05 -2.82908418e-01  1.61506631e+04
 -1.43863556e+02  2.60743108e-03  1.54422141e+02 -1.43392444e+02
  5.00217593e-01  1.54912058e+02 -1.43882829e+02  2.01680014e-02
  1.54412074e+02 -1.43365727e+02  4.90039730e-01  1.54913141e+02
 -1.43882590e+02  4.00536947e-02  1.54426610e+02 -1.43379277e+02
  5.21480726e-01  1.54908344e+02 -1.43868504e+02  5.91011952e-03
  1.54421457e+02 -1.43400438e+02  5.17516936e-01  1.54909274e+02
 -1.43872805e+02  1.64900375e-02  1.54423568e+02 -1.43391285e+02
  4.98493936e-01  1.54916066e+02 -1.43893405e+02  2.41091227e-02
  1.54439384e+02 -1.43397123e+02  4.90417969e-01  1.54916347e+02
 -1.43900890e+02  1.15955087e-02  1.54411555e+02 -1.43390229e+02
  4.93417431e-01  1.54912876e+02 -1.43877980e+02  2.82491040e-02
  1.54428232e+02 -1.43381218e+02  5.11147983e-01  1.54922766e+02
 -1.43877638e+02 -3.20847279e-03  1.54413138e+02 -1.43377343e+02
  5.18675531e-01  1.54909693e+02 -1.43874934e+02 -3.59468507e-03
  1.54417256e+02 -1.43380517e+02  4.95869873e-01  1.54920622e+02
 -1.43889894e+02  1.37769628e-02  1.54408327e+02 -1.43392024e+02
  4.82999807e-01  1.54913188e+02 -1.43895264e+02  8.85625358e-03
  1.54411368e+02 -1.43410509e+02  4.89651184e-01  1.54908567e+02
 -1.43898730e+02  1.53625432e-02  1.54413682e+02 -1.43404187e+02
  4.85742513e-01  1.54904951e+02]
Niter:  4 row:  152 ngroup:  26 nlines:  6653 gd:  6120
[ 1.20734925e-10 -1.03140170e-05 -2.82908418e-01  1.61506631e+04
 -1.43863556e+02  2.60743108e-03  1.54422141e+02 -1.43392444e+02
  5.00217593e-01  1.54912058e+02 -1.43882829e+02  2.01680014e-02
  1.54412074e+02 -1.43365727e+02  4.90039730e-01  1.54913141e+02
 -1.43882590e+02  4.00536947e-02  1.54426610e+02 -1.43379277e+02
  5.21480726e-01  1.54908344e+02 -1.43868504e+02  5.91011952e-03
  1.54421457e+02 -1.43400438e+02  5.17516936e-01  1.54909274e+02
 -1.43872805e+02  1.64900375e-02  1.54423568e+02 -1.43391285e+02
  4.98493936e-01  1.54916066e+02 -1.43893405e+02  2.41091227e-02
  1.54439384e+02 -1.43397123e+02  4.90417969e-01  1.54916347e+02
 -1.43900890e+02  1.15955087e-02  1.54411555e+02 -1.43390229e+02
  4.93417431e-01  1.54912876e+02 -1.43877980e+02  2.82491040e-02
  1.54428232e+02 -1.43381218e+02  5.11147983e-01  1.54922766e+02
 -1.43877638e+02 -3.20847279e-03  1.54413138e+02 -1.43377343e+02
  5.18675531e-01  1.54909693e+02 -1.43874934e+02 -3.59468507e-03
  1.54417256e+02 -1.43380517e+02  4.95869873e-01  1.54920622e+02
 -1.43889894e+02  1.37769628e-02  1.54408327e+02 -1.43392024e+02
  4.82999807e-01  1.54913188e+02 -1.43895264e+02  8.85625358e-03
  1.54411368e+02 -1.43410509e+02  4.89651184e-01  1.54908567e+02
 -1.43898730e+02  1.53625432e-02  1.54413682e+02 -1.43404187e+02
  4.85742513e-01  1.54904951e+02]
res:  6120 -0.00043459962762426585 0.014510094195429701 0.023517419982907375
[ 1.20734913e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
Niter:  5 row:  152 ngroup:  26 nlines:  6653 gd:  6116
[ 1.20734913e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
res:  6116 -0.0003562740184861468 0.014502809593977872 0.023465246926096344
[ 1.20712118e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
Niter:  6 row:  152 ngroup:  26 nlines:  6653 gd:  6120
[ 1.20712118e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
res:  6120 -0.00030726956538273953 0.014510720333419158 0.023515609476900717
[ 1.20708405e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
Saving figure to  wave_resid_43670005_fiber152.png
Final values:
res:  -0.00030726956538273953 0.023515609476900717
pars:  [ 1.20708405e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
152 [ 1.20708405e-10 -1.03140181e-05 -2.82908446e-01  1.61506647e+04
 -1.43854960e+02  5.16720430e-03  1.54425387e+02 -1.43383744e+02
  5.02716789e-01  1.54915294e+02 -1.43874299e+02  2.26360639e-02
  1.54415293e+02 -1.43357211e+02  4.92502148e-01  1.54916361e+02
 -1.43873986e+02  4.57313458e-02  1.54429871e+02 -1.43370729e+02
  5.27182306e-01  1.54911605e+02 -1.43860013e+02  1.16003276e-02
  1.54424766e+02 -1.43391865e+02  5.23207118e-01  1.54912555e+02
 -1.43864175e+02  1.92787433e-02  1.54428681e+02 -1.43382731e+02
  5.04176906e-01  1.54919311e+02 -1.43884857e+02  2.97955617e-02
  1.54442660e+02 -1.43388729e+02  4.96116098e-01  1.54919595e+02
 -1.43892294e+02  1.72890159e-02  1.54414790e+02 -1.43381610e+02
  4.99131472e-01  1.54916178e+02 -1.43869447e+02  3.39462385e-02
  1.54431456e+02 -1.43372692e+02  5.16843824e-01  1.54926051e+02
 -1.43869008e+02  2.48246563e-03  1.54416365e+02 -1.43368740e+02
  5.24364817e-01  1.54912988e+02 -1.43866343e+02 -1.01087158e-03
  1.54422321e+02 -1.43371909e+02  5.01559002e-01  1.54923910e+02
 -1.43881289e+02  1.94724376e-02  1.54415439e+02 -1.43383436e+02
  4.85363761e-01  1.54916417e+02 -1.43886792e+02  1.45607274e-02
  1.54414605e+02 -1.43401919e+02  4.95348913e-01  1.54911855e+02
 -1.43890160e+02  2.10698875e-02  1.54416894e+02 -1.43395605e+02
  4.88066748e-01  1.54908221e+02]
--- Row 154/300 row=153 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  153
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=153 ---
Niter:  0 row:  153 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0031058689746714663 0.014841546360912616 0.03546888062045459
[ 1.20932247e-10 -1.03138316e-05 -2.82914464e-01  1.61506850e+04
 -1.43841451e+02 -9.94999992e-08  1.54370636e+02]
Niter:  1 row:  153 ngroup:  1 nlines:  249 gd:  227
[ 1.20932247e-10 -1.03138316e-05 -2.82914464e-01  1.61506850e+04
 -1.43841451e+02 -9.94999992e-08  1.54370636e+02]
res:  227 -0.0013842742446286138 0.014089085605519358 0.022003021238603225
[ 1.20955824e-10 -1.03141281e-05 -2.82915448e-01  1.61506934e+04
 -1.43824568e+02 -9.95000200e-08  1.54382475e+02]
Niter:  2 row:  153 ngroup:  1 nlines:  249 gd:  229
[ 1.20955824e-10 -1.03141281e-05 -2.82915448e-01  1.61506934e+04
 -1.43824568e+02 -9.95000200e-08  1.54382475e+02]
res:  229 0.00023481141397496685 0.0139875481800118 0.022509970875575148
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
Niter:  3 row:  153 ngroup:  1 nlines:  249 gd:  229
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
res:  229 0.00023481141397496685 0.0139875481800118 0.022509970875575148
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
Niter:  4 row:  153 ngroup:  1 nlines:  249 gd:  229
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
res:  229 0.00023481141397496685 0.0139875481800118 0.022509970875575148
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
Niter:  5 row:  153 ngroup:  1 nlines:  249 gd:  229
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
res:  229 0.00023481141397496685 0.0139875481800118 0.022509970875575148
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
Niter:  6 row:  153 ngroup:  1 nlines:  249 gd:  229
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
res:  229 0.00023481141397496685 0.0139875481800118 0.022509970875575148
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
Final values:
res:  0.00023481141397496685 0.022509970875575148
pars:  [ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
153 [ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02]
elapsed: 3.0 sec.
Niter:  0 row:  153 ngroup:  26 nlines:  6519 gd:  6519
[ 1.20807353e-10 -1.03146816e-05 -2.82915889e-01  1.61506943e+04
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02 -1.43820555e+02 -9.94996750e-08
  1.54373146e+02 -1.43820555e+02 -9.94996750e-08  1.54373146e+02
 -1.43820555e+02 -9.94996750e-08  1.54373146e+02 -1.43820555e+02
 -9.94996750e-08  1.54373146e+02]
res:  6519 0.0011119045648229076 0.013984813605929958 0.03456790496481721
[ 1.20807365e-10 -1.03146805e-05 -2.82915861e-01  1.61506927e+04
 -1.43807812e+02  2.65130310e-02  1.54365561e+02 -1.43319627e+02
  5.03693198e-01  1.54858930e+02 -1.43839219e+02  3.35098889e-02
  1.54349994e+02 -1.43322950e+02  5.35365440e-01  1.54849215e+02
 -1.43828522e+02  2.95705238e-02  1.54366556e+02 -1.43317648e+02
  5.55043315e-01  1.54862507e+02 -1.43832337e+02  3.34904044e-02
  1.54362797e+02 -1.43326906e+02  4.99910229e-01  1.54846640e+02
 -1.43822042e+02  2.11812701e-02  1.54364921e+02 -1.43341573e+02
  5.03556791e-01  1.54859353e+02 -1.43817714e+02  3.11257973e-02
  1.54363959e+02 -1.43316452e+02  5.37882488e-01  1.54866481e+02
 -1.43820260e+02  3.33130363e-02  1.54356744e+02 -1.43348879e+02
  5.23048577e-01  1.54863536e+02 -1.43823552e+02  4.42066116e-02
  1.54357299e+02 -1.43332919e+02  5.45084894e-01  1.54856354e+02
 -1.43834588e+02  2.87501586e-02  1.54356775e+02 -1.43356068e+02
  5.18015929e-01  1.54859356e+02 -1.43811210e+02  5.13666257e-02
  1.54369238e+02 -1.43333317e+02  5.26702066e-01  1.54853007e+02
 -1.43844886e+02  3.44246516e-02  1.54345184e+02 -1.43346371e+02
  5.36514335e-01  1.54856513e+02 -1.43847698e+02  3.46025989e-02
  1.54359867e+02 -1.43339306e+02  5.22200602e-01  1.54859932e+02
 -1.43846879e+02  4.58579188e-02  1.54352936e+02 -1.43363317e+02
  5.10628095e-01  1.54856235e+02]
Niter:  1 row:  153 ngroup:  26 nlines:  6519 gd:  5959
[ 1.20807365e-10 -1.03146805e-05 -2.82915861e-01  1.61506927e+04
 -1.43807812e+02  2.65130310e-02  1.54365561e+02 -1.43319627e+02
  5.03693198e-01  1.54858930e+02 -1.43839219e+02  3.35098889e-02
  1.54349994e+02 -1.43322950e+02  5.35365440e-01  1.54849215e+02
 -1.43828522e+02  2.95705238e-02  1.54366556e+02 -1.43317648e+02
  5.55043315e-01  1.54862507e+02 -1.43832337e+02  3.34904044e-02
  1.54362797e+02 -1.43326906e+02  4.99910229e-01  1.54846640e+02
 -1.43822042e+02  2.11812701e-02  1.54364921e+02 -1.43341573e+02
  5.03556791e-01  1.54859353e+02 -1.43817714e+02  3.11257973e-02
  1.54363959e+02 -1.43316452e+02  5.37882488e-01  1.54866481e+02
 -1.43820260e+02  3.33130363e-02  1.54356744e+02 -1.43348879e+02
  5.23048577e-01  1.54863536e+02 -1.43823552e+02  4.42066116e-02
  1.54357299e+02 -1.43332919e+02  5.45084894e-01  1.54856354e+02
 -1.43834588e+02  2.87501586e-02  1.54356775e+02 -1.43356068e+02
  5.18015929e-01  1.54859356e+02 -1.43811210e+02  5.13666257e-02
  1.54369238e+02 -1.43333317e+02  5.26702066e-01  1.54853007e+02
 -1.43844886e+02  3.44246516e-02  1.54345184e+02 -1.43346371e+02
  5.36514335e-01  1.54856513e+02 -1.43847698e+02  3.46025989e-02
  1.54359867e+02 -1.43339306e+02  5.22200602e-01  1.54859932e+02
 -1.43846879e+02  4.58579188e-02  1.54352936e+02 -1.43363317e+02
  5.10628095e-01  1.54856235e+02]
res:  5959 -0.00019473876818665303 0.013556708468968282 0.022453068439706143
[ 1.20807377e-10 -1.03146795e-05 -2.82915832e-01  1.61506911e+04
 -1.43829746e+02 -8.58992716e-03  1.54363694e+02 -1.43327059e+02
  4.94080003e-01  1.54856330e+02 -1.43853278e+02  6.49541325e-03
  1.54346131e+02 -1.43341841e+02  5.08237262e-01  1.54848404e+02
 -1.43831043e+02  2.05569337e-03  1.54367614e+02 -1.43325506e+02
  5.17310211e-01  1.54852552e+02 -1.43835111e+02 -3.37133111e-04
  1.54364532e+02 -1.43341649e+02  4.85631280e-01  1.54847930e+02
 -1.43835702e+02  1.03834520e-02  1.54363088e+02 -1.43353844e+02
  4.77639271e-01  1.54848993e+02 -1.43829987e+02  2.38765113e-03
  1.54357658e+02 -1.43327459e+02  4.98646324e-01  1.54852839e+02
 -1.43835303e+02  7.89859259e-04  1.54355468e+02 -1.43353631e+02
  4.93388059e-01  1.54858767e+02 -1.43842281e+02  5.40680377e-03
  1.54360807e+02 -1.43349218e+02  5.17856150e-01  1.54850733e+02
 -1.43833019e+02  7.14932309e-03  1.54355043e+02 -1.43349381e+02
  5.11424474e-01  1.54852281e+02 -1.43827736e+02  2.36718078e-02
  1.54362641e+02 -1.43312371e+02  5.07521772e-01  1.54853243e+02
 -1.43867473e+02  1.03196119e-02  1.54346197e+02 -1.43343933e+02
  5.09803991e-01  1.54848453e+02 -1.43839650e+02  7.46936346e-03
  1.54357822e+02 -1.43341967e+02  5.05680338e-01  1.54853675e+02
 -1.43858708e+02  1.22740493e-02  1.54349948e+02 -1.43358634e+02
  4.85678745e-01  1.54851201e+02]
Niter:  2 row:  153 ngroup:  26 nlines:  6519 gd:  5924
[ 1.20807377e-10 -1.03146795e-05 -2.82915832e-01  1.61506911e+04
 -1.43829746e+02 -8.58992716e-03  1.54363694e+02 -1.43327059e+02
  4.94080003e-01  1.54856330e+02 -1.43853278e+02  6.49541325e-03
  1.54346131e+02 -1.43341841e+02  5.08237262e-01  1.54848404e+02
 -1.43831043e+02  2.05569337e-03  1.54367614e+02 -1.43325506e+02
  5.17310211e-01  1.54852552e+02 -1.43835111e+02 -3.37133111e-04
  1.54364532e+02 -1.43341649e+02  4.85631280e-01  1.54847930e+02
 -1.43835702e+02  1.03834520e-02  1.54363088e+02 -1.43353844e+02
  4.77639271e-01  1.54848993e+02 -1.43829987e+02  2.38765113e-03
  1.54357658e+02 -1.43327459e+02  4.98646324e-01  1.54852839e+02
 -1.43835303e+02  7.89859259e-04  1.54355468e+02 -1.43353631e+02
  4.93388059e-01  1.54858767e+02 -1.43842281e+02  5.40680377e-03
  1.54360807e+02 -1.43349218e+02  5.17856150e-01  1.54850733e+02
 -1.43833019e+02  7.14932309e-03  1.54355043e+02 -1.43349381e+02
  5.11424474e-01  1.54852281e+02 -1.43827736e+02  2.36718078e-02
  1.54362641e+02 -1.43312371e+02  5.07521772e-01  1.54853243e+02
 -1.43867473e+02  1.03196119e-02  1.54346197e+02 -1.43343933e+02
  5.09803991e-01  1.54848453e+02 -1.43839650e+02  7.46936346e-03
  1.54357822e+02 -1.43341967e+02  5.05680338e-01  1.54853675e+02
 -1.43858708e+02  1.22740493e-02  1.54349948e+02 -1.43358634e+02
  4.85678745e-01  1.54851201e+02]
res:  5924 -4.973992508894298e-05 0.013529901625588536 0.02195502630347187
[ 1.20807390e-10 -1.03146785e-05 -2.82915804e-01  1.61506895e+04
 -1.43841383e+02 -1.71326120e-02  1.54358968e+02 -1.43328952e+02
  4.91153208e-01  1.54851610e+02 -1.43860256e+02 -2.47483708e-03
  1.54341405e+02 -1.43348794e+02  4.99469461e-01  1.54843675e+02
 -1.43833126e+02 -6.63784321e-03  1.54362884e+02 -1.43327460e+02
  5.11629063e-01  1.54849648e+02 -1.43836980e+02 -9.05301679e-03
  1.54359812e+02 -1.43353489e+02  4.79922267e-01  1.54843199e+02
 -1.43842665e+02  7.74415378e-03  1.54358362e+02 -1.43365852e+02
  4.65826760e-01  1.54844275e+02 -1.43836975e+02 -6.38566380e-03
  1.54354845e+02 -1.43329470e+02  4.85740232e-01  1.54846289e+02
 -1.43846973e+02 -1.18063921e-02  1.54350742e+02 -1.43360595e+02
  4.87690655e-01  1.54855941e+02 -1.43849241e+02 -3.70647868e-03
  1.54356079e+02 -1.43361044e+02  5.12150287e-01  1.54847785e+02
 -1.43839997e+02 -1.77138629e-03  1.54350316e+02 -1.43350703e+02
  5.05721869e-01  1.54847556e+02 -1.43839306e+02  1.18432586e-02
  1.54359655e+02 -1.43314483e+02  5.01822000e-01  1.54852179e+02
 -1.43874442e+02 -1.59396117e-03  1.54343295e+02 -1.43342172e+02
  5.04121431e-01  1.54843732e+02 -1.43837234e+02 -1.72633904e-03
  1.54354851e+02 -1.43344047e+02  4.99986795e-01  1.54848954e+02
 -1.43865657e+02  2.94771239e-04  1.54347059e+02 -1.43365598e+02
  4.68135718e-01  1.54848303e+02]
Niter:  3 row:  153 ngroup:  26 nlines:  6519 gd:  5920
[ 1.20807390e-10 -1.03146785e-05 -2.82915804e-01  1.61506895e+04
 -1.43841383e+02 -1.71326120e-02  1.54358968e+02 -1.43328952e+02
  4.91153208e-01  1.54851610e+02 -1.43860256e+02 -2.47483708e-03
  1.54341405e+02 -1.43348794e+02  4.99469461e-01  1.54843675e+02
 -1.43833126e+02 -6.63784321e-03  1.54362884e+02 -1.43327460e+02
  5.11629063e-01  1.54849648e+02 -1.43836980e+02 -9.05301679e-03
  1.54359812e+02 -1.43353489e+02  4.79922267e-01  1.54843199e+02
 -1.43842665e+02  7.74415378e-03  1.54358362e+02 -1.43365852e+02
  4.65826760e-01  1.54844275e+02 -1.43836975e+02 -6.38566380e-03
  1.54354845e+02 -1.43329470e+02  4.85740232e-01  1.54846289e+02
 -1.43846973e+02 -1.18063921e-02  1.54350742e+02 -1.43360595e+02
  4.87690655e-01  1.54855941e+02 -1.43849241e+02 -3.70647868e-03
  1.54356079e+02 -1.43361044e+02  5.12150287e-01  1.54847785e+02
 -1.43839997e+02 -1.77138629e-03  1.54350316e+02 -1.43350703e+02
  5.05721869e-01  1.54847556e+02 -1.43839306e+02  1.18432586e-02
  1.54359655e+02 -1.43314483e+02  5.01822000e-01  1.54852179e+02
 -1.43874442e+02 -1.59396117e-03  1.54343295e+02 -1.43342172e+02
  5.04121431e-01  1.54843732e+02 -1.43837234e+02 -1.72633904e-03
  1.54354851e+02 -1.43344047e+02  4.99986795e-01  1.54848954e+02
 -1.43865657e+02  2.94771239e-04  1.54347059e+02 -1.43365598e+02
  4.68135718e-01  1.54848303e+02]
res:  5920 -0.00020695462262665387 0.013493028180164401 0.021900977526961928
[ 1.20837334e-10 -1.03146785e-05 -2.82915804e-01  1.61506895e+04
 -1.43841383e+02 -1.71326120e-02  1.54358968e+02 -1.43328952e+02
  4.91153208e-01  1.54851610e+02 -1.43860256e+02 -2.47483708e-03
  1.54341405e+02 -1.43348794e+02  4.99469461e-01  1.54843675e+02
 -1.43833126e+02 -6.63784321e-03  1.54362884e+02 -1.43327460e+02
  5.11629063e-01  1.54849648e+02 -1.43836980e+02 -9.05301679e-03
  1.54359812e+02 -1.43353489e+02  4.79922267e-01  1.54843199e+02
 -1.43842665e+02  7.74415378e-03  1.54358362e+02 -1.43365852e+02
  4.65826760e-01  1.54844275e+02 -1.43836975e+02 -6.38566380e-03
  1.54354845e+02 -1.43329470e+02  4.85740232e-01  1.54846289e+02
 -1.43846973e+02 -1.18063921e-02  1.54350742e+02 -1.43360595e+02
  4.87690655e-01  1.54855941e+02 -1.43849241e+02 -3.70647868e-03
  1.54356079e+02 -1.43361044e+02  5.12150287e-01  1.54847785e+02
 -1.43839997e+02 -1.77138629e-03  1.54350316e+02 -1.43350703e+02
  5.05721869e-01  1.54847556e+02 -1.43839306e+02  1.18432586e-02
  1.54359655e+02 -1.43314483e+02  5.01822000e-01  1.54852179e+02
 -1.43874442e+02 -1.59396117e-03  1.54343295e+02 -1.43342172e+02
  5.04121431e-01  1.54843732e+02 -1.43837234e+02 -1.72633904e-03
  1.54354851e+02 -1.43344047e+02  4.99986795e-01  1.54848954e+02
 -1.43865657e+02  2.94771239e-04  1.54347059e+02 -1.43365598e+02
  4.68135718e-01  1.54848303e+02]
Niter:  4 row:  153 ngroup:  26 nlines:  6519 gd:  5921
[ 1.20837334e-10 -1.03146785e-05 -2.82915804e-01  1.61506895e+04
 -1.43841383e+02 -1.71326120e-02  1.54358968e+02 -1.43328952e+02
  4.91153208e-01  1.54851610e+02 -1.43860256e+02 -2.47483708e-03
  1.54341405e+02 -1.43348794e+02  4.99469461e-01  1.54843675e+02
 -1.43833126e+02 -6.63784321e-03  1.54362884e+02 -1.43327460e+02
  5.11629063e-01  1.54849648e+02 -1.43836980e+02 -9.05301679e-03
  1.54359812e+02 -1.43353489e+02  4.79922267e-01  1.54843199e+02
 -1.43842665e+02  7.74415378e-03  1.54358362e+02 -1.43365852e+02
  4.65826760e-01  1.54844275e+02 -1.43836975e+02 -6.38566380e-03
  1.54354845e+02 -1.43329470e+02  4.85740232e-01  1.54846289e+02
 -1.43846973e+02 -1.18063921e-02  1.54350742e+02 -1.43360595e+02
  4.87690655e-01  1.54855941e+02 -1.43849241e+02 -3.70647868e-03
  1.54356079e+02 -1.43361044e+02  5.12150287e-01  1.54847785e+02
 -1.43839997e+02 -1.77138629e-03  1.54350316e+02 -1.43350703e+02
  5.05721869e-01  1.54847556e+02 -1.43839306e+02  1.18432586e-02
  1.54359655e+02 -1.43314483e+02  5.01822000e-01  1.54852179e+02
 -1.43874442e+02 -1.59396117e-03  1.54343295e+02 -1.43342172e+02
  5.04121431e-01  1.54843732e+02 -1.43837234e+02 -1.72633904e-03
  1.54354851e+02 -1.43344047e+02  4.99986795e-01  1.54848954e+02
 -1.43865657e+02  2.94771239e-04  1.54347059e+02 -1.43365598e+02
  4.68135718e-01  1.54848303e+02]
res:  5921 -0.00014466782158706337 0.013481936781317927 0.021905809187691184
[ 1.20837347e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
Niter:  5 row:  153 ngroup:  26 nlines:  6519 gd:  5919
[ 1.20837347e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
res:  5919 -0.0002649265825311886 0.013464731877320446 0.021880170427100144
[ 1.20854903e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
Niter:  6 row:  153 ngroup:  26 nlines:  6519 gd:  5921
[ 1.20854903e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
res:  5921 -0.0002716606068133842 0.013481194138876162 0.021904110749631132
[ 1.20857547e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
Saving figure to  wave_resid_43670005_fiber153.png
Final values:
res:  -0.0002716606068133842 0.021904110749631132
pars:  [ 1.20857547e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
153 [ 1.20857547e-10 -1.03146774e-05 -2.82915776e-01  1.61506879e+04
 -1.43849564e+02 -2.28466862e-02  1.54355446e+02 -1.43337283e+02
  4.85451111e-01  1.54848116e+02 -1.43868549e+02 -1.11370589e-02
  1.54337883e+02 -1.43357006e+02  4.93789950e-01  1.54840138e+02
 -1.43841428e+02 -1.23206514e-02  1.54359341e+02 -1.43335612e+02
  5.05959448e-01  1.54847838e+02 -1.43845282e+02 -1.75418554e-02
  1.54356318e+02 -1.43361838e+02  4.74211934e-01  1.54839655e+02
 -1.43850921e+02  2.05536473e-03  1.54352997e+02 -1.43374059e+02
  4.57012274e-01  1.54840796e+02 -1.43845300e+02 -1.48731852e-02
  1.54351331e+02 -1.43337739e+02  4.77066781e-01  1.54842802e+02
 -1.43855259e+02 -1.75011522e-02  1.54347217e+02 -1.43368843e+02
  4.81993469e-01  1.54852419e+02 -1.43857471e+02 -9.40813145e-03
  1.54352546e+02 -1.43369330e+02  5.06444113e-01  1.54844247e+02
 -1.43848284e+02 -1.05918655e-02  1.54346789e+02 -1.43358932e+02
  5.00027867e-01  1.54844038e+02 -1.43847543e+02  6.16473589e-03
  1.54356129e+02 -1.43322678e+02  4.96121430e-01  1.54848660e+02
 -1.43882707e+02 -1.04250829e-02  1.54339759e+02 -1.43350465e+02
  4.98442445e-01  1.54840235e+02 -1.43840875e+02 -1.03907781e-02
  1.54351311e+02 -1.43352325e+02  4.94291115e-01  1.54845447e+02
 -1.43873860e+02 -5.39563076e-03  1.54343546e+02 -1.43373845e+02
  4.62436931e-01  1.54844753e+02]
--- Row 155/300 row=154 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  154
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=154 ---
Niter:  0 row:  154 ngroup:  1 nlines:  262 gd:  262
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  262 0.00197977114112291 0.014579298946046038 0.032851528774967616
[ 1.19788122e-10 -1.03143518e-05 -2.82892171e-01  1.61507064e+04
 -1.44010050e+02 -1.90565182e-13  1.54460199e+02]
Niter:  1 row:  154 ngroup:  1 nlines:  262 gd:  241
[ 1.19788122e-10 -1.03143518e-05 -2.82892171e-01  1.61507064e+04
 -1.44010050e+02 -1.90565182e-13  1.54460199e+02]
res:  241 0.0009097003458009567 0.013811123792038416 0.023150357202866886
[ 1.20079187e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Niter:  2 row:  154 ngroup:  1 nlines:  262 gd:  240
[ 1.20079187e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
res:  240 0.0009852796247287188 0.013929026566074754 0.022880491791563172
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Niter:  3 row:  154 ngroup:  1 nlines:  262 gd:  241
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
res:  241 0.0009097012271013227 0.013811124847961764 0.023150357202895877
[ 1.20079186e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Niter:  4 row:  154 ngroup:  1 nlines:  262 gd:  240
[ 1.20079186e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
res:  240 0.0009852796174527612 0.013929026536970923 0.02288049179136238
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Niter:  5 row:  154 ngroup:  1 nlines:  262 gd:  241
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
res:  241 0.0009097012134589022 0.013811124837957323 0.02315035720290653
[ 1.20079186e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Niter:  6 row:  154 ngroup:  1 nlines:  262 gd:  240
[ 1.20079186e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
res:  240 0.000985279611995793 0.013929026507867093 0.022880491791168963
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
Final values:
res:  0.000985279611995793 0.022880491791168963
pars:  [ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
154 [ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02]
elapsed: 2.9 sec.
Niter:  0 row:  154 ngroup:  26 nlines:  6764 gd:  6764
[ 1.20112706e-10 -1.03146390e-05 -2.82897522e-01  1.61507101e+04
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02 -1.43974039e+02  1.18799407e-11
  1.54442460e+02 -1.43974039e+02  1.18799407e-11  1.54442460e+02
 -1.43974039e+02  1.18799407e-11  1.54442460e+02 -1.43974039e+02
  1.18799407e-11  1.54442460e+02]
res:  6764 0.0005926803596594254 0.014908051483871532 0.03511091373112359
[ 1.20112718e-10 -1.03146380e-05 -2.82897551e-01  1.61507118e+04
 -1.43961484e+02  1.83731227e-02  1.54448062e+02 -1.43441179e+02
  4.91876532e-01  1.54949860e+02 -1.43979648e+02 -2.18782797e-02
  1.54432961e+02 -1.43475346e+02  4.92739700e-01  1.54936377e+02
 -1.43963218e+02  7.13186154e-03  1.54445783e+02 -1.43475588e+02
  4.97060857e-01  1.54934775e+02 -1.43960152e+02  1.76721549e-02
  1.54431889e+02 -1.43445909e+02  4.77345427e-01  1.54924970e+02
 -1.43972399e+02  1.99944579e-02  1.54462766e+02 -1.43465379e+02
  4.86666236e-01  1.54944702e+02 -1.43964522e+02  2.94769317e-02
  1.54436192e+02 -1.43511240e+02  4.79199393e-01  1.54945087e+02
 -1.43979890e+02  5.82549754e-03  1.54433782e+02 -1.43484944e+02
  5.00161782e-01  1.54938661e+02 -1.43973095e+02  2.38479390e-02
  1.54448031e+02 -1.43481074e+02  4.87739745e-01  1.54938478e+02
 -1.43979717e+02  5.64443444e-03  1.54454026e+02 -1.43488677e+02
  4.94415900e-01  1.54943799e+02 -1.43998243e+02  3.45627942e-03
  1.54440164e+02 -1.43467642e+02  4.90872311e-01  1.54950110e+02
 -1.44000100e+02  2.57526482e-04  1.54428187e+02 -1.43504459e+02
  4.69928147e-01  1.54941506e+02 -1.43980827e+02 -3.94257375e-03
  1.54446477e+02 -1.43483894e+02  4.81232826e-01  1.54945008e+02
 -1.43968993e+02 -1.28132856e-02  1.54435309e+02 -1.43482261e+02
  4.63070114e-01  1.54925239e+02]
Niter:  1 row:  154 ngroup:  26 nlines:  6764 gd:  6223
[ 1.20112718e-10 -1.03146380e-05 -2.82897551e-01  1.61507118e+04
 -1.43961484e+02  1.83731227e-02  1.54448062e+02 -1.43441179e+02
  4.91876532e-01  1.54949860e+02 -1.43979648e+02 -2.18782797e-02
  1.54432961e+02 -1.43475346e+02  4.92739700e-01  1.54936377e+02
 -1.43963218e+02  7.13186154e-03  1.54445783e+02 -1.43475588e+02
  4.97060857e-01  1.54934775e+02 -1.43960152e+02  1.76721549e-02
  1.54431889e+02 -1.43445909e+02  4.77345427e-01  1.54924970e+02
 -1.43972399e+02  1.99944579e-02  1.54462766e+02 -1.43465379e+02
  4.86666236e-01  1.54944702e+02 -1.43964522e+02  2.94769317e-02
  1.54436192e+02 -1.43511240e+02  4.79199393e-01  1.54945087e+02
 -1.43979890e+02  5.82549754e-03  1.54433782e+02 -1.43484944e+02
  5.00161782e-01  1.54938661e+02 -1.43973095e+02  2.38479390e-02
  1.54448031e+02 -1.43481074e+02  4.87739745e-01  1.54938478e+02
 -1.43979717e+02  5.64443444e-03  1.54454026e+02 -1.43488677e+02
  4.94415900e-01  1.54943799e+02 -1.43998243e+02  3.45627942e-03
  1.54440164e+02 -1.43467642e+02  4.90872311e-01  1.54950110e+02
 -1.44000100e+02  2.57526482e-04  1.54428187e+02 -1.43504459e+02
  4.69928147e-01  1.54941506e+02 -1.43980827e+02 -3.94257375e-03
  1.54446477e+02 -1.43483894e+02  4.81232826e-01  1.54945008e+02
 -1.43968993e+02 -1.28132856e-02  1.54435309e+02 -1.43482261e+02
  4.63070114e-01  1.54925239e+02]
res:  6223 -6.790431507397443e-05 0.014791985329793533 0.023643421465003502
[ 1.20112706e-10 -1.03146369e-05 -2.82897579e-01  1.61507134e+04
 -1.43956631e+02  1.45397832e-02  1.54453300e+02 -1.43439057e+02
  5.04666974e-01  1.54947460e+02 -1.43978006e+02 -1.30872440e-02
  1.54440697e+02 -1.43457895e+02  4.88113085e-01  1.54943773e+02
 -1.43962999e+02  1.24816864e-02  1.54455300e+02 -1.43471177e+02
  4.93999141e-01  1.54930550e+02 -1.43964754e+02  1.42105062e-02
  1.54446353e+02 -1.43470670e+02  4.61574767e-01  1.54927716e+02
 -1.43976591e+02  1.13403906e-02  1.54462238e+02 -1.43468667e+02
  4.91188605e-01  1.54950554e+02 -1.43965139e+02  2.63119760e-02
  1.54441640e+02 -1.43485084e+02  4.77866278e-01  1.54940714e+02
 -1.43971847e+02  8.28002547e-03  1.54438957e+02 -1.43479851e+02
  4.91253927e-01  1.54943321e+02 -1.43986986e+02  2.30746188e-02
  1.54459943e+02 -1.43468440e+02  4.91548966e-01  1.54946997e+02
 -1.43991464e+02  9.90662193e-03  1.54456439e+02 -1.43477771e+02
  4.73461543e-01  1.54941609e+02 -1.43974059e+02 -9.70905470e-03
  1.54450767e+02 -1.43457811e+02  4.96802899e-01  1.54946513e+02
 -1.43987493e+02 -2.44219735e-03  1.54437159e+02 -1.43473293e+02
  4.81835517e-01  1.54947588e+02 -1.43978561e+02  3.96752766e-03
  1.54444761e+02 -1.43472053e+02  4.79403540e-01  1.54945686e+02
 -1.43965182e+02 -7.78427796e-03  1.54443506e+02 -1.43484012e+02
  4.57553766e-01  1.54931613e+02]
Niter:  2 row:  154 ngroup:  26 nlines:  6764 gd:  6221
[ 1.20112706e-10 -1.03146369e-05 -2.82897579e-01  1.61507134e+04
 -1.43956631e+02  1.45397832e-02  1.54453300e+02 -1.43439057e+02
  5.04666974e-01  1.54947460e+02 -1.43978006e+02 -1.30872440e-02
  1.54440697e+02 -1.43457895e+02  4.88113085e-01  1.54943773e+02
 -1.43962999e+02  1.24816864e-02  1.54455300e+02 -1.43471177e+02
  4.93999141e-01  1.54930550e+02 -1.43964754e+02  1.42105062e-02
  1.54446353e+02 -1.43470670e+02  4.61574767e-01  1.54927716e+02
 -1.43976591e+02  1.13403906e-02  1.54462238e+02 -1.43468667e+02
  4.91188605e-01  1.54950554e+02 -1.43965139e+02  2.63119760e-02
  1.54441640e+02 -1.43485084e+02  4.77866278e-01  1.54940714e+02
 -1.43971847e+02  8.28002547e-03  1.54438957e+02 -1.43479851e+02
  4.91253927e-01  1.54943321e+02 -1.43986986e+02  2.30746188e-02
  1.54459943e+02 -1.43468440e+02  4.91548966e-01  1.54946997e+02
 -1.43991464e+02  9.90662193e-03  1.54456439e+02 -1.43477771e+02
  4.73461543e-01  1.54941609e+02 -1.43974059e+02 -9.70905470e-03
  1.54450767e+02 -1.43457811e+02  4.96802899e-01  1.54946513e+02
 -1.43987493e+02 -2.44219735e-03  1.54437159e+02 -1.43473293e+02
  4.81835517e-01  1.54947588e+02 -1.43978561e+02  3.96752766e-03
  1.54444761e+02 -1.43472053e+02  4.79403540e-01  1.54945686e+02
 -1.43965182e+02 -7.78427796e-03  1.54443506e+02 -1.43484012e+02
  4.57553766e-01  1.54931613e+02]
res:  6221 5.576925741479499e-05 0.014735698390722973 0.023588498448981435
[ 1.20112694e-10 -1.03146359e-05 -2.82897607e-01  1.61507150e+04
 -1.43949622e+02  1.41539539e-02  1.54459957e+02 -1.43432059e+02
  5.19798409e-01  1.54952228e+02 -1.43970990e+02 -7.39370371e-03
  1.54445459e+02 -1.43450877e+02  4.90815408e-01  1.54948537e+02
 -1.43956016e+02  1.81840950e-02  1.54460058e+02 -1.43464158e+02
  4.96695242e-01  1.54935314e+02 -1.43957764e+02  1.99129183e-02
  1.54453055e+02 -1.43469762e+02  4.67274159e-01  1.54932473e+02
 -1.43969597e+02  1.42015035e-02  1.54466995e+02 -1.43461662e+02
  4.96887954e-01  1.54957287e+02 -1.43958122e+02  3.20019800e-02
  1.54446400e+02 -1.43478076e+02  4.83581415e-01  1.54945479e+02
 -1.43964851e+02  1.39616819e-02  1.54443719e+02 -1.43472827e+02
  4.96952353e-01  1.54948087e+02 -1.43979999e+02  2.87779035e-02
  1.54466570e+02 -1.43457128e+02  4.97238894e-01  1.54953623e+02
 -1.43984449e+02  1.55924249e-02  1.54461197e+02 -1.43465607e+02
  4.79183066e-01  1.54944627e+02 -1.43957127e+02 -1.31198554e-02
  1.54455535e+02 -1.43450813e+02  5.02505865e-01  1.54951282e+02
 -1.43980476e+02  3.25150184e-03  1.54443960e+02 -1.43466272e+02
  4.87538673e-01  1.54952345e+02 -1.43971558e+02  1.28836059e-02
  1.54449519e+02 -1.43465050e+02  4.85104065e-01  1.54950445e+02
 -1.43958197e+02 -2.07030821e-03  1.54448268e+02 -1.43476982e+02
  4.63275037e-01  1.54936377e+02]
Niter:  3 row:  154 ngroup:  26 nlines:  6764 gd:  6218
[ 1.20112694e-10 -1.03146359e-05 -2.82897607e-01  1.61507150e+04
 -1.43949622e+02  1.41539539e-02  1.54459957e+02 -1.43432059e+02
  5.19798409e-01  1.54952228e+02 -1.43970990e+02 -7.39370371e-03
  1.54445459e+02 -1.43450877e+02  4.90815408e-01  1.54948537e+02
 -1.43956016e+02  1.81840950e-02  1.54460058e+02 -1.43464158e+02
  4.96695242e-01  1.54935314e+02 -1.43957764e+02  1.99129183e-02
  1.54453055e+02 -1.43469762e+02  4.67274159e-01  1.54932473e+02
 -1.43969597e+02  1.42015035e-02  1.54466995e+02 -1.43461662e+02
  4.96887954e-01  1.54957287e+02 -1.43958122e+02  3.20019800e-02
  1.54446400e+02 -1.43478076e+02  4.83581415e-01  1.54945479e+02
 -1.43964851e+02  1.39616819e-02  1.54443719e+02 -1.43472827e+02
  4.96952353e-01  1.54948087e+02 -1.43979999e+02  2.87779035e-02
  1.54466570e+02 -1.43457128e+02  4.97238894e-01  1.54953623e+02
 -1.43984449e+02  1.55924249e-02  1.54461197e+02 -1.43465607e+02
  4.79183066e-01  1.54944627e+02 -1.43957127e+02 -1.31198554e-02
  1.54455535e+02 -1.43450813e+02  5.02505865e-01  1.54951282e+02
 -1.43980476e+02  3.25150184e-03  1.54443960e+02 -1.43466272e+02
  4.87538673e-01  1.54952345e+02 -1.43971558e+02  1.28836059e-02
  1.54449519e+02 -1.43465050e+02  4.85104065e-01  1.54950445e+02
 -1.43958197e+02 -2.07030821e-03  1.54448268e+02 -1.43476982e+02
  4.63275037e-01  1.54936377e+02]
res:  6218 0.00038424483409471577 0.014420084763514751 0.023473108677813027
[ 1.20373623e-10 -1.03146976e-05 -2.82904259e-01  1.61507134e+04
 -1.43908777e+02  7.05011496e-03  1.54419203e+02 -1.43391278e+02
  5.13585334e-01  1.54911514e+02 -1.43929985e+02 -1.43470940e-02
  1.54404610e+02 -1.43409683e+02  4.84025917e-01  1.54907703e+02
 -1.43915990e+02  1.14338431e-02  1.54419210e+02 -1.43422757e+02
  4.90517000e-01  1.54894520e+02 -1.43917419e+02  1.30629653e-02
  1.54412232e+02 -1.43428059e+02  4.60422499e-01  1.54891579e+02
 -1.43929146e+02  7.62897916e-03  1.54426161e+02 -1.43420432e+02
  4.90136125e-01  1.54916547e+02 -1.43917152e+02  2.48604086e-02
  1.54405659e+02 -1.43437254e+02  4.77604092e-01  1.54904657e+02
 -1.43924403e+02  6.22532021e-03  1.54402965e+02 -1.43431040e+02
  4.90284350e-01  1.54907355e+02 -1.43939572e+02  2.23410836e-02
  1.54425771e+02 -1.43416788e+02  4.90320528e-01  1.54912797e+02
 -1.43943222e+02  8.15248443e-03  1.54420373e+02 -1.43424481e+02
  4.73467934e-01  1.54903780e+02 -1.43916440e+02 -1.96704349e-02
  1.54414759e+02 -1.43410177e+02  4.96018096e-01  1.54910485e+02
 -1.43939373e+02 -3.72452310e-03  1.54403137e+02 -1.43425100e+02
  4.81027598e-01  1.54911488e+02 -1.43930964e+02  6.61623684e-03
  1.54408627e+02 -1.43424450e+02  4.78238298e-01  1.54909540e+02
 -1.43917979e+02 -8.31946755e-03  1.54407519e+02 -1.43434954e+02
  4.57266342e-01  1.54895466e+02]
Niter:  4 row:  154 ngroup:  26 nlines:  6764 gd:  6198
[ 1.20373623e-10 -1.03146976e-05 -2.82904259e-01  1.61507134e+04
 -1.43908777e+02  7.05011496e-03  1.54419203e+02 -1.43391278e+02
  5.13585334e-01  1.54911514e+02 -1.43929985e+02 -1.43470940e-02
  1.54404610e+02 -1.43409683e+02  4.84025917e-01  1.54907703e+02
 -1.43915990e+02  1.14338431e-02  1.54419210e+02 -1.43422757e+02
  4.90517000e-01  1.54894520e+02 -1.43917419e+02  1.30629653e-02
  1.54412232e+02 -1.43428059e+02  4.60422499e-01  1.54891579e+02
 -1.43929146e+02  7.62897916e-03  1.54426161e+02 -1.43420432e+02
  4.90136125e-01  1.54916547e+02 -1.43917152e+02  2.48604086e-02
  1.54405659e+02 -1.43437254e+02  4.77604092e-01  1.54904657e+02
 -1.43924403e+02  6.22532021e-03  1.54402965e+02 -1.43431040e+02
  4.90284350e-01  1.54907355e+02 -1.43939572e+02  2.23410836e-02
  1.54425771e+02 -1.43416788e+02  4.90320528e-01  1.54912797e+02
 -1.43943222e+02  8.15248443e-03  1.54420373e+02 -1.43424481e+02
  4.73467934e-01  1.54903780e+02 -1.43916440e+02 -1.96704349e-02
  1.54414759e+02 -1.43410177e+02  4.96018096e-01  1.54910485e+02
 -1.43939373e+02 -3.72452310e-03  1.54403137e+02 -1.43425100e+02
  4.81027598e-01  1.54911488e+02 -1.43930964e+02  6.61623684e-03
  1.54408627e+02 -1.43424450e+02  4.78238298e-01  1.54909540e+02
 -1.43917979e+02 -8.31946755e-03  1.54407519e+02 -1.43434954e+02
  4.57266342e-01  1.54895466e+02]
res:  6198 4.9843119995784946e-05 0.014400292508071288 0.023197776722079226
[ 1.20373635e-10 -1.03146966e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
Niter:  5 row:  154 ngroup:  26 nlines:  6764 gd:  6199
[ 1.20373635e-10 -1.03146966e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
res:  6199 5.69756584809511e-05 0.014406297972527682 0.02320975671653322
[ 1.20372996e-10 -1.03146966e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
Niter:  6 row:  154 ngroup:  26 nlines:  6764 gd:  6199
[ 1.20372996e-10 -1.03146966e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
res:  6199 4.966305823472794e-05 0.014399997213331517 0.0232097544429118
[ 1.20373616e-10 -1.03146965e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
Saving figure to  wave_resid_43670005_fiber154.png
Final values:
res:  4.966305823472794e-05 0.0232097544429118
pars:  [ 1.20373616e-10 -1.03146965e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
154 [ 1.20373616e-10 -1.03146965e-05 -2.82904231e-01  1.61507137e+04
 -1.43911219e+02  8.53961801e-03  1.54418331e+02 -1.43393748e+02
  5.12122976e-01  1.54912551e+02 -1.43932440e+02 -1.28743680e-02
  1.54405601e+02 -1.43412249e+02  4.82783273e-01  1.54908736e+02
 -1.43918129e+02  1.28913514e-02  1.54420185e+02 -1.43425538e+02
  4.91955081e-01  1.54895533e+02 -1.43919745e+02  1.15050639e-02
  1.54413226e+02 -1.43431084e+02  4.61920205e-01  1.54890877e+02
 -1.43931482e+02  9.07981679e-03  1.54427112e+02 -1.43423316e+02
  4.91607779e-01  1.54917623e+02 -1.43924541e+02  2.33028398e-02
  1.54410359e+02 -1.43439695e+02  4.79270587e-01  1.54905740e+02
 -1.43926728e+02  4.68039386e-03  1.54402157e+02 -1.43434181e+02
  4.91763330e-01  1.54908369e+02 -1.43946451e+02  2.08860355e-02
  1.54426771e+02 -1.43418508e+02  4.92012731e-01  1.54913797e+02
 -1.43945893e+02  9.69539722e-03  1.54419541e+02 -1.43427128e+02
  4.74864798e-01  1.54902936e+02 -1.43923789e+02 -2.14050790e-02
  1.54415822e+02 -1.43412614e+02  4.97483277e-01  1.54909701e+02
 -1.43941841e+02 -2.21248089e-03  1.54404243e+02 -1.43422627e+02
  4.79649130e-01  1.54914333e+02 -1.43932782e+02  8.07103173e-03
  1.54409637e+02 -1.43426786e+02  4.74115243e-01  1.54908802e+02
 -1.43924773e+02 -9.65994318e-03  1.54408467e+02 -1.43438128e+02
  4.58696291e-01  1.54898491e+02]
--- Row 156/300 row=155 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  155
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=155 ---
Niter:  0 row:  155 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 -0.0037502274699363625 0.014203772116161417 0.03596258750289506
[ 1.20203292e-10 -1.03142401e-05 -2.82900372e-01  1.61507148e+04
 -1.43934349e+02 -9.94999998e-08  1.54421479e+02]
Niter:  1 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20203292e-10 -1.03142401e-05 -2.82900372e-01  1.61507148e+04
 -1.43934349e+02 -9.94999998e-08  1.54421479e+02]
res:  229 -0.000884482135916187 0.014434500731113076 0.024109497555148705
[ 1.20145228e-10 -1.03149952e-05 -2.82904854e-01  1.61507189e+04
 -1.43886939e+02 -9.94999358e-08  1.54399884e+02]
Niter:  2 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20145228e-10 -1.03149952e-05 -2.82904854e-01  1.61507189e+04
 -1.43886939e+02 -9.94999358e-08  1.54399884e+02]
res:  229 -0.0020796429253095994 0.01485296385089896 0.02379211448134218
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
Niter:  3 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
res:  229 -0.0020796429253095994 0.01485296385089896 0.02379211448134218
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
Niter:  4 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
res:  229 -0.0020796429253095994 0.01485296385089896 0.02379211448134218
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
Niter:  5 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
res:  229 -0.0020796429253095994 0.01485296385089896 0.02379211448134218
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
Niter:  6 row:  155 ngroup:  1 nlines:  252 gd:  229
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
res:  229 -0.0020796429253095994 0.01485296385089896 0.02379211448134218
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
Final values:
res:  -0.0020796429253095994 0.02379211448134218
pars:  [ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
155 [ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02]
elapsed: 2.9 sec.
Niter:  0 row:  155 ngroup:  26 nlines:  6579 gd:  6579
[ 1.20459799e-10 -1.03152764e-05 -2.82908827e-01  1.61507218e+04
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02 -1.43864968e+02 -9.94999111e-08
  1.54389706e+02 -1.43864968e+02 -9.94999111e-08  1.54389706e+02
 -1.43864968e+02 -9.94999111e-08  1.54389706e+02 -1.43864968e+02
 -9.94999111e-08  1.54389706e+02]
res:  6579 0.0003431338300288189 0.014248021125240484 0.0345469570016515
[ 1.20459811e-10 -1.03152753e-05 -2.82908799e-01  1.61507202e+04
 -1.43870963e+02  1.82357276e-02  1.54373132e+02 -1.43369641e+02
  5.17293749e-01  1.54888675e+02 -1.43867288e+02  2.84817210e-04
  1.54377944e+02 -1.43365551e+02  4.97655517e-01  1.54882969e+02
 -1.43849387e+02  3.30896108e-02  1.54383416e+02 -1.43383925e+02
  4.94360375e-01  1.54871568e+02 -1.43876102e+02  3.86387581e-03
  1.54382112e+02 -1.43391301e+02  5.09794853e-01  1.54867816e+02
 -1.43835592e+02 -9.30496970e-03  1.54381844e+02 -1.43366082e+02
  5.16132610e-01  1.54887412e+02 -1.43854734e+02  1.67883222e-02
  1.54383095e+02 -1.43365331e+02  5.01398763e-01  1.54879490e+02
 -1.43872454e+02  1.29384137e-02  1.54379744e+02 -1.43376404e+02
  4.96982934e-01  1.54867273e+02 -1.43843295e+02  2.14747834e-02
  1.54398331e+02 -1.43381545e+02  5.00659620e-01  1.54889220e+02
 -1.43874383e+02  1.36771545e-02  1.54371232e+02 -1.43392929e+02
  4.82584599e-01  1.54875623e+02 -1.43885614e+02  1.89466828e-02
  1.54385212e+02 -1.43378309e+02  5.04064927e-01  1.54875460e+02
 -1.43889803e+02  4.10685242e-03  1.54374452e+02 -1.43374553e+02
  5.03203175e-01  1.54864438e+02 -1.43859250e+02 -1.41043392e-04
  1.54371560e+02 -1.43370119e+02  4.96842953e-01  1.54879732e+02
 -1.43893249e+02  4.40826058e-03  1.54373935e+02 -1.43398290e+02
  4.79492234e-01  1.54867445e+02]
Niter:  1 row:  155 ngroup:  26 nlines:  6579 gd:  6028
[ 1.20459811e-10 -1.03152753e-05 -2.82908799e-01  1.61507202e+04
 -1.43870963e+02  1.82357276e-02  1.54373132e+02 -1.43369641e+02
  5.17293749e-01  1.54888675e+02 -1.43867288e+02  2.84817210e-04
  1.54377944e+02 -1.43365551e+02  4.97655517e-01  1.54882969e+02
 -1.43849387e+02  3.30896108e-02  1.54383416e+02 -1.43383925e+02
  4.94360375e-01  1.54871568e+02 -1.43876102e+02  3.86387581e-03
  1.54382112e+02 -1.43391301e+02  5.09794853e-01  1.54867816e+02
 -1.43835592e+02 -9.30496970e-03  1.54381844e+02 -1.43366082e+02
  5.16132610e-01  1.54887412e+02 -1.43854734e+02  1.67883222e-02
  1.54383095e+02 -1.43365331e+02  5.01398763e-01  1.54879490e+02
 -1.43872454e+02  1.29384137e-02  1.54379744e+02 -1.43376404e+02
  4.96982934e-01  1.54867273e+02 -1.43843295e+02  2.14747834e-02
  1.54398331e+02 -1.43381545e+02  5.00659620e-01  1.54889220e+02
 -1.43874383e+02  1.36771545e-02  1.54371232e+02 -1.43392929e+02
  4.82584599e-01  1.54875623e+02 -1.43885614e+02  1.89466828e-02
  1.54385212e+02 -1.43378309e+02  5.04064927e-01  1.54875460e+02
 -1.43889803e+02  4.10685242e-03  1.54374452e+02 -1.43374553e+02
  5.03203175e-01  1.54864438e+02 -1.43859250e+02 -1.41043392e-04
  1.54371560e+02 -1.43370119e+02  4.96842953e-01  1.54879732e+02
 -1.43893249e+02  4.40826058e-03  1.54373935e+02 -1.43398290e+02
  4.79492234e-01  1.54867445e+02]
res:  6028 -0.00019930074995500036 0.014216710895198048 0.022850461639752517
[ 1.20459823e-10 -1.03152743e-05 -2.82908771e-01  1.61507185e+04
 -1.43878907e+02 -1.14183550e-02  1.54380255e+02 -1.43382201e+02
  5.10457440e-01  1.54881589e+02 -1.43889236e+02  1.72150064e-03
  1.54376173e+02 -1.43373235e+02  4.78966205e-01  1.54881057e+02
 -1.43862382e+02 -8.44941273e-03  1.54377057e+02 -1.43378649e+02
  4.69609606e-01  1.54872095e+02 -1.43872964e+02 -1.58067300e-02
  1.54381971e+02 -1.43404422e+02  4.92441231e-01  1.54868468e+02
 -1.43861336e+02 -2.28831425e-02  1.54382441e+02 -1.43388726e+02
  4.91546794e-01  1.54879989e+02 -1.43862679e+02  6.09213456e-03
  1.54382766e+02 -1.43385481e+02  4.80840846e-01  1.54875977e+02
 -1.43875465e+02  2.55120762e-03  1.54372255e+02 -1.43404022e+02
  4.92855400e-01  1.54864646e+02 -1.43863367e+02  1.66122548e-03
  1.54394747e+02 -1.43387641e+02  4.83980610e-01  1.54879714e+02
 -1.43894401e+02 -9.67763140e-04  1.54375623e+02 -1.43397419e+02
  4.71695864e-01  1.54870306e+02 -1.43862639e+02  2.16290886e-03
  1.54387186e+02 -1.43379011e+02  4.85475079e-01  1.54868080e+02
 -1.43910012e+02 -2.23219328e-03  1.54380538e+02 -1.43384361e+02
  4.93511457e-01  1.54861286e+02 -1.43885132e+02 -5.76696690e-03
  1.54370487e+02 -1.43388808e+02  4.84672066e-01  1.54876173e+02
 -1.43898079e+02 -2.71459884e-02  1.54368728e+02 -1.43406907e+02
  4.64518700e-01  1.54857783e+02]
Niter:  2 row:  155 ngroup:  26 nlines:  6579 gd:  6025
[ 1.20459823e-10 -1.03152743e-05 -2.82908771e-01  1.61507185e+04
 -1.43878907e+02 -1.14183550e-02  1.54380255e+02 -1.43382201e+02
  5.10457440e-01  1.54881589e+02 -1.43889236e+02  1.72150064e-03
  1.54376173e+02 -1.43373235e+02  4.78966205e-01  1.54881057e+02
 -1.43862382e+02 -8.44941273e-03  1.54377057e+02 -1.43378649e+02
  4.69609606e-01  1.54872095e+02 -1.43872964e+02 -1.58067300e-02
  1.54381971e+02 -1.43404422e+02  4.92441231e-01  1.54868468e+02
 -1.43861336e+02 -2.28831425e-02  1.54382441e+02 -1.43388726e+02
  4.91546794e-01  1.54879989e+02 -1.43862679e+02  6.09213456e-03
  1.54382766e+02 -1.43385481e+02  4.80840846e-01  1.54875977e+02
 -1.43875465e+02  2.55120762e-03  1.54372255e+02 -1.43404022e+02
  4.92855400e-01  1.54864646e+02 -1.43863367e+02  1.66122548e-03
  1.54394747e+02 -1.43387641e+02  4.83980610e-01  1.54879714e+02
 -1.43894401e+02 -9.67763140e-04  1.54375623e+02 -1.43397419e+02
  4.71695864e-01  1.54870306e+02 -1.43862639e+02  2.16290886e-03
  1.54387186e+02 -1.43379011e+02  4.85475079e-01  1.54868080e+02
 -1.43910012e+02 -2.23219328e-03  1.54380538e+02 -1.43384361e+02
  4.93511457e-01  1.54861286e+02 -1.43885132e+02 -5.76696690e-03
  1.54370487e+02 -1.43388808e+02  4.84672066e-01  1.54876173e+02
 -1.43898079e+02 -2.71459884e-02  1.54368728e+02 -1.43406907e+02
  4.64518700e-01  1.54857783e+02]
res:  6025 -0.00019458980023046024 0.014257275637646671 0.022778745178192082
[ 1.20459835e-10 -1.03152733e-05 -2.82908743e-01  1.61507169e+04
 -1.43880765e+02 -1.71241196e-02  1.54377393e+02 -1.43389161e+02
  5.04757992e-01  1.54876864e+02 -1.43896189e+02 -9.09316149e-04
  1.54371447e+02 -1.43380190e+02  4.70175268e-01  1.54876324e+02
 -1.43873931e+02 -2.00370615e-02  1.54372328e+02 -1.43380680e+02
  4.60873538e-01  1.54867372e+02 -1.43879935e+02 -2.46639017e-02
  1.54377248e+02 -1.43411357e+02  4.86756254e-01  1.54865578e+02
 -1.43868281e+02 -3.21940131e-02  1.54377711e+02 -1.43400245e+02
  4.85850278e-01  1.54875275e+02 -1.43869655e+02  3.92116733e-04
  1.54378049e+02 -1.43392456e+02  4.75124708e-01  1.54871253e+02
 -1.43882435e+02 -3.16489051e-03  1.54367536e+02 -1.43410987e+02
  4.93956608e-01  1.54859928e+02 -1.43875405e+02 -6.94132322e-03
  1.54390024e+02 -1.43389845e+02  4.78264343e-01  1.54874991e+02
 -1.43901366e+02 -6.64565560e-03  1.54370884e+02 -1.43404370e+02
  4.65986067e-01  1.54865580e+02 -1.43864713e+02 -9.39505744e-03
  1.54382464e+02 -1.43385972e+02  4.73703289e-01  1.54863359e+02
 -1.43916956e+02 -7.93578101e-03  1.54377821e+02 -1.43391321e+02
  4.84483107e-01  1.54856568e+02 -1.43892089e+02 -1.14506974e-02
  1.54365757e+02 -1.43395768e+02  4.75543494e-01  1.54871458e+02
 -1.43905028e+02 -3.58503642e-02  1.54364003e+02 -1.43413859e+02
  4.52159663e-01  1.54853059e+02]
Niter:  3 row:  155 ngroup:  26 nlines:  6579 gd:  6027
[ 1.20459835e-10 -1.03152733e-05 -2.82908743e-01  1.61507169e+04
 -1.43880765e+02 -1.71241196e-02  1.54377393e+02 -1.43389161e+02
  5.04757992e-01  1.54876864e+02 -1.43896189e+02 -9.09316149e-04
  1.54371447e+02 -1.43380190e+02  4.70175268e-01  1.54876324e+02
 -1.43873931e+02 -2.00370615e-02  1.54372328e+02 -1.43380680e+02
  4.60873538e-01  1.54867372e+02 -1.43879935e+02 -2.46639017e-02
  1.54377248e+02 -1.43411357e+02  4.86756254e-01  1.54865578e+02
 -1.43868281e+02 -3.21940131e-02  1.54377711e+02 -1.43400245e+02
  4.85850278e-01  1.54875275e+02 -1.43869655e+02  3.92116733e-04
  1.54378049e+02 -1.43392456e+02  4.75124708e-01  1.54871253e+02
 -1.43882435e+02 -3.16489051e-03  1.54367536e+02 -1.43410987e+02
  4.93956608e-01  1.54859928e+02 -1.43875405e+02 -6.94132322e-03
  1.54390024e+02 -1.43389845e+02  4.78264343e-01  1.54874991e+02
 -1.43901366e+02 -6.64565560e-03  1.54370884e+02 -1.43404370e+02
  4.65986067e-01  1.54865580e+02 -1.43864713e+02 -9.39505744e-03
  1.54382464e+02 -1.43385972e+02  4.73703289e-01  1.54863359e+02
 -1.43916956e+02 -7.93578101e-03  1.54377821e+02 -1.43391321e+02
  4.84483107e-01  1.54856568e+02 -1.43892089e+02 -1.14506974e-02
  1.54365757e+02 -1.43395768e+02  4.75543494e-01  1.54871458e+02
 -1.43905028e+02 -3.58503642e-02  1.54364003e+02 -1.43413859e+02
  4.52159663e-01  1.54853059e+02]
res:  6027 -0.0003577595271053724 0.014300461913080653 0.02280040929071102
[ 1.20483664e-10 -1.03152733e-05 -2.82908743e-01  1.61507169e+04
 -1.43880765e+02 -1.71241196e-02  1.54377393e+02 -1.43389161e+02
  5.04757992e-01  1.54876864e+02 -1.43896189e+02 -9.09316149e-04
  1.54371447e+02 -1.43380190e+02  4.70175268e-01  1.54876324e+02
 -1.43873931e+02 -2.00370615e-02  1.54372328e+02 -1.43380680e+02
  4.60873538e-01  1.54867372e+02 -1.43879935e+02 -2.46639017e-02
  1.54377248e+02 -1.43411357e+02  4.86756254e-01  1.54865578e+02
 -1.43868281e+02 -3.21940131e-02  1.54377711e+02 -1.43400245e+02
  4.85850278e-01  1.54875275e+02 -1.43869655e+02  3.92116733e-04
  1.54378049e+02 -1.43392456e+02  4.75124708e-01  1.54871253e+02
 -1.43882435e+02 -3.16489051e-03  1.54367536e+02 -1.43410987e+02
  4.93956608e-01  1.54859928e+02 -1.43875405e+02 -6.94132322e-03
  1.54390024e+02 -1.43389845e+02  4.78264343e-01  1.54874991e+02
 -1.43901366e+02 -6.64565560e-03  1.54370884e+02 -1.43404370e+02
  4.65986067e-01  1.54865580e+02 -1.43864713e+02 -9.39505744e-03
  1.54382464e+02 -1.43385972e+02  4.73703289e-01  1.54863359e+02
 -1.43916956e+02 -7.93578101e-03  1.54377821e+02 -1.43391321e+02
  4.84483107e-01  1.54856568e+02 -1.43892089e+02 -1.14506974e-02
  1.54365757e+02 -1.43395768e+02  4.75543494e-01  1.54871458e+02
 -1.43905028e+02 -3.58503642e-02  1.54364003e+02 -1.43413859e+02
  4.52159663e-01  1.54853059e+02]
Niter:  4 row:  155 ngroup:  26 nlines:  6579 gd:  6027
[ 1.20483664e-10 -1.03152733e-05 -2.82908743e-01  1.61507169e+04
 -1.43880765e+02 -1.71241196e-02  1.54377393e+02 -1.43389161e+02
  5.04757992e-01  1.54876864e+02 -1.43896189e+02 -9.09316149e-04
  1.54371447e+02 -1.43380190e+02  4.70175268e-01  1.54876324e+02
 -1.43873931e+02 -2.00370615e-02  1.54372328e+02 -1.43380680e+02
  4.60873538e-01  1.54867372e+02 -1.43879935e+02 -2.46639017e-02
  1.54377248e+02 -1.43411357e+02  4.86756254e-01  1.54865578e+02
 -1.43868281e+02 -3.21940131e-02  1.54377711e+02 -1.43400245e+02
  4.85850278e-01  1.54875275e+02 -1.43869655e+02  3.92116733e-04
  1.54378049e+02 -1.43392456e+02  4.75124708e-01  1.54871253e+02
 -1.43882435e+02 -3.16489051e-03  1.54367536e+02 -1.43410987e+02
  4.93956608e-01  1.54859928e+02 -1.43875405e+02 -6.94132322e-03
  1.54390024e+02 -1.43389845e+02  4.78264343e-01  1.54874991e+02
 -1.43901366e+02 -6.64565560e-03  1.54370884e+02 -1.43404370e+02
  4.65986067e-01  1.54865580e+02 -1.43864713e+02 -9.39505744e-03
  1.54382464e+02 -1.43385972e+02  4.73703289e-01  1.54863359e+02
 -1.43916956e+02 -7.93578101e-03  1.54377821e+02 -1.43391321e+02
  4.84483107e-01  1.54856568e+02 -1.43892089e+02 -1.14506974e-02
  1.54365757e+02 -1.43395768e+02  4.75543494e-01  1.54871458e+02
 -1.43905028e+02 -3.58503642e-02  1.54364003e+02 -1.43413859e+02
  4.52159663e-01  1.54853059e+02]
res:  6027 -0.00023601211432833225 0.014262569693528349 0.022797662168885045
[ 1.20483676e-10 -1.03152722e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
Niter:  5 row:  155 ngroup:  26 nlines:  6579 gd:  6026
[ 1.20483676e-10 -1.03152722e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
res:  6026 -0.00028910275614180136 0.01427261161552451 0.022783987577218143
[ 1.20499641e-10 -1.03152722e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
Niter:  6 row:  155 ngroup:  26 nlines:  6579 gd:  6026
[ 1.20499641e-10 -1.03152722e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
res:  6026 -0.0003546580446709413 0.014269593728386099 0.022783703844229536
[ 1.20493842e-10 -1.03152541e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
Saving figure to  wave_resid_43670005_fiber155.png
Final values:
res:  -0.0003546580446709413 0.022783703844229536
pars:  [ 1.20493842e-10 -1.03152541e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
155 [ 1.20493842e-10 -1.03152541e-05 -2.82908714e-01  1.61507173e+04
 -1.43880279e+02 -1.56445226e-02  1.54379837e+02 -1.43388648e+02
  5.06233341e-01  1.54879316e+02 -1.43895663e+02  5.67109811e-04
  1.54373895e+02 -1.43379671e+02  4.71655157e-01  1.54878747e+02
 -1.43873392e+02 -1.85578856e-02  1.54374761e+02 -1.43380169e+02
  4.62356444e-01  1.54869832e+02 -1.43879445e+02 -2.65491497e-02
  1.54379697e+02 -1.43410803e+02  4.88232924e-01  1.54868062e+02
 -1.43867749e+02 -3.39623943e-02  1.54380143e+02 -1.43399684e+02
  4.87328607e-01  1.54877753e+02 -1.43869173e+02  1.87254101e-03
  1.54380520e+02 -1.43391971e+02  4.76598621e-01  1.54873702e+02
 -1.43881937e+02 -1.68767983e-03  1.54369999e+02 -1.43410490e+02
  4.95440815e-01  1.54862399e+02 -1.43874925e+02 -5.46272655e-03
  1.54392484e+02 -1.43384395e+02  4.79743647e-01  1.54877441e+02
 -1.43900866e+02 -5.16414232e-03  1.54373289e+02 -1.43403842e+02
  4.67465212e-01  1.54868025e+02 -1.43864216e+02 -1.39598251e-02
  1.54384922e+02 -1.43385462e+02  4.72040104e-01  1.54865821e+02
 -1.43916417e+02 -6.45504908e-03  1.54380260e+02 -1.43390807e+02
  4.85963480e-01  1.54859040e+02 -1.43891579e+02 -9.96778840e-03
  1.54368192e+02 -1.43395261e+02  4.77026897e-01  1.54873935e+02
 -1.43904497e+02 -3.43727123e-02  1.54366450e+02 -1.43413329e+02
  4.53638036e-01  1.54855513e+02]
--- Row 157/300 row=156 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  156
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=156 ---
Niter:  0 row:  156 ngroup:  1 nlines:  263 gd:  263
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  263 0.0010086616202897858 0.014579781218344579 0.0322218604974935
[ 1.20970715e-10 -1.03153583e-05 -2.82913802e-01  1.61507622e+04
 -1.43851813e+02  1.48400721e-13  1.54359166e+02]
Niter:  1 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20970715e-10 -1.03153583e-05 -2.82913802e-01  1.61507622e+04
 -1.43851813e+02  1.48400721e-13  1.54359166e+02]
res:  241 0.00064485875191167 0.014671658653242048 0.022667683663441088
[ 1.20522699e-10 -1.03154566e-05 -2.82907605e-01  1.61507630e+04
 -1.43878496e+02 -4.01181288e-11  1.54382286e+02]
Niter:  2 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20522699e-10 -1.03154566e-05 -2.82907605e-01  1.61507630e+04
 -1.43878496e+02 -4.01181288e-11  1.54382286e+02]
res:  241 0.001420496639184421 0.014307646739325719 0.022562832897486475
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
Niter:  3 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
res:  241 0.001420496639184421 0.014307646739325719 0.022562832897459886
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
Niter:  4 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
res:  241 0.001420496639184421 0.014307646739325719 0.022562832897459886
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
Niter:  5 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
res:  241 0.001420496639184421 0.014307646739325719 0.022562832897459886
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
Niter:  6 row:  156 ngroup:  1 nlines:  263 gd:  241
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
res:  241 0.001420496639184421 0.014307646739325719 0.022562832897459886
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
Final values:
res:  0.001420496639184421 0.022562832897459886
pars:  [ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
156 [ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02]
elapsed: 2.9 sec.
Niter:  0 row:  156 ngroup:  26 nlines:  6771 gd:  6771
[ 1.20319195e-10 -1.03155585e-05 -2.82905064e-01  1.61507620e+04
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02 -1.43897352e+02  7.48414975e-11
  1.54388730e+02 -1.43897352e+02  7.48414975e-11  1.54388730e+02
 -1.43897352e+02  7.48414975e-11  1.54388730e+02 -1.43897352e+02
  7.48414975e-11  1.54388730e+02]
res:  6771 0.0008649770861666184 0.014866297726257471 0.03459021432035501
[ 1.20319207e-10 -1.03155575e-05 -2.82905036e-01  1.61507604e+04
 -1.43910041e+02 -7.34955176e-03  1.54383983e+02 -1.43394640e+02
  4.94098283e-01  1.54867015e+02 -1.43935525e+02 -4.90261852e-03
  1.54388617e+02 -1.43446684e+02  4.81834443e-01  1.54877557e+02
 -1.43907421e+02  9.10845251e-03  1.54391483e+02 -1.43390439e+02
  4.83923050e-01  1.54870993e+02 -1.43917003e+02  5.12126207e-03
  1.54385632e+02 -1.43445591e+02  4.95509060e-01  1.54862592e+02
 -1.43880982e+02 -4.85542540e-03  1.54377524e+02 -1.43410760e+02
  4.76073459e-01  1.54868808e+02 -1.43915099e+02 -3.30492484e-03
  1.54385163e+02 -1.43384276e+02  4.87501858e-01  1.54884980e+02
 -1.43921056e+02 -1.85752267e-02  1.54380925e+02 -1.43426648e+02
  4.72595422e-01  1.54882782e+02 -1.43929953e+02 -4.54404225e-03
  1.54384803e+02 -1.43397977e+02  4.77879090e-01  1.54887823e+02
 -1.43931678e+02 -1.47045969e-02  1.54381232e+02 -1.43426111e+02
  4.74698318e-01  1.54876552e+02 -1.43942730e+02 -5.68089344e-03
  1.54382437e+02 -1.43428167e+02  4.97196511e-01  1.54885546e+02
 -1.43937506e+02 -1.25906182e-02  1.54370778e+02 -1.43427416e+02
  4.95648832e-01  1.54865601e+02 -1.43925363e+02 -1.24485585e-02
  1.54375824e+02 -1.43438956e+02  4.92195929e-01  1.54877620e+02
 -1.43947030e+02 -6.57068838e-03  1.54377852e+02 -1.43452571e+02
  4.74478722e-01  1.54867766e+02]
Niter:  1 row:  156 ngroup:  26 nlines:  6771 gd:  6245
[ 1.20319207e-10 -1.03155575e-05 -2.82905036e-01  1.61507604e+04
 -1.43910041e+02 -7.34955176e-03  1.54383983e+02 -1.43394640e+02
  4.94098283e-01  1.54867015e+02 -1.43935525e+02 -4.90261852e-03
  1.54388617e+02 -1.43446684e+02  4.81834443e-01  1.54877557e+02
 -1.43907421e+02  9.10845251e-03  1.54391483e+02 -1.43390439e+02
  4.83923050e-01  1.54870993e+02 -1.43917003e+02  5.12126207e-03
  1.54385632e+02 -1.43445591e+02  4.95509060e-01  1.54862592e+02
 -1.43880982e+02 -4.85542540e-03  1.54377524e+02 -1.43410760e+02
  4.76073459e-01  1.54868808e+02 -1.43915099e+02 -3.30492484e-03
  1.54385163e+02 -1.43384276e+02  4.87501858e-01  1.54884980e+02
 -1.43921056e+02 -1.85752267e-02  1.54380925e+02 -1.43426648e+02
  4.72595422e-01  1.54882782e+02 -1.43929953e+02 -4.54404225e-03
  1.54384803e+02 -1.43397977e+02  4.77879090e-01  1.54887823e+02
 -1.43931678e+02 -1.47045969e-02  1.54381232e+02 -1.43426111e+02
  4.74698318e-01  1.54876552e+02 -1.43942730e+02 -5.68089344e-03
  1.54382437e+02 -1.43428167e+02  4.97196511e-01  1.54885546e+02
 -1.43937506e+02 -1.25906182e-02  1.54370778e+02 -1.43427416e+02
  4.95648832e-01  1.54865601e+02 -1.43925363e+02 -1.24485585e-02
  1.54375824e+02 -1.43438956e+02  4.92195929e-01  1.54877620e+02
 -1.43947030e+02 -6.57068838e-03  1.54377852e+02 -1.43452571e+02
  4.74478722e-01  1.54867766e+02]
res:  6245 5.6536189731559716e-05 0.014566766200005077 0.023864052338909498
[ 1.20319219e-10 -1.03155564e-05 -2.82905064e-01  1.61507620e+04
 -1.43897314e+02  1.25500202e-07  1.54388764e+02 -1.43418313e+02
  4.94159483e-01  1.54884431e+02 -1.43924860e+02 -5.42524721e-03
  1.54393460e+02 -1.43437292e+02  4.69352291e-01  1.54883703e+02
 -1.43901997e+02  1.13653615e-02  1.54400546e+02 -1.43403490e+02
  4.98678275e-01  1.54878269e+02 -1.43916995e+02 -4.18174498e-03
  1.54389556e+02 -1.43436988e+02  4.87131878e-01  1.54868898e+02
 -1.43889408e+02 -1.48060597e-02  1.54387570e+02 -1.43429031e+02
  4.80953543e-01  1.54876657e+02 -1.43926859e+02 -5.50486165e-03
  1.54393471e+02 -1.43382066e+02  4.74178315e-01  1.54882277e+02
 -1.43917331e+02 -3.10435474e-02  1.54386633e+02 -1.43424986e+02
  4.64220641e-01  1.54883646e+02 -1.43922266e+02 -9.85275640e-03
  1.54393651e+02 -1.43402985e+02  4.72650876e-01  1.54890828e+02
 -1.43923252e+02 -1.44313956e-02  1.54388463e+02 -1.43420578e+02
  4.83283156e-01  1.54882172e+02 -1.43920064e+02 -2.04942658e-02
  1.54388193e+02 -1.43437676e+02  4.90983880e-01  1.54895685e+02
 -1.43924361e+02 -2.69378835e-02  1.54373422e+02 -1.43424312e+02
  4.76052745e-01  1.54875759e+02 -1.43925863e+02 -9.09492448e-03
  1.54379108e+02 -1.43430780e+02  4.87227016e-01  1.54885921e+02
 -1.43936884e+02 -1.73682844e-02  1.54375935e+02 -1.43444525e+02
  4.68980015e-01  1.54876935e+02]
Niter:  2 row:  156 ngroup:  26 nlines:  6771 gd:  6229
[ 1.20319219e-10 -1.03155564e-05 -2.82905064e-01  1.61507620e+04
 -1.43897314e+02  1.25500202e-07  1.54388764e+02 -1.43418313e+02
  4.94159483e-01  1.54884431e+02 -1.43924860e+02 -5.42524721e-03
  1.54393460e+02 -1.43437292e+02  4.69352291e-01  1.54883703e+02
 -1.43901997e+02  1.13653615e-02  1.54400546e+02 -1.43403490e+02
  4.98678275e-01  1.54878269e+02 -1.43916995e+02 -4.18174498e-03
  1.54389556e+02 -1.43436988e+02  4.87131878e-01  1.54868898e+02
 -1.43889408e+02 -1.48060597e-02  1.54387570e+02 -1.43429031e+02
  4.80953543e-01  1.54876657e+02 -1.43926859e+02 -5.50486165e-03
  1.54393471e+02 -1.43382066e+02  4.74178315e-01  1.54882277e+02
 -1.43917331e+02 -3.10435474e-02  1.54386633e+02 -1.43424986e+02
  4.64220641e-01  1.54883646e+02 -1.43922266e+02 -9.85275640e-03
  1.54393651e+02 -1.43402985e+02  4.72650876e-01  1.54890828e+02
 -1.43923252e+02 -1.44313956e-02  1.54388463e+02 -1.43420578e+02
  4.83283156e-01  1.54882172e+02 -1.43920064e+02 -2.04942658e-02
  1.54388193e+02 -1.43437676e+02  4.90983880e-01  1.54895685e+02
 -1.43924361e+02 -2.69378835e-02  1.54373422e+02 -1.43424312e+02
  4.76052745e-01  1.54875759e+02 -1.43925863e+02 -9.09492448e-03
  1.54379108e+02 -1.43430780e+02  4.87227016e-01  1.54885921e+02
 -1.43936884e+02 -1.73682844e-02  1.54375935e+02 -1.43444525e+02
  4.68980015e-01  1.54876935e+02]
res:  6229 -3.698321779666003e-05 0.014558511729774182 0.023635625303915834
[ 1.20319231e-10 -1.03155554e-05 -2.82905092e-01  1.61507636e+04
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  4.99856838e-01  1.54891135e+02 -1.43917849e+02  2.62441669e-04
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  5.07753397e-01  1.54884811e+02 -1.43909980e+02 -1.61076807e-03
  1.54394306e+02 -1.43429976e+02  4.89261462e-01  1.54873656e+02
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  4.86673327e-01  1.54881413e+02 -1.43919868e+02 -2.87804786e-03
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  4.66719977e-01  1.54888410e+02 -1.43915278e+02 -4.16206829e-03
  1.54398409e+02 -1.43395991e+02  4.68306948e-01  1.54895588e+02
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  4.88987202e-01  1.54886937e+02 -1.43913067e+02 -1.77367635e-02
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  4.81741503e-01  1.54884154e+02 -1.43923852e+02 -3.40075938e-03
  1.54383865e+02 -1.43423791e+02  4.89996208e-01  1.54890684e+02
 -1.43929907e+02 -1.46541436e-02  1.54378835e+02 -1.43437540e+02
  4.74688803e-01  1.54881701e+02]
Niter:  3 row:  156 ngroup:  26 nlines:  6771 gd:  6227
[ 1.20319231e-10 -1.03155554e-05 -2.82905092e-01  1.61507636e+04
 -1.43890298e+02  5.69048743e-03  1.54393529e+02 -1.43411304e+02
  4.99856838e-01  1.54891135e+02 -1.43917849e+02  2.62441669e-04
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  4.66719977e-01  1.54888410e+02 -1.43915278e+02 -4.16206829e-03
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  4.88987202e-01  1.54886937e+02 -1.43913067e+02 -1.77367635e-02
  1.54392958e+02 -1.43430690e+02  4.96686498e-01  1.54900449e+02
 -1.43917358e+02 -2.71275774e-02  1.54378185e+02 -1.43417308e+02
  4.81741503e-01  1.54884154e+02 -1.43923852e+02 -3.40075938e-03
  1.54383865e+02 -1.43423791e+02  4.89996208e-01  1.54890684e+02
 -1.43929907e+02 -1.46541436e-02  1.54378835e+02 -1.43437540e+02
  4.74688803e-01  1.54881701e+02]
res:  6227 -0.00019344872271176428 0.014392134373338195 0.023537178913912597
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  1.54394038e+02 -1.43373838e+02  4.65776739e-01  1.54883002e+02
 -1.43907414e+02 -3.36146422e-02  1.54387344e+02 -1.43410124e+02
  4.59992699e-01  1.54884246e+02 -1.43907383e+02 -9.69279601e-03
  1.54394356e+02 -1.43388002e+02  4.62884893e-01  1.54891466e+02
 -1.43908286e+02 -1.32400889e-02  1.54389119e+02 -1.43405797e+02
  4.83552320e-01  1.54882760e+02 -1.43905068e+02 -2.31539852e-02
  1.54388798e+02 -1.43422781e+02  4.91203413e-01  1.54896306e+02
 -1.43909254e+02 -3.26936814e-02  1.54374046e+02 -1.43409202e+02
  4.76157147e-01  1.54880083e+02 -1.43915733e+02 -8.94756958e-03
  1.54379815e+02 -1.43415882e+02  4.84627187e-01  1.54886539e+02
 -1.43922130e+02 -2.01720820e-02  1.54374847e+02 -1.43429645e+02
  4.69351153e-01  1.54877531e+02]
Niter:  4 row:  156 ngroup:  26 nlines:  6771 gd:  6222
[ 1.20414380e-10 -1.03151680e-05 -2.82906334e-01  1.61507620e+04
 -1.43882054e+02  1.07187739e-04  1.54389335e+02 -1.43403125e+02
  4.94411035e-01  1.54886899e+02 -1.43909682e+02 -5.23783226e-03
  1.54395969e+02 -1.43422372e+02  4.69747387e-01  1.54886134e+02
 -1.43887071e+02  8.71281015e-03  1.54401213e+02 -1.43388225e+02
  5.02282908e-01  1.54880721e+02 -1.43901770e+02 -7.06584481e-03
  1.54390393e+02 -1.43421775e+02  4.83906977e-01  1.54869553e+02
 -1.43874142e+02 -1.79495973e-02  1.54388230e+02 -1.43421807e+02
  4.81329194e-01  1.54877399e+02 -1.43911908e+02 -8.44536934e-03
  1.54394038e+02 -1.43373838e+02  4.65776739e-01  1.54883002e+02
 -1.43907414e+02 -3.36146422e-02  1.54387344e+02 -1.43410124e+02
  4.59992699e-01  1.54884246e+02 -1.43907383e+02 -9.69279601e-03
  1.54394356e+02 -1.43388002e+02  4.62884893e-01  1.54891466e+02
 -1.43908286e+02 -1.32400889e-02  1.54389119e+02 -1.43405797e+02
  4.83552320e-01  1.54882760e+02 -1.43905068e+02 -2.31539852e-02
  1.54388798e+02 -1.43422781e+02  4.91203413e-01  1.54896306e+02
 -1.43909254e+02 -3.26936814e-02  1.54374046e+02 -1.43409202e+02
  4.76157147e-01  1.54880083e+02 -1.43915733e+02 -8.94756958e-03
  1.54379815e+02 -1.43415882e+02  4.84627187e-01  1.54886539e+02
 -1.43922130e+02 -2.01720820e-02  1.54374847e+02 -1.43429645e+02
  4.69351153e-01  1.54877531e+02]
res:  6222 -0.00012609175792022143 0.014410124282221659 0.023471485435489083
[ 1.20414392e-10 -1.03151670e-05 -2.82906317e-01  1.61507636e+04
 -1.43876648e+02  5.96376307e-03  1.54395190e+02 -1.43402668e+02
  5.00283862e-01  1.54892749e+02 -1.43904261e+02  6.30223117e-04
  1.54400001e+02 -1.43416942e+02  4.75614511e-01  1.54891992e+02
 -1.43881622e+02  1.45745672e-02  1.54407077e+02 -1.43382829e+02
  5.08147792e-01  1.54888354e+02 -1.43896344e+02 -1.21142983e-03
  1.54396273e+02 -1.43416377e+02  4.89774159e-01  1.54875415e+02
 -1.43868729e+02 -1.20864099e-02  1.54394094e+02 -1.43419469e+02
  4.87185001e-01  1.54883271e+02 -1.43906474e+02 -2.59712132e-03
  1.54399892e+02 -1.43371386e+02  4.71629622e-01  1.54888872e+02
 -1.43901967e+02 -2.77445244e-02  1.54393213e+02 -1.43404687e+02
  4.67031982e-01  1.54890106e+02 -1.43901929e+02 -3.84155677e-03
  1.54400224e+02 -1.43382596e+02  4.68749259e-01  1.54897332e+02
 -1.43902879e+02 -5.31272070e-03  1.54394980e+02 -1.43400333e+02
  4.89412316e-01  1.54888619e+02 -1.43899625e+02 -2.02019004e-02
  1.54394656e+02 -1.43417356e+02  4.97061423e-01  1.54902168e+02
 -1.43903868e+02 -2.68410341e-02  1.54379908e+02 -1.43403811e+02
  4.82012616e-01  1.54885948e+02 -1.43910322e+02 -3.10070394e-03
  1.54385685e+02 -1.43405443e+02  4.90496257e-01  1.54892400e+02
 -1.43916677e+02 -1.43146625e-02  1.54380721e+02 -1.43424219e+02
  4.75221625e-01  1.54885230e+02]
Niter:  5 row:  156 ngroup:  26 nlines:  6771 gd:  6218
[ 1.20414392e-10 -1.03151670e-05 -2.82906317e-01  1.61507636e+04
 -1.43876648e+02  5.96376307e-03  1.54395190e+02 -1.43402668e+02
  5.00283862e-01  1.54892749e+02 -1.43904261e+02  6.30223117e-04
  1.54400001e+02 -1.43416942e+02  4.75614511e-01  1.54891992e+02
 -1.43881622e+02  1.45745672e-02  1.54407077e+02 -1.43382829e+02
  5.08147792e-01  1.54888354e+02 -1.43896344e+02 -1.21142983e-03
  1.54396273e+02 -1.43416377e+02  4.89774159e-01  1.54875415e+02
 -1.43868729e+02 -1.20864099e-02  1.54394094e+02 -1.43419469e+02
  4.87185001e-01  1.54883271e+02 -1.43906474e+02 -2.59712132e-03
  1.54399892e+02 -1.43371386e+02  4.71629622e-01  1.54888872e+02
 -1.43901967e+02 -2.77445244e-02  1.54393213e+02 -1.43404687e+02
  4.67031982e-01  1.54890106e+02 -1.43901929e+02 -3.84155677e-03
  1.54400224e+02 -1.43382596e+02  4.68749259e-01  1.54897332e+02
 -1.43902879e+02 -5.31272070e-03  1.54394980e+02 -1.43400333e+02
  4.89412316e-01  1.54888619e+02 -1.43899625e+02 -2.02019004e-02
  1.54394656e+02 -1.43417356e+02  4.97061423e-01  1.54902168e+02
 -1.43903868e+02 -2.68410341e-02  1.54379908e+02 -1.43403811e+02
  4.82012616e-01  1.54885948e+02 -1.43910322e+02 -3.10070394e-03
  1.54385685e+02 -1.43405443e+02  4.90496257e-01  1.54892400e+02
 -1.43916677e+02 -1.43146625e-02  1.54380721e+02 -1.43424219e+02
  4.75221625e-01  1.54885230e+02]
res:  6218 -0.0002609737312013749 0.014372312449268065 0.023379747124028866
[ 1.20449037e-10 -1.03145897e-05 -2.82906842e-01  1.61507620e+04
 -1.43867872e+02  7.74814048e-04  1.54397428e+02 -1.43393947e+02
  4.95150540e-01  1.54896001e+02 -1.43895617e+02 -4.50038274e-03
  1.54402401e+02 -1.43408592e+02  4.70538592e-01  1.54894266e+02
 -1.43873331e+02  9.47145557e-03  1.54409476e+02 -1.43374009e+02
  5.02998339e-01  1.54890782e+02 -1.43887677e+02 -6.34776852e-03
  1.54398874e+02 -1.43407615e+02  4.84688201e-01  1.54877792e+02
 -1.43859967e+02 -1.52211435e-02  1.54396470e+02 -1.43410959e+02
  4.82090430e-01  1.54885752e+02 -1.43898126e+02 -7.77509253e-03
  1.54402144e+02 -1.43362944e+02  4.66488159e-01  1.54891328e+02
 -1.43893686e+02 -3.28390301e-02  1.54395660e+02 -1.43396423e+02
  4.61903774e-01  1.54892395e+02 -1.43893696e+02 -9.00208840e-03
  1.54402645e+02 -1.43374090e+02  4.63670826e-01  1.54899711e+02
 -1.43894394e+02 -8.65914770e-03  1.54397354e+02 -1.43392244e+02
  4.84312131e-01  1.54892029e+02 -1.43891242e+02 -2.53155929e-02
  1.54396942e+02 -1.43409015e+02  4.91900116e-01  1.54904484e+02
 -1.43895166e+02 -3.20295989e-02  1.54382249e+02 -1.43395115e+02
  4.76814808e-01  1.54888353e+02 -1.43901696e+02 -8.28366814e-03
  1.54388128e+02 -1.43397022e+02  4.85381944e-01  1.54894718e+02
 -1.43908585e+02 -1.94763689e-02  1.54383239e+02 -1.43415898e+02
  4.70150413e-01  1.54887516e+02]
Niter:  6 row:  156 ngroup:  26 nlines:  6771 gd:  6216
[ 1.20449037e-10 -1.03145897e-05 -2.82906842e-01  1.61507620e+04
 -1.43867872e+02  7.74814048e-04  1.54397428e+02 -1.43393947e+02
  4.95150540e-01  1.54896001e+02 -1.43895617e+02 -4.50038274e-03
  1.54402401e+02 -1.43408592e+02  4.70538592e-01  1.54894266e+02
 -1.43873331e+02  9.47145557e-03  1.54409476e+02 -1.43374009e+02
  5.02998339e-01  1.54890782e+02 -1.43887677e+02 -6.34776852e-03
  1.54398874e+02 -1.43407615e+02  4.84688201e-01  1.54877792e+02
 -1.43859967e+02 -1.52211435e-02  1.54396470e+02 -1.43410959e+02
  4.82090430e-01  1.54885752e+02 -1.43898126e+02 -7.77509253e-03
  1.54402144e+02 -1.43362944e+02  4.66488159e-01  1.54891328e+02
 -1.43893686e+02 -3.28390301e-02  1.54395660e+02 -1.43396423e+02
  4.61903774e-01  1.54892395e+02 -1.43893696e+02 -9.00208840e-03
  1.54402645e+02 -1.43374090e+02  4.63670826e-01  1.54899711e+02
 -1.43894394e+02 -8.65914770e-03  1.54397354e+02 -1.43392244e+02
  4.84312131e-01  1.54892029e+02 -1.43891242e+02 -2.53155929e-02
  1.54396942e+02 -1.43409015e+02  4.91900116e-01  1.54904484e+02
 -1.43895166e+02 -3.20295989e-02  1.54382249e+02 -1.43395115e+02
  4.76814808e-01  1.54888353e+02 -1.43901696e+02 -8.28366814e-03
  1.54388128e+02 -1.43397022e+02  4.85381944e-01  1.54894718e+02
 -1.43908585e+02 -1.94763689e-02  1.54383239e+02 -1.43415898e+02
  4.70150413e-01  1.54887516e+02]
res:  6216 -0.00028172769634693395 0.014373658363183495 0.023352072396857704
[ 1.20453864e-10 -1.03145897e-05 -2.82906842e-01  1.61507620e+04
 -1.43867872e+02  7.74814048e-04  1.54397428e+02 -1.43393947e+02
  4.95150540e-01  1.54896001e+02 -1.43895617e+02 -4.50038274e-03
  1.54402401e+02 -1.43408592e+02  4.70538592e-01  1.54894266e+02
 -1.43873331e+02  9.47145557e-03  1.54409476e+02 -1.43374009e+02
  5.02998339e-01  1.54890782e+02 -1.43887677e+02 -6.34776852e-03
  1.54398874e+02 -1.43407615e+02  4.84688201e-01  1.54877792e+02
 -1.43859967e+02 -1.52211435e-02  1.54396470e+02 -1.43410959e+02
  4.82090430e-01  1.54885752e+02 -1.43898126e+02 -7.77509253e-03
  1.54402144e+02 -1.43362944e+02  4.66488159e-01  1.54891328e+02
 -1.43893686e+02 -3.28390301e-02  1.54395660e+02 -1.43396423e+02
  4.61903774e-01  1.54892395e+02 -1.43893696e+02 -9.00208840e-03
  1.54402645e+02 -1.43374090e+02  4.63670826e-01  1.54899711e+02
 -1.43894394e+02 -8.65914770e-03  1.54397354e+02 -1.43392244e+02
  4.84312131e-01  1.54892029e+02 -1.43891242e+02 -2.53155929e-02
  1.54396942e+02 -1.43409015e+02  4.91900116e-01  1.54904484e+02
 -1.43895166e+02 -3.20295989e-02  1.54382249e+02 -1.43395115e+02
  4.76814808e-01  1.54888353e+02 -1.43901696e+02 -8.28366814e-03
  1.54388128e+02 -1.43397022e+02  4.85381944e-01  1.54894718e+02
 -1.43908585e+02 -1.94763689e-02  1.54383239e+02 -1.43415898e+02
  4.70150413e-01  1.54887516e+02]
Saving figure to  wave_resid_43670005_fiber156.png
Final values:
res:  -0.00028172769634693395 0.023352072396857704
pars:  [ 1.20453864e-10 -1.03145897e-05 -2.82906842e-01  1.61507620e+04
 -1.43867872e+02  7.74814048e-04  1.54397428e+02 -1.43393947e+02
  4.95150540e-01  1.54896001e+02 -1.43895617e+02 -4.50038274e-03
  1.54402401e+02 -1.43408592e+02  4.70538592e-01  1.54894266e+02
 -1.43873331e+02  9.47145557e-03  1.54409476e+02 -1.43374009e+02
  5.02998339e-01  1.54890782e+02 -1.43887677e+02 -6.34776852e-03
  1.54398874e+02 -1.43407615e+02  4.84688201e-01  1.54877792e+02
 -1.43859967e+02 -1.52211435e-02  1.54396470e+02 -1.43410959e+02
  4.82090430e-01  1.54885752e+02 -1.43898126e+02 -7.77509253e-03
  1.54402144e+02 -1.43362944e+02  4.66488159e-01  1.54891328e+02
 -1.43893686e+02 -3.28390301e-02  1.54395660e+02 -1.43396423e+02
  4.61903774e-01  1.54892395e+02 -1.43893696e+02 -9.00208840e-03
  1.54402645e+02 -1.43374090e+02  4.63670826e-01  1.54899711e+02
 -1.43894394e+02 -8.65914770e-03  1.54397354e+02 -1.43392244e+02
  4.84312131e-01  1.54892029e+02 -1.43891242e+02 -2.53155929e-02
  1.54396942e+02 -1.43409015e+02  4.91900116e-01  1.54904484e+02
 -1.43895166e+02 -3.20295989e-02  1.54382249e+02 -1.43395115e+02
  4.76814808e-01  1.54888353e+02 -1.43901696e+02 -8.28366814e-03
  1.54388128e+02 -1.43397022e+02  4.85381944e-01  1.54894718e+02
 -1.43908585e+02 -1.94763689e-02  1.54383239e+02 -1.43415898e+02
  4.70150413e-01  1.54887516e+02]
156 [ 1.20453864e-10 -1.03145897e-05 -2.82906842e-01  1.61507620e+04
 -1.43867872e+02  7.74814048e-04  1.54397428e+02 -1.43393947e+02
  4.95150540e-01  1.54896001e+02 -1.43895617e+02 -4.50038274e-03
  1.54402401e+02 -1.43408592e+02  4.70538592e-01  1.54894266e+02
 -1.43873331e+02  9.47145557e-03  1.54409476e+02 -1.43374009e+02
  5.02998339e-01  1.54890782e+02 -1.43887677e+02 -6.34776852e-03
  1.54398874e+02 -1.43407615e+02  4.84688201e-01  1.54877792e+02
 -1.43859967e+02 -1.52211435e-02  1.54396470e+02 -1.43410959e+02
  4.82090430e-01  1.54885752e+02 -1.43898126e+02 -7.77509253e-03
  1.54402144e+02 -1.43362944e+02  4.66488159e-01  1.54891328e+02
 -1.43893686e+02 -3.28390301e-02  1.54395660e+02 -1.43396423e+02
  4.61903774e-01  1.54892395e+02 -1.43893696e+02 -9.00208840e-03
  1.54402645e+02 -1.43374090e+02  4.63670826e-01  1.54899711e+02
 -1.43894394e+02 -8.65914770e-03  1.54397354e+02 -1.43392244e+02
  4.84312131e-01  1.54892029e+02 -1.43891242e+02 -2.53155929e-02
  1.54396942e+02 -1.43409015e+02  4.91900116e-01  1.54904484e+02
 -1.43895166e+02 -3.20295989e-02  1.54382249e+02 -1.43395115e+02
  4.76814808e-01  1.54888353e+02 -1.43901696e+02 -8.28366814e-03
  1.54388128e+02 -1.43397022e+02  4.85381944e-01  1.54894718e+02
 -1.43908585e+02 -1.94763689e-02  1.54383239e+02 -1.43415898e+02
  4.70150413e-01  1.54887516e+02]
--- Row 158/300 row=157 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  157
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=157 ---
Niter:  0 row:  157 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.001503785988461459 0.015474545945835416 0.03407307734917886
[ 1.20366408e-10 -1.03130962e-05 -2.82905929e-01  1.61507804e+04
 -1.43860562e+02  9.94999992e-08  1.54415756e+02]
Niter:  1 row:  157 ngroup:  1 nlines:  247 gd:  230
[ 1.20366408e-10 -1.03130962e-05 -2.82905929e-01  1.61507804e+04
 -1.43860562e+02  9.94999992e-08  1.54415756e+02]
res:  230 -0.0022015406502760015 0.013246791728306562 0.024003109232622704
[ 1.20588241e-10 -1.03132366e-05 -2.82905962e-01  1.61507871e+04
 -1.43864316e+02  9.95100262e-08  1.54440831e+02]
Niter:  2 row:  157 ngroup:  1 nlines:  247 gd:  228
[ 1.20588241e-10 -1.03132366e-05 -2.82905962e-01  1.61507871e+04
 -1.43864316e+02  9.95100262e-08  1.54440831e+02]
res:  228 -0.0024303507580043515 0.013713110220123781 0.023231112501075967
[ 1.20599460e-10 -1.03138266e-05 -2.82906195e-01  1.61507891e+04
 -1.43870570e+02  9.95575498e-08  1.54441934e+02]
Niter:  3 row:  157 ngroup:  1 nlines:  247 gd:  229
[ 1.20599460e-10 -1.03138266e-05 -2.82906195e-01  1.61507891e+04
 -1.43870570e+02  9.95575498e-08  1.54441934e+02]
res:  229 -0.0018656295760592911 0.013995744457133696 0.02353487071065189
[ 1.20546268e-10 -1.03138266e-05 -2.82906195e-01  1.61507891e+04
 -1.43870570e+02  9.95575498e-08  1.54441934e+02]
Niter:  4 row:  157 ngroup:  1 nlines:  247 gd:  229
[ 1.20546268e-10 -1.03138266e-05 -2.82906195e-01  1.61507891e+04
 -1.43870570e+02  9.95575498e-08  1.54441934e+02]
res:  229 -0.0017318090285698418 0.013880256938136881 0.02353052689400817
[ 1.20536207e-10 -1.03139107e-05 -2.82906028e-01  1.61507891e+04
 -1.43871585e+02  9.99977877e-08  1.54441112e+02]
Niter:  5 row:  157 ngroup:  1 nlines:  247 gd:  230
[ 1.20536207e-10 -1.03139107e-05 -2.82906028e-01  1.61507891e+04
 -1.43871585e+02  9.99977877e-08  1.54441112e+02]
res:  230 -0.0017284595560340676 0.013567328032877413 0.023822465845931902
[ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99183460e-08  1.54436046e+02]
Niter:  6 row:  157 ngroup:  1 nlines:  247 gd:  230
[ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99183460e-08  1.54436046e+02]
res:  230 -0.0017284595614910359 0.013567328032877413 0.023822465845946186
[ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99000000e-08  1.54436046e+02]
Final values:
res:  -0.0017284595614910359 0.023822465845946186
pars:  [ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99000000e-08  1.54436046e+02]
157 [ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99000000e-08  1.54436046e+02]
elapsed: 3.0 sec.
Niter:  0 row:  157 ngroup:  26 nlines:  6515 gd:  6515
[ 1.20585990e-10 -1.03140760e-05 -2.82907087e-01  1.61507901e+04
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02 -1.43863074e+02  9.99000000e-08
  1.54436046e+02 -1.43863074e+02  9.99000000e-08  1.54436046e+02
 -1.43863074e+02  9.99000000e-08  1.54436046e+02 -1.43863074e+02
  9.99000000e-08  1.54436046e+02]
res:  6515 0.0009660211217124015 0.013727839243074413 0.03393908136745972
[ 1.20585978e-10 -1.03140770e-05 -2.82907059e-01  1.61507885e+04
 -1.43844143e+02  2.73245712e-02  1.54425462e+02 -1.43367776e+02
  5.09754132e-01  1.54932012e+02 -1.43862789e+02  2.19781019e-02
  1.54432029e+02 -1.43386734e+02  5.06504564e-01  1.54934514e+02
 -1.43868152e+02  2.97781177e-02  1.54440951e+02 -1.43349529e+02
  5.13097703e-01  1.54925118e+02 -1.43861595e+02  1.66393950e-02
  1.54428899e+02 -1.43378495e+02  5.22978146e-01  1.54922792e+02
 -1.43853967e+02  9.66696623e-03  1.54441898e+02 -1.43378986e+02
  5.05335112e-01  1.54927373e+02 -1.43841130e+02  1.88863908e-02
  1.54433331e+02 -1.43353996e+02  4.90200343e-01  1.54922788e+02
 -1.43873895e+02 -2.84949546e-04  1.54425733e+02 -1.43369550e+02
  5.24787085e-01  1.54931376e+02 -1.43858279e+02  2.51343490e-02
  1.54427055e+02 -1.43363487e+02  5.09527368e-01  1.54925939e+02
 -1.43879418e+02  2.70583701e-02  1.54434292e+02 -1.43361558e+02
  5.22933366e-01  1.54925763e+02 -1.43872128e+02  6.46810155e-03
  1.54432490e+02 -1.43372528e+02  5.17570645e-01  1.54920852e+02
 -1.43874127e+02  1.51831209e-02  1.54421593e+02 -1.43391031e+02
  5.19183446e-01  1.54927266e+02 -1.43883542e+02  9.22328882e-03
  1.54426435e+02 -1.43386442e+02  4.90479511e-01  1.54924888e+02
 -1.43877674e+02  5.38964158e-03  1.54424866e+02 -1.43384946e+02
  4.86685382e-01  1.54916758e+02]
Niter:  1 row:  157 ngroup:  26 nlines:  6515 gd:  5965
[ 1.20585978e-10 -1.03140770e-05 -2.82907059e-01  1.61507885e+04
 -1.43844143e+02  2.73245712e-02  1.54425462e+02 -1.43367776e+02
  5.09754132e-01  1.54932012e+02 -1.43862789e+02  2.19781019e-02
  1.54432029e+02 -1.43386734e+02  5.06504564e-01  1.54934514e+02
 -1.43868152e+02  2.97781177e-02  1.54440951e+02 -1.43349529e+02
  5.13097703e-01  1.54925118e+02 -1.43861595e+02  1.66393950e-02
  1.54428899e+02 -1.43378495e+02  5.22978146e-01  1.54922792e+02
 -1.43853967e+02  9.66696623e-03  1.54441898e+02 -1.43378986e+02
  5.05335112e-01  1.54927373e+02 -1.43841130e+02  1.88863908e-02
  1.54433331e+02 -1.43353996e+02  4.90200343e-01  1.54922788e+02
 -1.43873895e+02 -2.84949546e-04  1.54425733e+02 -1.43369550e+02
  5.24787085e-01  1.54931376e+02 -1.43858279e+02  2.51343490e-02
  1.54427055e+02 -1.43363487e+02  5.09527368e-01  1.54925939e+02
 -1.43879418e+02  2.70583701e-02  1.54434292e+02 -1.43361558e+02
  5.22933366e-01  1.54925763e+02 -1.43872128e+02  6.46810155e-03
  1.54432490e+02 -1.43372528e+02  5.17570645e-01  1.54920852e+02
 -1.43874127e+02  1.51831209e-02  1.54421593e+02 -1.43391031e+02
  5.19183446e-01  1.54927266e+02 -1.43883542e+02  9.22328882e-03
  1.54426435e+02 -1.43386442e+02  4.90479511e-01  1.54924888e+02
 -1.43877674e+02  5.38964158e-03  1.54424866e+02 -1.43384946e+02
  4.86685382e-01  1.54916758e+02]
res:  5965 -0.0003400825480639469 0.013694923038201523 0.022046096719998076
[ 1.20585966e-10 -1.03140780e-05 -2.82907087e-01  1.61507901e+04
 -1.43863111e+02  1.50358947e-02  1.54432288e+02 -1.43364153e+02
  4.93625211e-01  1.54938946e+02 -1.43868060e+02  7.56015038e-03
  1.54432644e+02 -1.43359464e+02  4.91359209e-01  1.54939323e+02
 -1.43851818e+02  1.56348658e-02  1.54445201e+02 -1.43346254e+02
  4.96061929e-01  1.54932248e+02 -1.43848233e+02  6.51541705e-03
  1.54435893e+02 -1.43368355e+02  4.97028013e-01  1.54929903e+02
 -1.43856597e+02  2.04905938e-04  1.54428338e+02 -1.43374837e+02
  4.99264846e-01  1.54934851e+02 -1.43837893e+02  3.14006266e-03
  1.54441589e+02 -1.43357287e+02  4.78763574e-01  1.54927530e+02
 -1.43851073e+02 -6.40495604e-03  1.54422853e+02 -1.43367429e+02
  5.15644383e-01  1.54922729e+02 -1.43859671e+02 -2.07220828e-03
  1.54430865e+02 -1.43364213e+02  5.17443956e-01  1.54931541e+02
 -1.43860459e+02  1.19609804e-02  1.54435785e+02 -1.43358459e+02
  5.07131120e-01  1.54929223e+02 -1.43856706e+02 -1.87541060e-03
  1.54444311e+02 -1.43356470e+02  5.13703617e-01  1.54931257e+02
 -1.43865081e+02  2.94601442e-03  1.54425872e+02 -1.43390159e+02
  5.02091928e-01  1.54935472e+02 -1.43864503e+02  1.45491670e-03
  1.54430245e+02 -1.43374689e+02  4.90508891e-01  1.54920335e+02
 -1.43886265e+02 -2.55285195e-03  1.54420686e+02 -1.43377457e+02
  4.72120480e-01  1.54917036e+02]
Niter:  2 row:  157 ngroup:  26 nlines:  6515 gd:  5984
[ 1.20585966e-10 -1.03140780e-05 -2.82907087e-01  1.61507901e+04
 -1.43863111e+02  1.50358947e-02  1.54432288e+02 -1.43364153e+02
  4.93625211e-01  1.54938946e+02 -1.43868060e+02  7.56015038e-03
  1.54432644e+02 -1.43359464e+02  4.91359209e-01  1.54939323e+02
 -1.43851818e+02  1.56348658e-02  1.54445201e+02 -1.43346254e+02
  4.96061929e-01  1.54932248e+02 -1.43848233e+02  6.51541705e-03
  1.54435893e+02 -1.43368355e+02  4.97028013e-01  1.54929903e+02
 -1.43856597e+02  2.04905938e-04  1.54428338e+02 -1.43374837e+02
  4.99264846e-01  1.54934851e+02 -1.43837893e+02  3.14006266e-03
  1.54441589e+02 -1.43357287e+02  4.78763574e-01  1.54927530e+02
 -1.43851073e+02 -6.40495604e-03  1.54422853e+02 -1.43367429e+02
  5.15644383e-01  1.54922729e+02 -1.43859671e+02 -2.07220828e-03
  1.54430865e+02 -1.43364213e+02  5.17443956e-01  1.54931541e+02
 -1.43860459e+02  1.19609804e-02  1.54435785e+02 -1.43358459e+02
  5.07131120e-01  1.54929223e+02 -1.43856706e+02 -1.87541060e-03
  1.54444311e+02 -1.43356470e+02  5.13703617e-01  1.54931257e+02
 -1.43865081e+02  2.94601442e-03  1.54425872e+02 -1.43390159e+02
  5.02091928e-01  1.54935472e+02 -1.43864503e+02  1.45491670e-03
  1.54430245e+02 -1.43374689e+02  4.90508891e-01  1.54920335e+02
 -1.43886265e+02 -2.55285195e-03  1.54420686e+02 -1.43377457e+02
  4.72120480e-01  1.54917036e+02]
res:  5984 -0.00041034617970581166 0.013685433241334977 0.022214849051961267
[ 1.20585954e-10 -1.03140790e-05 -2.82907115e-01  1.61507917e+04
 -1.43856152e+02  8.66388076e-03  1.54438898e+02 -1.43352665e+02
  4.84606693e-01  1.54943673e+02 -1.43861114e+02  3.65175485e-03
  1.54437364e+02 -1.43352489e+02  4.88562642e-01  1.54944047e+02
 -1.43840424e+02  1.85626596e-02  1.54451696e+02 -1.43339294e+02
  4.98951333e-01  1.54936965e+02 -1.43841244e+02  1.21985721e-02
  1.54440618e+02 -1.43356724e+02  4.94221142e-01  1.54934625e+02
 -1.43849644e+02  3.10355612e-03  1.54433063e+02 -1.43367882e+02
  5.04970968e-01  1.54939573e+02 -1.43830913e+02  8.83232328e-03
  1.54446307e+02 -1.43350338e+02  4.84461982e-01  1.54932257e+02
 -1.43844127e+02 -7.02033954e-04  1.54427578e+02 -1.43360476e+02
  5.18045368e-01  1.54925812e+02 -1.43852719e+02  1.04421593e-03
  1.54435588e+02 -1.43357226e+02  5.26162276e-01  1.54936257e+02
 -1.43844247e+02  1.76573965e-02  1.54440505e+02 -1.43351514e+02
  5.12815438e-01  1.54933954e+02 -1.43849758e+02  1.03387430e-03
  1.54449036e+02 -1.43349529e+02  5.19404376e-01  1.54937673e+02
 -1.43853535e+02  5.76022118e-03  1.54430597e+02 -1.43383193e+02
  5.04694878e-01  1.54941992e+02 -1.43852391e+02  4.31928328e-03
  1.54434974e+02 -1.43367723e+02  4.96204930e-01  1.54925056e+02
 -1.43889353e+02  3.12659624e-03  1.54425406e+02 -1.43370494e+02
  4.75059510e-01  1.54921756e+02]
Niter:  3 row:  157 ngroup:  26 nlines:  6515 gd:  5983
[ 1.20585954e-10 -1.03140790e-05 -2.82907115e-01  1.61507917e+04
 -1.43856152e+02  8.66388076e-03  1.54438898e+02 -1.43352665e+02
  4.84606693e-01  1.54943673e+02 -1.43861114e+02  3.65175485e-03
  1.54437364e+02 -1.43352489e+02  4.88562642e-01  1.54944047e+02
 -1.43840424e+02  1.85626596e-02  1.54451696e+02 -1.43339294e+02
  4.98951333e-01  1.54936965e+02 -1.43841244e+02  1.21985721e-02
  1.54440618e+02 -1.43356724e+02  4.94221142e-01  1.54934625e+02
 -1.43849644e+02  3.10355612e-03  1.54433063e+02 -1.43367882e+02
  5.04970968e-01  1.54939573e+02 -1.43830913e+02  8.83232328e-03
  1.54446307e+02 -1.43350338e+02  4.84461982e-01  1.54932257e+02
 -1.43844127e+02 -7.02033954e-04  1.54427578e+02 -1.43360476e+02
  5.18045368e-01  1.54925812e+02 -1.43852719e+02  1.04421593e-03
  1.54435588e+02 -1.43357226e+02  5.26162276e-01  1.54936257e+02
 -1.43844247e+02  1.76573965e-02  1.54440505e+02 -1.43351514e+02
  5.12815438e-01  1.54933954e+02 -1.43849758e+02  1.03387430e-03
  1.54449036e+02 -1.43349529e+02  5.19404376e-01  1.54937673e+02
 -1.43853535e+02  5.76022118e-03  1.54430597e+02 -1.43383193e+02
  5.04694878e-01  1.54941992e+02 -1.43852391e+02  4.31928328e-03
  1.54434974e+02 -1.43367723e+02  4.96204930e-01  1.54925056e+02
 -1.43889353e+02  3.12659624e-03  1.54425406e+02 -1.43370494e+02
  4.75059510e-01  1.54921756e+02]
res:  5983 -0.0003465026857156772 0.013756032731180312 0.022196864024459122
[ 1.20554123e-10 -1.03140790e-05 -2.82907115e-01  1.61507917e+04
 -1.43856152e+02  8.66388076e-03  1.54438898e+02 -1.43352665e+02
  4.84606693e-01  1.54943673e+02 -1.43861114e+02  3.65175485e-03
  1.54437364e+02 -1.43352489e+02  4.88562642e-01  1.54944047e+02
 -1.43840424e+02  1.85626596e-02  1.54451696e+02 -1.43339294e+02
  4.98951333e-01  1.54936965e+02 -1.43841244e+02  1.21985721e-02
  1.54440618e+02 -1.43356724e+02  4.94221142e-01  1.54934625e+02
 -1.43849644e+02  3.10355612e-03  1.54433063e+02 -1.43367882e+02
  5.04970968e-01  1.54939573e+02 -1.43830913e+02  8.83232328e-03
  1.54446307e+02 -1.43350338e+02  4.84461982e-01  1.54932257e+02
 -1.43844127e+02 -7.02033954e-04  1.54427578e+02 -1.43360476e+02
  5.18045368e-01  1.54925812e+02 -1.43852719e+02  1.04421593e-03
  1.54435588e+02 -1.43357226e+02  5.26162276e-01  1.54936257e+02
 -1.43844247e+02  1.76573965e-02  1.54440505e+02 -1.43351514e+02
  5.12815438e-01  1.54933954e+02 -1.43849758e+02  1.03387430e-03
  1.54449036e+02 -1.43349529e+02  5.19404376e-01  1.54937673e+02
 -1.43853535e+02  5.76022118e-03  1.54430597e+02 -1.43383193e+02
  5.04694878e-01  1.54941992e+02 -1.43852391e+02  4.31928328e-03
  1.54434974e+02 -1.43367723e+02  4.96204930e-01  1.54925056e+02
 -1.43889353e+02  3.12659624e-03  1.54425406e+02 -1.43370494e+02
  4.75059510e-01  1.54921756e+02]
Niter:  4 row:  157 ngroup:  26 nlines:  6515 gd:  5983
[ 1.20554123e-10 -1.03140790e-05 -2.82907115e-01  1.61507917e+04
 -1.43856152e+02  8.66388076e-03  1.54438898e+02 -1.43352665e+02
  4.84606693e-01  1.54943673e+02 -1.43861114e+02  3.65175485e-03
  1.54437364e+02 -1.43352489e+02  4.88562642e-01  1.54944047e+02
 -1.43840424e+02  1.85626596e-02  1.54451696e+02 -1.43339294e+02
  4.98951333e-01  1.54936965e+02 -1.43841244e+02  1.21985721e-02
  1.54440618e+02 -1.43356724e+02  4.94221142e-01  1.54934625e+02
 -1.43849644e+02  3.10355612e-03  1.54433063e+02 -1.43367882e+02
  5.04970968e-01  1.54939573e+02 -1.43830913e+02  8.83232328e-03
  1.54446307e+02 -1.43350338e+02  4.84461982e-01  1.54932257e+02
 -1.43844127e+02 -7.02033954e-04  1.54427578e+02 -1.43360476e+02
  5.18045368e-01  1.54925812e+02 -1.43852719e+02  1.04421593e-03
  1.54435588e+02 -1.43357226e+02  5.26162276e-01  1.54936257e+02
 -1.43844247e+02  1.76573965e-02  1.54440505e+02 -1.43351514e+02
  5.12815438e-01  1.54933954e+02 -1.43849758e+02  1.03387430e-03
  1.54449036e+02 -1.43349529e+02  5.19404376e-01  1.54937673e+02
 -1.43853535e+02  5.76022118e-03  1.54430597e+02 -1.43383193e+02
  5.04694878e-01  1.54941992e+02 -1.43852391e+02  4.31928328e-03
  1.54434974e+02 -1.43367723e+02  4.96204930e-01  1.54925056e+02
 -1.43889353e+02  3.12659624e-03  1.54425406e+02 -1.43370494e+02
  4.75059510e-01  1.54921756e+02]
res:  5983 -0.0004649736838473473 0.013753295274000266 0.02219033001346397
[ 1.20554111e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
Niter:  5 row:  157 ngroup:  26 nlines:  6515 gd:  5984
[ 1.20554111e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
res:  5984 -0.00034783980481734034 0.013817484137689462 0.022200179906278986
[ 1.20532449e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
Niter:  6 row:  157 ngroup:  26 nlines:  6515 gd:  5985
[ 1.20532449e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
res:  5985 -0.00030045343373785727 0.013847622476532706 0.022212573378103194
[ 1.20526337e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
Saving figure to  wave_resid_43670005_fiber157.png
Final values:
res:  -0.00030045343373785727 0.022212573378103194
pars:  [ 1.20526337e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
157 [ 1.20526337e-10 -1.03140801e-05 -2.82907144e-01  1.61507933e+04
 -1.43847843e+02  1.11656423e-02  1.54442332e+02 -1.43339558e+02
  4.90314996e-01  1.54947124e+02 -1.43852842e+02  9.35103759e-03
  1.54440781e+02 -1.43344129e+02  4.94254078e-01  1.54947475e+02
 -1.43832043e+02  2.42577839e-02  1.54455129e+02 -1.43330977e+02
  5.04634517e-01  1.54940361e+02 -1.43832835e+02  1.78771959e-02
  1.54444055e+02 -1.43348459e+02  4.96928894e-01  1.54938052e+02
 -1.43841358e+02  8.81027385e-03  1.54436508e+02 -1.43359581e+02
  5.10670455e-01  1.54942986e+02 -1.43822539e+02  1.45145996e-02
  1.54449707e+02 -1.43342055e+02  4.90154489e-01  1.54935703e+02
 -1.43835859e+02  4.98450002e-03  1.54431021e+02 -1.43352181e+02
  5.20584875e-01  1.54929248e+02 -1.43844429e+02  6.74631873e-03
  1.54439013e+02 -1.43348821e+02  5.31823092e-01  1.54941493e+02
 -1.43835910e+02  2.33519282e-02  1.54443918e+02 -1.43343258e+02
  5.18500498e-01  1.54937424e+02 -1.43841486e+02  6.73512131e-03
  1.54452468e+02 -1.43341279e+02  5.25098525e-01  1.54941084e+02
 -1.43845242e+02  1.14517869e-02  1.54434035e+02 -1.43374852e+02
  5.07465342e-01  1.54945444e+02 -1.43838927e+02  1.00147322e-02
  1.54438423e+02 -1.43359399e+02  5.01897109e-01  1.54928472e+02
 -1.43880981e+02  8.80915860e-03  1.54428820e+02 -1.43362170e+02
  4.80761495e-01  1.54925159e+02]
--- Row 159/300 row=158 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  158
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=158 ---
Niter:  0 row:  158 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 6.962375300645363e-05 0.014636162909482664 0.034160635691757535
[ 1.20355271e-10 -1.03146188e-05 -2.82904754e-01  1.61508054e+04
 -1.43867832e+02 -2.34109764e-13  1.54421883e+02]
Niter:  1 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20355271e-10 -1.03146188e-05 -2.82904754e-01  1.61508054e+04
 -1.43867832e+02 -2.34109764e-13  1.54421883e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Niter:  2 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Niter:  3 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Niter:  4 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Niter:  5 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Niter:  6 row:  158 ngroup:  1 nlines:  258 gd:  234
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
res:  234 -0.00031177758773992537 0.014846363294964249 0.023774189137167712
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
Final values:
res:  -0.00031177758773992537 0.023774189137167712
pars:  [ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
158 [ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02]
elapsed: 2.9 sec.
Niter:  0 row:  158 ngroup:  26 nlines:  6720 gd:  6720
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02 -1.43869571e+02 -2.80739465e-12
  1.54426068e+02 -1.43869571e+02 -2.80739465e-12  1.54426068e+02
 -1.43869571e+02 -2.80739465e-12  1.54426068e+02 -1.43869571e+02
 -2.80739465e-12  1.54426068e+02]
res:  6720 0.0004955266613251297 0.014536282532390032 0.03555415435917595
[ 1.20528062e-10 -1.03140773e-05 -2.82904918e-01  1.61508025e+04
 -1.43876586e+02 -9.90754577e-03  1.54427590e+02 -1.43389299e+02
  5.18481336e-01  1.54940200e+02 -1.43894396e+02 -2.70182993e-03
  1.54425601e+02 -1.43375209e+02  5.03548113e-01  1.54923806e+02
 -1.43900715e+02  2.02338340e-02  1.54435061e+02 -1.43408603e+02
  5.02090944e-01  1.54922022e+02 -1.43867378e+02  2.29083218e-03
  1.54424168e+02 -1.43386110e+02  4.97741187e-01  1.54920709e+02
 -1.43872175e+02 -2.80607018e-03  1.54425453e+02 -1.43409997e+02
  5.13043045e-01  1.54931481e+02 -1.43872250e+02  1.10301171e-02
  1.54438398e+02 -1.43378995e+02  4.88451046e-01  1.54925899e+02
 -1.43865486e+02  2.47777723e-02  1.54434287e+02 -1.43388689e+02
  4.92809656e-01  1.54930016e+02 -1.43900653e+02 -1.21048577e-02
  1.54441181e+02 -1.43373069e+02  5.06948990e-01  1.54928202e+02
 -1.43882399e+02  5.69703673e-03  1.54433486e+02 -1.43426341e+02
  4.87848988e-01  1.54925729e+02 -1.43910733e+02 -1.21999175e-03
  1.54434513e+02 -1.43375327e+02  5.10988599e-01  1.54920505e+02
 -1.43918979e+02  9.03994934e-03  1.54431629e+02 -1.43422644e+02
  5.15358932e-01  1.54920107e+02 -1.43898773e+02 -6.56771444e-03
  1.54414613e+02 -1.43414382e+02  5.10753237e-01  1.54919397e+02
 -1.43897402e+02  1.25319060e-02  1.54423544e+02 -1.43420848e+02
  5.00868918e-01  1.54930422e+02]
Niter:  1 row:  158 ngroup:  26 nlines:  6720 gd:  6149
[ 1.20528062e-10 -1.03140773e-05 -2.82904918e-01  1.61508025e+04
 -1.43876586e+02 -9.90754577e-03  1.54427590e+02 -1.43389299e+02
  5.18481336e-01  1.54940200e+02 -1.43894396e+02 -2.70182993e-03
  1.54425601e+02 -1.43375209e+02  5.03548113e-01  1.54923806e+02
 -1.43900715e+02  2.02338340e-02  1.54435061e+02 -1.43408603e+02
  5.02090944e-01  1.54922022e+02 -1.43867378e+02  2.29083218e-03
  1.54424168e+02 -1.43386110e+02  4.97741187e-01  1.54920709e+02
 -1.43872175e+02 -2.80607018e-03  1.54425453e+02 -1.43409997e+02
  5.13043045e-01  1.54931481e+02 -1.43872250e+02  1.10301171e-02
  1.54438398e+02 -1.43378995e+02  4.88451046e-01  1.54925899e+02
 -1.43865486e+02  2.47777723e-02  1.54434287e+02 -1.43388689e+02
  4.92809656e-01  1.54930016e+02 -1.43900653e+02 -1.21048577e-02
  1.54441181e+02 -1.43373069e+02  5.06948990e-01  1.54928202e+02
 -1.43882399e+02  5.69703673e-03  1.54433486e+02 -1.43426341e+02
  4.87848988e-01  1.54925729e+02 -1.43910733e+02 -1.21999175e-03
  1.54434513e+02 -1.43375327e+02  5.10988599e-01  1.54920505e+02
 -1.43918979e+02  9.03994934e-03  1.54431629e+02 -1.43422644e+02
  5.15358932e-01  1.54920107e+02 -1.43898773e+02 -6.56771444e-03
  1.54414613e+02 -1.43414382e+02  5.10753237e-01  1.54919397e+02
 -1.43897402e+02  1.25319060e-02  1.54423544e+02 -1.43420848e+02
  5.00868918e-01  1.54930422e+02]
res:  6149 -0.00045832999694539467 0.01433396444281243 0.023391414067597767
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02  2.56130592e-06  1.54426069e+02 -1.43385486e+02
  4.91968484e-01  1.54946848e+02 -1.43897235e+02 -2.88930139e-03
  1.54424670e+02 -1.43366620e+02  4.95591666e-01  1.54924408e+02
 -1.43903347e+02  9.14996205e-03  1.54441919e+02 -1.43401338e+02
  4.97673301e-01  1.54924422e+02 -1.43875492e+02 -3.49551548e-03
  1.54433139e+02 -1.43392743e+02  4.83086801e-01  1.54925896e+02
 -1.43868693e+02 -1.40408333e-02  1.54432817e+02 -1.43398214e+02
  5.12114475e-01  1.54936224e+02 -1.43879956e+02  1.05097218e-02
  1.54441071e+02 -1.43372039e+02  4.82100027e-01  1.54932098e+02
 -1.43884011e+02  1.03114378e-03  1.54441902e+02 -1.43383167e+02
  4.90080190e-01  1.54936730e+02 -1.43892327e+02 -8.10414559e-03
  1.54442048e+02 -1.43365482e+02  5.05451459e-01  1.54938548e+02
 -1.43874004e+02 -1.70532216e-02  1.54442996e+02 -1.43417837e+02
  4.86734355e-01  1.54930824e+02 -1.43891158e+02 -1.35294021e-03
  1.54438208e+02 -1.43369106e+02  5.00409654e-01  1.54925507e+02
 -1.43906926e+02  1.04891081e-03  1.54430211e+02 -1.43397451e+02
  5.03426015e-01  1.54921335e+02 -1.43889341e+02 -2.16867164e-03
  1.54431287e+02 -1.43413790e+02  4.93134666e-01  1.54921367e+02
 -1.43879263e+02  4.67376786e-03  1.54428088e+02 -1.43417088e+02
  4.82944497e-01  1.54936053e+02]
Niter:  2 row:  158 ngroup:  26 nlines:  6720 gd:  6143
[ 1.20528050e-10 -1.03140784e-05 -2.82904946e-01  1.61508041e+04
 -1.43869571e+02  2.56130592e-06  1.54426069e+02 -1.43385486e+02
  4.91968484e-01  1.54946848e+02 -1.43897235e+02 -2.88930139e-03
  1.54424670e+02 -1.43366620e+02  4.95591666e-01  1.54924408e+02
 -1.43903347e+02  9.14996205e-03  1.54441919e+02 -1.43401338e+02
  4.97673301e-01  1.54924422e+02 -1.43875492e+02 -3.49551548e-03
  1.54433139e+02 -1.43392743e+02  4.83086801e-01  1.54925896e+02
 -1.43868693e+02 -1.40408333e-02  1.54432817e+02 -1.43398214e+02
  5.12114475e-01  1.54936224e+02 -1.43879956e+02  1.05097218e-02
  1.54441071e+02 -1.43372039e+02  4.82100027e-01  1.54932098e+02
 -1.43884011e+02  1.03114378e-03  1.54441902e+02 -1.43383167e+02
  4.90080190e-01  1.54936730e+02 -1.43892327e+02 -8.10414559e-03
  1.54442048e+02 -1.43365482e+02  5.05451459e-01  1.54938548e+02
 -1.43874004e+02 -1.70532216e-02  1.54442996e+02 -1.43417837e+02
  4.86734355e-01  1.54930824e+02 -1.43891158e+02 -1.35294021e-03
  1.54438208e+02 -1.43369106e+02  5.00409654e-01  1.54925507e+02
 -1.43906926e+02  1.04891081e-03  1.54430211e+02 -1.43397451e+02
  5.03426015e-01  1.54921335e+02 -1.43889341e+02 -2.16867164e-03
  1.54431287e+02 -1.43413790e+02  4.93134666e-01  1.54921367e+02
 -1.43879263e+02  4.67376786e-03  1.54428088e+02 -1.43417088e+02
  4.82944497e-01  1.54936053e+02]
res:  6143 -0.0005820653050250257 0.014396568561096501 0.023270148514770946
[ 1.20528038e-10 -1.03140794e-05 -2.82904974e-01  1.61508057e+04
 -1.43862602e+02  5.69733390e-03  1.54430792e+02 -1.43378514e+02
  4.91829890e-01  1.54951578e+02 -1.43899694e+02 -2.77885760e-04
  1.54429394e+02 -1.43359648e+02  5.01289058e-01  1.54929135e+02
 -1.43896381e+02  1.16008330e-02  1.54446648e+02 -1.43394352e+02
  4.97124731e-01  1.54929153e+02 -1.43868530e+02  2.18874784e-03
  1.54437862e+02 -1.43385778e+02  4.88783597e-01  1.54934308e+02
 -1.43861711e+02 -1.14299880e-02  1.54437536e+02 -1.43391246e+02
  5.17832731e-01  1.54940952e+02 -1.43883046e+02  1.29179578e-02
  1.54445800e+02 -1.43365083e+02  4.87811182e-01  1.54936820e+02
 -1.43877058e+02  3.63434389e-03  1.54446631e+02 -1.43376197e+02
  4.95750154e-01  1.54943346e+02 -1.43885384e+02 -2.41691165e-03
  1.54446772e+02 -1.43358526e+02  5.07924882e-01  1.54945015e+02
 -1.43862385e+02 -1.75229046e-02  1.54447720e+02 -1.43405984e+02
  4.89142048e-01  1.54935546e+02 -1.43879652e+02  4.34525049e-03
  1.54442929e+02 -1.43362127e+02  4.93630785e-01  1.54932113e+02
 -1.43890179e+02  6.75840032e-03  1.54434930e+02 -1.43385567e+02
  5.00222056e-01  1.54926064e+02 -1.43882391e+02  3.51063760e-03
  1.54436007e+02 -1.43406823e+02  4.95741915e-01  1.54926093e+02
 -1.43872307e+02  7.03697571e-03  1.54434491e+02 -1.43410111e+02
  4.82763746e-01  1.54940776e+02]
Niter:  3 row:  158 ngroup:  26 nlines:  6720 gd:  6146
[ 1.20528038e-10 -1.03140794e-05 -2.82904974e-01  1.61508057e+04
 -1.43862602e+02  5.69733390e-03  1.54430792e+02 -1.43378514e+02
  4.91829890e-01  1.54951578e+02 -1.43899694e+02 -2.77885760e-04
  1.54429394e+02 -1.43359648e+02  5.01289058e-01  1.54929135e+02
 -1.43896381e+02  1.16008330e-02  1.54446648e+02 -1.43394352e+02
  4.97124731e-01  1.54929153e+02 -1.43868530e+02  2.18874784e-03
  1.54437862e+02 -1.43385778e+02  4.88783597e-01  1.54934308e+02
 -1.43861711e+02 -1.14299880e-02  1.54437536e+02 -1.43391246e+02
  5.17832731e-01  1.54940952e+02 -1.43883046e+02  1.29179578e-02
  1.54445800e+02 -1.43365083e+02  4.87811182e-01  1.54936820e+02
 -1.43877058e+02  3.63434389e-03  1.54446631e+02 -1.43376197e+02
  4.95750154e-01  1.54943346e+02 -1.43885384e+02 -2.41691165e-03
  1.54446772e+02 -1.43358526e+02  5.07924882e-01  1.54945015e+02
 -1.43862385e+02 -1.75229046e-02  1.54447720e+02 -1.43405984e+02
  4.89142048e-01  1.54935546e+02 -1.43879652e+02  4.34525049e-03
  1.54442929e+02 -1.43362127e+02  4.93630785e-01  1.54932113e+02
 -1.43890179e+02  6.75840032e-03  1.54434930e+02 -1.43385567e+02
  5.00222056e-01  1.54926064e+02 -1.43882391e+02  3.51063760e-03
  1.54436007e+02 -1.43406823e+02  4.95741915e-01  1.54926093e+02
 -1.43872307e+02  7.03697571e-03  1.54434491e+02 -1.43410111e+02
  4.82763746e-01  1.54940776e+02]
res:  6146 -0.0005288896154524991 0.014417661479456001 0.023299954992364362
[ 1.20509805e-10 -1.03140794e-05 -2.82904974e-01  1.61508057e+04
 -1.43862602e+02  5.69733390e-03  1.54430792e+02 -1.43378514e+02
  4.91829890e-01  1.54951578e+02 -1.43899694e+02 -2.77885760e-04
  1.54429394e+02 -1.43359648e+02  5.01289058e-01  1.54929135e+02
 -1.43896381e+02  1.16008330e-02  1.54446648e+02 -1.43394352e+02
  4.97124731e-01  1.54929153e+02 -1.43868530e+02  2.18874784e-03
  1.54437862e+02 -1.43385778e+02  4.88783597e-01  1.54934308e+02
 -1.43861711e+02 -1.14299880e-02  1.54437536e+02 -1.43391246e+02
  5.17832731e-01  1.54940952e+02 -1.43883046e+02  1.29179578e-02
  1.54445800e+02 -1.43365083e+02  4.87811182e-01  1.54936820e+02
 -1.43877058e+02  3.63434389e-03  1.54446631e+02 -1.43376197e+02
  4.95750154e-01  1.54943346e+02 -1.43885384e+02 -2.41691165e-03
  1.54446772e+02 -1.43358526e+02  5.07924882e-01  1.54945015e+02
 -1.43862385e+02 -1.75229046e-02  1.54447720e+02 -1.43405984e+02
  4.89142048e-01  1.54935546e+02 -1.43879652e+02  4.34525049e-03
  1.54442929e+02 -1.43362127e+02  4.93630785e-01  1.54932113e+02
 -1.43890179e+02  6.75840032e-03  1.54434930e+02 -1.43385567e+02
  5.00222056e-01  1.54926064e+02 -1.43882391e+02  3.51063760e-03
  1.54436007e+02 -1.43406823e+02  4.95741915e-01  1.54926093e+02
 -1.43872307e+02  7.03697571e-03  1.54434491e+02 -1.43410111e+02
  4.82763746e-01  1.54940776e+02]
Niter:  4 row:  158 ngroup:  26 nlines:  6720 gd:  6145
[ 1.20509805e-10 -1.03140794e-05 -2.82904974e-01  1.61508057e+04
 -1.43862602e+02  5.69733390e-03  1.54430792e+02 -1.43378514e+02
  4.91829890e-01  1.54951578e+02 -1.43899694e+02 -2.77885760e-04
  1.54429394e+02 -1.43359648e+02  5.01289058e-01  1.54929135e+02
 -1.43896381e+02  1.16008330e-02  1.54446648e+02 -1.43394352e+02
  4.97124731e-01  1.54929153e+02 -1.43868530e+02  2.18874784e-03
  1.54437862e+02 -1.43385778e+02  4.88783597e-01  1.54934308e+02
 -1.43861711e+02 -1.14299880e-02  1.54437536e+02 -1.43391246e+02
  5.17832731e-01  1.54940952e+02 -1.43883046e+02  1.29179578e-02
  1.54445800e+02 -1.43365083e+02  4.87811182e-01  1.54936820e+02
 -1.43877058e+02  3.63434389e-03  1.54446631e+02 -1.43376197e+02
  4.95750154e-01  1.54943346e+02 -1.43885384e+02 -2.41691165e-03
  1.54446772e+02 -1.43358526e+02  5.07924882e-01  1.54945015e+02
 -1.43862385e+02 -1.75229046e-02  1.54447720e+02 -1.43405984e+02
  4.89142048e-01  1.54935546e+02 -1.43879652e+02  4.34525049e-03
  1.54442929e+02 -1.43362127e+02  4.93630785e-01  1.54932113e+02
 -1.43890179e+02  6.75840032e-03  1.54434930e+02 -1.43385567e+02
  5.00222056e-01  1.54926064e+02 -1.43882391e+02  3.51063760e-03
  1.54436007e+02 -1.43406823e+02  4.95741915e-01  1.54926093e+02
 -1.43872307e+02  7.03697571e-03  1.54434491e+02 -1.43410111e+02
  4.82763746e-01  1.54940776e+02]
res:  6145 -0.0007328242199946544 0.01442560371106083 0.02328222413575313
[ 1.20509793e-10 -1.03140804e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
Niter:  5 row:  158 ngroup:  26 nlines:  6720 gd:  6146
[ 1.20509793e-10 -1.03140804e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
res:  6146 -0.0007267566406881087 0.014386376107722754 0.023293576856083915
[ 1.20499853e-10 -1.03140804e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
Niter:  6 row:  158 ngroup:  26 nlines:  6720 gd:  6146
[ 1.20499853e-10 -1.03140804e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
res:  6146 -0.0006629272165810107 0.014419722549973812 0.023293311599230905
[ 1.20508382e-10 -1.03140946e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
Saving figure to  wave_resid_43670005_fiber158.png
Final values:
res:  -0.0006629272165810107 0.023293311599230905
pars:  [ 1.20508382e-10 -1.03140946e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
158 [ 1.20508382e-10 -1.03140946e-05 -2.82905003e-01  1.61508073e+04
 -1.43854843e+02  1.13882727e-02  1.54434780e+02 -1.43370747e+02
  4.97544839e-01  1.54955584e+02 -1.43901587e+02  5.40454896e-03
  1.54433385e+02 -1.43351882e+02  5.06985856e-01  1.54933130e+02
 -1.43888629e+02  1.72757057e-02  1.54450660e+02 -1.43386555e+02
  4.96621823e-01  1.54933164e+02 -1.43860785e+02  7.88073374e-03
  1.54441845e+02 -1.43378031e+02  4.94476019e-01  1.54940093e+02
 -1.43853930e+02 -5.73383569e-03  1.54441505e+02 -1.43383493e+02
  5.23563610e-01  1.54944954e+02 -1.43875236e+02  1.54518510e-02
  1.54449804e+02 -1.43357362e+02  4.93523244e-01  1.54940799e+02
 -1.43869334e+02  9.32069258e-03  1.54450631e+02 -1.43368434e+02
  5.01415916e-01  1.54947342e+02 -1.43877692e+02  3.27521760e-03
  1.54450761e+02 -1.43350797e+02  5.10567252e-01  1.54949028e+02
 -1.43854657e+02 -1.18327507e-02  1.54451703e+02 -1.43393257e+02
  4.91783675e-01  1.54939525e+02 -1.43871943e+02  1.00417397e-02
  1.54446910e+02 -1.43354342e+02  4.96522338e-01  1.54936130e+02
 -1.43882466e+02  1.24677955e-02  1.54438900e+02 -1.43377784e+02
  4.99742060e-01  1.54930070e+02 -1.43874677e+02  9.18662961e-03
  1.54439980e+02 -1.43399069e+02  5.01436996e-01  1.54930090e+02
 -1.43864585e+02  1.27304600e-02  1.54438480e+02 -1.43402336e+02
  4.88444652e-01  1.54944762e+02]
--- Row 160/300 row=159 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  159
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=159 ---
Niter:  0 row:  159 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.00012140313265263103 0.01350136034670868 0.03261649160666943
[ 1.20667483e-10 -1.03135721e-05 -2.82906216e-01  1.61508063e+04
 -1.43886524e+02 -9.94999999e-08  1.54435058e+02]
Niter:  1 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20667483e-10 -1.03135721e-05 -2.82906216e-01  1.61508063e+04
 -1.43886524e+02 -9.94999999e-08  1.54435058e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Niter:  2 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Niter:  3 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Niter:  4 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Niter:  5 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Niter:  6 row:  159 ngroup:  1 nlines:  251 gd:  234
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
res:  234 -0.0018041549919871613 0.013326565907846089 0.023494530832073427
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
Final values:
res:  -0.0018041549919871613 0.023494530832073427
pars:  [ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
159 [ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02]
elapsed: 2.9 sec.
Niter:  0 row:  159 ngroup:  26 nlines:  6501 gd:  6501
[ 1.20561925e-10 -1.03136795e-05 -2.82906021e-01  1.61508103e+04
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02 -1.43873718e+02 -9.95000285e-08
  1.54440595e+02 -1.43873718e+02 -9.95000285e-08  1.54440595e+02
 -1.43873718e+02 -9.95000285e-08  1.54440595e+02 -1.43873718e+02
 -9.95000285e-08  1.54440595e+02]
res:  6501 -0.00022419657398131676 0.014311313349026022 0.03427602105742953
[ 1.20561937e-10 -1.03136785e-05 -2.82906049e-01  1.61508119e+04
 -1.43862096e+02  1.97193459e-02  1.54447313e+02 -1.43355517e+02
  5.00960763e-01  1.54922265e+02 -1.43858849e+02  8.20680588e-03
  1.54424482e+02 -1.43388083e+02  5.13362011e-01  1.54932376e+02
 -1.43863711e+02  4.08835230e-02  1.54441516e+02 -1.43373784e+02
  5.07656230e-01  1.54939545e+02 -1.43859570e+02  2.11788547e-02
  1.54428663e+02 -1.43362992e+02  4.89151187e-01  1.54928317e+02
 -1.43860881e+02  1.88889439e-02  1.54434230e+02 -1.43357301e+02
  4.94169761e-01  1.54929440e+02 -1.43879194e+02  3.56128930e-02
  1.54448612e+02 -1.43392863e+02  4.90672637e-01  1.54929815e+02
 -1.43863006e+02  9.41628832e-03  1.54430527e+02 -1.43368844e+02
  4.98119448e-01  1.54936472e+02 -1.43854477e+02  5.99142369e-03
  1.54442304e+02 -1.43367121e+02  5.32347027e-01  1.54934960e+02
 -1.43888402e+02  1.17406207e-02  1.54442570e+02 -1.43394081e+02
  4.99978176e-01  1.54927473e+02 -1.43866406e+02  6.97487011e-03
  1.54440036e+02 -1.43387129e+02  5.22416459e-01  1.54929606e+02
 -1.43865432e+02  1.64668167e-04  1.54424275e+02 -1.43345753e+02
  4.90802928e-01  1.54923849e+02 -1.43852531e+02  1.53782327e-02
  1.54426989e+02 -1.43376909e+02  4.88059500e-01  1.54924830e+02
 -1.43889693e+02  3.44113248e-03  1.54420818e+02 -1.43389995e+02
  4.91416231e-01  1.54922048e+02]
Niter:  1 row:  159 ngroup:  26 nlines:  6501 gd:  6000
[ 1.20561937e-10 -1.03136785e-05 -2.82906049e-01  1.61508119e+04
 -1.43862096e+02  1.97193459e-02  1.54447313e+02 -1.43355517e+02
  5.00960763e-01  1.54922265e+02 -1.43858849e+02  8.20680588e-03
  1.54424482e+02 -1.43388083e+02  5.13362011e-01  1.54932376e+02
 -1.43863711e+02  4.08835230e-02  1.54441516e+02 -1.43373784e+02
  5.07656230e-01  1.54939545e+02 -1.43859570e+02  2.11788547e-02
  1.54428663e+02 -1.43362992e+02  4.89151187e-01  1.54928317e+02
 -1.43860881e+02  1.88889439e-02  1.54434230e+02 -1.43357301e+02
  4.94169761e-01  1.54929440e+02 -1.43879194e+02  3.56128930e-02
  1.54448612e+02 -1.43392863e+02  4.90672637e-01  1.54929815e+02
 -1.43863006e+02  9.41628832e-03  1.54430527e+02 -1.43368844e+02
  4.98119448e-01  1.54936472e+02 -1.43854477e+02  5.99142369e-03
  1.54442304e+02 -1.43367121e+02  5.32347027e-01  1.54934960e+02
 -1.43888402e+02  1.17406207e-02  1.54442570e+02 -1.43394081e+02
  4.99978176e-01  1.54927473e+02 -1.43866406e+02  6.97487011e-03
  1.54440036e+02 -1.43387129e+02  5.22416459e-01  1.54929606e+02
 -1.43865432e+02  1.64668167e-04  1.54424275e+02 -1.43345753e+02
  4.90802928e-01  1.54923849e+02 -1.43852531e+02  1.53782327e-02
  1.54426989e+02 -1.43376909e+02  4.88059500e-01  1.54924830e+02
 -1.43889693e+02  3.44113248e-03  1.54420818e+02 -1.43389995e+02
  4.91416231e-01  1.54922048e+02]
res:  6000 -0.0006750219181412831 0.014356719164425158 0.023429256498910114
[ 1.20561925e-10 -1.03136795e-05 -2.82906077e-01  1.61508135e+04
 -1.43859752e+02  1.14088633e-02  1.54450077e+02 -1.43355256e+02
  4.94968365e-01  1.54931414e+02 -1.43840865e+02  5.67076690e-03
  1.54435585e+02 -1.43366094e+02  4.96799822e-01  1.54933075e+02
 -1.43855069e+02  3.22730839e-02  1.54444590e+02 -1.43362870e+02
  5.09205235e-01  1.54937878e+02 -1.43846871e+02  1.22084477e-02
  1.54433471e+02 -1.43351405e+02  4.79784910e-01  1.54933081e+02
 -1.43858277e+02  1.36622551e-02  1.54439293e+02 -1.43364925e+02
  5.01439394e-01  1.54938725e+02 -1.43858417e+02  3.19435173e-02
  1.54446032e+02 -1.43369311e+02  4.83694279e-01  1.54936519e+02
 -1.43845364e+02  1.27615075e-02  1.54434596e+02 -1.43379297e+02
  4.90488848e-01  1.54937752e+02 -1.43846364e+02  2.21602405e-02
  1.54448924e+02 -1.43371675e+02  5.19132583e-01  1.54942135e+02
 -1.43881188e+02  1.39029928e-02  1.54445460e+02 -1.43375723e+02
  4.96670276e-01  1.54933332e+02 -1.43862557e+02  1.08695108e-03
  1.54440660e+02 -1.43372523e+02  5.10906309e-01  1.54934387e+02
 -1.43853920e+02  1.47299016e-02  1.54426682e+02 -1.43340174e+02
  5.07650233e-01  1.54931347e+02 -1.43849310e+02  1.79805822e-02
  1.54430332e+02 -1.43375276e+02  5.00861038e-01  1.54931636e+02
 -1.43876928e+02  2.65263293e-04  1.54421742e+02 -1.43385304e+02
  4.84965728e-01  1.54927421e+02]
Niter:  2 row:  159 ngroup:  26 nlines:  6501 gd:  6000
[ 1.20561925e-10 -1.03136795e-05 -2.82906077e-01  1.61508135e+04
 -1.43859752e+02  1.14088633e-02  1.54450077e+02 -1.43355256e+02
  4.94968365e-01  1.54931414e+02 -1.43840865e+02  5.67076690e-03
  1.54435585e+02 -1.43366094e+02  4.96799822e-01  1.54933075e+02
 -1.43855069e+02  3.22730839e-02  1.54444590e+02 -1.43362870e+02
  5.09205235e-01  1.54937878e+02 -1.43846871e+02  1.22084477e-02
  1.54433471e+02 -1.43351405e+02  4.79784910e-01  1.54933081e+02
 -1.43858277e+02  1.36622551e-02  1.54439293e+02 -1.43364925e+02
  5.01439394e-01  1.54938725e+02 -1.43858417e+02  3.19435173e-02
  1.54446032e+02 -1.43369311e+02  4.83694279e-01  1.54936519e+02
 -1.43845364e+02  1.27615075e-02  1.54434596e+02 -1.43379297e+02
  4.90488848e-01  1.54937752e+02 -1.43846364e+02  2.21602405e-02
  1.54448924e+02 -1.43371675e+02  5.19132583e-01  1.54942135e+02
 -1.43881188e+02  1.39029928e-02  1.54445460e+02 -1.43375723e+02
  4.96670276e-01  1.54933332e+02 -1.43862557e+02  1.08695108e-03
  1.54440660e+02 -1.43372523e+02  5.10906309e-01  1.54934387e+02
 -1.43853920e+02  1.47299016e-02  1.54426682e+02 -1.43340174e+02
  5.07650233e-01  1.54931347e+02 -1.43849310e+02  1.79805822e-02
  1.54430332e+02 -1.43375276e+02  5.00861038e-01  1.54931636e+02
 -1.43876928e+02  2.65263293e-04  1.54421742e+02 -1.43385304e+02
  4.84965728e-01  1.54927421e+02]
res:  6000 -0.0006246871071198257 0.01438803459132032 0.023393098735685028
[ 1.20561913e-10 -1.03136806e-05 -2.82906106e-01  1.61508151e+04
 -1.43852788e+02  1.71101683e-02  1.54454801e+02 -1.43348294e+02
  4.91316219e-01  1.54938073e+02 -1.43829326e+02  1.13688502e-02
  1.54444221e+02 -1.43359150e+02  4.99581541e-01  1.54937806e+02
 -1.43848099e+02  3.79791449e-02  1.54449322e+02 -1.43355931e+02
  5.14924817e-01  1.54942607e+02 -1.43839918e+02  1.46461279e-02
  1.54438189e+02 -1.43344442e+02  4.82081359e-01  1.54937801e+02
 -1.43851308e+02  1.64799117e-02  1.54444019e+02 -1.43358000e+02
  5.07141332e-01  1.54947264e+02 -1.43851441e+02  3.42736124e-02
  1.54450758e+02 -1.43350844e+02  4.89392037e-01  1.54941243e+02
 -1.43833218e+02  1.84617143e-02  1.54439319e+02 -1.43372321e+02
  4.96183634e-01  1.54940474e+02 -1.43839386e+02  3.13449470e-02
  1.54453641e+02 -1.43364740e+02  5.18790664e-01  1.54946862e+02
 -1.43874234e+02  1.96015716e-02  1.54450188e+02 -1.43368784e+02
  4.91993559e-01  1.54938055e+02 -1.43855606e+02  3.44566363e-03
  1.54445390e+02 -1.43360675e+02  5.16603147e-01  1.54939109e+02
 -1.43846949e+02  2.68763364e-02  1.54431404e+02 -1.43333246e+02
  5.13345979e-01  1.54936074e+02 -1.43842324e+02  2.66949625e-02
  1.54435057e+02 -1.43368333e+02  5.06563551e-01  1.54936364e+02
 -1.43869966e+02  2.99173841e-03  1.54426469e+02 -1.43378351e+02
  4.87435397e-01  1.54934105e+02]
Niter:  3 row:  159 ngroup:  26 nlines:  6501 gd:  5996
[ 1.20561913e-10 -1.03136806e-05 -2.82906106e-01  1.61508151e+04
 -1.43852788e+02  1.71101683e-02  1.54454801e+02 -1.43348294e+02
  4.91316219e-01  1.54938073e+02 -1.43829326e+02  1.13688502e-02
  1.54444221e+02 -1.43359150e+02  4.99581541e-01  1.54937806e+02
 -1.43848099e+02  3.79791449e-02  1.54449322e+02 -1.43355931e+02
  5.14924817e-01  1.54942607e+02 -1.43839918e+02  1.46461279e-02
  1.54438189e+02 -1.43344442e+02  4.82081359e-01  1.54937801e+02
 -1.43851308e+02  1.64799117e-02  1.54444019e+02 -1.43358000e+02
  5.07141332e-01  1.54947264e+02 -1.43851441e+02  3.42736124e-02
  1.54450758e+02 -1.43350844e+02  4.89392037e-01  1.54941243e+02
 -1.43833218e+02  1.84617143e-02  1.54439319e+02 -1.43372321e+02
  4.96183634e-01  1.54940474e+02 -1.43839386e+02  3.13449470e-02
  1.54453641e+02 -1.43364740e+02  5.18790664e-01  1.54946862e+02
 -1.43874234e+02  1.96015716e-02  1.54450188e+02 -1.43368784e+02
  4.91993559e-01  1.54938055e+02 -1.43855606e+02  3.44566363e-03
  1.54445390e+02 -1.43360675e+02  5.16603147e-01  1.54939109e+02
 -1.43846949e+02  2.68763364e-02  1.54431404e+02 -1.43333246e+02
  5.13345979e-01  1.54936074e+02 -1.43842324e+02  2.66949625e-02
  1.54435057e+02 -1.43368333e+02  5.06563551e-01  1.54936364e+02
 -1.43869966e+02  2.99173841e-03  1.54426469e+02 -1.43378351e+02
  4.87435397e-01  1.54934105e+02]
res:  5996 -0.0004501380644796882 0.014415418523640255 0.023336373980312256
[ 1.20526093e-10 -1.03136806e-05 -2.82906106e-01  1.61508151e+04
 -1.43852788e+02  1.71101683e-02  1.54454801e+02 -1.43348294e+02
  4.91316219e-01  1.54938073e+02 -1.43829326e+02  1.13688502e-02
  1.54444221e+02 -1.43359150e+02  4.99581541e-01  1.54937806e+02
 -1.43848099e+02  3.79791449e-02  1.54449322e+02 -1.43355931e+02
  5.14924817e-01  1.54942607e+02 -1.43839918e+02  1.46461279e-02
  1.54438189e+02 -1.43344442e+02  4.82081359e-01  1.54937801e+02
 -1.43851308e+02  1.64799117e-02  1.54444019e+02 -1.43358000e+02
  5.07141332e-01  1.54947264e+02 -1.43851441e+02  3.42736124e-02
  1.54450758e+02 -1.43350844e+02  4.89392037e-01  1.54941243e+02
 -1.43833218e+02  1.84617143e-02  1.54439319e+02 -1.43372321e+02
  4.96183634e-01  1.54940474e+02 -1.43839386e+02  3.13449470e-02
  1.54453641e+02 -1.43364740e+02  5.18790664e-01  1.54946862e+02
 -1.43874234e+02  1.96015716e-02  1.54450188e+02 -1.43368784e+02
  4.91993559e-01  1.54938055e+02 -1.43855606e+02  3.44566363e-03
  1.54445390e+02 -1.43360675e+02  5.16603147e-01  1.54939109e+02
 -1.43846949e+02  2.68763364e-02  1.54431404e+02 -1.43333246e+02
  5.13345979e-01  1.54936074e+02 -1.43842324e+02  2.66949625e-02
  1.54435057e+02 -1.43368333e+02  5.06563551e-01  1.54936364e+02
 -1.43869966e+02  2.99173841e-03  1.54426469e+02 -1.43378351e+02
  4.87435397e-01  1.54934105e+02]
Niter:  4 row:  159 ngroup:  26 nlines:  6501 gd:  5996
[ 1.20526093e-10 -1.03136806e-05 -2.82906106e-01  1.61508151e+04
 -1.43852788e+02  1.71101683e-02  1.54454801e+02 -1.43348294e+02
  4.91316219e-01  1.54938073e+02 -1.43829326e+02  1.13688502e-02
  1.54444221e+02 -1.43359150e+02  4.99581541e-01  1.54937806e+02
 -1.43848099e+02  3.79791449e-02  1.54449322e+02 -1.43355931e+02
  5.14924817e-01  1.54942607e+02 -1.43839918e+02  1.46461279e-02
  1.54438189e+02 -1.43344442e+02  4.82081359e-01  1.54937801e+02
 -1.43851308e+02  1.64799117e-02  1.54444019e+02 -1.43358000e+02
  5.07141332e-01  1.54947264e+02 -1.43851441e+02  3.42736124e-02
  1.54450758e+02 -1.43350844e+02  4.89392037e-01  1.54941243e+02
 -1.43833218e+02  1.84617143e-02  1.54439319e+02 -1.43372321e+02
  4.96183634e-01  1.54940474e+02 -1.43839386e+02  3.13449470e-02
  1.54453641e+02 -1.43364740e+02  5.18790664e-01  1.54946862e+02
 -1.43874234e+02  1.96015716e-02  1.54450188e+02 -1.43368784e+02
  4.91993559e-01  1.54938055e+02 -1.43855606e+02  3.44566363e-03
  1.54445390e+02 -1.43360675e+02  5.16603147e-01  1.54939109e+02
 -1.43846949e+02  2.68763364e-02  1.54431404e+02 -1.43333246e+02
  5.13345979e-01  1.54936074e+02 -1.43842324e+02  2.66949625e-02
  1.54435057e+02 -1.43368333e+02  5.06563551e-01  1.54936364e+02
 -1.43869966e+02  2.99173841e-03  1.54426469e+02 -1.43378351e+02
  4.87435397e-01  1.54934105e+02]
res:  5996 -0.000574900746869389 0.014410840498385369 0.023330958864194024
[ 1.20526081e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
Niter:  5 row:  159 ngroup:  26 nlines:  6501 gd:  5998
[ 1.20526081e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
res:  5998 -0.0004022021748824045 0.014497112013486912 0.02335314857259377
[ 1.20499535e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
Niter:  6 row:  159 ngroup:  26 nlines:  6501 gd:  6001
[ 1.20499535e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
res:  6001 -0.0004091788923688 0.014492961505311541 0.023390837630944863
[ 1.20496982e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
Saving figure to  wave_resid_43670005_fiber159.png
Final values:
res:  -0.0004091788923688 0.023390837630944863
pars:  [ 1.20496982e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
159 [ 1.20496982e-10 -1.03136816e-05 -2.82906134e-01  1.61508167e+04
 -1.43844287e+02  2.28095264e-02  1.54458072e+02 -1.43339803e+02
  4.96998579e-01  1.54941353e+02 -1.43820774e+02  1.70641515e-02
  1.54447519e+02 -1.43350718e+02  5.05274438e-01  1.54941115e+02
 -1.43839579e+02  4.36791511e-02  1.54452642e+02 -1.43347524e+02
  5.20644461e-01  1.54945913e+02 -1.43831465e+02  2.03647282e-02
  1.54441429e+02 -1.43335964e+02  4.87765149e-01  1.54942928e+02
 -1.43842800e+02  1.90139027e-02  1.54447312e+02 -1.43349644e+02
  5.12836252e-01  1.54950534e+02 -1.43842904e+02  3.99460864e-02
  1.54454051e+02 -1.43336788e+02  4.95085080e-01  1.54944511e+02
 -1.43824676e+02  2.41687944e-02  1.54442584e+02 -1.43363791e+02
  5.01876542e-01  1.54945748e+02 -1.43830844e+02  3.70452907e-02
  1.54456877e+02 -1.43356378e+02  5.24496004e-01  1.54952012e+02
 -1.43865765e+02  2.52958359e-02  1.54453487e+02 -1.43360384e+02
  4.97671563e-01  1.54941322e+02 -1.43847152e+02  5.92649621e-03
  1.54448703e+02 -1.43352132e+02  5.22292409e-01  1.54942376e+02
 -1.43838424e+02  3.25664839e-02  1.54434667e+02 -1.43329445e+02
  5.19039942e-01  1.54939372e+02 -1.43833741e+02  3.24030708e-02
  1.54438348e+02 -1.43359910e+02  5.12256951e-01  1.54939663e+02
 -1.43861484e+02  8.68577379e-03  1.54429759e+02 -1.43369889e+02
  4.93136378e-01  1.54939278e+02]
--- Row 161/300 row=160 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  160
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=160 ---
Niter:  0 row:  160 ngroup:  1 nlines:  256 gd:  256
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  256 0.001086971025870298 0.015733237641143205 0.037721621102910705
[ 1.20840876e-10 -1.03136774e-05 -2.82909222e-01  1.61508294e+04
 -1.43797481e+02  9.54771869e-14  1.54420228e+02]
Niter:  1 row:  160 ngroup:  1 nlines:  256 gd:  237
[ 1.20840876e-10 -1.03136774e-05 -2.82909222e-01  1.61508294e+04
 -1.43797481e+02  9.54771869e-14  1.54420228e+02]
res:  237 4.21651748183649e-05 0.014934576159248536 0.02430066588978475
[ 1.20742568e-10 -1.03146543e-05 -2.82906737e-01  1.61508326e+04
 -1.43839833e+02  1.47863641e-11  1.54430156e+02]
Niter:  2 row:  160 ngroup:  1 nlines:  256 gd:  236
[ 1.20742568e-10 -1.03146543e-05 -2.82906737e-01  1.61508326e+04
 -1.43839833e+02  1.47863641e-11  1.54430156e+02]
res:  236 -0.00035459501214063494 0.015232473350806686 0.02393370252080424
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
Niter:  3 row:  160 ngroup:  1 nlines:  256 gd:  236
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
res:  236 -0.00035459501214063494 0.015232473350806686 0.02393370252080424
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
Niter:  4 row:  160 ngroup:  1 nlines:  256 gd:  236
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
res:  236 -0.00035459501214063494 0.015232473350806686 0.02393370252080424
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
Niter:  5 row:  160 ngroup:  1 nlines:  256 gd:  236
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
res:  236 -0.00035459501214063494 0.015232473350806686 0.02393370252080424
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
Niter:  6 row:  160 ngroup:  1 nlines:  256 gd:  236
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
res:  236 -0.00035459501214063494 0.015232473350806686 0.02393370252080424
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
Final values:
res:  -0.00035459501214063494 0.02393370252080424
pars:  [ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
160 [ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02]
elapsed: 2.9 sec.
Niter:  0 row:  160 ngroup:  26 nlines:  6701 gd:  6701
[ 1.20855474e-10 -1.03147071e-05 -2.82908356e-01  1.61508336e+04
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02 -1.43827718e+02  5.20442035e-11
  1.54425841e+02 -1.43827718e+02  5.20442035e-11  1.54425841e+02
 -1.43827718e+02  5.20442035e-11  1.54425841e+02 -1.43827718e+02
  5.20442035e-11  1.54425841e+02]
res:  6701 0.0002942907922260929 0.01531016404624097 0.03707171161312863
[ 1.20855486e-10 -1.03147061e-05 -2.82908385e-01  1.61508352e+04
 -1.43800197e+02  1.92886132e-02  1.54427744e+02 -1.43321110e+02
  5.24941520e-01  1.54934772e+02 -1.43861008e+02  2.23850395e-02
  1.54418340e+02 -1.43359810e+02  5.19080139e-01  1.54922821e+02
 -1.43841198e+02  2.79411738e-02  1.54436485e+02 -1.43329747e+02
  5.00029512e-01  1.54932759e+02 -1.43817491e+02  3.00032945e-02
  1.54425805e+02 -1.43329007e+02  5.17698928e-01  1.54920028e+02
 -1.43829717e+02  1.95317818e-02  1.54434867e+02 -1.43341629e+02
  4.93214810e-01  1.54927096e+02 -1.43813846e+02  1.30719732e-02
  1.54434560e+02 -1.43337634e+02  4.98835044e-01  1.54919299e+02
 -1.43854316e+02  2.86203306e-03  1.54430147e+02 -1.43347984e+02
  4.77332484e-01  1.54922838e+02 -1.43823037e+02  3.70046745e-02
  1.54434312e+02 -1.43328784e+02  4.94182459e-01  1.54941803e+02
 -1.43845730e+02  8.07028895e-03  1.54427991e+02 -1.43319876e+02
  5.20880394e-01  1.54926507e+02 -1.43845282e+02  7.21674847e-03
  1.54431979e+02 -1.43381656e+02  5.25913218e-01  1.54920287e+02
 -1.43849267e+02 -4.63582773e-04  1.54431353e+02 -1.43341479e+02
  5.05204099e-01  1.54922207e+02 -1.43856623e+02  1.98826041e-02
  1.54426854e+02 -1.43349236e+02  4.97755275e-01  1.54923346e+02
 -1.43845328e+02 -1.07254152e-02  1.54421271e+02 -1.43366970e+02
  4.95207079e-01  1.54924724e+02]
Niter:  1 row:  160 ngroup:  26 nlines:  6701 gd:  6146
[ 1.20855486e-10 -1.03147061e-05 -2.82908385e-01  1.61508352e+04
 -1.43800197e+02  1.92886132e-02  1.54427744e+02 -1.43321110e+02
  5.24941520e-01  1.54934772e+02 -1.43861008e+02  2.23850395e-02
  1.54418340e+02 -1.43359810e+02  5.19080139e-01  1.54922821e+02
 -1.43841198e+02  2.79411738e-02  1.54436485e+02 -1.43329747e+02
  5.00029512e-01  1.54932759e+02 -1.43817491e+02  3.00032945e-02
  1.54425805e+02 -1.43329007e+02  5.17698928e-01  1.54920028e+02
 -1.43829717e+02  1.95317818e-02  1.54434867e+02 -1.43341629e+02
  4.93214810e-01  1.54927096e+02 -1.43813846e+02  1.30719732e-02
  1.54434560e+02 -1.43337634e+02  4.98835044e-01  1.54919299e+02
 -1.43854316e+02  2.86203306e-03  1.54430147e+02 -1.43347984e+02
  4.77332484e-01  1.54922838e+02 -1.43823037e+02  3.70046745e-02
  1.54434312e+02 -1.43328784e+02  4.94182459e-01  1.54941803e+02
 -1.43845730e+02  8.07028895e-03  1.54427991e+02 -1.43319876e+02
  5.20880394e-01  1.54926507e+02 -1.43845282e+02  7.21674847e-03
  1.54431979e+02 -1.43381656e+02  5.25913218e-01  1.54920287e+02
 -1.43849267e+02 -4.63582773e-04  1.54431353e+02 -1.43341479e+02
  5.05204099e-01  1.54922207e+02 -1.43856623e+02  1.98826041e-02
  1.54426854e+02 -1.43349236e+02  4.97755275e-01  1.54923346e+02
 -1.43845328e+02 -1.07254152e-02  1.54421271e+02 -1.43366970e+02
  4.95207079e-01  1.54924724e+02]
res:  6146 -0.0003467315709713148 0.01528627035804675 0.02484359478803738
[ 1.20855474e-10 -1.03147050e-05 -2.82908413e-01  1.61508369e+04
 -1.43813695e+02  1.46636729e-02  1.54435378e+02 -1.43333753e+02
  5.07680086e-01  1.54938123e+02 -1.43854061e+02  1.69586915e-02
  1.54428162e+02 -1.43340847e+02  5.02736218e-01  1.54926521e+02
 -1.43836144e+02  2.23469682e-02  1.54441924e+02 -1.43330286e+02
  5.18636835e-01  1.54937534e+02 -1.43815206e+02  2.52202048e-02
  1.54431878e+02 -1.43328109e+02  5.18713370e-01  1.54921810e+02
 -1.43835423e+02  8.28237129e-03  1.54433561e+02 -1.43342128e+02
  4.87599701e-01  1.54928913e+02 -1.43815305e+02  9.62519633e-03
  1.54444253e+02 -1.43324764e+02  4.97905941e-01  1.54924013e+02
 -1.43831825e+02  2.86366892e-03  1.54433379e+02 -1.43347466e+02
  4.70192931e-01  1.54929965e+02 -1.43824203e+02  3.40948433e-02
  1.54444653e+02 -1.43329971e+02  4.97123580e-01  1.54943326e+02
 -1.43829944e+02  1.46001669e-02  1.54434608e+02 -1.43337856e+02
  5.31745445e-01  1.54925622e+02 -1.43844013e+02  7.17961344e-03
  1.54433331e+02 -1.43349749e+02  5.16460331e-01  1.54928681e+02
 -1.43842406e+02 -1.06619420e-02  1.54439536e+02 -1.43328919e+02
  4.84702980e-01  1.54928706e+02 -1.43840575e+02  9.20624327e-03
  1.54429012e+02 -1.43331396e+02  5.07817771e-01  1.54934975e+02
 -1.43836002e+02 -2.27729719e-03  1.54424040e+02 -1.43358038e+02
  4.89790279e-01  1.54922178e+02]
Niter:  2 row:  160 ngroup:  26 nlines:  6701 gd:  6131
[ 1.20855474e-10 -1.03147050e-05 -2.82908413e-01  1.61508369e+04
 -1.43813695e+02  1.46636729e-02  1.54435378e+02 -1.43333753e+02
  5.07680086e-01  1.54938123e+02 -1.43854061e+02  1.69586915e-02
  1.54428162e+02 -1.43340847e+02  5.02736218e-01  1.54926521e+02
 -1.43836144e+02  2.23469682e-02  1.54441924e+02 -1.43330286e+02
  5.18636835e-01  1.54937534e+02 -1.43815206e+02  2.52202048e-02
  1.54431878e+02 -1.43328109e+02  5.18713370e-01  1.54921810e+02
 -1.43835423e+02  8.28237129e-03  1.54433561e+02 -1.43342128e+02
  4.87599701e-01  1.54928913e+02 -1.43815305e+02  9.62519633e-03
  1.54444253e+02 -1.43324764e+02  4.97905941e-01  1.54924013e+02
 -1.43831825e+02  2.86366892e-03  1.54433379e+02 -1.43347466e+02
  4.70192931e-01  1.54929965e+02 -1.43824203e+02  3.40948433e-02
  1.54444653e+02 -1.43329971e+02  4.97123580e-01  1.54943326e+02
 -1.43829944e+02  1.46001669e-02  1.54434608e+02 -1.43337856e+02
  5.31745445e-01  1.54925622e+02 -1.43844013e+02  7.17961344e-03
  1.54433331e+02 -1.43349749e+02  5.16460331e-01  1.54928681e+02
 -1.43842406e+02 -1.06619420e-02  1.54439536e+02 -1.43328919e+02
  4.84702980e-01  1.54928706e+02 -1.43840575e+02  9.20624327e-03
  1.54429012e+02 -1.43331396e+02  5.07817771e-01  1.54934975e+02
 -1.43836002e+02 -2.27729719e-03  1.54424040e+02 -1.43358038e+02
  4.89790279e-01  1.54922178e+02]
res:  6131 -0.000420103939177352 0.015269780524249654 0.02459294706369512
[ 1.20855461e-10 -1.03147040e-05 -2.82908441e-01  1.61508385e+04
 -1.43806683e+02  1.70588058e-02  1.54440145e+02 -1.43338031e+02
  5.09572838e-01  1.54942877e+02 -1.43847057e+02  1.62396720e-02
  1.54434928e+02 -1.43328505e+02  5.01922671e-01  1.54931281e+02
 -1.43829135e+02  2.43484920e-02  1.54446689e+02 -1.43323273e+02
  5.27579427e-01  1.54944291e+02 -1.43808163e+02  2.78613660e-02
  1.54436637e+02 -1.43321097e+02  5.24420217e-01  1.54926570e+02
 -1.43828422e+02  6.77883548e-03  1.54438303e+02 -1.43346174e+02
  4.86514813e-01  1.54929648e+02 -1.43808298e+02  1.53094752e-02
  1.54449009e+02 -1.43317761e+02  5.03617342e-01  1.54928774e+02
 -1.43824819e+02  8.56518614e-03  1.54438132e+02 -1.43340480e+02
  4.66102659e-01  1.54936735e+02 -1.43817176e+02  3.97744485e-02
  1.54453347e+02 -1.43322985e+02  5.02806910e-01  1.54946235e+02
 -1.43822928e+02  2.03058511e-02  1.54439367e+02 -1.43330833e+02
  5.37454258e-01  1.54930386e+02 -1.43837008e+02  1.28653959e-02
  1.54438094e+02 -1.43336387e+02  5.19257757e-01  1.54933446e+02
 -1.43835420e+02 -7.91453391e-03  1.54448145e+02 -1.43321911e+02
  4.86983462e-01  1.54933461e+02 -1.43833570e+02  1.48880049e-02
  1.54433762e+02 -1.43319053e+02  5.13505318e-01  1.54939735e+02
 -1.43828981e+02  6.66856724e-03  1.54428791e+02 -1.43351027e+02
  4.81288598e-01  1.54926942e+02]
Niter:  3 row:  160 ngroup:  26 nlines:  6701 gd:  6132
[ 1.20855461e-10 -1.03147040e-05 -2.82908441e-01  1.61508385e+04
 -1.43806683e+02  1.70588058e-02  1.54440145e+02 -1.43338031e+02
  5.09572838e-01  1.54942877e+02 -1.43847057e+02  1.62396720e-02
  1.54434928e+02 -1.43328505e+02  5.01922671e-01  1.54931281e+02
 -1.43829135e+02  2.43484920e-02  1.54446689e+02 -1.43323273e+02
  5.27579427e-01  1.54944291e+02 -1.43808163e+02  2.78613660e-02
  1.54436637e+02 -1.43321097e+02  5.24420217e-01  1.54926570e+02
 -1.43828422e+02  6.77883548e-03  1.54438303e+02 -1.43346174e+02
  4.86514813e-01  1.54929648e+02 -1.43808298e+02  1.53094752e-02
  1.54449009e+02 -1.43317761e+02  5.03617342e-01  1.54928774e+02
 -1.43824819e+02  8.56518614e-03  1.54438132e+02 -1.43340480e+02
  4.66102659e-01  1.54936735e+02 -1.43817176e+02  3.97744485e-02
  1.54453347e+02 -1.43322985e+02  5.02806910e-01  1.54946235e+02
 -1.43822928e+02  2.03058511e-02  1.54439367e+02 -1.43330833e+02
  5.37454258e-01  1.54930386e+02 -1.43837008e+02  1.28653959e-02
  1.54438094e+02 -1.43336387e+02  5.19257757e-01  1.54933446e+02
 -1.43835420e+02 -7.91453391e-03  1.54448145e+02 -1.43321911e+02
  4.86983462e-01  1.54933461e+02 -1.43833570e+02  1.48880049e-02
  1.54433762e+02 -1.43319053e+02  5.13505318e-01  1.54939735e+02
 -1.43828981e+02  6.66856724e-03  1.54428791e+02 -1.43351027e+02
  4.81288598e-01  1.54926942e+02]
res:  6132 -0.0002641202700033318 0.015304442653359729 0.024572880546847094
[ 1.20954885e-10 -1.03146020e-05 -2.82911826e-01  1.61508369e+04
 -1.43785804e+02  1.05139541e-02  1.54418099e+02 -1.43318328e+02
  5.03490900e-01  1.54920787e+02 -1.43826318e+02  9.77405079e-03
  1.54412871e+02 -1.43307700e+02  4.95925540e-01  1.54909221e+02
 -1.43808180e+02  1.79846657e-02  1.54424618e+02 -1.43302392e+02
  5.22407672e-01  1.54922221e+02 -1.43786553e+02  2.14918099e-02
  1.54414567e+02 -1.43300158e+02  5.18296091e-01  1.54904501e+02
 -1.43807655e+02 -1.55489086e-03  1.54416195e+02 -1.43325018e+02
  4.80191793e-01  1.54907631e+02 -1.43787568e+02  8.89869709e-03
  1.54426966e+02 -1.43296819e+02  4.97690505e-01  1.54906724e+02
 -1.43804036e+02  2.35161657e-03  1.54416037e+02 -1.43320167e+02
  4.59601097e-01  1.54914703e+02 -1.43795910e+02  3.31092428e-02
  1.54431320e+02 -1.43302614e+02  4.96161917e-01  1.54924246e+02
 -1.43801880e+02  1.43289202e-02  1.54417296e+02 -1.43309690e+02
  5.31438476e-01  1.54908299e+02 -1.43816143e+02  6.40554232e-03
  1.54416023e+02 -1.43315095e+02  5.13631607e-01  1.54911392e+02
 -1.43814905e+02 -1.51874555e-02  1.54426098e+02 -1.43300990e+02
  4.81215539e-01  1.54911351e+02 -1.43812860e+02  8.26260203e-03
  1.54411636e+02 -1.43298448e+02  5.07063148e-01  1.54917684e+02
 -1.43807894e+02  1.27180386e-03  1.54406723e+02 -1.43330163e+02
  4.73829454e-01  1.54904928e+02]
Niter:  4 row:  160 ngroup:  26 nlines:  6701 gd:  6137
[ 1.20954885e-10 -1.03146020e-05 -2.82911826e-01  1.61508369e+04
 -1.43785804e+02  1.05139541e-02  1.54418099e+02 -1.43318328e+02
  5.03490900e-01  1.54920787e+02 -1.43826318e+02  9.77405079e-03
  1.54412871e+02 -1.43307700e+02  4.95925540e-01  1.54909221e+02
 -1.43808180e+02  1.79846657e-02  1.54424618e+02 -1.43302392e+02
  5.22407672e-01  1.54922221e+02 -1.43786553e+02  2.14918099e-02
  1.54414567e+02 -1.43300158e+02  5.18296091e-01  1.54904501e+02
 -1.43807655e+02 -1.55489086e-03  1.54416195e+02 -1.43325018e+02
  4.80191793e-01  1.54907631e+02 -1.43787568e+02  8.89869709e-03
  1.54426966e+02 -1.43296819e+02  4.97690505e-01  1.54906724e+02
 -1.43804036e+02  2.35161657e-03  1.54416037e+02 -1.43320167e+02
  4.59601097e-01  1.54914703e+02 -1.43795910e+02  3.31092428e-02
  1.54431320e+02 -1.43302614e+02  4.96161917e-01  1.54924246e+02
 -1.43801880e+02  1.43289202e-02  1.54417296e+02 -1.43309690e+02
  5.31438476e-01  1.54908299e+02 -1.43816143e+02  6.40554232e-03
  1.54416023e+02 -1.43315095e+02  5.13631607e-01  1.54911392e+02
 -1.43814905e+02 -1.51874555e-02  1.54426098e+02 -1.43300990e+02
  4.81215539e-01  1.54911351e+02 -1.43812860e+02  8.26260203e-03
  1.54411636e+02 -1.43298448e+02  5.07063148e-01  1.54917684e+02
 -1.43807894e+02  1.27180386e-03  1.54406723e+02 -1.43330163e+02
  4.73829454e-01  1.54904928e+02]
res:  6137 -0.0005332742912287358 0.015271538883098401 0.024627023634998267
[ 1.20954873e-10 -1.03146010e-05 -2.82911798e-01  1.61508383e+04
 -1.43781035e+02  1.31302683e-02  1.54422499e+02 -1.43317549e+02
  5.09101459e-01  1.54925126e+02 -1.43821513e+02  1.20178277e-02
  1.54417235e+02 -1.43302896e+02  5.01533850e-01  1.54913578e+02
 -1.43803515e+02  1.70976279e-02  1.54429023e+02 -1.43297551e+02
  5.27238058e-01  1.54926612e+02 -1.43781995e+02  2.71090466e-02
  1.54418928e+02 -1.43295403e+02  5.20573343e-01  1.54908872e+02
 -1.43802937e+02 -5.89654915e-04  1.54420475e+02 -1.43320453e+02
  4.82741752e-01  1.54912045e+02 -1.43782683e+02  1.45172375e-02
  1.54431306e+02 -1.43292218e+02  5.00192324e-01  1.54911081e+02
 -1.43799233e+02  7.96455635e-03  1.54422329e+02 -1.43315210e+02
  4.62887012e-01  1.54919100e+02 -1.43791255e+02  3.87544691e-02
  1.54435707e+02 -1.43297734e+02  5.01797246e-01  1.54928579e+02
 -1.43797209e+02  1.99264789e-02  1.54421669e+02 -1.43304979e+02
  5.37006674e-01  1.54912705e+02 -1.43811473e+02  9.00336257e-03
  1.54420436e+02 -1.43310591e+02  5.16159498e-01  1.54915795e+02
 -1.43810187e+02 -1.20718191e-02  1.54430455e+02 -1.43296323e+02
  4.86799457e-01  1.54915717e+02 -1.43808012e+02  1.09306634e-02
  1.54415970e+02 -1.43288278e+02  5.12681435e-01  1.54922039e+02
 -1.43797924e+02  2.90098572e-03  1.54411034e+02 -1.43319836e+02
  4.74366086e-01  1.54909288e+02]
Niter:  5 row:  160 ngroup:  26 nlines:  6701 gd:  6134
[ 1.20954873e-10 -1.03146010e-05 -2.82911798e-01  1.61508383e+04
 -1.43781035e+02  1.31302683e-02  1.54422499e+02 -1.43317549e+02
  5.09101459e-01  1.54925126e+02 -1.43821513e+02  1.20178277e-02
  1.54417235e+02 -1.43302896e+02  5.01533850e-01  1.54913578e+02
 -1.43803515e+02  1.70976279e-02  1.54429023e+02 -1.43297551e+02
  5.27238058e-01  1.54926612e+02 -1.43781995e+02  2.71090466e-02
  1.54418928e+02 -1.43295403e+02  5.20573343e-01  1.54908872e+02
 -1.43802937e+02 -5.89654915e-04  1.54420475e+02 -1.43320453e+02
  4.82741752e-01  1.54912045e+02 -1.43782683e+02  1.45172375e-02
  1.54431306e+02 -1.43292218e+02  5.00192324e-01  1.54911081e+02
 -1.43799233e+02  7.96455635e-03  1.54422329e+02 -1.43315210e+02
  4.62887012e-01  1.54919100e+02 -1.43791255e+02  3.87544691e-02
  1.54435707e+02 -1.43297734e+02  5.01797246e-01  1.54928579e+02
 -1.43797209e+02  1.99264789e-02  1.54421669e+02 -1.43304979e+02
  5.37006674e-01  1.54912705e+02 -1.43811473e+02  9.00336257e-03
  1.54420436e+02 -1.43310591e+02  5.16159498e-01  1.54915795e+02
 -1.43810187e+02 -1.20718191e-02  1.54430455e+02 -1.43296323e+02
  4.86799457e-01  1.54915717e+02 -1.43808012e+02  1.09306634e-02
  1.54415970e+02 -1.43288278e+02  5.12681435e-01  1.54922039e+02
 -1.43797924e+02  2.90098572e-03  1.54411034e+02 -1.43319836e+02
  4.74366086e-01  1.54909288e+02]
res:  6134 -0.00076190277832211 0.015187406224868027 0.02456392364503757
[ 1.20854635e-10 -1.03140972e-05 -2.82910708e-01  1.61508399e+04
 -1.43769852e+02  1.94761040e-02  1.54438898e+02 -1.43306413e+02
  5.15389511e-01  1.54941704e+02 -1.43810469e+02  1.84093656e-02
  1.54433719e+02 -1.43286733e+02  5.07773194e-01  1.54930070e+02
 -1.43792400e+02  2.34016396e-02  1.54447345e+02 -1.43286425e+02
  5.33477329e-01  1.54943083e+02 -1.43770417e+02  3.34423852e-02
  1.54435438e+02 -1.43284276e+02  5.26871323e-01  1.54925368e+02
 -1.43791909e+02  2.39838712e-03  1.54437196e+02 -1.43309215e+02
  4.89062839e-01  1.54928403e+02 -1.43776211e+02  2.08674495e-02
  1.54447848e+02 -1.43281246e+02  5.06449144e-01  1.54927565e+02
 -1.43788168e+02  1.42738244e-02  1.54438949e+02 -1.43304438e+02
  4.66171592e-01  1.54935518e+02 -1.43779956e+02  4.51502607e-02
  1.54452135e+02 -1.43286967e+02  5.08214612e-01  1.54945071e+02
 -1.43785980e+02  2.61960459e-02  1.54438174e+02 -1.43293701e+02
  5.43284363e-01  1.54929152e+02 -1.43800389e+02  1.53456058e-02
  1.54436893e+02 -1.43299319e+02  5.22367813e-01  1.54932226e+02
 -1.43799354e+02 -5.68290532e-03  1.54446949e+02 -1.43285219e+02
  4.93005120e-01  1.54932278e+02 -1.43796960e+02  1.73216238e-02
  1.54432596e+02 -1.43277281e+02  5.19034898e-01  1.54938539e+02
 -1.43786823e+02  9.16855135e-03  1.54427641e+02 -1.43308614e+02
  4.80589535e-01  1.54925730e+02]
Niter:  6 row:  160 ngroup:  26 nlines:  6701 gd:  6122
[ 1.20854635e-10 -1.03140972e-05 -2.82910708e-01  1.61508399e+04
 -1.43769852e+02  1.94761040e-02  1.54438898e+02 -1.43306413e+02
  5.15389511e-01  1.54941704e+02 -1.43810469e+02  1.84093656e-02
  1.54433719e+02 -1.43286733e+02  5.07773194e-01  1.54930070e+02
 -1.43792400e+02  2.34016396e-02  1.54447345e+02 -1.43286425e+02
  5.33477329e-01  1.54943083e+02 -1.43770417e+02  3.34423852e-02
  1.54435438e+02 -1.43284276e+02  5.26871323e-01  1.54925368e+02
 -1.43791909e+02  2.39838712e-03  1.54437196e+02 -1.43309215e+02
  4.89062839e-01  1.54928403e+02 -1.43776211e+02  2.08674495e-02
  1.54447848e+02 -1.43281246e+02  5.06449144e-01  1.54927565e+02
 -1.43788168e+02  1.42738244e-02  1.54438949e+02 -1.43304438e+02
  4.66171592e-01  1.54935518e+02 -1.43779956e+02  4.51502607e-02
  1.54452135e+02 -1.43286967e+02  5.08214612e-01  1.54945071e+02
 -1.43785980e+02  2.61960459e-02  1.54438174e+02 -1.43293701e+02
  5.43284363e-01  1.54929152e+02 -1.43800389e+02  1.53456058e-02
  1.54436893e+02 -1.43299319e+02  5.22367813e-01  1.54932226e+02
 -1.43799354e+02 -5.68290532e-03  1.54446949e+02 -1.43285219e+02
  4.93005120e-01  1.54932278e+02 -1.43796960e+02  1.73216238e-02
  1.54432596e+02 -1.43277281e+02  5.19034898e-01  1.54938539e+02
 -1.43786823e+02  9.16855135e-03  1.54427641e+02 -1.43308614e+02
  4.80589535e-01  1.54925730e+02]
res:  6122 -0.0007645352161489427 0.015189139339781832 0.024407290677706677
[ 1.20854958e-10 -1.03140972e-05 -2.82910708e-01  1.61508399e+04
 -1.43769852e+02  1.94761040e-02  1.54438898e+02 -1.43306413e+02
  5.15389511e-01  1.54941704e+02 -1.43810469e+02  1.84093656e-02
  1.54433719e+02 -1.43286733e+02  5.07773194e-01  1.54930070e+02
 -1.43792400e+02  2.34016396e-02  1.54447345e+02 -1.43286425e+02
  5.33477329e-01  1.54943083e+02 -1.43770417e+02  3.34423852e-02
  1.54435438e+02 -1.43284276e+02  5.26871323e-01  1.54925368e+02
 -1.43791909e+02  2.39838712e-03  1.54437196e+02 -1.43309215e+02
  4.89062839e-01  1.54928403e+02 -1.43776211e+02  2.08674495e-02
  1.54447848e+02 -1.43281246e+02  5.06449144e-01  1.54927565e+02
 -1.43788168e+02  1.42738244e-02  1.54438949e+02 -1.43304438e+02
  4.66171592e-01  1.54935518e+02 -1.43779956e+02  4.51502607e-02
  1.54452135e+02 -1.43286967e+02  5.08214612e-01  1.54945071e+02
 -1.43785980e+02  2.61960459e-02  1.54438174e+02 -1.43293701e+02
  5.43284363e-01  1.54929152e+02 -1.43800389e+02  1.53456058e-02
  1.54436893e+02 -1.43299319e+02  5.22367813e-01  1.54932226e+02
 -1.43799354e+02 -5.68290532e-03  1.54446949e+02 -1.43285219e+02
  4.93005120e-01  1.54932278e+02 -1.43796960e+02  1.73216238e-02
  1.54432596e+02 -1.43277281e+02  5.19034898e-01  1.54938539e+02
 -1.43786823e+02  9.16855135e-03  1.54427641e+02 -1.43308614e+02
  4.80589535e-01  1.54925730e+02]
Saving figure to  wave_resid_43670005_fiber160.png
Final values:
res:  -0.0007645352161489427 0.024407290677706677
pars:  [ 1.20854958e-10 -1.03140972e-05 -2.82910708e-01  1.61508399e+04
 -1.43769852e+02  1.94761040e-02  1.54438898e+02 -1.43306413e+02
  5.15389511e-01  1.54941704e+02 -1.43810469e+02  1.84093656e-02
  1.54433719e+02 -1.43286733e+02  5.07773194e-01  1.54930070e+02
 -1.43792400e+02  2.34016396e-02  1.54447345e+02 -1.43286425e+02
  5.33477329e-01  1.54943083e+02 -1.43770417e+02  3.34423852e-02
  1.54435438e+02 -1.43284276e+02  5.26871323e-01  1.54925368e+02
 -1.43791909e+02  2.39838712e-03  1.54437196e+02 -1.43309215e+02
  4.89062839e-01  1.54928403e+02 -1.43776211e+02  2.08674495e-02
  1.54447848e+02 -1.43281246e+02  5.06449144e-01  1.54927565e+02
 -1.43788168e+02  1.42738244e-02  1.54438949e+02 -1.43304438e+02
  4.66171592e-01  1.54935518e+02 -1.43779956e+02  4.51502607e-02
  1.54452135e+02 -1.43286967e+02  5.08214612e-01  1.54945071e+02
 -1.43785980e+02  2.61960459e-02  1.54438174e+02 -1.43293701e+02
  5.43284363e-01  1.54929152e+02 -1.43800389e+02  1.53456058e-02
  1.54436893e+02 -1.43299319e+02  5.22367813e-01  1.54932226e+02
 -1.43799354e+02 -5.68290532e-03  1.54446949e+02 -1.43285219e+02
  4.93005120e-01  1.54932278e+02 -1.43796960e+02  1.73216238e-02
  1.54432596e+02 -1.43277281e+02  5.19034898e-01  1.54938539e+02
 -1.43786823e+02  9.16855135e-03  1.54427641e+02 -1.43308614e+02
  4.80589535e-01  1.54925730e+02]
160 [ 1.20854958e-10 -1.03140972e-05 -2.82910708e-01  1.61508399e+04
 -1.43769852e+02  1.94761040e-02  1.54438898e+02 -1.43306413e+02
  5.15389511e-01  1.54941704e+02 -1.43810469e+02  1.84093656e-02
  1.54433719e+02 -1.43286733e+02  5.07773194e-01  1.54930070e+02
 -1.43792400e+02  2.34016396e-02  1.54447345e+02 -1.43286425e+02
  5.33477329e-01  1.54943083e+02 -1.43770417e+02  3.34423852e-02
  1.54435438e+02 -1.43284276e+02  5.26871323e-01  1.54925368e+02
 -1.43791909e+02  2.39838712e-03  1.54437196e+02 -1.43309215e+02
  4.89062839e-01  1.54928403e+02 -1.43776211e+02  2.08674495e-02
  1.54447848e+02 -1.43281246e+02  5.06449144e-01  1.54927565e+02
 -1.43788168e+02  1.42738244e-02  1.54438949e+02 -1.43304438e+02
  4.66171592e-01  1.54935518e+02 -1.43779956e+02  4.51502607e-02
  1.54452135e+02 -1.43286967e+02  5.08214612e-01  1.54945071e+02
 -1.43785980e+02  2.61960459e-02  1.54438174e+02 -1.43293701e+02
  5.43284363e-01  1.54929152e+02 -1.43800389e+02  1.53456058e-02
  1.54436893e+02 -1.43299319e+02  5.22367813e-01  1.54932226e+02
 -1.43799354e+02 -5.68290532e-03  1.54446949e+02 -1.43285219e+02
  4.93005120e-01  1.54932278e+02 -1.43796960e+02  1.73216238e-02
  1.54432596e+02 -1.43277281e+02  5.19034898e-01  1.54938539e+02
 -1.43786823e+02  9.16855135e-03  1.54427641e+02 -1.43308614e+02
  4.80589535e-01  1.54925730e+02]
--- Row 162/300 row=161 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  161
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=161 ---
Niter:  0 row:  161 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0006226164223335218 0.01372486999935063 0.03707781503053758
[ 1.20963122e-10 -1.03136158e-05 -2.82907237e-01  1.61508412e+04
 -1.43873045e+02  9.94999997e-08  1.54434110e+02]
Niter:  1 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20963122e-10 -1.03136158e-05 -2.82907237e-01  1.61508412e+04
 -1.43873045e+02  9.94999997e-08  1.54434110e+02]
res:  220 -0.00027978218713542446 0.01465551877845428 0.022715916051004818
[ 1.20615688e-10 -1.03141454e-05 -2.82905080e-01  1.61508476e+04
 -1.43854041e+02  9.95164080e-08  1.54448215e+02]
Niter:  2 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20615688e-10 -1.03141454e-05 -2.82905080e-01  1.61508476e+04
 -1.43854041e+02  9.95164080e-08  1.54448215e+02]
res:  220 -0.001784583473636303 0.014718987433298025 0.022470575426288324
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
Niter:  3 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
res:  220 -0.001784583473636303 0.014718987433298025 0.022470575426288324
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
Niter:  4 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
res:  220 -0.001784583473636303 0.014718987433298025 0.022470575426288324
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
Niter:  5 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
res:  220 -0.001784583473636303 0.014718987433298025 0.022470575426288324
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
Niter:  6 row:  161 ngroup:  1 nlines:  247 gd:  220
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
res:  220 -0.001784583473636303 0.014718987433298025 0.022470575426288324
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
Final values:
res:  -0.001784583473636303 0.022470575426288324
pars:  [ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
161 [ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02]
elapsed: 2.9 sec.
Niter:  0 row:  161 ngroup:  26 nlines:  6518 gd:  6518
[ 1.20431995e-10 -1.03139870e-05 -2.82902333e-01  1.61508504e+04
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02 -1.43859968e+02  9.94829493e-08
  1.54470635e+02 -1.43859968e+02  9.94829493e-08  1.54470635e+02
 -1.43859968e+02  9.94829493e-08  1.54470635e+02 -1.43859968e+02
  9.94829493e-08  1.54470635e+02]
res:  6518 -0.0002600490233817254 0.014572345125998254 0.03573595617769275
[ 1.20432008e-10 -1.03139860e-05 -2.82902361e-01  1.61508520e+04
 -1.43853475e+02  3.76537556e-02  1.54472741e+02 -1.43359108e+02
  5.11007753e-01  1.54974276e+02 -1.43856957e+02  2.80889005e-02
  1.54474386e+02 -1.43376128e+02  5.18312915e-01  1.54954797e+02
 -1.43834411e+02  3.65352854e-02  1.54472205e+02 -1.43348582e+02
  5.09250113e-01  1.54975746e+02 -1.43830832e+02  4.91112648e-02
  1.54473836e+02 -1.43356403e+02  5.28721063e-01  1.54967365e+02
 -1.43850946e+02  2.41186910e-02  1.54480169e+02 -1.43348781e+02
  5.13780625e-01  1.54972261e+02 -1.43847115e+02  3.57861964e-02
  1.54473473e+02 -1.43356829e+02  5.25880400e-01  1.54965681e+02
 -1.43872249e+02  2.87951480e-02  1.54474036e+02 -1.43360640e+02
  5.23179134e-01  1.54962018e+02 -1.43870994e+02  3.76276554e-02
  1.54492891e+02 -1.43343491e+02  5.32169322e-01  1.54972557e+02
 -1.43876020e+02  4.03633823e-02  1.54475268e+02 -1.43356274e+02
  5.22437036e-01  1.54981190e+02 -1.43835664e+02  4.44842385e-02
  1.54467580e+02 -1.43354274e+02  5.03405286e-01  1.54969712e+02
 -1.43866872e+02  4.19567481e-02  1.54468536e+02 -1.43368709e+02
  5.10070486e-01  1.54966820e+02 -1.43842114e+02  1.52871610e-02
  1.54470483e+02 -1.43374808e+02  4.98603433e-01  1.54965042e+02
 -1.43872864e+02  2.95319753e-02  1.54462719e+02 -1.43378227e+02
  5.04836667e-01  1.54963130e+02]
Niter:  1 row:  161 ngroup:  26 nlines:  6518 gd:  5978
[ 1.20432008e-10 -1.03139860e-05 -2.82902361e-01  1.61508520e+04
 -1.43853475e+02  3.76537556e-02  1.54472741e+02 -1.43359108e+02
  5.11007753e-01  1.54974276e+02 -1.43856957e+02  2.80889005e-02
  1.54474386e+02 -1.43376128e+02  5.18312915e-01  1.54954797e+02
 -1.43834411e+02  3.65352854e-02  1.54472205e+02 -1.43348582e+02
  5.09250113e-01  1.54975746e+02 -1.43830832e+02  4.91112648e-02
  1.54473836e+02 -1.43356403e+02  5.28721063e-01  1.54967365e+02
 -1.43850946e+02  2.41186910e-02  1.54480169e+02 -1.43348781e+02
  5.13780625e-01  1.54972261e+02 -1.43847115e+02  3.57861964e-02
  1.54473473e+02 -1.43356829e+02  5.25880400e-01  1.54965681e+02
 -1.43872249e+02  2.87951480e-02  1.54474036e+02 -1.43360640e+02
  5.23179134e-01  1.54962018e+02 -1.43870994e+02  3.76276554e-02
  1.54492891e+02 -1.43343491e+02  5.32169322e-01  1.54972557e+02
 -1.43876020e+02  4.03633823e-02  1.54475268e+02 -1.43356274e+02
  5.22437036e-01  1.54981190e+02 -1.43835664e+02  4.44842385e-02
  1.54467580e+02 -1.43354274e+02  5.03405286e-01  1.54969712e+02
 -1.43866872e+02  4.19567481e-02  1.54468536e+02 -1.43368709e+02
  5.10070486e-01  1.54966820e+02 -1.43842114e+02  1.52871610e-02
  1.54470483e+02 -1.43374808e+02  4.98603433e-01  1.54965042e+02
 -1.43872864e+02  2.95319753e-02  1.54462719e+02 -1.43378227e+02
  5.04836667e-01  1.54963130e+02]
res:  5978 -0.00018878651462728158 0.014617002896557096 0.02340033311378607
[ 1.20431995e-10 -1.03139870e-05 -2.82902389e-01  1.61508536e+04
 -1.43845963e+02  2.54947278e-02  1.54480117e+02 -1.43359409e+02
  5.13213730e-01  1.54979593e+02 -1.43850410e+02  2.72726949e-02
  1.54482408e+02 -1.43347776e+02  5.27351664e-01  1.54972349e+02
 -1.43824272e+02  4.27837081e-02  1.54475172e+02 -1.43352875e+02
  5.17707460e-01  1.54977741e+02 -1.43823633e+02  4.01875941e-02
  1.54481472e+02 -1.43347079e+02  5.25858907e-01  1.54975861e+02
 -1.43824001e+02  3.20714182e-02  1.54487538e+02 -1.43347833e+02
  5.19891084e-01  1.54972069e+02 -1.43844131e+02  3.34872876e-02
  1.54480189e+02 -1.43368815e+02  5.30334229e-01  1.54974654e+02
 -1.43855650e+02  3.29724857e-02  1.54478228e+02 -1.43367646e+02
  5.14097618e-01  1.54968129e+02 -1.43860674e+02  3.27016019e-02
  1.54497399e+02 -1.43344028e+02  5.15617707e-01  1.54978820e+02
 -1.43840308e+02  4.53621854e-02  1.54479530e+02 -1.43327630e+02
  5.14281759e-01  1.54982270e+02 -1.43829281e+02  3.01588955e-02
  1.54481503e+02 -1.43352286e+02  5.07485741e-01  1.54975983e+02
 -1.43854796e+02  3.62997225e-02  1.54475339e+02 -1.43366906e+02
  5.05859976e-01  1.54971937e+02 -1.43855901e+02  2.21129962e-02
  1.54480846e+02 -1.43364974e+02  5.12711846e-01  1.54963236e+02
 -1.43882010e+02  3.03634276e-02  1.54467677e+02 -1.43367444e+02
  5.02126759e-01  1.54970493e+02]
Niter:  2 row:  161 ngroup:  26 nlines:  6518 gd:  5973
[ 1.20431995e-10 -1.03139870e-05 -2.82902389e-01  1.61508536e+04
 -1.43845963e+02  2.54947278e-02  1.54480117e+02 -1.43359409e+02
  5.13213730e-01  1.54979593e+02 -1.43850410e+02  2.72726949e-02
  1.54482408e+02 -1.43347776e+02  5.27351664e-01  1.54972349e+02
 -1.43824272e+02  4.27837081e-02  1.54475172e+02 -1.43352875e+02
  5.17707460e-01  1.54977741e+02 -1.43823633e+02  4.01875941e-02
  1.54481472e+02 -1.43347079e+02  5.25858907e-01  1.54975861e+02
 -1.43824001e+02  3.20714182e-02  1.54487538e+02 -1.43347833e+02
  5.19891084e-01  1.54972069e+02 -1.43844131e+02  3.34872876e-02
  1.54480189e+02 -1.43368815e+02  5.30334229e-01  1.54974654e+02
 -1.43855650e+02  3.29724857e-02  1.54478228e+02 -1.43367646e+02
  5.14097618e-01  1.54968129e+02 -1.43860674e+02  3.27016019e-02
  1.54497399e+02 -1.43344028e+02  5.15617707e-01  1.54978820e+02
 -1.43840308e+02  4.53621854e-02  1.54479530e+02 -1.43327630e+02
  5.14281759e-01  1.54982270e+02 -1.43829281e+02  3.01588955e-02
  1.54481503e+02 -1.43352286e+02  5.07485741e-01  1.54975983e+02
 -1.43854796e+02  3.62997225e-02  1.54475339e+02 -1.43366906e+02
  5.05859976e-01  1.54971937e+02 -1.43855901e+02  2.21129962e-02
  1.54480846e+02 -1.43364974e+02  5.12711846e-01  1.54963236e+02
 -1.43882010e+02  3.03634276e-02  1.54467677e+02 -1.43367444e+02
  5.02126759e-01  1.54970493e+02]
res:  5973 -0.00017928899615071714 0.014599824646211346 0.02331350485617713
[ 1.20431983e-10 -1.03139880e-05 -2.82902418e-01  1.61508552e+04
 -1.43838979e+02  2.41509509e-02  1.54484840e+02 -1.43352454e+02
  5.15880829e-01  1.54984316e+02 -1.43848480e+02  3.29541461e-02
  1.54487134e+02 -1.43340803e+02  5.33032513e-01  1.54983206e+02
 -1.43817300e+02  4.84713536e-02  1.54479901e+02 -1.43345903e+02
  5.23398704e-01  1.54982461e+02 -1.43816668e+02  4.28764528e-02
  1.54486207e+02 -1.43340132e+02  5.28131923e-01  1.54982392e+02
 -1.43817006e+02  3.77634618e-02  1.54494175e+02 -1.43340854e+02
  5.25580985e-01  1.54976791e+02 -1.43837145e+02  3.91903268e-02
  1.54484912e+02 -1.43361830e+02  5.36029751e-01  1.54979376e+02
 -1.43848685e+02  3.86578159e-02  1.54482957e+02 -1.43365911e+02
  5.19796331e-01  1.54972857e+02 -1.43849118e+02  3.83995511e-02
  1.54502111e+02 -1.43337048e+02  5.21312914e-01  1.54983555e+02
 -1.43828220e+02  5.10564942e-02  1.54484261e+02 -1.43320653e+02
  5.19962357e-01  1.54986985e+02 -1.43822318e+02  3.58522586e-02
  1.54488129e+02 -1.43350148e+02  5.13162971e-01  1.54980704e+02
 -1.43847860e+02  4.19963591e-02  1.54482021e+02 -1.43359972e+02
  5.11554327e-01  1.54976662e+02 -1.43848943e+02  2.78185134e-02
  1.54485577e+02 -1.43358009e+02  5.24880543e-01  1.54967961e+02
 -1.43875080e+02  3.60593504e-02  1.54472400e+02 -1.43355295e+02
  5.04424022e-01  1.54975218e+02]
Niter:  3 row:  161 ngroup:  26 nlines:  6518 gd:  5972
[ 1.20431983e-10 -1.03139880e-05 -2.82902418e-01  1.61508552e+04
 -1.43838979e+02  2.41509509e-02  1.54484840e+02 -1.43352454e+02
  5.15880829e-01  1.54984316e+02 -1.43848480e+02  3.29541461e-02
  1.54487134e+02 -1.43340803e+02  5.33032513e-01  1.54983206e+02
 -1.43817300e+02  4.84713536e-02  1.54479901e+02 -1.43345903e+02
  5.23398704e-01  1.54982461e+02 -1.43816668e+02  4.28764528e-02
  1.54486207e+02 -1.43340132e+02  5.28131923e-01  1.54982392e+02
 -1.43817006e+02  3.77634618e-02  1.54494175e+02 -1.43340854e+02
  5.25580985e-01  1.54976791e+02 -1.43837145e+02  3.91903268e-02
  1.54484912e+02 -1.43361830e+02  5.36029751e-01  1.54979376e+02
 -1.43848685e+02  3.86578159e-02  1.54482957e+02 -1.43365911e+02
  5.19796331e-01  1.54972857e+02 -1.43849118e+02  3.83995511e-02
  1.54502111e+02 -1.43337048e+02  5.21312914e-01  1.54983555e+02
 -1.43828220e+02  5.10564942e-02  1.54484261e+02 -1.43320653e+02
  5.19962357e-01  1.54986985e+02 -1.43822318e+02  3.58522586e-02
  1.54488129e+02 -1.43350148e+02  5.13162971e-01  1.54980704e+02
 -1.43847860e+02  4.19963591e-02  1.54482021e+02 -1.43359972e+02
  5.11554327e-01  1.54976662e+02 -1.43848943e+02  2.78185134e-02
  1.54485577e+02 -1.43358009e+02  5.24880543e-01  1.54967961e+02
 -1.43875080e+02  3.60593504e-02  1.54472400e+02 -1.43355295e+02
  5.04424022e-01  1.54975218e+02]
res:  5972 -0.0001617447614989942 0.014554113528902235 0.02329706926453679
[ 1.20416654e-10 -1.03139880e-05 -2.82902418e-01  1.61508552e+04
 -1.43838979e+02  2.41509509e-02  1.54484840e+02 -1.43352454e+02
  5.15880829e-01  1.54984316e+02 -1.43848480e+02  3.29541461e-02
  1.54487134e+02 -1.43340803e+02  5.33032513e-01  1.54983206e+02
 -1.43817300e+02  4.84713536e-02  1.54479901e+02 -1.43345903e+02
  5.23398704e-01  1.54982461e+02 -1.43816668e+02  4.28764528e-02
  1.54486207e+02 -1.43340132e+02  5.28131923e-01  1.54982392e+02
 -1.43817006e+02  3.77634618e-02  1.54494175e+02 -1.43340854e+02
  5.25580985e-01  1.54976791e+02 -1.43837145e+02  3.91903268e-02
  1.54484912e+02 -1.43361830e+02  5.36029751e-01  1.54979376e+02
 -1.43848685e+02  3.86578159e-02  1.54482957e+02 -1.43365911e+02
  5.19796331e-01  1.54972857e+02 -1.43849118e+02  3.83995511e-02
  1.54502111e+02 -1.43337048e+02  5.21312914e-01  1.54983555e+02
 -1.43828220e+02  5.10564942e-02  1.54484261e+02 -1.43320653e+02
  5.19962357e-01  1.54986985e+02 -1.43822318e+02  3.58522586e-02
  1.54488129e+02 -1.43350148e+02  5.13162971e-01  1.54980704e+02
 -1.43847860e+02  4.19963591e-02  1.54482021e+02 -1.43359972e+02
  5.11554327e-01  1.54976662e+02 -1.43848943e+02  2.78185134e-02
  1.54485577e+02 -1.43358009e+02  5.24880543e-01  1.54967961e+02
 -1.43875080e+02  3.60593504e-02  1.54472400e+02 -1.43355295e+02
  5.04424022e-01  1.54975218e+02]
Niter:  4 row:  161 ngroup:  26 nlines:  6518 gd:  5972
[ 1.20416654e-10 -1.03139880e-05 -2.82902418e-01  1.61508552e+04
 -1.43838979e+02  2.41509509e-02  1.54484840e+02 -1.43352454e+02
  5.15880829e-01  1.54984316e+02 -1.43848480e+02  3.29541461e-02
  1.54487134e+02 -1.43340803e+02  5.33032513e-01  1.54983206e+02
 -1.43817300e+02  4.84713536e-02  1.54479901e+02 -1.43345903e+02
  5.23398704e-01  1.54982461e+02 -1.43816668e+02  4.28764528e-02
  1.54486207e+02 -1.43340132e+02  5.28131923e-01  1.54982392e+02
 -1.43817006e+02  3.77634618e-02  1.54494175e+02 -1.43340854e+02
  5.25580985e-01  1.54976791e+02 -1.43837145e+02  3.91903268e-02
  1.54484912e+02 -1.43361830e+02  5.36029751e-01  1.54979376e+02
 -1.43848685e+02  3.86578159e-02  1.54482957e+02 -1.43365911e+02
  5.19796331e-01  1.54972857e+02 -1.43849118e+02  3.83995511e-02
  1.54502111e+02 -1.43337048e+02  5.21312914e-01  1.54983555e+02
 -1.43828220e+02  5.10564942e-02  1.54484261e+02 -1.43320653e+02
  5.19962357e-01  1.54986985e+02 -1.43822318e+02  3.58522586e-02
  1.54488129e+02 -1.43350148e+02  5.13162971e-01  1.54980704e+02
 -1.43847860e+02  4.19963591e-02  1.54482021e+02 -1.43359972e+02
  5.11554327e-01  1.54976662e+02 -1.43848943e+02  2.78185134e-02
  1.54485577e+02 -1.43358009e+02  5.24880543e-01  1.54967961e+02
 -1.43875080e+02  3.60593504e-02  1.54472400e+02 -1.43355295e+02
  5.04424022e-01  1.54975218e+02]
res:  5972 -0.00014100078442425001 0.01456930745189311 0.023293765333823876
[ 1.20416642e-10 -1.03139891e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
Niter:  5 row:  161 ngroup:  26 nlines:  6518 gd:  5973
[ 1.20416642e-10 -1.03139891e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
res:  5973 -0.00012931456876685843 0.0145400956944286 0.023306360973658603
[ 1.20408423e-10 -1.03139891e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
Niter:  6 row:  161 ngroup:  26 nlines:  6518 gd:  5973
[ 1.20408423e-10 -1.03139891e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
res:  5973 -8.386581157537876e-05 0.014585032122340635 0.02330618790989484
[ 1.20414506e-10 -1.03140011e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
Saving figure to  wave_resid_43670005_fiber161.png
Final values:
res:  -8.386581157537876e-05 0.02330618790989484
pars:  [ 1.20414506e-10 -1.03140011e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
161 [ 1.20414506e-10 -1.03140011e-05 -2.82902446e-01  1.61508568e+04
 -1.43831316e+02  2.27362175e-02  1.54488942e+02 -1.43344857e+02
  5.21581675e-01  1.54990254e+02 -1.43840858e+02  3.86384700e-02
  1.54491246e+02 -1.43333168e+02  5.38713463e-01  1.54989276e+02
 -1.43809665e+02  5.41572457e-02  1.54484020e+02 -1.43338258e+02
  5.29083846e-01  1.54986552e+02 -1.43809051e+02  4.85639550e-02
  1.54490342e+02 -1.43332551e+02  5.30362462e-01  1.54986480e+02
 -1.43809323e+02  4.34585909e-02  1.54498256e+02 -1.43333202e+02
  5.31262751e-01  1.54980892e+02 -1.43829478e+02  4.48908707e-02
  1.54489015e+02 -1.43354166e+02  5.41717971e-01  1.54983473e+02
 -1.43841064e+02  4.43407314e-02  1.54487073e+02 -1.43358291e+02
  5.25495983e-01  1.54976970e+02 -1.43841494e+02  4.40916682e-02
  1.54506181e+02 -1.43329390e+02  5.27002225e-01  1.54987692e+02
 -1.43815059e+02  5.67495642e-02  1.54488386e+02 -1.43313005e+02
  5.25634969e-01  1.54991063e+02 -1.43814704e+02  4.15397456e-02
  1.54492235e+02 -1.43342523e+02  5.18835626e-01  1.54984796e+02
 -1.43840301e+02  4.76873566e-02  1.54486127e+02 -1.43352418e+02
  5.17244460e-01  1.54982668e+02 -1.43841335e+02  3.35260082e-02
  1.54489702e+02 -1.43350386e+02  5.30573402e-01  1.54972065e+02
 -1.43867531e+02  4.17593505e-02  1.54476500e+02 -1.43347670e+02
  5.10132741e-01  1.54979326e+02]
--- Row 163/300 row=162 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  162
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=162 ---
Niter:  0 row:  162 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 -0.0005380753755162004 0.013669808562553953 0.03308935889056394
[ 1.21004173e-10 -1.03139714e-05 -2.82908703e-01  1.61508631e+04
 -1.43833411e+02  9.94999995e-08  1.54441810e+02]
Niter:  1 row:  162 ngroup:  1 nlines:  257 gd:  234
[ 1.21004173e-10 -1.03139714e-05 -2.82908703e-01  1.61508631e+04
 -1.43833411e+02  9.94999995e-08  1.54441810e+02]
res:  234 -0.00020259979100956116 0.015006742632976966 0.022552447516464645
[ 1.20952785e-10 -1.03140696e-05 -2.82913083e-01  1.61508658e+04
 -1.43779019e+02  9.94943119e-08  1.54421053e+02]
Niter:  2 row:  162 ngroup:  1 nlines:  257 gd:  240
[ 1.20952785e-10 -1.03140696e-05 -2.82913083e-01  1.61508658e+04
 -1.43779019e+02  9.94943119e-08  1.54421053e+02]
res:  240 -0.0013446493594528874 0.014122184538791771 0.024319218172974468
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
Niter:  3 row:  162 ngroup:  1 nlines:  257 gd:  240
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
res:  240 -0.0013446493594528874 0.014122184538791771 0.024319218172974468
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
Niter:  4 row:  162 ngroup:  1 nlines:  257 gd:  240
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
res:  240 -0.0013446493594528874 0.014122184538791771 0.024319218172974468
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
Niter:  5 row:  162 ngroup:  1 nlines:  257 gd:  240
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
res:  240 -0.0013446493594528874 0.014122184538791771 0.024319218172974468
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
Niter:  6 row:  162 ngroup:  1 nlines:  257 gd:  240
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
res:  240 -0.0013446493594528874 0.014122184538791771 0.024319218172974468
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
Final values:
res:  -0.0013446493594528874 0.024319218172974468
pars:  [ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
162 [ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02]
elapsed: 2.9 sec.
Niter:  0 row:  162 ngroup:  26 nlines:  6687 gd:  6687
[ 1.20962133e-10 -1.03138864e-05 -2.82912483e-01  1.61508665e+04
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02 -1.43778212e+02  9.95087315e-08
  1.54425167e+02 -1.43778212e+02  9.95087315e-08  1.54425167e+02
 -1.43778212e+02  9.95087315e-08  1.54425167e+02 -1.43778212e+02
  9.95087315e-08  1.54425167e+02]
res:  6687 -0.0004479888593778014 0.01429424446359917 0.03508065825627764
[ 1.20962146e-10 -1.03138874e-05 -2.82912454e-01  1.61508648e+04
 -1.43792121e+02  6.28842974e-03  1.54420944e+02 -1.43302915e+02
  4.91465581e-01  1.54918825e+02 -1.43771071e+02  8.57415237e-03
  1.54424497e+02 -1.43290651e+02  5.09829496e-01  1.54913981e+02
 -1.43782105e+02  1.54158218e-02  1.54421117e+02 -1.43313658e+02
  5.13931760e-01  1.54922750e+02 -1.43802333e+02  2.39553525e-03
  1.54422956e+02 -1.43313078e+02  5.11944825e-01  1.54922779e+02
 -1.43790798e+02  1.62698699e-02  1.54430058e+02 -1.43292671e+02
  5.04282046e-01  1.54921974e+02 -1.43788037e+02  1.85067796e-02
  1.54427020e+02 -1.43310806e+02  5.23807009e-01  1.54916449e+02
 -1.43801650e+02  1.75983246e-03  1.54415212e+02 -1.43304651e+02
  4.82133704e-01  1.54910134e+02 -1.43817692e+02  1.95579368e-03
  1.54424180e+02 -1.43318296e+02  5.26995486e-01  1.54922840e+02
 -1.43797255e+02  1.10449312e-02  1.54429542e+02 -1.43304813e+02
  4.98483261e-01  1.54914531e+02 -1.43816158e+02  9.97600753e-03
  1.54420103e+02 -1.43316586e+02  4.95718230e-01  1.54919951e+02
 -1.43810016e+02 -7.27998527e-03  1.54424329e+02 -1.43313661e+02
  5.04119517e-01  1.54920352e+02 -1.43789668e+02 -9.02200305e-03
  1.54421053e+02 -1.43298365e+02  4.86488054e-01  1.54909974e+02
 -1.43813700e+02 -1.52743572e-02  1.54410428e+02 -1.43338945e+02
  5.09301523e-01  1.54904315e+02]
Niter:  1 row:  162 ngroup:  26 nlines:  6687 gd:  6134
[ 1.20962146e-10 -1.03138874e-05 -2.82912454e-01  1.61508648e+04
 -1.43792121e+02  6.28842974e-03  1.54420944e+02 -1.43302915e+02
  4.91465581e-01  1.54918825e+02 -1.43771071e+02  8.57415237e-03
  1.54424497e+02 -1.43290651e+02  5.09829496e-01  1.54913981e+02
 -1.43782105e+02  1.54158218e-02  1.54421117e+02 -1.43313658e+02
  5.13931760e-01  1.54922750e+02 -1.43802333e+02  2.39553525e-03
  1.54422956e+02 -1.43313078e+02  5.11944825e-01  1.54922779e+02
 -1.43790798e+02  1.62698699e-02  1.54430058e+02 -1.43292671e+02
  5.04282046e-01  1.54921974e+02 -1.43788037e+02  1.85067796e-02
  1.54427020e+02 -1.43310806e+02  5.23807009e-01  1.54916449e+02
 -1.43801650e+02  1.75983246e-03  1.54415212e+02 -1.43304651e+02
  4.82133704e-01  1.54910134e+02 -1.43817692e+02  1.95579368e-03
  1.54424180e+02 -1.43318296e+02  5.26995486e-01  1.54922840e+02
 -1.43797255e+02  1.10449312e-02  1.54429542e+02 -1.43304813e+02
  4.98483261e-01  1.54914531e+02 -1.43816158e+02  9.97600753e-03
  1.54420103e+02 -1.43316586e+02  4.95718230e-01  1.54919951e+02
 -1.43810016e+02 -7.27998527e-03  1.54424329e+02 -1.43313661e+02
  5.04119517e-01  1.54920352e+02 -1.43789668e+02 -9.02200305e-03
  1.54421053e+02 -1.43298365e+02  4.86488054e-01  1.54909974e+02
 -1.43813700e+02 -1.52743572e-02  1.54410428e+02 -1.43338945e+02
  5.09301523e-01  1.54904315e+02]
res:  6134 -0.0007630894670000998 0.014442076073464705 0.023462972164654605
[ 1.20962133e-10 -1.03138884e-05 -2.82912426e-01  1.61508632e+04
 -1.43792191e+02 -8.43029160e-03  1.54415650e+02 -1.43317157e+02
  4.86595976e-01  1.54915371e+02 -1.43808730e+02 -9.10463245e-03
  1.54411889e+02 -1.43297207e+02  4.99800923e-01  1.54917829e+02
 -1.43790281e+02 -1.18572933e-03  1.54416720e+02 -1.43312940e+02
  4.85639528e-01  1.54913418e+02 -1.43814878e+02 -7.29065673e-03
  1.54418406e+02 -1.43335067e+02  4.96976963e-01  1.54916091e+02
 -1.43789066e+02  4.20548068e-03  1.54426375e+02 -1.43301806e+02
  4.90090000e-01  1.54919278e+02 -1.43794501e+02 -8.27503193e-04
  1.54421994e+02 -1.43307493e+02  4.91831754e-01  1.54908849e+02
 -1.43817037e+02 -1.36625900e-02  1.54411270e+02 -1.43306192e+02
  4.74169542e-01  1.54912368e+02 -1.43820428e+02  3.34980966e-03
  1.54423979e+02 -1.43324841e+02  5.05456093e-01  1.54909034e+02
 -1.43804617e+02  2.90619192e-03  1.54423285e+02 -1.43304252e+02
  4.71226966e-01  1.54916813e+02 -1.43812271e+02 -4.64586191e-03
  1.54419323e+02 -1.43329990e+02  4.85656005e-01  1.54913100e+02
 -1.43816178e+02 -1.32748373e-02  1.54423379e+02 -1.43300205e+02
  4.94169494e-01  1.54916317e+02 -1.43804245e+02 -1.51568783e-02
  1.54415996e+02 -1.43317401e+02  4.64305819e-01  1.54907001e+02
 -1.43818036e+02 -1.62948045e-02  1.54410179e+02 -1.43328367e+02
  4.78475562e-01  1.54906631e+02]
Niter:  2 row:  162 ngroup:  26 nlines:  6687 gd:  6141
[ 1.20962133e-10 -1.03138884e-05 -2.82912426e-01  1.61508632e+04
 -1.43792191e+02 -8.43029160e-03  1.54415650e+02 -1.43317157e+02
  4.86595976e-01  1.54915371e+02 -1.43808730e+02 -9.10463245e-03
  1.54411889e+02 -1.43297207e+02  4.99800923e-01  1.54917829e+02
 -1.43790281e+02 -1.18572933e-03  1.54416720e+02 -1.43312940e+02
  4.85639528e-01  1.54913418e+02 -1.43814878e+02 -7.29065673e-03
  1.54418406e+02 -1.43335067e+02  4.96976963e-01  1.54916091e+02
 -1.43789066e+02  4.20548068e-03  1.54426375e+02 -1.43301806e+02
  4.90090000e-01  1.54919278e+02 -1.43794501e+02 -8.27503193e-04
  1.54421994e+02 -1.43307493e+02  4.91831754e-01  1.54908849e+02
 -1.43817037e+02 -1.36625900e-02  1.54411270e+02 -1.43306192e+02
  4.74169542e-01  1.54912368e+02 -1.43820428e+02  3.34980966e-03
  1.54423979e+02 -1.43324841e+02  5.05456093e-01  1.54909034e+02
 -1.43804617e+02  2.90619192e-03  1.54423285e+02 -1.43304252e+02
  4.71226966e-01  1.54916813e+02 -1.43812271e+02 -4.64586191e-03
  1.54419323e+02 -1.43329990e+02  4.85656005e-01  1.54913100e+02
 -1.43816178e+02 -1.32748373e-02  1.54423379e+02 -1.43300205e+02
  4.94169494e-01  1.54916317e+02 -1.43804245e+02 -1.51568783e-02
  1.54415996e+02 -1.43317401e+02  4.64305819e-01  1.54907001e+02
 -1.43818036e+02 -1.62948045e-02  1.54410179e+02 -1.43328367e+02
  4.78475562e-01  1.54906631e+02]
res:  6141 -0.0008010887140699197 0.014544836109052994 0.023518348458890868
[ 1.20962121e-10 -1.03138895e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094969e-01  1.54913069e+02
 -1.43797269e+02 -6.90034442e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385496e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83398001e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738507e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804635e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
Niter:  3 row:  162 ngroup:  26 nlines:  6687 gd:  6145
[ 1.20962121e-10 -1.03138895e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094969e-01  1.54913069e+02
 -1.43797269e+02 -6.90034442e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385496e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83398001e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738507e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804635e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
res:  6145 -0.0006976674103498226 0.014545454634571797 0.023567317441387497
[ 1.20949970e-10 -1.03138895e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094969e-01  1.54913069e+02
 -1.43797269e+02 -6.90034442e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385496e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83398001e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738507e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804635e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
Niter:  4 row:  162 ngroup:  26 nlines:  6687 gd:  6147
[ 1.20949970e-10 -1.03138895e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094969e-01  1.54913069e+02
 -1.43797269e+02 -6.90034442e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385496e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83398001e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738507e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804635e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
res:  6147 -0.0006931395091669401 0.01454542748433596 0.02359148364887908
[ 1.20949962e-10 -1.03138905e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094966e-01  1.54913069e+02
 -1.43797269e+02 -6.90034441e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385492e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83397998e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738543e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804601e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
Niter:  5 row:  162 ngroup:  26 nlines:  6687 gd:  6147
[ 1.20949962e-10 -1.03138905e-05 -2.82912398e-01  1.61508616e+04
 -1.43799180e+02 -1.71246055e-02  1.54410892e+02 -1.43324145e+02
  4.80896985e-01  1.54910603e+02 -1.43815696e+02 -2.06272447e-02
  1.54405203e+02 -1.43304186e+02  4.94094966e-01  1.54913069e+02
 -1.43797269e+02 -6.90034441e-03  1.54411954e+02 -1.43319922e+02
  4.79926551e-01  1.54906651e+02 -1.43821857e+02 -1.29845278e-02
  1.54413649e+02 -1.43342071e+02  4.91266137e-01  1.54911330e+02
 -1.43790939e+02 -1.47953577e-03  1.54421614e+02 -1.43308795e+02
  4.84385492e-01  1.54914512e+02 -1.43801489e+02 -6.53912685e-03
  1.54417233e+02 -1.43314489e+02  4.83397998e-01  1.54900364e+02
 -1.43824012e+02 -1.93562694e-02  1.54406512e+02 -1.43313214e+02
  4.68470793e-01  1.54909513e+02 -1.43827385e+02 -2.36070942e-03
  1.54419222e+02 -1.43331814e+02  4.88049178e-01  1.54904271e+02
 -1.43811600e+02 -2.79868659e-03  1.54418529e+02 -1.43306343e+02
  4.60196951e-01  1.54912053e+02 -1.43819250e+02 -1.34738543e-02
  1.54414557e+02 -1.43336957e+02  4.79957038e-01  1.54908340e+02
 -1.43823170e+02 -1.89804601e-02  1.54420360e+02 -1.43301764e+02
  4.88467285e-01  1.54911556e+02 -1.43811230e+02 -2.08695237e-02
  1.54411231e+02 -1.43329210e+02  4.52524236e-01  1.54904051e+02
 -1.43825031e+02 -2.20065552e-02  1.54405416e+02 -1.43325105e+02
  4.72778657e-01  1.54903699e+02]
res:  6147 -0.0007524445682065561 0.014546025347954128 0.02358734256097686
[ 1.20827701e-10 -1.03141495e-05 -2.82910128e-01  1.61508632e+04
 -1.43811693e+02 -1.14404223e-02  1.54421943e+02 -1.43336663e+02
  4.86588598e-01  1.54923798e+02 -1.43827996e+02 -1.48787376e-02
  1.54416275e+02 -1.43316607e+02  4.96554084e-01  1.54924128e+02
 -1.43809832e+02 -1.32493815e-03  1.54423093e+02 -1.43332366e+02
  4.85505201e-01  1.54917732e+02 -1.43834271e+02 -7.12088523e-03
  1.54424678e+02 -1.43354793e+02  4.96999932e-01  1.54922442e+02
 -1.43803622e+02  4.51479897e-03  1.54432681e+02 -1.43321317e+02
  4.86781455e-01  1.54925621e+02 -1.43814015e+02 -9.26502636e-04
  1.54428327e+02 -1.43327081e+02  4.85639708e-01  1.54911567e+02
 -1.43836393e+02 -1.34441783e-02  1.54417534e+02 -1.43326171e+02
  4.74219148e-01  1.54920835e+02 -1.43839622e+02  3.27754416e-03
  1.54430238e+02 -1.43344182e+02  4.93803648e-01  1.54915350e+02
 -1.43824033e+02  2.99006975e-03  1.54429530e+02 -1.43318936e+02
  4.65836881e-01  1.54923102e+02 -1.43831677e+02 -1.13520197e-02
  1.54425712e+02 -1.43349244e+02  4.85756271e-01  1.54919438e+02
 -1.43835725e+02 -9.74503072e-03  1.54431429e+02 -1.43314311e+02
  4.94267555e-01  1.54922618e+02 -1.43823710e+02 -1.52411579e-02
  1.54422387e+02 -1.43341746e+02  4.58393126e-01  1.54915241e+02
 -1.43837653e+02 -1.64558216e-02  1.54416486e+02 -1.43337756e+02
  4.78600459e-01  1.54914899e+02]
Niter:  6 row:  162 ngroup:  26 nlines:  6687 gd:  6151
[ 1.20827701e-10 -1.03141495e-05 -2.82910128e-01  1.61508632e+04
 -1.43811693e+02 -1.14404223e-02  1.54421943e+02 -1.43336663e+02
  4.86588598e-01  1.54923798e+02 -1.43827996e+02 -1.48787376e-02
  1.54416275e+02 -1.43316607e+02  4.96554084e-01  1.54924128e+02
 -1.43809832e+02 -1.32493815e-03  1.54423093e+02 -1.43332366e+02
  4.85505201e-01  1.54917732e+02 -1.43834271e+02 -7.12088523e-03
  1.54424678e+02 -1.43354793e+02  4.96999932e-01  1.54922442e+02
 -1.43803622e+02  4.51479897e-03  1.54432681e+02 -1.43321317e+02
  4.86781455e-01  1.54925621e+02 -1.43814015e+02 -9.26502636e-04
  1.54428327e+02 -1.43327081e+02  4.85639708e-01  1.54911567e+02
 -1.43836393e+02 -1.34441783e-02  1.54417534e+02 -1.43326171e+02
  4.74219148e-01  1.54920835e+02 -1.43839622e+02  3.27754416e-03
  1.54430238e+02 -1.43344182e+02  4.93803648e-01  1.54915350e+02
 -1.43824033e+02  2.99006975e-03  1.54429530e+02 -1.43318936e+02
  4.65836881e-01  1.54923102e+02 -1.43831677e+02 -1.13520197e-02
  1.54425712e+02 -1.43349244e+02  4.85756271e-01  1.54919438e+02
 -1.43835725e+02 -9.74503072e-03  1.54431429e+02 -1.43314311e+02
  4.94267555e-01  1.54922618e+02 -1.43823710e+02 -1.52411579e-02
  1.54422387e+02 -1.43341746e+02  4.58393126e-01  1.54915241e+02
 -1.43837653e+02 -1.64558216e-02  1.54416486e+02 -1.43337756e+02
  4.78600459e-01  1.54914899e+02]
res:  6151 -0.0007161226094467565 0.014569679773558164 0.02363679181182745
[ 1.20821964e-10 -1.03141495e-05 -2.82910128e-01  1.61508632e+04
 -1.43811693e+02 -1.14404223e-02  1.54421943e+02 -1.43336663e+02
  4.86588598e-01  1.54923798e+02 -1.43827996e+02 -1.48787376e-02
  1.54416275e+02 -1.43316607e+02  4.96554084e-01  1.54924128e+02
 -1.43809832e+02 -1.32493815e-03  1.54423093e+02 -1.43332366e+02
  4.85505201e-01  1.54917732e+02 -1.43834271e+02 -7.12088523e-03
  1.54424678e+02 -1.43354793e+02  4.96999932e-01  1.54922442e+02
 -1.43803622e+02  4.51479897e-03  1.54432681e+02 -1.43321317e+02
  4.86781455e-01  1.54925621e+02 -1.43814015e+02 -9.26502636e-04
  1.54428327e+02 -1.43327081e+02  4.85639708e-01  1.54911567e+02
 -1.43836393e+02 -1.34441783e-02  1.54417534e+02 -1.43326171e+02
  4.74219148e-01  1.54920835e+02 -1.43839622e+02  3.27754416e-03
  1.54430238e+02 -1.43344182e+02  4.93803648e-01  1.54915350e+02
 -1.43824033e+02  2.99006975e-03  1.54429530e+02 -1.43318936e+02
  4.65836881e-01  1.54923102e+02 -1.43831677e+02 -1.13520197e-02
  1.54425712e+02 -1.43349244e+02  4.85756271e-01  1.54919438e+02
 -1.43835725e+02 -9.74503072e-03  1.54431429e+02 -1.43314311e+02
  4.94267555e-01  1.54922618e+02 -1.43823710e+02 -1.52411579e-02
  1.54422387e+02 -1.43341746e+02  4.58393126e-01  1.54915241e+02
 -1.43837653e+02 -1.64558216e-02  1.54416486e+02 -1.43337756e+02
  4.78600459e-01  1.54914899e+02]
Saving figure to  wave_resid_43670005_fiber162.png
Final values:
res:  -0.0007161226094467565 0.02363679181182745
pars:  [ 1.20821964e-10 -1.03141495e-05 -2.82910128e-01  1.61508632e+04
 -1.43811693e+02 -1.14404223e-02  1.54421943e+02 -1.43336663e+02
  4.86588598e-01  1.54923798e+02 -1.43827996e+02 -1.48787376e-02
  1.54416275e+02 -1.43316607e+02  4.96554084e-01  1.54924128e+02
 -1.43809832e+02 -1.32493815e-03  1.54423093e+02 -1.43332366e+02
  4.85505201e-01  1.54917732e+02 -1.43834271e+02 -7.12088523e-03
  1.54424678e+02 -1.43354793e+02  4.96999932e-01  1.54922442e+02
 -1.43803622e+02  4.51479897e-03  1.54432681e+02 -1.43321317e+02
  4.86781455e-01  1.54925621e+02 -1.43814015e+02 -9.26502636e-04
  1.54428327e+02 -1.43327081e+02  4.85639708e-01  1.54911567e+02
 -1.43836393e+02 -1.34441783e-02  1.54417534e+02 -1.43326171e+02
  4.74219148e-01  1.54920835e+02 -1.43839622e+02  3.27754416e-03
  1.54430238e+02 -1.43344182e+02  4.93803648e-01  1.54915350e+02
 -1.43824033e+02  2.99006975e-03  1.54429530e+02 -1.43318936e+02
  4.65836881e-01  1.54923102e+02 -1.43831677e+02 -1.13520197e-02
  1.54425712e+02 -1.43349244e+02  4.85756271e-01  1.54919438e+02
 -1.43835725e+02 -9.74503072e-03  1.54431429e+02 -1.43314311e+02
  4.94267555e-01  1.54922618e+02 -1.43823710e+02 -1.52411579e-02
  1.54422387e+02 -1.43341746e+02  4.58393126e-01  1.54915241e+02
 -1.43837653e+02 -1.64558216e-02  1.54416486e+02 -1.43337756e+02
  4.78600459e-01  1.54914899e+02]
162 [ 1.20821964e-10 -1.03141495e-05 -2.82910128e-01  1.61508632e+04
 -1.43811693e+02 -1.14404223e-02  1.54421943e+02 -1.43336663e+02
  4.86588598e-01  1.54923798e+02 -1.43827996e+02 -1.48787376e-02
  1.54416275e+02 -1.43316607e+02  4.96554084e-01  1.54924128e+02
 -1.43809832e+02 -1.32493815e-03  1.54423093e+02 -1.43332366e+02
  4.85505201e-01  1.54917732e+02 -1.43834271e+02 -7.12088523e-03
  1.54424678e+02 -1.43354793e+02  4.96999932e-01  1.54922442e+02
 -1.43803622e+02  4.51479897e-03  1.54432681e+02 -1.43321317e+02
  4.86781455e-01  1.54925621e+02 -1.43814015e+02 -9.26502636e-04
  1.54428327e+02 -1.43327081e+02  4.85639708e-01  1.54911567e+02
 -1.43836393e+02 -1.34441783e-02  1.54417534e+02 -1.43326171e+02
  4.74219148e-01  1.54920835e+02 -1.43839622e+02  3.27754416e-03
  1.54430238e+02 -1.43344182e+02  4.93803648e-01  1.54915350e+02
 -1.43824033e+02  2.99006975e-03  1.54429530e+02 -1.43318936e+02
  4.65836881e-01  1.54923102e+02 -1.43831677e+02 -1.13520197e-02
  1.54425712e+02 -1.43349244e+02  4.85756271e-01  1.54919438e+02
 -1.43835725e+02 -9.74503072e-03  1.54431429e+02 -1.43314311e+02
  4.94267555e-01  1.54922618e+02 -1.43823710e+02 -1.52411579e-02
  1.54422387e+02 -1.43341746e+02  4.58393126e-01  1.54915241e+02
 -1.43837653e+02 -1.64558216e-02  1.54416486e+02 -1.43337756e+02
  4.78600459e-01  1.54914899e+02]
--- Row 164/300 row=163 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  163
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=163 ---
Niter:  0 row:  163 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 7.974706022650935e-06 0.015193045412161155 0.03220954577795605
[ 1.20117503e-10 -1.03150313e-05 -2.82898682e-01  1.61508469e+04
 -1.43944156e+02  9.95000008e-08  1.54420624e+02]
Niter:  1 row:  163 ngroup:  1 nlines:  243 gd:  233
[ 1.20117503e-10 -1.03150313e-05 -2.82898682e-01  1.61508469e+04
 -1.43944156e+02  9.95000008e-08  1.54420624e+02]
res:  233 -0.0002447465303703211 0.015163689882683684 0.0262712403165704
[ 1.19883226e-10 -1.03145932e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
Niter:  2 row:  163 ngroup:  1 nlines:  243 gd:  232
[ 1.19883226e-10 -1.03145932e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
res:  232 -0.0002458848357491661 0.015132423915929394 0.025883456635457627
[ 1.19893562e-10 -1.03145932e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
Niter:  3 row:  163 ngroup:  1 nlines:  243 gd:  232
[ 1.19893562e-10 -1.03145932e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
res:  232 -0.0002425053171464242 0.015176773098573904 0.025883977574025288
[ 1.19886846e-10 -1.03146047e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
Niter:  4 row:  163 ngroup:  1 nlines:  243 gd:  232
[ 1.19886846e-10 -1.03146047e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
res:  232 -0.00024344821576960385 0.015150874398386804 0.02588342400502456
[ 1.19895407e-10 -1.03146047e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
Niter:  5 row:  163 ngroup:  1 nlines:  243 gd:  232
[ 1.19895407e-10 -1.03146047e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
res:  232 -0.00023571936799271498 0.015187619446805911 0.02588383352504857
[ 1.19889842e-10 -1.03146142e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
Niter:  6 row:  163 ngroup:  1 nlines:  243 gd:  232
[ 1.19889842e-10 -1.03146142e-05 -2.82899309e-01  1.61508509e+04
 -1.43887572e+02  9.94793935e-08  1.54429075e+02]
res:  232 -0.0002792467348626815 0.015036251679703128 0.0258739115959757
[ 1.19825602e-10 -1.03144178e-05 -2.82899180e-01  1.61508509e+04
 -1.43877328e+02  9.90416008e-08  1.54430293e+02]
Final values:
res:  -0.0002792467348626815 0.0258739115959757
pars:  [ 1.19825602e-10 -1.03144178e-05 -2.82899180e-01  1.61508509e+04
 -1.43877328e+02  9.90416008e-08  1.54430293e+02]
163 [ 1.19825602e-10 -1.03144178e-05 -2.82899180e-01  1.61508509e+04
 -1.43877328e+02  9.90416008e-08  1.54430293e+02]
elapsed: 2.9 sec.
Niter:  0 row:  163 ngroup:  26 nlines:  6523 gd:  6523
[ 1.19825602e-10 -1.03144178e-05 -2.82899180e-01  1.61508509e+04
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02 -1.43877328e+02  9.90416008e-08
  1.54430293e+02 -1.43877328e+02  9.90416008e-08  1.54430293e+02
 -1.43877328e+02  9.90416008e-08  1.54430293e+02 -1.43877328e+02
  9.90416008e-08  1.54430293e+02]
res:  6523 -0.000302392809317098 0.014923325335985282 0.03500248735506699
[ 1.19825614e-10 -1.03144168e-05 -2.82899152e-01  1.61508493e+04
 -1.43907240e+02  9.07170745e-03  1.54422787e+02 -1.43376073e+02
  4.83661013e-01  1.54913452e+02 -1.43903653e+02 -9.34347083e-03
  1.54405795e+02 -1.43401463e+02  4.91987385e-01  1.54909417e+02
 -1.43913229e+02  1.51652309e-02  1.54416880e+02 -1.43405150e+02
  4.87802821e-01  1.54913332e+02 -1.43879852e+02 -5.97249985e-03
  1.54413934e+02 -1.43392279e+02  4.62953264e-01  1.54906389e+02
 -1.43879916e+02 -8.98077615e-03  1.54422658e+02 -1.43401702e+02
  4.74288036e-01  1.54910054e+02 -1.43896188e+02 -5.27269385e-03
  1.54415456e+02 -1.43404033e+02  4.80954280e-01  1.54914514e+02
 -1.43917788e+02  3.27178697e-03  1.54414253e+02 -1.43393694e+02
  4.92002494e-01  1.54904958e+02 -1.43908998e+02 -5.39409551e-04
  1.54426925e+02 -1.43414568e+02  4.54641067e-01  1.54925595e+02
 -1.43898183e+02 -1.42107941e-02  1.54422630e+02 -1.43395840e+02
  4.86732416e-01  1.54908010e+02 -1.43909117e+02 -9.42499820e-03
  1.54407021e+02 -1.43406055e+02  4.73222032e-01  1.54913663e+02
 -1.43904902e+02 -2.63822311e-02  1.54403323e+02 -1.43404717e+02
  5.02564423e-01  1.54905465e+02 -1.43911180e+02  6.98384849e-03
  1.54417181e+02 -1.43396588e+02  4.73141892e-01  1.54905007e+02
 -1.43925752e+02 -2.53937771e-02  1.54414287e+02 -1.43431134e+02
  4.78942803e-01  1.54910173e+02]
Niter:  1 row:  163 ngroup:  26 nlines:  6523 gd:  6064
[ 1.19825614e-10 -1.03144168e-05 -2.82899152e-01  1.61508493e+04
 -1.43907240e+02  9.07170745e-03  1.54422787e+02 -1.43376073e+02
  4.83661013e-01  1.54913452e+02 -1.43903653e+02 -9.34347083e-03
  1.54405795e+02 -1.43401463e+02  4.91987385e-01  1.54909417e+02
 -1.43913229e+02  1.51652309e-02  1.54416880e+02 -1.43405150e+02
  4.87802821e-01  1.54913332e+02 -1.43879852e+02 -5.97249985e-03
  1.54413934e+02 -1.43392279e+02  4.62953264e-01  1.54906389e+02
 -1.43879916e+02 -8.98077615e-03  1.54422658e+02 -1.43401702e+02
  4.74288036e-01  1.54910054e+02 -1.43896188e+02 -5.27269385e-03
  1.54415456e+02 -1.43404033e+02  4.80954280e-01  1.54914514e+02
 -1.43917788e+02  3.27178697e-03  1.54414253e+02 -1.43393694e+02
  4.92002494e-01  1.54904958e+02 -1.43908998e+02 -5.39409551e-04
  1.54426925e+02 -1.43414568e+02  4.54641067e-01  1.54925595e+02
 -1.43898183e+02 -1.42107941e-02  1.54422630e+02 -1.43395840e+02
  4.86732416e-01  1.54908010e+02 -1.43909117e+02 -9.42499820e-03
  1.54407021e+02 -1.43406055e+02  4.73222032e-01  1.54913663e+02
 -1.43904902e+02 -2.63822311e-02  1.54403323e+02 -1.43404717e+02
  5.02564423e-01  1.54905465e+02 -1.43911180e+02  6.98384849e-03
  1.54417181e+02 -1.43396588e+02  4.73141892e-01  1.54905007e+02
 -1.43925752e+02 -2.53937771e-02  1.54414287e+02 -1.43431134e+02
  4.78942803e-01  1.54910173e+02]
res:  6064 -0.0002601731521281181 0.014999891734987614 0.023944875774004438
[ 1.19825626e-10 -1.03144157e-05 -2.82899180e-01  1.61508509e+04
 -1.43877290e+02  1.52601048e-06  1.54430327e+02 -1.43378770e+02
  4.74611737e-01  1.54918229e+02 -1.43893310e+02 -2.76449873e-02
  1.54411540e+02 -1.43401599e+02  4.67701630e-01  1.54920162e+02
 -1.43899940e+02  1.86429039e-02  1.54429729e+02 -1.43393915e+02
  4.74178623e-01  1.54924845e+02 -1.43886592e+02 -2.15583266e-03
  1.54419917e+02 -1.43389749e+02  4.61929345e-01  1.54923293e+02
 -1.43866639e+02 -2.96507090e-02  1.54437244e+02 -1.43400139e+02
  4.75572325e-01  1.54919134e+02 -1.43889942e+02 -2.28638371e-02
  1.54427070e+02 -1.43388848e+02  4.76917062e-01  1.54918114e+02
 -1.43908847e+02 -1.18276299e-02  1.54420330e+02 -1.43394964e+02
  4.79140641e-01  1.54912838e+02 -1.43895470e+02 -1.82896803e-02
  1.54435600e+02 -1.43393631e+02  4.78017003e-01  1.54926693e+02
 -1.43883734e+02 -2.75525551e-02  1.54427685e+02 -1.43390036e+02
  4.88865639e-01  1.54916645e+02 -1.43909629e+02 -1.71717413e-02
  1.54419155e+02 -1.43400244e+02  4.59163504e-01  1.54922979e+02
 -1.43905120e+02 -3.68308313e-02  1.54417492e+02 -1.43410122e+02
  4.86995518e-01  1.54909210e+02 -1.43904314e+02 -1.65547891e-03
  1.54424402e+02 -1.43388400e+02  4.70771044e-01  1.54913597e+02
 -1.43896342e+02 -2.42604624e-02  1.54416635e+02 -1.43444146e+02
  4.55268020e-01  1.54910228e+02]
Niter:  2 row:  163 ngroup:  26 nlines:  6523 gd:  6058
[ 1.19825626e-10 -1.03144157e-05 -2.82899180e-01  1.61508509e+04
 -1.43877290e+02  1.52601048e-06  1.54430327e+02 -1.43378770e+02
  4.74611737e-01  1.54918229e+02 -1.43893310e+02 -2.76449873e-02
  1.54411540e+02 -1.43401599e+02  4.67701630e-01  1.54920162e+02
 -1.43899940e+02  1.86429039e-02  1.54429729e+02 -1.43393915e+02
  4.74178623e-01  1.54924845e+02 -1.43886592e+02 -2.15583266e-03
  1.54419917e+02 -1.43389749e+02  4.61929345e-01  1.54923293e+02
 -1.43866639e+02 -2.96507090e-02  1.54437244e+02 -1.43400139e+02
  4.75572325e-01  1.54919134e+02 -1.43889942e+02 -2.28638371e-02
  1.54427070e+02 -1.43388848e+02  4.76917062e-01  1.54918114e+02
 -1.43908847e+02 -1.18276299e-02  1.54420330e+02 -1.43394964e+02
  4.79140641e-01  1.54912838e+02 -1.43895470e+02 -1.82896803e-02
  1.54435600e+02 -1.43393631e+02  4.78017003e-01  1.54926693e+02
 -1.43883734e+02 -2.75525551e-02  1.54427685e+02 -1.43390036e+02
  4.88865639e-01  1.54916645e+02 -1.43909629e+02 -1.71717413e-02
  1.54419155e+02 -1.43400244e+02  4.59163504e-01  1.54922979e+02
 -1.43905120e+02 -3.68308313e-02  1.54417492e+02 -1.43410122e+02
  4.86995518e-01  1.54909210e+02 -1.43904314e+02 -1.65547891e-03
  1.54424402e+02 -1.43388400e+02  4.70771044e-01  1.54913597e+02
 -1.43896342e+02 -2.42604624e-02  1.54416635e+02 -1.43444146e+02
  4.55268020e-01  1.54910228e+02]
res:  6058 -0.0003352209459990263 0.015030713320811628 0.023799263781231518
[ 1.19825638e-10 -1.03144147e-05 -2.82899208e-01  1.61508525e+04
 -1.43870282e+02  5.70040826e-03  1.54435085e+02 -1.43377196e+02
  4.77143855e-01  1.54922983e+02 -1.43886328e+02 -2.84227972e-02
  1.54418320e+02 -1.43394598e+02  4.66415100e-01  1.54926889e+02
 -1.43892976e+02  2.12205867e-02  1.54438470e+02 -1.43386913e+02
  4.76560926e-01  1.54929612e+02 -1.43879618e+02 -3.22728736e-03
  1.54424671e+02 -1.43382748e+02  4.61066340e-01  1.54928062e+02
 -1.43859636e+02 -2.39532445e-02  1.54443921e+02 -1.43393179e+02
  4.81269372e-01  1.54923899e+02 -1.43882939e+02 -1.71642231e-02
  1.54431828e+02 -1.43381841e+02  4.70267111e-01  1.54922874e+02
 -1.43901850e+02 -1.61140842e-02  1.54425096e+02 -1.43387986e+02
  4.77927549e-01  1.54917601e+02 -1.43888474e+02 -2.30501636e-02
  1.54440358e+02 -1.43386635e+02  4.83701785e-01  1.54929568e+02
 -1.43876767e+02 -2.84376551e-02  1.54432448e+02 -1.43383053e+02
  4.94554260e-01  1.54923406e+02 -1.43902626e+02 -1.14990035e-02
  1.54423916e+02 -1.43393279e+02  4.64845022e-01  1.54927733e+02
 -1.43898136e+02 -3.11287548e-02  1.54424296e+02 -1.43408270e+02
  4.85669761e-01  1.54913962e+02 -1.43897306e+02  4.03394824e-03
  1.54429160e+02 -1.43381410e+02  4.70183877e-01  1.54918356e+02
 -1.43884245e+02 -1.85723932e-02  1.54421394e+02 -1.43437144e+02
  4.54779358e-01  1.54914983e+02]
Niter:  3 row:  163 ngroup:  26 nlines:  6523 gd:  6062
[ 1.19825638e-10 -1.03144147e-05 -2.82899208e-01  1.61508525e+04
 -1.43870282e+02  5.70040826e-03  1.54435085e+02 -1.43377196e+02
  4.77143855e-01  1.54922983e+02 -1.43886328e+02 -2.84227972e-02
  1.54418320e+02 -1.43394598e+02  4.66415100e-01  1.54926889e+02
 -1.43892976e+02  2.12205867e-02  1.54438470e+02 -1.43386913e+02
  4.76560926e-01  1.54929612e+02 -1.43879618e+02 -3.22728736e-03
  1.54424671e+02 -1.43382748e+02  4.61066340e-01  1.54928062e+02
 -1.43859636e+02 -2.39532445e-02  1.54443921e+02 -1.43393179e+02
  4.81269372e-01  1.54923899e+02 -1.43882939e+02 -1.71642231e-02
  1.54431828e+02 -1.43381841e+02  4.70267111e-01  1.54922874e+02
 -1.43901850e+02 -1.61140842e-02  1.54425096e+02 -1.43387986e+02
  4.77927549e-01  1.54917601e+02 -1.43888474e+02 -2.30501636e-02
  1.54440358e+02 -1.43386635e+02  4.83701785e-01  1.54929568e+02
 -1.43876767e+02 -2.84376551e-02  1.54432448e+02 -1.43383053e+02
  4.94554260e-01  1.54923406e+02 -1.43902626e+02 -1.14990035e-02
  1.54423916e+02 -1.43393279e+02  4.64845022e-01  1.54927733e+02
 -1.43898136e+02 -3.11287548e-02  1.54424296e+02 -1.43408270e+02
  4.85669761e-01  1.54913962e+02 -1.43897306e+02  4.03394824e-03
  1.54429160e+02 -1.43381410e+02  4.70183877e-01  1.54918356e+02
 -1.43884245e+02 -1.85723932e-02  1.54421394e+02 -1.43437144e+02
  4.54779358e-01  1.54914983e+02]
res:  6062 -0.0003329587598273065 0.014925902976756333 0.023826088814731975
[ 1.20422040e-10 -1.03143920e-05 -2.82909811e-01  1.61508509e+04
 -1.43802956e+02 -1.45266233e-03  1.54378831e+02 -1.43312307e+02
  4.70128406e-01  1.54866782e+02 -1.43820067e+02 -3.55718229e-02
  1.54361882e+02 -1.43326977e+02  4.60117967e-01  1.54870574e+02
 -1.43827248e+02  1.43927488e-02  1.54382145e+02 -1.43319734e+02
  4.69324402e-01  1.54873317e+02 -1.43813884e+02 -9.88175695e-03
  1.54368385e+02 -1.43315809e+02  4.54411281e-01  1.54871662e+02
 -1.43793062e+02 -3.09425854e-02  1.54387666e+02 -1.43327713e+02
  4.74219024e-01  1.54867586e+02 -1.43816175e+02 -2.39376756e-02
  1.54376064e+02 -1.43315104e+02  4.63900081e-01  1.54866575e+02
 -1.43835172e+02 -2.48854395e-02  1.54368842e+02 -1.43321757e+02
  4.69747399e-01  1.54861457e+02 -1.43821866e+02 -3.13274772e-02
  1.54384124e+02 -1.43319825e+02  4.75690854e-01  1.54873253e+02
 -1.43811208e+02 -3.49400816e-02  1.54376365e+02 -1.43316994e+02
  4.86743048e-01  1.54867143e+02 -1.43835907e+02 -2.04249472e-02
  1.54367693e+02 -1.43327314e+02  4.56460572e-01  1.54872012e+02
 -1.43831774e+02 -3.79827336e-02  1.54368172e+02 -1.43341538e+02
  4.77682756e-01  1.54857680e+02 -1.43830491e+02 -3.71780059e-03
  1.54372841e+02 -1.43314988e+02  4.62644916e-01  1.54862044e+02
 -1.43815657e+02 -2.67654324e-02  1.54365064e+02 -1.43370156e+02
  4.47386754e-01  1.54858652e+02]
Niter:  4 row:  163 ngroup:  26 nlines:  6523 gd:  6056
[ 1.20422040e-10 -1.03143920e-05 -2.82909811e-01  1.61508509e+04
 -1.43802956e+02 -1.45266233e-03  1.54378831e+02 -1.43312307e+02
  4.70128406e-01  1.54866782e+02 -1.43820067e+02 -3.55718229e-02
  1.54361882e+02 -1.43326977e+02  4.60117967e-01  1.54870574e+02
 -1.43827248e+02  1.43927488e-02  1.54382145e+02 -1.43319734e+02
  4.69324402e-01  1.54873317e+02 -1.43813884e+02 -9.88175695e-03
  1.54368385e+02 -1.43315809e+02  4.54411281e-01  1.54871662e+02
 -1.43793062e+02 -3.09425854e-02  1.54387666e+02 -1.43327713e+02
  4.74219024e-01  1.54867586e+02 -1.43816175e+02 -2.39376756e-02
  1.54376064e+02 -1.43315104e+02  4.63900081e-01  1.54866575e+02
 -1.43835172e+02 -2.48854395e-02  1.54368842e+02 -1.43321757e+02
  4.69747399e-01  1.54861457e+02 -1.43821866e+02 -3.13274772e-02
  1.54384124e+02 -1.43319825e+02  4.75690854e-01  1.54873253e+02
 -1.43811208e+02 -3.49400816e-02  1.54376365e+02 -1.43316994e+02
  4.86743048e-01  1.54867143e+02 -1.43835907e+02 -2.04249472e-02
  1.54367693e+02 -1.43327314e+02  4.56460572e-01  1.54872012e+02
 -1.43831774e+02 -3.79827336e-02  1.54368172e+02 -1.43341538e+02
  4.77682756e-01  1.54857680e+02 -1.43830491e+02 -3.71780059e-03
  1.54372841e+02 -1.43314988e+02  4.62644916e-01  1.54862044e+02
 -1.43815657e+02 -2.67654324e-02  1.54365064e+02 -1.43370156e+02
  4.47386754e-01  1.54858652e+02]
res:  6056 -9.844051601248793e-05 0.01473295150208287 0.023642864037704978
[ 1.20422052e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
Niter:  5 row:  163 ngroup:  26 nlines:  6523 gd:  6045
[ 1.20422052e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
res:  6045 -0.0005294579059409443 0.014709519275129423 0.02347754465744475
[ 1.20482150e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
Niter:  6 row:  163 ngroup:  26 nlines:  6523 gd:  6036
[ 1.20482150e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
res:  6036 -0.0005813309398945421 0.014733488813362783 0.023356838079628985
[ 1.20491102e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
Saving figure to  wave_resid_43670005_fiber163.png
Final values:
res:  -0.0005813309398945421 0.023356838079628985
pars:  [ 1.20491102e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
163 [ 1.20491102e-10 -1.03143910e-05 -2.82909782e-01  1.61508493e+04
 -1.43819177e+02 -1.33710893e-02  1.54377336e+02 -1.43326067e+02
  4.57988295e-01  1.54865256e+02 -1.43835889e+02 -3.67228207e-02
  1.54360448e+02 -1.43338049e+02  4.55310287e-01  1.54869041e+02
 -1.43842915e+02  9.18719598e-03  1.54380691e+02 -1.43335906e+02
  4.55931514e-01  1.54871829e+02 -1.43829351e+02 -1.51618645e-02
  1.54366876e+02 -1.43331810e+02  4.49386273e-01  1.54870138e+02
 -1.43798290e+02 -3.61903540e-02  1.54386188e+02 -1.43343204e+02
  4.63225997e-01  1.54865998e+02 -1.43831901e+02 -3.52715389e-02
  1.54375961e+02 -1.43325512e+02  4.61752173e-01  1.54865034e+02
 -1.43850987e+02 -2.88262785e-02  1.54367284e+02 -1.43332246e+02
  4.56120893e-01  1.54859888e+02 -1.43827102e+02 -3.64801553e-02
  1.54382549e+02 -1.43335778e+02  4.70492619e-01  1.54871710e+02
 -1.43826614e+02 -3.70115256e-02  1.54372769e+02 -1.43332545e+02
  4.81571684e-01  1.54863597e+02 -1.43851633e+02 -2.84033695e-02
  1.54366184e+02 -1.43332067e+02  4.51289029e-01  1.54869954e+02
 -1.43842171e+02 -3.98382489e-02  1.54366665e+02 -1.43346556e+02
  4.72493948e-01  1.54856205e+02 -1.43840909e+02 -1.20676808e-02
  1.54371279e+02 -1.43330741e+02  4.54000638e-01  1.54860475e+02
 -1.43828017e+02 -3.72304556e-02  1.54363598e+02 -1.43386166e+02
  4.39064228e-01  1.54855175e+02]
--- Row 165/300 row=164 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  164
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=164 ---
Niter:  0 row:  164 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 0.0005656752564391354 0.014234823676815722 0.03476235207638681
[ 1.20931100e-10 -1.03136750e-05 -2.82908316e-01  1.61508767e+04
 -1.43810125e+02  9.95000008e-08  1.54440203e+02]
Niter:  1 row:  164 ngroup:  1 nlines:  253 gd:  231
[ 1.20931100e-10 -1.03136750e-05 -2.82908316e-01  1.61508767e+04
 -1.43810125e+02  9.95000008e-08  1.54440203e+02]
res:  231 -0.0007511469775636215 0.014453225216129795 0.021557862481906477
[ 1.20559234e-10 -1.03140662e-05 -2.82907113e-01  1.61508803e+04
 -1.43793183e+02  9.94878129e-08  1.54435603e+02]
Niter:  2 row:  164 ngroup:  1 nlines:  253 gd:  234
[ 1.20559234e-10 -1.03140662e-05 -2.82907113e-01  1.61508803e+04
 -1.43793183e+02  9.94878129e-08  1.54435603e+02]
res:  234 -0.0001930137659655884 0.015740528820970212 0.022513442555711565
[ 1.20381551e-10 -1.03138462e-05 -2.82904930e-01  1.61508821e+04
 -1.43788072e+02  9.95344871e-08  1.54452241e+02]
Niter:  3 row:  164 ngroup:  1 nlines:  253 gd:  235
[ 1.20381551e-10 -1.03138462e-05 -2.82904930e-01  1.61508821e+04
 -1.43788072e+02  9.95344871e-08  1.54452241e+02]
res:  235 -0.0005679645128111588 0.015582435917167459 0.02284918217291835
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
Niter:  4 row:  164 ngroup:  1 nlines:  253 gd:  235
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
res:  235 -0.0005679645128111588 0.015582435917167459 0.02284918217291835
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
Niter:  5 row:  164 ngroup:  1 nlines:  253 gd:  235
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
res:  235 -0.0005679645128111588 0.015582435917167459 0.02284918217291835
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
Niter:  6 row:  164 ngroup:  1 nlines:  253 gd:  235
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
res:  235 -0.0005679645128111588 0.015582435917167459 0.02284918217291835
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
Final values:
res:  -0.0005679645128111588 0.02284918217291835
pars:  [ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
164 [ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02]
elapsed: 2.9 sec.
Niter:  0 row:  164 ngroup:  26 nlines:  6607 gd:  6607
[ 1.20546578e-10 -1.03138756e-05 -2.82907482e-01  1.61508831e+04
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02 -1.43769969e+02  9.96034525e-08
  1.54443977e+02 -1.43769969e+02  9.96034525e-08  1.54443977e+02
 -1.43769969e+02  9.96034525e-08  1.54443977e+02 -1.43769969e+02
  9.96034525e-08  1.54443977e+02]
res:  6607 0.00031211282112053595 0.014548507442668779 0.035518653468916264
[ 1.20546590e-10 -1.03138766e-05 -2.82907454e-01  1.61508814e+04
 -1.43785189e+02  1.63367017e-02  1.54441610e+02 -1.43298531e+02
  5.04331075e-01  1.54941415e+02 -1.43786794e+02  1.02021439e-02
  1.54439809e+02 -1.43263774e+02  5.10152244e-01  1.54936474e+02
 -1.43800127e+02  3.06330326e-02  1.54446771e+02 -1.43281791e+02
  5.17951735e-01  1.54928291e+02 -1.43805610e+02  3.15682514e-02
  1.54436184e+02 -1.43278731e+02  5.06238389e-01  1.54920788e+02
 -1.43778790e+02  9.68106273e-03  1.54430868e+02 -1.43254661e+02
  5.07770119e-01  1.54928980e+02 -1.43792600e+02  1.31664248e-02
  1.54430378e+02 -1.43275490e+02  5.00044864e-01  1.54929579e+02
 -1.43809548e+02  2.35917010e-02  1.54427526e+02 -1.43296417e+02
  5.26255774e-01  1.54929478e+02 -1.43803252e+02  3.88156066e-02
  1.54440530e+02 -1.43301470e+02  5.18818876e-01  1.54936450e+02
 -1.43792040e+02  5.19198979e-03  1.54426575e+02 -1.43291582e+02
  4.91795887e-01  1.54936921e+02 -1.43791686e+02  2.86766521e-02
  1.54444746e+02 -1.43278661e+02  5.13334555e-01  1.54922448e+02
 -1.43801844e+02  1.94768164e-02  1.54431369e+02 -1.43291887e+02
  4.97100859e-01  1.54923300e+02 -1.43820379e+02  1.15583461e-02
  1.54428087e+02 -1.43316125e+02  4.81671557e-01  1.54939578e+02
 -1.43797146e+02  3.48337587e-02  1.54443470e+02 -1.43325833e+02
  5.13457023e-01  1.54931758e+02]
Niter:  1 row:  164 ngroup:  26 nlines:  6607 gd:  6044
[ 1.20546590e-10 -1.03138766e-05 -2.82907454e-01  1.61508814e+04
 -1.43785189e+02  1.63367017e-02  1.54441610e+02 -1.43298531e+02
  5.04331075e-01  1.54941415e+02 -1.43786794e+02  1.02021439e-02
  1.54439809e+02 -1.43263774e+02  5.10152244e-01  1.54936474e+02
 -1.43800127e+02  3.06330326e-02  1.54446771e+02 -1.43281791e+02
  5.17951735e-01  1.54928291e+02 -1.43805610e+02  3.15682514e-02
  1.54436184e+02 -1.43278731e+02  5.06238389e-01  1.54920788e+02
 -1.43778790e+02  9.68106273e-03  1.54430868e+02 -1.43254661e+02
  5.07770119e-01  1.54928980e+02 -1.43792600e+02  1.31664248e-02
  1.54430378e+02 -1.43275490e+02  5.00044864e-01  1.54929579e+02
 -1.43809548e+02  2.35917010e-02  1.54427526e+02 -1.43296417e+02
  5.26255774e-01  1.54929478e+02 -1.43803252e+02  3.88156066e-02
  1.54440530e+02 -1.43301470e+02  5.18818876e-01  1.54936450e+02
 -1.43792040e+02  5.19198979e-03  1.54426575e+02 -1.43291582e+02
  4.91795887e-01  1.54936921e+02 -1.43791686e+02  2.86766521e-02
  1.54444746e+02 -1.43278661e+02  5.13334555e-01  1.54922448e+02
 -1.43801844e+02  1.94768164e-02  1.54431369e+02 -1.43291887e+02
  4.97100859e-01  1.54923300e+02 -1.43820379e+02  1.15583461e-02
  1.54428087e+02 -1.43316125e+02  4.81671557e-01  1.54939578e+02
 -1.43797146e+02  3.48337587e-02  1.54443470e+02 -1.43325833e+02
  5.13457023e-01  1.54931758e+02]
res:  6044 -0.000466784820673638 0.014037087417818839 0.022912063551114747
[ 1.20546602e-10 -1.03138776e-05 -2.82907425e-01  1.61508798e+04
 -1.43783949e+02 -1.63807507e-03  1.54434466e+02 -1.43304078e+02
  4.87045305e-01  1.54938590e+02 -1.43786994e+02 -8.38099089e-03
  1.54433228e+02 -1.43271571e+02  4.96558291e-01  1.54934611e+02
 -1.43802113e+02 -4.49189564e-03  1.54441491e+02 -1.43295951e+02
  4.94242695e-01  1.54932210e+02 -1.43810540e+02  5.02618045e-03
  1.54427836e+02 -1.43299299e+02  4.86790182e-01  1.54922379e+02
 -1.43775104e+02 -1.08955995e-02  1.54429159e+02 -1.43285423e+02
  4.81816039e-01  1.54927026e+02 -1.43797932e+02 -1.98520676e-03
  1.54426100e+02 -1.43306156e+02  4.82825316e-01  1.54926869e+02
 -1.43809445e+02 -4.74032054e-03  1.54425032e+02 -1.43307263e+02
  4.99349987e-01  1.54924620e+02 -1.43798915e+02  6.47362459e-03
  1.54434691e+02 -1.43314086e+02  4.93724679e-01  1.54933926e+02
 -1.43794651e+02 -1.66894910e-02  1.54427240e+02 -1.43282664e+02
  4.76979382e-01  1.54933729e+02 -1.43796070e+02 -1.36632880e-03
  1.54440623e+02 -1.43289594e+02  4.89967246e-01  1.54920853e+02
 -1.43807556e+02 -5.69987583e-03  1.54429544e+02 -1.43307188e+02
  4.76749955e-01  1.54928509e+02 -1.43820875e+02 -1.55818458e-02
  1.54427335e+02 -1.43312463e+02  4.70227330e-01  1.54934843e+02
 -1.43818254e+02  1.07920006e-02  1.54436641e+02 -1.43310787e+02
  4.84598447e-01  1.54919897e+02]
Niter:  2 row:  164 ngroup:  26 nlines:  6607 gd:  6023
[ 1.20546602e-10 -1.03138776e-05 -2.82907425e-01  1.61508798e+04
 -1.43783949e+02 -1.63807507e-03  1.54434466e+02 -1.43304078e+02
  4.87045305e-01  1.54938590e+02 -1.43786994e+02 -8.38099089e-03
  1.54433228e+02 -1.43271571e+02  4.96558291e-01  1.54934611e+02
 -1.43802113e+02 -4.49189564e-03  1.54441491e+02 -1.43295951e+02
  4.94242695e-01  1.54932210e+02 -1.43810540e+02  5.02618045e-03
  1.54427836e+02 -1.43299299e+02  4.86790182e-01  1.54922379e+02
 -1.43775104e+02 -1.08955995e-02  1.54429159e+02 -1.43285423e+02
  4.81816039e-01  1.54927026e+02 -1.43797932e+02 -1.98520676e-03
  1.54426100e+02 -1.43306156e+02  4.82825316e-01  1.54926869e+02
 -1.43809445e+02 -4.74032054e-03  1.54425032e+02 -1.43307263e+02
  4.99349987e-01  1.54924620e+02 -1.43798915e+02  6.47362459e-03
  1.54434691e+02 -1.43314086e+02  4.93724679e-01  1.54933926e+02
 -1.43794651e+02 -1.66894910e-02  1.54427240e+02 -1.43282664e+02
  4.76979382e-01  1.54933729e+02 -1.43796070e+02 -1.36632880e-03
  1.54440623e+02 -1.43289594e+02  4.89967246e-01  1.54920853e+02
 -1.43807556e+02 -5.69987583e-03  1.54429544e+02 -1.43307188e+02
  4.76749955e-01  1.54928509e+02 -1.43820875e+02 -1.55818458e-02
  1.54427335e+02 -1.43312463e+02  4.70227330e-01  1.54934843e+02
 -1.43818254e+02  1.07920006e-02  1.54436641e+02 -1.43310787e+02
  4.84598447e-01  1.54919897e+02]
res:  6023 -0.0005969647554593394 0.014020638986039557 0.022581149714572986
[ 1.20546614e-10 -1.03138786e-05 -2.82907397e-01  1.61508782e+04
 -1.43790939e+02 -1.05841469e-02  1.54429711e+02 -1.43311073e+02
  4.78082568e-01  1.54935570e+02 -1.43793997e+02 -1.40521963e-02
  1.54428468e+02 -1.43278565e+02  4.84804904e-01  1.54933479e+02
 -1.43809106e+02 -1.71883653e-02  1.54438548e+02 -1.43302940e+02
  4.81264874e-01  1.54929212e+02 -1.43822046e+02 -4.00200328e-03
  1.54423081e+02 -1.43311368e+02  4.81077005e-01  1.54917618e+02
 -1.43782094e+02 -2.27383269e-02  1.54424397e+02 -1.43297873e+02
  4.76135812e-01  1.54922259e+02 -1.43804909e+02 -7.66952218e-03
  1.54421347e+02 -1.43313151e+02  4.73819967e-01  1.54922105e+02
 -1.43816425e+02 -1.35929587e-02  1.54420272e+02 -1.43314249e+02
  4.84310545e-01  1.54919861e+02 -1.43805914e+02 -1.45683281e-02
  1.54431661e+02 -1.43321066e+02  4.88035198e-01  1.54930976e+02
 -1.43796770e+02 -2.23734629e-02  1.54424316e+02 -1.43289684e+02
  4.71284305e-01  1.54930957e+02 -1.43803054e+02 -1.31662113e-02
  1.54435869e+02 -1.43296594e+02  4.84268793e-01  1.54916086e+02
 -1.43809242e+02 -1.13671663e-02  1.54424796e+02 -1.43314188e+02
  4.64513246e-01  1.54923754e+02 -1.43827867e+02 -2.12694157e-02
  1.54422581e+02 -1.43319457e+02  4.61515544e-01  1.54928316e+02
 -1.43825265e+02  5.10781896e-03  1.54431901e+02 -1.43312329e+02
  4.75415346e-01  1.54915140e+02]
Niter:  3 row:  164 ngroup:  26 nlines:  6607 gd:  6019
[ 1.20546614e-10 -1.03138786e-05 -2.82907397e-01  1.61508782e+04
 -1.43790939e+02 -1.05841469e-02  1.54429711e+02 -1.43311073e+02
  4.78082568e-01  1.54935570e+02 -1.43793997e+02 -1.40521963e-02
  1.54428468e+02 -1.43278565e+02  4.84804904e-01  1.54933479e+02
 -1.43809106e+02 -1.71883653e-02  1.54438548e+02 -1.43302940e+02
  4.81264874e-01  1.54929212e+02 -1.43822046e+02 -4.00200328e-03
  1.54423081e+02 -1.43311368e+02  4.81077005e-01  1.54917618e+02
 -1.43782094e+02 -2.27383269e-02  1.54424397e+02 -1.43297873e+02
  4.76135812e-01  1.54922259e+02 -1.43804909e+02 -7.66952218e-03
  1.54421347e+02 -1.43313151e+02  4.73819967e-01  1.54922105e+02
 -1.43816425e+02 -1.35929587e-02  1.54420272e+02 -1.43314249e+02
  4.84310545e-01  1.54919861e+02 -1.43805914e+02 -1.45683281e-02
  1.54431661e+02 -1.43321066e+02  4.88035198e-01  1.54930976e+02
 -1.43796770e+02 -2.23734629e-02  1.54424316e+02 -1.43289684e+02
  4.71284305e-01  1.54930957e+02 -1.43803054e+02 -1.31662113e-02
  1.54435869e+02 -1.43296594e+02  4.84268793e-01  1.54916086e+02
 -1.43809242e+02 -1.13671663e-02  1.54424796e+02 -1.43314188e+02
  4.64513246e-01  1.54923754e+02 -1.43827867e+02 -2.12694157e-02
  1.54422581e+02 -1.43319457e+02  4.61515544e-01  1.54928316e+02
 -1.43825265e+02  5.10781896e-03  1.54431901e+02 -1.43312329e+02
  4.75415346e-01  1.54915140e+02]
res:  6019 -0.00045814049735781737 0.014099755895585986 0.022513407550387773
[ 1.20568687e-10 -1.03141984e-05 -2.82906569e-01  1.61508798e+04
 -1.43798368e+02 -4.91457936e-03  1.54436061e+02 -1.43318619e+02
  4.80679485e-01  1.54941920e+02 -1.43801632e+02 -8.32515833e-03
  1.54434836e+02 -1.43286071e+02  4.90404751e-01  1.54939828e+02
 -1.43816614e+02 -1.14140430e-02  1.54444917e+02 -1.43310387e+02
  4.83306598e-01  1.54935575e+02 -1.43829356e+02 -1.59852508e-03
  1.54429435e+02 -1.43318888e+02  4.86587166e-01  1.54925627e+02
 -1.43789573e+02 -1.99775678e-02  1.54430773e+02 -1.43305611e+02
  4.81848443e-01  1.54928656e+02 -1.43812130e+02 -2.01076561e-03
  1.54427689e+02 -1.43320639e+02  4.79393623e-01  1.54928495e+02
 -1.43823720e+02 -7.86972766e-03  1.54426644e+02 -1.43321613e+02
  4.89951532e-01  1.54926234e+02 -1.43813414e+02 -1.19808614e-02
  1.54438027e+02 -1.43328378e+02  4.93634884e-01  1.54937369e+02
 -1.43799477e+02 -1.67124928e-02  1.54430660e+02 -1.43297574e+02
  4.76838145e-01  1.54937327e+02 -1.43810362e+02 -7.59948559e-03
  1.54442213e+02 -1.43304171e+02  4.89884721e-01  1.54922479e+02
 -1.43816831e+02 -5.59265945e-03  1.54429405e+02 -1.43321795e+02
  4.70072099e-01  1.54930111e+02 -1.43835344e+02 -1.56512535e-02
  1.54428927e+02 -1.43326930e+02  4.67098674e-01  1.54934669e+02
 -1.43833039e+02  1.07767164e-02  1.54438226e+02 -1.43319820e+02
  4.74599681e-01  1.54921507e+02]
Niter:  4 row:  164 ngroup:  26 nlines:  6607 gd:  6024
[ 1.20568687e-10 -1.03141984e-05 -2.82906569e-01  1.61508798e+04
 -1.43798368e+02 -4.91457936e-03  1.54436061e+02 -1.43318619e+02
  4.80679485e-01  1.54941920e+02 -1.43801632e+02 -8.32515833e-03
  1.54434836e+02 -1.43286071e+02  4.90404751e-01  1.54939828e+02
 -1.43816614e+02 -1.14140430e-02  1.54444917e+02 -1.43310387e+02
  4.83306598e-01  1.54935575e+02 -1.43829356e+02 -1.59852508e-03
  1.54429435e+02 -1.43318888e+02  4.86587166e-01  1.54925627e+02
 -1.43789573e+02 -1.99775678e-02  1.54430773e+02 -1.43305611e+02
  4.81848443e-01  1.54928656e+02 -1.43812130e+02 -2.01076561e-03
  1.54427689e+02 -1.43320639e+02  4.79393623e-01  1.54928495e+02
 -1.43823720e+02 -7.86972766e-03  1.54426644e+02 -1.43321613e+02
  4.89951532e-01  1.54926234e+02 -1.43813414e+02 -1.19808614e-02
  1.54438027e+02 -1.43328378e+02  4.93634884e-01  1.54937369e+02
 -1.43799477e+02 -1.67124928e-02  1.54430660e+02 -1.43297574e+02
  4.76838145e-01  1.54937327e+02 -1.43810362e+02 -7.59948559e-03
  1.54442213e+02 -1.43304171e+02  4.89884721e-01  1.54922479e+02
 -1.43816831e+02 -5.59265945e-03  1.54429405e+02 -1.43321795e+02
  4.70072099e-01  1.54930111e+02 -1.43835344e+02 -1.56512535e-02
  1.54428927e+02 -1.43326930e+02  4.67098674e-01  1.54934669e+02
 -1.43833039e+02  1.07767164e-02  1.54438226e+02 -1.43319820e+02
  4.74599681e-01  1.54921507e+02]
res:  6024 -0.00048758750199340284 0.014096510885792668 0.02257073049133539
[ 1.20568699e-10 -1.03141995e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
Niter:  5 row:  164 ngroup:  26 nlines:  6607 gd:  6023
[ 1.20568699e-10 -1.03141995e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
res:  6023 -0.00048733593212091364 0.014090939581365092 0.02255841562407756
[ 1.20568163e-10 -1.03141995e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
Niter:  6 row:  164 ngroup:  26 nlines:  6607 gd:  6023
[ 1.20568163e-10 -1.03141995e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
res:  6023 -0.0004859168657276314 0.014095282527705422 0.022558414259069983
[ 1.20568724e-10 -1.03141997e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
Saving figure to  wave_resid_43670005_fiber164.png
Final values:
res:  -0.0004859168657276314 0.022558414259069983
pars:  [ 1.20568724e-10 -1.03141997e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
164 [ 1.20568724e-10 -1.03141997e-05 -2.82906598e-01  1.61508814e+04
 -1.43790948e+02  5.45491264e-04  1.54440704e+02 -1.43311166e+02
  4.86064251e-01  1.54946559e+02 -1.43794174e+02  7.75009008e-05
  1.54439480e+02 -1.43278632e+02  4.92790400e-01  1.54944467e+02
 -1.43809176e+02 -5.98103524e-03  1.54449560e+02 -1.43302956e+02
  4.85233599e-01  1.54940222e+02 -1.43821959e+02  3.78343681e-03
  1.54434074e+02 -1.43311429e+02  4.92080549e-01  1.54930347e+02
 -1.43782129e+02 -1.45702786e-02  1.54435419e+02 -1.43298114e+02
  4.87292034e-01  1.54933307e+02 -1.43804753e+02  3.44666681e-03
  1.54432328e+02 -1.43313217e+02  4.81774852e-01  1.54933141e+02
 -1.43816325e+02 -2.42565732e-03  1.54431285e+02 -1.43314209e+02
  4.95416549e-01  1.54930874e+02 -1.43806014e+02 -9.58779423e-03
  1.54442666e+02 -1.43320967e+02  4.99121806e-01  1.54942019e+02
 -1.43792386e+02 -1.12424215e-02  1.54435297e+02 -1.43290091e+02
  4.82329444e-01  1.54941967e+02 -1.43802981e+02 -2.11315917e-03
  1.54446850e+02 -1.43296741e+02  4.95359194e-01  1.54927126e+02
 -1.43809379e+02 -1.53874871e-04  1.54433951e+02 -1.43319518e+02
  4.75550706e-01  1.54934751e+02 -1.43827909e+02 -1.01690552e-02
  1.54433566e+02 -1.43319502e+02  4.72588942e-01  1.54939303e+02
 -1.43825562e+02  1.62475377e-02  1.54442858e+02 -1.43312399e+02
  4.76806956e-01  1.54926148e+02]
--- Row 166/300 row=165 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  165
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=165 ---
Niter:  0 row:  165 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0008059357769525377 0.014163529976940481 0.03423127341729217
[ 1.20895474e-10 -1.03132097e-05 -2.82909653e-01  1.61508774e+04
 -1.43785927e+02  7.11990711e-14  1.54455611e+02]
Niter:  1 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.20895474e-10 -1.03132097e-05 -2.82909653e-01  1.61508774e+04
 -1.43785927e+02  7.11990711e-14  1.54455611e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Niter:  2 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Niter:  3 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Niter:  4 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Niter:  5 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Niter:  6 row:  165 ngroup:  1 nlines:  249 gd:  227
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
res:  227 -0.0010352574099670164 0.013789905497105792 0.021311450392742026
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
Final values:
res:  -0.0010352574099670164 0.021311450392742026
pars:  [ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
165 [ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02]
elapsed: 2.9 sec.
Niter:  0 row:  165 ngroup:  26 nlines:  6562 gd:  6562
[ 1.21313896e-10 -1.03131998e-05 -2.82915204e-01  1.61508795e+04
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02 -1.43760037e+02  3.33712328e-11
  1.54441673e+02 -1.43760037e+02  3.33712328e-11  1.54441673e+02
 -1.43760037e+02  3.33712328e-11  1.54441673e+02 -1.43760037e+02
  3.33712328e-11  1.54441673e+02]
res:  6562 0.0002519336158002261 0.014341567380142806 0.03568046414245147
[ 1.21313884e-10 -1.03132008e-05 -2.82915176e-01  1.61508779e+04
 -1.43755347e+02  2.34055414e-03  1.54436369e+02 -1.43243836e+02
  5.13989352e-01  1.54920801e+02 -1.43748987e+02  1.60790641e-02
  1.54425251e+02 -1.43254993e+02  5.06616520e-01  1.54916820e+02
 -1.43740193e+02  4.97721836e-02  1.54435678e+02 -1.43244235e+02
  5.18644091e-01  1.54923853e+02 -1.43732017e+02  2.63162718e-02
  1.54425890e+02 -1.43285829e+02  5.20363447e-01  1.54923744e+02
 -1.43754753e+02  1.38742294e-02  1.54426739e+02 -1.43251037e+02
  5.39530871e-01  1.54928155e+02 -1.43735257e+02  9.35026738e-03
  1.54436136e+02 -1.43240753e+02  5.19797067e-01  1.54920619e+02
 -1.43763967e+02  4.34094113e-03  1.54425310e+02 -1.43263494e+02
  4.90092610e-01  1.54929372e+02 -1.43739878e+02  9.29205122e-03
  1.54427267e+02 -1.43275260e+02  5.19016673e-01  1.54923553e+02
 -1.43746597e+02  1.68136130e-02  1.54430840e+02 -1.43254746e+02
  5.05554942e-01  1.54920132e+02 -1.43747762e+02 -1.72447665e-04
  1.54431476e+02 -1.43250481e+02  5.21707726e-01  1.54920466e+02
 -1.43765212e+02 -6.78626257e-03  1.54424390e+02 -1.43271228e+02
  4.92695891e-01  1.54919534e+02 -1.43784841e+02 -2.33909616e-03
  1.54422993e+02 -1.43281724e+02  4.94574750e-01  1.54924857e+02
 -1.43794538e+02 -1.60575959e-02  1.54419459e+02 -1.43275935e+02
  5.08473102e-01  1.54913195e+02]
Niter:  1 row:  165 ngroup:  26 nlines:  6562 gd:  6029
[ 1.21313884e-10 -1.03132008e-05 -2.82915176e-01  1.61508779e+04
 -1.43755347e+02  2.34055414e-03  1.54436369e+02 -1.43243836e+02
  5.13989352e-01  1.54920801e+02 -1.43748987e+02  1.60790641e-02
  1.54425251e+02 -1.43254993e+02  5.06616520e-01  1.54916820e+02
 -1.43740193e+02  4.97721836e-02  1.54435678e+02 -1.43244235e+02
  5.18644091e-01  1.54923853e+02 -1.43732017e+02  2.63162718e-02
  1.54425890e+02 -1.43285829e+02  5.20363447e-01  1.54923744e+02
 -1.43754753e+02  1.38742294e-02  1.54426739e+02 -1.43251037e+02
  5.39530871e-01  1.54928155e+02 -1.43735257e+02  9.35026738e-03
  1.54436136e+02 -1.43240753e+02  5.19797067e-01  1.54920619e+02
 -1.43763967e+02  4.34094113e-03  1.54425310e+02 -1.43263494e+02
  4.90092610e-01  1.54929372e+02 -1.43739878e+02  9.29205122e-03
  1.54427267e+02 -1.43275260e+02  5.19016673e-01  1.54923553e+02
 -1.43746597e+02  1.68136130e-02  1.54430840e+02 -1.43254746e+02
  5.05554942e-01  1.54920132e+02 -1.43747762e+02 -1.72447665e-04
  1.54431476e+02 -1.43250481e+02  5.21707726e-01  1.54920466e+02
 -1.43765212e+02 -6.78626257e-03  1.54424390e+02 -1.43271228e+02
  4.92695891e-01  1.54919534e+02 -1.43784841e+02 -2.33909616e-03
  1.54422993e+02 -1.43281724e+02  4.94574750e-01  1.54924857e+02
 -1.43794538e+02 -1.60575959e-02  1.54419459e+02 -1.43275935e+02
  5.08473102e-01  1.54913195e+02]
res:  6029 -0.0008177543813872035 0.014268665574491024 0.02348551256649257
[ 1.21313872e-10 -1.03132019e-05 -2.82915204e-01  1.61508795e+04
 -1.43765184e+02 -2.86095421e-03  1.54441639e+02 -1.43237193e+02
  5.09041482e-01  1.54923142e+02 -1.43742026e+02 -3.46143088e-03
  1.54427548e+02 -1.43245272e+02  4.95015804e-01  1.54921070e+02
 -1.43730719e+02  4.47063750e-02  1.54439852e+02 -1.43237093e+02
  5.23054239e-01  1.54930002e+02 -1.43729451e+02  8.14427742e-03
  1.54428526e+02 -1.43281120e+02  4.89316859e-01  1.54925964e+02
 -1.43735196e+02  3.82069923e-03  1.54433458e+02 -1.43258524e+02
  5.24129607e-01  1.54925304e+02 -1.43721253e+02 -2.04778701e-03
  1.54437374e+02 -1.43224486e+02  5.00027998e-01  1.54925365e+02
 -1.43762924e+02  1.17925546e-02  1.54430368e+02 -1.43258506e+02
  4.83335827e-01  1.54935328e+02 -1.43733965e+02  1.00728826e-02
  1.54434092e+02 -1.43252250e+02  5.17979858e-01  1.54923744e+02
 -1.43749625e+02 -1.42902830e-02  1.54435161e+02 -1.43247679e+02
  4.89204156e-01  1.54924300e+02 -1.43743847e+02  1.96979229e-03
  1.54436045e+02 -1.43249349e+02  5.15975438e-01  1.54928864e+02
 -1.43754488e+02 -2.14882238e-02  1.54431066e+02 -1.43253348e+02
  4.96269263e-01  1.54924261e+02 -1.43770622e+02 -6.80873411e-03
  1.54428324e+02 -1.43266161e+02  4.88333705e-01  1.54922437e+02
 -1.43781002e+02 -1.38978407e-02  1.54424531e+02 -1.43267146e+02
  4.87618003e-01  1.54919996e+02]
Niter:  2 row:  165 ngroup:  26 nlines:  6562 gd:  6020
[ 1.21313872e-10 -1.03132019e-05 -2.82915204e-01  1.61508795e+04
 -1.43765184e+02 -2.86095421e-03  1.54441639e+02 -1.43237193e+02
  5.09041482e-01  1.54923142e+02 -1.43742026e+02 -3.46143088e-03
  1.54427548e+02 -1.43245272e+02  4.95015804e-01  1.54921070e+02
 -1.43730719e+02  4.47063750e-02  1.54439852e+02 -1.43237093e+02
  5.23054239e-01  1.54930002e+02 -1.43729451e+02  8.14427742e-03
  1.54428526e+02 -1.43281120e+02  4.89316859e-01  1.54925964e+02
 -1.43735196e+02  3.82069923e-03  1.54433458e+02 -1.43258524e+02
  5.24129607e-01  1.54925304e+02 -1.43721253e+02 -2.04778701e-03
  1.54437374e+02 -1.43224486e+02  5.00027998e-01  1.54925365e+02
 -1.43762924e+02  1.17925546e-02  1.54430368e+02 -1.43258506e+02
  4.83335827e-01  1.54935328e+02 -1.43733965e+02  1.00728826e-02
  1.54434092e+02 -1.43252250e+02  5.17979858e-01  1.54923744e+02
 -1.43749625e+02 -1.42902830e-02  1.54435161e+02 -1.43247679e+02
  4.89204156e-01  1.54924300e+02 -1.43743847e+02  1.96979229e-03
  1.54436045e+02 -1.43249349e+02  5.15975438e-01  1.54928864e+02
 -1.43754488e+02 -2.14882238e-02  1.54431066e+02 -1.43253348e+02
  4.96269263e-01  1.54924261e+02 -1.43770622e+02 -6.80873411e-03
  1.54428324e+02 -1.43266161e+02  4.88333705e-01  1.54922437e+02
 -1.43781002e+02 -1.38978407e-02  1.54424531e+02 -1.43267146e+02
  4.87618003e-01  1.54919996e+02]
res:  6020 -0.0007589075103169307 0.014388281451829243 0.0233319152152906
[ 1.21313860e-10 -1.03132029e-05 -2.82915233e-01  1.61508811e+04
 -1.43758220e+02  2.82596688e-03  1.54446362e+02 -1.43230260e+02
  5.14751690e-01  1.54927860e+02 -1.43735068e+02  2.23407045e-03
  1.54432273e+02 -1.43238305e+02  5.00712980e-01  1.54925789e+02
 -1.43723754e+02  5.03934227e-02  1.54444589e+02 -1.43225127e+02
  5.28766729e-01  1.54938377e+02 -1.43722482e+02  1.38292126e-02
  1.54433251e+02 -1.43274175e+02  4.84940759e-01  1.54932439e+02
 -1.43728235e+02  3.59841151e-03  1.54438176e+02 -1.43251565e+02
  5.26657241e-01  1.54930022e+02 -1.43714280e+02  4.73226316e-04
  1.54442103e+02 -1.43217495e+02  5.02950637e-01  1.54932008e+02
 -1.43755961e+02  1.74993325e-02  1.54435100e+02 -1.43246506e+02
  4.86135658e-01  1.54940047e+02 -1.43726985e+02  1.25837002e-02
  1.54438817e+02 -1.43240684e+02  5.23664110e-01  1.54930348e+02
 -1.43742661e+02 -1.12763572e-02  1.54441752e+02 -1.43240722e+02
  4.94889948e-01  1.54929023e+02 -1.43736864e+02  7.66414514e-03
  1.54440772e+02 -1.43242397e+02  5.21673889e-01  1.54933591e+02
 -1.43747541e+02 -1.57890166e-02  1.54435785e+02 -1.43240716e+02
  5.01981708e-01  1.54928984e+02 -1.43763658e+02 -4.00039453e-03
  1.54433052e+02 -1.43254062e+02  4.90966042e-01  1.54925348e+02
 -1.43774063e+02 -5.31353695e-03  1.54429243e+02 -1.43260194e+02
  4.84370002e-01  1.54928547e+02]
Niter:  3 row:  165 ngroup:  26 nlines:  6562 gd:  6022
[ 1.21313860e-10 -1.03132029e-05 -2.82915233e-01  1.61508811e+04
 -1.43758220e+02  2.82596688e-03  1.54446362e+02 -1.43230260e+02
  5.14751690e-01  1.54927860e+02 -1.43735068e+02  2.23407045e-03
  1.54432273e+02 -1.43238305e+02  5.00712980e-01  1.54925789e+02
 -1.43723754e+02  5.03934227e-02  1.54444589e+02 -1.43225127e+02
  5.28766729e-01  1.54938377e+02 -1.43722482e+02  1.38292126e-02
  1.54433251e+02 -1.43274175e+02  4.84940759e-01  1.54932439e+02
 -1.43728235e+02  3.59841151e-03  1.54438176e+02 -1.43251565e+02
  5.26657241e-01  1.54930022e+02 -1.43714280e+02  4.73226316e-04
  1.54442103e+02 -1.43217495e+02  5.02950637e-01  1.54932008e+02
 -1.43755961e+02  1.74993325e-02  1.54435100e+02 -1.43246506e+02
  4.86135658e-01  1.54940047e+02 -1.43726985e+02  1.25837002e-02
  1.54438817e+02 -1.43240684e+02  5.23664110e-01  1.54930348e+02
 -1.43742661e+02 -1.12763572e-02  1.54441752e+02 -1.43240722e+02
  4.94889948e-01  1.54929023e+02 -1.43736864e+02  7.66414514e-03
  1.54440772e+02 -1.43242397e+02  5.21673889e-01  1.54933591e+02
 -1.43747541e+02 -1.57890166e-02  1.54435785e+02 -1.43240716e+02
  5.01981708e-01  1.54928984e+02 -1.43763658e+02 -4.00039453e-03
  1.54433052e+02 -1.43254062e+02  4.90966042e-01  1.54925348e+02
 -1.43774063e+02 -5.31353695e-03  1.54429243e+02 -1.43260194e+02
  4.84370002e-01  1.54928547e+02]
res:  6022 -0.0005551433523578453 0.014322016193546006 0.02322962976651062
[ 1.21007899e-10 -1.03134272e-05 -2.82913100e-01  1.61508827e+04
 -1.43763415e+02  8.77110170e-03  1.54452216e+02 -1.43235397e+02
  5.20420319e-01  1.54933608e+02 -1.43740260e+02  6.63679809e-03
  1.54438153e+02 -1.43243457e+02  5.06562176e-01  1.54931554e+02
 -1.43728905e+02  5.64599044e-02  1.54450793e+02 -1.43230335e+02
  5.34431515e-01  1.54944203e+02 -1.43727666e+02  1.98223281e-02
  1.54439043e+02 -1.43279389e+02  4.90964031e-01  1.54938328e+02
 -1.43733430e+02  7.99504484e-03  1.54443849e+02 -1.43256715e+02
  5.30963416e-01  1.54935718e+02 -1.43719465e+02  6.56852030e-03
  1.54448131e+02 -1.43222716e+02  5.08763914e-01  1.54937661e+02
 -1.43761139e+02  2.31772907e-02  1.54441203e+02 -1.43251684e+02
  4.92027561e-01  1.54945773e+02 -1.43732142e+02  1.86016210e-02
  1.54444677e+02 -1.43240905e+02  5.29718806e-01  1.54936252e+02
 -1.43747829e+02 -5.38945231e-03  1.54447521e+02 -1.43245910e+02
  5.00920497e-01  1.54934833e+02 -1.43742048e+02  1.35374872e-02
  1.54446664e+02 -1.43247602e+02  5.27573664e-01  1.54939539e+02
 -1.43752785e+02 -9.93729795e-03  1.54441496e+02 -1.43245916e+02
  5.07664209e-01  1.54934792e+02 -1.43768794e+02  2.20755659e-03
  1.54439015e+02 -1.43259265e+02  4.95193761e-01  1.54930962e+02
 -1.43779224e+02  5.18619241e-04  1.54434747e+02 -1.43265346e+02
  4.87283859e-01  1.54934270e+02]
Niter:  4 row:  165 ngroup:  26 nlines:  6562 gd:  6032
[ 1.21007899e-10 -1.03134272e-05 -2.82913100e-01  1.61508827e+04
 -1.43763415e+02  8.77110170e-03  1.54452216e+02 -1.43235397e+02
  5.20420319e-01  1.54933608e+02 -1.43740260e+02  6.63679809e-03
  1.54438153e+02 -1.43243457e+02  5.06562176e-01  1.54931554e+02
 -1.43728905e+02  5.64599044e-02  1.54450793e+02 -1.43230335e+02
  5.34431515e-01  1.54944203e+02 -1.43727666e+02  1.98223281e-02
  1.54439043e+02 -1.43279389e+02  4.90964031e-01  1.54938328e+02
 -1.43733430e+02  7.99504484e-03  1.54443849e+02 -1.43256715e+02
  5.30963416e-01  1.54935718e+02 -1.43719465e+02  6.56852030e-03
  1.54448131e+02 -1.43222716e+02  5.08763914e-01  1.54937661e+02
 -1.43761139e+02  2.31772907e-02  1.54441203e+02 -1.43251684e+02
  4.92027561e-01  1.54945773e+02 -1.43732142e+02  1.86016210e-02
  1.54444677e+02 -1.43240905e+02  5.29718806e-01  1.54936252e+02
 -1.43747829e+02 -5.38945231e-03  1.54447521e+02 -1.43245910e+02
  5.00920497e-01  1.54934833e+02 -1.43742048e+02  1.35374872e-02
  1.54446664e+02 -1.43247602e+02  5.27573664e-01  1.54939539e+02
 -1.43752785e+02 -9.93729795e-03  1.54441496e+02 -1.43245916e+02
  5.07664209e-01  1.54934792e+02 -1.43768794e+02  2.20755659e-03
  1.54439015e+02 -1.43259265e+02  4.95193761e-01  1.54930962e+02
 -1.43779224e+02  5.18619241e-04  1.54434747e+02 -1.43265346e+02
  4.87283859e-01  1.54934270e+02]
res:  6032 -0.0005677274357367423 0.014329516327961755 0.023333866666038313
[ 1.21007887e-10 -1.03134283e-05 -2.82913129e-01  1.61508843e+04
 -1.43753638e+02  1.41554380e-02  1.54454601e+02 -1.43225806e+02
  5.25860303e-01  1.54937974e+02 -1.43730537e+02  1.04753168e-02
  1.54442443e+02 -1.43233644e+02  5.11959423e-01  1.54933915e+02
 -1.43719090e+02  6.18070472e-02  1.54457165e+02 -1.43220646e+02
  5.39855445e-01  1.54946589e+02 -1.43717895e+02  2.51867694e-02
  1.54443376e+02 -1.43269697e+02  4.96329241e-01  1.54939042e+02
 -1.43723682e+02  1.18117972e-02  1.54448053e+02 -1.43247007e+02
  5.34882495e-01  1.54938066e+02 -1.43709635e+02  1.19162540e-02
  1.54456161e+02 -1.43212838e+02  5.10866049e-01  1.54942020e+02
 -1.43751385e+02  2.85946560e-02  1.54443654e+02 -1.43241923e+02
  4.97419755e-01  1.54950107e+02 -1.43722300e+02  2.70647096e-02
  1.54448828e+02 -1.43226188e+02  5.31884922e-01  1.54938659e+02
 -1.43738058e+02  1.31955113e-05  1.54449894e+02 -1.43236190e+02
  5.06296326e-01  1.54937212e+02 -1.43732192e+02  2.18671570e-02
  1.54449079e+02 -1.43237935e+02  5.32955848e-01  1.54945908e+02
 -1.43743104e+02 -4.53936004e-03  1.54445702e+02 -1.43236087e+02
  5.13090289e-01  1.54937170e+02 -1.43759053e+02  7.54910002e-03
  1.54441437e+02 -1.43249537e+02  5.02138240e-01  1.54935195e+02
 -1.43769572e+02  1.17691125e-02  1.54437048e+02 -1.43255660e+02
  4.89446651e-01  1.54936630e+02]
Niter:  5 row:  165 ngroup:  26 nlines:  6562 gd:  6033
[ 1.21007887e-10 -1.03134283e-05 -2.82913129e-01  1.61508843e+04
 -1.43753638e+02  1.41554380e-02  1.54454601e+02 -1.43225806e+02
  5.25860303e-01  1.54937974e+02 -1.43730537e+02  1.04753168e-02
  1.54442443e+02 -1.43233644e+02  5.11959423e-01  1.54933915e+02
 -1.43719090e+02  6.18070472e-02  1.54457165e+02 -1.43220646e+02
  5.39855445e-01  1.54946589e+02 -1.43717895e+02  2.51867694e-02
  1.54443376e+02 -1.43269697e+02  4.96329241e-01  1.54939042e+02
 -1.43723682e+02  1.18117972e-02  1.54448053e+02 -1.43247007e+02
  5.34882495e-01  1.54938066e+02 -1.43709635e+02  1.19162540e-02
  1.54456161e+02 -1.43212838e+02  5.10866049e-01  1.54942020e+02
 -1.43751385e+02  2.85946560e-02  1.54443654e+02 -1.43241923e+02
  4.97419755e-01  1.54950107e+02 -1.43722300e+02  2.70647096e-02
  1.54448828e+02 -1.43226188e+02  5.31884922e-01  1.54938659e+02
 -1.43738058e+02  1.31955113e-05  1.54449894e+02 -1.43236190e+02
  5.06296326e-01  1.54937212e+02 -1.43732192e+02  2.18671570e-02
  1.54449079e+02 -1.43237935e+02  5.32955848e-01  1.54945908e+02
 -1.43743104e+02 -4.53936004e-03  1.54445702e+02 -1.43236087e+02
  5.13090289e-01  1.54937170e+02 -1.43759053e+02  7.54910002e-03
  1.54441437e+02 -1.43249537e+02  5.02138240e-01  1.54935195e+02
 -1.43769572e+02  1.17691125e-02  1.54437048e+02 -1.43255660e+02
  4.89446651e-01  1.54936630e+02]
res:  6033 -0.00046131102044455474 0.014524015658935241 0.02329289892496887
[ 1.20772332e-10 -1.03137832e-05 -2.82911361e-01  1.61508859e+04
 -1.43758900e+02  1.97414277e-02  1.54456647e+02 -1.43230949e+02
  5.31209664e-01  1.54939766e+02 -1.43735784e+02  1.59645398e-02
  1.54444489e+02 -1.43238880e+02  5.17471904e-01  1.54935858e+02
 -1.43724316e+02  6.74803842e-02  1.54459352e+02 -1.43225898e+02
  5.45210696e-01  1.54948613e+02 -1.43723169e+02  3.07954247e-02
  1.54445490e+02 -1.43274919e+02  5.01971728e-01  1.54941191e+02
 -1.43728937e+02  1.73205439e-02  1.54449829e+02 -1.43252238e+02
  5.40257910e-01  1.54939938e+02 -1.43714915e+02  1.76209010e-02
  1.54458159e+02 -1.43218198e+02  5.11013336e-01  1.54943939e+02
 -1.43756637e+02  3.39531458e-02  1.54445982e+02 -1.43247171e+02
  5.02949251e-01  1.54952112e+02 -1.43727580e+02  3.26246731e-02
  1.54450764e+02 -1.43231469e+02  5.37553540e-01  1.54940774e+02
 -1.43743302e+02  5.54846985e-03  1.54451855e+02 -1.43241433e+02
  5.11952931e-01  1.54939214e+02 -1.43737501e+02  3.00721702e-02
  1.54451190e+02 -1.43243182e+02  5.38503935e-01  1.54948197e+02
 -1.43748357e+02  9.75316765e-04  1.54447523e+02 -1.43241370e+02
  5.18458372e-01  1.54939171e+02 -1.43764282e+02  1.33604257e-02
  1.54443616e+02 -1.43254813e+02  5.07583470e-01  1.54936851e+02
 -1.43774743e+02  1.72704566e-02  1.54438707e+02 -1.43260863e+02
  4.94983267e-01  1.54938538e+02]
Niter:  6 row:  165 ngroup:  26 nlines:  6562 gd:  6046
[ 1.20772332e-10 -1.03137832e-05 -2.82911361e-01  1.61508859e+04
 -1.43758900e+02  1.97414277e-02  1.54456647e+02 -1.43230949e+02
  5.31209664e-01  1.54939766e+02 -1.43735784e+02  1.59645398e-02
  1.54444489e+02 -1.43238880e+02  5.17471904e-01  1.54935858e+02
 -1.43724316e+02  6.74803842e-02  1.54459352e+02 -1.43225898e+02
  5.45210696e-01  1.54948613e+02 -1.43723169e+02  3.07954247e-02
  1.54445490e+02 -1.43274919e+02  5.01971728e-01  1.54941191e+02
 -1.43728937e+02  1.73205439e-02  1.54449829e+02 -1.43252238e+02
  5.40257910e-01  1.54939938e+02 -1.43714915e+02  1.76209010e-02
  1.54458159e+02 -1.43218198e+02  5.11013336e-01  1.54943939e+02
 -1.43756637e+02  3.39531458e-02  1.54445982e+02 -1.43247171e+02
  5.02949251e-01  1.54952112e+02 -1.43727580e+02  3.26246731e-02
  1.54450764e+02 -1.43231469e+02  5.37553540e-01  1.54940774e+02
 -1.43743302e+02  5.54846985e-03  1.54451855e+02 -1.43241433e+02
  5.11952931e-01  1.54939214e+02 -1.43737501e+02  3.00721702e-02
  1.54451190e+02 -1.43243182e+02  5.38503935e-01  1.54948197e+02
 -1.43748357e+02  9.75316765e-04  1.54447523e+02 -1.43241370e+02
  5.18458372e-01  1.54939171e+02 -1.43764282e+02  1.33604257e-02
  1.54443616e+02 -1.43254813e+02  5.07583470e-01  1.54936851e+02
 -1.43774743e+02  1.72704566e-02  1.54438707e+02 -1.43260863e+02
  4.94983267e-01  1.54938538e+02]
res:  6046 -0.00028994024978601374 0.014517176983645186 0.023447586603118933
[ 1.20754425e-10 -1.03137832e-05 -2.82911361e-01  1.61508859e+04
 -1.43758900e+02  1.97414277e-02  1.54456647e+02 -1.43230949e+02
  5.31209664e-01  1.54939766e+02 -1.43735784e+02  1.59645398e-02
  1.54444489e+02 -1.43238880e+02  5.17471904e-01  1.54935858e+02
 -1.43724316e+02  6.74803842e-02  1.54459352e+02 -1.43225898e+02
  5.45210696e-01  1.54948613e+02 -1.43723169e+02  3.07954247e-02
  1.54445490e+02 -1.43274919e+02  5.01971728e-01  1.54941191e+02
 -1.43728937e+02  1.73205439e-02  1.54449829e+02 -1.43252238e+02
  5.40257910e-01  1.54939938e+02 -1.43714915e+02  1.76209010e-02
  1.54458159e+02 -1.43218198e+02  5.11013336e-01  1.54943939e+02
 -1.43756637e+02  3.39531458e-02  1.54445982e+02 -1.43247171e+02
  5.02949251e-01  1.54952112e+02 -1.43727580e+02  3.26246731e-02
  1.54450764e+02 -1.43231469e+02  5.37553540e-01  1.54940774e+02
 -1.43743302e+02  5.54846985e-03  1.54451855e+02 -1.43241433e+02
  5.11952931e-01  1.54939214e+02 -1.43737501e+02  3.00721702e-02
  1.54451190e+02 -1.43243182e+02  5.38503935e-01  1.54948197e+02
 -1.43748357e+02  9.75316765e-04  1.54447523e+02 -1.43241370e+02
  5.18458372e-01  1.54939171e+02 -1.43764282e+02  1.33604257e-02
  1.54443616e+02 -1.43254813e+02  5.07583470e-01  1.54936851e+02
 -1.43774743e+02  1.72704566e-02  1.54438707e+02 -1.43260863e+02
  4.94983267e-01  1.54938538e+02]
Saving figure to  wave_resid_43670005_fiber165.png
Final values:
res:  -0.00028994024978601374 0.023447586603118933
pars:  [ 1.20754425e-10 -1.03137832e-05 -2.82911361e-01  1.61508859e+04
 -1.43758900e+02  1.97414277e-02  1.54456647e+02 -1.43230949e+02
  5.31209664e-01  1.54939766e+02 -1.43735784e+02  1.59645398e-02
  1.54444489e+02 -1.43238880e+02  5.17471904e-01  1.54935858e+02
 -1.43724316e+02  6.74803842e-02  1.54459352e+02 -1.43225898e+02
  5.45210696e-01  1.54948613e+02 -1.43723169e+02  3.07954247e-02
  1.54445490e+02 -1.43274919e+02  5.01971728e-01  1.54941191e+02
 -1.43728937e+02  1.73205439e-02  1.54449829e+02 -1.43252238e+02
  5.40257910e-01  1.54939938e+02 -1.43714915e+02  1.76209010e-02
  1.54458159e+02 -1.43218198e+02  5.11013336e-01  1.54943939e+02
 -1.43756637e+02  3.39531458e-02  1.54445982e+02 -1.43247171e+02
  5.02949251e-01  1.54952112e+02 -1.43727580e+02  3.26246731e-02
  1.54450764e+02 -1.43231469e+02  5.37553540e-01  1.54940774e+02
 -1.43743302e+02  5.54846985e-03  1.54451855e+02 -1.43241433e+02
  5.11952931e-01  1.54939214e+02 -1.43737501e+02  3.00721702e-02
  1.54451190e+02 -1.43243182e+02  5.38503935e-01  1.54948197e+02
 -1.43748357e+02  9.75316765e-04  1.54447523e+02 -1.43241370e+02
  5.18458372e-01  1.54939171e+02 -1.43764282e+02  1.33604257e-02
  1.54443616e+02 -1.43254813e+02  5.07583470e-01  1.54936851e+02
 -1.43774743e+02  1.72704566e-02  1.54438707e+02 -1.43260863e+02
  4.94983267e-01  1.54938538e+02]
165 [ 1.20754425e-10 -1.03137832e-05 -2.82911361e-01  1.61508859e+04
 -1.43758900e+02  1.97414277e-02  1.54456647e+02 -1.43230949e+02
  5.31209664e-01  1.54939766e+02 -1.43735784e+02  1.59645398e-02
  1.54444489e+02 -1.43238880e+02  5.17471904e-01  1.54935858e+02
 -1.43724316e+02  6.74803842e-02  1.54459352e+02 -1.43225898e+02
  5.45210696e-01  1.54948613e+02 -1.43723169e+02  3.07954247e-02
  1.54445490e+02 -1.43274919e+02  5.01971728e-01  1.54941191e+02
 -1.43728937e+02  1.73205439e-02  1.54449829e+02 -1.43252238e+02
  5.40257910e-01  1.54939938e+02 -1.43714915e+02  1.76209010e-02
  1.54458159e+02 -1.43218198e+02  5.11013336e-01  1.54943939e+02
 -1.43756637e+02  3.39531458e-02  1.54445982e+02 -1.43247171e+02
  5.02949251e-01  1.54952112e+02 -1.43727580e+02  3.26246731e-02
  1.54450764e+02 -1.43231469e+02  5.37553540e-01  1.54940774e+02
 -1.43743302e+02  5.54846985e-03  1.54451855e+02 -1.43241433e+02
  5.11952931e-01  1.54939214e+02 -1.43737501e+02  3.00721702e-02
  1.54451190e+02 -1.43243182e+02  5.38503935e-01  1.54948197e+02
 -1.43748357e+02  9.75316765e-04  1.54447523e+02 -1.43241370e+02
  5.18458372e-01  1.54939171e+02 -1.43764282e+02  1.33604257e-02
  1.54443616e+02 -1.43254813e+02  5.07583470e-01  1.54936851e+02
 -1.43774743e+02  1.72704566e-02  1.54438707e+02 -1.43260863e+02
  4.94983267e-01  1.54938538e+02]
--- Row 167/300 row=166 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  166
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=166 ---
Niter:  0 row:  166 ngroup:  1 nlines:  258 gd:  258
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  258 0.001965952536011173 0.01584843905402522 0.04045238268513461
[ 1.20479530e-10 -1.03136343e-05 -2.82904515e-01  1.61508644e+04
 -1.43802028e+02 -2.04055280e-14  1.54433905e+02]
Niter:  1 row:  166 ngroup:  1 nlines:  258 gd:  237
[ 1.20479530e-10 -1.03136343e-05 -2.82904515e-01  1.61508644e+04
 -1.43802028e+02 -2.04055280e-14  1.54433905e+02]
res:  237 0.0008448408480035141 0.01566328245917248 0.025908407843421327
[ 1.20623134e-10 -1.03147090e-05 -2.82907627e-01  1.61508701e+04
 -1.43800390e+02 -1.12424960e-11  1.54419961e+02]
Niter:  2 row:  166 ngroup:  1 nlines:  258 gd:  238
[ 1.20623134e-10 -1.03147090e-05 -2.82907627e-01  1.61508701e+04
 -1.43800390e+02 -1.12424960e-11  1.54419961e+02]
res:  238 0.00017547091374581214 0.015747527595522115 0.02614294437671421
[ 1.20623535e-10 -1.03145034e-05 -2.82908651e-01  1.61508719e+04
 -1.43785602e+02 -7.03265832e-12  1.54421623e+02]
Niter:  3 row:  166 ngroup:  1 nlines:  258 gd:  240
[ 1.20623535e-10 -1.03145034e-05 -2.82908651e-01  1.61508719e+04
 -1.43785602e+02 -7.03265832e-12  1.54421623e+02]
res:  240 -0.00044369043735059677 0.015961666096700355 0.026738725182912215
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
Niter:  4 row:  166 ngroup:  1 nlines:  258 gd:  240
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
res:  240 -0.00044369043735059677 0.015961666096700355 0.026738725182912215
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
Niter:  5 row:  166 ngroup:  1 nlines:  258 gd:  240
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
res:  240 -0.00044369043735059677 0.015961666096700355 0.026738725182912215
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
Niter:  6 row:  166 ngroup:  1 nlines:  258 gd:  240
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
res:  240 -0.00044369043735059677 0.015961666096700355 0.026738725182912215
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
Final values:
res:  -0.00044369043735059677 0.026738725182912215
pars:  [ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
166 [ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02]
elapsed: 2.9 sec.
Niter:  0 row:  166 ngroup:  26 nlines:  6667 gd:  6667
[ 1.20743982e-10 -1.03145855e-05 -2.82910338e-01  1.61508737e+04
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02 -1.43770335e+02  4.10496420e-11
  1.54419209e+02 -1.43770335e+02  4.10496420e-11  1.54419209e+02
 -1.43770335e+02  4.10496420e-11  1.54419209e+02 -1.43770335e+02
  4.10496420e-11  1.54419209e+02]
res:  6667 0.00032099821692099795 0.015124171348361415 0.03599262972642837
[ 1.20743994e-10 -1.03145844e-05 -2.82910309e-01  1.61508721e+04
 -1.43750237e+02  2.61781280e-02  1.54412377e+02 -1.43290731e+02
  5.04759793e-01  1.54905037e+02 -1.43784568e+02 -2.05595524e-02
  1.54403173e+02 -1.43284653e+02  4.72156436e-01  1.54900285e+02
 -1.43783172e+02 -1.03311659e-02  1.54413028e+02 -1.43288634e+02
  4.92608050e-01  1.54913521e+02 -1.43759905e+02  4.39829500e-03
  1.54405493e+02 -1.43314798e+02  5.18031596e-01  1.54899720e+02
 -1.43794547e+02  2.31931320e-02  1.54406994e+02 -1.43288367e+02
  5.24426621e-01  1.54912779e+02 -1.43766255e+02  1.19942148e-02
  1.54411875e+02 -1.43285143e+02  5.16040382e-01  1.54901541e+02
 -1.43785970e+02 -1.46676983e-02  1.54402797e+02 -1.43320360e+02
  4.98103757e-01  1.54904207e+02 -1.43781709e+02  2.40335724e-02
  1.54413225e+02 -1.43322088e+02  4.96795072e-01  1.54907127e+02
 -1.43802891e+02  1.30171304e-02  1.54413649e+02 -1.43304040e+02
  5.14224656e-01  1.54898133e+02 -1.43779283e+02  1.03300201e-03
  1.54414303e+02 -1.43299888e+02  4.92630399e-01  1.54905458e+02
 -1.43775474e+02 -1.09893897e-02  1.54406371e+02 -1.43311594e+02
  5.04674449e-01  1.54902981e+02 -1.43817645e+02 -5.68348477e-04
  1.54406731e+02 -1.43317194e+02  4.95146243e-01  1.54900335e+02
 -1.43814539e+02  5.60435336e-03  1.54403376e+02 -1.43308716e+02
  4.75607138e-01  1.54900196e+02]
Niter:  1 row:  166 ngroup:  26 nlines:  6667 gd:  6192
[ 1.20743994e-10 -1.03145844e-05 -2.82910309e-01  1.61508721e+04
 -1.43750237e+02  2.61781280e-02  1.54412377e+02 -1.43290731e+02
  5.04759793e-01  1.54905037e+02 -1.43784568e+02 -2.05595524e-02
  1.54403173e+02 -1.43284653e+02  4.72156436e-01  1.54900285e+02
 -1.43783172e+02 -1.03311659e-02  1.54413028e+02 -1.43288634e+02
  4.92608050e-01  1.54913521e+02 -1.43759905e+02  4.39829500e-03
  1.54405493e+02 -1.43314798e+02  5.18031596e-01  1.54899720e+02
 -1.43794547e+02  2.31931320e-02  1.54406994e+02 -1.43288367e+02
  5.24426621e-01  1.54912779e+02 -1.43766255e+02  1.19942148e-02
  1.54411875e+02 -1.43285143e+02  5.16040382e-01  1.54901541e+02
 -1.43785970e+02 -1.46676983e-02  1.54402797e+02 -1.43320360e+02
  4.98103757e-01  1.54904207e+02 -1.43781709e+02  2.40335724e-02
  1.54413225e+02 -1.43322088e+02  4.96795072e-01  1.54907127e+02
 -1.43802891e+02  1.30171304e-02  1.54413649e+02 -1.43304040e+02
  5.14224656e-01  1.54898133e+02 -1.43779283e+02  1.03300201e-03
  1.54414303e+02 -1.43299888e+02  4.92630399e-01  1.54905458e+02
 -1.43775474e+02 -1.09893897e-02  1.54406371e+02 -1.43311594e+02
  5.04674449e-01  1.54902981e+02 -1.43817645e+02 -5.68348477e-04
  1.54406731e+02 -1.43317194e+02  4.95146243e-01  1.54900335e+02
 -1.43814539e+02  5.60435336e-03  1.54403376e+02 -1.43308716e+02
  4.75607138e-01  1.54900196e+02]
res:  6192 0.0002604957844596356 0.015040284917631652 0.024533823867618525
[ 1.20744006e-10 -1.03145834e-05 -2.82910281e-01  1.61508705e+04
 -1.43779372e+02  1.02469504e-03  1.54409770e+02 -1.43308408e+02
  4.91486049e-01  1.54905641e+02 -1.43800315e+02 -3.57763412e-02
  1.54402615e+02 -1.43289880e+02  4.81947842e-01  1.54894372e+02
 -1.43784118e+02 -2.56199423e-02  1.54410706e+02 -1.43302890e+02
  4.94451806e-01  1.54912097e+02 -1.43777920e+02 -8.01661531e-03
  1.54401857e+02 -1.43303544e+02  4.96019765e-01  1.54897484e+02
 -1.43806477e+02 -7.13378639e-03  1.54404528e+02 -1.43279798e+02
  5.06628906e-01  1.54910897e+02 -1.43776679e+02 -6.08978567e-03
  1.54408940e+02 -1.43300116e+02  4.91058441e-01  1.54899880e+02
 -1.43792922e+02 -2.01340606e-02  1.54398156e+02 -1.43310170e+02
  4.81806224e-01  1.54900948e+02 -1.43794025e+02 -2.62809256e-03
  1.54410518e+02 -1.43311214e+02  4.78085026e-01  1.54905040e+02
 -1.43805160e+02  1.17879812e-03  1.54410756e+02 -1.43312865e+02
  5.03479707e-01  1.54891834e+02 -1.43777462e+02 -9.47775471e-03
  1.54409821e+02 -1.43312924e+02  4.87929838e-01  1.54903597e+02
 -1.43789374e+02 -1.93053314e-02  1.54399447e+02 -1.43307842e+02
  4.91264711e-01  1.54905316e+02 -1.43805310e+02 -1.35234301e-02
  1.54400730e+02 -1.43316366e+02  4.87763591e-01  1.54893697e+02
 -1.43818348e+02  1.04338000e-02  1.54395395e+02 -1.43326539e+02
  4.66106966e-01  1.54899925e+02]
Niter:  2 row:  166 ngroup:  26 nlines:  6667 gd:  6176
[ 1.20744006e-10 -1.03145834e-05 -2.82910281e-01  1.61508705e+04
 -1.43779372e+02  1.02469504e-03  1.54409770e+02 -1.43308408e+02
  4.91486049e-01  1.54905641e+02 -1.43800315e+02 -3.57763412e-02
  1.54402615e+02 -1.43289880e+02  4.81947842e-01  1.54894372e+02
 -1.43784118e+02 -2.56199423e-02  1.54410706e+02 -1.43302890e+02
  4.94451806e-01  1.54912097e+02 -1.43777920e+02 -8.01661531e-03
  1.54401857e+02 -1.43303544e+02  4.96019765e-01  1.54897484e+02
 -1.43806477e+02 -7.13378639e-03  1.54404528e+02 -1.43279798e+02
  5.06628906e-01  1.54910897e+02 -1.43776679e+02 -6.08978567e-03
  1.54408940e+02 -1.43300116e+02  4.91058441e-01  1.54899880e+02
 -1.43792922e+02 -2.01340606e-02  1.54398156e+02 -1.43310170e+02
  4.81806224e-01  1.54900948e+02 -1.43794025e+02 -2.62809256e-03
  1.54410518e+02 -1.43311214e+02  4.78085026e-01  1.54905040e+02
 -1.43805160e+02  1.17879812e-03  1.54410756e+02 -1.43312865e+02
  5.03479707e-01  1.54891834e+02 -1.43777462e+02 -9.47775471e-03
  1.54409821e+02 -1.43312924e+02  4.87929838e-01  1.54903597e+02
 -1.43789374e+02 -1.93053314e-02  1.54399447e+02 -1.43307842e+02
  4.91264711e-01  1.54905316e+02 -1.43805310e+02 -1.35234301e-02
  1.54400730e+02 -1.43316366e+02  4.87763591e-01  1.54893697e+02
 -1.43818348e+02  1.04338000e-02  1.54395395e+02 -1.43326539e+02
  4.66106966e-01  1.54899925e+02]
res:  6176 0.00031089753429114353 0.015154470060224412 0.024293868191043157
[ 1.20744018e-10 -1.03145824e-05 -2.82910253e-01  1.61508689e+04
 -1.43791198e+02 -1.08966954e-02  1.54405051e+02 -1.43315368e+02
  4.85766017e-01  1.54900917e+02 -1.43817256e+02 -4.14440246e-02
  1.54397890e+02 -1.43291804e+02  4.76228320e-01  1.54887609e+02
 -1.43791105e+02 -3.13032982e-02  1.54405984e+02 -1.43314937e+02
  4.92060229e-01  1.54907375e+02 -1.43784882e+02 -2.05717545e-02
  1.54397137e+02 -1.43310512e+02  4.83665649e-01  1.54892754e+02
 -1.43813420e+02 -1.62979125e-02  1.54399801e+02 -1.43281411e+02
  5.00913624e-01  1.54906165e+02 -1.43783630e+02 -1.47388225e-02
  1.54404228e+02 -1.43307076e+02  4.78544011e-01  1.54895155e+02
 -1.43799874e+02 -2.58185490e-02  1.54393440e+02 -1.43312366e+02
  4.72923234e-01  1.54896218e+02 -1.43800969e+02 -1.19708017e-02
  1.54405800e+02 -1.43312250e+02  4.72385968e-01  1.54900314e+02
 -1.43812102e+02 -4.50694013e-03  1.54406033e+02 -1.43319852e+02
  4.94639331e-01  1.54885117e+02 -1.43784424e+02 -1.51774233e-02
  1.54405103e+02 -1.43319872e+02  4.82215737e-01  1.54900840e+02
 -1.43796352e+02 -2.49831683e-02  1.54394732e+02 -1.43314799e+02
  4.85569467e-01  1.54902639e+02 -1.43812261e+02 -1.92283105e-02
  1.54396014e+02 -1.43323326e+02  4.82077074e-01  1.54888971e+02
 -1.43825304e+02  4.74365446e-03  1.54390674e+02 -1.43333518e+02
  4.57073666e-01  1.54897090e+02]
Niter:  3 row:  166 ngroup:  26 nlines:  6667 gd:  6178
[ 1.20744018e-10 -1.03145824e-05 -2.82910253e-01  1.61508689e+04
 -1.43791198e+02 -1.08966954e-02  1.54405051e+02 -1.43315368e+02
  4.85766017e-01  1.54900917e+02 -1.43817256e+02 -4.14440246e-02
  1.54397890e+02 -1.43291804e+02  4.76228320e-01  1.54887609e+02
 -1.43791105e+02 -3.13032982e-02  1.54405984e+02 -1.43314937e+02
  4.92060229e-01  1.54907375e+02 -1.43784882e+02 -2.05717545e-02
  1.54397137e+02 -1.43310512e+02  4.83665649e-01  1.54892754e+02
 -1.43813420e+02 -1.62979125e-02  1.54399801e+02 -1.43281411e+02
  5.00913624e-01  1.54906165e+02 -1.43783630e+02 -1.47388225e-02
  1.54404228e+02 -1.43307076e+02  4.78544011e-01  1.54895155e+02
 -1.43799874e+02 -2.58185490e-02  1.54393440e+02 -1.43312366e+02
  4.72923234e-01  1.54896218e+02 -1.43800969e+02 -1.19708017e-02
  1.54405800e+02 -1.43312250e+02  4.72385968e-01  1.54900314e+02
 -1.43812102e+02 -4.50694013e-03  1.54406033e+02 -1.43319852e+02
  4.94639331e-01  1.54885117e+02 -1.43784424e+02 -1.51774233e-02
  1.54405103e+02 -1.43319872e+02  4.82215737e-01  1.54900840e+02
 -1.43796352e+02 -2.49831683e-02  1.54394732e+02 -1.43314799e+02
  4.85569467e-01  1.54902639e+02 -1.43812261e+02 -1.92283105e-02
  1.54396014e+02 -1.43323326e+02  4.82077074e-01  1.54888971e+02
 -1.43825304e+02  4.74365446e-03  1.54390674e+02 -1.43333518e+02
  4.57073666e-01  1.54897090e+02]
res:  6178 7.636742338945623e-05 0.014737572579178959 0.024290168169603207
[ 1.20836860e-10 -1.03140735e-05 -2.82910433e-01  1.61508673e+04
 -1.43791312e+02 -1.95842395e-02  1.54411367e+02 -1.43315455e+02
  4.80711619e-01  1.54907044e+02 -1.43823879e+02 -4.65501707e-02
  1.54403996e+02 -1.43285108e+02  4.71171343e-01  1.54893509e+02
 -1.43791037e+02 -3.63858746e-02  1.54412216e+02 -1.43315055e+02
  4.86925160e-01  1.54913615e+02 -1.43784952e+02 -2.98185508e-02
  1.54403428e+02 -1.43310550e+02  4.78591875e-01  1.54898698e+02
 -1.43813597e+02 -2.13771790e-02  1.54405833e+02 -1.43281468e+02
  4.95803149e-01  1.54912042e+02 -1.43783765e+02 -2.37779165e-02
  1.54410762e+02 -1.43307161e+02  4.69665978e-01  1.54901265e+02
 -1.43799998e+02 -3.08806877e-02  1.54399860e+02 -1.43298479e+02
  4.67825660e-01  1.54902159e+02 -1.43801137e+02 -1.70568488e-02
  1.54412139e+02 -1.43312174e+02  4.67298792e-01  1.54906403e+02
 -1.43812282e+02 -9.59335251e-03  1.54412209e+02 -1.43319778e+02
  4.85693293e-01  1.54890953e+02 -1.43784497e+02 -2.02621321e-02
  1.54411434e+02 -1.43320022e+02  4.77155322e-01  1.54907020e+02
 -1.43796329e+02 -3.00708955e-02  1.54401114e+02 -1.43314900e+02
  4.80493976e-01  1.54911117e+02 -1.43812392e+02 -2.42979245e-02
  1.54402416e+02 -1.43323405e+02  4.76976369e-01  1.54895058e+02
 -1.43825409e+02 -3.43686015e-04  1.54396923e+02 -1.43333493e+02
  4.52016772e-01  1.54903065e+02]
Niter:  4 row:  166 ngroup:  26 nlines:  6667 gd:  6158
[ 1.20836860e-10 -1.03140735e-05 -2.82910433e-01  1.61508673e+04
 -1.43791312e+02 -1.95842395e-02  1.54411367e+02 -1.43315455e+02
  4.80711619e-01  1.54907044e+02 -1.43823879e+02 -4.65501707e-02
  1.54403996e+02 -1.43285108e+02  4.71171343e-01  1.54893509e+02
 -1.43791037e+02 -3.63858746e-02  1.54412216e+02 -1.43315055e+02
  4.86925160e-01  1.54913615e+02 -1.43784952e+02 -2.98185508e-02
  1.54403428e+02 -1.43310550e+02  4.78591875e-01  1.54898698e+02
 -1.43813597e+02 -2.13771790e-02  1.54405833e+02 -1.43281468e+02
  4.95803149e-01  1.54912042e+02 -1.43783765e+02 -2.37779165e-02
  1.54410762e+02 -1.43307161e+02  4.69665978e-01  1.54901265e+02
 -1.43799998e+02 -3.08806877e-02  1.54399860e+02 -1.43298479e+02
  4.67825660e-01  1.54902159e+02 -1.43801137e+02 -1.70568488e-02
  1.54412139e+02 -1.43312174e+02  4.67298792e-01  1.54906403e+02
 -1.43812282e+02 -9.59335251e-03  1.54412209e+02 -1.43319778e+02
  4.85693293e-01  1.54890953e+02 -1.43784497e+02 -2.02621321e-02
  1.54411434e+02 -1.43320022e+02  4.77155322e-01  1.54907020e+02
 -1.43796329e+02 -3.00708955e-02  1.54401114e+02 -1.43314900e+02
  4.80493976e-01  1.54911117e+02 -1.43812392e+02 -2.42979245e-02
  1.54402416e+02 -1.43323405e+02  4.76976369e-01  1.54895058e+02
 -1.43825409e+02 -3.43686015e-04  1.54396923e+02 -1.43333493e+02
  4.52016772e-01  1.54903065e+02]
res:  6158 8.806849109532777e-05 0.014787978525419021 0.02402363601133959
[ 1.20836872e-10 -1.03140745e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
Niter:  5 row:  166 ngroup:  26 nlines:  6667 gd:  6158
[ 1.20836872e-10 -1.03140745e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
res:  6158 7.914436719147488e-05 0.014774370823943173 0.02402334448554732
[ 1.20840067e-10 -1.03140745e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
Niter:  6 row:  166 ngroup:  26 nlines:  6667 gd:  6158
[ 1.20840067e-10 -1.03140745e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
res:  6158 9.57763841142878e-05 0.014782052750888397 0.024023332435563042
[ 1.20839452e-10 -1.03140791e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
Saving figure to  wave_resid_43670005_fiber166.png
Final values:
res:  9.57763841142878e-05 0.024023332435563042
pars:  [ 1.20839452e-10 -1.03140791e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
166 [ 1.20839452e-10 -1.03140791e-05 -2.82910460e-01  1.61508683e+04
 -1.43791504e+02 -1.53316520e-02  1.54415896e+02 -1.43310673e+02
  4.84360755e-01  1.54909701e+02 -1.43817950e+02 -4.29202468e-02
  1.54406655e+02 -1.43281468e+02  4.74830036e-01  1.54898056e+02
 -1.43786225e+02 -3.27504735e-02  1.54416672e+02 -1.43315101e+02
  4.90572701e-01  1.54916267e+02 -1.43780167e+02 -2.54783763e-02
  1.54406078e+02 -1.43305759e+02  4.82233347e-01  1.54901366e+02
 -1.43808834e+02 -2.05558915e-02  1.54408495e+02 -1.43276681e+02
  4.99449381e-01  1.54916485e+02 -1.43774197e+02 -2.22602934e-02
  1.54413398e+02 -1.43302378e+02  4.70822016e-01  1.54903924e+02
 -1.43800120e+02 -2.72438146e-02  1.54402502e+02 -1.43290113e+02
  4.68430906e-01  1.54906736e+02 -1.43796374e+02 -1.34097177e-02
  1.54414785e+02 -1.43307361e+02  4.70950226e-01  1.54909063e+02
 -1.43807522e+02 -5.95703402e-03  1.54412819e+02 -1.43314966e+02
  4.93221117e-01  1.54893626e+02 -1.43779713e+02 -1.66247055e-02
  1.54414082e+02 -1.43315255e+02  4.74413883e-01  1.54907812e+02
 -1.43791527e+02 -2.64442099e-02  1.54403758e+02 -1.43310123e+02
  4.84133651e-01  1.54911328e+02 -1.43807621e+02 -2.37728248e-02
  1.54405059e+02 -1.43318624e+02  4.83931904e-01  1.54897718e+02
 -1.43820631e+02  3.29909949e-03  1.54399574e+02 -1.43328689e+02
  4.55657619e-01  1.54905731e+02]
--- Row 168/300 row=167 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  167
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=167 ---
Niter:  0 row:  167 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.001377687916829018 0.01592417399479018 0.03443737964494858
[ 1.20902005e-10 -1.03130208e-05 -2.82903285e-01  1.61508702e+04
 -1.43833914e+02  1.62904182e-13  1.54471123e+02]
Niter:  1 row:  167 ngroup:  1 nlines:  248 gd:  229
[ 1.20902005e-10 -1.03130208e-05 -2.82903285e-01  1.61508702e+04
 -1.43833914e+02  1.62904182e-13  1.54471123e+02]
res:  229 -0.0012237312939760159 0.01433945093958755 0.02380629034913212
[ 1.20862113e-10 -1.03129808e-05 -2.82908027e-01  1.61508735e+04
 -1.43779404e+02 -3.03078382e-12  1.54454596e+02]
Niter:  2 row:  167 ngroup:  1 nlines:  248 gd:  225
[ 1.20862113e-10 -1.03129808e-05 -2.82908027e-01  1.61508735e+04
 -1.43779404e+02 -3.03078382e-12  1.54454596e+02]
res:  225 -0.00035171648232790176 0.013637290270708036 0.0225360334867221
[ 1.20910970e-10 -1.03129734e-05 -2.82908882e-01  1.61508727e+04
 -1.43772712e+02  1.01561691e-10  1.54448354e+02]
Niter:  3 row:  167 ngroup:  1 nlines:  248 gd:  227
[ 1.20910970e-10 -1.03129734e-05 -2.82908882e-01  1.61508727e+04
 -1.43772712e+02  1.01561691e-10  1.54448354e+02]
res:  227 -0.00046895390460122144 0.013641905363328988 0.023133593268967252
[ 1.20982504e-10 -1.03130279e-05 -2.82909831e-01  1.61508744e+04
 -1.43761574e+02  9.83947037e-11  1.54449122e+02]
Niter:  4 row:  167 ngroup:  1 nlines:  248 gd:  228
[ 1.20982504e-10 -1.03130279e-05 -2.82909831e-01  1.61508744e+04
 -1.43761574e+02  9.83947037e-11  1.54449122e+02]
res:  228 -0.0008536632058167015 0.01353335033309122 0.02341554071682281
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
Niter:  5 row:  167 ngroup:  1 nlines:  248 gd:  228
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
res:  228 -0.0008536632058167015 0.01353335033309122 0.02341554071682281
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
Niter:  6 row:  167 ngroup:  1 nlines:  248 gd:  228
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
res:  228 -0.0008536632058167015 0.01353335033309122 0.02341554071682281
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
Final values:
res:  -0.0008536632058167015 0.02341554071682281
pars:  [ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
167 [ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02]
elapsed: 2.9 sec.
Niter:  0 row:  167 ngroup:  26 nlines:  6446 gd:  6446
[ 1.21090526e-10 -1.03130702e-05 -2.82911420e-01  1.61508752e+04
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02 -1.43750048e+02  2.62213504e-10
  1.54444476e+02 -1.43750048e+02  2.62213504e-10  1.54444476e+02
 -1.43750048e+02  2.62213504e-10  1.54444476e+02 -1.43750048e+02
  2.62213504e-10  1.54444476e+02]
res:  6446 -0.00031029642832436366 0.014057178997973097 0.03355473712972677
[ 1.21090514e-10 -1.03130713e-05 -2.82911391e-01  1.61508736e+04
 -1.43760860e+02  1.24196589e-02  1.54432898e+02 -1.43264510e+02
  4.91247592e-01  1.54940941e+02 -1.43751588e+02  3.04814750e-03
  1.54428258e+02 -1.43257092e+02  4.74530984e-01  1.54930507e+02
 -1.43749395e+02  1.32058396e-02  1.54438234e+02 -1.43254086e+02
  4.98246660e-01  1.54929711e+02 -1.43750242e+02 -1.93524591e-02
  1.54433522e+02 -1.43250029e+02  4.71162871e-01  1.54928312e+02
 -1.43748352e+02 -7.04143356e-03  1.54430914e+02 -1.43259411e+02
  5.03841243e-01  1.54929249e+02 -1.43753365e+02 -1.42104024e-02
  1.54438053e+02 -1.43289675e+02  4.78841070e-01  1.54922786e+02
 -1.43769749e+02 -2.98613143e-02  1.54428970e+02 -1.43275501e+02
  4.80053563e-01  1.54928632e+02 -1.43750934e+02 -2.31182396e-03
  1.54448224e+02 -1.43269630e+02  4.67920441e-01  1.54928808e+02
 -1.43787861e+02 -1.29438561e-02  1.54436424e+02 -1.43271962e+02
  4.98791882e-01  1.54920782e+02 -1.43764677e+02  1.80328850e-02
  1.54419627e+02 -1.43295820e+02  4.92355465e-01  1.54924952e+02
 -1.43785329e+02  3.15452613e-03  1.54423726e+02 -1.43272293e+02
  4.88694933e-01  1.54919025e+02 -1.43772399e+02 -2.08717289e-02
  1.54433392e+02 -1.43282500e+02  4.96003018e-01  1.54928902e+02
 -1.43760570e+02 -5.83048533e-03  1.54423003e+02 -1.43293106e+02
  4.72119119e-01  1.54920817e+02]
Niter:  1 row:  167 ngroup:  26 nlines:  6446 gd:  5965
[ 1.21090514e-10 -1.03130713e-05 -2.82911391e-01  1.61508736e+04
 -1.43760860e+02  1.24196589e-02  1.54432898e+02 -1.43264510e+02
  4.91247592e-01  1.54940941e+02 -1.43751588e+02  3.04814750e-03
  1.54428258e+02 -1.43257092e+02  4.74530984e-01  1.54930507e+02
 -1.43749395e+02  1.32058396e-02  1.54438234e+02 -1.43254086e+02
  4.98246660e-01  1.54929711e+02 -1.43750242e+02 -1.93524591e-02
  1.54433522e+02 -1.43250029e+02  4.71162871e-01  1.54928312e+02
 -1.43748352e+02 -7.04143356e-03  1.54430914e+02 -1.43259411e+02
  5.03841243e-01  1.54929249e+02 -1.43753365e+02 -1.42104024e-02
  1.54438053e+02 -1.43289675e+02  4.78841070e-01  1.54922786e+02
 -1.43769749e+02 -2.98613143e-02  1.54428970e+02 -1.43275501e+02
  4.80053563e-01  1.54928632e+02 -1.43750934e+02 -2.31182396e-03
  1.54448224e+02 -1.43269630e+02  4.67920441e-01  1.54928808e+02
 -1.43787861e+02 -1.29438561e-02  1.54436424e+02 -1.43271962e+02
  4.98791882e-01  1.54920782e+02 -1.43764677e+02  1.80328850e-02
  1.54419627e+02 -1.43295820e+02  4.92355465e-01  1.54924952e+02
 -1.43785329e+02  3.15452613e-03  1.54423726e+02 -1.43272293e+02
  4.88694933e-01  1.54919025e+02 -1.43772399e+02 -2.08717289e-02
  1.54433392e+02 -1.43282500e+02  4.96003018e-01  1.54928902e+02
 -1.43760570e+02 -5.83048533e-03  1.54423003e+02 -1.43293106e+02
  4.72119119e-01  1.54920817e+02]
res:  5965 -0.0005832666038259049 0.01389580981049221 0.022940166769581653
[ 1.21090502e-10 -1.03130723e-05 -2.82911420e-01  1.61508752e+04
 -1.43750085e+02  8.94534289e-03  1.54442630e+02 -1.43257561e+02
  4.89237868e-01  1.54948694e+02 -1.43752499e+02  2.63523881e-03
  1.54433226e+02 -1.43257971e+02  4.68131389e-01  1.54932614e+02
 -1.43753121e+02 -2.64247741e-03  1.54440996e+02 -1.43260397e+02
  4.89440047e-01  1.54935556e+02 -1.43742386e+02 -1.82329678e-02
  1.54440922e+02 -1.43258921e+02  4.64730995e-01  1.54935760e+02
 -1.43740595e+02 -6.84653232e-03  1.54437384e+02 -1.43251483e+02
  5.03262445e-01  1.54930462e+02 -1.43747405e+02 -1.60666216e-02
  1.54447495e+02 -1.43269408e+02  4.86035544e-01  1.54933702e+02
 -1.43757415e+02 -2.20502903e-02  1.54437242e+02 -1.43267013e+02
  4.83181351e-01  1.54928278e+02 -1.43755419e+02 -3.36715603e-03
  1.54451794e+02 -1.43251920e+02  4.82262152e-01  1.54934885e+02
 -1.43778175e+02 -2.20417488e-02  1.54440442e+02 -1.43244945e+02
  4.81975759e-01  1.54927229e+02 -1.43763568e+02  1.27076497e-02
  1.54431643e+02 -1.43294215e+02  4.89814243e-01  1.54929253e+02
 -1.43778750e+02 -1.68482046e-02  1.54434105e+02 -1.43271149e+02
  4.75516190e-01  1.54924856e+02 -1.43757740e+02 -2.58674714e-02
  1.54435272e+02 -1.43254772e+02  4.83099174e-01  1.54937192e+02
 -1.43769136e+02  3.40150887e-03  1.54435090e+02 -1.43280267e+02
  4.74683116e-01  1.54929959e+02]
Niter:  2 row:  167 ngroup:  26 nlines:  6446 gd:  5964
[ 1.21090502e-10 -1.03130723e-05 -2.82911420e-01  1.61508752e+04
 -1.43750085e+02  8.94534289e-03  1.54442630e+02 -1.43257561e+02
  4.89237868e-01  1.54948694e+02 -1.43752499e+02  2.63523881e-03
  1.54433226e+02 -1.43257971e+02  4.68131389e-01  1.54932614e+02
 -1.43753121e+02 -2.64247741e-03  1.54440996e+02 -1.43260397e+02
  4.89440047e-01  1.54935556e+02 -1.43742386e+02 -1.82329678e-02
  1.54440922e+02 -1.43258921e+02  4.64730995e-01  1.54935760e+02
 -1.43740595e+02 -6.84653232e-03  1.54437384e+02 -1.43251483e+02
  5.03262445e-01  1.54930462e+02 -1.43747405e+02 -1.60666216e-02
  1.54447495e+02 -1.43269408e+02  4.86035544e-01  1.54933702e+02
 -1.43757415e+02 -2.20502903e-02  1.54437242e+02 -1.43267013e+02
  4.83181351e-01  1.54928278e+02 -1.43755419e+02 -3.36715603e-03
  1.54451794e+02 -1.43251920e+02  4.82262152e-01  1.54934885e+02
 -1.43778175e+02 -2.20417488e-02  1.54440442e+02 -1.43244945e+02
  4.81975759e-01  1.54927229e+02 -1.43763568e+02  1.27076497e-02
  1.54431643e+02 -1.43294215e+02  4.89814243e-01  1.54929253e+02
 -1.43778750e+02 -1.68482046e-02  1.54434105e+02 -1.43271149e+02
  4.75516190e-01  1.54924856e+02 -1.43757740e+02 -2.58674714e-02
  1.54435272e+02 -1.43254772e+02  4.83099174e-01  1.54937192e+02
 -1.43769136e+02  3.40150887e-03  1.54435090e+02 -1.43280267e+02
  4.74683116e-01  1.54929959e+02]
res:  5964 -0.0006820304115535691 0.013885888947697822 0.02290191872180188
[ 1.21090490e-10 -1.03130733e-05 -2.82911448e-01  1.61508768e+04
 -1.43743130e+02  8.64770906e-03  1.54447359e+02 -1.43250613e+02
  4.89434519e-01  1.54955180e+02 -1.43749784e+02  8.33002928e-03
  1.54437958e+02 -1.43250982e+02  4.70819794e-01  1.54937331e+02
 -1.43746193e+02 -9.81975933e-05  1.54445729e+02 -1.43253427e+02
  4.95141347e-01  1.54940276e+02 -1.43735430e+02 -1.55627480e-02
  1.54445637e+02 -1.43251974e+02  4.70429484e-01  1.54940482e+02
 -1.43733652e+02 -4.30866229e-03  1.54442119e+02 -1.43244554e+02
  5.08981170e-01  1.54935189e+02 -1.43740471e+02 -1.03756168e-02
  1.54452224e+02 -1.43262476e+02  4.91732452e-01  1.54938431e+02
 -1.43750458e+02 -1.63605236e-02  1.54441961e+02 -1.43260038e+02
  4.88880342e-01  1.54933015e+02 -1.43748461e+02  2.34403206e-03
  1.54456523e+02 -1.43244986e+02  4.91298986e-01  1.54939605e+02
 -1.43771254e+02 -1.90265753e-02  1.54445176e+02 -1.43233600e+02
  4.84719906e-01  1.54931959e+02 -1.43756617e+02  1.53217898e-02
  1.54438195e+02 -1.43287299e+02  4.95529681e-01  1.54933978e+02
 -1.43771808e+02 -1.67004383e-02  1.54438833e+02 -1.43264186e+02
  4.81199332e-01  1.54929587e+02 -1.43746385e+02 -2.31520652e-02
  1.54440001e+02 -1.43242314e+02  4.88795956e-01  1.54941923e+02
 -1.43762200e+02  9.10260086e-03  1.54439814e+02 -1.43273310e+02
  4.80376069e-01  1.54934684e+02]
Niter:  3 row:  167 ngroup:  26 nlines:  6446 gd:  5961
[ 1.21090490e-10 -1.03130733e-05 -2.82911448e-01  1.61508768e+04
 -1.43743130e+02  8.64770906e-03  1.54447359e+02 -1.43250613e+02
  4.89434519e-01  1.54955180e+02 -1.43749784e+02  8.33002928e-03
  1.54437958e+02 -1.43250982e+02  4.70819794e-01  1.54937331e+02
 -1.43746193e+02 -9.81975933e-05  1.54445729e+02 -1.43253427e+02
  4.95141347e-01  1.54940276e+02 -1.43735430e+02 -1.55627480e-02
  1.54445637e+02 -1.43251974e+02  4.70429484e-01  1.54940482e+02
 -1.43733652e+02 -4.30866229e-03  1.54442119e+02 -1.43244554e+02
  5.08981170e-01  1.54935189e+02 -1.43740471e+02 -1.03756168e-02
  1.54452224e+02 -1.43262476e+02  4.91732452e-01  1.54938431e+02
 -1.43750458e+02 -1.63605236e-02  1.54441961e+02 -1.43260038e+02
  4.88880342e-01  1.54933015e+02 -1.43748461e+02  2.34403206e-03
  1.54456523e+02 -1.43244986e+02  4.91298986e-01  1.54939605e+02
 -1.43771254e+02 -1.90265753e-02  1.54445176e+02 -1.43233600e+02
  4.84719906e-01  1.54931959e+02 -1.43756617e+02  1.53217898e-02
  1.54438195e+02 -1.43287299e+02  4.95529681e-01  1.54933978e+02
 -1.43771808e+02 -1.67004383e-02  1.54438833e+02 -1.43264186e+02
  4.81199332e-01  1.54929587e+02 -1.43746385e+02 -2.31520652e-02
  1.54440001e+02 -1.43242314e+02  4.88795956e-01  1.54941923e+02
 -1.43762200e+02  9.10260086e-03  1.54439814e+02 -1.43273310e+02
  4.80376069e-01  1.54934684e+02]
res:  5961 -0.000739216860893066 0.014055192878004164 0.022741879223843242
[ 1.20641658e-10 -1.03134522e-05 -2.82906825e-01  1.61508785e+04
 -1.43766422e+02  1.22760999e-02  1.54461107e+02 -1.43273773e+02
  4.92961599e-01  1.54968904e+02 -1.43772960e+02  1.43085108e-02
  1.54451661e+02 -1.43274682e+02  4.76233454e-01  1.54950571e+02
 -1.43769373e+02  3.77463004e-03  1.54459549e+02 -1.43276796e+02
  5.00878640e-01  1.54953691e+02 -1.43758804e+02 -9.84681278e-03
  1.54458797e+02 -1.43275262e+02  4.76072039e-01  1.54953871e+02
 -1.43757266e+02 -3.53225972e-03  1.54456098e+02 -1.43267878e+02
  5.14155770e-01  1.54948857e+02 -1.43763678e+02 -4.38702467e-03
  1.54465920e+02 -1.43285473e+02  4.97589956e-01  1.54952134e+02
 -1.43773637e+02 -1.01364830e-02  1.54455262e+02 -1.43283451e+02
  4.94478071e-01  1.54947049e+02 -1.43771745e+02  7.73482843e-03
  1.54470209e+02 -1.43268111e+02  4.99097839e-01  1.54952938e+02
 -1.43794876e+02 -1.31572083e-02  1.54459149e+02 -1.43253338e+02
  4.90607426e-01  1.54945639e+02 -1.43779822e+02  2.12051176e-02
  1.54452218e+02 -1.43310328e+02  5.00905465e-01  1.54947333e+02
 -1.43794913e+02 -1.10625247e-02  1.54452404e+02 -1.43287591e+02
  4.87321377e-01  1.54943472e+02 -1.43769664e+02 -1.70351464e-02
  1.54453630e+02 -1.43265733e+02  4.94693073e-01  1.54955697e+02
 -1.43785368e+02  1.48071925e-02  1.54453229e+02 -1.43296539e+02
  4.86339474e-01  1.54948350e+02]
Niter:  4 row:  167 ngroup:  26 nlines:  6446 gd:  5963
[ 1.20641658e-10 -1.03134522e-05 -2.82906825e-01  1.61508785e+04
 -1.43766422e+02  1.22760999e-02  1.54461107e+02 -1.43273773e+02
  4.92961599e-01  1.54968904e+02 -1.43772960e+02  1.43085108e-02
  1.54451661e+02 -1.43274682e+02  4.76233454e-01  1.54950571e+02
 -1.43769373e+02  3.77463004e-03  1.54459549e+02 -1.43276796e+02
  5.00878640e-01  1.54953691e+02 -1.43758804e+02 -9.84681278e-03
  1.54458797e+02 -1.43275262e+02  4.76072039e-01  1.54953871e+02
 -1.43757266e+02 -3.53225972e-03  1.54456098e+02 -1.43267878e+02
  5.14155770e-01  1.54948857e+02 -1.43763678e+02 -4.38702467e-03
  1.54465920e+02 -1.43285473e+02  4.97589956e-01  1.54952134e+02
 -1.43773637e+02 -1.01364830e-02  1.54455262e+02 -1.43283451e+02
  4.94478071e-01  1.54947049e+02 -1.43771745e+02  7.73482843e-03
  1.54470209e+02 -1.43268111e+02  4.99097839e-01  1.54952938e+02
 -1.43794876e+02 -1.31572083e-02  1.54459149e+02 -1.43253338e+02
  4.90607426e-01  1.54945639e+02 -1.43779822e+02  2.12051176e-02
  1.54452218e+02 -1.43310328e+02  5.00905465e-01  1.54947333e+02
 -1.43794913e+02 -1.10625247e-02  1.54452404e+02 -1.43287591e+02
  4.87321377e-01  1.54943472e+02 -1.43769664e+02 -1.70351464e-02
  1.54453630e+02 -1.43265733e+02  4.94693073e-01  1.54955697e+02
 -1.43785368e+02  1.48071925e-02  1.54453229e+02 -1.43296539e+02
  4.86339474e-01  1.54948350e+02]
res:  5963 -0.0005820789147037431 0.013982806376588996 0.02274276768400759
[ 1.20641646e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
Niter:  5 row:  167 ngroup:  26 nlines:  6446 gd:  5966
[ 1.20641646e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
res:  5966 -0.0004760259644172038 0.01394311939839099 0.022774959388618694
[ 1.20609762e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
Niter:  6 row:  167 ngroup:  26 nlines:  6446 gd:  5959
[ 1.20609762e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
res:  5959 -0.00044563281790033216 0.013930222973613127 0.022689014301776667
[ 1.20602178e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
Saving figure to  wave_resid_43670005_fiber167.png
Final values:
res:  -0.00044563281790033216 0.022689014301776667
pars:  [ 1.20602178e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
167 [ 1.20602178e-10 -1.03134532e-05 -2.82906854e-01  1.61508801e+04
 -1.43756251e+02  1.99021547e-02  1.54464611e+02 -1.43263836e+02
  4.97747834e-01  1.54972434e+02 -1.43762996e+02  1.65063287e-02
  1.54457111e+02 -1.43264269e+02  4.84637622e-01  1.54954058e+02
 -1.43759227e+02  1.15021673e-02  1.54463068e+02 -1.43266608e+02
  5.06415046e-01  1.54957177e+02 -1.43748670e+02 -1.39327125e-03
  1.54464115e+02 -1.43265079e+02  4.81621374e-01  1.54957358e+02
 -1.43752650e+02  3.30747237e-04  1.54461465e+02 -1.43257772e+02
  5.16479019e-01  1.54952369e+02 -1.43753682e+02  1.12050375e-03
  1.54469428e+02 -1.43275443e+02  5.11947773e-01  1.54955649e+02
 -1.43763622e+02 -4.65905256e-03  1.54458743e+02 -1.43273198e+02
  5.00024781e-01  1.54956408e+02 -1.43766820e+02  1.33011614e-02
  1.54473891e+02 -1.43257988e+02  5.08630204e-01  1.54956422e+02
 -1.43784656e+02 -4.81613462e-03  1.54462676e+02 -1.43242203e+02
  4.98970177e-01  1.54949155e+02 -1.43769754e+02  2.33690390e-02
  1.54455760e+02 -1.43300366e+02  5.05912327e-01  1.54954435e+02
 -1.43784923e+02 -5.51883967e-03  1.54455905e+02 -1.43277343e+02
  4.92821357e-01  1.54946995e+02 -1.43759575e+02 -8.71841124e-03
  1.54457131e+02 -1.43255391e+02  5.00208689e-01  1.54959214e+02
 -1.43775276e+02  2.03403148e-02  1.54456718e+02 -1.43286405e+02
  4.94789802e-01  1.54953743e+02]
--- Row 169/300 row=168 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  168
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=168 ---
Niter:  0 row:  168 ngroup:  1 nlines:  260 gd:  260
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  260 0.0013680373576789862 0.01651591514564643 0.03395655273500022
[ 1.20033850e-10 -1.03147070e-05 -2.82898595e-01  1.61508769e+04
 -1.43868885e+02 -2.67215657e-13  1.54454265e+02]
Niter:  1 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.20033850e-10 -1.03147070e-05 -2.82898595e-01  1.61508769e+04
 -1.43868885e+02 -2.67215657e-13  1.54454265e+02]
res:  250 0.00024309074706252431 0.016752909391470894 0.028044607442839903
[ 1.19853935e-10 -1.03153105e-05 -2.82897584e-01  1.61508821e+04
 -1.43853733e+02 -1.94014134e-11  1.54460315e+02]
Niter:  2 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.19853935e-10 -1.03153105e-05 -2.82897584e-01  1.61508821e+04
 -1.43853733e+02 -1.94014134e-11  1.54460315e+02]
res:  250 0.00020372725066408748 0.016707378251339833 0.027972354870517226
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
Niter:  3 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
res:  250 0.00020372725066408748 0.016707378251339833 0.027972354870517226
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
Niter:  4 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
res:  250 0.00020372725066408748 0.016707378251339833 0.027972354870517226
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
Niter:  5 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
res:  250 0.00020372725066408748 0.016707378251339833 0.027972354870517226
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
Niter:  6 row:  168 ngroup:  1 nlines:  260 gd:  250
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
res:  250 0.00020372725066408748 0.016707378251339833 0.027972354870517226
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
Final values:
res:  0.00020372725066408748 0.027972354870517226
pars:  [ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
168 [ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02]
elapsed: 2.9 sec.
Niter:  0 row:  168 ngroup:  26 nlines:  6675 gd:  6675
[ 1.20052806e-10 -1.03153840e-05 -2.82900542e-01  1.61508841e+04
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02 -1.43830570e+02 -7.71970743e-11
  1.54452775e+02 -1.43830570e+02 -7.71970743e-11  1.54452775e+02
 -1.43830570e+02 -7.71970743e-11  1.54452775e+02 -1.43830570e+02
 -7.71970743e-11  1.54452775e+02]
res:  6675 0.0006093124011385953 0.015795036355484626 0.03578146357011884
[ 1.20052818e-10 -1.03153829e-05 -2.82900513e-01  1.61508824e+04
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  5.11931083e-01  1.54943732e+02 -1.43851625e+02  7.60969445e-04
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  1.54437746e+02 -1.43357883e+02  5.06689773e-01  1.54944208e+02
 -1.43843455e+02 -1.64015321e-03  1.54447670e+02 -1.43343728e+02
  5.17531826e-01  1.54938235e+02 -1.43824597e+02  8.94071603e-03
  1.54448468e+02 -1.43333554e+02  5.16337647e-01  1.54939530e+02
 -1.43833866e+02  4.57064357e-03  1.54438707e+02 -1.43346571e+02
  4.99997473e-01  1.54932827e+02 -1.43825743e+02  2.68653375e-02
  1.54456056e+02 -1.43371394e+02  5.16798572e-01  1.54947498e+02
 -1.43843589e+02 -5.24020786e-03  1.54450076e+02 -1.43357777e+02
  5.15050398e-01  1.54932112e+02 -1.43836568e+02  1.00581852e-03
  1.54443558e+02 -1.43362027e+02  4.92428125e-01  1.54942542e+02
 -1.43841522e+02  4.27691938e-03  1.54436705e+02 -1.43378524e+02
  4.86438053e-01  1.54928105e+02 -1.43859608e+02 -7.55033070e-03
  1.54437656e+02 -1.43363964e+02  5.06826531e-01  1.54940339e+02
 -1.43849686e+02  4.97514496e-03  1.54432035e+02 -1.43347239e+02
  5.08908762e-01  1.54929931e+02]
Niter:  1 row:  168 ngroup:  26 nlines:  6675 gd:  6235
[ 1.20052818e-10 -1.03153829e-05 -2.82900513e-01  1.61508824e+04
 -1.43842795e+02  1.89512436e-02  1.54447781e+02 -1.43335877e+02
  5.11931083e-01  1.54943732e+02 -1.43851625e+02  7.60969445e-04
  1.54438374e+02 -1.43324920e+02  4.88831272e-01  1.54931051e+02
 -1.43843429e+02  1.54030800e-02  1.54449868e+02 -1.43347872e+02
  5.25951318e-01  1.54929089e+02 -1.43825327e+02  5.63809442e-03
  1.54437746e+02 -1.43357883e+02  5.06689773e-01  1.54944208e+02
 -1.43843455e+02 -1.64015321e-03  1.54447670e+02 -1.43343728e+02
  5.17531826e-01  1.54938235e+02 -1.43824597e+02  8.94071603e-03
  1.54448468e+02 -1.43333554e+02  5.16337647e-01  1.54939530e+02
 -1.43833866e+02  4.57064357e-03  1.54438707e+02 -1.43346571e+02
  4.99997473e-01  1.54932827e+02 -1.43825743e+02  2.68653375e-02
  1.54456056e+02 -1.43371394e+02  5.16798572e-01  1.54947498e+02
 -1.43843589e+02 -5.24020786e-03  1.54450076e+02 -1.43357777e+02
  5.15050398e-01  1.54932112e+02 -1.43836568e+02  1.00581852e-03
  1.54443558e+02 -1.43362027e+02  4.92428125e-01  1.54942542e+02
 -1.43841522e+02  4.27691938e-03  1.54436705e+02 -1.43378524e+02
  4.86438053e-01  1.54928105e+02 -1.43859608e+02 -7.55033070e-03
  1.54437656e+02 -1.43363964e+02  5.06826531e-01  1.54940339e+02
 -1.43849686e+02  4.97514496e-03  1.54432035e+02 -1.43347239e+02
  5.08908762e-01  1.54929931e+02]
res:  6235 0.000144238871143898 0.01599780527067196 0.02526553374317723
[ 1.20052830e-10 -1.03153819e-05 -2.82900498e-01  1.61508841e+04
 -1.43830895e+02  5.96260947e-03  1.54453109e+02 -1.43341965e+02
  5.06032790e-01  1.54951021e+02 -1.43835734e+02  2.42560558e-03
  1.54446811e+02 -1.43326899e+02  5.02662711e-01  1.54943685e+02
 -1.43826024e+02  9.04934834e-03  1.54454003e+02 -1.43336792e+02
  5.08343244e-01  1.54939745e+02 -1.43825071e+02  5.93967100e-03
  1.54449872e+02 -1.43335018e+02  5.14143458e-01  1.54954299e+02
 -1.43832996e+02 -1.40379486e-03  1.54450656e+02 -1.43340629e+02
  5.02123636e-01  1.54945542e+02 -1.43823904e+02  5.31254434e-03
  1.54451310e+02 -1.43337161e+02  5.10404444e-01  1.54943905e+02
 -1.43841019e+02 -3.00998248e-03  1.54447540e+02 -1.43340933e+02
  4.99600098e-01  1.54945980e+02 -1.43831982e+02  8.68794907e-03
  1.54460420e+02 -1.43351568e+02  5.01033337e-01  1.54962105e+02
 -1.43831432e+02 -1.69614239e-02  1.54457423e+02 -1.43342484e+02
  5.03205918e-01  1.54939389e+02 -1.43830319e+02 -3.93625284e-03
  1.54451027e+02 -1.43338403e+02  4.95527858e-01  1.54946956e+02
 -1.43839843e+02 -1.42018457e-02  1.54439614e+02 -1.43353865e+02
  4.80568587e-01  1.54938261e+02 -1.43851908e+02 -1.48410215e-02
  1.54442189e+02 -1.43351225e+02  4.99052522e-01  1.54942153e+02
 -1.43837351e+02 -1.02717593e-02  1.54442035e+02 -1.43355832e+02
  4.96766102e-01  1.54929896e+02]
Niter:  2 row:  168 ngroup:  26 nlines:  6675 gd:  6235
[ 1.20052830e-10 -1.03153819e-05 -2.82900498e-01  1.61508841e+04
 -1.43830895e+02  5.96260947e-03  1.54453109e+02 -1.43341965e+02
  5.06032790e-01  1.54951021e+02 -1.43835734e+02  2.42560558e-03
  1.54446811e+02 -1.43326899e+02  5.02662711e-01  1.54943685e+02
 -1.43826024e+02  9.04934834e-03  1.54454003e+02 -1.43336792e+02
  5.08343244e-01  1.54939745e+02 -1.43825071e+02  5.93967100e-03
  1.54449872e+02 -1.43335018e+02  5.14143458e-01  1.54954299e+02
 -1.43832996e+02 -1.40379486e-03  1.54450656e+02 -1.43340629e+02
  5.02123636e-01  1.54945542e+02 -1.43823904e+02  5.31254434e-03
  1.54451310e+02 -1.43337161e+02  5.10404444e-01  1.54943905e+02
 -1.43841019e+02 -3.00998248e-03  1.54447540e+02 -1.43340933e+02
  4.99600098e-01  1.54945980e+02 -1.43831982e+02  8.68794907e-03
  1.54460420e+02 -1.43351568e+02  5.01033337e-01  1.54962105e+02
 -1.43831432e+02 -1.69614239e-02  1.54457423e+02 -1.43342484e+02
  5.03205918e-01  1.54939389e+02 -1.43830319e+02 -3.93625284e-03
  1.54451027e+02 -1.43338403e+02  4.95527858e-01  1.54946956e+02
 -1.43839843e+02 -1.42018457e-02  1.54439614e+02 -1.43353865e+02
  4.80568587e-01  1.54938261e+02 -1.43851908e+02 -1.48410215e-02
  1.54442189e+02 -1.43351225e+02  4.99052522e-01  1.54942153e+02
 -1.43837351e+02 -1.02717593e-02  1.54442035e+02 -1.43355832e+02
  4.96766102e-01  1.54929896e+02]
res:  6235 4.437720781425014e-05 0.0160327203302586 0.025224747654358098
[ 1.20052842e-10 -1.03153809e-05 -2.82900526e-01  1.61508857e+04
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  5.06032712e-01  1.54955782e+02 -1.43828743e+02  8.12012446e-03
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  5.10411147e-01  1.54944509e+02 -1.43818071e+02  1.16070284e-02
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 -1.43830367e+02 -8.08977071e-03  1.54448833e+02 -1.43348830e+02
  4.98988477e-01  1.54934658e+02]
Niter:  3 row:  168 ngroup:  26 nlines:  6675 gd:  6234
[ 1.20052842e-10 -1.03153809e-05 -2.82900526e-01  1.61508857e+04
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  4.86269658e-01  1.54943021e+02 -1.43840070e+02 -9.15897033e-03
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 -1.43830367e+02 -8.08977071e-03  1.54448833e+02 -1.43348830e+02
  4.98988477e-01  1.54934658e+02]
res:  6234 -0.00018348074081586674 0.015558725071969093 0.024993197558528284
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 -1.43802736e+02 -2.31200642e-02  1.54448903e+02 -1.43313915e+02
  4.93254467e-01  1.54930967e+02 -1.43801519e+02 -7.36245231e-03
  1.54442269e+02 -1.43304553e+02  4.95933479e-01  1.54938403e+02
 -1.43811372e+02 -2.04149253e-02  1.54431085e+02 -1.43324934e+02
  4.80610403e-01  1.54929441e+02 -1.43818492e+02 -1.54653672e-02
  1.54433561e+02 -1.43317283e+02  4.95825388e-01  1.54933442e+02
 -1.43808789e+02 -1.44860065e-02  1.54435364e+02 -1.43326967e+02
  4.93171830e-01  1.54921093e+02]
Niter:  4 row:  168 ngroup:  26 nlines:  6675 gd:  6211
[ 1.20401718e-10 -1.03149922e-05 -2.82904355e-01  1.61508841e+04
 -1.43802416e+02 -1.07542664e-03  1.54444477e+02 -1.43313322e+02
  5.00915430e-01  1.54942278e+02 -1.43807002e+02  2.35189790e-03
  1.54440247e+02 -1.43298118e+02  5.03093877e-01  1.54936898e+02
 -1.43797160e+02  5.50020525e-03  1.54445579e+02 -1.43307743e+02
  5.04387900e-01  1.54930885e+02 -1.43796216e+02  5.06805021e-03
  1.54441229e+02 -1.43306490e+02  5.17284257e-01  1.54945635e+02
 -1.43804255e+02 -1.24559347e-03  1.54442096e+02 -1.43311855e+02
  5.02241389e-01  1.54936756e+02 -1.43795199e+02  5.05832598e-03
  1.54442643e+02 -1.43308236e+02  5.10392910e-01  1.54935152e+02
 -1.43817314e+02 -1.00983701e-02  1.54438664e+02 -1.43312120e+02
  5.00114764e-01  1.54937122e+02 -1.43803193e+02 -1.42632701e-03
  1.54451925e+02 -1.43322632e+02  4.94699511e-01  1.54953235e+02
 -1.43802736e+02 -2.31200642e-02  1.54448903e+02 -1.43313915e+02
  4.93254467e-01  1.54930967e+02 -1.43801519e+02 -7.36245231e-03
  1.54442269e+02 -1.43304553e+02  4.95933479e-01  1.54938403e+02
 -1.43811372e+02 -2.04149253e-02  1.54431085e+02 -1.43324934e+02
  4.80610403e-01  1.54929441e+02 -1.43818492e+02 -1.54653672e-02
  1.54433561e+02 -1.43317283e+02  4.95825388e-01  1.54933442e+02
 -1.43808789e+02 -1.44860065e-02  1.54435364e+02 -1.43326967e+02
  4.93171830e-01  1.54921093e+02]
res:  6211 -9.711550228530541e-05 0.015457509205589304 0.024644014135054133
[ 1.20401730e-10 -1.03149911e-05 -2.82904383e-01  1.61508857e+04
 -1.43799182e+02 -5.01259926e-04  1.54451720e+02 -1.43310177e+02
  5.03729229e-01  1.54947718e+02 -1.43803862e+02  8.62765567e-03
  1.54447775e+02 -1.43294976e+02  5.08974901e-01  1.54942188e+02
 -1.43794098e+02  1.14018335e-02  1.54454956e+02 -1.43304762e+02
  5.10295748e-01  1.54938313e+02 -1.43792818e+02  1.09781279e-02
  1.54448710e+02 -1.43303335e+02  5.19770161e-01  1.54953104e+02
 -1.43801181e+02  1.48180982e-03  1.54449604e+02 -1.43308798e+02
  5.08130211e-01  1.54944223e+02 -1.43792075e+02  7.76193387e-03
  1.54450127e+02 -1.43305208e+02  5.16287536e-01  1.54944525e+02
 -1.43814256e+02 -6.70628748e-04  1.54446082e+02 -1.43309058e+02
  5.02901587e-01  1.54944561e+02 -1.43800142e+02 -2.12743747e-03
  1.54459448e+02 -1.43319628e+02  5.00591124e-01  1.54960655e+02
 -1.43799628e+02 -2.03608028e-02  1.54456420e+02 -1.43310788e+02
  4.95732091e-01  1.54936509e+02 -1.43798458e+02 -4.81124140e-03
  1.54449719e+02 -1.43301436e+02  5.01814349e-01  1.54947790e+02
 -1.43802672e+02 -1.45306088e-02  1.54438586e+02 -1.43321965e+02
  4.86502701e-01  1.54936887e+02 -1.43820206e+02 -9.56742176e-03
  1.54441040e+02 -1.43314215e+02  4.98659564e-01  1.54938835e+02
 -1.43805627e+02 -8.57971132e-03  1.54442828e+02 -1.43324033e+02
  4.95808760e-01  1.54928531e+02]
Niter:  5 row:  168 ngroup:  26 nlines:  6675 gd:  6202
[ 1.20401730e-10 -1.03149911e-05 -2.82904383e-01  1.61508857e+04
 -1.43799182e+02 -5.01259926e-04  1.54451720e+02 -1.43310177e+02
  5.03729229e-01  1.54947718e+02 -1.43803862e+02  8.62765567e-03
  1.54447775e+02 -1.43294976e+02  5.08974901e-01  1.54942188e+02
 -1.43794098e+02  1.14018335e-02  1.54454956e+02 -1.43304762e+02
  5.10295748e-01  1.54938313e+02 -1.43792818e+02  1.09781279e-02
  1.54448710e+02 -1.43303335e+02  5.19770161e-01  1.54953104e+02
 -1.43801181e+02  1.48180982e-03  1.54449604e+02 -1.43308798e+02
  5.08130211e-01  1.54944223e+02 -1.43792075e+02  7.76193387e-03
  1.54450127e+02 -1.43305208e+02  5.16287536e-01  1.54944525e+02
 -1.43814256e+02 -6.70628748e-04  1.54446082e+02 -1.43309058e+02
  5.02901587e-01  1.54944561e+02 -1.43800142e+02 -2.12743747e-03
  1.54459448e+02 -1.43319628e+02  5.00591124e-01  1.54960655e+02
 -1.43799628e+02 -2.03608028e-02  1.54456420e+02 -1.43310788e+02
  4.95732091e-01  1.54936509e+02 -1.43798458e+02 -4.81124140e-03
  1.54449719e+02 -1.43301436e+02  5.01814349e-01  1.54947790e+02
 -1.43802672e+02 -1.45306088e-02  1.54438586e+02 -1.43321965e+02
  4.86502701e-01  1.54936887e+02 -1.43820206e+02 -9.56742176e-03
  1.54441040e+02 -1.43314215e+02  4.98659564e-01  1.54938835e+02
 -1.43805627e+02 -8.57971132e-03  1.54442828e+02 -1.43324033e+02
  4.95808760e-01  1.54928531e+02]
res:  6202 -0.0003532065311446786 0.015229402908516931 0.024421695480730827
[ 1.20696776e-10 -1.03147770e-05 -2.82908586e-01  1.61508841e+04
 -1.43775376e+02 -6.72428807e-03  1.54431215e+02 -1.43286163e+02
  4.98285282e-01  1.54927264e+02 -1.43779778e+02  1.53915000e-03
  1.54427447e+02 -1.43270762e+02  5.03373442e-01  1.54922104e+02
 -1.43769836e+02  4.98616110e-03  1.54434638e+02 -1.43280286e+02
  5.03850295e-01  1.54917711e+02 -1.43770354e+02  2.85710792e-03
  1.54428230e+02 -1.43279400e+02  5.13366799e-01  1.54932620e+02
 -1.43777024e+02 -5.53882532e-03  1.54429159e+02 -1.43284628e+02
  5.02188658e-01  1.54923606e+02 -1.43767997e+02 -5.56114913e-04
  1.54429609e+02 -1.43280904e+02  5.10201518e-01  1.54923989e+02
 -1.43789973e+02 -6.98592813e-03  1.54425488e+02 -1.43284869e+02
  4.97216767e-01  1.54923931e+02 -1.43775935e+02 -8.85007113e-03
  1.54439043e+02 -1.43295292e+02  4.94833156e-01  1.54940053e+02
 -1.43775539e+02 -2.67281891e-02  1.54436529e+02 -1.43286850e+02
  4.89731293e-01  1.54916654e+02 -1.43774239e+02 -1.12133809e-02
  1.54429182e+02 -1.43277307e+02  4.96183181e-01  1.54927372e+02
 -1.43778710e+02 -2.07110593e-02  1.54418189e+02 -1.43297589e+02
  4.80462514e-01  1.54916289e+02 -1.43796361e+02 -1.63211110e-02
  1.54420585e+02 -1.43291626e+02  4.92397196e-01  1.54918267e+02
 -1.43781717e+02 -1.54502117e-02  1.54422311e+02 -1.43299703e+02
  4.88371604e-01  1.54907966e+02]
Niter:  6 row:  168 ngroup:  26 nlines:  6675 gd:  6186
[ 1.20696776e-10 -1.03147770e-05 -2.82908586e-01  1.61508841e+04
 -1.43775376e+02 -6.72428807e-03  1.54431215e+02 -1.43286163e+02
  4.98285282e-01  1.54927264e+02 -1.43779778e+02  1.53915000e-03
  1.54427447e+02 -1.43270762e+02  5.03373442e-01  1.54922104e+02
 -1.43769836e+02  4.98616110e-03  1.54434638e+02 -1.43280286e+02
  5.03850295e-01  1.54917711e+02 -1.43770354e+02  2.85710792e-03
  1.54428230e+02 -1.43279400e+02  5.13366799e-01  1.54932620e+02
 -1.43777024e+02 -5.53882532e-03  1.54429159e+02 -1.43284628e+02
  5.02188658e-01  1.54923606e+02 -1.43767997e+02 -5.56114913e-04
  1.54429609e+02 -1.43280904e+02  5.10201518e-01  1.54923989e+02
 -1.43789973e+02 -6.98592813e-03  1.54425488e+02 -1.43284869e+02
  4.97216767e-01  1.54923931e+02 -1.43775935e+02 -8.85007113e-03
  1.54439043e+02 -1.43295292e+02  4.94833156e-01  1.54940053e+02
 -1.43775539e+02 -2.67281891e-02  1.54436529e+02 -1.43286850e+02
  4.89731293e-01  1.54916654e+02 -1.43774239e+02 -1.12133809e-02
  1.54429182e+02 -1.43277307e+02  4.96183181e-01  1.54927372e+02
 -1.43778710e+02 -2.07110593e-02  1.54418189e+02 -1.43297589e+02
  4.80462514e-01  1.54916289e+02 -1.43796361e+02 -1.63211110e-02
  1.54420585e+02 -1.43291626e+02  4.92397196e-01  1.54918267e+02
 -1.43781717e+02 -1.54502117e-02  1.54422311e+02 -1.43299703e+02
  4.88371604e-01  1.54907966e+02]
res:  6186 -0.00089154167471861 0.014794265694945352 0.02411587502634434
[ 1.20853206e-10 -1.03142013e-05 -2.82910057e-01  1.61508827e+04
 -1.43761043e+02 -2.05988291e-02  1.54433355e+02 -1.43280801e+02
  4.92613282e-01  1.54929443e+02 -1.43774333e+02 -6.16491922e-03
  1.54429949e+02 -1.43265477e+02  4.95242074e-01  1.54923526e+02
 -1.43764407e+02 -9.08874200e-04  1.54437180e+02 -1.43270072e+02
  4.97923486e-01  1.54919634e+02 -1.43763700e+02 -2.26149005e-03
  1.54432064e+02 -1.43274178e+02  5.07492254e-01  1.54934799e+02
 -1.43766932e+02 -1.32261080e-02  1.54433140e+02 -1.43279235e+02
  4.96386198e-01  1.54925751e+02 -1.43762604e+02 -1.27111287e-02
  1.54431854e+02 -1.43275394e+02  5.04357090e-01  1.54924462e+02
 -1.43784481e+02 -1.01500281e-02  1.54428949e+02 -1.43279414e+02
  4.91513381e-01  1.54925921e+02 -1.43770583e+02 -1.76096964e-02
  1.54441488e+02 -1.43289818e+02  4.89097982e-01  1.54940306e+02
 -1.43770192e+02 -3.26560947e-02  1.54440104e+02 -1.43281515e+02
  4.78813615e-01  1.54920151e+02 -1.43768883e+02 -1.71318294e-02
  1.54431233e+02 -1.43271840e+02  4.90470585e-01  1.54929789e+02
 -1.43768480e+02 -2.91884606e-02  1.54420532e+02 -1.43292206e+02
  4.74660827e-01  1.54918309e+02 -1.43791031e+02 -2.46282459e-02
  1.54422795e+02 -1.43284556e+02  4.84108942e-01  1.54920342e+02
 -1.43776350e+02 -2.14842321e-02  1.54424442e+02 -1.43294390e+02
  4.80583380e-01  1.54909959e+02]
Saving figure to  wave_resid_43670005_fiber168.png
Final values:
res:  -0.00089154167471861 0.02411587502634434
pars:  [ 1.20853206e-10 -1.03142013e-05 -2.82910057e-01  1.61508827e+04
 -1.43761043e+02 -2.05988291e-02  1.54433355e+02 -1.43280801e+02
  4.92613282e-01  1.54929443e+02 -1.43774333e+02 -6.16491922e-03
  1.54429949e+02 -1.43265477e+02  4.95242074e-01  1.54923526e+02
 -1.43764407e+02 -9.08874200e-04  1.54437180e+02 -1.43270072e+02
  4.97923486e-01  1.54919634e+02 -1.43763700e+02 -2.26149005e-03
  1.54432064e+02 -1.43274178e+02  5.07492254e-01  1.54934799e+02
 -1.43766932e+02 -1.32261080e-02  1.54433140e+02 -1.43279235e+02
  4.96386198e-01  1.54925751e+02 -1.43762604e+02 -1.27111287e-02
  1.54431854e+02 -1.43275394e+02  5.04357090e-01  1.54924462e+02
 -1.43784481e+02 -1.01500281e-02  1.54428949e+02 -1.43279414e+02
  4.91513381e-01  1.54925921e+02 -1.43770583e+02 -1.76096964e-02
  1.54441488e+02 -1.43289818e+02  4.89097982e-01  1.54940306e+02
 -1.43770192e+02 -3.26560947e-02  1.54440104e+02 -1.43281515e+02
  4.78813615e-01  1.54920151e+02 -1.43768883e+02 -1.71318294e-02
  1.54431233e+02 -1.43271840e+02  4.90470585e-01  1.54929789e+02
 -1.43768480e+02 -2.91884606e-02  1.54420532e+02 -1.43292206e+02
  4.74660827e-01  1.54918309e+02 -1.43791031e+02 -2.46282459e-02
  1.54422795e+02 -1.43284556e+02  4.84108942e-01  1.54920342e+02
 -1.43776350e+02 -2.14842321e-02  1.54424442e+02 -1.43294390e+02
  4.80583380e-01  1.54909959e+02]
168 [ 1.20853206e-10 -1.03142013e-05 -2.82910057e-01  1.61508827e+04
 -1.43761043e+02 -2.05988291e-02  1.54433355e+02 -1.43280801e+02
  4.92613282e-01  1.54929443e+02 -1.43774333e+02 -6.16491922e-03
  1.54429949e+02 -1.43265477e+02  4.95242074e-01  1.54923526e+02
 -1.43764407e+02 -9.08874200e-04  1.54437180e+02 -1.43270072e+02
  4.97923486e-01  1.54919634e+02 -1.43763700e+02 -2.26149005e-03
  1.54432064e+02 -1.43274178e+02  5.07492254e-01  1.54934799e+02
 -1.43766932e+02 -1.32261080e-02  1.54433140e+02 -1.43279235e+02
  4.96386198e-01  1.54925751e+02 -1.43762604e+02 -1.27111287e-02
  1.54431854e+02 -1.43275394e+02  5.04357090e-01  1.54924462e+02
 -1.43784481e+02 -1.01500281e-02  1.54428949e+02 -1.43279414e+02
  4.91513381e-01  1.54925921e+02 -1.43770583e+02 -1.76096964e-02
  1.54441488e+02 -1.43289818e+02  4.89097982e-01  1.54940306e+02
 -1.43770192e+02 -3.26560947e-02  1.54440104e+02 -1.43281515e+02
  4.78813615e-01  1.54920151e+02 -1.43768883e+02 -1.71318294e-02
  1.54431233e+02 -1.43271840e+02  4.90470585e-01  1.54929789e+02
 -1.43768480e+02 -2.91884606e-02  1.54420532e+02 -1.43292206e+02
  4.74660827e-01  1.54918309e+02 -1.43791031e+02 -2.46282459e-02
  1.54422795e+02 -1.43284556e+02  4.84108942e-01  1.54920342e+02
 -1.43776350e+02 -2.14842321e-02  1.54424442e+02 -1.43294390e+02
  4.80583380e-01  1.54909959e+02]
--- Row 170/300 row=169 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  169
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=169 ---
Niter:  0 row:  169 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0008014904415176716 0.014546496560797095 0.03353635635861172
[ 1.21016931e-10 -1.03127037e-05 -2.82912739e-01  1.61508624e+04
 -1.43785418e+02  7.11454998e-14  1.54420891e+02]
Niter:  1 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.21016931e-10 -1.03127037e-05 -2.82912739e-01  1.61508624e+04
 -1.43785418e+02  7.11454998e-14  1.54420891e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Niter:  2 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Niter:  3 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Niter:  4 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Niter:  5 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Niter:  6 row:  169 ngroup:  1 nlines:  247 gd:  232
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
res:  232 0.0004952373055857606 0.014230194858100731 0.024173653426374328
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
Final values:
res:  0.0004952373055857606 0.024173653426374328
pars:  [ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
169 [ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02]
elapsed: 2.9 sec.
Niter:  0 row:  169 ngroup:  26 nlines:  6557 gd:  6557
[ 1.20655937e-10 -1.03128695e-05 -2.82906244e-01  1.61508634e+04
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02 -1.43814908e+02 -5.59630314e-11
  1.54453122e+02 -1.43814908e+02 -5.59630314e-11  1.54453122e+02
 -1.43814908e+02 -5.59630314e-11  1.54453122e+02 -1.43814908e+02
 -5.59630314e-11  1.54453122e+02]
res:  6557 -1.8022055883193389e-06 0.014439223168665194 0.034938287176682715
[ 1.20655949e-10 -1.03128705e-05 -2.82906272e-01  1.61508650e+04
 -1.43816889e+02  8.68140426e-03  1.54455731e+02 -1.43305787e+02
  4.88015797e-01  1.54950612e+02 -1.43823075e+02 -3.09563418e-02
  1.54445720e+02 -1.43292433e+02  4.89066369e-01  1.54950852e+02
 -1.43822216e+02 -4.64423284e-03  1.54461281e+02 -1.43328484e+02
  4.93941145e-01  1.54961091e+02 -1.43813061e+02 -1.38271904e-02
  1.54455709e+02 -1.43310670e+02  4.81010883e-01  1.54951273e+02
 -1.43815533e+02  1.03828719e-02  1.54454091e+02 -1.43312227e+02
  4.74156906e-01  1.54943255e+02 -1.43812812e+02 -1.07888777e-02
  1.54461973e+02 -1.43308343e+02  4.82651519e-01  1.54933325e+02
 -1.43826520e+02 -2.17800499e-02  1.54449472e+02 -1.43314520e+02
  4.84899525e-01  1.54943167e+02 -1.43810219e+02  1.16795338e-02
  1.54455891e+02 -1.43315027e+02  4.79062136e-01  1.54951639e+02
 -1.43805271e+02 -2.00503026e-02  1.54457102e+02 -1.43332575e+02
  4.96514892e-01  1.54941774e+02 -1.43829152e+02  6.84696411e-03
  1.54453166e+02 -1.43335916e+02  4.76789150e-01  1.54952965e+02
 -1.43804958e+02 -3.98870833e-03  1.54444258e+02 -1.43318953e+02
  4.68655257e-01  1.54945486e+02 -1.43809561e+02 -1.97161006e-02
  1.54449500e+02 -1.43305667e+02  4.92308564e-01  1.54941133e+02
 -1.43810848e+02 -3.25408714e-03  1.54441238e+02 -1.43340796e+02
  4.85933872e-01  1.54933949e+02]
Niter:  1 row:  169 ngroup:  26 nlines:  6557 gd:  6045
[ 1.20655949e-10 -1.03128705e-05 -2.82906272e-01  1.61508650e+04
 -1.43816889e+02  8.68140426e-03  1.54455731e+02 -1.43305787e+02
  4.88015797e-01  1.54950612e+02 -1.43823075e+02 -3.09563418e-02
  1.54445720e+02 -1.43292433e+02  4.89066369e-01  1.54950852e+02
 -1.43822216e+02 -4.64423284e-03  1.54461281e+02 -1.43328484e+02
  4.93941145e-01  1.54961091e+02 -1.43813061e+02 -1.38271904e-02
  1.54455709e+02 -1.43310670e+02  4.81010883e-01  1.54951273e+02
 -1.43815533e+02  1.03828719e-02  1.54454091e+02 -1.43312227e+02
  4.74156906e-01  1.54943255e+02 -1.43812812e+02 -1.07888777e-02
  1.54461973e+02 -1.43308343e+02  4.82651519e-01  1.54933325e+02
 -1.43826520e+02 -2.17800499e-02  1.54449472e+02 -1.43314520e+02
  4.84899525e-01  1.54943167e+02 -1.43810219e+02  1.16795338e-02
  1.54455891e+02 -1.43315027e+02  4.79062136e-01  1.54951639e+02
 -1.43805271e+02 -2.00503026e-02  1.54457102e+02 -1.43332575e+02
  4.96514892e-01  1.54941774e+02 -1.43829152e+02  6.84696411e-03
  1.54453166e+02 -1.43335916e+02  4.76789150e-01  1.54952965e+02
 -1.43804958e+02 -3.98870833e-03  1.54444258e+02 -1.43318953e+02
  4.68655257e-01  1.54945486e+02 -1.43809561e+02 -1.97161006e-02
  1.54449500e+02 -1.43305667e+02  4.92308564e-01  1.54941133e+02
 -1.43810848e+02 -3.25408714e-03  1.54441238e+02 -1.43340796e+02
  4.85933872e-01  1.54933949e+02]
res:  6045 -0.0003696411986311432 0.014446558383497177 0.023107143587093974
[ 1.20655937e-10 -1.03128716e-05 -2.82906300e-01  1.61508666e+04
 -1.43801031e+02  1.14170798e-02  1.54462559e+02 -1.43295264e+02
  4.84079474e-01  1.54954588e+02 -1.43823578e+02 -1.37435974e-02
  1.54447922e+02 -1.43291268e+02  4.87656707e-01  1.54958492e+02
 -1.43815942e+02  1.73894698e-03  1.54464741e+02 -1.43312956e+02
  5.00921273e-01  1.54963820e+02 -1.43801786e+02  6.00077472e-03
  1.54463115e+02 -1.43301917e+02  4.77891529e-01  1.54958277e+02
 -1.43799051e+02 -3.83356653e-03  1.54459216e+02 -1.43311437e+02
  4.85594230e-01  1.54949889e+02 -1.43798185e+02 -3.54924700e-03
  1.54466685e+02 -1.43318234e+02  4.64563450e-01  1.54941183e+02
 -1.43814996e+02 -2.81695994e-02  1.54447236e+02 -1.43308303e+02
  4.90304550e-01  1.54955214e+02 -1.43816520e+02 -1.93915013e-03
  1.54461750e+02 -1.43321975e+02  4.85974669e-01  1.54959317e+02
 -1.43797012e+02 -2.63664819e-02  1.54467016e+02 -1.43326238e+02
  4.88690227e-01  1.54952023e+02 -1.43817100e+02 -1.42796259e-02
  1.54464483e+02 -1.43329212e+02  4.85521993e-01  1.54956113e+02
 -1.43799770e+02 -3.66239724e-03  1.54454746e+02 -1.43298007e+02
  4.67209158e-01  1.54948268e+02 -1.43814289e+02 -2.46954240e-02
  1.54453363e+02 -1.43300637e+02  4.74242329e-01  1.54945062e+02
 -1.43809778e+02  3.58781945e-03  1.54444424e+02 -1.43340920e+02
  4.69939066e-01  1.54944643e+02]
Niter:  2 row:  169 ngroup:  26 nlines:  6557 gd:  6045
[ 1.20655937e-10 -1.03128716e-05 -2.82906300e-01  1.61508666e+04
 -1.43801031e+02  1.14170798e-02  1.54462559e+02 -1.43295264e+02
  4.84079474e-01  1.54954588e+02 -1.43823578e+02 -1.37435974e-02
  1.54447922e+02 -1.43291268e+02  4.87656707e-01  1.54958492e+02
 -1.43815942e+02  1.73894698e-03  1.54464741e+02 -1.43312956e+02
  5.00921273e-01  1.54963820e+02 -1.43801786e+02  6.00077472e-03
  1.54463115e+02 -1.43301917e+02  4.77891529e-01  1.54958277e+02
 -1.43799051e+02 -3.83356653e-03  1.54459216e+02 -1.43311437e+02
  4.85594230e-01  1.54949889e+02 -1.43798185e+02 -3.54924700e-03
  1.54466685e+02 -1.43318234e+02  4.64563450e-01  1.54941183e+02
 -1.43814996e+02 -2.81695994e-02  1.54447236e+02 -1.43308303e+02
  4.90304550e-01  1.54955214e+02 -1.43816520e+02 -1.93915013e-03
  1.54461750e+02 -1.43321975e+02  4.85974669e-01  1.54959317e+02
 -1.43797012e+02 -2.63664819e-02  1.54467016e+02 -1.43326238e+02
  4.88690227e-01  1.54952023e+02 -1.43817100e+02 -1.42796259e-02
  1.54464483e+02 -1.43329212e+02  4.85521993e-01  1.54956113e+02
 -1.43799770e+02 -3.66239724e-03  1.54454746e+02 -1.43298007e+02
  4.67209158e-01  1.54948268e+02 -1.43814289e+02 -2.46954240e-02
  1.54453363e+02 -1.43300637e+02  4.74242329e-01  1.54945062e+02
 -1.43809778e+02  3.58781945e-03  1.54444424e+02 -1.43340920e+02
  4.69939066e-01  1.54944643e+02]
res:  6045 -0.00036547307536238804 0.014420607727515744 0.023074211202708732
[ 1.20655925e-10 -1.03128726e-05 -2.82906328e-01  1.61508683e+04
 -1.43794092e+02  1.71245485e-02  1.54467277e+02 -1.43288328e+02
  4.89795438e-01  1.54959305e+02 -1.43816609e+02 -4.90490971e-03
  1.54452641e+02 -1.43284333e+02  4.93345256e-01  1.54963213e+02
 -1.43808989e+02  7.43839109e-03  1.54469455e+02 -1.43305995e+02
  5.06624947e-01  1.54968540e+02 -1.43790279e+02  1.16800446e-02
  1.54467841e+02 -1.43294951e+02  4.83602874e-01  1.54963007e+02
 -1.43780996e+02  1.84624323e-03  1.54463947e+02 -1.43304464e+02
  4.94424848e-01  1.54954613e+02 -1.43791236e+02  2.14068711e-03
  1.54471405e+02 -1.43316535e+02  4.67327555e-01  1.54947654e+02
 -1.43808022e+02 -2.24733350e-02  1.54451956e+02 -1.43301343e+02
  4.95998856e-01  1.54961754e+02 -1.43809550e+02  5.37275748e-04
  1.54466474e+02 -1.43315042e+02  4.91670953e-01  1.54965790e+02
 -1.43790056e+02 -2.35253229e-02  1.54471740e+02 -1.43319304e+02
  4.88064061e-01  1.54956748e+02 -1.43810149e+02 -1.43711070e-02
  1.54469196e+02 -1.43322242e+02  4.94585362e-01  1.54960831e+02
 -1.43792835e+02  2.02406363e-03  1.54459464e+02 -1.43286680e+02
  4.69968825e-01  1.54951191e+02 -1.43807306e+02 -2.20963468e-02
  1.54458085e+02 -1.43293710e+02  4.73355152e-01  1.54949779e+02
 -1.43802830e+02  9.28655001e-03  1.54449142e+02 -1.43333946e+02
  4.72836385e-01  1.54949375e+02]
Niter:  3 row:  169 ngroup:  26 nlines:  6557 gd:  6048
[ 1.20655925e-10 -1.03128726e-05 -2.82906328e-01  1.61508683e+04
 -1.43794092e+02  1.71245485e-02  1.54467277e+02 -1.43288328e+02
  4.89795438e-01  1.54959305e+02 -1.43816609e+02 -4.90490971e-03
  1.54452641e+02 -1.43284333e+02  4.93345256e-01  1.54963213e+02
 -1.43808989e+02  7.43839109e-03  1.54469455e+02 -1.43305995e+02
  5.06624947e-01  1.54968540e+02 -1.43790279e+02  1.16800446e-02
  1.54467841e+02 -1.43294951e+02  4.83602874e-01  1.54963007e+02
 -1.43780996e+02  1.84624323e-03  1.54463947e+02 -1.43304464e+02
  4.94424848e-01  1.54954613e+02 -1.43791236e+02  2.14068711e-03
  1.54471405e+02 -1.43316535e+02  4.67327555e-01  1.54947654e+02
 -1.43808022e+02 -2.24733350e-02  1.54451956e+02 -1.43301343e+02
  4.95998856e-01  1.54961754e+02 -1.43809550e+02  5.37275748e-04
  1.54466474e+02 -1.43315042e+02  4.91670953e-01  1.54965790e+02
 -1.43790056e+02 -2.35253229e-02  1.54471740e+02 -1.43319304e+02
  4.88064061e-01  1.54956748e+02 -1.43810149e+02 -1.43711070e-02
  1.54469196e+02 -1.43322242e+02  4.94585362e-01  1.54960831e+02
 -1.43792835e+02  2.02406363e-03  1.54459464e+02 -1.43286680e+02
  4.69968825e-01  1.54951191e+02 -1.43807306e+02 -2.20963468e-02
  1.54458085e+02 -1.43293710e+02  4.73355152e-01  1.54949779e+02
 -1.43802830e+02  9.28655001e-03  1.54449142e+02 -1.43333946e+02
  4.72836385e-01  1.54949375e+02]
res:  6048 -0.00024239889171440154 0.014378304040292278 0.023108533391418943
[ 1.20634038e-10 -1.03128726e-05 -2.82906328e-01  1.61508683e+04
 -1.43794092e+02  1.71245485e-02  1.54467277e+02 -1.43288328e+02
  4.89795438e-01  1.54959305e+02 -1.43816609e+02 -4.90490971e-03
  1.54452641e+02 -1.43284333e+02  4.93345256e-01  1.54963213e+02
 -1.43808989e+02  7.43839109e-03  1.54469455e+02 -1.43305995e+02
  5.06624947e-01  1.54968540e+02 -1.43790279e+02  1.16800446e-02
  1.54467841e+02 -1.43294951e+02  4.83602874e-01  1.54963007e+02
 -1.43780996e+02  1.84624323e-03  1.54463947e+02 -1.43304464e+02
  4.94424848e-01  1.54954613e+02 -1.43791236e+02  2.14068711e-03
  1.54471405e+02 -1.43316535e+02  4.67327555e-01  1.54947654e+02
 -1.43808022e+02 -2.24733350e-02  1.54451956e+02 -1.43301343e+02
  4.95998856e-01  1.54961754e+02 -1.43809550e+02  5.37275748e-04
  1.54466474e+02 -1.43315042e+02  4.91670953e-01  1.54965790e+02
 -1.43790056e+02 -2.35253229e-02  1.54471740e+02 -1.43319304e+02
  4.88064061e-01  1.54956748e+02 -1.43810149e+02 -1.43711070e-02
  1.54469196e+02 -1.43322242e+02  4.94585362e-01  1.54960831e+02
 -1.43792835e+02  2.02406363e-03  1.54459464e+02 -1.43286680e+02
  4.69968825e-01  1.54951191e+02 -1.43807306e+02 -2.20963468e-02
  1.54458085e+02 -1.43293710e+02  4.73355152e-01  1.54949779e+02
 -1.43802830e+02  9.28655001e-03  1.54449142e+02 -1.43333946e+02
  4.72836385e-01  1.54949375e+02]
Niter:  4 row:  169 ngroup:  26 nlines:  6557 gd:  6049
[ 1.20634038e-10 -1.03128726e-05 -2.82906328e-01  1.61508683e+04
 -1.43794092e+02  1.71245485e-02  1.54467277e+02 -1.43288328e+02
  4.89795438e-01  1.54959305e+02 -1.43816609e+02 -4.90490971e-03
  1.54452641e+02 -1.43284333e+02  4.93345256e-01  1.54963213e+02
 -1.43808989e+02  7.43839109e-03  1.54469455e+02 -1.43305995e+02
  5.06624947e-01  1.54968540e+02 -1.43790279e+02  1.16800446e-02
  1.54467841e+02 -1.43294951e+02  4.83602874e-01  1.54963007e+02
 -1.43780996e+02  1.84624323e-03  1.54463947e+02 -1.43304464e+02
  4.94424848e-01  1.54954613e+02 -1.43791236e+02  2.14068711e-03
  1.54471405e+02 -1.43316535e+02  4.67327555e-01  1.54947654e+02
 -1.43808022e+02 -2.24733350e-02  1.54451956e+02 -1.43301343e+02
  4.95998856e-01  1.54961754e+02 -1.43809550e+02  5.37275748e-04
  1.54466474e+02 -1.43315042e+02  4.91670953e-01  1.54965790e+02
 -1.43790056e+02 -2.35253229e-02  1.54471740e+02 -1.43319304e+02
  4.88064061e-01  1.54956748e+02 -1.43810149e+02 -1.43711070e-02
  1.54469196e+02 -1.43322242e+02  4.94585362e-01  1.54960831e+02
 -1.43792835e+02  2.02406363e-03  1.54459464e+02 -1.43286680e+02
  4.69968825e-01  1.54951191e+02 -1.43807306e+02 -2.20963468e-02
  1.54458085e+02 -1.43293710e+02  4.73355152e-01  1.54949779e+02
 -1.43802830e+02  9.28655001e-03  1.54449142e+02 -1.43333946e+02
  4.72836385e-01  1.54949375e+02]
res:  6049 -0.0003542640770319849 0.01447314400866162 0.02311456351825971
[ 1.20634026e-10 -1.03128736e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
Niter:  5 row:  169 ngroup:  26 nlines:  6557 gd:  6048
[ 1.20634026e-10 -1.03128736e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
res:  6048 -0.0003309523654024815 0.014461621482041664 0.023100994431502802
[ 1.20619772e-10 -1.03128736e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
Niter:  6 row:  169 ngroup:  26 nlines:  6557 gd:  6048
[ 1.20619772e-10 -1.03128736e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
res:  6048 -0.0002751718566287309 0.014469087422185112 0.023100421269620544
[ 1.20634294e-10 -1.03128894e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
Saving figure to  wave_resid_43670005_fiber169.png
Final values:
res:  -0.0002751718566287309 0.023100421269620544
pars:  [ 1.20634294e-10 -1.03128894e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
169 [ 1.20634294e-10 -1.03128894e-05 -2.82906357e-01  1.61508699e+04
 -1.43786258e+02  2.28337811e-02  1.54471090e+02 -1.43280508e+02
  4.95510719e-01  1.54963119e+02 -1.43808687e+02  7.94303971e-04
  1.54458355e+02 -1.43276508e+02  4.99032792e-01  1.54967041e+02
 -1.43801117e+02  1.31426469e-02  1.54473249e+02 -1.43298095e+02
  5.12331120e-01  1.54972357e+02 -1.43782413e+02  1.73628837e-02
  1.54471691e+02 -1.43287043e+02  4.89310235e-01  1.54966869e+02
 -1.43767837e+02  7.52324324e-03  1.54467809e+02 -1.43296545e+02
  5.03025590e-01  1.54958456e+02 -1.43783380e+02  7.82129146e-03
  1.54475232e+02 -1.43308642e+02  4.66653860e-01  1.54951475e+02
 -1.43800097e+02 -1.67732934e-02  1.54455784e+02 -1.43293451e+02
  5.01697175e-01  1.54965579e+02 -1.43801634e+02  6.22341527e-03
  1.54470311e+02 -1.43307224e+02  4.97364932e-01  1.54969623e+02
 -1.43782172e+02 -1.78394340e-02  1.54475577e+02 -1.43311486e+02
  4.90611645e-01  1.54960588e+02 -1.43802282e+02 -8.68985639e-03
  1.54472993e+02 -1.43314324e+02  5.00272417e-01  1.54964650e+02
 -1.43785008e+02  7.70896840e-03  1.54463276e+02 -1.43278763e+02
  4.75673103e-01  1.54955056e+02 -1.43799358e+02 -1.64237671e-02
  1.54461908e+02 -1.43285915e+02  4.75878768e-01  1.54955492e+02
 -1.43794968e+02  1.49850742e-02  1.54452952e+02 -1.43326015e+02
  4.78537854e-01  1.54953243e+02]
--- Row 171/300 row=170 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  170
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=170 ---
Niter:  0 row:  170 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.0020449322864806163 0.015099713815288851 0.03606192966355411
[ 1.20513674e-10 -1.03125978e-05 -2.82904811e-01  1.61508736e+04
 -1.43747327e+02 -8.03130893e-14  1.54464627e+02]
Niter:  1 row:  170 ngroup:  1 nlines:  252 gd:  232
[ 1.20513674e-10 -1.03125978e-05 -2.82904811e-01  1.61508736e+04
 -1.43747327e+02 -8.03130893e-14  1.54464627e+02]
res:  232 0.0007674371172470273 0.014589116513889167 0.02356066623139752
[ 1.20463724e-10 -1.03130626e-05 -2.82904012e-01  1.61508758e+04
 -1.43766806e+02 -2.40624942e-11  1.54465316e+02]
Niter:  2 row:  170 ngroup:  1 nlines:  252 gd:  231
[ 1.20463724e-10 -1.03130626e-05 -2.82904012e-01  1.61508758e+04
 -1.43766806e+02 -2.40624942e-11  1.54465316e+02]
res:  231 0.0007215874720714055 0.014641256824688753 0.023224394056271025
[ 1.20471447e-10 -1.03130626e-05 -2.82904012e-01  1.61508758e+04
 -1.43766806e+02 -2.40624942e-11  1.54465316e+02]
Niter:  3 row:  170 ngroup:  1 nlines:  252 gd:  231
[ 1.20471447e-10 -1.03130626e-05 -2.82904012e-01  1.61508758e+04
 -1.43766806e+02 -2.40624942e-11  1.54465316e+02]
res:  231 0.0005022416144129238 0.014680363979096 0.02321797641024278
[ 1.20431972e-10 -1.03132190e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
Niter:  4 row:  170 ngroup:  1 nlines:  252 gd:  234
[ 1.20431972e-10 -1.03132190e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
res:  234 0.0005828966241097078 0.01466253517082805 0.024244302372050344
[ 1.20411837e-10 -1.03132190e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
Niter:  5 row:  170 ngroup:  1 nlines:  252 gd:  234
[ 1.20411837e-10 -1.03132190e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
res:  234 0.0006701330012219842 0.014647539459474501 0.024244319197749102
[ 1.20422798e-10 -1.03132467e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
Niter:  6 row:  170 ngroup:  1 nlines:  252 gd:  234
[ 1.20422798e-10 -1.03132467e-05 -2.82904161e-01  1.61508758e+04
 -1.43766815e+02  9.77152403e-08  1.54458822e+02]
res:  234 0.0008867707974786754 0.014706301169098879 0.024242651701323302
[ 1.20416254e-10 -1.03131584e-05 -2.82903823e-01  1.61508758e+04
 -1.43768000e+02  7.30342261e-08  1.54463173e+02]
Final values:
res:  0.0008867707974786754 0.024242651701323302
pars:  [ 1.20416254e-10 -1.03131584e-05 -2.82903823e-01  1.61508758e+04
 -1.43768000e+02  7.30342261e-08  1.54463173e+02]
170 [ 1.20416254e-10 -1.03131584e-05 -2.82903823e-01  1.61508758e+04
 -1.43768000e+02  7.30342261e-08  1.54463173e+02]
elapsed: 2.9 sec.
Niter:  0 row:  170 ngroup:  26 nlines:  6607 gd:  6607
[ 1.20416254e-10 -1.03131584e-05 -2.82903823e-01  1.61508758e+04
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02 -1.43768000e+02  7.30342261e-08
  1.54463173e+02 -1.43768000e+02  7.30342261e-08  1.54463173e+02
 -1.43768000e+02  7.30342261e-08  1.54463173e+02 -1.43768000e+02
  7.30342261e-08  1.54463173e+02]
res:  6607 0.00047862665815046057 0.014699901439598761 0.03610702031489114
[ 1.20416266e-10 -1.03131594e-05 -2.82903795e-01  1.61508742e+04
 -1.43760360e+02  1.22300427e-03  1.54460017e+02 -1.43276773e+02
  5.14814443e-01  1.54960528e+02 -1.43782108e+02 -1.48572648e-02
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 -1.43757916e+02 -1.06863752e-03  1.54459431e+02 -1.43282281e+02
  5.02607637e-01  1.54948236e+02 -1.43774663e+02 -1.30496012e-02
  1.54459177e+02 -1.43303819e+02  4.88433627e-01  1.54942767e+02
 -1.43781150e+02 -1.04529005e-02  1.54454976e+02 -1.43277004e+02
  4.76679798e-01  1.54968270e+02 -1.43774975e+02  2.35372191e-03
  1.54455145e+02 -1.43276958e+02  4.77108610e-01  1.54946168e+02
 -1.43771357e+02 -3.68231185e-02  1.54458996e+02 -1.43282413e+02
  5.24987449e-01  1.54946039e+02 -1.43780099e+02 -6.23835352e-03
  1.54452909e+02 -1.43288330e+02  5.02987646e-01  1.54958055e+02
 -1.43783024e+02 -1.12237033e-02  1.54466818e+02 -1.43280494e+02
  4.97543153e-01  1.54951537e+02 -1.43770809e+02  1.47620747e-03
  1.54453314e+02 -1.43281220e+02  5.10168369e-01  1.54957421e+02
 -1.43807867e+02 -1.78895534e-02  1.54457688e+02 -1.43295537e+02
  4.72768317e-01  1.54937025e+02 -1.43781220e+02 -1.37156540e-02
  1.54449480e+02 -1.43300801e+02  4.96807046e-01  1.54955856e+02
 -1.43801391e+02 -2.10895078e-02  1.54433352e+02 -1.43319232e+02
  4.69106325e-01  1.54943210e+02]
Niter:  1 row:  170 ngroup:  26 nlines:  6607 gd:  6074
[ 1.20416266e-10 -1.03131594e-05 -2.82903795e-01  1.61508742e+04
 -1.43760360e+02  1.22300427e-03  1.54460017e+02 -1.43276773e+02
  5.14814443e-01  1.54960528e+02 -1.43782108e+02 -1.48572648e-02
  1.54448322e+02 -1.43294569e+02  4.99348351e-01  1.54941508e+02
 -1.43757916e+02 -1.06863752e-03  1.54459431e+02 -1.43282281e+02
  5.02607637e-01  1.54948236e+02 -1.43774663e+02 -1.30496012e-02
  1.54459177e+02 -1.43303819e+02  4.88433627e-01  1.54942767e+02
 -1.43781150e+02 -1.04529005e-02  1.54454976e+02 -1.43277004e+02
  4.76679798e-01  1.54968270e+02 -1.43774975e+02  2.35372191e-03
  1.54455145e+02 -1.43276958e+02  4.77108610e-01  1.54946168e+02
 -1.43771357e+02 -3.68231185e-02  1.54458996e+02 -1.43282413e+02
  5.24987449e-01  1.54946039e+02 -1.43780099e+02 -6.23835352e-03
  1.54452909e+02 -1.43288330e+02  5.02987646e-01  1.54958055e+02
 -1.43783024e+02 -1.12237033e-02  1.54466818e+02 -1.43280494e+02
  4.97543153e-01  1.54951537e+02 -1.43770809e+02  1.47620747e-03
  1.54453314e+02 -1.43281220e+02  5.10168369e-01  1.54957421e+02
 -1.43807867e+02 -1.78895534e-02  1.54457688e+02 -1.43295537e+02
  4.72768317e-01  1.54937025e+02 -1.43781220e+02 -1.37156540e-02
  1.54449480e+02 -1.43300801e+02  4.96807046e-01  1.54955856e+02
 -1.43801391e+02 -2.10895078e-02  1.54433352e+02 -1.43319232e+02
  4.69106325e-01  1.54943210e+02]
res:  6074 -0.0003164527788612759 0.01470249082922237 0.023694408332395243
[ 1.20416279e-10 -1.03131605e-05 -2.82903767e-01  1.61508726e+04
 -1.43782005e+02 -1.14026395e-02  1.54455603e+02 -1.43289526e+02
  4.84619181e-01  1.54954803e+02 -1.43786239e+02 -3.08713721e-02
  1.54446815e+02 -1.43299982e+02  4.68449780e-01  1.54940387e+02
 -1.43779440e+02 -5.48505334e-03  1.54456776e+02 -1.43284612e+02
  4.88938084e-01  1.54943992e+02 -1.43781386e+02 -2.74673212e-02
  1.54458539e+02 -1.43305233e+02  4.78074976e-01  1.54935744e+02
 -1.43774171e+02 -3.51369075e-02  1.54448766e+02 -1.43308093e+02
  4.62341526e-01  1.54964109e+02 -1.43794610e+02 -3.80478138e-02
  1.54455820e+02 -1.43291032e+02  4.76850215e-01  1.54943555e+02
 -1.43789776e+02 -4.70293050e-02  1.54450188e+02 -1.43294128e+02
  4.96935610e-01  1.54947440e+02 -1.43778901e+02 -2.16875653e-02
  1.54457754e+02 -1.43305786e+02  4.82356615e-01  1.54952297e+02
 -1.43790020e+02 -2.57900376e-02  1.54463018e+02 -1.43294209e+02
  4.67001651e-01  1.54949048e+02 -1.43789668e+02 -1.69089193e-02
  1.54448473e+02 -1.43287997e+02  4.71864512e-01  1.54944356e+02
 -1.43799838e+02 -4.98158120e-02  1.54459412e+02 -1.43306620e+02
  4.69147330e-01  1.54946096e+02 -1.43793882e+02 -3.97481178e-02
  1.54446132e+02 -1.43314745e+02  4.72437445e-01  1.54958591e+02
 -1.43804238e+02 -4.27458776e-02  1.54430639e+02 -1.43329686e+02
  4.59396260e-01  1.54938870e+02]
Niter:  2 row:  170 ngroup:  26 nlines:  6607 gd:  6078
[ 1.20416279e-10 -1.03131605e-05 -2.82903767e-01  1.61508726e+04
 -1.43782005e+02 -1.14026395e-02  1.54455603e+02 -1.43289526e+02
  4.84619181e-01  1.54954803e+02 -1.43786239e+02 -3.08713721e-02
  1.54446815e+02 -1.43299982e+02  4.68449780e-01  1.54940387e+02
 -1.43779440e+02 -5.48505334e-03  1.54456776e+02 -1.43284612e+02
  4.88938084e-01  1.54943992e+02 -1.43781386e+02 -2.74673212e-02
  1.54458539e+02 -1.43305233e+02  4.78074976e-01  1.54935744e+02
 -1.43774171e+02 -3.51369075e-02  1.54448766e+02 -1.43308093e+02
  4.62341526e-01  1.54964109e+02 -1.43794610e+02 -3.80478138e-02
  1.54455820e+02 -1.43291032e+02  4.76850215e-01  1.54943555e+02
 -1.43789776e+02 -4.70293050e-02  1.54450188e+02 -1.43294128e+02
  4.96935610e-01  1.54947440e+02 -1.43778901e+02 -2.16875653e-02
  1.54457754e+02 -1.43305786e+02  4.82356615e-01  1.54952297e+02
 -1.43790020e+02 -2.57900376e-02  1.54463018e+02 -1.43294209e+02
  4.67001651e-01  1.54949048e+02 -1.43789668e+02 -1.69089193e-02
  1.54448473e+02 -1.43287997e+02  4.71864512e-01  1.54944356e+02
 -1.43799838e+02 -4.98158120e-02  1.54459412e+02 -1.43306620e+02
  4.69147330e-01  1.54946096e+02 -1.43793882e+02 -3.97481178e-02
  1.54446132e+02 -1.43314745e+02  4.72437445e-01  1.54958591e+02
 -1.43804238e+02 -4.27458776e-02  1.54430639e+02 -1.43329686e+02
  4.59396260e-01  1.54938870e+02]
res:  6078 -0.00046735713476664387 0.014682426719446084 0.023693995765683682
[ 1.20416291e-10 -1.03131615e-05 -2.82903738e-01  1.61508709e+04
 -1.43789008e+02 -1.71025266e-02  1.54450845e+02 -1.43296530e+02
  4.78904605e-01  1.54950046e+02 -1.43793238e+02 -4.29851423e-02
  1.54442053e+02 -1.43306976e+02  4.59754640e-01  1.54937590e+02
 -1.43791864e+02 -1.11991727e-02  1.54452015e+02 -1.43291625e+02
  4.83241341e-01  1.54939222e+02 -1.43788381e+02 -3.61721753e-02
  1.54453782e+02 -1.43312210e+02  4.72374985e-01  1.54930981e+02
 -1.43781188e+02 -4.39203841e-02  1.54445841e+02 -1.43315092e+02
  4.53614224e-01  1.54959348e+02 -1.43801612e+02 -5.60510482e-02
  1.54451065e+02 -1.43303100e+02  4.71153352e-01  1.54940777e+02
 -1.43796769e+02 -5.27134496e-02  1.54445436e+02 -1.43301152e+02
  4.76553955e-01  1.54942677e+02 -1.43781029e+02 -2.73842694e-02
  1.54452997e+02 -1.43312801e+02  4.72834603e-01  1.54949378e+02
 -1.43797015e+02 -3.14903927e-02  1.54458260e+02 -1.43301210e+02
  4.54199300e-01  1.54944294e+02 -1.43796678e+02 -2.57264831e-02
  1.54443719e+02 -1.43294998e+02  4.53179983e-01  1.54939605e+02
 -1.43806830e+02 -5.87606428e-02  1.54454658e+02 -1.43313613e+02
  4.63447587e-01  1.54941329e+02 -1.43800871e+02 -4.85123238e-02
  1.54443317e+02 -1.43321741e+02  4.66740059e-01  1.54953823e+02
 -1.43811248e+02 -5.11895641e-02  1.54429708e+02 -1.43336656e+02
  4.53704386e-01  1.54935999e+02]
Niter:  3 row:  170 ngroup:  26 nlines:  6607 gd:  6078
[ 1.20416291e-10 -1.03131615e-05 -2.82903738e-01  1.61508709e+04
 -1.43789008e+02 -1.71025266e-02  1.54450845e+02 -1.43296530e+02
  4.78904605e-01  1.54950046e+02 -1.43793238e+02 -4.29851423e-02
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 -1.43791864e+02 -1.11991727e-02  1.54452015e+02 -1.43291625e+02
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  1.54453782e+02 -1.43312210e+02  4.72374985e-01  1.54930981e+02
 -1.43781188e+02 -4.39203841e-02  1.54445841e+02 -1.43315092e+02
  4.53614224e-01  1.54959348e+02 -1.43801612e+02 -5.60510482e-02
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  4.76553955e-01  1.54942677e+02 -1.43781029e+02 -2.73842694e-02
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  4.54199300e-01  1.54944294e+02 -1.43796678e+02 -2.57264831e-02
  1.54443719e+02 -1.43294998e+02  4.53179983e-01  1.54939605e+02
 -1.43806830e+02 -5.87606428e-02  1.54454658e+02 -1.43313613e+02
  4.63447587e-01  1.54941329e+02 -1.43800871e+02 -4.85123238e-02
  1.54443317e+02 -1.43321741e+02  4.66740059e-01  1.54953823e+02
 -1.43811248e+02 -5.11895641e-02  1.54429708e+02 -1.43336656e+02
  4.53704386e-01  1.54935999e+02]
res:  6078 -0.0004359655977168586 0.014689386280224426 0.023649236664086058
[ 1.20582372e-10 -1.03136759e-05 -2.82905010e-01  1.61508726e+04
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  4.83965393e-01  1.54944324e+02 -1.43792023e+02 -3.81777093e-02
  1.54436384e+02 -1.43305655e+02  4.64821786e-01  1.54931837e+02
 -1.43790675e+02 -6.18420539e-03  1.54446314e+02 -1.43290690e+02
  4.88176072e-01  1.54933596e+02 -1.43787169e+02 -3.11182098e-02
  1.54448049e+02 -1.43310746e+02  4.77361491e-01  1.54925299e+02
 -1.43780269e+02 -3.90449655e-02  1.54440115e+02 -1.43313848e+02
  4.58513879e-01  1.54953662e+02 -1.43800376e+02 -5.09911289e-02
  1.54445334e+02 -1.43301918e+02  4.78454396e-01  1.54935101e+02
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  4.81434940e-01  1.54937010e+02 -1.43779706e+02 -2.24067392e-02
  1.54447282e+02 -1.43311835e+02  4.77608011e-01  1.54943656e+02
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  4.59199414e-01  1.54938543e+02 -1.43795664e+02 -2.07034392e-02
  1.54437981e+02 -1.43293788e+02  4.55492832e-01  1.54933866e+02
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 -1.43810290e+02 -4.62714926e-02  1.54423971e+02 -1.43335018e+02
  4.58630301e-01  1.54930271e+02]
Niter:  4 row:  170 ngroup:  26 nlines:  6607 gd:  6073
[ 1.20582372e-10 -1.03136759e-05 -2.82905010e-01  1.61508726e+04
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  4.59199414e-01  1.54938543e+02 -1.43795664e+02 -2.07034392e-02
  1.54437981e+02 -1.43293788e+02  4.55492832e-01  1.54933866e+02
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  4.68406776e-01  1.54935678e+02 -1.43799558e+02 -4.35650894e-02
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 -1.43810290e+02 -4.62714926e-02  1.54423971e+02 -1.43335018e+02
  4.58630301e-01  1.54930271e+02]
res:  6073 -0.0003908118305844255 0.014655981265605078 0.02358071338351933
[ 1.20582384e-10 -1.03136770e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
Niter:  5 row:  170 ngroup:  26 nlines:  6607 gd:  6073
[ 1.20582384e-10 -1.03136770e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
res:  6073 -0.0003882517157762777 0.014655419461632846 0.023580683585324134
[ 1.20585312e-10 -1.03136770e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
Niter:  6 row:  170 ngroup:  26 nlines:  6607 gd:  6073
[ 1.20585312e-10 -1.03136770e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
res:  6073 -0.00038372721610357985 0.014657012350653531 0.02358065846782299
[ 1.20582662e-10 -1.03136783e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
Saving figure to  wave_resid_43670005_fiber170.png
Final values:
res:  -0.00038372721610357985 0.02358065846782299
pars:  [ 1.20582662e-10 -1.03136783e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
170 [ 1.20582662e-10 -1.03136783e-05 -2.82905039e-01  1.61508710e+04
 -1.43794369e+02 -1.75911183e-02  1.54440476e+02 -1.43301886e+02
  4.78503775e-01  1.54939676e+02 -1.43798463e+02 -4.36174020e-02
  1.54431729e+02 -1.43312091e+02  4.59359874e-01  1.54927196e+02
 -1.43797119e+02 -1.16459893e-02  1.54441659e+02 -1.43297144e+02
  4.82718416e-01  1.54928932e+02 -1.43788957e+02 -3.65778980e-02
  1.54443401e+02 -1.43317170e+02  4.71900105e-01  1.54920643e+02
 -1.43786726e+02 -4.44957247e-02  1.54435465e+02 -1.43320288e+02
  4.53061001e-01  1.54949007e+02 -1.43806818e+02 -5.64545928e-02
  1.54442581e+02 -1.43308358e+02  4.77383200e-01  1.54930447e+02
 -1.43801893e+02 -5.65910674e-02  1.54435049e+02 -1.43306817e+02
  4.75983666e-01  1.54932355e+02 -1.43786143e+02 -2.78636276e-02
  1.54442633e+02 -1.43318289e+02  4.68578598e-01  1.54939008e+02
 -1.43806978e+02 -3.19392376e-02  1.54447908e+02 -1.43306550e+02
  4.53740419e-01  1.54933898e+02 -1.43802114e+02 -2.90797425e-02
  1.54433335e+02 -1.43300230e+02  4.48970207e-01  1.54929226e+02
 -1.43811975e+02 -5.93110057e-02  1.54444262e+02 -1.43318778e+02
  4.62949003e-01  1.54931015e+02 -1.43811205e+02 -4.90191635e-02
  1.54432942e+02 -1.43322437e+02  4.62866899e-01  1.54943538e+02
 -1.43816742e+02 -5.17226304e-02  1.54419321e+02 -1.43341435e+02
  4.53173499e-01  1.54927539e+02]
--- Row 172/300 row=171 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  171
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=171 ---
Niter:  0 row:  171 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 8.194131623895373e-05 0.012833609028348292 0.03281106516585158
[ 1.21102482e-10 -1.03134159e-05 -2.82910725e-01  1.61508830e+04
 -1.43678706e+02 -3.41143167e-13  1.54459544e+02]
Niter:  1 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21102482e-10 -1.03134159e-05 -2.82910725e-01  1.61508830e+04
 -1.43678706e+02 -3.41143167e-13  1.54459544e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Niter:  2 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Niter:  3 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Niter:  4 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Niter:  5 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Niter:  6 row:  171 ngroup:  1 nlines:  246 gd:  224
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
res:  224 0.00010113688949786592 0.012683669498073868 0.02055388049684142
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
Final values:
res:  0.00010113688949786592 0.02055388049684142
pars:  [ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
171 [ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02]
elapsed: 2.9 sec.
Niter:  0 row:  171 ngroup:  26 nlines:  6470 gd:  6470
[ 1.21088793e-10 -1.03142538e-05 -2.82911515e-01  1.61508832e+04
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02 -1.43684159e+02 -7.18212416e-10
  1.54440655e+02 -1.43684159e+02 -7.18212416e-10  1.54440655e+02
 -1.43684159e+02 -7.18212416e-10  1.54440655e+02 -1.43684159e+02
 -7.18212416e-10  1.54440655e+02]
res:  6470 -0.00010833229589479743 0.014985013628574961 0.035700264125561695
[ 1.21088805e-10 -1.03142528e-05 -2.82911487e-01  1.61508816e+04
 -1.43693486e+02 -5.98252268e-03  1.54435611e+02 -1.43213458e+02
  5.31196039e-01  1.54933049e+02 -1.43704352e+02  7.22306316e-03
  1.54429054e+02 -1.43219181e+02  4.91854467e-01  1.54920366e+02
 -1.43676356e+02  2.11861518e-02  1.54443698e+02 -1.43214573e+02
  4.82179797e-01  1.54927813e+02 -1.43696332e+02  1.74581950e-03
  1.54436637e+02 -1.43223369e+02  4.95856397e-01  1.54915015e+02
 -1.43712374e+02 -4.12369394e-03  1.54433396e+02 -1.43237223e+02
  4.91625102e-01  1.54932685e+02 -1.43683703e+02  4.45148837e-02
  1.54437342e+02 -1.43180012e+02  5.10500327e-01  1.54921313e+02
 -1.43712245e+02 -1.08795053e-03  1.54424864e+02 -1.43216315e+02
  5.06769160e-01  1.54922934e+02 -1.43717490e+02  1.29908068e-02
  1.54433620e+02 -1.43196215e+02  5.02410871e-01  1.54927111e+02
 -1.43687456e+02  4.27704395e-02  1.54432107e+02 -1.43208673e+02
  5.16233477e-01  1.54923959e+02 -1.43715984e+02  2.21310101e-02
  1.54436148e+02 -1.43186487e+02  4.62151409e-01  1.54931075e+02
 -1.43736057e+02  9.43967765e-03  1.54428776e+02 -1.43203685e+02
  4.99759878e-01  1.54922499e+02 -1.43721106e+02  1.85757043e-03
  1.54424427e+02 -1.43221606e+02  4.85590751e-01  1.54924440e+02
 -1.43712145e+02  1.65483752e-02  1.54426745e+02 -1.43230304e+02
  5.05950278e-01  1.54933368e+02]
Niter:  1 row:  171 ngroup:  26 nlines:  6470 gd:  5990
[ 1.21088805e-10 -1.03142528e-05 -2.82911487e-01  1.61508816e+04
 -1.43693486e+02 -5.98252268e-03  1.54435611e+02 -1.43213458e+02
  5.31196039e-01  1.54933049e+02 -1.43704352e+02  7.22306316e-03
  1.54429054e+02 -1.43219181e+02  4.91854467e-01  1.54920366e+02
 -1.43676356e+02  2.11861518e-02  1.54443698e+02 -1.43214573e+02
  4.82179797e-01  1.54927813e+02 -1.43696332e+02  1.74581950e-03
  1.54436637e+02 -1.43223369e+02  4.95856397e-01  1.54915015e+02
 -1.43712374e+02 -4.12369394e-03  1.54433396e+02 -1.43237223e+02
  4.91625102e-01  1.54932685e+02 -1.43683703e+02  4.45148837e-02
  1.54437342e+02 -1.43180012e+02  5.10500327e-01  1.54921313e+02
 -1.43712245e+02 -1.08795053e-03  1.54424864e+02 -1.43216315e+02
  5.06769160e-01  1.54922934e+02 -1.43717490e+02  1.29908068e-02
  1.54433620e+02 -1.43196215e+02  5.02410871e-01  1.54927111e+02
 -1.43687456e+02  4.27704395e-02  1.54432107e+02 -1.43208673e+02
  5.16233477e-01  1.54923959e+02 -1.43715984e+02  2.21310101e-02
  1.54436148e+02 -1.43186487e+02  4.62151409e-01  1.54931075e+02
 -1.43736057e+02  9.43967765e-03  1.54428776e+02 -1.43203685e+02
  4.99759878e-01  1.54922499e+02 -1.43721106e+02  1.85757043e-03
  1.54424427e+02 -1.43221606e+02  4.85590751e-01  1.54924440e+02
 -1.43712145e+02  1.65483752e-02  1.54426745e+02 -1.43230304e+02
  5.05950278e-01  1.54933368e+02]
res:  5990 -0.0004620436538971262 0.014961493486225663 0.02412132333067282
[ 1.21088817e-10 -1.03142518e-05 -2.82911459e-01  1.61508800e+04
 -1.43698224e+02 -1.78852683e-02  1.54432924e+02 -1.43221712e+02
  5.15520831e-01  1.54920811e+02 -1.43710752e+02  9.02301583e-04
  1.54428620e+02 -1.43214537e+02  4.76936047e-01  1.54923063e+02
 -1.43679140e+02  9.19111614e-03  1.54438670e+02 -1.43214372e+02
  4.77386610e-01  1.54932047e+02 -1.43718803e+02 -3.42522204e-04
  1.54430025e+02 -1.43224384e+02  4.79131632e-01  1.54910472e+02
 -1.43712963e+02 -1.24106933e-02  1.54429035e+02 -1.43223719e+02
  4.76983481e-01  1.54927022e+02 -1.43684198e+02  1.10989710e-02
  1.54434614e+02 -1.43181017e+02  4.86094916e-01  1.54921240e+02
 -1.43727282e+02 -1.50319352e-02  1.54420122e+02 -1.43223273e+02
  4.75097363e-01  1.54919154e+02 -1.43718852e+02 -4.92555549e-03
  1.54432931e+02 -1.43204771e+02  4.93101291e-01  1.54930750e+02
 -1.43689726e+02  2.12892872e-02  1.54432309e+02 -1.43224387e+02
  4.98336736e-01  1.54922193e+02 -1.43724579e+02  2.90199278e-03
  1.54435543e+02 -1.43212680e+02  4.50223697e-01  1.54927604e+02
 -1.43726694e+02 -2.92065135e-02  1.54424231e+02 -1.43210677e+02
  4.94032979e-01  1.54918253e+02 -1.43728141e+02 -1.69686425e-02
  1.54416590e+02 -1.43213043e+02  4.76483656e-01  1.54926676e+02
 -1.43723719e+02 -1.54702314e-02  1.54426442e+02 -1.43220092e+02
  4.86452210e-01  1.54912369e+02]
Niter:  2 row:  171 ngroup:  26 nlines:  6470 gd:  5987
[ 1.21088817e-10 -1.03142518e-05 -2.82911459e-01  1.61508800e+04
 -1.43698224e+02 -1.78852683e-02  1.54432924e+02 -1.43221712e+02
  5.15520831e-01  1.54920811e+02 -1.43710752e+02  9.02301583e-04
  1.54428620e+02 -1.43214537e+02  4.76936047e-01  1.54923063e+02
 -1.43679140e+02  9.19111614e-03  1.54438670e+02 -1.43214372e+02
  4.77386610e-01  1.54932047e+02 -1.43718803e+02 -3.42522204e-04
  1.54430025e+02 -1.43224384e+02  4.79131632e-01  1.54910472e+02
 -1.43712963e+02 -1.24106933e-02  1.54429035e+02 -1.43223719e+02
  4.76983481e-01  1.54927022e+02 -1.43684198e+02  1.10989710e-02
  1.54434614e+02 -1.43181017e+02  4.86094916e-01  1.54921240e+02
 -1.43727282e+02 -1.50319352e-02  1.54420122e+02 -1.43223273e+02
  4.75097363e-01  1.54919154e+02 -1.43718852e+02 -4.92555549e-03
  1.54432931e+02 -1.43204771e+02  4.93101291e-01  1.54930750e+02
 -1.43689726e+02  2.12892872e-02  1.54432309e+02 -1.43224387e+02
  4.98336736e-01  1.54922193e+02 -1.43724579e+02  2.90199278e-03
  1.54435543e+02 -1.43212680e+02  4.50223697e-01  1.54927604e+02
 -1.43726694e+02 -2.92065135e-02  1.54424231e+02 -1.43210677e+02
  4.94032979e-01  1.54918253e+02 -1.43728141e+02 -1.69686425e-02
  1.54416590e+02 -1.43213043e+02  4.76483656e-01  1.54926676e+02
 -1.43723719e+02 -1.54702314e-02  1.54426442e+02 -1.43220092e+02
  4.86452210e-01  1.54912369e+02]
res:  5987 -0.0005081137205706909 0.014954558958379494 0.024039763967949566
[ 1.21088805e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705188e+02 -2.35532983e-02  1.54428195e+02 -1.43228648e+02
  5.06516440e-01  1.54911832e+02 -1.43717696e+02 -4.79805365e-03
  1.54425750e+02 -1.43221515e+02  4.71248394e-01  1.54920216e+02
 -1.43686118e+02  3.50184108e-03  1.54433940e+02 -1.43221311e+02
  4.71706435e-01  1.54929221e+02 -1.43730376e+02 -6.02212064e-03
  1.54425307e+02 -1.43231344e+02  4.73434943e-01  1.54905748e+02
 -1.43719918e+02 -1.80956606e-02  1.54424312e+02 -1.43219495e+02
  4.71289270e-01  1.54922303e+02 -1.43691151e+02 -8.66708098e-04
  1.54431968e+02 -1.43182931e+02  4.77458866e-01  1.54916517e+02
 -1.43734238e+02 -2.07187977e-02  1.54415394e+02 -1.43230225e+02
  4.66172427e-01  1.54916426e+02 -1.43725792e+02 -1.80719944e-02
  1.54428204e+02 -1.43211705e+02  4.80191242e-01  1.54926028e+02
 -1.43696711e+02  1.21907344e-02  1.54429384e+02 -1.43236319e+02
  4.86102757e-01  1.54919454e+02 -1.43731516e+02 -1.26657937e-02
  1.54430824e+02 -1.43219640e+02  4.44525328e-01  1.54922885e+02
 -1.43733657e+02 -3.48822929e-02  1.54419506e+02 -1.43217616e+02
  4.88352448e-01  1.54913528e+02 -1.43735114e+02 -2.58913971e-02
  1.54411868e+02 -1.43209093e+02  4.70771879e-01  1.54921942e+02
 -1.43730650e+02 -2.46064574e-02  1.54421719e+02 -1.43227055e+02
  4.77630441e-01  1.54905694e+02]
Niter:  3 row:  171 ngroup:  26 nlines:  6470 gd:  5982
[ 1.21088805e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705188e+02 -2.35532983e-02  1.54428195e+02 -1.43228648e+02
  5.06516440e-01  1.54911832e+02 -1.43717696e+02 -4.79805365e-03
  1.54425750e+02 -1.43221515e+02  4.71248394e-01  1.54920216e+02
 -1.43686118e+02  3.50184108e-03  1.54433940e+02 -1.43221311e+02
  4.71706435e-01  1.54929221e+02 -1.43730376e+02 -6.02212064e-03
  1.54425307e+02 -1.43231344e+02  4.73434943e-01  1.54905748e+02
 -1.43719918e+02 -1.80956606e-02  1.54424312e+02 -1.43219495e+02
  4.71289270e-01  1.54922303e+02 -1.43691151e+02 -8.66708098e-04
  1.54431968e+02 -1.43182931e+02  4.77458866e-01  1.54916517e+02
 -1.43734238e+02 -2.07187977e-02  1.54415394e+02 -1.43230225e+02
  4.66172427e-01  1.54916426e+02 -1.43725792e+02 -1.80719944e-02
  1.54428204e+02 -1.43211705e+02  4.80191242e-01  1.54926028e+02
 -1.43696711e+02  1.21907344e-02  1.54429384e+02 -1.43236319e+02
  4.86102757e-01  1.54919454e+02 -1.43731516e+02 -1.26657937e-02
  1.54430824e+02 -1.43219640e+02  4.44525328e-01  1.54922885e+02
 -1.43733657e+02 -3.48822929e-02  1.54419506e+02 -1.43217616e+02
  4.88352448e-01  1.54913528e+02 -1.43735114e+02 -2.58913971e-02
  1.54411868e+02 -1.43209093e+02  4.70771879e-01  1.54921942e+02
 -1.43730650e+02 -2.46064574e-02  1.54421719e+02 -1.43227055e+02
  4.77630441e-01  1.54905694e+02]
res:  5982 -0.0005075729486634373 0.014954962378396885 0.023970070169856715
[ 1.21088752e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705188e+02 -2.35532983e-02  1.54428195e+02 -1.43228648e+02
  5.06516440e-01  1.54911832e+02 -1.43717696e+02 -4.79805365e-03
  1.54425750e+02 -1.43221515e+02  4.71248394e-01  1.54920216e+02
 -1.43686118e+02  3.50184108e-03  1.54433940e+02 -1.43221311e+02
  4.71706435e-01  1.54929221e+02 -1.43730376e+02 -6.02212064e-03
  1.54425307e+02 -1.43231344e+02  4.73434943e-01  1.54905748e+02
 -1.43719918e+02 -1.80956606e-02  1.54424312e+02 -1.43219495e+02
  4.71289270e-01  1.54922303e+02 -1.43691151e+02 -8.66708098e-04
  1.54431968e+02 -1.43182931e+02  4.77458866e-01  1.54916517e+02
 -1.43734238e+02 -2.07187977e-02  1.54415394e+02 -1.43230225e+02
  4.66172427e-01  1.54916426e+02 -1.43725792e+02 -1.80719944e-02
  1.54428204e+02 -1.43211705e+02  4.80191242e-01  1.54926028e+02
 -1.43696711e+02  1.21907344e-02  1.54429384e+02 -1.43236319e+02
  4.86102757e-01  1.54919454e+02 -1.43731516e+02 -1.26657937e-02
  1.54430824e+02 -1.43219640e+02  4.44525328e-01  1.54922885e+02
 -1.43733657e+02 -3.48822929e-02  1.54419506e+02 -1.43217616e+02
  4.88352448e-01  1.54913528e+02 -1.43735114e+02 -2.58913971e-02
  1.54411868e+02 -1.43209093e+02  4.70771879e-01  1.54921942e+02
 -1.43730650e+02 -2.46064574e-02  1.54421719e+02 -1.43227055e+02
  4.77630441e-01  1.54905694e+02]
Niter:  4 row:  171 ngroup:  26 nlines:  6470 gd:  5982
[ 1.21088752e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705188e+02 -2.35532983e-02  1.54428195e+02 -1.43228648e+02
  5.06516440e-01  1.54911832e+02 -1.43717696e+02 -4.79805365e-03
  1.54425750e+02 -1.43221515e+02  4.71248394e-01  1.54920216e+02
 -1.43686118e+02  3.50184108e-03  1.54433940e+02 -1.43221311e+02
  4.71706435e-01  1.54929221e+02 -1.43730376e+02 -6.02212064e-03
  1.54425307e+02 -1.43231344e+02  4.73434943e-01  1.54905748e+02
 -1.43719918e+02 -1.80956606e-02  1.54424312e+02 -1.43219495e+02
  4.71289270e-01  1.54922303e+02 -1.43691151e+02 -8.66708098e-04
  1.54431968e+02 -1.43182931e+02  4.77458866e-01  1.54916517e+02
 -1.43734238e+02 -2.07187977e-02  1.54415394e+02 -1.43230225e+02
  4.66172427e-01  1.54916426e+02 -1.43725792e+02 -1.80719944e-02
  1.54428204e+02 -1.43211705e+02  4.80191242e-01  1.54926028e+02
 -1.43696711e+02  1.21907344e-02  1.54429384e+02 -1.43236319e+02
  4.86102757e-01  1.54919454e+02 -1.43731516e+02 -1.26657937e-02
  1.54430824e+02 -1.43219640e+02  4.44525328e-01  1.54922885e+02
 -1.43733657e+02 -3.48822929e-02  1.54419506e+02 -1.43217616e+02
  4.88352448e-01  1.54913528e+02 -1.43735114e+02 -2.58913971e-02
  1.54411868e+02 -1.43209093e+02  4.70771879e-01  1.54921942e+02
 -1.43730650e+02 -2.46064574e-02  1.54421719e+02 -1.43227055e+02
  4.77630441e-01  1.54905694e+02]
res:  5982 -0.0005075947956356686 0.01495493820948468 0.023970062516338486
[ 1.21088740e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
Niter:  5 row:  171 ngroup:  26 nlines:  6470 gd:  5982
[ 1.21088740e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
res:  5982 -0.0005111345180921489 0.014952204342989717 0.023970061355432063
[ 1.21089061e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
Niter:  6 row:  171 ngroup:  26 nlines:  6470 gd:  5982
[ 1.21089061e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
res:  5982 -0.0005077767154944013 0.014954709294215718 0.02397006171592103
[ 1.21088731e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
Saving figure to  wave_resid_43670005_fiber171.png
Final values:
res:  -0.0005077767154944013 0.02397006171592103
pars:  [ 1.21088731e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
171 [ 1.21088731e-10 -1.03142508e-05 -2.82911430e-01  1.61508784e+04
 -1.43705199e+02 -2.35635310e-02  1.54428186e+02 -1.43228660e+02
  5.06506151e-01  1.54911823e+02 -1.43717707e+02 -4.80833711e-03
  1.54425741e+02 -1.43221527e+02  4.71238134e-01  1.54920207e+02
 -1.43686130e+02  3.49156140e-03  1.54433931e+02 -1.43221323e+02
  4.71696180e-01  1.54929214e+02 -1.43730388e+02 -6.03237847e-03
  1.54425298e+02 -1.43231356e+02  4.73424667e-01  1.54905738e+02
 -1.43719930e+02 -1.81059214e-02  1.54424303e+02 -1.43219507e+02
  4.71275344e-01  1.54922293e+02 -1.43691163e+02 -8.76994532e-04
  1.54431959e+02 -1.43182943e+02  4.77448577e-01  1.54916508e+02
 -1.43734250e+02 -2.07290587e-02  1.54415385e+02 -1.43230237e+02
  4.66162181e-01  1.54916417e+02 -1.43725804e+02 -1.80822753e-02
  1.54428195e+02 -1.43211717e+02  4.80180978e-01  1.54926019e+02
 -1.43696723e+02  1.21732642e-02  1.54429375e+02 -1.43236331e+02
  4.86088980e-01  1.54919447e+02 -1.43731527e+02 -1.26760960e-02
  1.54430815e+02 -1.43219651e+02  4.44515055e-01  1.54922876e+02
 -1.43733669e+02 -3.48925488e-02  1.54419497e+02 -1.43217628e+02
  4.88342196e-01  1.54913519e+02 -1.43735126e+02 -2.59016785e-02
  1.54411859e+02 -1.43209099e+02  4.70761580e-01  1.54921933e+02
 -1.43730662e+02 -2.46167121e-02  1.54421710e+02 -1.43227067e+02
  4.77620143e-01  1.54905685e+02]
--- Row 173/300 row=172 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  172
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=172 ---
Niter:  0 row:  172 ngroup:  1 nlines:  260 gd:  260
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  260 0.0005582005742326146 0.01578834688552888 0.03594381639111385
[ 1.19713813e-10 -1.03129081e-05 -2.82892644e-01  1.61508578e+04
 -1.43818400e+02  9.94999983e-08  1.54517290e+02]
Niter:  1 row:  172 ngroup:  1 nlines:  260 gd:  243
[ 1.19713813e-10 -1.03129081e-05 -2.82892644e-01  1.61508578e+04
 -1.43818400e+02  9.94999983e-08  1.54517290e+02]
res:  243 0.001640360244891781 0.016035351482969418 0.024974485688154743
[ 1.19457675e-10 -1.03133002e-05 -2.82890980e-01  1.61508644e+04
 -1.43792241e+02  9.94920349e-08  1.54540195e+02]
Niter:  2 row:  172 ngroup:  1 nlines:  260 gd:  244
[ 1.19457675e-10 -1.03133002e-05 -2.82890980e-01  1.61508644e+04
 -1.43792241e+02  9.94920349e-08  1.54540195e+02]
res:  244 0.001462599441765633 0.016038050736824516 0.0253645418123864
[ 1.19575350e-10 -1.03133508e-05 -2.82892699e-01  1.61508654e+04
 -1.43779663e+02  9.93669397e-08  1.54535302e+02]
Niter:  3 row:  172 ngroup:  1 nlines:  260 gd:  242
[ 1.19575350e-10 -1.03133508e-05 -2.82892699e-01  1.61508654e+04
 -1.43779663e+02  9.93669397e-08  1.54535302e+02]
res:  242 0.0014613438743253937 0.016041352400861797 0.024625315524622274
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
Niter:  4 row:  172 ngroup:  1 nlines:  260 gd:  242
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
res:  242 0.0014613438743253937 0.016041352400861797 0.024625315524622274
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
Niter:  5 row:  172 ngroup:  1 nlines:  260 gd:  242
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
res:  242 0.0014613438743253937 0.016041352400861797 0.024625315524622274
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
Niter:  6 row:  172 ngroup:  1 nlines:  260 gd:  242
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
res:  242 0.0014613438743253937 0.016041352400861797 0.024625315524622274
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
Final values:
res:  0.0014613438743253937 0.024625315524622274
pars:  [ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
172 [ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02]
elapsed: 2.9 sec.
Niter:  0 row:  172 ngroup:  26 nlines:  6697 gd:  6697
[ 1.19572501e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02 -1.43779973e+02  9.93826135e-08
  1.54535402e+02 -1.43779973e+02  9.93826135e-08  1.54535402e+02
 -1.43779973e+02  9.93826135e-08  1.54535402e+02 -1.43779973e+02
  9.93826135e-08  1.54535402e+02]
res:  6697 0.0006414093531930121 0.014593445099308155 0.034546732965351955
[ 1.19572513e-10 -1.03133481e-05 -2.82892630e-01  1.61508637e+04
 -1.43795457e+02  2.05589714e-02  1.54522863e+02 -1.43293403e+02
  4.99323351e-01  1.55016154e+02 -1.43794394e+02  1.26607261e-02
  1.54519360e+02 -1.43293598e+02  5.05717641e-01  1.55024160e+02
 -1.43774013e+02  1.60607565e-02  1.54529813e+02 -1.43277598e+02
  4.98932596e-01  1.55010803e+02 -1.43775401e+02  1.74345583e-02
  1.54520635e+02 -1.43325342e+02  5.00422323e-01  1.55014711e+02
 -1.43797941e+02  9.26616654e-03  1.54521545e+02 -1.43281438e+02
  5.26732836e-01  1.55015498e+02 -1.43785648e+02  1.41332346e-02
  1.54540856e+02 -1.43275075e+02  5.07037219e-01  1.55021622e+02
 -1.43790736e+02 -2.27286734e-02  1.54523204e+02 -1.43294807e+02
  5.04769560e-01  1.55016562e+02 -1.43807214e+02  1.79479874e-02
  1.54528770e+02 -1.43310935e+02  5.02050629e-01  1.55023944e+02
 -1.43799960e+02  2.26051210e-03  1.54521283e+02 -1.43316619e+02
  4.97993804e-01  1.55017753e+02 -1.43805763e+02  2.86716947e-03
  1.54531548e+02 -1.43296005e+02  5.10451495e-01  1.55017346e+02
 -1.43813621e+02  3.13557218e-02  1.54514424e+02 -1.43305651e+02
  5.03599916e-01  1.55026825e+02 -1.43820273e+02 -8.78066793e-03
  1.54522873e+02 -1.43324116e+02  4.85018055e-01  1.55005451e+02
 -1.43824286e+02 -5.51156559e-03  1.54520105e+02 -1.43326619e+02
  5.23586026e-01  1.55004376e+02]
Niter:  1 row:  172 ngroup:  26 nlines:  6697 gd:  6184
[ 1.19572513e-10 -1.03133481e-05 -2.82892630e-01  1.61508637e+04
 -1.43795457e+02  2.05589714e-02  1.54522863e+02 -1.43293403e+02
  4.99323351e-01  1.55016154e+02 -1.43794394e+02  1.26607261e-02
  1.54519360e+02 -1.43293598e+02  5.05717641e-01  1.55024160e+02
 -1.43774013e+02  1.60607565e-02  1.54529813e+02 -1.43277598e+02
  4.98932596e-01  1.55010803e+02 -1.43775401e+02  1.74345583e-02
  1.54520635e+02 -1.43325342e+02  5.00422323e-01  1.55014711e+02
 -1.43797941e+02  9.26616654e-03  1.54521545e+02 -1.43281438e+02
  5.26732836e-01  1.55015498e+02 -1.43785648e+02  1.41332346e-02
  1.54540856e+02 -1.43275075e+02  5.07037219e-01  1.55021622e+02
 -1.43790736e+02 -2.27286734e-02  1.54523204e+02 -1.43294807e+02
  5.04769560e-01  1.55016562e+02 -1.43807214e+02  1.79479874e-02
  1.54528770e+02 -1.43310935e+02  5.02050629e-01  1.55023944e+02
 -1.43799960e+02  2.26051210e-03  1.54521283e+02 -1.43316619e+02
  4.97993804e-01  1.55017753e+02 -1.43805763e+02  2.86716947e-03
  1.54531548e+02 -1.43296005e+02  5.10451495e-01  1.55017346e+02
 -1.43813621e+02  3.13557218e-02  1.54514424e+02 -1.43305651e+02
  5.03599916e-01  1.55026825e+02 -1.43820273e+02 -8.78066793e-03
  1.54522873e+02 -1.43324116e+02  4.85018055e-01  1.55005451e+02
 -1.43824286e+02 -5.51156559e-03  1.54520105e+02 -1.43326619e+02
  5.23586026e-01  1.55004376e+02]
res:  6184 -0.000244242084590951 0.01464481220136804 0.023592766284595456
[ 1.19572525e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43784871e+02  6.03381769e-03  1.54533590e+02 -1.43281075e+02
  4.96735387e-01  1.55016721e+02 -1.43784620e+02  8.72504971e-03
  1.54522885e+02 -1.43286647e+02  4.98831027e-01  1.55024318e+02
 -1.43764100e+02  1.49481291e-02  1.54536548e+02 -1.43274090e+02
  4.99422941e-01  1.55021962e+02 -1.43789314e+02 -7.88546467e-03
  1.54525111e+02 -1.43308709e+02  4.92797966e-01  1.55023395e+02
 -1.43791832e+02 -7.47642205e-03  1.54526292e+02 -1.43286891e+02
  5.03754191e-01  1.55022854e+02 -1.43789774e+02  1.48594946e-02
  1.54539817e+02 -1.43273538e+02  4.95062570e-01  1.55024014e+02
 -1.43790671e+02 -2.23807679e-02  1.54526119e+02 -1.43290671e+02
  5.00777060e-01  1.55021124e+02 -1.43795557e+02 -1.05158606e-04
  1.54539308e+02 -1.43315215e+02  5.02658975e-01  1.55017092e+02
 -1.43796336e+02 -6.72459784e-03  1.54522150e+02 -1.43303139e+02
  4.87964664e-01  1.55026557e+02 -1.43799144e+02 -1.00350566e-02
  1.54535188e+02 -1.43283415e+02  4.88717945e-01  1.55020858e+02
 -1.43806274e+02  1.16325725e-02  1.54521250e+02 -1.43303952e+02
  4.98135930e-01  1.55032133e+02 -1.43815054e+02  1.90982336e-03
  1.54530124e+02 -1.43316840e+02  4.76959665e-01  1.55012364e+02
 -1.43814438e+02 -1.19750740e-02  1.54520709e+02 -1.43326002e+02
  4.92909020e-01  1.55009233e+02]
Niter:  2 row:  172 ngroup:  26 nlines:  6697 gd:  6185
[ 1.19572525e-10 -1.03133491e-05 -2.82892658e-01  1.61508654e+04
 -1.43784871e+02  6.03381769e-03  1.54533590e+02 -1.43281075e+02
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 -1.43764100e+02  1.49481291e-02  1.54536548e+02 -1.43274090e+02
  4.99422941e-01  1.55021962e+02 -1.43789314e+02 -7.88546467e-03
  1.54525111e+02 -1.43308709e+02  4.92797966e-01  1.55023395e+02
 -1.43791832e+02 -7.47642205e-03  1.54526292e+02 -1.43286891e+02
  5.03754191e-01  1.55022854e+02 -1.43789774e+02  1.48594946e-02
  1.54539817e+02 -1.43273538e+02  4.95062570e-01  1.55024014e+02
 -1.43790671e+02 -2.23807679e-02  1.54526119e+02 -1.43290671e+02
  5.00777060e-01  1.55021124e+02 -1.43795557e+02 -1.05158606e-04
  1.54539308e+02 -1.43315215e+02  5.02658975e-01  1.55017092e+02
 -1.43796336e+02 -6.72459784e-03  1.54522150e+02 -1.43303139e+02
  4.87964664e-01  1.55026557e+02 -1.43799144e+02 -1.00350566e-02
  1.54535188e+02 -1.43283415e+02  4.88717945e-01  1.55020858e+02
 -1.43806274e+02  1.16325725e-02  1.54521250e+02 -1.43303952e+02
  4.98135930e-01  1.55032133e+02 -1.43815054e+02  1.90982336e-03
  1.54530124e+02 -1.43316840e+02  4.76959665e-01  1.55012364e+02
 -1.43814438e+02 -1.19750740e-02  1.54520709e+02 -1.43326002e+02
  4.92909020e-01  1.55009233e+02]
res:  6185 -0.00027985666929453146 0.014720898429004592 0.023557205227030965
[ 1.19572537e-10 -1.03133501e-05 -2.82892687e-01  1.61508670e+04
 -1.43777928e+02  5.69520958e-03  1.54538320e+02 -1.43269258e+02
  5.02450366e-01  1.55021457e+02 -1.43777644e+02  7.46958088e-03
  1.54527607e+02 -1.43279696e+02  5.04533566e-01  1.55029044e+02
 -1.43757143e+02  1.78668908e-02  1.54543129e+02 -1.43267134e+02
  5.05121468e-01  1.55026689e+02 -1.43797700e+02 -2.20531843e-03
  1.54529838e+02 -1.43291654e+02  4.98490957e-01  1.55030048e+02
 -1.43784861e+02 -1.76478449e-03  1.54531013e+02 -1.43284862e+02
  5.06646285e-01  1.55029413e+02 -1.43782798e+02  2.05724790e-02
  1.54544542e+02 -1.43266569e+02  4.91659723e-01  1.55028739e+02
 -1.43783721e+02 -1.66526952e-02  1.54532737e+02 -1.43283707e+02
  5.06475371e-01  1.55027719e+02 -1.43788612e+02  2.55347914e-03
  1.54544026e+02 -1.43308274e+02  5.08357929e-01  1.55021827e+02
 -1.43789371e+02 -1.04198849e-03  1.54526868e+02 -1.43296178e+02
  4.93665430e-01  1.55031284e+02 -1.43787228e+02 -4.35832674e-03
  1.54539911e+02 -1.43276455e+02  4.91158289e-01  1.55025587e+02
 -1.43799329e+02  7.78556724e-03  1.54525972e+02 -1.43297014e+02
  5.00850510e-01  1.55038758e+02 -1.43808108e+02  1.06670436e-02
  1.54534848e+02 -1.43309878e+02  4.82656647e-01  1.55017095e+02
 -1.43797212e+02 -9.48447491e-03  1.54525428e+02 -1.43319055e+02
  4.92192596e-01  1.55013966e+02]
Niter:  3 row:  172 ngroup:  26 nlines:  6697 gd:  6188
[ 1.19572537e-10 -1.03133501e-05 -2.82892687e-01  1.61508670e+04
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  5.06646285e-01  1.55029413e+02 -1.43782798e+02  2.05724790e-02
  1.54544542e+02 -1.43266569e+02  4.91659723e-01  1.55028739e+02
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  5.06475371e-01  1.55027719e+02 -1.43788612e+02  2.55347914e-03
  1.54544026e+02 -1.43308274e+02  5.08357929e-01  1.55021827e+02
 -1.43789371e+02 -1.04198849e-03  1.54526868e+02 -1.43296178e+02
  4.93665430e-01  1.55031284e+02 -1.43787228e+02 -4.35832674e-03
  1.54539911e+02 -1.43276455e+02  4.91158289e-01  1.55025587e+02
 -1.43799329e+02  7.78556724e-03  1.54525972e+02 -1.43297014e+02
  5.00850510e-01  1.55038758e+02 -1.43808108e+02  1.06670436e-02
  1.54534848e+02 -1.43309878e+02  4.82656647e-01  1.55017095e+02
 -1.43797212e+02 -9.48447491e-03  1.54525428e+02 -1.43319055e+02
  4.92192596e-01  1.55013966e+02]
res:  6188 -0.0005577757547143847 0.014644089607827482 0.023584529123689045
[ 1.19620707e-10 -1.03133501e-05 -2.82892687e-01  1.61508670e+04
 -1.43777928e+02  5.69520958e-03  1.54538320e+02 -1.43269258e+02
  5.02450366e-01  1.55021457e+02 -1.43777644e+02  7.46958088e-03
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 -1.43757143e+02  1.78668908e-02  1.54543129e+02 -1.43267134e+02
  5.05121468e-01  1.55026689e+02 -1.43797700e+02 -2.20531843e-03
  1.54529838e+02 -1.43291654e+02  4.98490957e-01  1.55030048e+02
 -1.43784861e+02 -1.76478449e-03  1.54531013e+02 -1.43284862e+02
  5.06646285e-01  1.55029413e+02 -1.43782798e+02  2.05724790e-02
  1.54544542e+02 -1.43266569e+02  4.91659723e-01  1.55028739e+02
 -1.43783721e+02 -1.66526952e-02  1.54532737e+02 -1.43283707e+02
  5.06475371e-01  1.55027719e+02 -1.43788612e+02  2.55347914e-03
  1.54544026e+02 -1.43308274e+02  5.08357929e-01  1.55021827e+02
 -1.43789371e+02 -1.04198849e-03  1.54526868e+02 -1.43296178e+02
  4.93665430e-01  1.55031284e+02 -1.43787228e+02 -4.35832674e-03
  1.54539911e+02 -1.43276455e+02  4.91158289e-01  1.55025587e+02
 -1.43799329e+02  7.78556724e-03  1.54525972e+02 -1.43297014e+02
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 -1.43797212e+02 -9.48447491e-03  1.54525428e+02 -1.43319055e+02
  4.92192596e-01  1.55013966e+02]
Niter:  4 row:  172 ngroup:  26 nlines:  6697 gd:  6187
[ 1.19620707e-10 -1.03133501e-05 -2.82892687e-01  1.61508670e+04
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  1.54529838e+02 -1.43291654e+02  4.98490957e-01  1.55030048e+02
 -1.43784861e+02 -1.76478449e-03  1.54531013e+02 -1.43284862e+02
  5.06646285e-01  1.55029413e+02 -1.43782798e+02  2.05724790e-02
  1.54544542e+02 -1.43266569e+02  4.91659723e-01  1.55028739e+02
 -1.43783721e+02 -1.66526952e-02  1.54532737e+02 -1.43283707e+02
  5.06475371e-01  1.55027719e+02 -1.43788612e+02  2.55347914e-03
  1.54544026e+02 -1.43308274e+02  5.08357929e-01  1.55021827e+02
 -1.43789371e+02 -1.04198849e-03  1.54526868e+02 -1.43296178e+02
  4.93665430e-01  1.55031284e+02 -1.43787228e+02 -4.35832674e-03
  1.54539911e+02 -1.43276455e+02  4.91158289e-01  1.55025587e+02
 -1.43799329e+02  7.78556724e-03  1.54525972e+02 -1.43297014e+02
  5.00850510e-01  1.55038758e+02 -1.43808108e+02  1.06670436e-02
  1.54534848e+02 -1.43309878e+02  4.82656647e-01  1.55017095e+02
 -1.43797212e+02 -9.48447491e-03  1.54525428e+02 -1.43319055e+02
  4.92192596e-01  1.55013966e+02]
res:  6187 -0.000285181693470804 0.014641447356552817 0.02356345772674322
[ 1.19620719e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
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 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
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  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
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 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
Niter:  5 row:  172 ngroup:  26 nlines:  6697 gd:  6187
[ 1.19620719e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
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  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
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 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
res:  6187 -0.00045394457993097603 0.01464680147182662 0.023558194205337127
[ 1.19657064e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
  1.54534314e+02 -1.43270489e+02  5.10235684e-01  1.55035704e+02
 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
Niter:  6 row:  172 ngroup:  26 nlines:  6697 gd:  6187
[ 1.19657064e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
  1.54534314e+02 -1.43270489e+02  5.10235684e-01  1.55035704e+02
 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
res:  6187 -0.00045663967648579273 0.014653557085694047 0.02355786498419423
[ 1.19659176e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
  1.54534314e+02 -1.43270489e+02  5.10235684e-01  1.55035704e+02
 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
Saving figure to  wave_resid_43670005_fiber172.png
Final values:
res:  -0.00045663967648579273 0.02355786498419423
pars:  [ 1.19659176e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
  1.54534314e+02 -1.43270489e+02  5.10235684e-01  1.55035704e+02
 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
172 [ 1.19659176e-10 -1.03133511e-05 -2.82892715e-01  1.61508686e+04
 -1.43772969e+02  1.13974444e-02  1.54544970e+02 -1.43264374e+02
  5.08162127e-01  1.55028066e+02 -1.43772762e+02  9.68848139e-03
  1.54534314e+02 -1.43270489e+02  5.10235684e-01  1.55035704e+02
 -1.43747533e+02  2.35763898e-02  1.54549848e+02 -1.43262212e+02
  5.10821569e-01  1.55033357e+02 -1.43792785e+02  3.48692497e-03
  1.54536496e+02 -1.43286780e+02  5.04186569e-01  1.55036689e+02
 -1.43779983e+02  3.94000607e-03  1.54537702e+02 -1.43279931e+02
  5.12344743e-01  1.55036115e+02 -1.43777934e+02  2.62767113e-02
  1.54551207e+02 -1.43261686e+02  4.97371558e-01  1.55035411e+02
 -1.43778789e+02 -1.09336474e-02  1.54539405e+02 -1.43278821e+02
  5.12180828e-01  1.55034389e+02 -1.43783665e+02  8.24497993e-03
  1.54550730e+02 -1.43303320e+02  5.14065993e-01  1.55028443e+02
 -1.43779344e+02  4.64678034e-03  1.54533577e+02 -1.43291263e+02
  4.99370506e-01  1.55037941e+02 -1.43782336e+02  1.32427223e-03
  1.54546582e+02 -1.43271545e+02  4.93748256e-01  1.55032249e+02
 -1.43794368e+02  1.34613169e-02  1.54532666e+02 -1.43292039e+02
  5.06553924e-01  1.55043565e+02 -1.43803167e+02  1.63753951e-02
  1.54541530e+02 -1.43299856e+02  4.88350404e-01  1.55023735e+02
 -1.43787319e+02 -3.78296073e-03  1.54530225e+02 -1.43314108e+02
  4.94686310e-01  1.55020589e+02]
--- Row 174/300 row=173 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  173
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=173 ---
Niter:  0 row:  173 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 -0.0019726141308638034 0.014678620296763256 0.036303899533013266
[ 1.21007316e-10 -1.03152604e-05 -2.82904711e-01  1.61508671e+04
 -1.43744579e+02 -6.24035885e-14  1.54477458e+02]
Niter:  1 row:  173 ngroup:  1 nlines:  253 gd:  228
[ 1.21007316e-10 -1.03152604e-05 -2.82904711e-01  1.61508671e+04
 -1.43744579e+02 -6.24035885e-14  1.54477458e+02]
res:  228 -0.0006548530836880673 0.01462722267206118 0.02426821137077527
[ 1.20204752e-10 -1.03149040e-05 -2.82897462e-01  1.61508641e+04
 -1.43773651e+02  5.08125553e-12  1.54489790e+02]
Niter:  2 row:  173 ngroup:  1 nlines:  253 gd:  228
[ 1.20204752e-10 -1.03149040e-05 -2.82897462e-01  1.61508641e+04
 -1.43773651e+02  5.08125553e-12  1.54489790e+02]
res:  228 -0.001278519968764158 0.014987672164352261 0.02401024154881475
[ 1.19766874e-10 -1.03146020e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
Niter:  3 row:  173 ngroup:  1 nlines:  253 gd:  229
[ 1.19766874e-10 -1.03146020e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
res:  229 -0.000987403256658581 0.014821588996710489 0.024370157562057
[ 1.19730242e-10 -1.03146020e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
Niter:  4 row:  173 ngroup:  1 nlines:  253 gd:  229
[ 1.19730242e-10 -1.03146020e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
res:  229 -0.0008918252497096546 0.014967625429562759 0.02436945175704483
[ 1.19748322e-10 -1.03146507e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
Niter:  5 row:  173 ngroup:  1 nlines:  253 gd:  229
[ 1.19748322e-10 -1.03146507e-05 -2.82890310e-01  1.61508628e+04
 -1.43815562e+02  5.18067363e-11  1.54519948e+02]
res:  229 -0.0007360748986684484 0.014889026000673766 0.024368810801315893
[ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02]
Niter:  6 row:  173 ngroup:  1 nlines:  253 gd:  229
[ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02]
res:  229 -0.0007360748986684484 0.014889026000673766 0.024368810801315893
[ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02]
Final values:
res:  -0.0007360748986684484 0.024368810801315893
pars:  [ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02]
173 [ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02]
elapsed: 2.9 sec.
Niter:  0 row:  173 ngroup:  26 nlines:  6561 gd:  6561
[ 1.19749731e-10 -1.03147125e-05 -2.82890469e-01  1.61508628e+04
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02 -1.43815357e+02  1.71698406e-09
  1.54518507e+02 -1.43815357e+02  1.71698406e-09  1.54518507e+02
 -1.43815357e+02  1.71698406e-09  1.54518507e+02 -1.43815357e+02
  1.71698406e-09  1.54518507e+02]
res:  6561 -0.00036122449637332465 0.014909757672285195 0.035747333195131674
[ 1.19749743e-10 -1.03147115e-05 -2.82890497e-01  1.61508644e+04
 -1.43812773e+02 -9.38625592e-03  1.54524071e+02 -1.43327868e+02
  4.96173273e-01  1.55012161e+02 -1.43859750e+02  1.56269976e-03
  1.54515507e+02 -1.43326843e+02  4.89832950e-01  1.55025123e+02
 -1.43838032e+02  1.66808093e-02  1.54529786e+02 -1.43326597e+02
  4.81389759e-01  1.55019831e+02 -1.43818198e+02  1.93664149e-03
  1.54526535e+02 -1.43334631e+02  4.83282674e-01  1.55020781e+02
 -1.43827790e+02  1.00313191e-02  1.54521624e+02 -1.43302532e+02
  4.94027202e-01  1.55014235e+02 -1.43801475e+02  1.87478143e-02
  1.54521731e+02 -1.43307937e+02  4.94629014e-01  1.55018199e+02
 -1.43803780e+02  2.62269986e-03  1.54518898e+02 -1.43332103e+02
  4.99366693e-01  1.55028948e+02 -1.43823807e+02  1.81837924e-02
  1.54531905e+02 -1.43335684e+02  4.97240285e-01  1.55025300e+02
 -1.43834291e+02  1.65247556e-02  1.54518342e+02 -1.43323891e+02
  5.12099937e-01  1.55019763e+02 -1.43851363e+02  1.49208403e-02
  1.54527475e+02 -1.43326995e+02  4.84266761e-01  1.55029602e+02
 -1.43849208e+02 -1.66035938e-02  1.54517911e+02 -1.43333259e+02
  4.90696068e-01  1.55014217e+02 -1.43858807e+02 -1.50830990e-02
  1.54510368e+02 -1.43351995e+02  4.87763212e-01  1.55017692e+02
 -1.43843571e+02  9.67945784e-03  1.54518334e+02 -1.43354371e+02
  4.89639593e-01  1.55010293e+02]
Niter:  1 row:  173 ngroup:  26 nlines:  6561 gd:  6064
[ 1.19749743e-10 -1.03147115e-05 -2.82890497e-01  1.61508644e+04
 -1.43812773e+02 -9.38625592e-03  1.54524071e+02 -1.43327868e+02
  4.96173273e-01  1.55012161e+02 -1.43859750e+02  1.56269976e-03
  1.54515507e+02 -1.43326843e+02  4.89832950e-01  1.55025123e+02
 -1.43838032e+02  1.66808093e-02  1.54529786e+02 -1.43326597e+02
  4.81389759e-01  1.55019831e+02 -1.43818198e+02  1.93664149e-03
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 -1.43827790e+02  1.00313191e-02  1.54521624e+02 -1.43302532e+02
  4.94027202e-01  1.55014235e+02 -1.43801475e+02  1.87478143e-02
  1.54521731e+02 -1.43307937e+02  4.94629014e-01  1.55018199e+02
 -1.43803780e+02  2.62269986e-03  1.54518898e+02 -1.43332103e+02
  4.99366693e-01  1.55028948e+02 -1.43823807e+02  1.81837924e-02
  1.54531905e+02 -1.43335684e+02  4.97240285e-01  1.55025300e+02
 -1.43834291e+02  1.65247556e-02  1.54518342e+02 -1.43323891e+02
  5.12099937e-01  1.55019763e+02 -1.43851363e+02  1.49208403e-02
  1.54527475e+02 -1.43326995e+02  4.84266761e-01  1.55029602e+02
 -1.43849208e+02 -1.66035938e-02  1.54517911e+02 -1.43333259e+02
  4.90696068e-01  1.55014217e+02 -1.43858807e+02 -1.50830990e-02
  1.54510368e+02 -1.43351995e+02  4.87763212e-01  1.55017692e+02
 -1.43843571e+02  9.67945784e-03  1.54518334e+02 -1.43354371e+02
  4.89639593e-01  1.55010293e+02]
res:  6064 -0.0004233854306221474 0.015066027350258082 0.024141725540541812
[ 1.19749731e-10 -1.03147105e-05 -2.82890525e-01  1.61508661e+04
 -1.43801280e+02  1.13774791e-02  1.54528017e+02 -1.43320386e+02
  4.95738351e-01  1.55024289e+02 -1.43831537e+02  1.15475041e-02
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 -1.43818195e+02  9.71364928e-03  1.54524258e+02 -1.43319878e+02
  4.85281676e-01  1.55023078e+02 -1.43811433e+02  2.32594190e-02
  1.54538938e+02 -1.43330076e+02  4.85317983e-01  1.55023639e+02
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  5.07838811e-01  1.55024916e+02 -1.43836779e+02  1.11378854e-02
  1.54536424e+02 -1.43327243e+02  5.03700262e-01  1.55027534e+02
 -1.43844642e+02 -6.93905208e-04  1.54524875e+02 -1.43324436e+02
  4.92773287e-01  1.55018283e+02 -1.43846371e+02  5.86932490e-03
  1.54520316e+02 -1.43345311e+02  4.87917235e-01  1.55023370e+02
 -1.43824042e+02  1.64675538e-02  1.54521156e+02 -1.43335003e+02
  4.82804798e-01  1.55018575e+02]
Niter:  2 row:  173 ngroup:  26 nlines:  6561 gd:  6070
[ 1.19749731e-10 -1.03147105e-05 -2.82890525e-01  1.61508661e+04
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  5.07838811e-01  1.55024916e+02 -1.43836779e+02  1.11378854e-02
  1.54536424e+02 -1.43327243e+02  5.03700262e-01  1.55027534e+02
 -1.43844642e+02 -6.93905208e-04  1.54524875e+02 -1.43324436e+02
  4.92773287e-01  1.55018283e+02 -1.43846371e+02  5.86932490e-03
  1.54520316e+02 -1.43345311e+02  4.87917235e-01  1.55023370e+02
 -1.43824042e+02  1.64675538e-02  1.54521156e+02 -1.43335003e+02
  4.82804798e-01  1.55018575e+02]
res:  6070 -0.0005382420404203003 0.015045043408463243 0.024182946582404274
[ 1.19749719e-10 -1.03147095e-05 -2.82890553e-01  1.61508677e+04
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 -1.43817063e+02  2.55916840e-02  1.54525910e+02 -1.43328001e+02
  4.88506853e-01  1.55023327e+02]
Niter:  3 row:  173 ngroup:  26 nlines:  6561 gd:  6067
[ 1.19749719e-10 -1.03147095e-05 -2.82890553e-01  1.61508677e+04
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 -1.43817063e+02  2.55916840e-02  1.54525910e+02 -1.43328001e+02
  4.88506853e-01  1.55023327e+02]
res:  6067 -0.00037628044628945645 0.014455814916800591 0.023983086342053147
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  1.54488131e+02 -1.43262028e+02  4.75988669e-01  1.54972686e+02
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  1.54485622e+02 -1.43259968e+02  5.05915474e-01  1.54976655e+02
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Niter:  4 row:  173 ngroup:  26 nlines:  6561 gd:  6029
[ 1.20170799e-10 -1.03147854e-05 -2.82900127e-01  1.61508661e+04
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  1.54469427e+02 -1.43277681e+02  4.86227480e-01  1.54972534e+02
 -1.43756631e+02  1.89298670e-02  1.54470355e+02 -1.43267192e+02
  4.81614328e-01  1.54967655e+02]
res:  6029 -0.0006452848174376413 0.014672209616037435 0.023396706756225034
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Niter:  5 row:  173 ngroup:  26 nlines:  6561 gd:  6044
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  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
res:  6044 -0.0007362114283750998 0.014672026258267579 0.02358431650742282
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  4.89201608e-01  1.54966676e+02 -1.43787801e+02  4.79825054e-03
  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
Niter:  6 row:  173 ngroup:  26 nlines:  6561 gd:  6044
[ 1.20191518e-10 -1.03147844e-05 -2.82900098e-01  1.61508655e+04
 -1.43735653e+02  8.04317079e-03  1.54474487e+02 -1.43256122e+02
  4.84442719e-01  1.54972771e+02 -1.43762781e+02  5.53956570e-03
  1.54468465e+02 -1.43255608e+02  4.67633007e-01  1.54964633e+02
 -1.43781863e+02  1.60399367e-02  1.54481905e+02 -1.43251538e+02
  4.75143143e-01  1.54979266e+02 -1.43757719e+02  3.71176130e-03
  1.54476787e+02 -1.43276756e+02  4.60356657e-01  1.54973883e+02
 -1.43772881e+02  9.45727599e-04  1.54475808e+02 -1.43245320e+02
  5.02212270e-01  1.54973424e+02 -1.43735673e+02 -5.30479696e-03
  1.54474881e+02 -1.43248568e+02  4.85069366e-01  1.54971330e+02
 -1.43765459e+02 -4.29505687e-03  1.54472662e+02 -1.43260689e+02
  4.82168349e-01  1.54967425e+02 -1.43752426e+02  6.23183458e-03
  1.54489273e+02 -1.43265572e+02  4.67617517e-01  1.54973869e+02
 -1.43751540e+02  2.46889135e-03  1.54476892e+02 -1.43269970e+02
  5.01709475e-01  1.54975230e+02 -1.43773485e+02 -2.19451627e-03
  1.54484967e+02 -1.43263683e+02  5.00970961e-01  1.54975913e+02
 -1.43785551e+02 -1.79601261e-03  1.54473344e+02 -1.43265608e+02
  4.89201608e-01  1.54966676e+02 -1.43787801e+02  4.79825054e-03
  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
res:  6044 -0.0007705075331614353 0.014655794717327808 0.02358177145647842
[ 1.20202053e-10 -1.03147844e-05 -2.82900098e-01  1.61508655e+04
 -1.43735653e+02  8.04317079e-03  1.54474487e+02 -1.43256122e+02
  4.84442719e-01  1.54972771e+02 -1.43762781e+02  5.53956570e-03
  1.54468465e+02 -1.43255608e+02  4.67633007e-01  1.54964633e+02
 -1.43781863e+02  1.60399367e-02  1.54481905e+02 -1.43251538e+02
  4.75143143e-01  1.54979266e+02 -1.43757719e+02  3.71176130e-03
  1.54476787e+02 -1.43276756e+02  4.60356657e-01  1.54973883e+02
 -1.43772881e+02  9.45727599e-04  1.54475808e+02 -1.43245320e+02
  5.02212270e-01  1.54973424e+02 -1.43735673e+02 -5.30479696e-03
  1.54474881e+02 -1.43248568e+02  4.85069366e-01  1.54971330e+02
 -1.43765459e+02 -4.29505687e-03  1.54472662e+02 -1.43260689e+02
  4.82168349e-01  1.54967425e+02 -1.43752426e+02  6.23183458e-03
  1.54489273e+02 -1.43265572e+02  4.67617517e-01  1.54973869e+02
 -1.43751540e+02  2.46889135e-03  1.54476892e+02 -1.43269970e+02
  5.01709475e-01  1.54975230e+02 -1.43773485e+02 -2.19451627e-03
  1.54484967e+02 -1.43263683e+02  5.00970961e-01  1.54975913e+02
 -1.43785551e+02 -1.79601261e-03  1.54473344e+02 -1.43265608e+02
  4.89201608e-01  1.54966676e+02 -1.43787801e+02  4.79825054e-03
  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
Saving figure to  wave_resid_43670005_fiber173.png
Final values:
res:  -0.0007705075331614353 0.02358177145647842
pars:  [ 1.20202053e-10 -1.03147844e-05 -2.82900098e-01  1.61508655e+04
 -1.43735653e+02  8.04317079e-03  1.54474487e+02 -1.43256122e+02
  4.84442719e-01  1.54972771e+02 -1.43762781e+02  5.53956570e-03
  1.54468465e+02 -1.43255608e+02  4.67633007e-01  1.54964633e+02
 -1.43781863e+02  1.60399367e-02  1.54481905e+02 -1.43251538e+02
  4.75143143e-01  1.54979266e+02 -1.43757719e+02  3.71176130e-03
  1.54476787e+02 -1.43276756e+02  4.60356657e-01  1.54973883e+02
 -1.43772881e+02  9.45727599e-04  1.54475808e+02 -1.43245320e+02
  5.02212270e-01  1.54973424e+02 -1.43735673e+02 -5.30479696e-03
  1.54474881e+02 -1.43248568e+02  4.85069366e-01  1.54971330e+02
 -1.43765459e+02 -4.29505687e-03  1.54472662e+02 -1.43260689e+02
  4.82168349e-01  1.54967425e+02 -1.43752426e+02  6.23183458e-03
  1.54489273e+02 -1.43265572e+02  4.67617517e-01  1.54973869e+02
 -1.43751540e+02  2.46889135e-03  1.54476892e+02 -1.43269970e+02
  5.01709475e-01  1.54975230e+02 -1.43773485e+02 -2.19451627e-03
  1.54484967e+02 -1.43263683e+02  5.00970961e-01  1.54975913e+02
 -1.43785551e+02 -1.79601261e-03  1.54473344e+02 -1.43265608e+02
  4.89201608e-01  1.54966676e+02 -1.43787801e+02  4.79825054e-03
  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
173 [ 1.20202053e-10 -1.03147844e-05 -2.82900098e-01  1.61508655e+04
 -1.43735653e+02  8.04317079e-03  1.54474487e+02 -1.43256122e+02
  4.84442719e-01  1.54972771e+02 -1.43762781e+02  5.53956570e-03
  1.54468465e+02 -1.43255608e+02  4.67633007e-01  1.54964633e+02
 -1.43781863e+02  1.60399367e-02  1.54481905e+02 -1.43251538e+02
  4.75143143e-01  1.54979266e+02 -1.43757719e+02  3.71176130e-03
  1.54476787e+02 -1.43276756e+02  4.60356657e-01  1.54973883e+02
 -1.43772881e+02  9.45727599e-04  1.54475808e+02 -1.43245320e+02
  5.02212270e-01  1.54973424e+02 -1.43735673e+02 -5.30479696e-03
  1.54474881e+02 -1.43248568e+02  4.85069366e-01  1.54971330e+02
 -1.43765459e+02 -4.29505687e-03  1.54472662e+02 -1.43260689e+02
  4.82168349e-01  1.54967425e+02 -1.43752426e+02  6.23183458e-03
  1.54489273e+02 -1.43265572e+02  4.67617517e-01  1.54973869e+02
 -1.43751540e+02  2.46889135e-03  1.54476892e+02 -1.43269970e+02
  5.01709475e-01  1.54975230e+02 -1.43773485e+02 -2.19451627e-03
  1.54484967e+02 -1.43263683e+02  5.00970961e-01  1.54975913e+02
 -1.43785551e+02 -1.79601261e-03  1.54473344e+02 -1.43265608e+02
  4.89201608e-01  1.54966676e+02 -1.43787801e+02  4.79825054e-03
  1.54468730e+02 -1.43286348e+02  4.84640910e-01  1.54971782e+02
 -1.43765517e+02  1.06818961e-02  1.54467713e+02 -1.43271358e+02
  4.76887770e-01  1.54966920e+02]
--- Row 175/300 row=174 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  174
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=174 ---
Niter:  0 row:  174 ngroup:  1 nlines:  257 gd:  257
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  257 0.004333899289122201 0.015808217414814862 0.03640971332350712
[ 1.20254055e-10 -1.03136724e-05 -2.82900438e-01  1.61508453e+04
 -1.43737989e+02 -1.51235199e-13  1.54496898e+02]
Niter:  1 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20254055e-10 -1.03136724e-05 -2.82900438e-01  1.61508453e+04
 -1.43737989e+02 -1.51235199e-13  1.54496898e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Niter:  2 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Niter:  3 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Niter:  4 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Niter:  5 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Niter:  6 row:  174 ngroup:  1 nlines:  257 gd:  233
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
res:  233 0.0001639172769500874 0.014869919037664658 0.02487334002481098
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
Final values:
res:  0.0001639172769500874 0.02487334002481098
pars:  [ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
174 [ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02]
elapsed: 2.9 sec.
Niter:  0 row:  174 ngroup:  26 nlines:  6650 gd:  6650
[ 1.20442107e-10 -1.03142067e-05 -2.82898771e-01  1.61508520e+04
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02 -1.43769769e+02  1.50210623e-11
  1.54526596e+02 -1.43769769e+02  1.50210623e-11  1.54526596e+02
 -1.43769769e+02  1.50210623e-11  1.54526596e+02 -1.43769769e+02
  1.50210623e-11  1.54526596e+02]
res:  6650 0.0005328267334334669 0.014348848574627482 0.034964393863842216
[ 1.20442119e-10 -1.03142057e-05 -2.82898799e-01  1.61508536e+04
 -1.43735675e+02  2.85818951e-02  1.54532290e+02 -1.43243510e+02
  5.07839107e-01  1.55015967e+02 -1.43752312e+02  2.94262546e-02
  1.54508984e+02 -1.43251122e+02  5.08522230e-01  1.55008377e+02
 -1.43757800e+02  4.08229640e-02  1.54527952e+02 -1.43272581e+02
  5.28956506e-01  1.55017221e+02 -1.43745597e+02  1.61395378e-02
  1.54513647e+02 -1.43294560e+02  5.05084133e-01  1.55009942e+02
 -1.43775673e+02  3.29223300e-02  1.54529809e+02 -1.43267914e+02
  4.95085264e-01  1.55017268e+02 -1.43756041e+02  2.18013103e-02
  1.54513097e+02 -1.43266306e+02  5.05689449e-01  1.55016222e+02
 -1.43755276e+02 -3.82564178e-03  1.54499854e+02 -1.43240173e+02
  5.42980582e-01  1.55009098e+02 -1.43735028e+02  3.80128437e-02
  1.54529874e+02 -1.43277375e+02  5.02994127e-01  1.55030726e+02
 -1.43779266e+02  9.93353130e-03  1.54511033e+02 -1.43297763e+02
  5.31506225e-01  1.55009071e+02 -1.43745940e+02  2.16730572e-02
  1.54517933e+02 -1.43272191e+02  4.92113995e-01  1.55009898e+02
 -1.43738183e+02  2.50726858e-02  1.54506109e+02 -1.43275284e+02
  4.95511569e-01  1.55008457e+02 -1.43766551e+02  4.00920535e-02
  1.54523208e+02 -1.43274543e+02  4.88938277e-01  1.55014916e+02
 -1.43792437e+02  4.60659929e-03  1.54505160e+02 -1.43272926e+02
  5.09577558e-01  1.55021516e+02]
Niter:  1 row:  174 ngroup:  26 nlines:  6650 gd:  6086
[ 1.20442119e-10 -1.03142057e-05 -2.82898799e-01  1.61508536e+04
 -1.43735675e+02  2.85818951e-02  1.54532290e+02 -1.43243510e+02
  5.07839107e-01  1.55015967e+02 -1.43752312e+02  2.94262546e-02
  1.54508984e+02 -1.43251122e+02  5.08522230e-01  1.55008377e+02
 -1.43757800e+02  4.08229640e-02  1.54527952e+02 -1.43272581e+02
  5.28956506e-01  1.55017221e+02 -1.43745597e+02  1.61395378e-02
  1.54513647e+02 -1.43294560e+02  5.05084133e-01  1.55009942e+02
 -1.43775673e+02  3.29223300e-02  1.54529809e+02 -1.43267914e+02
  4.95085264e-01  1.55017268e+02 -1.43756041e+02  2.18013103e-02
  1.54513097e+02 -1.43266306e+02  5.05689449e-01  1.55016222e+02
 -1.43755276e+02 -3.82564178e-03  1.54499854e+02 -1.43240173e+02
  5.42980582e-01  1.55009098e+02 -1.43735028e+02  3.80128437e-02
  1.54529874e+02 -1.43277375e+02  5.02994127e-01  1.55030726e+02
 -1.43779266e+02  9.93353130e-03  1.54511033e+02 -1.43297763e+02
  5.31506225e-01  1.55009071e+02 -1.43745940e+02  2.16730572e-02
  1.54517933e+02 -1.43272191e+02  4.92113995e-01  1.55009898e+02
 -1.43738183e+02  2.50726858e-02  1.54506109e+02 -1.43275284e+02
  4.95511569e-01  1.55008457e+02 -1.43766551e+02  4.00920535e-02
  1.54523208e+02 -1.43274543e+02  4.88938277e-01  1.55014916e+02
 -1.43792437e+02  4.60659929e-03  1.54505160e+02 -1.43272926e+02
  5.09577558e-01  1.55021516e+02]
res:  6086 -0.00021646320146828657 0.014407909406145336 0.022845004013957507
[ 1.20442107e-10 -1.03142046e-05 -2.82898827e-01  1.61508552e+04
 -1.43755737e+02  1.45227692e-02  1.54536122e+02 -1.43248588e+02
  5.11767351e-01  1.55019271e+02 -1.43746911e+02  5.74079626e-03
  1.54519684e+02 -1.43249654e+02  5.04710070e-01  1.55016019e+02
 -1.43756015e+02  2.10511644e-02  1.54529755e+02 -1.43262057e+02
  5.14844519e-01  1.55018778e+02 -1.43751911e+02 -1.28726447e-03
  1.54521316e+02 -1.43281892e+02  4.96325054e-01  1.55016975e+02
 -1.43769148e+02  2.29474436e-02  1.54527806e+02 -1.43264414e+02
  4.98727036e-01  1.55024986e+02 -1.43762126e+02  1.90408287e-02
  1.54521399e+02 -1.43255940e+02  5.06618115e-01  1.55024307e+02
 -1.43761369e+02 -6.81085791e-03  1.54513627e+02 -1.43236643e+02
  5.28811554e-01  1.55013944e+02 -1.43742057e+02  1.68837602e-02
  1.54522554e+02 -1.43266177e+02  5.11486668e-01  1.55032958e+02
 -1.43769326e+02  5.14173610e-03  1.54525573e+02 -1.43264940e+02
  5.32898693e-01  1.55015906e+02 -1.43740880e+02  2.19877306e-02
  1.54524202e+02 -1.43266056e+02  5.01939114e-01  1.55014735e+02
 -1.43748767e+02  5.22085152e-03  1.54513408e+02 -1.43277241e+02
  4.85815826e-01  1.55016442e+02 -1.43760146e+02  1.17568705e-02
  1.54528344e+02 -1.43268681e+02  5.01249021e-01  1.55026938e+02
 -1.43788732e+02  7.26080336e-03  1.54514455e+02 -1.43279580e+02
  4.99851681e-01  1.55015918e+02]
Niter:  2 row:  174 ngroup:  26 nlines:  6650 gd:  6090
[ 1.20442107e-10 -1.03142046e-05 -2.82898827e-01  1.61508552e+04
 -1.43755737e+02  1.45227692e-02  1.54536122e+02 -1.43248588e+02
  5.11767351e-01  1.55019271e+02 -1.43746911e+02  5.74079626e-03
  1.54519684e+02 -1.43249654e+02  5.04710070e-01  1.55016019e+02
 -1.43756015e+02  2.10511644e-02  1.54529755e+02 -1.43262057e+02
  5.14844519e-01  1.55018778e+02 -1.43751911e+02 -1.28726447e-03
  1.54521316e+02 -1.43281892e+02  4.96325054e-01  1.55016975e+02
 -1.43769148e+02  2.29474436e-02  1.54527806e+02 -1.43264414e+02
  4.98727036e-01  1.55024986e+02 -1.43762126e+02  1.90408287e-02
  1.54521399e+02 -1.43255940e+02  5.06618115e-01  1.55024307e+02
 -1.43761369e+02 -6.81085791e-03  1.54513627e+02 -1.43236643e+02
  5.28811554e-01  1.55013944e+02 -1.43742057e+02  1.68837602e-02
  1.54522554e+02 -1.43266177e+02  5.11486668e-01  1.55032958e+02
 -1.43769326e+02  5.14173610e-03  1.54525573e+02 -1.43264940e+02
  5.32898693e-01  1.55015906e+02 -1.43740880e+02  2.19877306e-02
  1.54524202e+02 -1.43266056e+02  5.01939114e-01  1.55014735e+02
 -1.43748767e+02  5.22085152e-03  1.54513408e+02 -1.43277241e+02
  4.85815826e-01  1.55016442e+02 -1.43760146e+02  1.17568705e-02
  1.54528344e+02 -1.43268681e+02  5.01249021e-01  1.55026938e+02
 -1.43788732e+02  7.26080336e-03  1.54514455e+02 -1.43279580e+02
  4.99851681e-01  1.55015918e+02]
res:  6090 -0.0002614558934510569 0.014554842853613081 0.02283063067327265
[ 1.20442095e-10 -1.03142036e-05 -2.82898855e-01  1.61508568e+04
 -1.43748719e+02  2.02238383e-02  1.54540885e+02 -1.43241580e+02
  5.17471069e-01  1.55024028e+02 -1.43739894e+02 -7.88815402e-03
  1.54526241e+02 -1.43242632e+02  5.10395820e-01  1.55024581e+02
 -1.43749020e+02  2.06851422e-02  1.54534514e+02 -1.43255051e+02
  5.14738508e-01  1.55023539e+02 -1.43744914e+02 -4.78691725e-03
  1.54528012e+02 -1.43265759e+02  4.99196688e-01  1.55023618e+02
 -1.43762150e+02  2.25395722e-02  1.54532564e+02 -1.43257414e+02
  5.04440373e-01  1.55029746e+02 -1.43760279e+02  1.89229525e-02
  1.54527922e+02 -1.43248912e+02  5.12323008e-01  1.55030877e+02
 -1.43754362e+02 -4.08854288e-03  1.54518395e+02 -1.43229626e+02
  5.34541850e-01  1.55020539e+02 -1.43740038e+02  1.63160661e-02
  1.54527307e+02 -1.43259169e+02  5.17212181e-01  1.55037725e+02
 -1.43762354e+02  1.08243931e-02  1.54532311e+02 -1.43257936e+02
  5.38584301e-01  1.55020662e+02 -1.43733896e+02  2.43668608e-02
  1.54528960e+02 -1.43259090e+02  5.07652233e-01  1.55019494e+02
 -1.43747291e+02  8.28149907e-03  1.54518166e+02 -1.43270246e+02
  4.88587300e-01  1.55021212e+02 -1.43753152e+02  1.41968426e-02
  1.54534790e+02 -1.43261690e+02  5.06940111e-01  1.55031699e+02
 -1.43781731e+02  1.29550259e-02  1.54519215e+02 -1.43272589e+02
  5.05552824e-01  1.55020672e+02]
Niter:  3 row:  174 ngroup:  26 nlines:  6650 gd:  6095
[ 1.20442095e-10 -1.03142036e-05 -2.82898855e-01  1.61508568e+04
 -1.43748719e+02  2.02238383e-02  1.54540885e+02 -1.43241580e+02
  5.17471069e-01  1.55024028e+02 -1.43739894e+02 -7.88815402e-03
  1.54526241e+02 -1.43242632e+02  5.10395820e-01  1.55024581e+02
 -1.43749020e+02  2.06851422e-02  1.54534514e+02 -1.43255051e+02
  5.14738508e-01  1.55023539e+02 -1.43744914e+02 -4.78691725e-03
  1.54528012e+02 -1.43265759e+02  4.99196688e-01  1.55023618e+02
 -1.43762150e+02  2.25395722e-02  1.54532564e+02 -1.43257414e+02
  5.04440373e-01  1.55029746e+02 -1.43760279e+02  1.89229525e-02
  1.54527922e+02 -1.43248912e+02  5.12323008e-01  1.55030877e+02
 -1.43754362e+02 -4.08854288e-03  1.54518395e+02 -1.43229626e+02
  5.34541850e-01  1.55020539e+02 -1.43740038e+02  1.63160661e-02
  1.54527307e+02 -1.43259169e+02  5.17212181e-01  1.55037725e+02
 -1.43762354e+02  1.08243931e-02  1.54532311e+02 -1.43257936e+02
  5.38584301e-01  1.55020662e+02 -1.43733896e+02  2.43668608e-02
  1.54528960e+02 -1.43259090e+02  5.07652233e-01  1.55019494e+02
 -1.43747291e+02  8.28149907e-03  1.54518166e+02 -1.43270246e+02
  4.88587300e-01  1.55021212e+02 -1.43753152e+02  1.41968426e-02
  1.54534790e+02 -1.43261690e+02  5.06940111e-01  1.55031699e+02
 -1.43781731e+02  1.29550259e-02  1.54519215e+02 -1.43272589e+02
  5.05552824e-01  1.55020672e+02]
res:  6095 -9.019768822327023e-05 0.014300527804152807 0.022872350606009728
[ 1.20762223e-10 -1.03142688e-05 -2.82906654e-01  1.61508552e+04
 -1.43699289e+02  1.34082085e-02  1.54494141e+02 -1.43192389e+02
  5.10966468e-01  1.54977163e+02 -1.43690703e+02 -1.44328552e-02
  1.54479659e+02 -1.43193087e+02  5.02582245e-01  1.54977921e+02
 -1.43700051e+02  1.46674793e-02  1.54487777e+02 -1.43206069e+02
  5.08221782e-01  1.54976838e+02 -1.43695827e+02 -1.16893565e-02
  1.54481484e+02 -1.43217239e+02  4.92085754e-01  1.54976974e+02
 -1.43713377e+02  1.59650838e-02  1.54485880e+02 -1.43208595e+02
  4.98250584e-01  1.54982988e+02 -1.43711508e+02  1.25119903e-02
  1.54481308e+02 -1.43199036e+02  5.05868665e-01  1.54984221e+02
 -1.43705417e+02 -1.06959527e-02  1.54471704e+02 -1.43180360e+02
  5.28972887e-01  1.54973729e+02 -1.43690769e+02  9.20493355e-03
  1.54480487e+02 -1.43210185e+02  5.11792944e-01  1.54991033e+02
 -1.43714397e+02  3.27637545e-03  1.54485539e+02 -1.43208784e+02
  5.30940593e-01  1.54973944e+02 -1.43685571e+02  1.82137344e-02
  1.54482242e+02 -1.43210805e+02  5.01404728e-01  1.54972692e+02
 -1.43697535e+02  1.00429286e-03  1.54471403e+02 -1.43221394e+02
  4.82701669e-01  1.54974471e+02 -1.43704274e+02  6.60086461e-03
  1.54488077e+02 -1.43213088e+02  4.99744864e-01  1.54984990e+02
 -1.43733316e+02  5.83680565e-03  1.54472489e+02 -1.43223189e+02
  4.98727905e-01  1.54973806e+02]
Niter:  4 row:  174 ngroup:  26 nlines:  6650 gd:  6088
[ 1.20762223e-10 -1.03142688e-05 -2.82906654e-01  1.61508552e+04
 -1.43699289e+02  1.34082085e-02  1.54494141e+02 -1.43192389e+02
  5.10966468e-01  1.54977163e+02 -1.43690703e+02 -1.44328552e-02
  1.54479659e+02 -1.43193087e+02  5.02582245e-01  1.54977921e+02
 -1.43700051e+02  1.46674793e-02  1.54487777e+02 -1.43206069e+02
  5.08221782e-01  1.54976838e+02 -1.43695827e+02 -1.16893565e-02
  1.54481484e+02 -1.43217239e+02  4.92085754e-01  1.54976974e+02
 -1.43713377e+02  1.59650838e-02  1.54485880e+02 -1.43208595e+02
  4.98250584e-01  1.54982988e+02 -1.43711508e+02  1.25119903e-02
  1.54481308e+02 -1.43199036e+02  5.05868665e-01  1.54984221e+02
 -1.43705417e+02 -1.06959527e-02  1.54471704e+02 -1.43180360e+02
  5.28972887e-01  1.54973729e+02 -1.43690769e+02  9.20493355e-03
  1.54480487e+02 -1.43210185e+02  5.11792944e-01  1.54991033e+02
 -1.43714397e+02  3.27637545e-03  1.54485539e+02 -1.43208784e+02
  5.30940593e-01  1.54973944e+02 -1.43685571e+02  1.82137344e-02
  1.54482242e+02 -1.43210805e+02  5.01404728e-01  1.54972692e+02
 -1.43697535e+02  1.00429286e-03  1.54471403e+02 -1.43221394e+02
  4.82701669e-01  1.54974471e+02 -1.43704274e+02  6.60086461e-03
  1.54488077e+02 -1.43213088e+02  4.99744864e-01  1.54984990e+02
 -1.43733316e+02  5.83680565e-03  1.54472489e+02 -1.43223189e+02
  4.98727905e-01  1.54973806e+02]
res:  6088 -0.000321516096846608 0.014294712053015246 0.022735265795093624
[ 1.20762235e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
  5.09001436e-01  1.54972743e+02 -1.43701991e+02 -1.93098807e-02
  1.54476917e+02 -1.43194538e+02  4.94378982e-01  1.54973516e+02
 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
 -1.43716768e+02 -1.59436973e-02  1.54467349e+02 -1.43191848e+02
  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
Niter:  5 row:  174 ngroup:  26 nlines:  6650 gd:  6085
[ 1.20762235e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
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 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
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  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
res:  6085 -0.0003471635727692046 0.014284888415204477 0.02269592074037729
[ 1.20767380e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
  5.09001436e-01  1.54972743e+02 -1.43701991e+02 -1.93098807e-02
  1.54476917e+02 -1.43194538e+02  4.94378982e-01  1.54973516e+02
 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
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  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
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  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
Niter:  6 row:  174 ngroup:  26 nlines:  6650 gd:  6083
[ 1.20767380e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
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  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
res:  6083 -0.0003539878744049929 0.014280788473115535 0.022670149844685447
[ 1.20769702e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
  5.09001436e-01  1.54972743e+02 -1.43701991e+02 -1.93098807e-02
  1.54476917e+02 -1.43194538e+02  4.94378982e-01  1.54973516e+02
 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
 -1.43716768e+02 -1.59436973e-02  1.54467349e+02 -1.43191848e+02
  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
Saving figure to  wave_resid_43670005_fiber174.png
Final values:
res:  -0.0003539878744049929 0.022670149844685447
pars:  [ 1.20769702e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
  5.09001436e-01  1.54972743e+02 -1.43701991e+02 -1.93098807e-02
  1.54476917e+02 -1.43194538e+02  4.94378982e-01  1.54973516e+02
 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
 -1.43716768e+02 -1.59436973e-02  1.54467349e+02 -1.43191848e+02
  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
174 [ 1.20769702e-10 -1.03142678e-05 -2.82906625e-01  1.61508536e+04
 -1.43711008e+02  5.03554345e-03  1.54491700e+02 -1.43204078e+02
  5.09001436e-01  1.54972743e+02 -1.43701991e+02 -1.93098807e-02
  1.54476917e+02 -1.43194538e+02  4.94378982e-01  1.54973516e+02
 -1.43701297e+02  9.36389598e-03  1.54481552e+02 -1.43217620e+02
  5.02958697e-01  1.54974211e+02 -1.43707621e+02 -1.35394132e-02
  1.54480650e+02 -1.43228438e+02  4.84118400e-01  1.54972503e+02
 -1.43714665e+02  7.52770460e-03  1.54479650e+02 -1.43220030e+02
  4.92944268e-01  1.54978529e+02 -1.43727327e+02  7.74824405e-03
  1.54476857e+02 -1.43210929e+02  4.94681286e-01  1.54979788e+02
 -1.43716768e+02 -1.59436973e-02  1.54467349e+02 -1.43191848e+02
  5.17537637e-01  1.54969316e+02 -1.43692582e+02  1.15612384e-03
  1.54476013e+02 -1.43221541e+02  5.06432004e-01  1.54986647e+02
 -1.43725630e+02 -7.58833253e-03  1.54481088e+02 -1.43220473e+02
  5.22971519e-01  1.54969430e+02 -1.43701696e+02  1.31655012e-02
  1.54477781e+02 -1.43222497e+02  4.96113585e-01  1.54968264e+02
 -1.43704297e+02 -4.20330954e-03  1.54466979e+02 -1.43232941e+02
  4.74334306e-01  1.54970101e+02 -1.43710824e+02 -1.45917043e-03
  1.54481802e+02 -1.43219521e+02  4.91323143e-01  1.54980532e+02
 -1.43744424e+02  1.06146793e-03  1.54468053e+02 -1.43235517e+02
  4.93487976e-01  1.54969368e+02]
--- Row 176/300 row=175 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  175
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=175 ---
Niter:  0 row:  175 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0006423723152693128 0.014701299927764921 0.03642787930538974
[ 1.20453854e-10 -1.03129117e-05 -2.82898798e-01  1.61508256e+04
 -1.43781368e+02 -9.98377555e-14  1.54497520e+02]
Niter:  1 row:  175 ngroup:  1 nlines:  247 gd:  222
[ 1.20453854e-10 -1.03129117e-05 -2.82898798e-01  1.61508256e+04
 -1.43781368e+02 -9.98377555e-14  1.54497520e+02]
res:  222 0.0004044893303216668 0.014385844136995729 0.02434209979574884
[ 1.20425300e-10 -1.03127924e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
Niter:  2 row:  175 ngroup:  1 nlines:  247 gd:  224
[ 1.20425300e-10 -1.03127924e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
res:  224 0.0007100945804268122 0.014487199787254212 0.0249784052489787
[ 1.20370614e-10 -1.03127924e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
Niter:  3 row:  175 ngroup:  1 nlines:  247 gd:  224
[ 1.20370614e-10 -1.03127924e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
res:  224 0.0010872118473344017 0.01421833456697641 0.02497739666136535
[ 1.20402041e-10 -1.03128699e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
Niter:  4 row:  175 ngroup:  1 nlines:  247 gd:  223
[ 1.20402041e-10 -1.03128699e-05 -2.82901012e-01  1.61508248e+04
 -1.43761041e+02 -1.40635221e-10  1.54487027e+02]
res:  223 0.0009926285420078784 0.014438890872042975 0.024657782393752894
[ 1.20305973e-10 -1.03129949e-05 -2.82900448e-01  1.61508249e+04
 -1.43764281e+02  1.83923553e-09  1.54484949e+02]
Niter:  5 row:  175 ngroup:  1 nlines:  247 gd:  226
[ 1.20305973e-10 -1.03129949e-05 -2.82900448e-01  1.61508249e+04
 -1.43764281e+02  1.83923553e-09  1.54484949e+02]
res:  226 0.0004639579838112695 0.01567781077392283 0.025619603013769743
[ 1.20077318e-10 -1.03127596e-05 -2.82898514e-01  1.61508258e+04
 -1.43757911e+02  1.82513132e-09  1.54493560e+02]
Niter:  6 row:  175 ngroup:  1 nlines:  247 gd:  228
[ 1.20077318e-10 -1.03127596e-05 -2.82898514e-01  1.61508258e+04
 -1.43757911e+02  1.82513132e-09  1.54493560e+02]
res:  228 0.0004770951290993253 0.015699243702329113 0.026294901273863167
[ 1.20124073e-10 -1.03127862e-05 -2.82899207e-01  1.61508258e+04
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02]
Final values:
res:  0.0004770951290993253 0.026294901273863167
pars:  [ 1.20124073e-10 -1.03127862e-05 -2.82899207e-01  1.61508258e+04
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02]
175 [ 1.20124073e-10 -1.03127862e-05 -2.82899207e-01  1.61508258e+04
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02]
elapsed: 2.9 sec.
Niter:  0 row:  175 ngroup:  26 nlines:  6519 gd:  6519
[ 1.20124073e-10 -1.03127862e-05 -2.82899207e-01  1.61508258e+04
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02 -1.43754529e+02 -1.12967547e-09
  1.54490283e+02 -1.43754529e+02 -1.12967547e-09  1.54490283e+02
 -1.43754529e+02 -1.12967547e-09  1.54490283e+02 -1.43754529e+02
 -1.12967547e-09  1.54490283e+02]
res:  6519 -0.00023374331794911996 0.015044602332636714 0.03535623337799868
[ 1.20124085e-10 -1.03127872e-05 -2.82899179e-01  1.61508242e+04
 -1.43769799e+02 -4.95671842e-03  1.54478873e+02 -1.43279129e+02
  4.69004935e-01  1.54982517e+02 -1.43765327e+02 -2.69047879e-02
  1.54487515e+02 -1.43240601e+02  4.81283860e-01  1.54979964e+02
 -1.43761632e+02 -2.42579321e-02  1.54493963e+02 -1.43267001e+02
  4.48552556e-01  1.54978109e+02 -1.43739682e+02 -3.52347603e-02
  1.54482660e+02 -1.43269456e+02  4.80730931e-01  1.54972695e+02
 -1.43743907e+02 -4.59211456e-02  1.54490768e+02 -1.43230630e+02
  4.62533994e-01  1.54988272e+02 -1.43751176e+02 -5.32084082e-03
  1.54488278e+02 -1.43261230e+02  4.66612220e-01  1.54979690e+02
 -1.43749521e+02 -2.65841627e-02  1.54475869e+02 -1.43272445e+02
  4.75607049e-01  1.54970708e+02 -1.43771526e+02 -3.49991817e-02
  1.54487198e+02 -1.43263340e+02  4.79635787e-01  1.54981857e+02
 -1.43761762e+02 -2.68842916e-02  1.54479830e+02 -1.43273880e+02
  4.82891437e-01  1.54979758e+02 -1.43750228e+02 -2.99378841e-02
  1.54489348e+02 -1.43273840e+02  4.75778038e-01  1.54970199e+02
 -1.43765604e+02 -2.86617242e-02  1.54471243e+02 -1.43285051e+02
  4.46390450e-01  1.54978078e+02 -1.43776969e+02 -2.28704597e-02
  1.54486014e+02 -1.43282024e+02  4.81353654e-01  1.54984361e+02
 -1.43788788e+02 -4.01818119e-02  1.54467066e+02 -1.43289646e+02
  4.58141812e-01  1.54972312e+02]
Niter:  1 row:  175 ngroup:  26 nlines:  6519 gd:  6046
[ 1.20124085e-10 -1.03127872e-05 -2.82899179e-01  1.61508242e+04
 -1.43769799e+02 -4.95671842e-03  1.54478873e+02 -1.43279129e+02
  4.69004935e-01  1.54982517e+02 -1.43765327e+02 -2.69047879e-02
  1.54487515e+02 -1.43240601e+02  4.81283860e-01  1.54979964e+02
 -1.43761632e+02 -2.42579321e-02  1.54493963e+02 -1.43267001e+02
  4.48552556e-01  1.54978109e+02 -1.43739682e+02 -3.52347603e-02
  1.54482660e+02 -1.43269456e+02  4.80730931e-01  1.54972695e+02
 -1.43743907e+02 -4.59211456e-02  1.54490768e+02 -1.43230630e+02
  4.62533994e-01  1.54988272e+02 -1.43751176e+02 -5.32084082e-03
  1.54488278e+02 -1.43261230e+02  4.66612220e-01  1.54979690e+02
 -1.43749521e+02 -2.65841627e-02  1.54475869e+02 -1.43272445e+02
  4.75607049e-01  1.54970708e+02 -1.43771526e+02 -3.49991817e-02
  1.54487198e+02 -1.43263340e+02  4.79635787e-01  1.54981857e+02
 -1.43761762e+02 -2.68842916e-02  1.54479830e+02 -1.43273880e+02
  4.82891437e-01  1.54979758e+02 -1.43750228e+02 -2.99378841e-02
  1.54489348e+02 -1.43273840e+02  4.75778038e-01  1.54970199e+02
 -1.43765604e+02 -2.86617242e-02  1.54471243e+02 -1.43285051e+02
  4.46390450e-01  1.54978078e+02 -1.43776969e+02 -2.28704597e-02
  1.54486014e+02 -1.43282024e+02  4.81353654e-01  1.54984361e+02
 -1.43788788e+02 -4.01818119e-02  1.54467066e+02 -1.43289646e+02
  4.58141812e-01  1.54972312e+02]
res:  6046 -0.0005864483100594953 0.015174750118603697 0.024552105816572013
[ 1.20124097e-10 -1.03127883e-05 -2.82899207e-01  1.61508258e+04
 -1.43754566e+02 -1.43450516e-04  1.54490251e+02 -1.43253671e+02
  4.60857643e-01  1.54990089e+02 -1.43756932e+02 -2.61201498e-02
  1.54491897e+02 -1.43248858e+02  4.64365972e-01  1.54987515e+02
 -1.43749391e+02 -2.23102182e-02  1.54498806e+02 -1.43259196e+02
  4.56764737e-01  1.54982630e+02 -1.43736307e+02 -2.90399826e-02
  1.54491401e+02 -1.43275719e+02  4.62706641e-01  1.54971171e+02
 -1.43748075e+02 -5.92515658e-02  1.54493645e+02 -1.43247260e+02
  4.66620156e-01  1.54993263e+02 -1.43749361e+02 -2.60017193e-02
  1.54498605e+02 -1.43254040e+02  4.57615519e-01  1.54985082e+02
 -1.43740644e+02 -2.99348099e-02  1.54483383e+02 -1.43270021e+02
  4.68731704e-01  1.54977802e+02 -1.43756794e+02 -4.10260795e-02
  1.54492315e+02 -1.43269248e+02  4.79607527e-01  1.54991292e+02
 -1.43760123e+02 -3.97282972e-02  1.54496507e+02 -1.43260405e+02
  4.66378104e-01  1.54980052e+02 -1.43737781e+02 -1.46405586e-02
  1.54492169e+02 -1.43249938e+02  4.65520135e-01  1.54977457e+02
 -1.43761368e+02 -3.57385185e-02  1.54477147e+02 -1.43265196e+02
  4.62278115e-01  1.54978907e+02 -1.43763784e+02 -2.58702209e-02
  1.54491478e+02 -1.43272394e+02  4.60607935e-01  1.54991468e+02
 -1.43784783e+02 -3.93201705e-02  1.54471985e+02 -1.43287299e+02
  4.58965423e-01  1.54982278e+02]
Niter:  2 row:  175 ngroup:  26 nlines:  6519 gd:  6048
[ 1.20124097e-10 -1.03127883e-05 -2.82899207e-01  1.61508258e+04
 -1.43754566e+02 -1.43450516e-04  1.54490251e+02 -1.43253671e+02
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  1.54491401e+02 -1.43275719e+02  4.62706641e-01  1.54971171e+02
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  4.66620156e-01  1.54993263e+02 -1.43749361e+02 -2.60017193e-02
  1.54498605e+02 -1.43254040e+02  4.57615519e-01  1.54985082e+02
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  4.68731704e-01  1.54977802e+02 -1.43756794e+02 -4.10260795e-02
  1.54492315e+02 -1.43269248e+02  4.79607527e-01  1.54991292e+02
 -1.43760123e+02 -3.97282972e-02  1.54496507e+02 -1.43260405e+02
  4.66378104e-01  1.54980052e+02 -1.43737781e+02 -1.46405586e-02
  1.54492169e+02 -1.43249938e+02  4.65520135e-01  1.54977457e+02
 -1.43761368e+02 -3.57385185e-02  1.54477147e+02 -1.43265196e+02
  4.62278115e-01  1.54978907e+02 -1.43763784e+02 -2.58702209e-02
  1.54491478e+02 -1.43272394e+02  4.60607935e-01  1.54991468e+02
 -1.43784783e+02 -3.93201705e-02  1.54471985e+02 -1.43287299e+02
  4.58965423e-01  1.54982278e+02]
res:  6048 -0.0006451769022532972 0.015288861635781359 0.024540341933655386
[ 1.20124109e-10 -1.03127893e-05 -2.82899236e-01  1.61508274e+04
 -1.43747643e+02  5.54097813e-03  1.54496859e+02 -1.43246711e+02
  4.66576628e-01  1.54994820e+02 -1.43749968e+02 -2.04360847e-02
  1.54496612e+02 -1.43241915e+02  4.66225908e-01  1.54994256e+02
 -1.43737094e+02 -1.66310627e-02  1.54503535e+02 -1.43252264e+02
  4.62470108e-01  1.54987358e+02 -1.43729345e+02 -2.33427495e-02
  1.54496120e+02 -1.43268764e+02  4.61902549e-01  1.54973987e+02
 -1.43746199e+02 -5.35627732e-02  1.54498370e+02 -1.43240317e+02
  4.72336128e-01  1.54997992e+02 -1.43742411e+02 -2.03016566e-02
  1.54503331e+02 -1.43247086e+02  4.60263022e-01  1.54989812e+02
 -1.43733730e+02 -2.75072097e-02  1.54488111e+02 -1.43263056e+02
  4.74430309e-01  1.54982526e+02 -1.43749848e+02 -4.11919882e-02
  1.54497040e+02 -1.43267402e+02  4.82162449e-01  1.54996014e+02
 -1.43753164e+02 -3.40268825e-02  1.54503186e+02 -1.43253446e+02
  4.72088965e-01  1.54982897e+02 -1.43730812e+02 -2.11156862e-03
  1.54496892e+02 -1.43232374e+02  4.71203605e-01  1.54982188e+02
 -1.43754420e+02 -3.71522016e-02  1.54481871e+02 -1.43258249e+02
  4.67988814e-01  1.54983629e+02 -1.43756845e+02 -2.01722350e-02
  1.54496202e+02 -1.43265436e+02  4.54344430e-01  1.54996191e+02
 -1.43777820e+02 -3.36649395e-02  1.54476722e+02 -1.43280347e+02
  4.64668231e-01  1.54987002e+02]
Niter:  3 row:  175 ngroup:  26 nlines:  6519 gd:  6047
[ 1.20124109e-10 -1.03127893e-05 -2.82899236e-01  1.61508274e+04
 -1.43747643e+02  5.54097813e-03  1.54496859e+02 -1.43246711e+02
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  1.54496120e+02 -1.43268764e+02  4.61902549e-01  1.54973987e+02
 -1.43746199e+02 -5.35627732e-02  1.54498370e+02 -1.43240317e+02
  4.72336128e-01  1.54997992e+02 -1.43742411e+02 -2.03016566e-02
  1.54503331e+02 -1.43247086e+02  4.60263022e-01  1.54989812e+02
 -1.43733730e+02 -2.75072097e-02  1.54488111e+02 -1.43263056e+02
  4.74430309e-01  1.54982526e+02 -1.43749848e+02 -4.11919882e-02
  1.54497040e+02 -1.43267402e+02  4.82162449e-01  1.54996014e+02
 -1.43753164e+02 -3.40268825e-02  1.54503186e+02 -1.43253446e+02
  4.72088965e-01  1.54982897e+02 -1.43730812e+02 -2.11156862e-03
  1.54496892e+02 -1.43232374e+02  4.71203605e-01  1.54982188e+02
 -1.43754420e+02 -3.71522016e-02  1.54481871e+02 -1.43258249e+02
  4.67988814e-01  1.54983629e+02 -1.43756845e+02 -2.01722350e-02
  1.54496202e+02 -1.43265436e+02  4.54344430e-01  1.54996191e+02
 -1.43777820e+02 -3.36649395e-02  1.54476722e+02 -1.43280347e+02
  4.64668231e-01  1.54987002e+02]
res:  6047 -0.0007441369853040669 0.015253904261044227 0.02452532845936942
[ 1.20139918e-10 -1.03127893e-05 -2.82899236e-01  1.61508274e+04
 -1.43747643e+02  5.54097813e-03  1.54496859e+02 -1.43246711e+02
  4.66576628e-01  1.54994820e+02 -1.43749968e+02 -2.04360847e-02
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  4.62470108e-01  1.54987358e+02 -1.43729345e+02 -2.33427495e-02
  1.54496120e+02 -1.43268764e+02  4.61902549e-01  1.54973987e+02
 -1.43746199e+02 -5.35627732e-02  1.54498370e+02 -1.43240317e+02
  4.72336128e-01  1.54997992e+02 -1.43742411e+02 -2.03016566e-02
  1.54503331e+02 -1.43247086e+02  4.60263022e-01  1.54989812e+02
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  4.74430309e-01  1.54982526e+02 -1.43749848e+02 -4.11919882e-02
  1.54497040e+02 -1.43267402e+02  4.82162449e-01  1.54996014e+02
 -1.43753164e+02 -3.40268825e-02  1.54503186e+02 -1.43253446e+02
  4.72088965e-01  1.54982897e+02 -1.43730812e+02 -2.11156862e-03
  1.54496892e+02 -1.43232374e+02  4.71203605e-01  1.54982188e+02
 -1.43754420e+02 -3.71522016e-02  1.54481871e+02 -1.43258249e+02
  4.67988814e-01  1.54983629e+02 -1.43756845e+02 -2.01722350e-02
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 -1.43777820e+02 -3.36649395e-02  1.54476722e+02 -1.43280347e+02
  4.64668231e-01  1.54987002e+02]
Niter:  4 row:  175 ngroup:  26 nlines:  6519 gd:  6049
[ 1.20139918e-10 -1.03127893e-05 -2.82899236e-01  1.61508274e+04
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  4.67988814e-01  1.54983629e+02 -1.43756845e+02 -2.01722350e-02
  1.54496202e+02 -1.43265436e+02  4.54344430e-01  1.54996191e+02
 -1.43777820e+02 -3.36649395e-02  1.54476722e+02 -1.43280347e+02
  4.64668231e-01  1.54987002e+02]
res:  6049 -0.0006183258283272153 0.015256852602760773 0.02454943893491247
[ 1.20139930e-10 -1.03127903e-05 -2.82899264e-01  1.61508290e+04
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  4.68179683e-01  1.54992717e+02 -1.43723062e+02 -1.76475527e-02
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  4.80133749e-01  1.54987890e+02 -1.43743563e+02 -3.55050226e-02
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  1.54502260e+02 -1.43220431e+02  4.76888353e-01  1.54987546e+02
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 -1.43771540e+02 -2.80073712e-02  1.54482075e+02 -1.43274059e+02
  4.70376707e-01  1.54992365e+02]
Niter:  5 row:  175 ngroup:  26 nlines:  6519 gd:  6049
[ 1.20139930e-10 -1.03127903e-05 -2.82899264e-01  1.61508290e+04
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  4.73699689e-01  1.54988993e+02 -1.43750561e+02 -1.44793138e-02
  1.54501566e+02 -1.43259150e+02  4.60039464e-01  1.55001556e+02
 -1.43771540e+02 -2.80073712e-02  1.54482075e+02 -1.43274059e+02
  4.70376707e-01  1.54992365e+02]
res:  6049 -0.00040128337241185363 0.014804963251663139 0.024487498235712692
[ 1.20625793e-10 -1.03136897e-05 -2.82905635e-01  1.61508306e+04
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  4.72774006e-01  1.54958542e+02 -1.43698570e+02 -1.35153230e-02
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 -1.43747101e+02 -2.55356696e-02  1.54448027e+02 -1.43249263e+02
  4.75003787e-01  1.54958125e+02]
Niter:  6 row:  175 ngroup:  26 nlines:  6519 gd:  6033
[ 1.20625793e-10 -1.03136897e-05 -2.82905635e-01  1.61508306e+04
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  4.82483631e-01  1.54953905e+02 -1.43700040e+02  7.77222118e-03
  1.54468064e+02 -1.43196193e+02  4.80401225e-01  1.54953439e+02
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  4.78402460e-01  1.54954690e+02 -1.43725742e+02 -1.03481290e-02
  1.54467340e+02 -1.43234505e+02  4.64262553e-01  1.54967329e+02
 -1.43747101e+02 -2.55356696e-02  1.54448027e+02 -1.43249263e+02
  4.75003787e-01  1.54958125e+02]
res:  6033 -0.0003598027615225874 0.014805401806370355 0.02426219568005355
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 -1.43715871e+02  1.48677579e-02  1.54468166e+02 -1.43215772e+02
  4.77330705e-01  1.54966041e+02 -1.43719078e+02 -1.13235033e-02
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  4.82949278e-01  1.54969136e+02 -1.43711427e+02 -1.04141436e-02
  1.54474473e+02 -1.43216144e+02  4.66624764e-01  1.54961065e+02
 -1.43696612e+02 -1.76449646e-02  1.54459183e+02 -1.43232220e+02
  4.84331876e-01  1.54953666e+02 -1.43718876e+02 -3.15368642e-02
  1.54470123e+02 -1.43236350e+02  4.91618891e-01  1.54967104e+02
 -1.43722111e+02 -2.41675964e-02  1.54474355e+02 -1.43222318e+02
  4.82483631e-01  1.54953905e+02 -1.43700040e+02  7.77222118e-03
  1.54468064e+02 -1.43196193e+02  4.80401225e-01  1.54953439e+02
 -1.43723428e+02 -3.10749777e-02  1.54452909e+02 -1.43227280e+02
  4.78402460e-01  1.54954690e+02 -1.43725742e+02 -1.03481290e-02
  1.54467340e+02 -1.43234505e+02  4.64262553e-01  1.54967329e+02
 -1.43747101e+02 -2.55356696e-02  1.54448027e+02 -1.43249263e+02
  4.75003787e-01  1.54958125e+02]
Saving figure to  wave_resid_43670005_fiber175.png
Final values:
res:  -0.0003598027615225874 0.02426219568005355
pars:  [ 1.20619797e-10 -1.03136897e-05 -2.82905635e-01  1.61508306e+04
 -1.43715871e+02  1.48677579e-02  1.54468166e+02 -1.43215772e+02
  4.77330705e-01  1.54966041e+02 -1.43719078e+02 -1.13235033e-02
  1.54467691e+02 -1.43210938e+02  4.76068449e-01  1.54965437e+02
 -1.43706565e+02 -7.68565929e-03  1.54474741e+02 -1.43220997e+02
  4.72774006e-01  1.54958542e+02 -1.43698570e+02 -1.35153230e-02
  1.54467166e+02 -1.43237809e+02  4.71924574e-01  1.54945140e+02
 -1.43715129e+02 -4.40919096e-02  1.54469634e+02 -1.43209227e+02
  4.82949278e-01  1.54969136e+02 -1.43711427e+02 -1.04141436e-02
  1.54474473e+02 -1.43216144e+02  4.66624764e-01  1.54961065e+02
 -1.43696612e+02 -1.76449646e-02  1.54459183e+02 -1.43232220e+02
  4.84331876e-01  1.54953666e+02 -1.43718876e+02 -3.15368642e-02
  1.54470123e+02 -1.43236350e+02  4.91618891e-01  1.54967104e+02
 -1.43722111e+02 -2.41675964e-02  1.54474355e+02 -1.43222318e+02
  4.82483631e-01  1.54953905e+02 -1.43700040e+02  7.77222118e-03
  1.54468064e+02 -1.43196193e+02  4.80401225e-01  1.54953439e+02
 -1.43723428e+02 -3.10749777e-02  1.54452909e+02 -1.43227280e+02
  4.78402460e-01  1.54954690e+02 -1.43725742e+02 -1.03481290e-02
  1.54467340e+02 -1.43234505e+02  4.64262553e-01  1.54967329e+02
 -1.43747101e+02 -2.55356696e-02  1.54448027e+02 -1.43249263e+02
  4.75003787e-01  1.54958125e+02]
175 [ 1.20619797e-10 -1.03136897e-05 -2.82905635e-01  1.61508306e+04
 -1.43715871e+02  1.48677579e-02  1.54468166e+02 -1.43215772e+02
  4.77330705e-01  1.54966041e+02 -1.43719078e+02 -1.13235033e-02
  1.54467691e+02 -1.43210938e+02  4.76068449e-01  1.54965437e+02
 -1.43706565e+02 -7.68565929e-03  1.54474741e+02 -1.43220997e+02
  4.72774006e-01  1.54958542e+02 -1.43698570e+02 -1.35153230e-02
  1.54467166e+02 -1.43237809e+02  4.71924574e-01  1.54945140e+02
 -1.43715129e+02 -4.40919096e-02  1.54469634e+02 -1.43209227e+02
  4.82949278e-01  1.54969136e+02 -1.43711427e+02 -1.04141436e-02
  1.54474473e+02 -1.43216144e+02  4.66624764e-01  1.54961065e+02
 -1.43696612e+02 -1.76449646e-02  1.54459183e+02 -1.43232220e+02
  4.84331876e-01  1.54953666e+02 -1.43718876e+02 -3.15368642e-02
  1.54470123e+02 -1.43236350e+02  4.91618891e-01  1.54967104e+02
 -1.43722111e+02 -2.41675964e-02  1.54474355e+02 -1.43222318e+02
  4.82483631e-01  1.54953905e+02 -1.43700040e+02  7.77222118e-03
  1.54468064e+02 -1.43196193e+02  4.80401225e-01  1.54953439e+02
 -1.43723428e+02 -3.10749777e-02  1.54452909e+02 -1.43227280e+02
  4.78402460e-01  1.54954690e+02 -1.43725742e+02 -1.03481290e-02
  1.54467340e+02 -1.43234505e+02  4.64262553e-01  1.54967329e+02
 -1.43747101e+02 -2.55356696e-02  1.54448027e+02 -1.43249263e+02
  4.75003787e-01  1.54958125e+02]
--- Row 177/300 row=176 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  176
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=176 ---
Niter:  0 row:  176 ngroup:  1 nlines:  259 gd:  259
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  259 0.0031868975984252756 0.013474928957293741 0.03538931893479321
[ 1.19685423e-10 -1.03135977e-05 -2.82896360e-01  1.61508179e+04
 -1.43720576e+02 -1.04710979e-13  1.54500720e+02]
Niter:  1 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19685423e-10 -1.03135977e-05 -2.82896360e-01  1.61508179e+04
 -1.43720576e+02 -1.04710979e-13  1.54500720e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Niter:  2 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Niter:  3 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Niter:  4 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Niter:  5 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Niter:  6 row:  176 ngroup:  1 nlines:  259 gd:  236
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
res:  236 0.001967950684047537 0.013720635201025289 0.022773201678629472
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
Final values:
res:  0.001967950684047537 0.022773201678629472
pars:  [ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
176 [ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02]
elapsed: 2.9 sec.
Niter:  0 row:  176 ngroup:  26 nlines:  6689 gd:  6689
[ 1.19335340e-10 -1.03134391e-05 -2.82893384e-01  1.61508166e+04
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02 -1.43754076e+02 -5.04613807e-12
  1.54510818e+02 -1.43754076e+02 -5.04613807e-12  1.54510818e+02
 -1.43754076e+02 -5.04613807e-12  1.54510818e+02 -1.43754076e+02
 -5.04613807e-12  1.54510818e+02]
res:  6689 0.0003364457625139039 0.014894022893713554 0.03560763028184395
[ 1.19335352e-10 -1.03134380e-05 -2.82893356e-01  1.61508150e+04
 -1.43740715e+02 -9.98855340e-03  1.54500851e+02 -1.43276018e+02
  4.94656269e-01  1.54986577e+02 -1.43758446e+02 -1.30095693e-02
  1.54475322e+02 -1.43250894e+02  4.67012134e-01  1.54980710e+02
 -1.43784402e+02 -7.03242601e-03  1.54489538e+02 -1.43278444e+02
  4.87436872e-01  1.54990926e+02 -1.43770398e+02  1.00664854e-02
  1.54492089e+02 -1.43274309e+02  4.83505680e-01  1.54974098e+02
 -1.43762913e+02 -1.40613554e-02  1.54495984e+02 -1.43259018e+02
  4.82874456e-01  1.54991987e+02 -1.43738768e+02 -1.15176317e-03
  1.54492814e+02 -1.43282500e+02  4.81163019e-01  1.54987690e+02
 -1.43766080e+02  8.67589768e-03  1.54481782e+02 -1.43266264e+02
  4.85555162e-01  1.54987520e+02 -1.43763722e+02  6.60330248e-03
  1.54502048e+02 -1.43271258e+02  4.70403521e-01  1.54994750e+02
 -1.43779612e+02 -1.03583317e-02  1.54489375e+02 -1.43248905e+02
  4.79217314e-01  1.54993852e+02 -1.43736458e+02 -1.17642175e-02
  1.54493326e+02 -1.43279417e+02  4.92475473e-01  1.54986237e+02
 -1.43774033e+02 -5.02467400e-02  1.54471867e+02 -1.43271435e+02
  4.94319535e-01  1.54987938e+02 -1.43757227e+02 -2.08429752e-03
  1.54488884e+02 -1.43277873e+02  5.06807348e-01  1.54973239e+02
 -1.43792945e+02  1.31044125e-03  1.54488475e+02 -1.43280834e+02
  4.99953448e-01  1.54982540e+02]
Niter:  1 row:  176 ngroup:  26 nlines:  6689 gd:  6171
[ 1.19335352e-10 -1.03134380e-05 -2.82893356e-01  1.61508150e+04
 -1.43740715e+02 -9.98855340e-03  1.54500851e+02 -1.43276018e+02
  4.94656269e-01  1.54986577e+02 -1.43758446e+02 -1.30095693e-02
  1.54475322e+02 -1.43250894e+02  4.67012134e-01  1.54980710e+02
 -1.43784402e+02 -7.03242601e-03  1.54489538e+02 -1.43278444e+02
  4.87436872e-01  1.54990926e+02 -1.43770398e+02  1.00664854e-02
  1.54492089e+02 -1.43274309e+02  4.83505680e-01  1.54974098e+02
 -1.43762913e+02 -1.40613554e-02  1.54495984e+02 -1.43259018e+02
  4.82874456e-01  1.54991987e+02 -1.43738768e+02 -1.15176317e-03
  1.54492814e+02 -1.43282500e+02  4.81163019e-01  1.54987690e+02
 -1.43766080e+02  8.67589768e-03  1.54481782e+02 -1.43266264e+02
  4.85555162e-01  1.54987520e+02 -1.43763722e+02  6.60330248e-03
  1.54502048e+02 -1.43271258e+02  4.70403521e-01  1.54994750e+02
 -1.43779612e+02 -1.03583317e-02  1.54489375e+02 -1.43248905e+02
  4.79217314e-01  1.54993852e+02 -1.43736458e+02 -1.17642175e-02
  1.54493326e+02 -1.43279417e+02  4.92475473e-01  1.54986237e+02
 -1.43774033e+02 -5.02467400e-02  1.54471867e+02 -1.43271435e+02
  4.94319535e-01  1.54987938e+02 -1.43757227e+02 -2.08429752e-03
  1.54488884e+02 -1.43277873e+02  5.06807348e-01  1.54973239e+02
 -1.43792945e+02  1.31044125e-03  1.54488475e+02 -1.43280834e+02
  4.99953448e-01  1.54982540e+02]
res:  6171 -0.0001846439317887416 0.014908699919033097 0.023530328248608616
[ 1.19335364e-10 -1.03134391e-05 -2.82893327e-01  1.61508134e+04
 -1.43763328e+02 -1.17012086e-02  1.54503144e+02 -1.43259460e+02
  4.73700868e-01  1.54987237e+02 -1.43767503e+02 -1.11470695e-02
  1.54475375e+02 -1.43259477e+02  4.52430147e-01  1.54978211e+02
 -1.43782820e+02 -1.84589150e-02  1.54485272e+02 -1.43271133e+02
  4.52311190e-01  1.54985757e+02 -1.43769912e+02 -1.51702264e-02
  1.54489388e+02 -1.43291671e+02  4.45572914e-01  1.54977267e+02
 -1.43769456e+02 -2.75077698e-02  1.54489106e+02 -1.43277849e+02
  4.72315929e-01  1.54989406e+02 -1.43757650e+02 -1.39086963e-02
  1.54487768e+02 -1.43287082e+02  4.60949143e-01  1.54990583e+02
 -1.43784608e+02 -2.38352855e-02  1.54482103e+02 -1.43275151e+02
  4.63252804e-01  1.54983438e+02 -1.43767582e+02 -6.93187128e-03
  1.54493149e+02 -1.43278249e+02  4.65290243e-01  1.54989088e+02
 -1.43780645e+02 -2.02101134e-02  1.54484800e+02 -1.43272530e+02
  4.61332216e-01  1.54992659e+02 -1.43772467e+02 -3.37636614e-02
  1.54492184e+02 -1.43285685e+02  4.57212017e-01  1.54983559e+02
 -1.43786373e+02 -4.52612186e-02  1.54467894e+02 -1.43284049e+02
  4.79685482e-01  1.54980807e+02 -1.43771052e+02 -2.34069495e-02
  1.54485396e+02 -1.43290067e+02  4.81789409e-01  1.54978840e+02
 -1.43775824e+02 -2.16397528e-02  1.54481526e+02 -1.43300791e+02
  4.76266172e-01  1.54980122e+02]
Niter:  2 row:  176 ngroup:  26 nlines:  6689 gd:  6166
[ 1.19335364e-10 -1.03134391e-05 -2.82893327e-01  1.61508134e+04
 -1.43763328e+02 -1.17012086e-02  1.54503144e+02 -1.43259460e+02
  4.73700868e-01  1.54987237e+02 -1.43767503e+02 -1.11470695e-02
  1.54475375e+02 -1.43259477e+02  4.52430147e-01  1.54978211e+02
 -1.43782820e+02 -1.84589150e-02  1.54485272e+02 -1.43271133e+02
  4.52311190e-01  1.54985757e+02 -1.43769912e+02 -1.51702264e-02
  1.54489388e+02 -1.43291671e+02  4.45572914e-01  1.54977267e+02
 -1.43769456e+02 -2.75077698e-02  1.54489106e+02 -1.43277849e+02
  4.72315929e-01  1.54989406e+02 -1.43757650e+02 -1.39086963e-02
  1.54487768e+02 -1.43287082e+02  4.60949143e-01  1.54990583e+02
 -1.43784608e+02 -2.38352855e-02  1.54482103e+02 -1.43275151e+02
  4.63252804e-01  1.54983438e+02 -1.43767582e+02 -6.93187128e-03
  1.54493149e+02 -1.43278249e+02  4.65290243e-01  1.54989088e+02
 -1.43780645e+02 -2.02101134e-02  1.54484800e+02 -1.43272530e+02
  4.61332216e-01  1.54992659e+02 -1.43772467e+02 -3.37636614e-02
  1.54492184e+02 -1.43285685e+02  4.57212017e-01  1.54983559e+02
 -1.43786373e+02 -4.52612186e-02  1.54467894e+02 -1.43284049e+02
  4.79685482e-01  1.54980807e+02 -1.43771052e+02 -2.34069495e-02
  1.54485396e+02 -1.43290067e+02  4.81789409e-01  1.54978840e+02
 -1.43775824e+02 -2.16397528e-02  1.54481526e+02 -1.43300791e+02
  4.76266172e-01  1.54980122e+02]
res:  6166 -0.0001538408741907915 0.01488024342143035 0.023429595339817044
[ 1.19335376e-10 -1.03134401e-05 -2.82893299e-01  1.61508118e+04
 -1.43774990e+02 -1.41267948e-02  1.54498383e+02 -1.43261017e+02
  4.64876543e-01  1.54982478e+02 -1.43774519e+02 -1.68261946e-02
  1.54474438e+02 -1.43266487e+02  4.46723825e-01  1.54975372e+02
 -1.43789804e+02 -2.41629234e-02  1.54480518e+02 -1.43278147e+02
  4.43536183e-01  1.54980992e+02 -1.43776896e+02 -2.40976793e-02
  1.54484632e+02 -1.43298668e+02  4.39862625e-01  1.54972502e+02
 -1.43776442e+02 -3.31932683e-02  1.54484350e+02 -1.43290265e+02
  4.63432475e-01  1.54984644e+02 -1.43764644e+02 -1.96073216e-02
  1.54483016e+02 -1.43294064e+02  4.46190394e-01  1.54985816e+02
 -1.43791615e+02 -3.24022603e-02  1.54477344e+02 -1.43282146e+02
  4.51697013e-01  1.54980641e+02 -1.43774558e+02 -1.26178256e-02
  1.54488396e+02 -1.43285239e+02  4.59588827e-01  1.54984324e+02
 -1.43787654e+02 -2.58975692e-02  1.54480047e+02 -1.43284720e+02
  4.52471180e-01  1.54989715e+02 -1.43779447e+02 -4.58912802e-02
  1.54491190e+02 -1.43292663e+02  4.48032154e-01  1.54980611e+02
 -1.43793359e+02 -4.77633734e-02  1.54465096e+02 -1.43291046e+02
  4.73984296e-01  1.54976049e+02 -1.43778047e+02 -3.19382660e-02
  1.54482586e+02 -1.43297046e+02  4.73113099e-01  1.54975982e+02
 -1.43782820e+02 -2.73310159e-02  1.54476768e+02 -1.43307786e+02
  4.70557204e-01  1.54975363e+02]
Niter:  3 row:  176 ngroup:  26 nlines:  6689 gd:  6167
[ 1.19335376e-10 -1.03134401e-05 -2.82893299e-01  1.61508118e+04
 -1.43774990e+02 -1.41267948e-02  1.54498383e+02 -1.43261017e+02
  4.64876543e-01  1.54982478e+02 -1.43774519e+02 -1.68261946e-02
  1.54474438e+02 -1.43266487e+02  4.46723825e-01  1.54975372e+02
 -1.43789804e+02 -2.41629234e-02  1.54480518e+02 -1.43278147e+02
  4.43536183e-01  1.54980992e+02 -1.43776896e+02 -2.40976793e-02
  1.54484632e+02 -1.43298668e+02  4.39862625e-01  1.54972502e+02
 -1.43776442e+02 -3.31932683e-02  1.54484350e+02 -1.43290265e+02
  4.63432475e-01  1.54984644e+02 -1.43764644e+02 -1.96073216e-02
  1.54483016e+02 -1.43294064e+02  4.46190394e-01  1.54985816e+02
 -1.43791615e+02 -3.24022603e-02  1.54477344e+02 -1.43282146e+02
  4.51697013e-01  1.54980641e+02 -1.43774558e+02 -1.26178256e-02
  1.54488396e+02 -1.43285239e+02  4.59588827e-01  1.54984324e+02
 -1.43787654e+02 -2.58975692e-02  1.54480047e+02 -1.43284720e+02
  4.52471180e-01  1.54989715e+02 -1.43779447e+02 -4.58912802e-02
  1.54491190e+02 -1.43292663e+02  4.48032154e-01  1.54980611e+02
 -1.43793359e+02 -4.77633734e-02  1.54465096e+02 -1.43291046e+02
  4.73984296e-01  1.54976049e+02 -1.43778047e+02 -3.19382660e-02
  1.54482586e+02 -1.43297046e+02  4.73113099e-01  1.54975982e+02
 -1.43782820e+02 -2.73310159e-02  1.54476768e+02 -1.43307786e+02
  4.70557204e-01  1.54975363e+02]
res:  6167 -0.0006148499705886934 0.014775031158933416 0.023410267831223765
[ 1.19428579e-10 -1.03134401e-05 -2.82893299e-01  1.61508118e+04
 -1.43774990e+02 -1.41267948e-02  1.54498383e+02 -1.43261017e+02
  4.64876543e-01  1.54982478e+02 -1.43774519e+02 -1.68261946e-02
  1.54474438e+02 -1.43266487e+02  4.46723825e-01  1.54975372e+02
 -1.43789804e+02 -2.41629234e-02  1.54480518e+02 -1.43278147e+02
  4.43536183e-01  1.54980992e+02 -1.43776896e+02 -2.40976793e-02
  1.54484632e+02 -1.43298668e+02  4.39862625e-01  1.54972502e+02
 -1.43776442e+02 -3.31932683e-02  1.54484350e+02 -1.43290265e+02
  4.63432475e-01  1.54984644e+02 -1.43764644e+02 -1.96073216e-02
  1.54483016e+02 -1.43294064e+02  4.46190394e-01  1.54985816e+02
 -1.43791615e+02 -3.24022603e-02  1.54477344e+02 -1.43282146e+02
  4.51697013e-01  1.54980641e+02 -1.43774558e+02 -1.26178256e-02
  1.54488396e+02 -1.43285239e+02  4.59588827e-01  1.54984324e+02
 -1.43787654e+02 -2.58975692e-02  1.54480047e+02 -1.43284720e+02
  4.52471180e-01  1.54989715e+02 -1.43779447e+02 -4.58912802e-02
  1.54491190e+02 -1.43292663e+02  4.48032154e-01  1.54980611e+02
 -1.43793359e+02 -4.77633734e-02  1.54465096e+02 -1.43291046e+02
  4.73984296e-01  1.54976049e+02 -1.43778047e+02 -3.19382660e-02
  1.54482586e+02 -1.43297046e+02  4.73113099e-01  1.54975982e+02
 -1.43782820e+02 -2.73310159e-02  1.54476768e+02 -1.43307786e+02
  4.70557204e-01  1.54975363e+02]
Niter:  4 row:  176 ngroup:  26 nlines:  6689 gd:  6144
[ 1.19428579e-10 -1.03134401e-05 -2.82893299e-01  1.61508118e+04
 -1.43774990e+02 -1.41267948e-02  1.54498383e+02 -1.43261017e+02
  4.64876543e-01  1.54982478e+02 -1.43774519e+02 -1.68261946e-02
  1.54474438e+02 -1.43266487e+02  4.46723825e-01  1.54975372e+02
 -1.43789804e+02 -2.41629234e-02  1.54480518e+02 -1.43278147e+02
  4.43536183e-01  1.54980992e+02 -1.43776896e+02 -2.40976793e-02
  1.54484632e+02 -1.43298668e+02  4.39862625e-01  1.54972502e+02
 -1.43776442e+02 -3.31932683e-02  1.54484350e+02 -1.43290265e+02
  4.63432475e-01  1.54984644e+02 -1.43764644e+02 -1.96073216e-02
  1.54483016e+02 -1.43294064e+02  4.46190394e-01  1.54985816e+02
 -1.43791615e+02 -3.24022603e-02  1.54477344e+02 -1.43282146e+02
  4.51697013e-01  1.54980641e+02 -1.43774558e+02 -1.26178256e-02
  1.54488396e+02 -1.43285239e+02  4.59588827e-01  1.54984324e+02
 -1.43787654e+02 -2.58975692e-02  1.54480047e+02 -1.43284720e+02
  4.52471180e-01  1.54989715e+02 -1.43779447e+02 -4.58912802e-02
  1.54491190e+02 -1.43292663e+02  4.48032154e-01  1.54980611e+02
 -1.43793359e+02 -4.77633734e-02  1.54465096e+02 -1.43291046e+02
  4.73984296e-01  1.54976049e+02 -1.43778047e+02 -3.19382660e-02
  1.54482586e+02 -1.43297046e+02  4.73113099e-01  1.54975982e+02
 -1.43782820e+02 -2.73310159e-02  1.54476768e+02 -1.43307786e+02
  4.70557204e-01  1.54975363e+02]
res:  6144 -5.187339775147848e-05 0.01475169542391086 0.0230889745165747
[ 1.19428591e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
Niter:  5 row:  176 ngroup:  26 nlines:  6689 gd:  6152
[ 1.19428591e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
res:  6152 -0.00039644399294047616 0.014625888310547452 0.023179849146242347
[ 1.19488939e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
Niter:  6 row:  176 ngroup:  26 nlines:  6689 gd:  6148
[ 1.19488939e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
res:  6148 -0.0004500973391259322 0.014631382786319591 0.023124563923695447
[ 1.19498327e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
Saving figure to  wave_resid_43670005_fiber176.png
Final values:
res:  -0.0004500973391259322 0.023124563923695447
pars:  [ 1.19498327e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
176 [ 1.19498327e-10 -1.03134411e-05 -2.82893327e-01  1.61508104e+04
 -1.43784327e+02 -1.89491884e-02  1.54497713e+02 -1.43270562e+02
  4.60031841e-01  1.54981825e+02 -1.43768740e+02 -2.16389238e-02
  1.54473875e+02 -1.43270877e+02  4.41892651e-01  1.54974550e+02
 -1.43799179e+02 -2.89914402e-02  1.54479940e+02 -1.43287715e+02
  4.38706810e-01  1.54980242e+02 -1.43786245e+02 -2.89138675e-02
  1.54484030e+02 -1.43308119e+02  4.35025932e-01  1.54971782e+02
 -1.43785807e+02 -3.80188026e-02  1.54483734e+02 -1.43299634e+02
  4.58787942e-01  1.54983970e+02 -1.43774045e+02 -2.44316528e-02
  1.54482476e+02 -1.43303366e+02  4.41344054e-01  1.54985068e+02
 -1.43801112e+02 -3.72162705e-02  1.54476711e+02 -1.43291555e+02
  4.46861073e-01  1.54979979e+02 -1.43773574e+02 -1.74241687e-02
  1.54487815e+02 -1.43294607e+02  4.54767581e-01  1.54983593e+02
 -1.43797171e+02 -3.07168620e-02  1.54479466e+02 -1.43294236e+02
  4.44506659e-01  1.54987297e+02 -1.43788753e+02 -5.07099292e-02
  1.54488710e+02 -1.43301972e+02  4.43197200e-01  1.54978170e+02
 -1.43802750e+02 -3.91286661e-02  1.54464455e+02 -1.43300474e+02
  4.69159143e-01  1.54975416e+02 -1.43787448e+02 -4.02709519e-02
  1.54482028e+02 -1.43301290e+02  4.68289026e-01  1.54975194e+02
 -1.43792259e+02 -3.21542179e-02  1.54476060e+02 -1.43317208e+02
  4.65721141e-01  1.54974704e+02]
--- Row 178/300 row=177 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  177
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=177 ---
Niter:  0 row:  177 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 -0.0006345561487250961 0.013559414277551696 0.032298452852414776
[ 1.20564828e-10 -1.03147856e-05 -2.82902710e-01  1.61508079e+04
 -1.43718799e+02  9.60487353e-14  1.54488333e+02]
Niter:  1 row:  177 ngroup:  1 nlines:  246 gd:  228
[ 1.20564828e-10 -1.03147856e-05 -2.82902710e-01  1.61508079e+04
 -1.43718799e+02  9.60487353e-14  1.54488333e+02]
res:  228 -3.6965461731597316e-05 0.014339024866785621 0.022432999534706545
[ 1.20052959e-10 -1.03146583e-05 -2.82898227e-01  1.61508082e+04
 -1.43724393e+02  6.77384487e-11  1.54504605e+02]
Niter:  2 row:  177 ngroup:  1 nlines:  246 gd:  230
[ 1.20052959e-10 -1.03146583e-05 -2.82898227e-01  1.61508082e+04
 -1.43724393e+02  6.77384487e-11  1.54504605e+02]
res:  230 1.1525271474965848e-06 0.014338979569402 0.02310766752527624
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
Niter:  3 row:  177 ngroup:  1 nlines:  246 gd:  230
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
res:  230 1.1525271474965848e-06 0.014338979569402 0.02310766752527624
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
Niter:  4 row:  177 ngroup:  1 nlines:  246 gd:  230
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
res:  230 1.1525271474965848e-06 0.014338979569402 0.02310766752527624
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
Niter:  5 row:  177 ngroup:  1 nlines:  246 gd:  230
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
res:  230 1.1525271474965848e-06 0.014338979569402 0.02310766752527624
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
Niter:  6 row:  177 ngroup:  1 nlines:  246 gd:  230
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
res:  230 1.1525271474965848e-06 0.014338979569402 0.02310766752527624
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
Final values:
res:  1.1525271474965848e-06 0.02310766752527624
pars:  [ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
177 [ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02]
elapsed: 2.9 sec.
Niter:  0 row:  177 ngroup:  26 nlines:  6566 gd:  6566
[ 1.20037439e-10 -1.03146625e-05 -2.82897966e-01  1.61508082e+04
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02 -1.43726016e+02 -2.79462121e-09
  1.54505690e+02 -1.43726016e+02 -2.79462121e-09  1.54505690e+02
 -1.43726016e+02 -2.79462121e-09  1.54505690e+02 -1.43726016e+02
 -2.79462121e-09  1.54505690e+02]
res:  6566 0.0005190015053813113 0.01452320025600784 0.034709360621357474
[ 1.20037451e-10 -1.03146615e-05 -2.82897938e-01  1.61508066e+04
 -1.43740517e+02 -4.61257383e-03  1.54497339e+02 -1.43241415e+02
  4.97760003e-01  1.55005126e+02 -1.43743007e+02  5.83921996e-03
  1.54486685e+02 -1.43234067e+02  4.93925008e-01  1.55001783e+02
 -1.43745830e+02  3.10401681e-02  1.54501544e+02 -1.43214189e+02
  4.99466380e-01  1.54988197e+02 -1.43718575e+02 -4.79152214e-04
  1.54489489e+02 -1.43216579e+02  5.21913354e-01  1.54987903e+02
 -1.43701332e+02  1.74370392e-02  1.54496281e+02 -1.43229644e+02
  4.96466740e-01  1.54996783e+02 -1.43719729e+02  2.23100971e-02
  1.54505592e+02 -1.43213302e+02  4.67138323e-01  1.54985264e+02
 -1.43738818e+02 -3.31537100e-03  1.54491098e+02 -1.43234329e+02
  4.91460563e-01  1.54997632e+02 -1.43725802e+02  3.38612441e-03
  1.54502908e+02 -1.43219777e+02  5.03856837e-01  1.54999562e+02
 -1.43728672e+02 -1.04835022e-03  1.54499774e+02 -1.43239794e+02
  4.94419077e-01  1.54999340e+02 -1.43731038e+02 -6.99266115e-05
  1.54498380e+02 -1.43203196e+02  4.92877780e-01  1.54990431e+02
 -1.43735972e+02 -1.00931481e-02  1.54494461e+02 -1.43256295e+02
  4.85578797e-01  1.54994932e+02 -1.43737997e+02 -1.62946838e-02
  1.54497237e+02 -1.43239541e+02  5.03670772e-01  1.54988979e+02
 -1.43732799e+02 -8.18402584e-03  1.54499094e+02 -1.43257543e+02
  4.88680718e-01  1.54998153e+02]
Niter:  1 row:  177 ngroup:  26 nlines:  6566 gd:  6068
[ 1.20037451e-10 -1.03146615e-05 -2.82897938e-01  1.61508066e+04
 -1.43740517e+02 -4.61257383e-03  1.54497339e+02 -1.43241415e+02
  4.97760003e-01  1.55005126e+02 -1.43743007e+02  5.83921996e-03
  1.54486685e+02 -1.43234067e+02  4.93925008e-01  1.55001783e+02
 -1.43745830e+02  3.10401681e-02  1.54501544e+02 -1.43214189e+02
  4.99466380e-01  1.54988197e+02 -1.43718575e+02 -4.79152214e-04
  1.54489489e+02 -1.43216579e+02  5.21913354e-01  1.54987903e+02
 -1.43701332e+02  1.74370392e-02  1.54496281e+02 -1.43229644e+02
  4.96466740e-01  1.54996783e+02 -1.43719729e+02  2.23100971e-02
  1.54505592e+02 -1.43213302e+02  4.67138323e-01  1.54985264e+02
 -1.43738818e+02 -3.31537100e-03  1.54491098e+02 -1.43234329e+02
  4.91460563e-01  1.54997632e+02 -1.43725802e+02  3.38612441e-03
  1.54502908e+02 -1.43219777e+02  5.03856837e-01  1.54999562e+02
 -1.43728672e+02 -1.04835022e-03  1.54499774e+02 -1.43239794e+02
  4.94419077e-01  1.54999340e+02 -1.43731038e+02 -6.99266115e-05
  1.54498380e+02 -1.43203196e+02  4.92877780e-01  1.54990431e+02
 -1.43735972e+02 -1.00931481e-02  1.54494461e+02 -1.43256295e+02
  4.85578797e-01  1.54994932e+02 -1.43737997e+02 -1.62946838e-02
  1.54497237e+02 -1.43239541e+02  5.03670772e-01  1.54988979e+02
 -1.43732799e+02 -8.18402584e-03  1.54499094e+02 -1.43257543e+02
  4.88680718e-01  1.54998153e+02]
res:  6068 6.427674907172332e-05 0.014587087302061263 0.02345857707929698
[ 1.20037463e-10 -1.03146604e-05 -2.82897966e-01  1.61508082e+04
 -1.43725979e+02  2.99379162e-03  1.54505725e+02 -1.43241399e+02
  4.99998570e-01  1.55005486e+02 -1.43730427e+02  2.62091033e-03
  1.54493344e+02 -1.43217331e+02  4.89019393e-01  1.55007128e+02
 -1.43729969e+02  4.92729898e-03  1.54506365e+02 -1.43217006e+02
  5.03364186e-01  1.55001953e+02 -1.43706204e+02  5.23433367e-03
  1.54494662e+02 -1.43209280e+02  5.12609714e-01  1.54992659e+02
 -1.43698908e+02  5.10573277e-04  1.54504376e+02 -1.43230789e+02
  4.92733669e-01  1.55001542e+02 -1.43708645e+02  1.30325339e-02
  1.54507963e+02 -1.43201953e+02  4.64301659e-01  1.54995123e+02
 -1.43718655e+02 -1.35369942e-02  1.54493950e+02 -1.43226475e+02
  4.83704429e-01  1.54997577e+02 -1.43722329e+02  1.48482601e-03
  1.54503958e+02 -1.43218122e+02  5.06086015e-01  1.54999159e+02
 -1.43726462e+02 -5.64343593e-03  1.54504947e+02 -1.43211092e+02
  4.77929094e-01  1.55001486e+02 -1.43718673e+02  3.03572221e-03
  1.54501267e+02 -1.43206881e+02  4.84250491e-01  1.55002489e+02
 -1.43731664e+02  4.03531579e-03  1.54499700e+02 -1.43248359e+02
  4.79987323e-01  1.55001389e+02 -1.43719415e+02 -1.44792104e-02
  1.54500534e+02 -1.43243066e+02  4.96533315e-01  1.54995576e+02
 -1.43720468e+02 -1.44715510e-02  1.54505763e+02 -1.43240861e+02
  4.90142684e-01  1.55002802e+02]
Niter:  2 row:  177 ngroup:  26 nlines:  6566 gd:  6071
[ 1.20037463e-10 -1.03146604e-05 -2.82897966e-01  1.61508082e+04
 -1.43725979e+02  2.99379162e-03  1.54505725e+02 -1.43241399e+02
  4.99998570e-01  1.55005486e+02 -1.43730427e+02  2.62091033e-03
  1.54493344e+02 -1.43217331e+02  4.89019393e-01  1.55007128e+02
 -1.43729969e+02  4.92729898e-03  1.54506365e+02 -1.43217006e+02
  5.03364186e-01  1.55001953e+02 -1.43706204e+02  5.23433367e-03
  1.54494662e+02 -1.43209280e+02  5.12609714e-01  1.54992659e+02
 -1.43698908e+02  5.10573277e-04  1.54504376e+02 -1.43230789e+02
  4.92733669e-01  1.55001542e+02 -1.43708645e+02  1.30325339e-02
  1.54507963e+02 -1.43201953e+02  4.64301659e-01  1.54995123e+02
 -1.43718655e+02 -1.35369942e-02  1.54493950e+02 -1.43226475e+02
  4.83704429e-01  1.54997577e+02 -1.43722329e+02  1.48482601e-03
  1.54503958e+02 -1.43218122e+02  5.06086015e-01  1.54999159e+02
 -1.43726462e+02 -5.64343593e-03  1.54504947e+02 -1.43211092e+02
  4.77929094e-01  1.55001486e+02 -1.43718673e+02  3.03572221e-03
  1.54501267e+02 -1.43206881e+02  4.84250491e-01  1.55002489e+02
 -1.43731664e+02  4.03531579e-03  1.54499700e+02 -1.43248359e+02
  4.79987323e-01  1.55001389e+02 -1.43719415e+02 -1.44792104e-02
  1.54500534e+02 -1.43243066e+02  4.96533315e-01  1.54995576e+02
 -1.43720468e+02 -1.44715510e-02  1.54505763e+02 -1.43240861e+02
  4.90142684e-01  1.55002802e+02]
res:  6071 0.00011912709032912971 0.014559346273927076 0.0234779290218056
[ 1.20037475e-10 -1.03146594e-05 -2.82897994e-01  1.61508098e+04
 -1.43718976e+02  1.17162441e-02  1.54510483e+02 -1.43234431e+02
  5.05696949e-01  1.55010249e+02 -1.43723430e+02  8.31192284e-03
  1.54498112e+02 -1.43205651e+02  4.91597307e-01  1.55011891e+02
 -1.43722978e+02  1.06058123e-02  1.54511131e+02 -1.43210016e+02
  5.09065655e-01  1.55006709e+02 -1.43699229e+02  1.09207537e-02
  1.54501334e+02 -1.43202295e+02  5.18314431e-01  1.54997416e+02
 -1.43691918e+02  6.20850712e-03  1.54509139e+02 -1.43223815e+02
  4.95462114e-01  1.55006301e+02 -1.43701653e+02  1.53657841e-02
  1.54512722e+02 -1.43189888e+02  4.66899691e-01  1.55005426e+02
 -1.43711635e+02 -7.84692665e-03  1.54498714e+02 -1.43219482e+02
  4.89419283e-01  1.55002340e+02 -1.43719938e+02  7.18486726e-03
  1.54508715e+02 -1.43211123e+02  5.08686953e-01  1.55003914e+02
 -1.43719475e+02 -3.09045955e-03  1.54509705e+02 -1.43204121e+02
  4.80288262e-01  1.55006244e+02 -1.43711684e+02  8.73389843e-03
  1.54506025e+02 -1.43199870e+02  4.86434479e-01  1.55009197e+02
 -1.43724646e+02  9.73397822e-03  1.54504463e+02 -1.43236453e+02
  4.85689388e-01  1.55008042e+02 -1.43707686e+02 -8.78100218e-03
  1.54505293e+02 -1.43236058e+02  4.99145250e-01  1.55000339e+02
 -1.43713478e+02 -1.20354790e-02  1.54510521e+02 -1.43233881e+02
  4.92598372e-01  1.55007560e+02]
Niter:  3 row:  177 ngroup:  26 nlines:  6566 gd:  6073
[ 1.20037475e-10 -1.03146594e-05 -2.82897994e-01  1.61508098e+04
 -1.43718976e+02  1.17162441e-02  1.54510483e+02 -1.43234431e+02
  5.05696949e-01  1.55010249e+02 -1.43723430e+02  8.31192284e-03
  1.54498112e+02 -1.43205651e+02  4.91597307e-01  1.55011891e+02
 -1.43722978e+02  1.06058123e-02  1.54511131e+02 -1.43210016e+02
  5.09065655e-01  1.55006709e+02 -1.43699229e+02  1.09207537e-02
  1.54501334e+02 -1.43202295e+02  5.18314431e-01  1.54997416e+02
 -1.43691918e+02  6.20850712e-03  1.54509139e+02 -1.43223815e+02
  4.95462114e-01  1.55006301e+02 -1.43701653e+02  1.53657841e-02
  1.54512722e+02 -1.43189888e+02  4.66899691e-01  1.55005426e+02
 -1.43711635e+02 -7.84692665e-03  1.54498714e+02 -1.43219482e+02
  4.89419283e-01  1.55002340e+02 -1.43719938e+02  7.18486726e-03
  1.54508715e+02 -1.43211123e+02  5.08686953e-01  1.55003914e+02
 -1.43719475e+02 -3.09045955e-03  1.54509705e+02 -1.43204121e+02
  4.80288262e-01  1.55006244e+02 -1.43711684e+02  8.73389843e-03
  1.54506025e+02 -1.43199870e+02  4.86434479e-01  1.55009197e+02
 -1.43724646e+02  9.73397822e-03  1.54504463e+02 -1.43236453e+02
  4.85689388e-01  1.55008042e+02 -1.43707686e+02 -8.78100218e-03
  1.54505293e+02 -1.43236058e+02  4.99145250e-01  1.55000339e+02
 -1.43713478e+02 -1.20354790e-02  1.54510521e+02 -1.43233881e+02
  4.92598372e-01  1.55007560e+02]
res:  6073 0.00016733898519305512 0.014515019945065433 0.023456781557037686
[ 1.20251312e-10 -1.03142284e-05 -2.82900691e-01  1.61508082e+04
 -1.43703242e+02  9.11072096e-03  1.54502624e+02 -1.43219089e+02
  5.00163269e-01  1.55002237e+02 -1.43707687e+02  2.66104045e-03
  1.54489941e+02 -1.43189916e+02  4.86194580e-01  1.55003876e+02
 -1.43707372e+02  4.69860684e-03  1.54503088e+02 -1.43194404e+02
  5.03653221e-01  1.54998866e+02 -1.43683791e+02  5.23022008e-03
  1.54495159e+02 -1.43186734e+02  5.12994996e-01  1.54991151e+02
 -1.43676346e+02  6.28146368e-04  1.54501107e+02 -1.43208338e+02
  4.89972523e-01  1.54998381e+02 -1.43686052e+02  9.52055556e-03
  1.54504833e+02 -1.43174302e+02  4.61225949e-01  1.54997455e+02
 -1.43695643e+02 -1.35343637e-02  1.54490665e+02 -1.43203851e+02
  4.84171693e-01  1.54994299e+02 -1.43704272e+02  1.65788134e-03
  1.54500870e+02 -1.43195370e+02  5.00409318e-01  1.54996106e+02
 -1.43703919e+02 -8.63960474e-03  1.54501882e+02 -1.43188591e+02
  4.71959992e-01  1.54998323e+02 -1.43696039e+02  3.22029098e-03
  1.54498112e+02 -1.43184024e+02  4.81088242e-01  1.55001202e+02
 -1.43708651e+02  4.20360150e-03  1.54496483e+02 -1.43216622e+02
  4.80219201e-01  1.55003346e+02 -1.43692279e+02 -1.42886594e-02
  1.54497408e+02 -1.43220225e+02  4.93752622e-01  1.54992312e+02
 -1.43697869e+02 -2.37884422e-02  1.54502653e+02 -1.43218438e+02
  4.87247176e-01  1.54999640e+02]
Niter:  4 row:  177 ngroup:  26 nlines:  6566 gd:  6067
[ 1.20251312e-10 -1.03142284e-05 -2.82900691e-01  1.61508082e+04
 -1.43703242e+02  9.11072096e-03  1.54502624e+02 -1.43219089e+02
  5.00163269e-01  1.55002237e+02 -1.43707687e+02  2.66104045e-03
  1.54489941e+02 -1.43189916e+02  4.86194580e-01  1.55003876e+02
 -1.43707372e+02  4.69860684e-03  1.54503088e+02 -1.43194404e+02
  5.03653221e-01  1.54998866e+02 -1.43683791e+02  5.23022008e-03
  1.54495159e+02 -1.43186734e+02  5.12994996e-01  1.54991151e+02
 -1.43676346e+02  6.28146368e-04  1.54501107e+02 -1.43208338e+02
  4.89972523e-01  1.54998381e+02 -1.43686052e+02  9.52055556e-03
  1.54504833e+02 -1.43174302e+02  4.61225949e-01  1.54997455e+02
 -1.43695643e+02 -1.35343637e-02  1.54490665e+02 -1.43203851e+02
  4.84171693e-01  1.54994299e+02 -1.43704272e+02  1.65788134e-03
  1.54500870e+02 -1.43195370e+02  5.00409318e-01  1.54996106e+02
 -1.43703919e+02 -8.63960474e-03  1.54501882e+02 -1.43188591e+02
  4.71959992e-01  1.54998323e+02 -1.43696039e+02  3.22029098e-03
  1.54498112e+02 -1.43184024e+02  4.81088242e-01  1.55001202e+02
 -1.43708651e+02  4.20360150e-03  1.54496483e+02 -1.43216622e+02
  4.80219201e-01  1.55003346e+02 -1.43692279e+02 -1.42886594e-02
  1.54497408e+02 -1.43220225e+02  4.93752622e-01  1.54992312e+02
 -1.43697869e+02 -2.37884422e-02  1.54502653e+02 -1.43218438e+02
  4.87247176e-01  1.54999640e+02]
res:  6067 1.9087484361079987e-05 0.014494146027573152 0.02336717455102631
[ 1.20251324e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
Niter:  5 row:  177 ngroup:  26 nlines:  6566 gd:  6067
[ 1.20251324e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
res:  6067 -4.020834148832364e-05 0.01453141158890503 0.02336588447089411
[ 1.20266845e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
Niter:  6 row:  177 ngroup:  26 nlines:  6566 gd:  6068
[ 1.20266845e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
res:  6068 -3.924298289348371e-05 0.014530339422890393 0.023378605787461666
[ 1.20267144e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
Saving figure to  wave_resid_43670005_fiber177.png
Final values:
res:  -3.924298289348371e-05 0.023378605787461666
pars:  [ 1.20267144e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
177 [ 1.20267144e-10 -1.03142274e-05 -2.82900663e-01  1.61508066e+04
 -1.43711005e+02 -5.45996282e-03  1.54496168e+02 -1.43226790e+02
  4.94600393e-01  1.54997722e+02 -1.43715494e+02 -2.89648267e-03
  1.54483491e+02 -1.43197702e+02  4.80617986e-01  1.54999362e+02
 -1.43715139e+02 -8.28093511e-04  1.54498575e+02 -1.43207047e+02
  4.94939391e-01  1.54994359e+02 -1.43691518e+02 -3.42655902e-03
  1.54490640e+02 -1.43194491e+02  5.07423630e-01  1.54985021e+02
 -1.43684065e+02 -4.93480742e-03  1.54496593e+02 -1.43216100e+02
  4.81199239e-01  1.54993870e+02 -1.43693848e+02  3.98589819e-03
  1.54500324e+02 -1.43182055e+02  4.55685743e-01  1.54990980e+02
 -1.43703452e+02 -1.90812867e-02  1.54486149e+02 -1.43211622e+02
  4.78582691e-01  1.54989786e+02 -1.43712007e+02 -6.94074781e-03
  1.54496359e+02 -1.43203194e+02  4.94561334e-01  1.54991406e+02
 -1.43711680e+02 -1.42017206e-02  1.54497374e+02 -1.43196365e+02
  4.66154032e-01  1.54993811e+02 -1.43703862e+02 -2.34985374e-03
  1.54493603e+02 -1.43191815e+02  4.75513453e-01  1.54996689e+02
 -1.43716498e+02 -1.36026637e-03  1.54491966e+02 -1.43223984e+02
  4.74654887e-01  1.54999055e+02 -1.43700027e+02 -1.98585823e-02
  1.54490925e+02 -1.43228040e+02  4.85181915e-01  1.54987801e+02
 -1.43705635e+02 -3.30673579e-02  1.54499997e+02 -1.43226123e+02
  4.81676282e-01  1.54994991e+02]
--- Row 179/300 row=178 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  178
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=178 ---
Niter:  0 row:  178 ngroup:  1 nlines:  259 gd:  259
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  259 1.2873588275397196e-05 0.014514112237520749 0.03420675070294048
[ 1.19697786e-10 -1.03123039e-05 -2.82889409e-01  1.61507840e+04
 -1.43747312e+02  1.91789290e-13  1.54554263e+02]
Niter:  1 row:  178 ngroup:  1 nlines:  259 gd:  238
[ 1.19697786e-10 -1.03123039e-05 -2.82889409e-01  1.61507840e+04
 -1.43747312e+02  1.91789290e-13  1.54554263e+02]
res:  238 -0.0015054886462166905 0.01429704458314518 0.02291706772193657
[ 1.20116626e-10 -1.03126911e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
Niter:  2 row:  178 ngroup:  1 nlines:  259 gd:  237
[ 1.20116626e-10 -1.03126911e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
res:  237 -0.0012818519990105415 0.01369120019080583 0.02261470513724914
[ 1.20066002e-10 -1.03126911e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
Niter:  3 row:  178 ngroup:  1 nlines:  259 gd:  237
[ 1.20066002e-10 -1.03126911e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
res:  237 -0.0010525945563131245 0.014282425559940748 0.022613180547863362
[ 1.20084448e-10 -1.03127485e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
Niter:  4 row:  178 ngroup:  1 nlines:  259 gd:  237
[ 1.20084448e-10 -1.03127485e-05 -2.82895675e-01  1.61507907e+04
 -1.43696073e+02 -9.81491801e-12  1.54540010e+02]
res:  237 -0.0016808189848234178 0.014319526770123048 0.022607401814180025
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
Niter:  5 row:  178 ngroup:  1 nlines:  259 gd:  237
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
res:  237 -0.0016808189848234178 0.014319526770123048 0.022607401814180025
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
Niter:  6 row:  178 ngroup:  1 nlines:  259 gd:  237
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
res:  237 -0.0016808189848234178 0.014319526770123048 0.022607401814180025
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
Final values:
res:  -0.0016808189848234178 0.022607401814180025
pars:  [ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
178 [ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02]
elapsed: 2.9 sec.
Niter:  0 row:  178 ngroup:  26 nlines:  6668 gd:  6668
[ 1.20005997e-10 -1.03128889e-05 -2.82895162e-01  1.61507908e+04
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02 -1.43699104e+02  2.93108593e-09
  1.54537786e+02 -1.43699104e+02  2.93108593e-09  1.54537786e+02
 -1.43699104e+02  2.93108593e-09  1.54537786e+02 -1.43699104e+02
  2.93108593e-09  1.54537786e+02]
res:  6668 0.00044555582644534297 0.014645390144323756 0.03493797716017159
[ 1.20006009e-10 -1.03128899e-05 -2.82895134e-01  1.61507891e+04
 -1.43701844e+02  1.76894832e-02  1.54533540e+02 -1.43243147e+02
  5.05190931e-01  1.55036838e+02 -1.43722073e+02  1.19272575e-02
  1.54517923e+02 -1.43209165e+02  4.82861476e-01  1.55024497e+02
 -1.43697584e+02  1.78982975e-02  1.54529466e+02 -1.43241520e+02
  5.05704558e-01  1.55026623e+02 -1.43692084e+02  2.38450698e-02
  1.54529220e+02 -1.43225696e+02  4.83243714e-01  1.55019759e+02
 -1.43719018e+02  2.21825870e-02  1.54538514e+02 -1.43217085e+02
  4.84902463e-01  1.55033954e+02 -1.43701052e+02  2.95577908e-02
  1.54534994e+02 -1.43209881e+02  4.82987672e-01  1.55031000e+02
 -1.43702370e+02 -3.24546055e-03  1.54533544e+02 -1.43217029e+02
  5.01980143e-01  1.55034616e+02 -1.43708025e+02  2.96387314e-02
  1.54537860e+02 -1.43220479e+02  5.05190360e-01  1.55029842e+02
 -1.43681483e+02 -9.56053612e-03  1.54531715e+02 -1.43224252e+02
  5.08242645e-01  1.55032557e+02 -1.43729989e+02 -1.11906190e-02
  1.54535283e+02 -1.43246775e+02  4.90636842e-01  1.55035647e+02
 -1.43729097e+02  2.24132697e-02  1.54527795e+02 -1.43234156e+02
  4.93153935e-01  1.55021452e+02 -1.43731177e+02 -5.47773198e-03
  1.54519369e+02 -1.43250790e+02  4.94970065e-01  1.55036380e+02
 -1.43721143e+02  3.64275633e-03  1.54517762e+02 -1.43244425e+02
  5.18082566e-01  1.55021871e+02]
Niter:  1 row:  178 ngroup:  26 nlines:  6668 gd:  6169
[ 1.20006009e-10 -1.03128899e-05 -2.82895134e-01  1.61507891e+04
 -1.43701844e+02  1.76894832e-02  1.54533540e+02 -1.43243147e+02
  5.05190931e-01  1.55036838e+02 -1.43722073e+02  1.19272575e-02
  1.54517923e+02 -1.43209165e+02  4.82861476e-01  1.55024497e+02
 -1.43697584e+02  1.78982975e-02  1.54529466e+02 -1.43241520e+02
  5.05704558e-01  1.55026623e+02 -1.43692084e+02  2.38450698e-02
  1.54529220e+02 -1.43225696e+02  4.83243714e-01  1.55019759e+02
 -1.43719018e+02  2.21825870e-02  1.54538514e+02 -1.43217085e+02
  4.84902463e-01  1.55033954e+02 -1.43701052e+02  2.95577908e-02
  1.54534994e+02 -1.43209881e+02  4.82987672e-01  1.55031000e+02
 -1.43702370e+02 -3.24546055e-03  1.54533544e+02 -1.43217029e+02
  5.01980143e-01  1.55034616e+02 -1.43708025e+02  2.96387314e-02
  1.54537860e+02 -1.43220479e+02  5.05190360e-01  1.55029842e+02
 -1.43681483e+02 -9.56053612e-03  1.54531715e+02 -1.43224252e+02
  5.08242645e-01  1.55032557e+02 -1.43729989e+02 -1.11906190e-02
  1.54535283e+02 -1.43246775e+02  4.90636842e-01  1.55035647e+02
 -1.43729097e+02  2.24132697e-02  1.54527795e+02 -1.43234156e+02
  4.93153935e-01  1.55021452e+02 -1.43731177e+02 -5.47773198e-03
  1.54519369e+02 -1.43250790e+02  4.94970065e-01  1.55036380e+02
 -1.43721143e+02  3.64275633e-03  1.54517762e+02 -1.43244425e+02
  5.18082566e-01  1.55021871e+02]
res:  6169 -0.0008061441567406291 0.01465899539016391 0.023519798866608287
[ 1.20005997e-10 -1.03128910e-05 -2.82895162e-01  1.61507908e+04
 -1.43699141e+02 -9.78728054e-07  1.54535897e+02 -1.43229980e+02
  4.99670592e-01  1.55039599e+02 -1.43709414e+02 -1.37261814e-02
  1.54525121e+02 -1.43190798e+02  4.78492995e-01  1.55028316e+02
 -1.43712020e+02  2.03649974e-02  1.54536134e+02 -1.43227679e+02
  5.04675692e-01  1.55033633e+02 -1.43710307e+02  6.02906846e-03
  1.54527636e+02 -1.43218813e+02  4.78669460e-01  1.55022046e+02
 -1.43706981e+02 -4.05307392e-03  1.54540534e+02 -1.43216170e+02
  4.83382925e-01  1.55036394e+02 -1.43697853e+02  1.47244343e-02
  1.54542778e+02 -1.43200930e+02  4.79318646e-01  1.55029745e+02
 -1.43701563e+02 -7.34754382e-03  1.54536040e+02 -1.43215675e+02
  4.94806882e-01  1.55043791e+02 -1.43703373e+02  2.50981703e-02
  1.54546562e+02 -1.43219040e+02  4.99174305e-01  1.55035530e+02
 -1.43687664e+02 -6.25113359e-03  1.54538012e+02 -1.43223799e+02
  4.89565008e-01  1.55036811e+02 -1.43736423e+02 -1.90417764e-02
  1.54540001e+02 -1.43237680e+02  4.98358716e-01  1.55032109e+02
 -1.43708698e+02  2.47116395e-03  1.54537068e+02 -1.43214837e+02
  4.85017261e-01  1.55023256e+02 -1.43730631e+02 -1.25731041e-02
  1.54528982e+02 -1.43240699e+02  4.94185468e-01  1.55033829e+02
 -1.43728212e+02 -1.40905836e-02  1.54531654e+02 -1.43242446e+02
  4.96648738e-01  1.55027560e+02]
Niter:  2 row:  178 ngroup:  26 nlines:  6668 gd:  6148
[ 1.20005997e-10 -1.03128910e-05 -2.82895162e-01  1.61507908e+04
 -1.43699141e+02 -9.78728054e-07  1.54535897e+02 -1.43229980e+02
  4.99670592e-01  1.55039599e+02 -1.43709414e+02 -1.37261814e-02
  1.54525121e+02 -1.43190798e+02  4.78492995e-01  1.55028316e+02
 -1.43712020e+02  2.03649974e-02  1.54536134e+02 -1.43227679e+02
  5.04675692e-01  1.55033633e+02 -1.43710307e+02  6.02906846e-03
  1.54527636e+02 -1.43218813e+02  4.78669460e-01  1.55022046e+02
 -1.43706981e+02 -4.05307392e-03  1.54540534e+02 -1.43216170e+02
  4.83382925e-01  1.55036394e+02 -1.43697853e+02  1.47244343e-02
  1.54542778e+02 -1.43200930e+02  4.79318646e-01  1.55029745e+02
 -1.43701563e+02 -7.34754382e-03  1.54536040e+02 -1.43215675e+02
  4.94806882e-01  1.55043791e+02 -1.43703373e+02  2.50981703e-02
  1.54546562e+02 -1.43219040e+02  4.99174305e-01  1.55035530e+02
 -1.43687664e+02 -6.25113359e-03  1.54538012e+02 -1.43223799e+02
  4.89565008e-01  1.55036811e+02 -1.43736423e+02 -1.90417764e-02
  1.54540001e+02 -1.43237680e+02  4.98358716e-01  1.55032109e+02
 -1.43708698e+02  2.47116395e-03  1.54537068e+02 -1.43214837e+02
  4.85017261e-01  1.55023256e+02 -1.43730631e+02 -1.25731041e-02
  1.54528982e+02 -1.43240699e+02  4.94185468e-01  1.55033829e+02
 -1.43728212e+02 -1.40905836e-02  1.54531654e+02 -1.43242446e+02
  4.96648738e-01  1.55027560e+02]
res:  6148 -0.0008761987764955848 0.014647069611783081 0.023204029542928644
[ 1.20005985e-10 -1.03128920e-05 -2.82895191e-01  1.61507924e+04
 -1.43692182e+02  5.69038581e-03  1.54540617e+02 -1.43223018e+02
  5.05376490e-01  1.55044329e+02 -1.43702444e+02 -1.89093103e-02
  1.54529838e+02 -1.43183835e+02  4.84200792e-01  1.55033047e+02
 -1.43705046e+02  2.60461930e-02  1.54540860e+02 -1.43204905e+02
  5.10376211e-01  1.55040223e+02 -1.43708629e+02  1.17121388e-02
  1.54532360e+02 -1.43211855e+02  4.84375289e-01  1.55026776e+02
 -1.43700031e+02  1.64104054e-03  1.54545257e+02 -1.43209222e+02
  4.89084391e-01  1.55041113e+02 -1.43690876e+02  1.69878583e-02
  1.54547500e+02 -1.43193952e+02  4.85015663e-01  1.55034474e+02
 -1.43699504e+02 -1.67356428e-03  1.54540753e+02 -1.43213854e+02
  5.00493252e-01  1.55048518e+02 -1.43696410e+02  3.07825843e-02
  1.54551287e+02 -1.43212091e+02  4.98371484e-01  1.55042081e+02
 -1.43680714e+02 -5.62655937e-04  1.54542732e+02 -1.43216838e+02
  4.91710635e-01  1.55041537e+02 -1.43729448e+02 -1.66403413e-02
  1.54546415e+02 -1.43230747e+02  5.04056024e-01  1.55036833e+02
 -1.43701740e+02  1.91401270e-03  1.54541787e+02 -1.43207881e+02
  4.87773175e-01  1.55027979e+02 -1.43723674e+02 -9.93005406e-03
  1.54533703e+02 -1.43233739e+02  4.99878380e-01  1.55036623e+02
 -1.43726627e+02 -1.87723174e-02  1.54536380e+02 -1.43235498e+02
  4.92727447e-01  1.55032283e+02]
Niter:  3 row:  178 ngroup:  26 nlines:  6668 gd:  6149
[ 1.20005985e-10 -1.03128920e-05 -2.82895191e-01  1.61507924e+04
 -1.43692182e+02  5.69038581e-03  1.54540617e+02 -1.43223018e+02
  5.05376490e-01  1.55044329e+02 -1.43702444e+02 -1.89093103e-02
  1.54529838e+02 -1.43183835e+02  4.84200792e-01  1.55033047e+02
 -1.43705046e+02  2.60461930e-02  1.54540860e+02 -1.43204905e+02
  5.10376211e-01  1.55040223e+02 -1.43708629e+02  1.17121388e-02
  1.54532360e+02 -1.43211855e+02  4.84375289e-01  1.55026776e+02
 -1.43700031e+02  1.64104054e-03  1.54545257e+02 -1.43209222e+02
  4.89084391e-01  1.55041113e+02 -1.43690876e+02  1.69878583e-02
  1.54547500e+02 -1.43193952e+02  4.85015663e-01  1.55034474e+02
 -1.43699504e+02 -1.67356428e-03  1.54540753e+02 -1.43213854e+02
  5.00493252e-01  1.55048518e+02 -1.43696410e+02  3.07825843e-02
  1.54551287e+02 -1.43212091e+02  4.98371484e-01  1.55042081e+02
 -1.43680714e+02 -5.62655937e-04  1.54542732e+02 -1.43216838e+02
  4.91710635e-01  1.55041537e+02 -1.43729448e+02 -1.66403413e-02
  1.54546415e+02 -1.43230747e+02  5.04056024e-01  1.55036833e+02
 -1.43701740e+02  1.91401270e-03  1.54541787e+02 -1.43207881e+02
  4.87773175e-01  1.55027979e+02 -1.43723674e+02 -9.93005406e-03
  1.54533703e+02 -1.43233739e+02  4.99878380e-01  1.55036623e+02
 -1.43726627e+02 -1.87723174e-02  1.54536380e+02 -1.43235498e+02
  4.92727447e-01  1.55032283e+02]
res:  6149 -0.0007581382769785705 0.01468444456349971 0.023211038481009826
[ 1.19979365e-10 -1.03128920e-05 -2.82895191e-01  1.61507924e+04
 -1.43692182e+02  5.69038581e-03  1.54540617e+02 -1.43223018e+02
  5.05376490e-01  1.55044329e+02 -1.43702444e+02 -1.89093103e-02
  1.54529838e+02 -1.43183835e+02  4.84200792e-01  1.55033047e+02
 -1.43705046e+02  2.60461930e-02  1.54540860e+02 -1.43204905e+02
  5.10376211e-01  1.55040223e+02 -1.43708629e+02  1.17121388e-02
  1.54532360e+02 -1.43211855e+02  4.84375289e-01  1.55026776e+02
 -1.43700031e+02  1.64104054e-03  1.54545257e+02 -1.43209222e+02
  4.89084391e-01  1.55041113e+02 -1.43690876e+02  1.69878583e-02
  1.54547500e+02 -1.43193952e+02  4.85015663e-01  1.55034474e+02
 -1.43699504e+02 -1.67356428e-03  1.54540753e+02 -1.43213854e+02
  5.00493252e-01  1.55048518e+02 -1.43696410e+02  3.07825843e-02
  1.54551287e+02 -1.43212091e+02  4.98371484e-01  1.55042081e+02
 -1.43680714e+02 -5.62655937e-04  1.54542732e+02 -1.43216838e+02
  4.91710635e-01  1.55041537e+02 -1.43729448e+02 -1.66403413e-02
  1.54546415e+02 -1.43230747e+02  5.04056024e-01  1.55036833e+02
 -1.43701740e+02  1.91401270e-03  1.54541787e+02 -1.43207881e+02
  4.87773175e-01  1.55027979e+02 -1.43723674e+02 -9.93005406e-03
  1.54533703e+02 -1.43233739e+02  4.99878380e-01  1.55036623e+02
 -1.43726627e+02 -1.87723174e-02  1.54536380e+02 -1.43235498e+02
  4.92727447e-01  1.55032283e+02]
Niter:  4 row:  178 ngroup:  26 nlines:  6668 gd:  6149
[ 1.19979365e-10 -1.03128920e-05 -2.82895191e-01  1.61507924e+04
 -1.43692182e+02  5.69038581e-03  1.54540617e+02 -1.43223018e+02
  5.05376490e-01  1.55044329e+02 -1.43702444e+02 -1.89093103e-02
  1.54529838e+02 -1.43183835e+02  4.84200792e-01  1.55033047e+02
 -1.43705046e+02  2.60461930e-02  1.54540860e+02 -1.43204905e+02
  5.10376211e-01  1.55040223e+02 -1.43708629e+02  1.17121388e-02
  1.54532360e+02 -1.43211855e+02  4.84375289e-01  1.55026776e+02
 -1.43700031e+02  1.64104054e-03  1.54545257e+02 -1.43209222e+02
  4.89084391e-01  1.55041113e+02 -1.43690876e+02  1.69878583e-02
  1.54547500e+02 -1.43193952e+02  4.85015663e-01  1.55034474e+02
 -1.43699504e+02 -1.67356428e-03  1.54540753e+02 -1.43213854e+02
  5.00493252e-01  1.55048518e+02 -1.43696410e+02  3.07825843e-02
  1.54551287e+02 -1.43212091e+02  4.98371484e-01  1.55042081e+02
 -1.43680714e+02 -5.62655937e-04  1.54542732e+02 -1.43216838e+02
  4.91710635e-01  1.55041537e+02 -1.43729448e+02 -1.66403413e-02
  1.54546415e+02 -1.43230747e+02  5.04056024e-01  1.55036833e+02
 -1.43701740e+02  1.91401270e-03  1.54541787e+02 -1.43207881e+02
  4.87773175e-01  1.55027979e+02 -1.43723674e+02 -9.93005406e-03
  1.54533703e+02 -1.43233739e+02  4.99878380e-01  1.55036623e+02
 -1.43726627e+02 -1.87723174e-02  1.54536380e+02 -1.43235498e+02
  4.92727447e-01  1.55032283e+02]
res:  6149 -0.0008470572665828513 0.014640810658420378 0.023205931240280007
[ 1.19979353e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
Niter:  5 row:  178 ngroup:  26 nlines:  6668 gd:  6150
[ 1.19979353e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
res:  6150 -0.0007048086081340443 0.014640693066212407 0.023217188241721545
[ 1.19962905e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
Niter:  6 row:  178 ngroup:  26 nlines:  6668 gd:  6148
[ 1.19962905e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
res:  6148 -0.0006840980622655479 0.014658907130069565 0.023191461448519014
[ 1.19960787e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
Saving figure to  wave_resid_43670005_fiber178.png
Final values:
res:  -0.0006840980622655479 0.023191461448519014
pars:  [ 1.19960787e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
178 [ 1.19960787e-10 -1.03128930e-05 -2.82895219e-01  1.61507940e+04
 -1.43684092e+02  8.42578613e-03  1.54544248e+02 -1.43214919e+02
  5.11087745e-01  1.55048003e+02 -1.43694323e+02 -1.32234208e-02
  1.54533460e+02 -1.43175738e+02  4.89906262e-01  1.55036728e+02
 -1.43696915e+02  3.17155872e-02  1.54544518e+02 -1.43191808e+02
  5.16083341e-01  1.55045758e+02 -1.43700548e+02  1.73839374e-02
  1.54536012e+02 -1.43203771e+02  4.90081594e-01  1.55030443e+02
 -1.43691970e+02  7.33160624e-03  1.54548901e+02 -1.43201171e+02
  4.94788881e-01  1.55044739e+02 -1.43682732e+02  2.26711494e-02
  1.54551143e+02 -1.43185813e+02  4.90718374e-01  1.55038147e+02
 -1.43691449e+02  3.99061423e-03  1.54544356e+02 -1.43205719e+02
  5.06166834e-01  1.55052178e+02 -1.43688311e+02  3.64555985e-02
  1.54554937e+02 -1.43204034e+02  5.04068720e-01  1.55045773e+02
 -1.43672654e+02  5.12979664e-03  1.54546365e+02 -1.43208743e+02
  4.97404363e-01  1.55045192e+02 -1.43721313e+02 -1.09526305e-02
  1.54551881e+02 -1.43222745e+02  5.09748856e-01  1.55040485e+02
 -1.43693650e+02  8.22348331e-04  1.54545417e+02 -1.43199808e+02
  4.93466727e-01  1.55031629e+02 -1.43715598e+02 -4.22175221e-03
  1.54537342e+02 -1.43225664e+02  5.05582028e-01  1.55040263e+02
 -1.43718532e+02 -1.61981406e-02  1.54540035e+02 -1.43227444e+02
  4.98430483e-01  1.55035929e+02]
--- Row 180/300 row=179 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  179
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=179 ---
Niter:  0 row:  179 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.00015688258099544328 0.013976774169350392 0.034192728554290834
[ 1.20979602e-10 -1.03129111e-05 -2.82907860e-01  1.61507644e+04
 -1.43683935e+02 -3.90156218e-14  1.54462925e+02]
Niter:  1 row:  179 ngroup:  1 nlines:  249 gd:  233
[ 1.20979602e-10 -1.03129111e-05 -2.82907860e-01  1.61507644e+04
 -1.43683935e+02 -3.90156218e-14  1.54462925e+02]
res:  233 0.0009196043174597435 0.015222092646581586 0.023681323266983443
[ 1.20654139e-10 -1.03133248e-05 -2.82904515e-01  1.61507694e+04
 -1.43680967e+02  3.14741695e-12  1.54486544e+02]
Niter:  2 row:  179 ngroup:  1 nlines:  249 gd:  236
[ 1.20654139e-10 -1.03133248e-05 -2.82904515e-01  1.61507694e+04
 -1.43680967e+02  3.14741695e-12  1.54486544e+02]
res:  236 -0.00021665932217729278 0.014773266811971553 0.02458597491961224
[ 1.20896138e-10 -1.03133907e-05 -2.82908137e-01  1.61507712e+04
 -1.43659015e+02 -1.70080673e-12  1.54475851e+02]
Niter:  3 row:  179 ngroup:  1 nlines:  249 gd:  235
[ 1.20896138e-10 -1.03133907e-05 -2.82908137e-01  1.61507712e+04
 -1.43659015e+02 -1.70080673e-12  1.54475851e+02]
res:  235 -0.0007502458738599671 0.015209573881293181 0.024248080583486837
[ 1.20953399e-10 -1.03134366e-05 -2.82908914e-01  1.61507722e+04
 -1.43651801e+02  4.05006860e-12  1.54474976e+02]
Niter:  4 row:  179 ngroup:  1 nlines:  249 gd:  234
[ 1.20953399e-10 -1.03134366e-05 -2.82908914e-01  1.61507722e+04
 -1.43651801e+02  4.05006860e-12  1.54474976e+02]
res:  234 -0.0007826207311154576 0.015223335063637933 0.023896680409201298
[ 1.20995655e-10 -1.03134788e-05 -2.82909461e-01  1.61507731e+04
 -1.43645718e+02 -7.08569808e-11  1.54475204e+02]
Niter:  5 row:  179 ngroup:  1 nlines:  249 gd:  237
[ 1.20995655e-10 -1.03134788e-05 -2.82909461e-01  1.61507731e+04
 -1.43645718e+02 -7.08569808e-11  1.54475204e+02]
res:  237 -0.001657595425058389 0.01470849109136907 0.024872932878821506
[ 1.21127909e-10 -1.03135337e-05 -2.82911407e-01  1.61507740e+04
 -1.43632501e+02 -1.97622803e-10  1.54468859e+02]
Niter:  6 row:  179 ngroup:  1 nlines:  249 gd:  239
[ 1.21127909e-10 -1.03135337e-05 -2.82911407e-01  1.61507740e+04
 -1.43632501e+02 -1.97622803e-10  1.54468859e+02]
res:  239 -0.001481045979744522 0.01474276323824597 0.025556012295204145
[ 1.21242821e-10 -1.03136135e-05 -2.82913320e-01  1.61507721e+04
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02]
Final values:
res:  -0.001481045979744522 0.025556012295204145
pars:  [ 1.21242821e-10 -1.03136135e-05 -2.82913320e-01  1.61507721e+04
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02]
179 [ 1.21242821e-10 -1.03136135e-05 -2.82913320e-01  1.61507721e+04
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02]
elapsed: 2.9 sec.
Niter:  0 row:  179 ngroup:  26 nlines:  6513 gd:  6513
[ 1.21242821e-10 -1.03136135e-05 -2.82913320e-01  1.61507721e+04
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02 -1.43630530e+02 -2.21172391e-10
  1.54453388e+02 -1.43630530e+02 -2.21172391e-10  1.54453388e+02
 -1.43630530e+02 -2.21172391e-10  1.54453388e+02 -1.43630530e+02
 -2.21172391e-10  1.54453388e+02]
res:  6513 0.000713706258466118 0.01459193193113606 0.034379836278864026
[ 1.21242834e-10 -1.03136125e-05 -2.82913291e-01  1.61507705e+04
 -1.43637475e+02  2.08943037e-02  1.54443515e+02 -1.43154742e+02
  5.15251697e-01  1.54930410e+02 -1.43672210e+02  8.38551845e-03
  1.54421908e+02 -1.43153879e+02  5.05240656e-01  1.54937691e+02
 -1.43604686e+02  4.08495707e-02  1.54431490e+02 -1.43173426e+02
  5.11525949e-01  1.54939636e+02 -1.43655838e+02  2.41105177e-02
  1.54433247e+02 -1.43158185e+02  4.88580725e-01  1.54942395e+02
 -1.43635550e+02  3.35850102e-02  1.54441342e+02 -1.43140216e+02
  5.29995375e-01  1.54938258e+02 -1.43648854e+02  3.82060956e-02
  1.54440806e+02 -1.43133077e+02  5.21306720e-01  1.54936748e+02
 -1.43648723e+02  3.16079116e-02  1.54433983e+02 -1.43162141e+02
  5.11136345e-01  1.54936027e+02 -1.43631650e+02  2.74517453e-02
  1.54442337e+02 -1.43159536e+02  5.09606989e-01  1.54936220e+02
 -1.43659527e+02  1.96596368e-02  1.54427841e+02 -1.43165667e+02
  5.00798427e-01  1.54933672e+02 -1.43623177e+02  1.51945147e-02
  1.54435587e+02 -1.43149600e+02  5.11962335e-01  1.54940641e+02
 -1.43630120e+02  1.92883304e-02  1.54428339e+02 -1.43124860e+02
  5.20314467e-01  1.54932886e+02 -1.43654347e+02  8.09428408e-03
  1.54431679e+02 -1.43166657e+02  5.21603433e-01  1.54933572e+02
 -1.43664555e+02  2.96130576e-02  1.54427371e+02 -1.43139917e+02
  5.25040289e-01  1.54936516e+02]
Niter:  1 row:  179 ngroup:  26 nlines:  6513 gd:  6044
[ 1.21242834e-10 -1.03136125e-05 -2.82913291e-01  1.61507705e+04
 -1.43637475e+02  2.08943037e-02  1.54443515e+02 -1.43154742e+02
  5.15251697e-01  1.54930410e+02 -1.43672210e+02  8.38551845e-03
  1.54421908e+02 -1.43153879e+02  5.05240656e-01  1.54937691e+02
 -1.43604686e+02  4.08495707e-02  1.54431490e+02 -1.43173426e+02
  5.11525949e-01  1.54939636e+02 -1.43655838e+02  2.41105177e-02
  1.54433247e+02 -1.43158185e+02  4.88580725e-01  1.54942395e+02
 -1.43635550e+02  3.35850102e-02  1.54441342e+02 -1.43140216e+02
  5.29995375e-01  1.54938258e+02 -1.43648854e+02  3.82060956e-02
  1.54440806e+02 -1.43133077e+02  5.21306720e-01  1.54936748e+02
 -1.43648723e+02  3.16079116e-02  1.54433983e+02 -1.43162141e+02
  5.11136345e-01  1.54936027e+02 -1.43631650e+02  2.74517453e-02
  1.54442337e+02 -1.43159536e+02  5.09606989e-01  1.54936220e+02
 -1.43659527e+02  1.96596368e-02  1.54427841e+02 -1.43165667e+02
  5.00798427e-01  1.54933672e+02 -1.43623177e+02  1.51945147e-02
  1.54435587e+02 -1.43149600e+02  5.11962335e-01  1.54940641e+02
 -1.43630120e+02  1.92883304e-02  1.54428339e+02 -1.43124860e+02
  5.20314467e-01  1.54932886e+02 -1.43654347e+02  8.09428408e-03
  1.54431679e+02 -1.43166657e+02  5.21603433e-01  1.54933572e+02
 -1.43664555e+02  2.96130576e-02  1.54427371e+02 -1.43139917e+02
  5.25040289e-01  1.54936516e+02]
res:  6044 -0.00014570836356142536 0.01438344620692078 0.023328998859328112
[ 1.21242846e-10 -1.03136115e-05 -2.82913263e-01  1.61507688e+04
 -1.43644421e+02 -2.41537469e-03  1.54443921e+02 -1.43158289e+02
  4.95801202e-01  1.54928006e+02 -1.43673687e+02 -6.97845616e-03
  1.54419773e+02 -1.43164047e+02  4.88128175e-01  1.54930471e+02
 -1.43643271e+02  2.34301875e-02  1.54433513e+02 -1.43156702e+02
  4.97673149e-01  1.54945178e+02 -1.43655142e+02  2.89351126e-03
  1.54433370e+02 -1.43158648e+02  4.82736553e-01  1.54927630e+02
 -1.43641400e+02 -7.91323401e-04  1.54435305e+02 -1.43170212e+02
  5.01942904e-01  1.54935828e+02 -1.43653544e+02  2.29193551e-03
  1.54439215e+02 -1.43138948e+02  5.01188405e-01  1.54929443e+02
 -1.43660839e+02  1.11691396e-02  1.54432053e+02 -1.43162943e+02
  4.88461018e-01  1.54935596e+02 -1.43660315e+02  1.67809122e-02
  1.54433945e+02 -1.43158483e+02  4.80309305e-01  1.54929473e+02
 -1.43668049e+02  8.79191281e-03  1.54429608e+02 -1.43164566e+02
  4.87382521e-01  1.54927667e+02 -1.43633225e+02 -6.50495691e-04
  1.54432019e+02 -1.43162300e+02  5.02434121e-01  1.54938769e+02
 -1.43640547e+02 -1.41447657e-03  1.54417586e+02 -1.43124479e+02
  4.92672788e-01  1.54925313e+02 -1.43674967e+02 -1.15404399e-02
  1.54428510e+02 -1.43161382e+02  4.98503963e-01  1.54927604e+02
 -1.43663144e+02  3.35681213e-03  1.54427660e+02 -1.43154009e+02
  4.88709454e-01  1.54932500e+02]
Niter:  2 row:  179 ngroup:  26 nlines:  6513 gd:  6028
[ 1.21242846e-10 -1.03136115e-05 -2.82913263e-01  1.61507688e+04
 -1.43644421e+02 -2.41537469e-03  1.54443921e+02 -1.43158289e+02
  4.95801202e-01  1.54928006e+02 -1.43673687e+02 -6.97845616e-03
  1.54419773e+02 -1.43164047e+02  4.88128175e-01  1.54930471e+02
 -1.43643271e+02  2.34301875e-02  1.54433513e+02 -1.43156702e+02
  4.97673149e-01  1.54945178e+02 -1.43655142e+02  2.89351126e-03
  1.54433370e+02 -1.43158648e+02  4.82736553e-01  1.54927630e+02
 -1.43641400e+02 -7.91323401e-04  1.54435305e+02 -1.43170212e+02
  5.01942904e-01  1.54935828e+02 -1.43653544e+02  2.29193551e-03
  1.54439215e+02 -1.43138948e+02  5.01188405e-01  1.54929443e+02
 -1.43660839e+02  1.11691396e-02  1.54432053e+02 -1.43162943e+02
  4.88461018e-01  1.54935596e+02 -1.43660315e+02  1.67809122e-02
  1.54433945e+02 -1.43158483e+02  4.80309305e-01  1.54929473e+02
 -1.43668049e+02  8.79191281e-03  1.54429608e+02 -1.43164566e+02
  4.87382521e-01  1.54927667e+02 -1.43633225e+02 -6.50495691e-04
  1.54432019e+02 -1.43162300e+02  5.02434121e-01  1.54938769e+02
 -1.43640547e+02 -1.41447657e-03  1.54417586e+02 -1.43124479e+02
  4.92672788e-01  1.54925313e+02 -1.43674967e+02 -1.15404399e-02
  1.54428510e+02 -1.43161382e+02  4.98503963e-01  1.54927604e+02
 -1.43663144e+02  3.35681213e-03  1.54427660e+02 -1.43154009e+02
  4.88709454e-01  1.54932500e+02]
res:  6028 -0.00016745646098570433 0.014181623035256052 0.023065202665881017
[ 1.21242858e-10 -1.03136104e-05 -2.82913235e-01  1.61507672e+04
 -1.43651366e+02 -2.11646920e-02  1.54439188e+02 -1.43165259e+02
  4.87190706e-01  1.54923274e+02 -1.43680635e+02 -1.26520504e-02
  1.54415048e+02 -1.43170953e+02  4.82439112e-01  1.54925745e+02
 -1.43655484e+02  1.16785626e-02  1.54428795e+02 -1.43163666e+02
  4.91970399e-01  1.54942389e+02 -1.43662087e+02 -8.90793072e-03
  1.54428652e+02 -1.43165609e+02  4.77039330e-01  1.54920951e+02
 -1.43648348e+02 -9.50400793e-03  1.54430586e+02 -1.43182247e+02
  4.86949226e-01  1.54932978e+02 -1.43660494e+02 -1.06373537e-02
  1.54438309e+02 -1.43145906e+02  4.92313633e-01  1.54924728e+02
 -1.43667828e+02  2.09726140e-03  1.54427322e+02 -1.43164387e+02
  4.79943715e-01  1.54930874e+02 -1.43667295e+02  4.11725084e-03
  1.54427367e+02 -1.43165417e+02  4.68444519e-01  1.54924745e+02
 -1.43674997e+02  3.11615247e-03  1.54426856e+02 -1.43161704e+02
  4.81690592e-01  1.54922938e+02 -1.43640160e+02 -6.35097694e-03
  1.54427292e+02 -1.43169231e+02  4.96725682e-01  1.54934042e+02
 -1.43647505e+02 -7.10663159e-03  1.54412860e+02 -1.43131451e+02
  4.80867200e-01  1.54920592e+02 -1.43681897e+02 -2.36044692e-02
  1.54425732e+02 -1.43162989e+02  4.86486505e-01  1.54924667e+02
 -1.43670094e+02 -2.32180899e-03  1.54426834e+02 -1.43160949e+02
  4.79666685e-01  1.54927769e+02]
Niter:  3 row:  179 ngroup:  26 nlines:  6513 gd:  6016
[ 1.21242858e-10 -1.03136104e-05 -2.82913235e-01  1.61507672e+04
 -1.43651366e+02 -2.11646920e-02  1.54439188e+02 -1.43165259e+02
  4.87190706e-01  1.54923274e+02 -1.43680635e+02 -1.26520504e-02
  1.54415048e+02 -1.43170953e+02  4.82439112e-01  1.54925745e+02
 -1.43655484e+02  1.16785626e-02  1.54428795e+02 -1.43163666e+02
  4.91970399e-01  1.54942389e+02 -1.43662087e+02 -8.90793072e-03
  1.54428652e+02 -1.43165609e+02  4.77039330e-01  1.54920951e+02
 -1.43648348e+02 -9.50400793e-03  1.54430586e+02 -1.43182247e+02
  4.86949226e-01  1.54932978e+02 -1.43660494e+02 -1.06373537e-02
  1.54438309e+02 -1.43145906e+02  4.92313633e-01  1.54924728e+02
 -1.43667828e+02  2.09726140e-03  1.54427322e+02 -1.43164387e+02
  4.79943715e-01  1.54930874e+02 -1.43667295e+02  4.11725084e-03
  1.54427367e+02 -1.43165417e+02  4.68444519e-01  1.54924745e+02
 -1.43674997e+02  3.11615247e-03  1.54426856e+02 -1.43161704e+02
  4.81690592e-01  1.54922938e+02 -1.43640160e+02 -6.35097694e-03
  1.54427292e+02 -1.43169231e+02  4.96725682e-01  1.54934042e+02
 -1.43647505e+02 -7.10663159e-03  1.54412860e+02 -1.43131451e+02
  4.80867200e-01  1.54920592e+02 -1.43681897e+02 -2.36044692e-02
  1.54425732e+02 -1.43162989e+02  4.86486505e-01  1.54924667e+02
 -1.43670094e+02 -2.32180899e-03  1.54426834e+02 -1.43160949e+02
  4.79666685e-01  1.54927769e+02]
res:  6016 -0.0002442406075715553 0.014221743920643348 0.022911676325161136
[ 1.21259449e-10 -1.03136104e-05 -2.82913235e-01  1.61507672e+04
 -1.43651366e+02 -2.11646920e-02  1.54439188e+02 -1.43165259e+02
  4.87190706e-01  1.54923274e+02 -1.43680635e+02 -1.26520504e-02
  1.54415048e+02 -1.43170953e+02  4.82439112e-01  1.54925745e+02
 -1.43655484e+02  1.16785626e-02  1.54428795e+02 -1.43163666e+02
  4.91970399e-01  1.54942389e+02 -1.43662087e+02 -8.90793072e-03
  1.54428652e+02 -1.43165609e+02  4.77039330e-01  1.54920951e+02
 -1.43648348e+02 -9.50400793e-03  1.54430586e+02 -1.43182247e+02
  4.86949226e-01  1.54932978e+02 -1.43660494e+02 -1.06373537e-02
  1.54438309e+02 -1.43145906e+02  4.92313633e-01  1.54924728e+02
 -1.43667828e+02  2.09726140e-03  1.54427322e+02 -1.43164387e+02
  4.79943715e-01  1.54930874e+02 -1.43667295e+02  4.11725084e-03
  1.54427367e+02 -1.43165417e+02  4.68444519e-01  1.54924745e+02
 -1.43674997e+02  3.11615247e-03  1.54426856e+02 -1.43161704e+02
  4.81690592e-01  1.54922938e+02 -1.43640160e+02 -6.35097694e-03
  1.54427292e+02 -1.43169231e+02  4.96725682e-01  1.54934042e+02
 -1.43647505e+02 -7.10663159e-03  1.54412860e+02 -1.43131451e+02
  4.80867200e-01  1.54920592e+02 -1.43681897e+02 -2.36044692e-02
  1.54425732e+02 -1.43162989e+02  4.86486505e-01  1.54924667e+02
 -1.43670094e+02 -2.32180899e-03  1.54426834e+02 -1.43160949e+02
  4.79666685e-01  1.54927769e+02]
Niter:  4 row:  179 ngroup:  26 nlines:  6513 gd:  6025
[ 1.21259449e-10 -1.03136104e-05 -2.82913235e-01  1.61507672e+04
 -1.43651366e+02 -2.11646920e-02  1.54439188e+02 -1.43165259e+02
  4.87190706e-01  1.54923274e+02 -1.43680635e+02 -1.26520504e-02
  1.54415048e+02 -1.43170953e+02  4.82439112e-01  1.54925745e+02
 -1.43655484e+02  1.16785626e-02  1.54428795e+02 -1.43163666e+02
  4.91970399e-01  1.54942389e+02 -1.43662087e+02 -8.90793072e-03
  1.54428652e+02 -1.43165609e+02  4.77039330e-01  1.54920951e+02
 -1.43648348e+02 -9.50400793e-03  1.54430586e+02 -1.43182247e+02
  4.86949226e-01  1.54932978e+02 -1.43660494e+02 -1.06373537e-02
  1.54438309e+02 -1.43145906e+02  4.92313633e-01  1.54924728e+02
 -1.43667828e+02  2.09726140e-03  1.54427322e+02 -1.43164387e+02
  4.79943715e-01  1.54930874e+02 -1.43667295e+02  4.11725084e-03
  1.54427367e+02 -1.43165417e+02  4.68444519e-01  1.54924745e+02
 -1.43674997e+02  3.11615247e-03  1.54426856e+02 -1.43161704e+02
  4.81690592e-01  1.54922938e+02 -1.43640160e+02 -6.35097694e-03
  1.54427292e+02 -1.43169231e+02  4.96725682e-01  1.54934042e+02
 -1.43647505e+02 -7.10663159e-03  1.54412860e+02 -1.43131451e+02
  4.80867200e-01  1.54920592e+02 -1.43681897e+02 -2.36044692e-02
  1.54425732e+02 -1.43162989e+02  4.86486505e-01  1.54924667e+02
 -1.43670094e+02 -2.32180899e-03  1.54426834e+02 -1.43160949e+02
  4.79666685e-01  1.54927769e+02]
res:  6025 -0.00018848521358449943 0.014173084409776493 0.023016684210777582
[ 1.21259461e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
Niter:  5 row:  179 ngroup:  26 nlines:  6513 gd:  6019
[ 1.21259461e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
res:  6019 -0.00021226655917416792 0.014192913393344497 0.022940749585400825
[ 1.21269739e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
Niter:  6 row:  179 ngroup:  26 nlines:  6513 gd:  6019
[ 1.21269739e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
res:  6019 -0.00024172486155293882 0.014208059161319397 0.022940363330633123
[ 1.21274588e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
Saving figure to  wave_resid_43670005_fiber179.png
Final values:
res:  -0.00024172486155293882 0.022940363330633123
pars:  [ 1.21274588e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
179 [ 1.21274588e-10 -1.03136094e-05 -2.82913206e-01  1.61507656e+04
 -1.43658996e+02 -2.98787692e-02  1.54435107e+02 -1.43172940e+02
  4.81481725e-01  1.54919199e+02 -1.43688270e+02 -1.83248153e-02
  1.54410991e+02 -1.43178483e+02  4.76742157e-01  1.54921688e+02
 -1.43663106e+02  2.99636492e-03  1.54424756e+02 -1.43171335e+02
  4.86269362e-01  1.54938325e+02 -1.43669724e+02 -1.75174041e-02
  1.54424617e+02 -1.43173277e+02  4.71335609e-01  1.54916892e+02
 -1.43655984e+02 -1.51894174e-02  1.54426550e+02 -1.43189868e+02
  4.81255926e-01  1.54928914e+02 -1.43668136e+02 -1.63194635e-02
  1.54434263e+02 -1.43153567e+02  4.86628408e-01  1.54920708e+02
 -1.43675556e+02 -3.58009452e-03  1.54423251e+02 -1.43171970e+02
  4.74237489e-01  1.54926829e+02 -1.43675008e+02 -1.54677080e-03
  1.54423335e+02 -1.43173023e+02  4.59646363e-01  1.54920677e+02
 -1.43682634e+02 -2.56107425e-03  1.54422794e+02 -1.43169386e+02
  4.75996077e-01  1.54918865e+02 -1.43647775e+02 -1.20498786e-02
  1.54423230e+02 -1.43176832e+02  4.91014531e-01  1.54929982e+02
 -1.43650666e+02 -1.27907013e-02  1.54408805e+02 -1.43139145e+02
  4.72073230e-01  1.54916548e+02 -1.43694514e+02 -2.92912593e-02
  1.54421690e+02 -1.43170620e+02  4.80803506e-01  1.54922488e+02
 -1.43677734e+02 -7.99664169e-03  1.54424663e+02 -1.43168564e+02
  4.73988757e-01  1.54923696e+02]
--- Row 181/300 row=180 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  180
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=180 ---
Niter:  0 row:  180 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.00022137048745207721 0.016573184622757253 0.03559027733713709
[ 1.20775628e-10 -1.03123184e-05 -2.82906278e-01  1.61508981e+04
 -1.43617430e+02  1.44012712e-13  1.54507791e+02]
Niter:  1 row:  180 ngroup:  1 nlines:  248 gd:  232
[ 1.20775628e-10 -1.03123184e-05 -2.82906278e-01  1.61508981e+04
 -1.43617430e+02  1.44012712e-13  1.54507791e+02]
res:  232 0.0002968207045341842 0.015830027930860524 0.02708953556475888
[ 1.20089593e-10 -1.03131555e-05 -2.82896323e-01  1.61508959e+04
 -1.43703579e+02 -2.06599143e-11  1.54528140e+02]
Niter:  2 row:  180 ngroup:  1 nlines:  248 gd:  228
[ 1.20089593e-10 -1.03131555e-05 -2.82896323e-01  1.61508959e+04
 -1.43703579e+02 -2.06599143e-11  1.54528140e+02]
res:  228 0.0012982222306163749 0.016310118392539152 0.025284393523685854
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
Niter:  3 row:  180 ngroup:  1 nlines:  248 gd:  228
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
res:  228 0.0012982222306163749 0.016310118392539152 0.025284393523685854
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
Niter:  4 row:  180 ngroup:  1 nlines:  248 gd:  228
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
res:  228 0.0012982222306163749 0.016310118392539152 0.025284393523685854
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
Niter:  5 row:  180 ngroup:  1 nlines:  248 gd:  228
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
res:  228 0.0012982222306163749 0.016310118392539152 0.025284393523685854
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
Niter:  6 row:  180 ngroup:  1 nlines:  248 gd:  228
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
res:  228 0.0012982222306163749 0.016310118392539152 0.025284393523685854
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
Final values:
res:  0.0012982222306163749 0.025284393523685854
pars:  [ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
180 [ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02]
elapsed: 2.9 sec.
Niter:  0 row:  180 ngroup:  26 nlines:  6598 gd:  6598
[ 1.19842530e-10 -1.03131031e-05 -2.82893268e-01  1.61508926e+04
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02 -1.43731807e+02
 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
  1.54531996e+02 -1.43731807e+02 -4.75176147e-11  1.54531996e+02
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02 -1.43731807e+02
 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
  1.54531996e+02 -1.43731807e+02 -4.75176147e-11  1.54531996e+02
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 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
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 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
  1.54531996e+02 -1.43731807e+02 -4.75176147e-11  1.54531996e+02
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 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
  1.54531996e+02 -1.43731807e+02 -4.75176147e-11  1.54531996e+02
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02 -1.43731807e+02
 -4.75176147e-11  1.54531996e+02 -1.43731807e+02 -4.75176147e-11
  1.54531996e+02 -1.43731807e+02 -4.75176147e-11  1.54531996e+02
 -1.43731807e+02 -4.75176147e-11  1.54531996e+02 -1.43731807e+02
 -4.75176147e-11  1.54531996e+02]
res:  6598 -0.0006086607863835525 0.015714380430836172 0.03669601286283787
[ 1.19842542e-10 -1.03131021e-05 -2.82893296e-01  1.61508942e+04
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 -1.43758291e+02  1.92189078e-02  1.54547729e+02 -1.43263732e+02
  4.80250806e-01  1.55026211e+02 -1.43745049e+02 -4.36153724e-03
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  4.96178541e-01  1.55023687e+02 -1.43729319e+02  1.15687764e-02
  1.54534584e+02 -1.43240139e+02  4.89615006e-01  1.55043195e+02
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  4.76630948e-01  1.55033132e+02 -1.43753299e+02  1.16767683e-02
  1.54530582e+02 -1.43222989e+02  4.73362237e-01  1.55033474e+02
 -1.43759202e+02  1.02971423e-02  1.54517861e+02 -1.43258669e+02
  4.83629900e-01  1.55029963e+02]
Niter:  1 row:  180 ngroup:  26 nlines:  6598 gd:  6129
[ 1.19842542e-10 -1.03131021e-05 -2.82893296e-01  1.61508942e+04
 -1.43718204e+02 -1.42990834e-02  1.54534017e+02 -1.43258500e+02
  4.74203161e-01  1.55032977e+02 -1.43752856e+02  5.48311988e-03
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  5.03002351e-01  1.55028423e+02 -1.43737135e+02  1.13159846e-03
  1.54544178e+02 -1.43240655e+02  4.95071803e-01  1.55042969e+02
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  1.54548471e+02 -1.43240410e+02  4.99694525e-01  1.55034761e+02
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  4.96178541e-01  1.55023687e+02 -1.43729319e+02  1.15687764e-02
  1.54534584e+02 -1.43240139e+02  4.89615006e-01  1.55043195e+02
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  5.21792872e-01  1.55023622e+02 -1.43739987e+02 -5.16258554e-04
  1.54527977e+02 -1.43228206e+02  4.83671091e-01  1.55037996e+02
 -1.43755840e+02 -3.47997433e-03  1.54528991e+02 -1.43256554e+02
  4.76630948e-01  1.55033132e+02 -1.43753299e+02  1.16767683e-02
  1.54530582e+02 -1.43222989e+02  4.73362237e-01  1.55033474e+02
 -1.43759202e+02  1.02971423e-02  1.54517861e+02 -1.43258669e+02
  4.83629900e-01  1.55029963e+02]
res:  6129 -0.0007766447106405394 0.015888105483099935 0.025279705508837437
[ 1.19842554e-10 -1.03131031e-05 -2.82893324e-01  1.61508958e+04
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  4.81877372e-01  1.55037321e+02 -1.43737999e+02  6.61480682e-04
  1.54542328e+02 -1.43228094e+02  4.88717764e-01  1.55037020e+02
 -1.43735789e+02  1.83575324e-04  1.54544326e+02 -1.43227024e+02
  4.96053402e-01  1.55034006e+02 -1.43735780e+02  5.30337045e-03
  1.54551206e+02 -1.43217083e+02  4.94703968e-01  1.55043303e+02
 -1.43737172e+02 -1.74672509e-02  1.54544774e+02 -1.43248784e+02
  4.77251153e-01  1.55031483e+02 -1.43739693e+02 -5.85021193e-03
  1.54552992e+02 -1.43228984e+02  4.96735088e-01  1.55039438e+02
 -1.43738132e+02  1.64134194e-02  1.54544327e+02 -1.43238996e+02
  4.97506083e-01  1.55030993e+02 -1.43722398e+02  1.25988748e-02
  1.54539301e+02 -1.43222816e+02  4.89959463e-01  1.55053975e+02
 -1.43731739e+02  3.08374676e-03  1.54545685e+02 -1.43226905e+02
  4.98856153e-01  1.55043917e+02 -1.43735036e+02 -4.43143651e-03
  1.54535184e+02 -1.43227746e+02  4.82206596e-01  1.55045498e+02
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  4.73199691e-01  1.55030761e+02 -1.43751744e+02  1.03170124e-02
  1.54533142e+02 -1.43234219e+02  4.94814599e-01  1.55038890e+02
 -1.43752262e+02 -5.90111511e-03  1.54522583e+02 -1.43252242e+02
  4.75928972e-01  1.55032695e+02]
Niter:  2 row:  180 ngroup:  26 nlines:  6598 gd:  6130
[ 1.19842554e-10 -1.03131031e-05 -2.82893324e-01  1.61508958e+04
 -1.43717834e+02  1.13719617e-02  1.54541474e+02 -1.43251547e+02
  4.81877372e-01  1.55037321e+02 -1.43737999e+02  6.61480682e-04
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  4.98856153e-01  1.55043917e+02 -1.43735036e+02 -4.43143651e-03
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  4.73199691e-01  1.55030761e+02 -1.43751744e+02  1.03170124e-02
  1.54533142e+02 -1.43234219e+02  4.94814599e-01  1.55038890e+02
 -1.43752262e+02 -5.90111511e-03  1.54522583e+02 -1.43252242e+02
  4.75928972e-01  1.55032695e+02]
res:  6130 -0.0008900326993170893 0.015931204916341812 0.025250840700728
[ 1.19842566e-10 -1.03131042e-05 -2.82893353e-01  1.61508974e+04
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 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
Niter:  3 row:  180 ngroup:  26 nlines:  6598 gd:  6126
[ 1.19842566e-10 -1.03131042e-05 -2.82893353e-01  1.61508974e+04
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 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
res:  6126 -0.0010313488010069705 0.015922058519208804 0.02519106207427161
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 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
Niter:  4 row:  180 ngroup:  26 nlines:  6598 gd:  6125
[ 1.19877546e-10 -1.03131042e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458734e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507424e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838300e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729610e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298657e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000064e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
res:  6125 -0.001030007370900421 0.015927192343042407 0.02517665237992828
[ 1.19877546e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
Niter:  5 row:  180 ngroup:  26 nlines:  6598 gd:  6125
[ 1.19877546e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
res:  6125 -0.0010303327726433054 0.015924841623018438 0.025176649708175878
[ 1.19877719e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
Niter:  6 row:  180 ngroup:  26 nlines:  6598 gd:  6125
[ 1.19877719e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
res:  6125 -0.0010300045578333084 0.015927199815450876 0.025176652234245922
[ 1.19877547e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
Saving figure to  wave_resid_43670005_fiber180.png
Final values:
res:  -0.0010300045578333084 0.025176652234245922
pars:  [ 1.19877547e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
180 [ 1.19877547e-10 -1.03131052e-05 -2.82893353e-01  1.61508974e+04
 -1.43710866e+02  2.37458754e-02  1.54546196e+02 -1.43239206e+02
  4.87586507e-01  1.55042049e+02 -1.43731038e+02 -7.16507423e-03
  1.54547048e+02 -1.43226896e+02  4.94437684e-01  1.55041751e+02
 -1.43728845e+02  5.86838301e-03  1.54549047e+02 -1.43220075e+02
  5.01749880e-01  1.55038722e+02 -1.43728832e+02  1.09817037e-02
  1.54555931e+02 -1.43210130e+02  5.00412589e-01  1.55048029e+02
 -1.43730234e+02 -2.10660100e-02  1.54549495e+02 -1.43236483e+02
  4.82964289e-01  1.55036196e+02 -1.43732728e+02 -1.71729607e-04
  1.54557710e+02 -1.43222009e+02  5.02416892e-01  1.55044161e+02
 -1.43731190e+02  1.45013431e-02  1.54549048e+02 -1.43232059e+02
  5.03191630e-01  1.55035718e+02 -1.43715476e+02  1.82950749e-02
  1.54544018e+02 -1.43210455e+02  4.95674393e-01  1.55060758e+02
 -1.43724785e+02  2.39298658e-03  1.54550415e+02 -1.43219931e+02
  5.04558393e-01  1.55048644e+02 -1.43728099e+02 -1.94450021e-03
  1.54539905e+02 -1.43220792e+02  4.87905131e-01  1.55050215e+02
 -1.43735034e+02 -1.21202029e-02  1.54536848e+02 -1.43250038e+02
  4.75785026e-01  1.55035483e+02 -1.43744811e+02  1.29000044e-02
  1.54537863e+02 -1.43227263e+02  5.00509212e-01  1.55045714e+02
 -1.43745322e+02 -7.14014455e-03  1.54527306e+02 -1.43245309e+02
  4.78178733e-01  1.55037418e+02]
--- Row 182/300 row=181 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  181
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=181 ---
Niter:  0 row:  181 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0015791102159710135 0.01475967614169349 0.03613111966883959
[ 1.19919784e-10 -1.03126948e-05 -2.82895833e-01  1.61509088e+04
 -1.43702087e+02  1.18491730e-13  1.54529682e+02]
Niter:  1 row:  181 ngroup:  1 nlines:  243 gd:  226
[ 1.19919784e-10 -1.03126948e-05 -2.82895833e-01  1.61509088e+04
 -1.43702087e+02  1.18491730e-13  1.54529682e+02]
res:  226 -0.0004140103956160601 0.014637928914453369 0.024393070300386666
[ 1.20970105e-10 -1.03137889e-05 -2.82908783e-01  1.61509176e+04
 -1.43641849e+02 -5.17420079e-12  1.54492059e+02]
Niter:  2 row:  181 ngroup:  1 nlines:  243 gd:  223
[ 1.20970105e-10 -1.03137889e-05 -2.82908783e-01  1.61509176e+04
 -1.43641849e+02 -5.17420079e-12  1.54492059e+02]
res:  223 -0.0005431734807643807 0.015034104988444597 0.023105562502359976
[ 1.21097803e-10 -1.03139219e-05 -2.82910389e-01  1.61509211e+04
 -1.43621456e+02 -2.79868002e-13  1.54494826e+02]
Niter:  3 row:  181 ngroup:  1 nlines:  243 gd:  224
[ 1.21097803e-10 -1.03139219e-05 -2.82910389e-01  1.61509211e+04
 -1.43621456e+02 -2.79868002e-13  1.54494826e+02]
res:  224 -0.0005717174699384486 0.015211874348096899 0.023449373593040283
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
Niter:  4 row:  181 ngroup:  1 nlines:  243 gd:  224
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
res:  224 -0.0005717174699384486 0.015211874348096899 0.023449373593040283
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
Niter:  5 row:  181 ngroup:  1 nlines:  243 gd:  224
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
res:  224 -0.0005717174699384486 0.015211874348096899 0.023449373593040283
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
Niter:  6 row:  181 ngroup:  1 nlines:  243 gd:  224
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
res:  224 -0.0005717174699384486 0.015211874348096899 0.023449373593040283
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
Final values:
res:  -0.0005717174699384486 0.023449373593040283
pars:  [ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
181 [ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02]
elapsed: 2.9 sec.
Niter:  0 row:  181 ngroup:  26 nlines:  6511 gd:  6511
[ 1.21048900e-10 -1.03139162e-05 -2.82909562e-01  1.61509221e+04
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02 -1.43621993e+02  2.62639200e-11
  1.54501721e+02 -1.43621993e+02  2.62639200e-11  1.54501721e+02
 -1.43621993e+02  2.62639200e-11  1.54501721e+02 -1.43621993e+02
  2.62639200e-11  1.54501721e+02]
res:  6511 0.00029612784055643715 0.014520120690576732 0.03617604951398934
[ 1.21048913e-10 -1.03139151e-05 -2.82909533e-01  1.61509205e+04
 -1.43608477e+02  3.94781463e-02  1.54497001e+02 -1.43104148e+02
  5.03992158e-01  1.54983210e+02 -1.43592887e+02  1.06506083e-02
  1.54487273e+02 -1.43133397e+02  5.12829320e-01  1.54975845e+02
 -1.43581494e+02  1.95198524e-02  1.54480857e+02 -1.43122389e+02
  5.04187674e-01  1.54975090e+02 -1.43607036e+02  3.04246381e-02
  1.54487140e+02 -1.43130031e+02  5.01819626e-01  1.54971727e+02
 -1.43612384e+02  3.15362418e-02  1.54491048e+02 -1.43097182e+02
  5.00540870e-01  1.54974992e+02 -1.43588761e+02  2.90180428e-02
  1.54481117e+02 -1.43116810e+02  4.76521988e-01  1.54974635e+02
 -1.43618718e+02  2.69686313e-02  1.54483265e+02 -1.43110149e+02
  5.22941206e-01  1.54970281e+02 -1.43589096e+02  3.87906703e-02
  1.54495739e+02 -1.43111829e+02  5.17533956e-01  1.54990379e+02
 -1.43613899e+02  3.40809132e-02  1.54491079e+02 -1.43093808e+02
  5.22818988e-01  1.54970664e+02 -1.43610605e+02  1.97853985e-02
  1.54490942e+02 -1.43106409e+02  5.19606442e-01  1.54976201e+02
 -1.43599964e+02  1.08341282e-02  1.54485852e+02 -1.43136959e+02
  5.06842509e-01  1.54984687e+02 -1.43611384e+02  3.93311645e-02
  1.54478268e+02 -1.43157054e+02  5.19714195e-01  1.54972670e+02
 -1.43617539e+02  1.28476729e-02  1.54480028e+02 -1.43118521e+02
  4.91684065e-01  1.54978635e+02]
Niter:  1 row:  181 ngroup:  26 nlines:  6511 gd:  5992
[ 1.21048913e-10 -1.03139151e-05 -2.82909533e-01  1.61509205e+04
 -1.43608477e+02  3.94781463e-02  1.54497001e+02 -1.43104148e+02
  5.03992158e-01  1.54983210e+02 -1.43592887e+02  1.06506083e-02
  1.54487273e+02 -1.43133397e+02  5.12829320e-01  1.54975845e+02
 -1.43581494e+02  1.95198524e-02  1.54480857e+02 -1.43122389e+02
  5.04187674e-01  1.54975090e+02 -1.43607036e+02  3.04246381e-02
  1.54487140e+02 -1.43130031e+02  5.01819626e-01  1.54971727e+02
 -1.43612384e+02  3.15362418e-02  1.54491048e+02 -1.43097182e+02
  5.00540870e-01  1.54974992e+02 -1.43588761e+02  2.90180428e-02
  1.54481117e+02 -1.43116810e+02  4.76521988e-01  1.54974635e+02
 -1.43618718e+02  2.69686313e-02  1.54483265e+02 -1.43110149e+02
  5.22941206e-01  1.54970281e+02 -1.43589096e+02  3.87906703e-02
  1.54495739e+02 -1.43111829e+02  5.17533956e-01  1.54990379e+02
 -1.43613899e+02  3.40809132e-02  1.54491079e+02 -1.43093808e+02
  5.22818988e-01  1.54970664e+02 -1.43610605e+02  1.97853985e-02
  1.54490942e+02 -1.43106409e+02  5.19606442e-01  1.54976201e+02
 -1.43599964e+02  1.08341282e-02  1.54485852e+02 -1.43136959e+02
  5.06842509e-01  1.54984687e+02 -1.43611384e+02  3.93311645e-02
  1.54478268e+02 -1.43157054e+02  5.19714195e-01  1.54972670e+02
 -1.43617539e+02  1.28476729e-02  1.54480028e+02 -1.43118521e+02
  4.91684065e-01  1.54978635e+02]
res:  5992 -0.0004469648665690329 0.014285982015280752 0.023590007353963886
[ 1.21048900e-10 -1.03139141e-05 -2.82909505e-01  1.61509189e+04
 -1.43630837e+02  4.37006621e-03  1.54492281e+02 -1.43112443e+02
  4.86064443e-01  1.54980107e+02 -1.43594051e+02 -8.09475857e-03
  1.54485159e+02 -1.43140398e+02  5.04330418e-01  1.54969252e+02
 -1.43598065e+02  3.23082172e-03  1.54475769e+02 -1.43117698e+02
  4.75838776e-01  1.54971234e+02 -1.43616933e+02 -4.55716549e-03
  1.54484703e+02 -1.43133899e+02  4.89349052e-01  1.54971581e+02
 -1.43614956e+02 -1.12638430e-02  1.54486551e+02 -1.43097144e+02
  4.81875607e-01  1.54971451e+02 -1.43616715e+02  4.16280564e-03
  1.54475034e+02 -1.43116931e+02  4.64663471e-01  1.54974671e+02
 -1.43631486e+02 -2.52125669e-03  1.54476118e+02 -1.43108994e+02
  4.96791323e-01  1.54969745e+02 -1.43597148e+02  1.44948288e-02
  1.54493186e+02 -1.43120379e+02  5.05052215e-01  1.54987396e+02
 -1.43619051e+02  2.42930350e-03  1.54486992e+02 -1.43101665e+02
  5.04821122e-01  1.54970950e+02 -1.43617108e+02 -1.43678422e-02
  1.54489129e+02 -1.43124030e+02  4.96832032e-01  1.54970205e+02
 -1.43630092e+02 -8.65472297e-03  1.54485039e+02 -1.43130685e+02
  4.94520124e-01  1.54980685e+02 -1.43617494e+02  2.14543484e-02
  1.54477094e+02 -1.43160810e+02  4.92439688e-01  1.54971537e+02
 -1.43621648e+02 -1.31135339e-02  1.54476070e+02 -1.43126007e+02
  4.69581807e-01  1.54977131e+02]
Niter:  2 row:  181 ngroup:  26 nlines:  6511 gd:  5974
[ 1.21048900e-10 -1.03139141e-05 -2.82909505e-01  1.61509189e+04
 -1.43630837e+02  4.37006621e-03  1.54492281e+02 -1.43112443e+02
  4.86064443e-01  1.54980107e+02 -1.43594051e+02 -8.09475857e-03
  1.54485159e+02 -1.43140398e+02  5.04330418e-01  1.54969252e+02
 -1.43598065e+02  3.23082172e-03  1.54475769e+02 -1.43117698e+02
  4.75838776e-01  1.54971234e+02 -1.43616933e+02 -4.55716549e-03
  1.54484703e+02 -1.43133899e+02  4.89349052e-01  1.54971581e+02
 -1.43614956e+02 -1.12638430e-02  1.54486551e+02 -1.43097144e+02
  4.81875607e-01  1.54971451e+02 -1.43616715e+02  4.16280564e-03
  1.54475034e+02 -1.43116931e+02  4.64663471e-01  1.54974671e+02
 -1.43631486e+02 -2.52125669e-03  1.54476118e+02 -1.43108994e+02
  4.96791323e-01  1.54969745e+02 -1.43597148e+02  1.44948288e-02
  1.54493186e+02 -1.43120379e+02  5.05052215e-01  1.54987396e+02
 -1.43619051e+02  2.42930350e-03  1.54486992e+02 -1.43101665e+02
  5.04821122e-01  1.54970950e+02 -1.43617108e+02 -1.43678422e-02
  1.54489129e+02 -1.43124030e+02  4.96832032e-01  1.54970205e+02
 -1.43630092e+02 -8.65472297e-03  1.54485039e+02 -1.43130685e+02
  4.94520124e-01  1.54980685e+02 -1.43617494e+02  2.14543484e-02
  1.54477094e+02 -1.43160810e+02  4.92439688e-01  1.54971537e+02
 -1.43621648e+02 -1.31135339e-02  1.54476070e+02 -1.43126007e+02
  4.69581807e-01  1.54977131e+02]
res:  5974 -0.00047099608127609827 0.01432371435657842 0.02329753499216686
[ 1.21048888e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642849e+02 -1.32883782e-02  1.54487561e+02 -1.43124649e+02
  4.80368818e-01  1.54975379e+02 -1.43600999e+02 -1.73813585e-02
  1.54480441e+02 -1.43147358e+02  5.01724228e-01  1.54964532e+02
 -1.43605035e+02 -2.44996899e-03  1.54471042e+02 -1.43124640e+02
  4.63987397e-01  1.54966501e+02 -1.43623883e+02 -2.12244370e-02
  1.54479976e+02 -1.43130247e+02  4.83659049e-01  1.54968841e+02
 -1.43621913e+02 -1.69338301e-02  1.54483803e+02 -1.43099053e+02
  4.72920202e-01  1.54968555e+02 -1.43628344e+02 -1.53468554e-03
  1.54470307e+02 -1.43123894e+02  4.58966008e-01  1.54969948e+02
 -1.43638432e+02 -1.48643169e-02  1.54473317e+02 -1.43111546e+02
  4.84595887e-01  1.54970677e+02 -1.43614149e+02 -2.06996295e-03
  1.54490405e+02 -1.43127346e+02  4.99358994e-01  1.54982671e+02
 -1.43625973e+02 -3.28910855e-03  1.54482264e+02 -1.43108614e+02
  4.99122328e-01  1.54966227e+02 -1.43624073e+02 -2.00242972e-02
  1.54484405e+02 -1.43130977e+02  4.81237004e-01  1.54965475e+02
 -1.43637053e+02 -1.43335577e-02  1.54482243e+02 -1.43132645e+02
  4.88833220e-01  1.54974086e+02 -1.43624434e+02  1.24337700e-02
  1.54472377e+02 -1.43167747e+02  4.86747438e-01  1.54966813e+02
 -1.43628579e+02 -2.83739934e-02  1.54471348e+02 -1.43128494e+02
  4.57711846e-01  1.54972400e+02]
Niter:  3 row:  181 ngroup:  26 nlines:  6511 gd:  5973
[ 1.21048888e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642849e+02 -1.32883782e-02  1.54487561e+02 -1.43124649e+02
  4.80368818e-01  1.54975379e+02 -1.43600999e+02 -1.73813585e-02
  1.54480441e+02 -1.43147358e+02  5.01724228e-01  1.54964532e+02
 -1.43605035e+02 -2.44996899e-03  1.54471042e+02 -1.43124640e+02
  4.63987397e-01  1.54966501e+02 -1.43623883e+02 -2.12244370e-02
  1.54479976e+02 -1.43130247e+02  4.83659049e-01  1.54968841e+02
 -1.43621913e+02 -1.69338301e-02  1.54483803e+02 -1.43099053e+02
  4.72920202e-01  1.54968555e+02 -1.43628344e+02 -1.53468554e-03
  1.54470307e+02 -1.43123894e+02  4.58966008e-01  1.54969948e+02
 -1.43638432e+02 -1.48643169e-02  1.54473317e+02 -1.43111546e+02
  4.84595887e-01  1.54970677e+02 -1.43614149e+02 -2.06996295e-03
  1.54490405e+02 -1.43127346e+02  4.99358994e-01  1.54982671e+02
 -1.43625973e+02 -3.28910855e-03  1.54482264e+02 -1.43108614e+02
  4.99122328e-01  1.54966227e+02 -1.43624073e+02 -2.00242972e-02
  1.54484405e+02 -1.43130977e+02  4.81237004e-01  1.54965475e+02
 -1.43637053e+02 -1.43335577e-02  1.54482243e+02 -1.43132645e+02
  4.88833220e-01  1.54974086e+02 -1.43624434e+02  1.24337700e-02
  1.54472377e+02 -1.43167747e+02  4.86747438e-01  1.54966813e+02
 -1.43628579e+02 -2.83739934e-02  1.54471348e+02 -1.43128494e+02
  4.57711846e-01  1.54972400e+02]
res:  5973 -0.0004483770735532744 0.014318629662739113 0.023282158348602366
[ 1.21037558e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642849e+02 -1.32883782e-02  1.54487561e+02 -1.43124649e+02
  4.80368818e-01  1.54975379e+02 -1.43600999e+02 -1.73813585e-02
  1.54480441e+02 -1.43147358e+02  5.01724228e-01  1.54964532e+02
 -1.43605035e+02 -2.44996899e-03  1.54471042e+02 -1.43124640e+02
  4.63987397e-01  1.54966501e+02 -1.43623883e+02 -2.12244370e-02
  1.54479976e+02 -1.43130247e+02  4.83659049e-01  1.54968841e+02
 -1.43621913e+02 -1.69338301e-02  1.54483803e+02 -1.43099053e+02
  4.72920202e-01  1.54968555e+02 -1.43628344e+02 -1.53468554e-03
  1.54470307e+02 -1.43123894e+02  4.58966008e-01  1.54969948e+02
 -1.43638432e+02 -1.48643169e-02  1.54473317e+02 -1.43111546e+02
  4.84595887e-01  1.54970677e+02 -1.43614149e+02 -2.06996295e-03
  1.54490405e+02 -1.43127346e+02  4.99358994e-01  1.54982671e+02
 -1.43625973e+02 -3.28910855e-03  1.54482264e+02 -1.43108614e+02
  4.99122328e-01  1.54966227e+02 -1.43624073e+02 -2.00242972e-02
  1.54484405e+02 -1.43130977e+02  4.81237004e-01  1.54965475e+02
 -1.43637053e+02 -1.43335577e-02  1.54482243e+02 -1.43132645e+02
  4.88833220e-01  1.54974086e+02 -1.43624434e+02  1.24337700e-02
  1.54472377e+02 -1.43167747e+02  4.86747438e-01  1.54966813e+02
 -1.43628579e+02 -2.83739934e-02  1.54471348e+02 -1.43128494e+02
  4.57711846e-01  1.54972400e+02]
Niter:  4 row:  181 ngroup:  26 nlines:  6511 gd:  5972
[ 1.21037558e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
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  4.80368818e-01  1.54975379e+02 -1.43600999e+02 -1.73813585e-02
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 -1.43605035e+02 -2.44996899e-03  1.54471042e+02 -1.43124640e+02
  4.63987397e-01  1.54966501e+02 -1.43623883e+02 -2.12244370e-02
  1.54479976e+02 -1.43130247e+02  4.83659049e-01  1.54968841e+02
 -1.43621913e+02 -1.69338301e-02  1.54483803e+02 -1.43099053e+02
  4.72920202e-01  1.54968555e+02 -1.43628344e+02 -1.53468554e-03
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  4.99122328e-01  1.54966227e+02 -1.43624073e+02 -2.00242972e-02
  1.54484405e+02 -1.43130977e+02  4.81237004e-01  1.54965475e+02
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  4.88833220e-01  1.54974086e+02 -1.43624434e+02  1.24337700e-02
  1.54472377e+02 -1.43167747e+02  4.86747438e-01  1.54966813e+02
 -1.43628579e+02 -2.83739934e-02  1.54471348e+02 -1.43128494e+02
  4.57711846e-01  1.54972400e+02]
res:  5972 -0.00045006356413068715 0.014317246030259412 0.02326938040575427
[ 1.21037570e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
Niter:  5 row:  181 ngroup:  26 nlines:  6511 gd:  5972
[ 1.21037570e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
res:  5972 -0.0004493348933465313 0.01431805008178344 0.023269379540428105
[ 1.21037494e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
Niter:  6 row:  181 ngroup:  26 nlines:  6511 gd:  5972
[ 1.21037494e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
res:  5972 -0.0004500686791288899 0.014317257675429573 0.023269380384785748
[ 1.21037569e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
Saving figure to  wave_resid_43670005_fiber181.png
Final values:
res:  -0.0004500686791288899 0.023269380384785748
pars:  [ 1.21037569e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
181 [ 1.21037569e-10 -1.03139131e-05 -2.82909477e-01  1.61509173e+04
 -1.43642853e+02 -1.32950412e-02  1.54487551e+02 -1.43124653e+02
  4.80362158e-01  1.54975369e+02 -1.43601003e+02 -1.73880032e-02
  1.54480431e+02 -1.43147362e+02  5.01717610e-01  1.54964522e+02
 -1.43605038e+02 -2.45662042e-03  1.54471032e+02 -1.43124643e+02
  4.63980738e-01  1.54966492e+02 -1.43623887e+02 -2.12310331e-02
  1.54479966e+02 -1.43130250e+02  4.83652394e-01  1.54968831e+02
 -1.43621917e+02 -1.69404323e-02  1.54483793e+02 -1.43099056e+02
  4.72889183e-01  1.54968545e+02 -1.43628347e+02 -1.54132645e-03
  1.54470298e+02 -1.43123897e+02  4.58959360e-01  1.54969938e+02
 -1.43638435e+02 -1.48709501e-02  1.54473307e+02 -1.43111549e+02
  4.84589250e-01  1.54970680e+02 -1.43614190e+02 -2.10176680e-03
  1.54490395e+02 -1.43127349e+02  4.99352319e-01  1.54982661e+02
 -1.43625976e+02 -3.29576221e-03  1.54482254e+02 -1.43108618e+02
  4.99115681e-01  1.54966217e+02 -1.43624077e+02 -2.00309163e-02
  1.54484395e+02 -1.43130981e+02  4.81230364e-01  1.54965465e+02
 -1.43637056e+02 -1.43401906e-02  1.54482233e+02 -1.43132649e+02
  4.88826564e-01  1.54974076e+02 -1.43624438e+02  1.24013910e-02
  1.54472367e+02 -1.43167750e+02  4.86740781e-01  1.54966803e+02
 -1.43628582e+02 -2.84047519e-02  1.54471338e+02 -1.43128498e+02
  4.57705145e-01  1.54972391e+02]
--- Row 183/300 row=182 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  182
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=182 ---
Niter:  0 row:  182 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 -0.0004486779616854619 0.013442559096802142 0.032954261686868436
[ 1.20603689e-10 -1.03132794e-05 -2.82901621e-01  1.61509551e+04
 -1.43653378e+02 -3.42783944e-13  1.54520193e+02]
Niter:  1 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20603689e-10 -1.03132794e-05 -2.82901621e-01  1.61509551e+04
 -1.43653378e+02 -3.42783944e-13  1.54520193e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Niter:  2 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Niter:  3 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Niter:  4 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Niter:  5 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Niter:  6 row:  182 ngroup:  1 nlines:  245 gd:  225
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
res:  225 -0.0020603659431799315 0.013713854172237916 0.021452515472205436
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
Final values:
res:  -0.0020603659431799315 0.021452515472205436
pars:  [ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
182 [ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02]
elapsed: 2.9 sec.
Niter:  0 row:  182 ngroup:  26 nlines:  6509 gd:  6509
[ 1.20746301e-10 -1.03128836e-05 -2.82901722e-01  1.61509547e+04
 -1.43662689e+02 -3.34285677e-11  1.54528525e+02 -1.43662689e+02
 -3.34285677e-11  1.54528525e+02 -1.43662689e+02 -3.34285677e-11
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res:  6509 -0.0002975063762278296 0.014505491433737916 0.03698780790962856
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Niter:  1 row:  182 ngroup:  26 nlines:  6509 gd:  5960
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res:  5960 -0.0008773273802944459 0.014378150914126309 0.023434067799393617
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Niter:  2 row:  182 ngroup:  26 nlines:  6509 gd:  5964
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res:  5964 -0.0010128577378054615 0.014433145286602667 0.023431835119418806
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Niter:  3 row:  182 ngroup:  26 nlines:  6509 gd:  5962
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res:  5962 -0.0005988339726172853 0.014364576676598517 0.02331980019487809
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Niter:  4 row:  182 ngroup:  26 nlines:  6509 gd:  5957
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 -1.43641949e+02  8.29006090e-03  1.54512592e+02 -1.43155854e+02
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res:  5957 -0.0006515681707242038 0.014444587595789926 0.023243724863149965
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 -1.43645206e+02 -1.33440151e-02  1.54519892e+02 -1.43154308e+02
  5.04390636e-01  1.55007359e+02 -1.43635408e+02  1.19015958e-03
  1.54515526e+02 -1.43143465e+02  4.99857809e-01  1.54997454e+02
 -1.43632520e+02  6.22665195e-03  1.54504428e+02 -1.43129135e+02
  4.84340737e-01  1.55003917e+02 -1.43661476e+02 -3.15435401e-03
  1.54508357e+02 -1.43157852e+02  4.89589434e-01  1.55001560e+02
 -1.43648824e+02  2.39383908e-03  1.54507077e+02 -1.43162762e+02
  4.88317899e-01  1.55005302e+02]
Niter:  5 row:  182 ngroup:  26 nlines:  6509 gd:  5958
[ 1.20814275e-10 -1.03135125e-05 -2.82904550e-01  1.61509563e+04
 -1.43646534e+02  4.29964500e-03  1.54503096e+02 -1.43138438e+02
  5.06181304e-01  1.55017434e+02 -1.43617653e+02 -8.09787780e-03
  1.54502707e+02 -1.43140378e+02  4.96261223e-01  1.55002984e+02
 -1.43613461e+02  2.27307471e-02  1.54521717e+02 -1.43143830e+02
  5.12411374e-01  1.55001315e+02 -1.43612293e+02  1.89194406e-04
  1.54508437e+02 -1.43122897e+02  4.98657720e-01  1.55013568e+02
 -1.43622411e+02 -2.54601800e-03  1.54525767e+02 -1.43130825e+02
  5.03251836e-01  1.55004151e+02 -1.43610660e+02 -1.67135402e-03
  1.54511465e+02 -1.43150116e+02  5.03981119e-01  1.55009482e+02
 -1.43639951e+02  1.05768936e-02  1.54507750e+02 -1.43130404e+02
  4.89177906e-01  1.55007114e+02 -1.43607627e+02  5.36130239e-03
  1.54522716e+02 -1.43130311e+02  4.99834916e-01  1.55006261e+02
 -1.43645206e+02 -1.33440151e-02  1.54519892e+02 -1.43154308e+02
  5.04390636e-01  1.55007359e+02 -1.43635408e+02  1.19015958e-03
  1.54515526e+02 -1.43143465e+02  4.99857809e-01  1.54997454e+02
 -1.43632520e+02  6.22665195e-03  1.54504428e+02 -1.43129135e+02
  4.84340737e-01  1.55003917e+02 -1.43661476e+02 -3.15435401e-03
  1.54508357e+02 -1.43157852e+02  4.89589434e-01  1.55001560e+02
 -1.43648824e+02  2.39383908e-03  1.54507077e+02 -1.43162762e+02
  4.88317899e-01  1.55005302e+02]
res:  5958 -0.0006103711639298126 0.014551739477610681 0.023244404156544718
[ 1.20761236e-10 -1.03139422e-05 -2.82903751e-01  1.61509579e+04
 -1.43651965e+02  9.66839119e-03  1.54504309e+02 -1.43144104e+02
  5.11484604e-01  1.55018497e+02 -1.43623414e+02 -2.75986016e-03
  1.54503867e+02 -1.43145745e+02  4.97522861e-01  1.55003992e+02
 -1.43619045e+02  2.79837535e-02  1.54522839e+02 -1.43149312e+02
  5.17738795e-01  1.55002571e+02 -1.43617845e+02  5.56869072e-03
  1.54509483e+02 -1.43128588e+02  5.03859290e-01  1.55014613e+02
 -1.43628156e+02  2.79545161e-03  1.54526817e+02 -1.43136287e+02
  5.08449871e-01  1.55005418e+02 -1.43616453e+02  3.61295079e-03
  1.54512584e+02 -1.43155614e+02  5.09186888e-01  1.55010651e+02
 -1.43645592e+02  1.59599952e-02  1.54508906e+02 -1.43136001e+02
  4.94463236e-01  1.55008070e+02 -1.43613166e+02  1.07873428e-02
  1.54523924e+02 -1.43135800e+02  5.05179472e-01  1.55007482e+02
 -1.43650831e+02 -7.90753719e-03  1.54520956e+02 -1.43160093e+02
  5.09675511e-01  1.55008596e+02 -1.43640832e+02  6.66322528e-03
  1.54516615e+02 -1.43149285e+02  5.05068182e-01  1.54998629e+02
 -1.43638195e+02  1.15508665e-02  1.54505685e+02 -1.43134793e+02
  4.89571019e-01  1.55005010e+02 -1.43666948e+02  2.18548790e-03
  1.54509463e+02 -1.43163235e+02  4.94976122e-01  1.55002775e+02
 -1.43654407e+02  7.72439391e-03  1.54508102e+02 -1.43168448e+02
  4.93582466e-01  1.55006532e+02]
Niter:  6 row:  182 ngroup:  26 nlines:  6509 gd:  5967
[ 1.20761236e-10 -1.03139422e-05 -2.82903751e-01  1.61509579e+04
 -1.43651965e+02  9.66839119e-03  1.54504309e+02 -1.43144104e+02
  5.11484604e-01  1.55018497e+02 -1.43623414e+02 -2.75986016e-03
  1.54503867e+02 -1.43145745e+02  4.97522861e-01  1.55003992e+02
 -1.43619045e+02  2.79837535e-02  1.54522839e+02 -1.43149312e+02
  5.17738795e-01  1.55002571e+02 -1.43617845e+02  5.56869072e-03
  1.54509483e+02 -1.43128588e+02  5.03859290e-01  1.55014613e+02
 -1.43628156e+02  2.79545161e-03  1.54526817e+02 -1.43136287e+02
  5.08449871e-01  1.55005418e+02 -1.43616453e+02  3.61295079e-03
  1.54512584e+02 -1.43155614e+02  5.09186888e-01  1.55010651e+02
 -1.43645592e+02  1.59599952e-02  1.54508906e+02 -1.43136001e+02
  4.94463236e-01  1.55008070e+02 -1.43613166e+02  1.07873428e-02
  1.54523924e+02 -1.43135800e+02  5.05179472e-01  1.55007482e+02
 -1.43650831e+02 -7.90753719e-03  1.54520956e+02 -1.43160093e+02
  5.09675511e-01  1.55008596e+02 -1.43640832e+02  6.66322528e-03
  1.54516615e+02 -1.43149285e+02  5.05068182e-01  1.54998629e+02
 -1.43638195e+02  1.15508665e-02  1.54505685e+02 -1.43134793e+02
  4.89571019e-01  1.55005010e+02 -1.43666948e+02  2.18548790e-03
  1.54509463e+02 -1.43163235e+02  4.94976122e-01  1.55002775e+02
 -1.43654407e+02  7.72439391e-03  1.54508102e+02 -1.43168448e+02
  4.93582466e-01  1.55006532e+02]
res:  5967 -0.0005206540627114009 0.014590931779821403 0.023358077899774437
[ 1.20753828e-10 -1.03139422e-05 -2.82903751e-01  1.61509579e+04
 -1.43651965e+02  9.66839119e-03  1.54504309e+02 -1.43144104e+02
  5.11484604e-01  1.55018497e+02 -1.43623414e+02 -2.75986016e-03
  1.54503867e+02 -1.43145745e+02  4.97522861e-01  1.55003992e+02
 -1.43619045e+02  2.79837535e-02  1.54522839e+02 -1.43149312e+02
  5.17738795e-01  1.55002571e+02 -1.43617845e+02  5.56869072e-03
  1.54509483e+02 -1.43128588e+02  5.03859290e-01  1.55014613e+02
 -1.43628156e+02  2.79545161e-03  1.54526817e+02 -1.43136287e+02
  5.08449871e-01  1.55005418e+02 -1.43616453e+02  3.61295079e-03
  1.54512584e+02 -1.43155614e+02  5.09186888e-01  1.55010651e+02
 -1.43645592e+02  1.59599952e-02  1.54508906e+02 -1.43136001e+02
  4.94463236e-01  1.55008070e+02 -1.43613166e+02  1.07873428e-02
  1.54523924e+02 -1.43135800e+02  5.05179472e-01  1.55007482e+02
 -1.43650831e+02 -7.90753719e-03  1.54520956e+02 -1.43160093e+02
  5.09675511e-01  1.55008596e+02 -1.43640832e+02  6.66322528e-03
  1.54516615e+02 -1.43149285e+02  5.05068182e-01  1.54998629e+02
 -1.43638195e+02  1.15508665e-02  1.54505685e+02 -1.43134793e+02
  4.89571019e-01  1.55005010e+02 -1.43666948e+02  2.18548790e-03
  1.54509463e+02 -1.43163235e+02  4.94976122e-01  1.55002775e+02
 -1.43654407e+02  7.72439391e-03  1.54508102e+02 -1.43168448e+02
  4.93582466e-01  1.55006532e+02]
Saving figure to  wave_resid_43670005_fiber182.png
Final values:
res:  -0.0005206540627114009 0.023358077899774437
pars:  [ 1.20753828e-10 -1.03139422e-05 -2.82903751e-01  1.61509579e+04
 -1.43651965e+02  9.66839119e-03  1.54504309e+02 -1.43144104e+02
  5.11484604e-01  1.55018497e+02 -1.43623414e+02 -2.75986016e-03
  1.54503867e+02 -1.43145745e+02  4.97522861e-01  1.55003992e+02
 -1.43619045e+02  2.79837535e-02  1.54522839e+02 -1.43149312e+02
  5.17738795e-01  1.55002571e+02 -1.43617845e+02  5.56869072e-03
  1.54509483e+02 -1.43128588e+02  5.03859290e-01  1.55014613e+02
 -1.43628156e+02  2.79545161e-03  1.54526817e+02 -1.43136287e+02
  5.08449871e-01  1.55005418e+02 -1.43616453e+02  3.61295079e-03
  1.54512584e+02 -1.43155614e+02  5.09186888e-01  1.55010651e+02
 -1.43645592e+02  1.59599952e-02  1.54508906e+02 -1.43136001e+02
  4.94463236e-01  1.55008070e+02 -1.43613166e+02  1.07873428e-02
  1.54523924e+02 -1.43135800e+02  5.05179472e-01  1.55007482e+02
 -1.43650831e+02 -7.90753719e-03  1.54520956e+02 -1.43160093e+02
  5.09675511e-01  1.55008596e+02 -1.43640832e+02  6.66322528e-03
  1.54516615e+02 -1.43149285e+02  5.05068182e-01  1.54998629e+02
 -1.43638195e+02  1.15508665e-02  1.54505685e+02 -1.43134793e+02
  4.89571019e-01  1.55005010e+02 -1.43666948e+02  2.18548790e-03
  1.54509463e+02 -1.43163235e+02  4.94976122e-01  1.55002775e+02
 -1.43654407e+02  7.72439391e-03  1.54508102e+02 -1.43168448e+02
  4.93582466e-01  1.55006532e+02]
182 [ 1.20753828e-10 -1.03139422e-05 -2.82903751e-01  1.61509579e+04
 -1.43651965e+02  9.66839119e-03  1.54504309e+02 -1.43144104e+02
  5.11484604e-01  1.55018497e+02 -1.43623414e+02 -2.75986016e-03
  1.54503867e+02 -1.43145745e+02  4.97522861e-01  1.55003992e+02
 -1.43619045e+02  2.79837535e-02  1.54522839e+02 -1.43149312e+02
  5.17738795e-01  1.55002571e+02 -1.43617845e+02  5.56869072e-03
  1.54509483e+02 -1.43128588e+02  5.03859290e-01  1.55014613e+02
 -1.43628156e+02  2.79545161e-03  1.54526817e+02 -1.43136287e+02
  5.08449871e-01  1.55005418e+02 -1.43616453e+02  3.61295079e-03
  1.54512584e+02 -1.43155614e+02  5.09186888e-01  1.55010651e+02
 -1.43645592e+02  1.59599952e-02  1.54508906e+02 -1.43136001e+02
  4.94463236e-01  1.55008070e+02 -1.43613166e+02  1.07873428e-02
  1.54523924e+02 -1.43135800e+02  5.05179472e-01  1.55007482e+02
 -1.43650831e+02 -7.90753719e-03  1.54520956e+02 -1.43160093e+02
  5.09675511e-01  1.55008596e+02 -1.43640832e+02  6.66322528e-03
  1.54516615e+02 -1.43149285e+02  5.05068182e-01  1.54998629e+02
 -1.43638195e+02  1.15508665e-02  1.54505685e+02 -1.43134793e+02
  4.89571019e-01  1.55005010e+02 -1.43666948e+02  2.18548790e-03
  1.54509463e+02 -1.43163235e+02  4.94976122e-01  1.55002775e+02
 -1.43654407e+02  7.72439391e-03  1.54508102e+02 -1.43168448e+02
  4.93582466e-01  1.55006532e+02]
--- Row 184/300 row=183 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  183
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=183 ---
Niter:  0 row:  183 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0005687206066795625 0.013954952970379964 0.0338006333487647
[ 1.21080882e-10 -1.03148340e-05 -2.82908789e-01  1.61509708e+04
 -1.43635710e+02 -7.19893124e-14  1.54478522e+02]
Niter:  1 row:  183 ngroup:  1 nlines:  243 gd:  224
[ 1.21080882e-10 -1.03148340e-05 -2.82908789e-01  1.61509708e+04
 -1.43635710e+02 -7.19893124e-14  1.54478522e+02]
res:  224 0.0009653865527070593 0.014250830794480862 0.023530402901720548
[ 1.20873928e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
Niter:  2 row:  183 ngroup:  1 nlines:  243 gd:  223
[ 1.20873928e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
res:  223 0.001007584271064843 0.014210895147698466 0.023220258036778324
[ 1.20907909e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
Niter:  3 row:  183 ngroup:  1 nlines:  243 gd:  223
[ 1.20907909e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
res:  223 0.0009271872731915209 0.013787519308607443 0.023219632985211142
[ 1.20891070e-10 -1.03149044e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
Niter:  4 row:  183 ngroup:  1 nlines:  243 gd:  224
[ 1.20891070e-10 -1.03149044e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  7.76773368e-11  1.54471164e+02]
res:  224 0.0009653979395807255 0.014250840440581669 0.023530402901763385
[ 1.20873930e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
Niter:  5 row:  183 ngroup:  1 nlines:  243 gd:  223
[ 1.20873930e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
res:  223 0.0010076004855363863 0.014210908142558765 0.02322025814724069
[ 1.20907910e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
Niter:  6 row:  183 ngroup:  1 nlines:  243 gd:  223
[ 1.20907910e-10 -1.03149500e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
res:  223 0.0009285042469855398 0.013788360487524187 0.023219637427511753
[ 1.20891069e-10 -1.03149047e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
Final values:
res:  0.0009285042469855398 0.023219637427511753
pars:  [ 1.20891069e-10 -1.03149047e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
183 [ 1.20891069e-10 -1.03149047e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02]
elapsed: 2.9 sec.
Niter:  0 row:  183 ngroup:  26 nlines:  6489 gd:  6489
[ 1.20891069e-10 -1.03149047e-05 -2.82907592e-01  1.61509697e+04
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02 -1.43638549e+02  5.56630382e-10
  1.54471164e+02 -1.43638549e+02  5.56630382e-10  1.54471164e+02
 -1.43638549e+02  5.56630382e-10  1.54471164e+02 -1.43638549e+02
  5.56630382e-10  1.54471164e+02]
res:  6489 -3.7438221625052392e-06 0.015558607436105376 0.03644459223076913
[ 1.20891081e-10 -1.03149037e-05 -2.82907564e-01  1.61509681e+04
 -1.43651134e+02 -9.42079013e-03  1.54469741e+02 -1.43191604e+02
  4.82600267e-01  1.54943703e+02 -1.43642928e+02 -1.64149756e-02
  1.54455437e+02 -1.43147493e+02  4.87527214e-01  1.54953778e+02
 -1.43667276e+02  5.01587968e-03  1.54469330e+02 -1.43137353e+02
  4.89971590e-01  1.54955284e+02 -1.43638777e+02 -5.00625111e-03
  1.54458603e+02 -1.43137015e+02  4.78879085e-01  1.54950129e+02
 -1.43652526e+02 -1.68265208e-03  1.54467794e+02 -1.43144265e+02
  4.63494130e-01  1.54949480e+02 -1.43669609e+02 -5.31733558e-03
  1.54461193e+02 -1.43154863e+02  4.61606189e-01  1.54943931e+02
 -1.43655770e+02 -2.56510367e-03  1.54445927e+02 -1.43148670e+02
  4.76981927e-01  1.54955329e+02 -1.43664802e+02 -1.93863568e-02
  1.54466832e+02 -1.43130199e+02  4.84555922e-01  1.54945922e+02
 -1.43669957e+02 -1.29473956e-03  1.54463322e+02 -1.43143731e+02
  4.82682637e-01  1.54955624e+02 -1.43654163e+02 -1.56836836e-02
  1.54462314e+02 -1.43191326e+02  4.95624328e-01  1.54946989e+02
 -1.43657785e+02  6.98765610e-03  1.54454490e+02 -1.43143359e+02
  4.83948992e-01  1.54955112e+02 -1.43653756e+02  2.98211746e-03
  1.54463705e+02 -1.43175875e+02  4.80812459e-01  1.54947669e+02
 -1.43666856e+02 -7.78948354e-04  1.54456691e+02 -1.43165382e+02
  4.66659551e-01  1.54941254e+02]
Niter:  1 row:  183 ngroup:  26 nlines:  6489 gd:  6032
[ 1.20891081e-10 -1.03149037e-05 -2.82907564e-01  1.61509681e+04
 -1.43651134e+02 -9.42079013e-03  1.54469741e+02 -1.43191604e+02
  4.82600267e-01  1.54943703e+02 -1.43642928e+02 -1.64149756e-02
  1.54455437e+02 -1.43147493e+02  4.87527214e-01  1.54953778e+02
 -1.43667276e+02  5.01587968e-03  1.54469330e+02 -1.43137353e+02
  4.89971590e-01  1.54955284e+02 -1.43638777e+02 -5.00625111e-03
  1.54458603e+02 -1.43137015e+02  4.78879085e-01  1.54950129e+02
 -1.43652526e+02 -1.68265208e-03  1.54467794e+02 -1.43144265e+02
  4.63494130e-01  1.54949480e+02 -1.43669609e+02 -5.31733558e-03
  1.54461193e+02 -1.43154863e+02  4.61606189e-01  1.54943931e+02
 -1.43655770e+02 -2.56510367e-03  1.54445927e+02 -1.43148670e+02
  4.76981927e-01  1.54955329e+02 -1.43664802e+02 -1.93863568e-02
  1.54466832e+02 -1.43130199e+02  4.84555922e-01  1.54945922e+02
 -1.43669957e+02 -1.29473956e-03  1.54463322e+02 -1.43143731e+02
  4.82682637e-01  1.54955624e+02 -1.43654163e+02 -1.56836836e-02
  1.54462314e+02 -1.43191326e+02  4.95624328e-01  1.54946989e+02
 -1.43657785e+02  6.98765610e-03  1.54454490e+02 -1.43143359e+02
  4.83948992e-01  1.54955112e+02 -1.43653756e+02  2.98211746e-03
  1.54463705e+02 -1.43175875e+02  4.80812459e-01  1.54947669e+02
 -1.43666856e+02 -7.78948354e-04  1.54456691e+02 -1.43165382e+02
  4.66659551e-01  1.54941254e+02]
res:  6032 -0.00019481763592921197 0.0154838638700312 0.025027879567607457
[ 1.20891093e-10 -1.03149026e-05 -2.82907535e-01  1.61509665e+04
 -1.43652338e+02 -1.12924426e-02  1.54461287e+02 -1.43177051e+02
  4.69491467e-01  1.54939947e+02 -1.43655334e+02 -1.62653876e-02
  1.54456139e+02 -1.43142819e+02  4.79831357e-01  1.54944925e+02
 -1.43668218e+02  7.72936053e-03  1.54461022e+02 -1.43154239e+02
  4.69396150e-01  1.54950157e+02 -1.43639105e+02 -1.45317847e-02
  1.54454915e+02 -1.43168284e+02  4.59268203e-01  1.54941820e+02
 -1.43666588e+02 -1.17666456e-02  1.54465722e+02 -1.43154011e+02
  4.53166318e-01  1.54946938e+02 -1.43667751e+02 -1.75386948e-02
  1.54461095e+02 -1.43161790e+02  4.52708662e-01  1.54948068e+02
 -1.43661929e+02 -1.12659750e-02  1.54443133e+02 -1.43164494e+02
  4.49315303e-01  1.54951556e+02 -1.43655831e+02 -2.00644590e-02
  1.54456774e+02 -1.43140482e+02  4.73902808e-01  1.54946175e+02
 -1.43677938e+02 -1.84286652e-02  1.54459084e+02 -1.43156054e+02
  4.64799044e-01  1.54941436e+02 -1.43674287e+02 -5.62711664e-03
  1.54459773e+02 -1.43189295e+02  4.69963455e-01  1.54946680e+02
 -1.43665134e+02 -9.90093257e-03  1.54450509e+02 -1.43175826e+02
  4.66261058e-01  1.54946222e+02 -1.43661489e+02 -1.41722412e-02
  1.54457479e+02 -1.43176372e+02  4.72006435e-01  1.54943571e+02
 -1.43680379e+02 -1.47169208e-02  1.54449169e+02 -1.43166993e+02
  4.66281977e-01  1.54939709e+02]
Niter:  2 row:  183 ngroup:  26 nlines:  6489 gd:  6021
[ 1.20891093e-10 -1.03149026e-05 -2.82907535e-01  1.61509665e+04
 -1.43652338e+02 -1.12924426e-02  1.54461287e+02 -1.43177051e+02
  4.69491467e-01  1.54939947e+02 -1.43655334e+02 -1.62653876e-02
  1.54456139e+02 -1.43142819e+02  4.79831357e-01  1.54944925e+02
 -1.43668218e+02  7.72936053e-03  1.54461022e+02 -1.43154239e+02
  4.69396150e-01  1.54950157e+02 -1.43639105e+02 -1.45317847e-02
  1.54454915e+02 -1.43168284e+02  4.59268203e-01  1.54941820e+02
 -1.43666588e+02 -1.17666456e-02  1.54465722e+02 -1.43154011e+02
  4.53166318e-01  1.54946938e+02 -1.43667751e+02 -1.75386948e-02
  1.54461095e+02 -1.43161790e+02  4.52708662e-01  1.54948068e+02
 -1.43661929e+02 -1.12659750e-02  1.54443133e+02 -1.43164494e+02
  4.49315303e-01  1.54951556e+02 -1.43655831e+02 -2.00644590e-02
  1.54456774e+02 -1.43140482e+02  4.73902808e-01  1.54946175e+02
 -1.43677938e+02 -1.84286652e-02  1.54459084e+02 -1.43156054e+02
  4.64799044e-01  1.54941436e+02 -1.43674287e+02 -5.62711664e-03
  1.54459773e+02 -1.43189295e+02  4.69963455e-01  1.54946680e+02
 -1.43665134e+02 -9.90093257e-03  1.54450509e+02 -1.43175826e+02
  4.66261058e-01  1.54946222e+02 -1.43661489e+02 -1.41722412e-02
  1.54457479e+02 -1.43176372e+02  4.72006435e-01  1.54943571e+02
 -1.43680379e+02 -1.47169208e-02  1.54449169e+02 -1.43166993e+02
  4.66281977e-01  1.54939709e+02]
res:  6021 -0.00013882678831578232 0.015435176324899658 0.024856593885712153
[ 1.20891105e-10 -1.03149016e-05 -2.82907507e-01  1.61509649e+04
 -1.43659283e+02 -1.69693959e-02  1.54456568e+02 -1.43172132e+02
  4.63795636e-01  1.54935225e+02 -1.43662281e+02 -2.19305534e-02
  1.54451415e+02 -1.43149774e+02  4.74122874e-01  1.54940203e+02
 -1.43675173e+02  5.46478599e-03  1.54456300e+02 -1.43161182e+02
  4.63707337e-01  1.54947344e+02 -1.43646071e+02 -2.02325849e-02
  1.54450188e+02 -1.43181252e+02  4.53571839e-01  1.54937105e+02
 -1.43673553e+02 -1.74467840e-02  1.54461001e+02 -1.43160982e+02
  4.47485604e-01  1.54942211e+02 -1.43674702e+02 -2.32248316e-02
  1.54456368e+02 -1.43168717e+02  4.47008320e-01  1.54943349e+02
 -1.43668864e+02 -1.69314082e-02  1.54440371e+02 -1.43171465e+02
  4.43622289e-01  1.54946830e+02 -1.43657673e+02 -2.23133399e-02
  1.54452052e+02 -1.43147453e+02  4.65053369e-01  1.54943584e+02
 -1.43684885e+02 -2.41151593e-02  1.54452302e+02 -1.43163017e+02
  4.52918991e-01  1.54936718e+02 -1.43686138e+02 -1.13281801e-02
  1.54455049e+02 -1.43196254e+02  4.64253337e-01  1.54943981e+02
 -1.43672062e+02 -1.93649339e-02  1.54445793e+02 -1.43182782e+02
  4.60554260e-01  1.54941501e+02 -1.43668454e+02 -1.98476190e-02
  1.54452760e+02 -1.43183331e+02  4.66305180e-01  1.54938851e+02
 -1.43687343e+02 -2.03998845e-02  1.54444441e+02 -1.43173944e+02
  4.63973974e-01  1.54934985e+02]
Niter:  3 row:  183 ngroup:  26 nlines:  6489 gd:  6020
[ 1.20891105e-10 -1.03149016e-05 -2.82907507e-01  1.61509649e+04
 -1.43659283e+02 -1.69693959e-02  1.54456568e+02 -1.43172132e+02
  4.63795636e-01  1.54935225e+02 -1.43662281e+02 -2.19305534e-02
  1.54451415e+02 -1.43149774e+02  4.74122874e-01  1.54940203e+02
 -1.43675173e+02  5.46478599e-03  1.54456300e+02 -1.43161182e+02
  4.63707337e-01  1.54947344e+02 -1.43646071e+02 -2.02325849e-02
  1.54450188e+02 -1.43181252e+02  4.53571839e-01  1.54937105e+02
 -1.43673553e+02 -1.74467840e-02  1.54461001e+02 -1.43160982e+02
  4.47485604e-01  1.54942211e+02 -1.43674702e+02 -2.32248316e-02
  1.54456368e+02 -1.43168717e+02  4.47008320e-01  1.54943349e+02
 -1.43668864e+02 -1.69314082e-02  1.54440371e+02 -1.43171465e+02
  4.43622289e-01  1.54946830e+02 -1.43657673e+02 -2.23133399e-02
  1.54452052e+02 -1.43147453e+02  4.65053369e-01  1.54943584e+02
 -1.43684885e+02 -2.41151593e-02  1.54452302e+02 -1.43163017e+02
  4.52918991e-01  1.54936718e+02 -1.43686138e+02 -1.13281801e-02
  1.54455049e+02 -1.43196254e+02  4.64253337e-01  1.54943981e+02
 -1.43672062e+02 -1.93649339e-02  1.54445793e+02 -1.43182782e+02
  4.60554260e-01  1.54941501e+02 -1.43668454e+02 -1.98476190e-02
  1.54452760e+02 -1.43183331e+02  4.66305180e-01  1.54938851e+02
 -1.43687343e+02 -2.03998845e-02  1.54444441e+02 -1.43173944e+02
  4.63973974e-01  1.54934985e+02]
res:  6020 -0.0005835262527398299 0.015510226572587271 0.024835132194119966
[ 1.20937518e-10 -1.03149016e-05 -2.82907507e-01  1.61509649e+04
 -1.43659283e+02 -1.69693959e-02  1.54456568e+02 -1.43172132e+02
  4.63795636e-01  1.54935225e+02 -1.43662281e+02 -2.19305534e-02
  1.54451415e+02 -1.43149774e+02  4.74122874e-01  1.54940203e+02
 -1.43675173e+02  5.46478599e-03  1.54456300e+02 -1.43161182e+02
  4.63707337e-01  1.54947344e+02 -1.43646071e+02 -2.02325849e-02
  1.54450188e+02 -1.43181252e+02  4.53571839e-01  1.54937105e+02
 -1.43673553e+02 -1.74467840e-02  1.54461001e+02 -1.43160982e+02
  4.47485604e-01  1.54942211e+02 -1.43674702e+02 -2.32248316e-02
  1.54456368e+02 -1.43168717e+02  4.47008320e-01  1.54943349e+02
 -1.43668864e+02 -1.69314082e-02  1.54440371e+02 -1.43171465e+02
  4.43622289e-01  1.54946830e+02 -1.43657673e+02 -2.23133399e-02
  1.54452052e+02 -1.43147453e+02  4.65053369e-01  1.54943584e+02
 -1.43684885e+02 -2.41151593e-02  1.54452302e+02 -1.43163017e+02
  4.52918991e-01  1.54936718e+02 -1.43686138e+02 -1.13281801e-02
  1.54455049e+02 -1.43196254e+02  4.64253337e-01  1.54943981e+02
 -1.43672062e+02 -1.93649339e-02  1.54445793e+02 -1.43182782e+02
  4.60554260e-01  1.54941501e+02 -1.43668454e+02 -1.98476190e-02
  1.54452760e+02 -1.43183331e+02  4.66305180e-01  1.54938851e+02
 -1.43687343e+02 -2.03998845e-02  1.54444441e+02 -1.43173944e+02
  4.63973974e-01  1.54934985e+02]
Niter:  4 row:  183 ngroup:  26 nlines:  6489 gd:  6023
[ 1.20937518e-10 -1.03149016e-05 -2.82907507e-01  1.61509649e+04
 -1.43659283e+02 -1.69693959e-02  1.54456568e+02 -1.43172132e+02
  4.63795636e-01  1.54935225e+02 -1.43662281e+02 -2.19305534e-02
  1.54451415e+02 -1.43149774e+02  4.74122874e-01  1.54940203e+02
 -1.43675173e+02  5.46478599e-03  1.54456300e+02 -1.43161182e+02
  4.63707337e-01  1.54947344e+02 -1.43646071e+02 -2.02325849e-02
  1.54450188e+02 -1.43181252e+02  4.53571839e-01  1.54937105e+02
 -1.43673553e+02 -1.74467840e-02  1.54461001e+02 -1.43160982e+02
  4.47485604e-01  1.54942211e+02 -1.43674702e+02 -2.32248316e-02
  1.54456368e+02 -1.43168717e+02  4.47008320e-01  1.54943349e+02
 -1.43668864e+02 -1.69314082e-02  1.54440371e+02 -1.43171465e+02
  4.43622289e-01  1.54946830e+02 -1.43657673e+02 -2.23133399e-02
  1.54452052e+02 -1.43147453e+02  4.65053369e-01  1.54943584e+02
 -1.43684885e+02 -2.41151593e-02  1.54452302e+02 -1.43163017e+02
  4.52918991e-01  1.54936718e+02 -1.43686138e+02 -1.13281801e-02
  1.54455049e+02 -1.43196254e+02  4.64253337e-01  1.54943981e+02
 -1.43672062e+02 -1.93649339e-02  1.54445793e+02 -1.43182782e+02
  4.60554260e-01  1.54941501e+02 -1.43668454e+02 -1.98476190e-02
  1.54452760e+02 -1.43183331e+02  4.66305180e-01  1.54938851e+02
 -1.43687343e+02 -2.03998845e-02  1.54444441e+02 -1.43173944e+02
  4.63973974e-01  1.54934985e+02]
res:  6023 -0.0002571763634477975 0.015503340402574395 0.02486806386396797
[ 1.20937530e-10 -1.03149006e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
Niter:  5 row:  183 ngroup:  26 nlines:  6489 gd:  6023
[ 1.20937530e-10 -1.03149006e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
res:  6023 -0.00045163576578488573 0.015556738488157862 0.024864624492260984
[ 1.20968762e-10 -1.03149006e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
Niter:  6 row:  183 ngroup:  26 nlines:  6489 gd:  6023
[ 1.20968762e-10 -1.03149006e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
res:  6023 -0.0004893863424513256 0.015491191603359766 0.024862290010224757
[ 1.20943074e-10 -1.03148552e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
Saving figure to  wave_resid_43670005_fiber183.png
Final values:
res:  -0.0004893863424513256 0.024862290010224757
pars:  [ 1.20943074e-10 -1.03148552e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
183 [ 1.20943074e-10 -1.03148552e-05 -2.82907479e-01  1.61509632e+04
 -1.43668160e+02 -2.26318047e-02  1.54453770e+02 -1.43181069e+02
  4.58100516e-01  1.54932384e+02 -1.43671143e+02 -2.75842619e-02
  1.54448576e+02 -1.43158672e+02  4.68411399e-01  1.54937365e+02
 -1.43684070e+02 -2.12358739e-04  1.54453464e+02 -1.43170021e+02
  4.58013058e-01  1.54946366e+02 -1.43649657e+02 -2.59230144e-02
  1.54447318e+02 -1.43190181e+02  4.47883253e-01  1.54934315e+02
 -1.43682514e+02 -2.31183360e-02  1.54458166e+02 -1.43169950e+02
  4.41811918e-01  1.54939339e+02 -1.43683611e+02 -2.89028515e-02
  1.54453497e+02 -1.43177503e+02  4.41317786e-01  1.54940539e+02
 -1.43677695e+02 -2.25844213e-02  1.54437628e+02 -1.43180431e+02
  4.37936910e-01  1.54943970e+02 -1.43666647e+02 -2.79731219e-02
  1.54449233e+02 -1.43156431e+02  4.59358905e-01  1.54940717e+02
 -1.43693755e+02 -2.98022850e-02  1.54449467e+02 -1.43171951e+02
  4.47216447e-01  1.54933902e+02 -1.43695028e+02 -1.70379097e-02
  1.54452211e+02 -1.43205171e+02  4.58535213e-01  1.54940995e+02
 -1.43680841e+02 -2.50285046e-02  1.54443000e+02 -1.43191715e+02
  4.54848403e-01  1.54938680e+02 -1.43677405e+02 -2.55152884e-02
  1.54449947e+02 -1.43192252e+02  4.60608111e-01  1.54936029e+02
 -1.43696283e+02 -2.60786119e-02  1.54441569e+02 -1.43182840e+02
  4.58281658e-01  1.54932135e+02]
--- Row 185/300 row=184 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  184
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=184 ---
Niter:  0 row:  184 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 -0.0011895512625414995 0.016232023309385113 0.03838510259780224
[ 1.20069580e-10 -1.03117927e-05 -2.82891713e-01  1.61509902e+04
 -1.43644030e+02  1.09003379e-13  1.54586344e+02]
Niter:  1 row:  184 ngroup:  1 nlines:  246 gd:  228
[ 1.20069580e-10 -1.03117927e-05 -2.82891713e-01  1.61509902e+04
 -1.43644030e+02  1.09003379e-13  1.54586344e+02]
res:  228 -0.0001591110194567591 0.01727459074027138 0.023607646638535842
[ 1.20370508e-10 -1.03129870e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
Niter:  2 row:  184 ngroup:  1 nlines:  246 gd:  229
[ 1.20370508e-10 -1.03129870e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
res:  229 -6.824098363722442e-05 0.017413558462067158 0.02408156155722669
[ 1.20356932e-10 -1.03129870e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
Niter:  3 row:  184 ngroup:  1 nlines:  246 gd:  229
[ 1.20356932e-10 -1.03129870e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
res:  229 -6.476797625509789e-05 0.01730773885083181 0.024081612558588938
[ 1.20367685e-10 -1.03130070e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
Niter:  4 row:  184 ngroup:  1 nlines:  246 gd:  229
[ 1.20367685e-10 -1.03130070e-05 -2.82899199e-01  1.61509947e+04
 -1.43578185e+02  1.14659566e-11  1.54540208e+02]
res:  229 0.00024980636680993484 0.016975964168523205 0.024075744565827367
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
Niter:  5 row:  184 ngroup:  1 nlines:  246 gd:  229
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
res:  229 0.00024980636680993484 0.016975964168523205 0.024075744565827367
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
Niter:  6 row:  184 ngroup:  1 nlines:  246 gd:  229
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
res:  229 0.00024980636680993484 0.016975964168523205 0.024075744565827367
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
Final values:
res:  0.00024980636680993484 0.024075744565827367
pars:  [ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
184 [ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02]
elapsed: 2.9 sec.
Niter:  0 row:  184 ngroup:  26 nlines:  6308 gd:  6308
[ 1.20416746e-10 -1.03128696e-05 -2.82899315e-01  1.61509947e+04
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02 -1.43577174e+02  8.57923185e-09
  1.54545282e+02 -1.43577174e+02  8.57923185e-09  1.54545282e+02
 -1.43577174e+02  8.57923185e-09  1.54545282e+02 -1.43577174e+02
  8.57923185e-09  1.54545282e+02]
res:  6308 -0.0003138509518976207 0.015395804319268791 0.037220573010415176
[ 1.20416758e-10 -1.03128706e-05 -2.82899287e-01  1.61509931e+04
 -1.43603356e+02  8.34771374e-03  1.54539075e+02 -1.43093766e+02
  4.89960125e-01  1.55030323e+02 -1.43609726e+02 -2.02038423e-03
  1.54533707e+02 -1.43122818e+02  4.71236779e-01  1.55028428e+02
 -1.43586469e+02  2.72201199e-02  1.54531652e+02 -1.43112241e+02
  5.11653847e-01  1.55026610e+02 -1.43602504e+02 -9.67787038e-03
  1.54530106e+02 -1.43111241e+02  4.67385949e-01  1.55025149e+02
 -1.43619421e+02  1.00146596e-02  1.54540460e+02 -1.43113342e+02
  4.80996089e-01  1.55031073e+02 -1.43614499e+02 -3.08443326e-02
  1.54543439e+02 -1.43130161e+02  4.74102808e-01  1.55031623e+02
 -1.43625574e+02 -1.95478136e-02  1.54534348e+02 -1.43123508e+02
  4.84030951e-01  1.55032479e+02 -1.43611983e+02  4.77977210e-03
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  4.62458399e-01  1.55029704e+02]
Niter:  1 row:  184 ngroup:  26 nlines:  6308 gd:  5825
[ 1.20416758e-10 -1.03128706e-05 -2.82899287e-01  1.61509931e+04
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  4.70656680e-01  1.55038158e+02 -1.43591022e+02 -7.85744751e-03
  1.54539119e+02 -1.43121359e+02  4.98891169e-01  1.55033937e+02
 -1.43618217e+02 -1.78358916e-02  1.54541396e+02 -1.43144405e+02
  5.00070638e-01  1.55027281e+02 -1.43654153e+02  2.80150567e-03
  1.54529533e+02 -1.43090296e+02  4.74188405e-01  1.55027544e+02
 -1.43611350e+02  4.54687202e-03  1.54529991e+02 -1.43098876e+02
  4.62458399e-01  1.55029704e+02]
res:  5825 -0.0005023340763727902 0.015273773189619533 0.024792256073035483
[ 1.20416770e-10 -1.03128716e-05 -2.82899259e-01  1.61509914e+04
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 -1.43630147e+02 -1.60856306e-02  1.54528240e+02 -1.43122915e+02
  4.62892145e-01  1.55025796e+02]
Niter:  2 row:  184 ngroup:  26 nlines:  6308 gd:  5815
[ 1.20416770e-10 -1.03128716e-05 -2.82899259e-01  1.61509914e+04
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  1.54538161e+02 -1.43106366e+02  4.76889248e-01  1.55031908e+02
 -1.43626757e+02 -1.62987287e-02  1.54538578e+02 -1.43140444e+02
  4.85158572e-01  1.55020059e+02 -1.43643500e+02 -1.86001763e-02
  1.54521815e+02 -1.43116489e+02  4.68618472e-01  1.55020541e+02
 -1.43630147e+02 -1.60856306e-02  1.54528240e+02 -1.43122915e+02
  4.62892145e-01  1.55025796e+02]
res:  5815 -0.000526225837347738 0.015323498902034771 0.024600006264125982
[ 1.20416782e-10 -1.03128727e-05 -2.82899231e-01  1.61509898e+04
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Niter:  3 row:  184 ngroup:  26 nlines:  6308 gd:  5812
[ 1.20416782e-10 -1.03128727e-05 -2.82899231e-01  1.61509898e+04
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 -1.43633754e+02 -2.19700426e-02  1.54533826e+02 -1.43147430e+02
  4.76047210e-01  1.55015300e+02 -1.43645869e+02 -2.42892032e-02
  1.54517057e+02 -1.43123493e+02  4.62923106e-01  1.55015783e+02
 -1.43642741e+02 -2.97894181e-02  1.54523483e+02 -1.43129934e+02
  4.57187914e-01  1.55021036e+02]
res:  5812 -0.0004192069181954139 0.015351240663221688 0.024508379896421666
[ 1.20392074e-10 -1.03132490e-05 -2.82897987e-01  1.61509914e+04
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Niter:  4 row:  184 ngroup:  26 nlines:  6308 gd:  5814
[ 1.20392074e-10 -1.03132490e-05 -2.82897987e-01  1.61509914e+04
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 -1.43652916e+02 -2.41114073e-02  1.54529914e+02 -1.43140505e+02
  4.62674772e-01  1.55027499e+02]
res:  5814 -0.00046936825856391806 0.015352329975939938 0.024531915591134268
[ 1.20392062e-10 -1.03132500e-05 -2.82897959e-01  1.61509898e+04
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Niter:  5 row:  184 ngroup:  26 nlines:  6308 gd:  5815
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 -1.43650332e+02 -2.20858972e-02  1.54535385e+02 -1.43163851e+02
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 -1.43659312e+02 -3.00054581e-02  1.54525047e+02 -1.43146847e+02
  4.56783844e-01  1.55022635e+02]
res:  5815 -0.00017651152211328736 0.015424038955643482 0.024531293972957405
[ 1.20428571e-10 -1.03136778e-05 -2.82898028e-01  1.61509914e+04
 -1.43617271e+02 -1.21928483e-02  1.54531287e+02 -1.43114675e+02
  4.70611622e-01  1.55022377e+02 -1.43641030e+02 -1.50369906e-02
  1.54529765e+02 -1.43154646e+02  4.64618327e-01  1.55022188e+02
 -1.43615322e+02  8.09202090e-03  1.54520061e+02 -1.43148994e+02
  4.78814172e-01  1.55014325e+02 -1.43637617e+02 -3.93547504e-02
  1.54521498e+02 -1.43150003e+02  4.51196760e-01  1.55012180e+02
 -1.43643574e+02 -2.39770935e-02  1.54531849e+02 -1.43133771e+02
  4.80267201e-01  1.55017480e+02 -1.43661219e+02 -3.74095243e-02
  1.54537259e+02 -1.43140997e+02  4.56323974e-01  1.55020766e+02
 -1.43634725e+02 -3.50291497e-02  1.54530247e+02 -1.43155163e+02
  4.72300283e-01  1.55025862e+02 -1.43632947e+02 -1.67705282e-02
  1.54537223e+02 -1.43101578e+02  4.54276623e-01  1.55030886e+02
 -1.43642023e+02 -3.04976102e-02  1.54533329e+02 -1.43144522e+02
  4.65690255e-01  1.55024671e+02 -1.43639808e+02 -2.81364558e-02
  1.54535959e+02 -1.43132151e+02  4.76118718e-01  1.55027581e+02
 -1.43652488e+02 -1.68830925e-02  1.54534270e+02 -1.43165910e+02
  4.77292164e-01  1.55015828e+02 -1.43665094e+02 -1.93476708e-02
  1.54517583e+02 -1.43147563e+02  4.67777690e-01  1.55016299e+02
 -1.43661434e+02 -2.48082008e-02  1.54523979e+02 -1.43149281e+02
  4.61985547e-01  1.55021607e+02]
Niter:  6 row:  184 ngroup:  26 nlines:  6308 gd:  5822
[ 1.20428571e-10 -1.03136778e-05 -2.82898028e-01  1.61509914e+04
 -1.43617271e+02 -1.21928483e-02  1.54531287e+02 -1.43114675e+02
  4.70611622e-01  1.55022377e+02 -1.43641030e+02 -1.50369906e-02
  1.54529765e+02 -1.43154646e+02  4.64618327e-01  1.55022188e+02
 -1.43615322e+02  8.09202090e-03  1.54520061e+02 -1.43148994e+02
  4.78814172e-01  1.55014325e+02 -1.43637617e+02 -3.93547504e-02
  1.54521498e+02 -1.43150003e+02  4.51196760e-01  1.55012180e+02
 -1.43643574e+02 -2.39770935e-02  1.54531849e+02 -1.43133771e+02
  4.80267201e-01  1.55017480e+02 -1.43661219e+02 -3.74095243e-02
  1.54537259e+02 -1.43140997e+02  4.56323974e-01  1.55020766e+02
 -1.43634725e+02 -3.50291497e-02  1.54530247e+02 -1.43155163e+02
  4.72300283e-01  1.55025862e+02 -1.43632947e+02 -1.67705282e-02
  1.54537223e+02 -1.43101578e+02  4.54276623e-01  1.55030886e+02
 -1.43642023e+02 -3.04976102e-02  1.54533329e+02 -1.43144522e+02
  4.65690255e-01  1.55024671e+02 -1.43639808e+02 -2.81364558e-02
  1.54535959e+02 -1.43132151e+02  4.76118718e-01  1.55027581e+02
 -1.43652488e+02 -1.68830925e-02  1.54534270e+02 -1.43165910e+02
  4.77292164e-01  1.55015828e+02 -1.43665094e+02 -1.93476708e-02
  1.54517583e+02 -1.43147563e+02  4.67777690e-01  1.55016299e+02
 -1.43661434e+02 -2.48082008e-02  1.54523979e+02 -1.43149281e+02
  4.61985547e-01  1.55021607e+02]
res:  5822 -0.00018635379637998994 0.015416034833833692 0.024627529951003146
[ 1.20425814e-10 -1.03136778e-05 -2.82898028e-01  1.61509914e+04
 -1.43617271e+02 -1.21928483e-02  1.54531287e+02 -1.43114675e+02
  4.70611622e-01  1.55022377e+02 -1.43641030e+02 -1.50369906e-02
  1.54529765e+02 -1.43154646e+02  4.64618327e-01  1.55022188e+02
 -1.43615322e+02  8.09202090e-03  1.54520061e+02 -1.43148994e+02
  4.78814172e-01  1.55014325e+02 -1.43637617e+02 -3.93547504e-02
  1.54521498e+02 -1.43150003e+02  4.51196760e-01  1.55012180e+02
 -1.43643574e+02 -2.39770935e-02  1.54531849e+02 -1.43133771e+02
  4.80267201e-01  1.55017480e+02 -1.43661219e+02 -3.74095243e-02
  1.54537259e+02 -1.43140997e+02  4.56323974e-01  1.55020766e+02
 -1.43634725e+02 -3.50291497e-02  1.54530247e+02 -1.43155163e+02
  4.72300283e-01  1.55025862e+02 -1.43632947e+02 -1.67705282e-02
  1.54537223e+02 -1.43101578e+02  4.54276623e-01  1.55030886e+02
 -1.43642023e+02 -3.04976102e-02  1.54533329e+02 -1.43144522e+02
  4.65690255e-01  1.55024671e+02 -1.43639808e+02 -2.81364558e-02
  1.54535959e+02 -1.43132151e+02  4.76118718e-01  1.55027581e+02
 -1.43652488e+02 -1.68830925e-02  1.54534270e+02 -1.43165910e+02
  4.77292164e-01  1.55015828e+02 -1.43665094e+02 -1.93476708e-02
  1.54517583e+02 -1.43147563e+02  4.67777690e-01  1.55016299e+02
 -1.43661434e+02 -2.48082008e-02  1.54523979e+02 -1.43149281e+02
  4.61985547e-01  1.55021607e+02]
Saving figure to  wave_resid_43670005_fiber184.png
Final values:
res:  -0.00018635379637998994 0.024627529951003146
pars:  [ 1.20425814e-10 -1.03136778e-05 -2.82898028e-01  1.61509914e+04
 -1.43617271e+02 -1.21928483e-02  1.54531287e+02 -1.43114675e+02
  4.70611622e-01  1.55022377e+02 -1.43641030e+02 -1.50369906e-02
  1.54529765e+02 -1.43154646e+02  4.64618327e-01  1.55022188e+02
 -1.43615322e+02  8.09202090e-03  1.54520061e+02 -1.43148994e+02
  4.78814172e-01  1.55014325e+02 -1.43637617e+02 -3.93547504e-02
  1.54521498e+02 -1.43150003e+02  4.51196760e-01  1.55012180e+02
 -1.43643574e+02 -2.39770935e-02  1.54531849e+02 -1.43133771e+02
  4.80267201e-01  1.55017480e+02 -1.43661219e+02 -3.74095243e-02
  1.54537259e+02 -1.43140997e+02  4.56323974e-01  1.55020766e+02
 -1.43634725e+02 -3.50291497e-02  1.54530247e+02 -1.43155163e+02
  4.72300283e-01  1.55025862e+02 -1.43632947e+02 -1.67705282e-02
  1.54537223e+02 -1.43101578e+02  4.54276623e-01  1.55030886e+02
 -1.43642023e+02 -3.04976102e-02  1.54533329e+02 -1.43144522e+02
  4.65690255e-01  1.55024671e+02 -1.43639808e+02 -2.81364558e-02
  1.54535959e+02 -1.43132151e+02  4.76118718e-01  1.55027581e+02
 -1.43652488e+02 -1.68830925e-02  1.54534270e+02 -1.43165910e+02
  4.77292164e-01  1.55015828e+02 -1.43665094e+02 -1.93476708e-02
  1.54517583e+02 -1.43147563e+02  4.67777690e-01  1.55016299e+02
 -1.43661434e+02 -2.48082008e-02  1.54523979e+02 -1.43149281e+02
  4.61985547e-01  1.55021607e+02]
184 [ 1.20425814e-10 -1.03136778e-05 -2.82898028e-01  1.61509914e+04
 -1.43617271e+02 -1.21928483e-02  1.54531287e+02 -1.43114675e+02
  4.70611622e-01  1.55022377e+02 -1.43641030e+02 -1.50369906e-02
  1.54529765e+02 -1.43154646e+02  4.64618327e-01  1.55022188e+02
 -1.43615322e+02  8.09202090e-03  1.54520061e+02 -1.43148994e+02
  4.78814172e-01  1.55014325e+02 -1.43637617e+02 -3.93547504e-02
  1.54521498e+02 -1.43150003e+02  4.51196760e-01  1.55012180e+02
 -1.43643574e+02 -2.39770935e-02  1.54531849e+02 -1.43133771e+02
  4.80267201e-01  1.55017480e+02 -1.43661219e+02 -3.74095243e-02
  1.54537259e+02 -1.43140997e+02  4.56323974e-01  1.55020766e+02
 -1.43634725e+02 -3.50291497e-02  1.54530247e+02 -1.43155163e+02
  4.72300283e-01  1.55025862e+02 -1.43632947e+02 -1.67705282e-02
  1.54537223e+02 -1.43101578e+02  4.54276623e-01  1.55030886e+02
 -1.43642023e+02 -3.04976102e-02  1.54533329e+02 -1.43144522e+02
  4.65690255e-01  1.55024671e+02 -1.43639808e+02 -2.81364558e-02
  1.54535959e+02 -1.43132151e+02  4.76118718e-01  1.55027581e+02
 -1.43652488e+02 -1.68830925e-02  1.54534270e+02 -1.43165910e+02
  4.77292164e-01  1.55015828e+02 -1.43665094e+02 -1.93476708e-02
  1.54517583e+02 -1.43147563e+02  4.67777690e-01  1.55016299e+02
 -1.43661434e+02 -2.48082008e-02  1.54523979e+02 -1.43149281e+02
  4.61985547e-01  1.55021607e+02]
--- Row 186/300 row=185 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  185
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=185 ---
Niter:  0 row:  185 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.001672489357588347 0.013501338138667052 0.034174618057242506
[ 1.20597817e-10 -1.03139942e-05 -2.82901909e-01  1.61510241e+04
 -1.43612923e+02 -2.01093641e-13  1.54507105e+02]
Niter:  1 row:  185 ngroup:  1 nlines:  243 gd:  223
[ 1.20597817e-10 -1.03139942e-05 -2.82901909e-01  1.61510241e+04
 -1.43612923e+02 -2.01093641e-13  1.54507105e+02]
res:  223 -0.0003657278630271321 0.013959426656583673 0.020960569325564192
[ 1.20619622e-10 -1.03138637e-05 -2.82902146e-01  1.61510297e+04
 -1.43582235e+02  2.61048311e-12  1.54527582e+02]
Niter:  2 row:  185 ngroup:  1 nlines:  243 gd:  225
[ 1.20619622e-10 -1.03138637e-05 -2.82902146e-01  1.61510297e+04
 -1.43582235e+02  2.61048311e-12  1.54527582e+02]
res:  225 -0.0008485281832690816 0.014211331717888243 0.02156714224140608
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
Niter:  3 row:  185 ngroup:  1 nlines:  243 gd:  225
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
res:  225 -0.0008485281832690816 0.014211331717888243 0.02156714224140608
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
Niter:  4 row:  185 ngroup:  1 nlines:  243 gd:  225
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
res:  225 -0.0008485281832690816 0.014211331717888243 0.02156714224140608
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
Niter:  5 row:  185 ngroup:  1 nlines:  243 gd:  225
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
res:  225 -0.0008485281832690816 0.014211331717888243 0.02156714224140608
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
Niter:  6 row:  185 ngroup:  1 nlines:  243 gd:  225
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
res:  225 -0.0008485281832690816 0.014211331717888243 0.02156714224140608
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
Final values:
res:  -0.0008485281832690816 0.02156714224140608
pars:  [ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
185 [ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02]
elapsed: 2.9 sec.
Niter:  0 row:  185 ngroup:  26 nlines:  6447 gd:  6447
[ 1.20782420e-10 -1.03139379e-05 -2.82904523e-01  1.61510315e+04
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02 -1.43563224e+02 -3.60510831e-11
  1.54521938e+02 -1.43563224e+02 -3.60510831e-11  1.54521938e+02
 -1.43563224e+02 -3.60510831e-11  1.54521938e+02 -1.43563224e+02
 -3.60510831e-11  1.54521938e+02]
res:  6447 -0.000491721953949309 0.015086001818417571 0.035956599472243105
[ 1.20782432e-10 -1.03139368e-05 -2.82904495e-01  1.61510298e+04
 -1.43574646e+02  2.09095843e-02  1.54515241e+02 -1.43105085e+02
  4.94937551e-01  1.55013445e+02 -1.43583656e+02  3.44973161e-02
  1.54511866e+02 -1.43076412e+02  5.11171798e-01  1.55012493e+02
 -1.43574508e+02  2.65646425e-02  1.54519967e+02 -1.43088872e+02
  5.05438312e-01  1.55015287e+02 -1.43567653e+02  8.57075965e-03
  1.54514991e+02 -1.43062889e+02  5.33114534e-01  1.55011511e+02
 -1.43592801e+02  1.61210712e-02  1.54509101e+02 -1.43069919e+02
  5.06632188e-01  1.55006875e+02 -1.43601273e+02  3.27119535e-02
  1.54504386e+02 -1.43073506e+02  5.17336895e-01  1.55002065e+02
 -1.43594733e+02  2.02807017e-02  1.54508618e+02 -1.43101444e+02
  5.06493812e-01  1.55003405e+02 -1.43575709e+02  3.65058208e-02
  1.54521479e+02 -1.43084495e+02  5.11923851e-01  1.55017237e+02
 -1.43600595e+02  1.05073693e-03  1.54511400e+02 -1.43080671e+02
  5.01470729e-01  1.55006717e+02 -1.43569488e+02  5.31986966e-02
  1.54506756e+02 -1.43056617e+02  4.96433447e-01  1.55015975e+02
 -1.43595078e+02  1.86196477e-02  1.54509603e+02 -1.43113177e+02
  5.02815571e-01  1.55004495e+02 -1.43604415e+02  2.74652996e-02
  1.54508060e+02 -1.43097608e+02  5.00404311e-01  1.55019786e+02
 -1.43599281e+02  5.42565549e-03  1.54509892e+02 -1.43110461e+02
  5.12951391e-01  1.55002706e+02]
Niter:  1 row:  185 ngroup:  26 nlines:  6447 gd:  5968
[ 1.20782432e-10 -1.03139368e-05 -2.82904495e-01  1.61510298e+04
 -1.43574646e+02  2.09095843e-02  1.54515241e+02 -1.43105085e+02
  4.94937551e-01  1.55013445e+02 -1.43583656e+02  3.44973161e-02
  1.54511866e+02 -1.43076412e+02  5.11171798e-01  1.55012493e+02
 -1.43574508e+02  2.65646425e-02  1.54519967e+02 -1.43088872e+02
  5.05438312e-01  1.55015287e+02 -1.43567653e+02  8.57075965e-03
  1.54514991e+02 -1.43062889e+02  5.33114534e-01  1.55011511e+02
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  5.06632188e-01  1.55006875e+02 -1.43601273e+02  3.27119535e-02
  1.54504386e+02 -1.43073506e+02  5.17336895e-01  1.55002065e+02
 -1.43594733e+02  2.02807017e-02  1.54508618e+02 -1.43101444e+02
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  1.54521479e+02 -1.43084495e+02  5.11923851e-01  1.55017237e+02
 -1.43600595e+02  1.05073693e-03  1.54511400e+02 -1.43080671e+02
  5.01470729e-01  1.55006717e+02 -1.43569488e+02  5.31986966e-02
  1.54506756e+02 -1.43056617e+02  4.96433447e-01  1.55015975e+02
 -1.43595078e+02  1.86196477e-02  1.54509603e+02 -1.43113177e+02
  5.02815571e-01  1.55004495e+02 -1.43604415e+02  2.74652996e-02
  1.54508060e+02 -1.43097608e+02  5.00404311e-01  1.55019786e+02
 -1.43599281e+02  5.42565549e-03  1.54509892e+02 -1.43110461e+02
  5.12951391e-01  1.55002706e+02]
res:  5968 -0.0006916036691109184 0.014982327935285866 0.023937760429782316
[ 1.20782444e-10 -1.03139379e-05 -2.82904466e-01  1.61510282e+04
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  4.99396363e-01  1.54999582e+02]
Niter:  2 row:  185 ngroup:  26 nlines:  6447 gd:  5963
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 -1.43581328e+02 -2.65326224e-03  1.54505186e+02 -1.43110841e+02
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  1.54505423e+02 -1.43096312e+02  5.00838289e-01  1.55006987e+02
 -1.43593465e+02 -1.32252769e-02  1.54508913e+02 -1.43106018e+02
  4.99396363e-01  1.54999582e+02]
res:  5963 -0.000717692899343092 0.014968459057854488 0.023832911795428312
[ 1.20782456e-10 -1.03139389e-05 -2.82904438e-01  1.61510266e+04
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Niter:  3 row:  185 ngroup:  26 nlines:  6447 gd:  5964
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 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
res:  5964 -0.0009676620829850435 0.015031258204544429 0.0238404712609988
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Niter:  4 row:  185 ngroup:  26 nlines:  6447 gd:  5964
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res:  5964 -0.0009605218565411633 0.015034143041702919 0.023841124729581657
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Niter:  5 row:  185 ngroup:  26 nlines:  6447 gd:  5965
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res:  5965 -0.0009629540745663689 0.015031930004624883 0.023854358941064444
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  4.89688759e-01  1.55001411e+02 -1.43611911e+02 -9.49802449e-03
  1.54500667e+02 -1.43103295e+02  4.98283081e-01  1.54998384e+02
 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
Niter:  6 row:  185 ngroup:  26 nlines:  6447 gd:  5966
[ 1.20812338e-10 -1.03139399e-05 -2.82904438e-01  1.61510266e+04
 -1.43593685e+02 -1.71085619e-02  1.54507714e+02 -1.43090512e+02
  4.84765308e-01  1.54997954e+02 -1.43607289e+02 -5.18152289e-03
  1.54506881e+02 -1.43081115e+02  4.75897337e-01  1.55007055e+02
 -1.43588949e+02  1.06247615e-02  1.54511629e+02 -1.43115863e+02
  5.01119295e-01  1.55007631e+02 -1.43595404e+02 -1.55950680e-02
  1.54508310e+02 -1.43100376e+02  5.02806395e-01  1.55003746e+02
 -1.43600766e+02 -3.60829835e-03  1.54499593e+02 -1.43093787e+02
  4.71404161e-01  1.55003959e+02 -1.43623155e+02  3.06486365e-03
  1.54497184e+02 -1.43087472e+02  4.86623537e-01  1.54996434e+02
 -1.43612827e+02  7.54020099e-03  1.54503539e+02 -1.43097947e+02
  4.84252819e-01  1.54999318e+02 -1.43605301e+02 -6.52304403e-03
  1.54517341e+02 -1.43096994e+02  4.96133775e-01  1.55007259e+02
 -1.43595701e+02 -2.36249070e-02  1.54503808e+02 -1.43089877e+02
  4.76486491e-01  1.54994524e+02 -1.43592657e+02  1.50589287e-02
  1.54500604e+02 -1.43085543e+02  4.91829255e-01  1.55006455e+02
 -1.43588308e+02 -1.49558239e-02  1.54500435e+02 -1.43117839e+02
  4.89688759e-01  1.55001411e+02 -1.43611911e+02 -9.49802449e-03
  1.54500667e+02 -1.43103295e+02  4.98283081e-01  1.54998384e+02
 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
res:  5966 -0.0009617146642995067 0.015027461493446026 0.023868390802856975
[ 1.20812542e-10 -1.03139399e-05 -2.82904438e-01  1.61510266e+04
 -1.43593685e+02 -1.71085619e-02  1.54507714e+02 -1.43090512e+02
  4.84765308e-01  1.54997954e+02 -1.43607289e+02 -5.18152289e-03
  1.54506881e+02 -1.43081115e+02  4.75897337e-01  1.55007055e+02
 -1.43588949e+02  1.06247615e-02  1.54511629e+02 -1.43115863e+02
  5.01119295e-01  1.55007631e+02 -1.43595404e+02 -1.55950680e-02
  1.54508310e+02 -1.43100376e+02  5.02806395e-01  1.55003746e+02
 -1.43600766e+02 -3.60829835e-03  1.54499593e+02 -1.43093787e+02
  4.71404161e-01  1.55003959e+02 -1.43623155e+02  3.06486365e-03
  1.54497184e+02 -1.43087472e+02  4.86623537e-01  1.54996434e+02
 -1.43612827e+02  7.54020099e-03  1.54503539e+02 -1.43097947e+02
  4.84252819e-01  1.54999318e+02 -1.43605301e+02 -6.52304403e-03
  1.54517341e+02 -1.43096994e+02  4.96133775e-01  1.55007259e+02
 -1.43595701e+02 -2.36249070e-02  1.54503808e+02 -1.43089877e+02
  4.76486491e-01  1.54994524e+02 -1.43592657e+02  1.50589287e-02
  1.54500604e+02 -1.43085543e+02  4.91829255e-01  1.55006455e+02
 -1.43588308e+02 -1.49558239e-02  1.54500435e+02 -1.43117839e+02
  4.89688759e-01  1.55001411e+02 -1.43611911e+02 -9.49802449e-03
  1.54500667e+02 -1.43103295e+02  4.98283081e-01  1.54998384e+02
 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
Saving figure to  wave_resid_43670005_fiber185.png
Final values:
res:  -0.0009617146642995067 0.023868390802856975
pars:  [ 1.20812542e-10 -1.03139399e-05 -2.82904438e-01  1.61510266e+04
 -1.43593685e+02 -1.71085619e-02  1.54507714e+02 -1.43090512e+02
  4.84765308e-01  1.54997954e+02 -1.43607289e+02 -5.18152289e-03
  1.54506881e+02 -1.43081115e+02  4.75897337e-01  1.55007055e+02
 -1.43588949e+02  1.06247615e-02  1.54511629e+02 -1.43115863e+02
  5.01119295e-01  1.55007631e+02 -1.43595404e+02 -1.55950680e-02
  1.54508310e+02 -1.43100376e+02  5.02806395e-01  1.55003746e+02
 -1.43600766e+02 -3.60829835e-03  1.54499593e+02 -1.43093787e+02
  4.71404161e-01  1.55003959e+02 -1.43623155e+02  3.06486365e-03
  1.54497184e+02 -1.43087472e+02  4.86623537e-01  1.54996434e+02
 -1.43612827e+02  7.54020099e-03  1.54503539e+02 -1.43097947e+02
  4.84252819e-01  1.54999318e+02 -1.43605301e+02 -6.52304403e-03
  1.54517341e+02 -1.43096994e+02  4.96133775e-01  1.55007259e+02
 -1.43595701e+02 -2.36249070e-02  1.54503808e+02 -1.43089877e+02
  4.76486491e-01  1.54994524e+02 -1.43592657e+02  1.50589287e-02
  1.54500604e+02 -1.43085543e+02  4.91829255e-01  1.55006455e+02
 -1.43588308e+02 -1.49558239e-02  1.54500435e+02 -1.43117839e+02
  4.89688759e-01  1.55001411e+02 -1.43611911e+02 -9.49802449e-03
  1.54500667e+02 -1.43103295e+02  4.98283081e-01  1.54998384e+02
 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
185 [ 1.20812542e-10 -1.03139399e-05 -2.82904438e-01  1.61510266e+04
 -1.43593685e+02 -1.71085619e-02  1.54507714e+02 -1.43090512e+02
  4.84765308e-01  1.54997954e+02 -1.43607289e+02 -5.18152289e-03
  1.54506881e+02 -1.43081115e+02  4.75897337e-01  1.55007055e+02
 -1.43588949e+02  1.06247615e-02  1.54511629e+02 -1.43115863e+02
  5.01119295e-01  1.55007631e+02 -1.43595404e+02 -1.55950680e-02
  1.54508310e+02 -1.43100376e+02  5.02806395e-01  1.55003746e+02
 -1.43600766e+02 -3.60829835e-03  1.54499593e+02 -1.43093787e+02
  4.71404161e-01  1.55003959e+02 -1.43623155e+02  3.06486365e-03
  1.54497184e+02 -1.43087472e+02  4.86623537e-01  1.54996434e+02
 -1.43612827e+02  7.54020099e-03  1.54503539e+02 -1.43097947e+02
  4.84252819e-01  1.54999318e+02 -1.43605301e+02 -6.52304403e-03
  1.54517341e+02 -1.43096994e+02  4.96133775e-01  1.55007259e+02
 -1.43595701e+02 -2.36249070e-02  1.54503808e+02 -1.43089877e+02
  4.76486491e-01  1.54994524e+02 -1.43592657e+02  1.50589287e-02
  1.54500604e+02 -1.43085543e+02  4.91829255e-01  1.55006455e+02
 -1.43588308e+02 -1.49558239e-02  1.54500435e+02 -1.43117839e+02
  4.89688759e-01  1.55001411e+02 -1.43611911e+02 -9.49802449e-03
  1.54500667e+02 -1.43103295e+02  4.98283081e-01  1.54998384e+02
 -1.43594998e+02 -1.89160037e-02  1.54506195e+02 -1.43113008e+02
  4.93701598e-01  1.54994827e+02]
--- Row 187/300 row=186 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  186
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=186 ---
Niter:  0 row:  186 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.002418030359876866 0.013673423706677568 0.038232379981923505
[ 1.21057588e-10 -1.03137657e-05 -2.82901963e-01  1.61510430e+04
 -1.43637260e+02 -1.98228296e-14  1.54526259e+02]
Niter:  1 row:  186 ngroup:  1 nlines:  248 gd:  225
[ 1.21057588e-10 -1.03137657e-05 -2.82901963e-01  1.61510430e+04
 -1.43637260e+02 -1.98228296e-14  1.54526259e+02]
res:  225 -0.0013156426666682819 0.013367618012125604 0.022193423211600213
[ 1.21109967e-10 -1.03141748e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
Niter:  2 row:  186 ngroup:  1 nlines:  248 gd:  224
[ 1.21109967e-10 -1.03141748e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
res:  224 -0.0014482034948741784 0.013579186183051206 0.021871072528864045
[ 1.21132937e-10 -1.03141748e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
Niter:  3 row:  186 ngroup:  1 nlines:  248 gd:  224
[ 1.21132937e-10 -1.03141748e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
res:  224 -0.001307204928707506 0.013447942102175148 0.021871492667344714
[ 1.21120397e-10 -1.03142041e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
Niter:  4 row:  186 ngroup:  1 nlines:  248 gd:  224
[ 1.21120397e-10 -1.03142041e-05 -2.82905235e-01  1.61510456e+04
 -1.43591957e+02  2.59001726e-11  1.54512201e+02]
res:  224 -0.0010042279300250812 0.013816159185807919 0.021868058257701266
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
Niter:  5 row:  186 ngroup:  1 nlines:  248 gd:  224
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
res:  224 -0.0010042279300250812 0.013816159185807919 0.021868058257701266
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
Niter:  6 row:  186 ngroup:  1 nlines:  248 gd:  224
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
res:  224 -0.0010042279300250812 0.013816159185807919 0.021868058257701266
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
Final values:
res:  -0.0010042279300250812 0.021868058257701266
pars:  [ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
186 [ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02]
elapsed: 2.9 sec.
Niter:  0 row:  186 ngroup:  26 nlines:  6386 gd:  6386
[ 1.21105405e-10 -1.03142506e-05 -2.82904878e-01  1.61510456e+04
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02 -1.43591853e+02  5.40895020e-09
  1.54513257e+02 -1.43591853e+02  5.40895020e-09  1.54513257e+02
 -1.43591853e+02  5.40895020e-09  1.54513257e+02 -1.43591853e+02
  5.40895020e-09  1.54513257e+02]
res:  6386 1.0997529898304492e-05 0.014563046557668713 0.035266211777708424
[ 1.21105393e-10 -1.03142516e-05 -2.82904850e-01  1.61510440e+04
 -1.43620752e+02  2.51879454e-03  1.54503201e+02 -1.43099209e+02
  4.73549234e-01  1.55005515e+02 -1.43636487e+02 -9.05933799e-03
  1.54508970e+02 -1.43095637e+02  4.78341795e-01  1.55009659e+02
 -1.43581453e+02  2.36482126e-03  1.54511813e+02 -1.43111526e+02
  4.89429951e-01  1.55011519e+02 -1.43604542e+02  1.08697076e-03
  1.54511312e+02 -1.43106989e+02  4.83989311e-01  1.55001895e+02
 -1.43607021e+02 -1.53829618e-02  1.54511385e+02 -1.43109090e+02
  4.84737819e-01  1.55010806e+02 -1.43571130e+02  1.05806758e-02
  1.54506862e+02 -1.43102184e+02  4.75945137e-01  1.54997134e+02
 -1.43598345e+02  9.78570852e-03  1.54500108e+02 -1.43119444e+02
  4.64667511e-01  1.54999459e+02 -1.43607817e+02  5.04212780e-04
  1.54517326e+02 -1.43095507e+02  4.99519223e-01  1.55005744e+02
 -1.43620416e+02 -5.90580687e-03  1.54511415e+02 -1.43104636e+02
  5.08056226e-01  1.55001372e+02 -1.43606744e+02  2.26484477e-02
  1.54508162e+02 -1.43105174e+02  4.94726109e-01  1.55012112e+02
 -1.43618921e+02  3.39089416e-02  1.54500218e+02 -1.43110387e+02
  4.70251947e-01  1.54995060e+02 -1.43622801e+02 -2.56067315e-02
  1.54500908e+02 -1.43120314e+02  4.99109911e-01  1.54999960e+02
 -1.43608037e+02 -4.97498691e-03  1.54499919e+02 -1.43097671e+02
  4.91301785e-01  1.54999912e+02]
Niter:  1 row:  186 ngroup:  26 nlines:  6386 gd:  5898
[ 1.21105393e-10 -1.03142516e-05 -2.82904850e-01  1.61510440e+04
 -1.43620752e+02  2.51879454e-03  1.54503201e+02 -1.43099209e+02
  4.73549234e-01  1.55005515e+02 -1.43636487e+02 -9.05933799e-03
  1.54508970e+02 -1.43095637e+02  4.78341795e-01  1.55009659e+02
 -1.43581453e+02  2.36482126e-03  1.54511813e+02 -1.43111526e+02
  4.89429951e-01  1.55011519e+02 -1.43604542e+02  1.08697076e-03
  1.54511312e+02 -1.43106989e+02  4.83989311e-01  1.55001895e+02
 -1.43607021e+02 -1.53829618e-02  1.54511385e+02 -1.43109090e+02
  4.84737819e-01  1.55010806e+02 -1.43571130e+02  1.05806758e-02
  1.54506862e+02 -1.43102184e+02  4.75945137e-01  1.54997134e+02
 -1.43598345e+02  9.78570852e-03  1.54500108e+02 -1.43119444e+02
  4.64667511e-01  1.54999459e+02 -1.43607817e+02  5.04212780e-04
  1.54517326e+02 -1.43095507e+02  4.99519223e-01  1.55005744e+02
 -1.43620416e+02 -5.90580687e-03  1.54511415e+02 -1.43104636e+02
  5.08056226e-01  1.55001372e+02 -1.43606744e+02  2.26484477e-02
  1.54508162e+02 -1.43105174e+02  4.94726109e-01  1.55012112e+02
 -1.43618921e+02  3.39089416e-02  1.54500218e+02 -1.43110387e+02
  4.70251947e-01  1.54995060e+02 -1.43622801e+02 -2.56067315e-02
  1.54500908e+02 -1.43120314e+02  4.99109911e-01  1.54999960e+02
 -1.43608037e+02 -4.97498691e-03  1.54499919e+02 -1.43097671e+02
  4.91301785e-01  1.54999912e+02]
res:  5898 -0.0005016721206629882 0.014376261832694581 0.023780778784697646
[ 1.21105381e-10 -1.03142527e-05 -2.82904878e-01  1.61510456e+04
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  4.71788353e-01  1.55011982e+02 -1.43639611e+02 -1.28412207e-02
  1.54514098e+02 -1.43099814e+02  4.78444151e-01  1.55015050e+02
 -1.43575304e+02  1.62298800e-03  1.54513747e+02 -1.43121553e+02
  4.81919306e-01  1.55011588e+02 -1.43605197e+02  6.16527646e-03
  1.54520973e+02 -1.43113872e+02  4.73016151e-01  1.55005969e+02
 -1.43587205e+02 -1.46995272e-02  1.54508451e+02 -1.43086533e+02
  4.93679773e-01  1.55011965e+02 -1.43570809e+02  9.53436492e-03
  1.54511675e+02 -1.43101912e+02  4.79541415e-01  1.55004159e+02
 -1.43594165e+02  3.05155242e-03  1.54512374e+02 -1.43116966e+02
  4.62907079e-01  1.55004176e+02 -1.43585944e+02 -5.08939644e-03
  1.54520145e+02 -1.43098303e+02  4.76218801e-01  1.55015766e+02
 -1.43605237e+02 -8.27180489e-03  1.54516033e+02 -1.43075751e+02
  4.92737320e-01  1.55001539e+02 -1.43591277e+02  1.33870027e-02
  1.54512740e+02 -1.43096901e+02  4.90320508e-01  1.55009259e+02
 -1.43604514e+02  2.42593900e-02  1.54504512e+02 -1.43094689e+02
  4.71456780e-01  1.54996929e+02 -1.43592990e+02 -2.44443826e-02
  1.54506070e+02 -1.43106868e+02  5.06275908e-01  1.55008821e+02
 -1.43597719e+02 -1.92825680e-02  1.54509699e+02 -1.43105915e+02
  4.74405453e-01  1.55003224e+02]
Niter:  2 row:  186 ngroup:  26 nlines:  6386 gd:  5886
[ 1.21105381e-10 -1.03142527e-05 -2.82904878e-01  1.61510456e+04
 -1.43596211e+02 -3.09268515e-03  1.54513223e+02 -1.43106569e+02
  4.71788353e-01  1.55011982e+02 -1.43639611e+02 -1.28412207e-02
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 -1.43575304e+02  1.62298800e-03  1.54513747e+02 -1.43121553e+02
  4.81919306e-01  1.55011588e+02 -1.43605197e+02  6.16527646e-03
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 -1.43587205e+02 -1.46995272e-02  1.54508451e+02 -1.43086533e+02
  4.93679773e-01  1.55011965e+02 -1.43570809e+02  9.53436492e-03
  1.54511675e+02 -1.43101912e+02  4.79541415e-01  1.55004159e+02
 -1.43594165e+02  3.05155242e-03  1.54512374e+02 -1.43116966e+02
  4.62907079e-01  1.55004176e+02 -1.43585944e+02 -5.08939644e-03
  1.54520145e+02 -1.43098303e+02  4.76218801e-01  1.55015766e+02
 -1.43605237e+02 -8.27180489e-03  1.54516033e+02 -1.43075751e+02
  4.92737320e-01  1.55001539e+02 -1.43591277e+02  1.33870027e-02
  1.54512740e+02 -1.43096901e+02  4.90320508e-01  1.55009259e+02
 -1.43604514e+02  2.42593900e-02  1.54504512e+02 -1.43094689e+02
  4.71456780e-01  1.54996929e+02 -1.43592990e+02 -2.44443826e-02
  1.54506070e+02 -1.43106868e+02  5.06275908e-01  1.55008821e+02
 -1.43597719e+02 -1.92825680e-02  1.54509699e+02 -1.43105915e+02
  4.74405453e-01  1.55003224e+02]
res:  5886 -0.0006507803227577824 0.014444175809330773 0.023599787355586894
[ 1.21105368e-10 -1.03142537e-05 -2.82904906e-01  1.61510472e+04
 -1.43589240e+02  2.59060642e-03  1.54517953e+02 -1.43099620e+02
  4.74301981e-01  1.55016696e+02 -1.43632676e+02 -7.15110847e-03
  1.54518822e+02 -1.43092868e+02  4.84126521e-01  1.55019776e+02
 -1.43568366e+02  4.23739282e-03  1.54516524e+02 -1.43120157e+02
  4.84274581e-01  1.55014291e+02 -1.43598252e+02  1.18414413e-02
  1.54525701e+02 -1.43106916e+02  4.78727111e-01  1.55010689e+02
 -1.43580221e+02 -8.99276882e-03  1.54513172e+02 -1.43069840e+02
  4.99377119e-01  1.55016688e+02 -1.43563841e+02  1.52214192e-02
  1.54516392e+02 -1.43094961e+02  4.85233743e-01  1.55008879e+02
 -1.43587204e+02 -2.31853359e-03  1.54517103e+02 -1.43109984e+02
  4.65361318e-01  1.55008892e+02 -1.43574408e+02 -5.65894777e-03
  1.54524876e+02 -1.43091335e+02  4.81907880e-01  1.55020486e+02
 -1.43598287e+02 -2.57457505e-03  1.54520765e+02 -1.43068788e+02
  4.92522470e-01  1.55004313e+02 -1.43584336e+02  1.90767111e-02
  1.54517456e+02 -1.43089950e+02  4.90127094e-01  1.55012088e+02
 -1.43597553e+02  2.27791165e-02  1.54509236e+02 -1.43087721e+02
  4.77164950e-01  1.55001655e+02 -1.43586022e+02 -2.21143173e-02
  1.54512826e+02 -1.43095009e+02  5.15698469e-01  1.55013541e+02
 -1.43585736e+02 -1.35890431e-02  1.54516345e+02 -1.43098938e+02
  4.77118619e-01  1.55007953e+02]
Niter:  3 row:  186 ngroup:  26 nlines:  6386 gd:  5887
[ 1.21105368e-10 -1.03142537e-05 -2.82904906e-01  1.61510472e+04
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  4.84274581e-01  1.55014291e+02 -1.43598252e+02  1.18414413e-02
  1.54525701e+02 -1.43106916e+02  4.78727111e-01  1.55010689e+02
 -1.43580221e+02 -8.99276882e-03  1.54513172e+02 -1.43069840e+02
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  1.54516392e+02 -1.43094961e+02  4.85233743e-01  1.55008879e+02
 -1.43587204e+02 -2.31853359e-03  1.54517103e+02 -1.43109984e+02
  4.65361318e-01  1.55008892e+02 -1.43574408e+02 -5.65894777e-03
  1.54524876e+02 -1.43091335e+02  4.81907880e-01  1.55020486e+02
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  4.92522470e-01  1.55004313e+02 -1.43584336e+02  1.90767111e-02
  1.54517456e+02 -1.43089950e+02  4.90127094e-01  1.55012088e+02
 -1.43597553e+02  2.27791165e-02  1.54509236e+02 -1.43087721e+02
  4.77164950e-01  1.55001655e+02 -1.43586022e+02 -2.21143173e-02
  1.54512826e+02 -1.43095009e+02  5.15698469e-01  1.55013541e+02
 -1.43585736e+02 -1.35890431e-02  1.54516345e+02 -1.43098938e+02
  4.77118619e-01  1.55007953e+02]
res:  5887 -0.0005893467669011443 0.014679096906547784 0.023569391459081213
[ 1.20808784e-10 -1.03144668e-05 -2.82901868e-01  1.61510488e+04
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  4.80331546e-01  1.55027387e+02 -1.43644127e+02 -1.06081135e-03
  1.54529652e+02 -1.43104391e+02  4.90407419e-01  1.55030717e+02
 -1.43579824e+02  1.02074227e-02  1.54527508e+02 -1.43131718e+02
  4.90139869e-01  1.55023397e+02 -1.43609817e+02  1.81694496e-02
  1.54536755e+02 -1.43118463e+02  4.84455033e-01  1.55021402e+02
 -1.43591968e+02 -3.17814719e-03  1.54523970e+02 -1.43081360e+02
  5.05348297e-01  1.55027476e+02 -1.43575414e+02  2.13509838e-02
  1.54527140e+02 -1.43106469e+02  4.91251093e-01  1.55019624e+02
 -1.43598904e+02  4.26666389e-03  1.54528123e+02 -1.43121723e+02
  4.71159893e-01  1.55019536e+02 -1.43581235e+02  4.14403106e-04
  1.54535948e+02 -1.43102975e+02  4.88046910e-01  1.55031277e+02
 -1.43609809e+02  3.44951753e-03  1.54531849e+02 -1.43080378e+02
  4.89710751e-01  1.55014966e+02 -1.43595825e+02  2.22054692e-02
  1.54528191e+02 -1.43101404e+02  4.96037486e-01  1.55022852e+02
 -1.43609082e+02  2.60832950e-02  1.54520111e+02 -1.43099378e+02
  4.82943403e-01  1.55012550e+02 -1.43597589e+02 -1.56721494e-02
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 -1.43597251e+02 -7.55598193e-03  1.54527135e+02 -1.43110630e+02
  4.82902774e-01  1.55018891e+02]
Niter:  4 row:  186 ngroup:  26 nlines:  6386 gd:  5903
[ 1.20808784e-10 -1.03144668e-05 -2.82901868e-01  1.61510488e+04
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  4.90139869e-01  1.55023397e+02 -1.43609817e+02  1.81694496e-02
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  5.05348297e-01  1.55027476e+02 -1.43575414e+02  2.13509838e-02
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 -1.43598904e+02  4.26666389e-03  1.54528123e+02 -1.43121723e+02
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  1.54535948e+02 -1.43102975e+02  4.88046910e-01  1.55031277e+02
 -1.43609809e+02  3.44951753e-03  1.54531849e+02 -1.43080378e+02
  4.89710751e-01  1.55014966e+02 -1.43595825e+02  2.22054692e-02
  1.54528191e+02 -1.43101404e+02  4.96037486e-01  1.55022852e+02
 -1.43609082e+02  2.60832950e-02  1.54520111e+02 -1.43099378e+02
  4.82943403e-01  1.55012550e+02 -1.43597589e+02 -1.56721494e-02
  1.54523654e+02 -1.43106455e+02  5.21727273e-01  1.55024223e+02
 -1.43597251e+02 -7.55598193e-03  1.54527135e+02 -1.43110630e+02
  4.82902774e-01  1.55018891e+02]
res:  5903 -0.0007186666434790823 0.014712193907143956 0.023758293732880516
[ 1.20808772e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
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  4.85726620e-01  1.55031543e+02 -1.43635915e+02  4.31479593e-03
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 -1.43571605e+02  1.86573852e-02  1.54533596e+02 -1.43123360e+02
  4.95539175e-01  1.55029410e+02 -1.43601541e+02  2.35051044e-02
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  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
 -1.43590547e+02  9.56017804e-03  1.54532287e+02 -1.43113303e+02
  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
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 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
Niter:  5 row:  186 ngroup:  26 nlines:  6386 gd:  5908
[ 1.20808772e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
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  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
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  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
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  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
  4.85146525e-01  1.55016722e+02 -1.43589345e+02 -7.12193198e-03
  1.54527797e+02 -1.43098215e+02  5.23473715e-01  1.55028398e+02
 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
res:  5908 -0.0006129899729785393 0.01469510414335673 0.02382126433347077
[ 1.20792227e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
 -1.43592573e+02  1.08170351e-02  1.54533142e+02 -1.43102814e+02
  4.85726620e-01  1.55031543e+02 -1.43635915e+02  4.31479593e-03
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 -1.43571605e+02  1.86573852e-02  1.54533596e+02 -1.43123360e+02
  4.95539175e-01  1.55029410e+02 -1.43601541e+02  2.35051044e-02
  1.54540926e+02 -1.43110189e+02  4.86522659e-01  1.55025578e+02
 -1.43583521e+02 -1.25655182e-03  1.54528115e+02 -1.43073098e+02
  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
 -1.43590547e+02  9.56017804e-03  1.54532287e+02 -1.43113303e+02
  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
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 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
Niter:  6 row:  186 ngroup:  26 nlines:  6386 gd:  5909
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  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
  4.85146525e-01  1.55016722e+02 -1.43589345e+02 -7.12193198e-03
  1.54527797e+02 -1.43098215e+02  5.23473715e-01  1.55028398e+02
 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
res:  5909 -0.0006128729710326297 0.014695025667606387 0.023833954819440173
[ 1.20792205e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
 -1.43592573e+02  1.08170351e-02  1.54533142e+02 -1.43102814e+02
  4.85726620e-01  1.55031543e+02 -1.43635915e+02  4.31479593e-03
  1.54533816e+02 -1.43096136e+02  4.92363941e-01  1.55036813e+02
 -1.43571605e+02  1.86573852e-02  1.54533596e+02 -1.43123360e+02
  4.95539175e-01  1.55029410e+02 -1.43601541e+02  2.35051044e-02
  1.54540926e+02 -1.43110189e+02  4.86522659e-01  1.55025578e+02
 -1.43583521e+02 -1.25655182e-03  1.54528115e+02 -1.43073098e+02
  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
 -1.43590547e+02  9.56017804e-03  1.54532287e+02 -1.43113303e+02
  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
  4.85146525e-01  1.55016722e+02 -1.43589345e+02 -7.12193198e-03
  1.54527797e+02 -1.43098215e+02  5.23473715e-01  1.55028398e+02
 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
Saving figure to  wave_resid_43670005_fiber186.png
Final values:
res:  -0.0006128729710326297 0.023833954819440173
pars:  [ 1.20792205e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
 -1.43592573e+02  1.08170351e-02  1.54533142e+02 -1.43102814e+02
  4.85726620e-01  1.55031543e+02 -1.43635915e+02  4.31479593e-03
  1.54533816e+02 -1.43096136e+02  4.92363941e-01  1.55036813e+02
 -1.43571605e+02  1.86573852e-02  1.54533596e+02 -1.43123360e+02
  4.95539175e-01  1.55029410e+02 -1.43601541e+02  2.35051044e-02
  1.54540926e+02 -1.43110189e+02  4.86522659e-01  1.55025578e+02
 -1.43583521e+02 -1.25655182e-03  1.54528115e+02 -1.43073098e+02
  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
 -1.43590547e+02  9.56017804e-03  1.54532287e+02 -1.43113303e+02
  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
  4.85146525e-01  1.55016722e+02 -1.43589345e+02 -7.12193198e-03
  1.54527797e+02 -1.43098215e+02  5.23473715e-01  1.55028398e+02
 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
186 [ 1.20792205e-10 -1.03144678e-05 -2.82901896e-01  1.61510504e+04
 -1.43592573e+02  1.08170351e-02  1.54533142e+02 -1.43102814e+02
  4.85726620e-01  1.55031543e+02 -1.43635915e+02  4.31479593e-03
  1.54533816e+02 -1.43096136e+02  4.92363941e-01  1.55036813e+02
 -1.43571605e+02  1.86573852e-02  1.54533596e+02 -1.43123360e+02
  4.95539175e-01  1.55029410e+02 -1.43601541e+02  2.35051044e-02
  1.54540926e+02 -1.43110189e+02  4.86522659e-01  1.55025578e+02
 -1.43583521e+02 -1.25655182e-03  1.54528115e+02 -1.43073098e+02
  5.10727792e-01  1.55033793e+02 -1.43567168e+02  2.67253304e-02
  1.54531303e+02 -1.43098258e+02  4.96634202e-01  1.55023797e+02
 -1.43590547e+02  9.56017804e-03  1.54532287e+02 -1.43113303e+02
  4.76326912e-01  1.55023702e+02 -1.43572550e+02  8.85572400e-03
  1.54540122e+02 -1.43094632e+02  4.93418970e-01  1.55035429e+02
 -1.43601486e+02  5.46047542e-03  1.54536007e+02 -1.43072068e+02
  4.94178949e-01  1.55020990e+02 -1.43587563e+02  2.71117619e-02
  1.54532343e+02 -1.43093163e+02  5.01103277e-01  1.55027010e+02
 -1.43600852e+02  3.10678366e-02  1.54524276e+02 -1.43091073e+02
  4.85146525e-01  1.55016722e+02 -1.43589345e+02 -7.12193198e-03
  1.54527797e+02 -1.43098215e+02  5.23473715e-01  1.55028398e+02
 -1.43588999e+02 -5.49334969e-03  1.54529409e+02 -1.43107096e+02
  4.91411408e-01  1.55021242e+02]
--- Row 188/300 row=187 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  187
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=187 ---
Niter:  0 row:  187 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.0017115967903009732 0.014629624871304259 0.03368960967861058
[ 1.21025594e-10 -1.03151045e-05 -2.82906089e-01  1.61510571e+04
 -1.43596192e+02 -6.61967209e-14  1.54475581e+02]
Niter:  1 row:  187 ngroup:  1 nlines:  244 gd:  230
[ 1.21025594e-10 -1.03151045e-05 -2.82906089e-01  1.61510571e+04
 -1.43596192e+02 -6.61967209e-14  1.54475581e+02]
res:  230 0.0012254467810635106 0.013695780227862997 0.024887175327472554
[ 1.20632655e-10 -1.03154295e-05 -2.82901967e-01  1.61510606e+04
 -1.43600141e+02  3.80703702e-12  1.54496704e+02]
Niter:  2 row:  187 ngroup:  1 nlines:  244 gd:  229
[ 1.20632655e-10 -1.03154295e-05 -2.82901967e-01  1.61510606e+04
 -1.43600141e+02  3.80703702e-12  1.54496704e+02]
res:  229 0.0010051545614260249 0.013774029911473917 0.02456113686750802
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
Niter:  3 row:  187 ngroup:  1 nlines:  244 gd:  229
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
res:  229 0.0010051545614260249 0.013774029911473917 0.02456113686750802
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
Niter:  4 row:  187 ngroup:  1 nlines:  244 gd:  229
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
res:  229 0.0010051545614260249 0.013774029911473917 0.02456113686750802
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
Niter:  5 row:  187 ngroup:  1 nlines:  244 gd:  229
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
res:  229 0.0010051545614260249 0.013774029911473917 0.02456113686750802
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
Niter:  6 row:  187 ngroup:  1 nlines:  244 gd:  229
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
res:  229 0.0010051545614260249 0.013774029911473917 0.02456113686750802
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
Final values:
res:  0.0010051545614260249 0.02456113686750802
pars:  [ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
187 [ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02]
elapsed: 3.0 sec.
Niter:  0 row:  187 ngroup:  26 nlines:  6419 gd:  6419
[ 1.20638811e-10 -1.03154600e-05 -2.82901966e-01  1.61510616e+04
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02 -1.43596974e+02 -1.87370289e-10
  1.54499389e+02 -1.43596974e+02 -1.87370289e-10  1.54499389e+02
 -1.43596974e+02 -1.87370289e-10  1.54499389e+02 -1.43596974e+02
 -1.87370289e-10  1.54499389e+02]
res:  6419 -8.434551091340836e-05 0.015122220744160586 0.03544013513680973
[ 1.20638823e-10 -1.03154590e-05 -2.82901937e-01  1.61510600e+04
 -1.43610080e+02  9.69527464e-03  1.54491056e+02 -1.43131049e+02
  4.85374352e-01  1.54975285e+02 -1.43653609e+02 -9.23422783e-03
  1.54477471e+02 -1.43128966e+02  4.80063344e-01  1.54968230e+02
 -1.43622490e+02  2.88469200e-02  1.54487824e+02 -1.43131634e+02
  4.73191878e-01  1.54985335e+02 -1.43623757e+02  1.25841997e-02
  1.54474792e+02 -1.43148422e+02  4.92763970e-01  1.54980850e+02
 -1.43648535e+02 -6.11720312e-04  1.54485975e+02 -1.43120102e+02
  4.69207362e-01  1.54982099e+02 -1.43613287e+02 -7.35675175e-03
  1.54488017e+02 -1.43137743e+02  4.87733800e-01  1.54976156e+02
 -1.43642070e+02 -2.37106339e-03  1.54471538e+02 -1.43146815e+02
  4.69217409e-01  1.54987825e+02 -1.43631387e+02  1.38421539e-02
  1.54497531e+02 -1.43124597e+02  5.08839960e-01  1.54990403e+02
 -1.43620297e+02  1.27641618e-02  1.54474773e+02 -1.43129529e+02
  4.79506780e-01  1.54991340e+02 -1.43631421e+02  7.11967452e-03
  1.54481202e+02 -1.43154341e+02  5.04841121e-01  1.54979787e+02
 -1.43661385e+02 -5.42848971e-03  1.54474069e+02 -1.43161194e+02
  4.75081528e-01  1.54984078e+02 -1.43629849e+02 -4.43418038e-03
  1.54481592e+02 -1.43117062e+02  4.78444072e-01  1.54970236e+02
 -1.43605371e+02  1.10791886e-02  1.54486544e+02 -1.43131494e+02
  4.61559294e-01  1.54975019e+02]
Niter:  1 row:  187 ngroup:  26 nlines:  6419 gd:  5953
[ 1.20638823e-10 -1.03154590e-05 -2.82901937e-01  1.61510600e+04
 -1.43610080e+02  9.69527464e-03  1.54491056e+02 -1.43131049e+02
  4.85374352e-01  1.54975285e+02 -1.43653609e+02 -9.23422783e-03
  1.54477471e+02 -1.43128966e+02  4.80063344e-01  1.54968230e+02
 -1.43622490e+02  2.88469200e-02  1.54487824e+02 -1.43131634e+02
  4.73191878e-01  1.54985335e+02 -1.43623757e+02  1.25841997e-02
  1.54474792e+02 -1.43148422e+02  4.92763970e-01  1.54980850e+02
 -1.43648535e+02 -6.11720312e-04  1.54485975e+02 -1.43120102e+02
  4.69207362e-01  1.54982099e+02 -1.43613287e+02 -7.35675175e-03
  1.54488017e+02 -1.43137743e+02  4.87733800e-01  1.54976156e+02
 -1.43642070e+02 -2.37106339e-03  1.54471538e+02 -1.43146815e+02
  4.69217409e-01  1.54987825e+02 -1.43631387e+02  1.38421539e-02
  1.54497531e+02 -1.43124597e+02  5.08839960e-01  1.54990403e+02
 -1.43620297e+02  1.27641618e-02  1.54474773e+02 -1.43129529e+02
  4.79506780e-01  1.54991340e+02 -1.43631421e+02  7.11967452e-03
  1.54481202e+02 -1.43154341e+02  5.04841121e-01  1.54979787e+02
 -1.43661385e+02 -5.42848971e-03  1.54474069e+02 -1.43161194e+02
  4.75081528e-01  1.54984078e+02 -1.43629849e+02 -4.43418038e-03
  1.54481592e+02 -1.43117062e+02  4.78444072e-01  1.54970236e+02
 -1.43605371e+02  1.10791886e-02  1.54486544e+02 -1.43131494e+02
  4.61559294e-01  1.54975019e+02]
res:  5953 -0.0007445438641298097 0.015025354532554047 0.024214601675441344
[ 1.20638835e-10 -1.03154579e-05 -2.82901909e-01  1.61510584e+04
 -1.43610884e+02 -8.06713439e-03  1.54489942e+02 -1.43136310e+02
  4.58188409e-01  1.54975716e+02 -1.43664504e+02 -3.06593829e-02
  1.54473983e+02 -1.43146497e+02  4.48118242e-01  1.54969813e+02
 -1.43611606e+02 -8.87161090e-03  1.54488672e+02 -1.43138290e+02
  4.59636025e-01  1.54984054e+02 -1.43625613e+02 -1.34342864e-02
  1.54478303e+02 -1.43154554e+02  4.55908368e-01  1.54969724e+02
 -1.43650996e+02 -3.38232727e-02  1.54484137e+02 -1.43142218e+02
  4.53191838e-01  1.54980082e+02 -1.43641080e+02 -2.51359415e-02
  1.54486180e+02 -1.43148046e+02  4.72511672e-01  1.54974322e+02
 -1.43646675e+02 -1.97888794e-02  1.54474342e+02 -1.43159440e+02
  4.55635377e-01  1.54985568e+02 -1.43643824e+02 -1.11461184e-02
  1.54488117e+02 -1.43132614e+02  4.79726287e-01  1.54985691e+02
 -1.43632960e+02 -5.44394123e-03  1.54475897e+02 -1.43142488e+02
  4.59550129e-01  1.54981442e+02 -1.43634620e+02 -1.92122314e-02
  1.54481542e+02 -1.43151258e+02  4.80143755e-01  1.54978403e+02
 -1.43652164e+02 -2.57589718e-02  1.54473858e+02 -1.43152904e+02
  4.50377915e-01  1.54977727e+02 -1.43641773e+02 -1.74784376e-02
  1.54474655e+02 -1.43131757e+02  4.54853624e-01  1.54963982e+02
 -1.43630795e+02 -2.42006246e-02  1.54477084e+02 -1.43143144e+02
  4.50647865e-01  1.54975582e+02]
Niter:  2 row:  187 ngroup:  26 nlines:  6419 gd:  5937
[ 1.20638835e-10 -1.03154579e-05 -2.82901909e-01  1.61510584e+04
 -1.43610884e+02 -8.06713439e-03  1.54489942e+02 -1.43136310e+02
  4.58188409e-01  1.54975716e+02 -1.43664504e+02 -3.06593829e-02
  1.54473983e+02 -1.43146497e+02  4.48118242e-01  1.54969813e+02
 -1.43611606e+02 -8.87161090e-03  1.54488672e+02 -1.43138290e+02
  4.59636025e-01  1.54984054e+02 -1.43625613e+02 -1.34342864e-02
  1.54478303e+02 -1.43154554e+02  4.55908368e-01  1.54969724e+02
 -1.43650996e+02 -3.38232727e-02  1.54484137e+02 -1.43142218e+02
  4.53191838e-01  1.54980082e+02 -1.43641080e+02 -2.51359415e-02
  1.54486180e+02 -1.43148046e+02  4.72511672e-01  1.54974322e+02
 -1.43646675e+02 -1.97888794e-02  1.54474342e+02 -1.43159440e+02
  4.55635377e-01  1.54985568e+02 -1.43643824e+02 -1.11461184e-02
  1.54488117e+02 -1.43132614e+02  4.79726287e-01  1.54985691e+02
 -1.43632960e+02 -5.44394123e-03  1.54475897e+02 -1.43142488e+02
  4.59550129e-01  1.54981442e+02 -1.43634620e+02 -1.92122314e-02
  1.54481542e+02 -1.43151258e+02  4.80143755e-01  1.54978403e+02
 -1.43652164e+02 -2.57589718e-02  1.54473858e+02 -1.43152904e+02
  4.50377915e-01  1.54977727e+02 -1.43641773e+02 -1.74784376e-02
  1.54474655e+02 -1.43131757e+02  4.54853624e-01  1.54963982e+02
 -1.43630795e+02 -2.42006246e-02  1.54477084e+02 -1.43143144e+02
  4.50647865e-01  1.54975582e+02]
res:  5937 -0.0008775782807788346 0.015003769840404857 0.023954389441475897
[ 1.20638847e-10 -1.03154569e-05 -2.82901881e-01  1.61510567e+04
 -1.43617840e+02 -1.37718207e-02  1.54485218e+02 -1.43143257e+02
  4.48957551e-01  1.54970990e+02 -1.43671456e+02 -3.63654823e-02
  1.54471293e+02 -1.43153444e+02  4.35442593e-01  1.54965084e+02
 -1.43613286e+02 -2.13221511e-02  1.54483943e+02 -1.43145237e+02
  4.53940212e-01  1.54979331e+02 -1.43632572e+02 -2.27403277e-02
  1.54473569e+02 -1.43161503e+02  4.43042548e-01  1.54961173e+02
 -1.43657932e+02 -4.34961748e-02  1.54479409e+02 -1.43149184e+02
  4.43922975e-01  1.54975370e+02 -1.43648039e+02 -3.08265744e-02
  1.54481453e+02 -1.43155004e+02  4.66812626e-01  1.54969600e+02
 -1.43653641e+02 -2.54661458e-02  1.54469610e+02 -1.43166413e+02
  4.49936676e-01  1.54980848e+02 -1.43650782e+02 -1.68403335e-02
  1.54481364e+02 -1.43139545e+02  4.68092734e-01  1.54980975e+02
 -1.43639912e+02 -1.11250183e-02  1.54473129e+02 -1.43149428e+02
  4.50398921e-01  1.54974856e+02 -1.43641576e+02 -2.48869933e-02
  1.54478749e+02 -1.43158213e+02  4.70983722e-01  1.54973673e+02
 -1.43659141e+02 -3.85658376e-02  1.54471136e+02 -1.43154397e+02
  4.44675378e-01  1.54972998e+02 -1.43643852e+02 -2.31601689e-02
  1.54469935e+02 -1.43138705e+02  4.42757142e-01  1.54959257e+02
 -1.43637738e+02 -2.98837524e-02  1.54472355e+02 -1.43150077e+02
  4.41459067e-01  1.54970851e+02]
Niter:  3 row:  187 ngroup:  26 nlines:  6419 gd:  5938
[ 1.20638847e-10 -1.03154569e-05 -2.82901881e-01  1.61510567e+04
 -1.43617840e+02 -1.37718207e-02  1.54485218e+02 -1.43143257e+02
  4.48957551e-01  1.54970990e+02 -1.43671456e+02 -3.63654823e-02
  1.54471293e+02 -1.43153444e+02  4.35442593e-01  1.54965084e+02
 -1.43613286e+02 -2.13221511e-02  1.54483943e+02 -1.43145237e+02
  4.53940212e-01  1.54979331e+02 -1.43632572e+02 -2.27403277e-02
  1.54473569e+02 -1.43161503e+02  4.43042548e-01  1.54961173e+02
 -1.43657932e+02 -4.34961748e-02  1.54479409e+02 -1.43149184e+02
  4.43922975e-01  1.54975370e+02 -1.43648039e+02 -3.08265744e-02
  1.54481453e+02 -1.43155004e+02  4.66812626e-01  1.54969600e+02
 -1.43653641e+02 -2.54661458e-02  1.54469610e+02 -1.43166413e+02
  4.49936676e-01  1.54980848e+02 -1.43650782e+02 -1.68403335e-02
  1.54481364e+02 -1.43139545e+02  4.68092734e-01  1.54980975e+02
 -1.43639912e+02 -1.11250183e-02  1.54473129e+02 -1.43149428e+02
  4.50398921e-01  1.54974856e+02 -1.43641576e+02 -2.48869933e-02
  1.54478749e+02 -1.43158213e+02  4.70983722e-01  1.54973673e+02
 -1.43659141e+02 -3.85658376e-02  1.54471136e+02 -1.43154397e+02
  4.44675378e-01  1.54972998e+02 -1.43643852e+02 -2.31601689e-02
  1.54469935e+02 -1.43138705e+02  4.42757142e-01  1.54959257e+02
 -1.43637738e+02 -2.98837524e-02  1.54472355e+02 -1.43150077e+02
  4.41459067e-01  1.54970851e+02]
res:  5938 -0.0009580496080161538 0.014636972002335824 0.023910204812782374
[ 1.20672138e-10 -1.03147992e-05 -2.82901550e-01  1.61510551e+04
 -1.43614862e+02 -1.86989287e-02  1.54495740e+02 -1.43140193e+02
  4.44088528e-01  1.54980249e+02 -1.43668526e+02 -4.13009631e-02
  1.54480313e+02 -1.43150456e+02  4.30558635e-01  1.54974266e+02
 -1.43609638e+02 -2.62333526e-02  1.54493159e+02 -1.43142203e+02
  4.49009271e-01  1.54988654e+02 -1.43629580e+02 -2.76751746e-02
  1.54482603e+02 -1.43158545e+02  4.38176212e-01  1.54970594e+02
 -1.43655127e+02 -4.83967309e-02  1.54488629e+02 -1.43145992e+02
  4.38954303e-01  1.54985012e+02 -1.43644886e+02 -3.57536318e-02
  1.54490667e+02 -1.43151860e+02  4.61888664e-01  1.54978963e+02
 -1.43650419e+02 -3.03412521e-02  1.54478708e+02 -1.43163107e+02
  4.44971576e-01  1.54990291e+02 -1.43647716e+02 -2.18168185e-02
  1.54490491e+02 -1.43136699e+02  4.63187659e-01  1.54990487e+02
 -1.43636958e+02 -1.59810990e-02  1.54482230e+02 -1.43146612e+02
  4.45537152e-01  1.54984558e+02 -1.43638470e+02 -2.97988688e-02
  1.54488174e+02 -1.43155223e+02  4.66069754e-01  1.54982788e+02
 -1.43655487e+02 -4.35028447e-02  1.54480261e+02 -1.43151604e+02
  4.39682070e-01  1.54982150e+02 -1.43640830e+02 -2.80543367e-02
  1.54479390e+02 -1.43135890e+02  4.37834299e-01  1.54968475e+02
 -1.43634936e+02 -3.47973399e-02  1.54481574e+02 -1.43147479e+02
  4.36579662e-01  1.54979986e+02]
Niter:  4 row:  187 ngroup:  26 nlines:  6419 gd:  5921
[ 1.20672138e-10 -1.03147992e-05 -2.82901550e-01  1.61510551e+04
 -1.43614862e+02 -1.86989287e-02  1.54495740e+02 -1.43140193e+02
  4.44088528e-01  1.54980249e+02 -1.43668526e+02 -4.13009631e-02
  1.54480313e+02 -1.43150456e+02  4.30558635e-01  1.54974266e+02
 -1.43609638e+02 -2.62333526e-02  1.54493159e+02 -1.43142203e+02
  4.49009271e-01  1.54988654e+02 -1.43629580e+02 -2.76751746e-02
  1.54482603e+02 -1.43158545e+02  4.38176212e-01  1.54970594e+02
 -1.43655127e+02 -4.83967309e-02  1.54488629e+02 -1.43145992e+02
  4.38954303e-01  1.54985012e+02 -1.43644886e+02 -3.57536318e-02
  1.54490667e+02 -1.43151860e+02  4.61888664e-01  1.54978963e+02
 -1.43650419e+02 -3.03412521e-02  1.54478708e+02 -1.43163107e+02
  4.44971576e-01  1.54990291e+02 -1.43647716e+02 -2.18168185e-02
  1.54490491e+02 -1.43136699e+02  4.63187659e-01  1.54990487e+02
 -1.43636958e+02 -1.59810990e-02  1.54482230e+02 -1.43146612e+02
  4.45537152e-01  1.54984558e+02 -1.43638470e+02 -2.97988688e-02
  1.54488174e+02 -1.43155223e+02  4.66069754e-01  1.54982788e+02
 -1.43655487e+02 -4.35028447e-02  1.54480261e+02 -1.43151604e+02
  4.39682070e-01  1.54982150e+02 -1.43640830e+02 -2.80543367e-02
  1.54479390e+02 -1.43135890e+02  4.37834299e-01  1.54968475e+02
 -1.43634936e+02 -3.47973399e-02  1.54481574e+02 -1.43147479e+02
  4.36579662e-01  1.54979986e+02]
res:  5921 -0.0010559446145634865 0.014585265109417378 0.023675260483731652
[ 1.20672150e-10 -1.03147982e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
Niter:  5 row:  187 ngroup:  26 nlines:  6419 gd:  5924
[ 1.20672150e-10 -1.03147982e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
res:  5924 -0.001073938530680607 0.014586129847884877 0.0237126448605636
[ 1.20686016e-10 -1.03147982e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
Niter:  6 row:  187 ngroup:  26 nlines:  6419 gd:  5924
[ 1.20686016e-10 -1.03147982e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
res:  5924 -0.0011584639105421957 0.014559798537447932 0.023712290691301152
[ 1.20677220e-10 -1.03147782e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
Saving figure to  wave_resid_43670005_fiber187.png
Final values:
res:  -0.0011584639105421957 0.023712290691301152
pars:  [ 1.20677220e-10 -1.03147782e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
187 [ 1.20677220e-10 -1.03147782e-05 -2.82901522e-01  1.61510535e+04
 -1.43623751e+02 -2.43456903e-02  1.54489892e+02 -1.43143797e+02
  4.38447463e-01  1.54975566e+02 -1.43672289e+02 -4.69440464e-02
  1.54475626e+02 -1.43159440e+02  4.21211044e-01  1.54969571e+02
 -1.43618880e+02 -3.18732765e-02  1.54488467e+02 -1.43151206e+02
  4.46434414e-01  1.54984012e+02 -1.43638435e+02 -4.08878313e-02
  1.54477895e+02 -1.43167449e+02  4.29060652e-01  1.54967787e+02
 -1.43664018e+02 -5.40291137e-02  1.54483944e+02 -1.43154983e+02
  4.33331824e-01  1.54982166e+02 -1.43653887e+02 -4.13846182e-02
  1.54486023e+02 -1.43160881e+02  4.56249901e-01  1.54974310e+02
 -1.43659423e+02 -3.59717790e-02  1.54474028e+02 -1.43172141e+02
  4.39328211e-01  1.54983646e+02 -1.43656640e+02 -2.74585807e-02
  1.54485828e+02 -1.43145657e+02  4.57556176e-01  1.54983863e+02
 -1.43645839e+02 -2.16127785e-02  1.54477529e+02 -1.43155505e+02
  4.43387501e-01  1.54979984e+02 -1.43647453e+02 -3.88085704e-02
  1.54483512e+02 -1.43164137e+02  4.60427492e-01  1.54980048e+02
 -1.43664823e+02 -4.91484057e-02  1.54475604e+02 -1.43160466e+02
  4.34040282e-01  1.54979299e+02 -1.43649716e+02 -3.70778214e-02
  1.54474731e+02 -1.43144680e+02  4.32187375e-01  1.54963823e+02
 -1.43643760e+02 -4.04372335e-02  1.54476904e+02 -1.43156208e+02
  4.30587520e-01  1.54975279e+02]
--- Row 189/300 row=188 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  188
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=188 ---
Niter:  0 row:  188 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.00012844049160776194 0.016178423838937306 0.03333814123410651
[ 1.19849304e-10 -1.03135257e-05 -2.82888841e-01  1.61510763e+04
 -1.43656383e+02  1.68573776e-13  1.54572627e+02]
Niter:  1 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19849304e-10 -1.03135257e-05 -2.82888841e-01  1.61510763e+04
 -1.43656383e+02  1.68573776e-13  1.54572627e+02]
res:  231 -0.0005022884088248247 0.016476915760904376 0.026357685363408902
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Niter:  2 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
res:  231 -0.0005022887853556313 0.01647691481957736 0.02635768536330361
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Niter:  3 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
res:  231 -0.0005022887853556313 0.01647691481957736 0.02635768536330361
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Niter:  4 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
res:  231 -0.0005022887853556313 0.01647691481957736 0.02635768536330361
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Niter:  5 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
res:  231 -0.0005022887853556313 0.01647691481957736 0.02635768536330361
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Niter:  6 row:  188 ngroup:  1 nlines:  242 gd:  231
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
res:  231 -0.0005022887853556313 0.01647691481957736 0.02635768536330361
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
Final values:
res:  -0.0005022887853556313 0.02635768536330361
pars:  [ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
188 [ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02]
elapsed: 2.9 sec.
Niter:  0 row:  188 ngroup:  26 nlines:  6392 gd:  6392
[ 1.19913135e-10 -1.03135552e-05 -2.82893064e-01  1.61510767e+04
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02 -1.43611943e+02  4.67041647e-10
  1.54546686e+02 -1.43611943e+02  4.67041647e-10  1.54546686e+02
 -1.43611943e+02  4.67041647e-10  1.54546686e+02 -1.43611943e+02
  4.67041647e-10  1.54546686e+02]
res:  6392 -0.0001980270117201144 0.016253480521299934 0.03614448657222316
[ 1.19913147e-10 -1.03135562e-05 -2.82893035e-01  1.61510751e+04
 -1.43631012e+02 -4.76263540e-03  1.54542054e+02 -1.43155522e+02
  4.86563982e-01  1.55035123e+02 -1.43630146e+02 -9.98928333e-03
  1.54533389e+02 -1.43137670e+02  4.83948812e-01  1.55047501e+02
 -1.43643610e+02  5.06795721e-03  1.54552322e+02 -1.43129470e+02
  4.93274064e-01  1.55048436e+02 -1.43626933e+02  1.84485498e-02
  1.54527595e+02 -1.43190650e+02  4.59482014e-01  1.55038675e+02
 -1.43647128e+02 -2.86096895e-02  1.54545750e+02 -1.43111122e+02
  4.85225265e-01  1.55030033e+02 -1.43624550e+02 -1.68862566e-02
  1.54553155e+02 -1.43137784e+02  4.96841399e-01  1.55034910e+02
 -1.43658920e+02  1.36321408e-02  1.54536562e+02 -1.43164956e+02
  4.97457791e-01  1.55025980e+02 -1.43614640e+02  1.56138229e-05
  1.54549885e+02 -1.43134887e+02  4.82739303e-01  1.55044219e+02
 -1.43634979e+02  1.82390287e-03  1.54549894e+02 -1.43126320e+02
  4.87842438e-01  1.55040361e+02 -1.43639587e+02  8.29212403e-03
  1.54536154e+02 -1.43151832e+02  4.81275939e-01  1.55035770e+02
 -1.43652107e+02 -3.00395113e-02  1.54540274e+02 -1.43164068e+02
  4.98369945e-01  1.55039133e+02 -1.43639706e+02 -1.57047517e-03
  1.54542952e+02 -1.43137776e+02  4.83340577e-01  1.55029458e+02
 -1.43646422e+02 -1.79990194e-02  1.54529739e+02 -1.43164932e+02
  4.69340795e-01  1.55025888e+02]
Niter:  1 row:  188 ngroup:  26 nlines:  6392 gd:  5976
[ 1.19913147e-10 -1.03135562e-05 -2.82893035e-01  1.61510751e+04
 -1.43631012e+02 -4.76263540e-03  1.54542054e+02 -1.43155522e+02
  4.86563982e-01  1.55035123e+02 -1.43630146e+02 -9.98928333e-03
  1.54533389e+02 -1.43137670e+02  4.83948812e-01  1.55047501e+02
 -1.43643610e+02  5.06795721e-03  1.54552322e+02 -1.43129470e+02
  4.93274064e-01  1.55048436e+02 -1.43626933e+02  1.84485498e-02
  1.54527595e+02 -1.43190650e+02  4.59482014e-01  1.55038675e+02
 -1.43647128e+02 -2.86096895e-02  1.54545750e+02 -1.43111122e+02
  4.85225265e-01  1.55030033e+02 -1.43624550e+02 -1.68862566e-02
  1.54553155e+02 -1.43137784e+02  4.96841399e-01  1.55034910e+02
 -1.43658920e+02  1.36321408e-02  1.54536562e+02 -1.43164956e+02
  4.97457791e-01  1.55025980e+02 -1.43614640e+02  1.56138229e-05
  1.54549885e+02 -1.43134887e+02  4.82739303e-01  1.55044219e+02
 -1.43634979e+02  1.82390287e-03  1.54549894e+02 -1.43126320e+02
  4.87842438e-01  1.55040361e+02 -1.43639587e+02  8.29212403e-03
  1.54536154e+02 -1.43151832e+02  4.81275939e-01  1.55035770e+02
 -1.43652107e+02 -3.00395113e-02  1.54540274e+02 -1.43164068e+02
  4.98369945e-01  1.55039133e+02 -1.43639706e+02 -1.57047517e-03
  1.54542952e+02 -1.43137776e+02  4.83340577e-01  1.55029458e+02
 -1.43646422e+02 -1.79990194e-02  1.54529739e+02 -1.43164932e+02
  4.69340795e-01  1.55025888e+02]
res:  5976 -0.0007359934697888093 0.01598295253006654 0.025892513569809456
[ 1.19913159e-10 -1.03135572e-05 -2.82893064e-01  1.61510767e+04
 -1.43611981e+02 -4.24364992e-06  1.54546653e+02 -1.43141464e+02
  4.81822780e-01  1.55047659e+02 -1.43627565e+02 -2.55902133e-02
  1.54542575e+02 -1.43130338e+02  4.70378863e-01  1.55049996e+02
 -1.43636669e+02 -2.83961958e-03  1.54563085e+02 -1.43134716e+02
  4.78026903e-01  1.55044173e+02 -1.43608615e+02 -1.21084952e-02
  1.54534762e+02 -1.43170879e+02  4.66097301e-01  1.55035916e+02
 -1.43627642e+02 -2.71464434e-02  1.54550514e+02 -1.43113297e+02
  4.85347161e-01  1.55037129e+02 -1.43612573e+02 -2.25713419e-02
  1.54561238e+02 -1.43129332e+02  4.90068589e-01  1.55039698e+02
 -1.43639989e+02 -8.45472586e-03  1.54541036e+02 -1.43158005e+02
  4.89842676e-01  1.55035837e+02 -1.43618632e+02 -2.71802920e-03
  1.54554463e+02 -1.43118841e+02  4.80578017e-01  1.55045835e+02
 -1.43635869e+02 -1.42168922e-02  1.54557697e+02 -1.43113307e+02
  4.76560388e-01  1.55042822e+02 -1.43645004e+02 -1.19837769e-02
  1.54543285e+02 -1.43149857e+02  4.67891962e-01  1.55050663e+02
 -1.43654900e+02 -1.91010949e-02  1.54545098e+02 -1.43144636e+02
  4.86140504e-01  1.55044600e+02 -1.43646562e+02 -1.20949093e-02
  1.54545431e+02 -1.43132319e+02  4.64944206e-01  1.55036784e+02
 -1.43639482e+02 -1.05255276e-02  1.54538166e+02 -1.43157319e+02
  4.63474921e-01  1.55031175e+02]
Niter:  2 row:  188 ngroup:  26 nlines:  6392 gd:  5977
[ 1.19913159e-10 -1.03135572e-05 -2.82893064e-01  1.61510767e+04
 -1.43611981e+02 -4.24364992e-06  1.54546653e+02 -1.43141464e+02
  4.81822780e-01  1.55047659e+02 -1.43627565e+02 -2.55902133e-02
  1.54542575e+02 -1.43130338e+02  4.70378863e-01  1.55049996e+02
 -1.43636669e+02 -2.83961958e-03  1.54563085e+02 -1.43134716e+02
  4.78026903e-01  1.55044173e+02 -1.43608615e+02 -1.21084952e-02
  1.54534762e+02 -1.43170879e+02  4.66097301e-01  1.55035916e+02
 -1.43627642e+02 -2.71464434e-02  1.54550514e+02 -1.43113297e+02
  4.85347161e-01  1.55037129e+02 -1.43612573e+02 -2.25713419e-02
  1.54561238e+02 -1.43129332e+02  4.90068589e-01  1.55039698e+02
 -1.43639989e+02 -8.45472586e-03  1.54541036e+02 -1.43158005e+02
  4.89842676e-01  1.55035837e+02 -1.43618632e+02 -2.71802920e-03
  1.54554463e+02 -1.43118841e+02  4.80578017e-01  1.55045835e+02
 -1.43635869e+02 -1.42168922e-02  1.54557697e+02 -1.43113307e+02
  4.76560388e-01  1.55042822e+02 -1.43645004e+02 -1.19837769e-02
  1.54543285e+02 -1.43149857e+02  4.67891962e-01  1.55050663e+02
 -1.43654900e+02 -1.91010949e-02  1.54545098e+02 -1.43144636e+02
  4.86140504e-01  1.55044600e+02 -1.43646562e+02 -1.20949093e-02
  1.54545431e+02 -1.43132319e+02  4.64944206e-01  1.55036784e+02
 -1.43639482e+02 -1.05255276e-02  1.54538166e+02 -1.43157319e+02
  4.63474921e-01  1.55031175e+02]
res:  5977 -0.0007985719457792584 0.01603121075731906 0.025845264831866173
[ 1.19913171e-10 -1.03135583e-05 -2.82893092e-01  1.61510783e+04
 -1.43605048e+02  5.67811281e-03  1.54551380e+02 -1.43134517e+02
  4.87517349e-01  1.55052389e+02 -1.43620592e+02 -1.99244478e-02
  1.54547302e+02 -1.43123359e+02  4.69214123e-01  1.55054718e+02
 -1.43624311e+02 -4.89658381e-04  1.54569996e+02 -1.43127770e+02
  4.76541499e-01  1.55046633e+02 -1.43601688e+02 -9.71334386e-03
  1.54544323e+02 -1.43163934e+02  4.71776339e-01  1.55040644e+02
 -1.43620695e+02 -2.14574593e-02  1.54555247e+02 -1.43106347e+02
  4.87429259e-01  1.55041868e+02 -1.43605626e+02 -1.68754514e-02
  1.54565972e+02 -1.43122379e+02  4.88893359e-01  1.55044429e+02
 -1.43627173e+02 -6.18140234e-03  1.54545779e+02 -1.43151054e+02
  4.91928573e-01  1.55040572e+02 -1.43611683e+02 -3.83366282e-03
  1.54559191e+02 -1.43111888e+02  4.70312778e-01  1.55050565e+02
 -1.43628930e+02 -1.90515863e-02  1.54562427e+02 -1.43101005e+02
  4.72098523e-01  1.55047548e+02 -1.43638051e+02 -6.29487640e-03
  1.54548019e+02 -1.43142929e+02  4.66987002e-01  1.55055392e+02
 -1.43647946e+02 -9.79541019e-03  1.54549822e+02 -1.43131511e+02
  4.88305002e-01  1.55049325e+02 -1.43639615e+02 -1.00147523e-02
  1.54550158e+02 -1.43125360e+02  4.63928078e-01  1.55041511e+02
 -1.43632542e+02 -4.84974161e-03  1.54545256e+02 -1.43150371e+02
  4.62464038e-01  1.55035903e+02]
Niter:  3 row:  188 ngroup:  26 nlines:  6392 gd:  5971
[ 1.19913171e-10 -1.03135583e-05 -2.82893092e-01  1.61510783e+04
 -1.43605048e+02  5.67811281e-03  1.54551380e+02 -1.43134517e+02
  4.87517349e-01  1.55052389e+02 -1.43620592e+02 -1.99244478e-02
  1.54547302e+02 -1.43123359e+02  4.69214123e-01  1.55054718e+02
 -1.43624311e+02 -4.89658381e-04  1.54569996e+02 -1.43127770e+02
  4.76541499e-01  1.55046633e+02 -1.43601688e+02 -9.71334386e-03
  1.54544323e+02 -1.43163934e+02  4.71776339e-01  1.55040644e+02
 -1.43620695e+02 -2.14574593e-02  1.54555247e+02 -1.43106347e+02
  4.87429259e-01  1.55041868e+02 -1.43605626e+02 -1.68754514e-02
  1.54565972e+02 -1.43122379e+02  4.88893359e-01  1.55044429e+02
 -1.43627173e+02 -6.18140234e-03  1.54545779e+02 -1.43151054e+02
  4.91928573e-01  1.55040572e+02 -1.43611683e+02 -3.83366282e-03
  1.54559191e+02 -1.43111888e+02  4.70312778e-01  1.55050565e+02
 -1.43628930e+02 -1.90515863e-02  1.54562427e+02 -1.43101005e+02
  4.72098523e-01  1.55047548e+02 -1.43638051e+02 -6.29487640e-03
  1.54548019e+02 -1.43142929e+02  4.66987002e-01  1.55055392e+02
 -1.43647946e+02 -9.79541019e-03  1.54549822e+02 -1.43131511e+02
  4.88305002e-01  1.55049325e+02 -1.43639615e+02 -1.00147523e-02
  1.54550158e+02 -1.43125360e+02  4.63928078e-01  1.55041511e+02
 -1.43632542e+02 -4.84974161e-03  1.54545256e+02 -1.43150371e+02
  4.62464038e-01  1.55035903e+02]
res:  5971 -0.0010694549891923089 0.015899450629149214 0.025747184089410822
[ 1.19960269e-10 -1.03135583e-05 -2.82893092e-01  1.61510783e+04
 -1.43605048e+02  5.67811281e-03  1.54551380e+02 -1.43134517e+02
  4.87517349e-01  1.55052389e+02 -1.43620592e+02 -1.99244478e-02
  1.54547302e+02 -1.43123359e+02  4.69214123e-01  1.55054718e+02
 -1.43624311e+02 -4.89658381e-04  1.54569996e+02 -1.43127770e+02
  4.76541499e-01  1.55046633e+02 -1.43601688e+02 -9.71334386e-03
  1.54544323e+02 -1.43163934e+02  4.71776339e-01  1.55040644e+02
 -1.43620695e+02 -2.14574593e-02  1.54555247e+02 -1.43106347e+02
  4.87429259e-01  1.55041868e+02 -1.43605626e+02 -1.68754514e-02
  1.54565972e+02 -1.43122379e+02  4.88893359e-01  1.55044429e+02
 -1.43627173e+02 -6.18140234e-03  1.54545779e+02 -1.43151054e+02
  4.91928573e-01  1.55040572e+02 -1.43611683e+02 -3.83366282e-03
  1.54559191e+02 -1.43111888e+02  4.70312778e-01  1.55050565e+02
 -1.43628930e+02 -1.90515863e-02  1.54562427e+02 -1.43101005e+02
  4.72098523e-01  1.55047548e+02 -1.43638051e+02 -6.29487640e-03
  1.54548019e+02 -1.43142929e+02  4.66987002e-01  1.55055392e+02
 -1.43647946e+02 -9.79541019e-03  1.54549822e+02 -1.43131511e+02
  4.88305002e-01  1.55049325e+02 -1.43639615e+02 -1.00147523e-02
  1.54550158e+02 -1.43125360e+02  4.63928078e-01  1.55041511e+02
 -1.43632542e+02 -4.84974161e-03  1.54545256e+02 -1.43150371e+02
  4.62464038e-01  1.55035903e+02]
Niter:  4 row:  188 ngroup:  26 nlines:  6392 gd:  5972
[ 1.19960269e-10 -1.03135583e-05 -2.82893092e-01  1.61510783e+04
 -1.43605048e+02  5.67811281e-03  1.54551380e+02 -1.43134517e+02
  4.87517349e-01  1.55052389e+02 -1.43620592e+02 -1.99244478e-02
  1.54547302e+02 -1.43123359e+02  4.69214123e-01  1.55054718e+02
 -1.43624311e+02 -4.89658381e-04  1.54569996e+02 -1.43127770e+02
  4.76541499e-01  1.55046633e+02 -1.43601688e+02 -9.71334386e-03
  1.54544323e+02 -1.43163934e+02  4.71776339e-01  1.55040644e+02
 -1.43620695e+02 -2.14574593e-02  1.54555247e+02 -1.43106347e+02
  4.87429259e-01  1.55041868e+02 -1.43605626e+02 -1.68754514e-02
  1.54565972e+02 -1.43122379e+02  4.88893359e-01  1.55044429e+02
 -1.43627173e+02 -6.18140234e-03  1.54545779e+02 -1.43151054e+02
  4.91928573e-01  1.55040572e+02 -1.43611683e+02 -3.83366282e-03
  1.54559191e+02 -1.43111888e+02  4.70312778e-01  1.55050565e+02
 -1.43628930e+02 -1.90515863e-02  1.54562427e+02 -1.43101005e+02
  4.72098523e-01  1.55047548e+02 -1.43638051e+02 -6.29487640e-03
  1.54548019e+02 -1.43142929e+02  4.66987002e-01  1.55055392e+02
 -1.43647946e+02 -9.79541019e-03  1.54549822e+02 -1.43131511e+02
  4.88305002e-01  1.55049325e+02 -1.43639615e+02 -1.00147523e-02
  1.54550158e+02 -1.43125360e+02  4.63928078e-01  1.55041511e+02
 -1.43632542e+02 -4.84974161e-03  1.54545256e+02 -1.43150371e+02
  4.62464038e-01  1.55035903e+02]
res:  5972 -0.0007980264163052198 0.01605366698549915 0.02575210805147168
[ 1.19960281e-10 -1.03135593e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
Niter:  5 row:  188 ngroup:  26 nlines:  6392 gd:  5972
[ 1.19960281e-10 -1.03135593e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
res:  5972 -0.0009301288000642671 0.015963278712661122 0.025747295895580703
[ 1.20000604e-10 -1.03135593e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
Niter:  6 row:  188 ngroup:  26 nlines:  6392 gd:  5972
[ 1.20000604e-10 -1.03135593e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
res:  5972 -0.0006105381808083621 0.016029413239266432 0.025744180544250626
[ 1.19983790e-10 -1.03136156e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
Saving figure to  wave_resid_43670005_fiber188.png
Final values:
res:  -0.0006105381808083621 0.025744180544250626
pars:  [ 1.19983790e-10 -1.03136156e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
188 [ 1.19983790e-10 -1.03136156e-05 -2.82893120e-01  1.61510799e+04
 -1.43600025e+02  1.13593143e-02  1.54557997e+02 -1.43129516e+02
  4.93208006e-01  1.55058997e+02 -1.43615667e+02 -1.42421542e-02
  1.54553923e+02 -1.43118454e+02  4.74907144e-01  1.55061369e+02
 -1.43619300e+02  1.46000463e-03  1.54578627e+02 -1.43122761e+02
  4.82248216e-01  1.55053278e+02 -1.43596641e+02 -4.03644010e-03
  1.54553291e+02 -1.43158917e+02  4.77457988e-01  1.55047243e+02
 -1.43615696e+02 -1.57621226e-02  1.54561842e+02 -1.43101365e+02
  4.93117469e-01  1.55048425e+02 -1.43600635e+02 -1.11814849e-02
  1.54572555e+02 -1.43117395e+02  4.94590457e-01  1.55051030e+02
 -1.43622240e+02 -5.03372652e-04  1.54552322e+02 -1.43146062e+02
  4.97620037e-01  1.55047155e+02 -1.43606694e+02  1.85112030e-03
  1.54565797e+02 -1.43106908e+02  4.72023032e-01  1.55057179e+02
 -1.43623904e+02 -1.33655009e-02  1.54569037e+02 -1.43095983e+02
  4.77786918e-01  1.55054164e+02 -1.43633072e+02 -6.03739589e-04
  1.54554600e+02 -1.43137861e+02  4.72705540e-01  1.55062001e+02
 -1.43642974e+02 -4.11606566e-03  1.54556462e+02 -1.43126594e+02
  4.94005631e-01  1.55055941e+02 -1.43634618e+02 -4.32347103e-03
  1.54556769e+02 -1.43120397e+02  4.69613710e-01  1.55048129e+02
 -1.43627526e+02  8.33755038e-04  1.54554102e+02 -1.43145384e+02
  4.60896265e-01  1.55042520e+02]
--- Row 190/300 row=189 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  189
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=189 ---
Niter:  0 row:  189 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 -0.0019825811923510628 0.015704527195339324 0.03712698198490797
[ 1.20885398e-10 -1.03141392e-05 -2.82900347e-01  1.61511079e+04
 -1.43588533e+02  8.20666010e-14  1.54532955e+02]
Niter:  1 row:  189 ngroup:  1 nlines:  251 gd:  232
[ 1.20885398e-10 -1.03141392e-05 -2.82900347e-01  1.61511079e+04
 -1.43588533e+02  8.20666010e-14  1.54532955e+02]
res:  232 -0.0010431977298139827 0.01658398757354007 0.025372614249181174
[ 1.20861894e-10 -1.03141517e-05 -2.82901522e-01  1.61511138e+04
 -1.43549422e+02  1.22204385e-12  1.54548175e+02]
Niter:  2 row:  189 ngroup:  1 nlines:  251 gd:  238
[ 1.20861894e-10 -1.03141517e-05 -2.82901522e-01  1.61511138e+04
 -1.43549422e+02  1.22204385e-12  1.54548175e+02]
res:  238 -0.0017408048843208235 0.01680816145380959 0.02750361875966558
[ 1.21163906e-10 -1.03143615e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
Niter:  3 row:  189 ngroup:  1 nlines:  251 gd:  237
[ 1.21163906e-10 -1.03143615e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
res:  237 -0.0017114606034738244 0.016926371501540416 0.027151533345549723
[ 1.21153380e-10 -1.03143615e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
Niter:  4 row:  189 ngroup:  1 nlines:  251 gd:  237
[ 1.21153380e-10 -1.03143615e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
res:  237 -0.0016971965287666535 0.016904049500226392 0.027151583892589048
[ 1.21162194e-10 -1.03143768e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
Niter:  5 row:  189 ngroup:  1 nlines:  251 gd:  237
[ 1.21162194e-10 -1.03143768e-05 -2.82904702e-01  1.61511159e+04
 -1.43535749e+02 -1.89194617e-11  1.54539426e+02]
res:  237 -0.001641672088226187 0.016490537778736325 0.027146127098777013
[ 1.21203579e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02]
Niter:  6 row:  189 ngroup:  1 nlines:  251 gd:  236
[ 1.21203579e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02]
res:  236 -0.0016910139893298037 0.01635887952215853 0.026798422283233012
[ 1.21213502e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02]
Final values:
res:  -0.0016910139893298037 0.026798422283233012
pars:  [ 1.21213502e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02]
189 [ 1.21213502e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02]
elapsed: 2.9 sec.
Niter:  0 row:  189 ngroup:  26 nlines:  6390 gd:  6390
[ 1.21213502e-10 -1.03142255e-05 -2.82904692e-01  1.61511158e+04
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02 -1.43535225e+02 -6.76213647e-09
  1.54545209e+02 -1.43535225e+02 -6.76213647e-09  1.54545209e+02
 -1.43535225e+02 -6.76213647e-09  1.54545209e+02 -1.43535225e+02
 -6.76213647e-09  1.54545209e+02]
res:  6390 0.0002559053991717519 0.0146802773078889 0.03546656579535284
[ 1.21213490e-10 -1.03142265e-05 -2.82904663e-01  1.61511142e+04
 -1.43542251e+02  2.23371158e-02  1.54534210e+02 -1.43022490e+02
  5.19634022e-01  1.55042329e+02 -1.43561062e+02  3.01222234e-02
  1.54536818e+02 -1.43054936e+02  5.18030928e-01  1.55034740e+02
 -1.43509290e+02  4.07943635e-02  1.54548975e+02 -1.43027621e+02
  5.04987713e-01  1.55036002e+02 -1.43548340e+02  3.10476784e-02
  1.54534203e+02 -1.43063656e+02  5.28373262e-01  1.55036901e+02
 -1.43524624e+02  1.45080888e-02  1.54541608e+02 -1.43058862e+02
  5.37812511e-01  1.55041934e+02 -1.43528421e+02  3.44931303e-02
  1.54546455e+02 -1.43049889e+02  5.18767773e-01  1.55032006e+02
 -1.43525075e+02  4.35296534e-02  1.54535871e+02 -1.43038302e+02
  5.17134966e-01  1.55046434e+02 -1.43530447e+02  6.14735743e-02
  1.54537535e+02 -1.43035479e+02  5.44723456e-01  1.55033429e+02
 -1.43534967e+02  2.88341848e-02  1.54534058e+02 -1.43050954e+02
  5.32880578e-01  1.55035963e+02 -1.43530525e+02  3.91872815e-02
  1.54547893e+02 -1.43043804e+02  5.26670931e-01  1.55024148e+02
 -1.43544046e+02  4.04103557e-02  1.54534948e+02 -1.43035396e+02
  5.27544548e-01  1.55046956e+02 -1.43534426e+02  2.16057459e-02
  1.54539971e+02 -1.43099165e+02  5.32816329e-01  1.55038280e+02
 -1.43558627e+02  3.55713202e-02  1.54534380e+02 -1.43033354e+02
  5.32426847e-01  1.55034634e+02]
Niter:  1 row:  189 ngroup:  26 nlines:  6390 gd:  5901
[ 1.21213490e-10 -1.03142265e-05 -2.82904663e-01  1.61511142e+04
 -1.43542251e+02  2.23371158e-02  1.54534210e+02 -1.43022490e+02
  5.19634022e-01  1.55042329e+02 -1.43561062e+02  3.01222234e-02
  1.54536818e+02 -1.43054936e+02  5.18030928e-01  1.55034740e+02
 -1.43509290e+02  4.07943635e-02  1.54548975e+02 -1.43027621e+02
  5.04987713e-01  1.55036002e+02 -1.43548340e+02  3.10476784e-02
  1.54534203e+02 -1.43063656e+02  5.28373262e-01  1.55036901e+02
 -1.43524624e+02  1.45080888e-02  1.54541608e+02 -1.43058862e+02
  5.37812511e-01  1.55041934e+02 -1.43528421e+02  3.44931303e-02
  1.54546455e+02 -1.43049889e+02  5.18767773e-01  1.55032006e+02
 -1.43525075e+02  4.35296534e-02  1.54535871e+02 -1.43038302e+02
  5.17134966e-01  1.55046434e+02 -1.43530447e+02  6.14735743e-02
  1.54537535e+02 -1.43035479e+02  5.44723456e-01  1.55033429e+02
 -1.43534967e+02  2.88341848e-02  1.54534058e+02 -1.43050954e+02
  5.32880578e-01  1.55035963e+02 -1.43530525e+02  3.91872815e-02
  1.54547893e+02 -1.43043804e+02  5.26670931e-01  1.55024148e+02
 -1.43544046e+02  4.04103557e-02  1.54534948e+02 -1.43035396e+02
  5.27544548e-01  1.55046956e+02 -1.43534426e+02  2.16057459e-02
  1.54539971e+02 -1.43099165e+02  5.32816329e-01  1.55038280e+02
 -1.43558627e+02  3.55713202e-02  1.54534380e+02 -1.43033354e+02
  5.32426847e-01  1.55034634e+02]
res:  5901 -0.0006280739835347049 0.014439354097703472 0.023856865522297727
[ 1.21213478e-10 -1.03142276e-05 -2.82904692e-01  1.61511126e+04
 -1.43548926e+02 -1.24414714e-03  1.54533904e+02 -1.43048137e+02
  4.93665527e-01  1.55034651e+02 -1.43567083e+02 -2.70031986e-03
  1.54533978e+02 -1.43046824e+02  4.95210399e-01  1.55029591e+02
 -1.43538824e+02  2.58722009e-02  1.54537073e+02 -1.43028747e+02
  4.98463158e-01  1.55030445e+02 -1.43537863e+02  7.12786524e-03
  1.54527932e+02 -1.43072058e+02  5.25190670e-01  1.55038460e+02
 -1.43547956e+02 -9.70626395e-03  1.54538173e+02 -1.43055599e+02
  5.28685438e-01  1.55035114e+02 -1.43556631e+02  1.27997268e-02
  1.54546949e+02 -1.43047573e+02  4.94886443e-01  1.55027378e+02
 -1.43537737e+02  1.06401685e-02  1.54533188e+02 -1.43051246e+02
  4.91424689e-01  1.55039003e+02 -1.43528406e+02  4.22920352e-02
  1.54530804e+02 -1.43036334e+02  5.06452226e-01  1.55031895e+02
 -1.43531206e+02  1.44321150e-02  1.54534294e+02 -1.43056477e+02
  5.08066066e-01  1.55030744e+02 -1.43537030e+02  1.08811178e-02
  1.54544911e+02 -1.43051628e+02  5.06724331e-01  1.55016920e+02
 -1.43567124e+02  7.20971161e-03  1.54534222e+02 -1.43031193e+02
  5.14128138e-01  1.55037170e+02 -1.43536637e+02  1.44844816e-02
  1.54532795e+02 -1.43100859e+02  5.31170389e-01  1.55035364e+02
 -1.43563401e+02  8.51839421e-03  1.54527146e+02 -1.43032533e+02
  4.95016576e-01  1.55027391e+02]
Niter:  2 row:  189 ngroup:  26 nlines:  6390 gd:  5895
[ 1.21213478e-10 -1.03142276e-05 -2.82904692e-01  1.61511126e+04
 -1.43548926e+02 -1.24414714e-03  1.54533904e+02 -1.43048137e+02
  4.93665527e-01  1.55034651e+02 -1.43567083e+02 -2.70031986e-03
  1.54533978e+02 -1.43046824e+02  4.95210399e-01  1.55029591e+02
 -1.43538824e+02  2.58722009e-02  1.54537073e+02 -1.43028747e+02
  4.98463158e-01  1.55030445e+02 -1.43537863e+02  7.12786524e-03
  1.54527932e+02 -1.43072058e+02  5.25190670e-01  1.55038460e+02
 -1.43547956e+02 -9.70626395e-03  1.54538173e+02 -1.43055599e+02
  5.28685438e-01  1.55035114e+02 -1.43556631e+02  1.27997268e-02
  1.54546949e+02 -1.43047573e+02  4.94886443e-01  1.55027378e+02
 -1.43537737e+02  1.06401685e-02  1.54533188e+02 -1.43051246e+02
  4.91424689e-01  1.55039003e+02 -1.43528406e+02  4.22920352e-02
  1.54530804e+02 -1.43036334e+02  5.06452226e-01  1.55031895e+02
 -1.43531206e+02  1.44321150e-02  1.54534294e+02 -1.43056477e+02
  5.08066066e-01  1.55030744e+02 -1.43537030e+02  1.08811178e-02
  1.54544911e+02 -1.43051628e+02  5.06724331e-01  1.55016920e+02
 -1.43567124e+02  7.20971161e-03  1.54534222e+02 -1.43031193e+02
  5.14128138e-01  1.55037170e+02 -1.43536637e+02  1.44844816e-02
  1.54532795e+02 -1.43100859e+02  5.31170389e-01  1.55035364e+02
 -1.43563401e+02  8.51839421e-03  1.54527146e+02 -1.43032533e+02
  4.95016576e-01  1.55027391e+02]
res:  5895 -0.0006640995634370483 0.01446663945353066 0.023737235191484365
[ 1.21213466e-10 -1.03142286e-05 -2.82904720e-01  1.61511140e+04
 -1.43542904e+02 -3.28531850e-03  1.54537947e+02 -1.43042113e+02
  4.98575966e-01  1.55038683e+02 -1.43561072e+02  2.19347421e-03
  1.54538030e+02 -1.43040793e+02  5.00127483e-01  1.55033638e+02
 -1.43532806e+02  3.07790084e-02  1.54541119e+02 -1.43022724e+02
  5.03370072e-01  1.55034486e+02 -1.43531836e+02  1.20283640e-02
  1.54531981e+02 -1.43066037e+02  5.30102647e-01  1.55042501e+02
 -1.43541928e+02 -4.80760403e-03  1.54542214e+02 -1.43049575e+02
  5.33599705e-01  1.55041071e+02 -1.43550598e+02  1.45847755e-02
  1.54550999e+02 -1.43041587e+02  4.90010197e-01  1.55033512e+02
 -1.43537167e+02  1.55386219e-02  1.54537240e+02 -1.43045210e+02
  4.96311224e-01  1.55044912e+02 -1.43522385e+02  4.32663061e-02
  1.54534850e+02 -1.43030330e+02  5.04669364e-01  1.55035944e+02
 -1.43520008e+02  1.59654786e-02  1.54541942e+02 -1.43050456e+02
  5.06517063e-01  1.55034787e+02 -1.43531019e+02  1.25147640e-02
  1.54548949e+02 -1.43045611e+02  5.11647960e-01  1.55020957e+02
 -1.43561088e+02  1.20997190e-02  1.54538265e+02 -1.43025175e+02
  5.15809608e-01  1.55041216e+02 -1.43530636e+02  1.93761308e-02
  1.54536843e+02 -1.43089565e+02  5.36065570e-01  1.55039406e+02
 -1.43557398e+02  1.01478927e-02  1.54531195e+02 -1.43026487e+02
  4.89930802e-01  1.55031433e+02]
Niter:  3 row:  189 ngroup:  26 nlines:  6390 gd:  5894
[ 1.21213466e-10 -1.03142286e-05 -2.82904720e-01  1.61511140e+04
 -1.43542904e+02 -3.28531850e-03  1.54537947e+02 -1.43042113e+02
  4.98575966e-01  1.55038683e+02 -1.43561072e+02  2.19347421e-03
  1.54538030e+02 -1.43040793e+02  5.00127483e-01  1.55033638e+02
 -1.43532806e+02  3.07790084e-02  1.54541119e+02 -1.43022724e+02
  5.03370072e-01  1.55034486e+02 -1.43531836e+02  1.20283640e-02
  1.54531981e+02 -1.43066037e+02  5.30102647e-01  1.55042501e+02
 -1.43541928e+02 -4.80760403e-03  1.54542214e+02 -1.43049575e+02
  5.33599705e-01  1.55041071e+02 -1.43550598e+02  1.45847755e-02
  1.54550999e+02 -1.43041587e+02  4.90010197e-01  1.55033512e+02
 -1.43537167e+02  1.55386219e-02  1.54537240e+02 -1.43045210e+02
  4.96311224e-01  1.55044912e+02 -1.43522385e+02  4.32663061e-02
  1.54534850e+02 -1.43030330e+02  5.04669364e-01  1.55035944e+02
 -1.43520008e+02  1.59654786e-02  1.54541942e+02 -1.43050456e+02
  5.06517063e-01  1.55034787e+02 -1.43531019e+02  1.25147640e-02
  1.54548949e+02 -1.43045611e+02  5.11647960e-01  1.55020957e+02
 -1.43561088e+02  1.20997190e-02  1.54538265e+02 -1.43025175e+02
  5.15809608e-01  1.55041216e+02 -1.43530636e+02  1.93761308e-02
  1.54536843e+02 -1.43089565e+02  5.36065570e-01  1.55039406e+02
 -1.43557398e+02  1.01478927e-02  1.54531195e+02 -1.43026487e+02
  4.89930802e-01  1.55031433e+02]
res:  5894 -0.0007161701150835142 0.014709089614370896 0.023711248368178874
[ 1.20808948e-10 -1.03146617e-05 -2.82899832e-01  1.61511156e+04
 -1.43568257e+02 -3.30602410e-03  1.54552215e+02 -1.43067430e+02
  5.04304388e-01  1.55052521e+02 -1.43586344e+02  8.39754335e-03
  1.54552783e+02 -1.43066216e+02  5.05667213e-01  1.55048126e+02
 -1.43558198e+02  3.67261036e-02  1.54555573e+02 -1.43048198e+02
  5.09107112e-01  1.55048702e+02 -1.43557302e+02  1.81203883e-02
  1.54549814e+02 -1.43091462e+02  5.35813241e-01  1.55056730e+02
 -1.43567532e+02  1.21880506e-03  1.54556475e+02 -1.43074936e+02
  5.39164113e-01  1.55055555e+02 -1.43576078e+02  1.49214999e-02
  1.54565583e+02 -1.43066923e+02  4.95536746e-01  1.55047887e+02
 -1.43562472e+02  2.17616387e-02  1.54551945e+02 -1.43070603e+02
  5.02880053e-01  1.55058784e+02 -1.43547847e+02  4.99106970e-02
  1.54549240e+02 -1.43055630e+02  5.09974247e-01  1.55050472e+02
 -1.43545269e+02  1.63037116e-02  1.54556256e+02 -1.43075836e+02
  5.12480790e-01  1.55049091e+02 -1.43556184e+02  1.86184332e-02
  1.54563150e+02 -1.43071092e+02  5.16973052e-01  1.55034988e+02
 -1.43586605e+02  1.84813377e-02  1.54552660e+02 -1.43050452e+02
  5.21291621e-01  1.55055616e+02 -1.43555794e+02  2.57030167e-02
  1.54551258e+02 -1.43105657e+02  5.42384746e-01  1.55053571e+02
 -1.43582499e+02  1.67437757e-02  1.54545751e+02 -1.43052170e+02
  4.96392464e-01  1.55045620e+02]
Niter:  4 row:  189 ngroup:  26 nlines:  6390 gd:  5910
[ 1.20808948e-10 -1.03146617e-05 -2.82899832e-01  1.61511156e+04
 -1.43568257e+02 -3.30602410e-03  1.54552215e+02 -1.43067430e+02
  5.04304388e-01  1.55052521e+02 -1.43586344e+02  8.39754335e-03
  1.54552783e+02 -1.43066216e+02  5.05667213e-01  1.55048126e+02
 -1.43558198e+02  3.67261036e-02  1.54555573e+02 -1.43048198e+02
  5.09107112e-01  1.55048702e+02 -1.43557302e+02  1.81203883e-02
  1.54549814e+02 -1.43091462e+02  5.35813241e-01  1.55056730e+02
 -1.43567532e+02  1.21880506e-03  1.54556475e+02 -1.43074936e+02
  5.39164113e-01  1.55055555e+02 -1.43576078e+02  1.49214999e-02
  1.54565583e+02 -1.43066923e+02  4.95536746e-01  1.55047887e+02
 -1.43562472e+02  2.17616387e-02  1.54551945e+02 -1.43070603e+02
  5.02880053e-01  1.55058784e+02 -1.43547847e+02  4.99106970e-02
  1.54549240e+02 -1.43055630e+02  5.09974247e-01  1.55050472e+02
 -1.43545269e+02  1.63037116e-02  1.54556256e+02 -1.43075836e+02
  5.12480790e-01  1.55049091e+02 -1.43556184e+02  1.86184332e-02
  1.54563150e+02 -1.43071092e+02  5.16973052e-01  1.55034988e+02
 -1.43586605e+02  1.84813377e-02  1.54552660e+02 -1.43050452e+02
  5.21291621e-01  1.55055616e+02 -1.43555794e+02  2.57030167e-02
  1.54551258e+02 -1.43105657e+02  5.42384746e-01  1.55053571e+02
 -1.43582499e+02  1.67437757e-02  1.54545751e+02 -1.43052170e+02
  4.96392464e-01  1.55045620e+02]
res:  5910 -0.0004889076626568567 0.01465664186343929 0.023909869021559012
[ 1.20808960e-10 -1.03146606e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
Niter:  5 row:  189 ngroup:  26 nlines:  6390 gd:  5908
[ 1.20808960e-10 -1.03146606e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
res:  5908 -0.0005135285682627 0.014661121447716141 0.0238833116741195
[ 1.20814450e-10 -1.03146606e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
Niter:  6 row:  189 ngroup:  26 nlines:  6390 gd:  5908
[ 1.20814450e-10 -1.03146606e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
res:  5908 -0.0005234683694652631 0.014651056263573992 0.02388323159917552
[ 1.20808861e-10 -1.03146545e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
Saving figure to  wave_resid_43670005_fiber189.png
Final values:
res:  -0.0005234683694652631 0.02388323159917552
pars:  [ 1.20808861e-10 -1.03146545e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
189 [ 1.20808861e-10 -1.03146545e-05 -2.82899861e-01  1.61511172e+04
 -1.43561143e+02  4.53131483e-03  1.54557631e+02 -1.43060304e+02
  5.09868371e-01  1.55057967e+02 -1.43579193e+02  1.39512619e-02
  1.54560124e+02 -1.43059034e+02  5.11248805e-01  1.55053528e+02
 -1.43551060e+02  4.22938543e-02  1.54560977e+02 -1.43041004e+02
  5.14676264e-01  1.55054129e+02 -1.43550148e+02  2.36713675e-02
  1.54555940e+02 -1.43084232e+02  5.41387742e-01  1.55062150e+02
 -1.43560228e+02  6.78714083e-03  1.54561892e+02 -1.43067789e+02
  5.44744472e-01  1.55060960e+02 -1.43568891e+02  2.25558311e-02
  1.54570982e+02 -1.43059630e+02  5.01126320e-01  1.55053291e+02
 -1.43549847e+02  2.38357458e-02  1.54557337e+02 -1.43063481e+02
  5.08407559e-01  1.55066126e+02 -1.43540705e+02  5.54252831e-02
  1.54554653e+02 -1.43048453e+02  5.15561209e-01  1.55057869e+02
 -1.43538145e+02  2.41570006e-02  1.54561673e+02 -1.43068717e+02
  5.18046680e-01  1.55054503e+02 -1.43549092e+02  2.41779630e-02
  1.54568569e+02 -1.43063852e+02  5.22570476e-01  1.55040414e+02
 -1.43579418e+02  2.40170588e-02  1.54558071e+02 -1.43038200e+02
  5.26713768e-01  1.55061023e+02 -1.43548662e+02  3.12401352e-02
  1.54556668e+02 -1.43102238e+02  5.51230568e-01  1.55058996e+02
 -1.43575322e+02  2.53317361e-02  1.54555043e+02 -1.43044937e+02
  4.98518167e-01  1.55051042e+02]
--- Row 191/300 row=190 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  190
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=190 ---
Niter:  0 row:  190 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 -0.0002940602053058683 0.015982753813659656 0.035864316185223885
[ 1.20819940e-10 -1.03144062e-05 -2.82897506e-01  1.61511017e+04
 -1.43610676e+02 -3.13105290e-14  1.54524964e+02]
Niter:  1 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20819940e-10 -1.03144062e-05 -2.82897506e-01  1.61511017e+04
 -1.43610676e+02 -3.13105290e-14  1.54524964e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Niter:  2 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Niter:  3 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Niter:  4 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Niter:  5 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Niter:  6 row:  190 ngroup:  1 nlines:  246 gd:  231
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
res:  231 -0.0007056683898554184 0.016012836815207265 0.025476998818689586
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
Final values:
res:  -0.0007056683898554184 0.025476998818689586
pars:  [ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
190 [ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02]
elapsed: 2.9 sec.
Niter:  0 row:  190 ngroup:  26 nlines:  6366 gd:  6366
[ 1.20680028e-10 -1.03147734e-05 -2.82896962e-01  1.61511043e+04
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02 -1.43602839e+02  1.67787291e-11
  1.54525105e+02 -1.43602839e+02  1.67787291e-11  1.54525105e+02
 -1.43602839e+02  1.67787291e-11  1.54525105e+02 -1.43602839e+02
  1.67787291e-11  1.54525105e+02]
res:  6366 -8.381169573112857e-05 0.015744965060548566 0.03659019602789851
[ 1.20680040e-10 -1.03147723e-05 -2.82896934e-01  1.61511027e+04
 -1.43613045e+02  2.97348141e-03  1.54520314e+02 -1.43135394e+02
  4.69410558e-01  1.55016711e+02 -1.43631586e+02  1.13515997e-02
  1.54521386e+02 -1.43123757e+02  4.73342472e-01  1.55020554e+02
 -1.43641760e+02  1.68319275e-02  1.54522965e+02 -1.43112022e+02
  4.79459706e-01  1.55017373e+02 -1.43606547e+02 -2.48565487e-02
  1.54509268e+02 -1.43094862e+02  4.74649713e-01  1.55017831e+02
 -1.43604190e+02 -4.52342600e-03  1.54522486e+02 -1.43103786e+02
  4.84864860e-01  1.55010594e+02 -1.43601835e+02  7.58594564e-03
  1.54527178e+02 -1.43079312e+02  4.57442647e-01  1.55024399e+02
 -1.43613384e+02  4.77723906e-03  1.54526366e+02 -1.43130648e+02
  4.89770667e-01  1.55017867e+02 -1.43594914e+02 -7.99020691e-04
  1.54529988e+02 -1.43108670e+02  4.78848525e-01  1.55034431e+02
 -1.43617197e+02  3.00145509e-03  1.54521003e+02 -1.43143581e+02
  4.98478716e-01  1.55025457e+02 -1.43621717e+02  9.03323432e-03
  1.54527574e+02 -1.43118117e+02  4.87751110e-01  1.55003824e+02
 -1.43639453e+02  3.29236663e-03  1.54509977e+02 -1.43150592e+02
  4.71052260e-01  1.55014483e+02 -1.43627937e+02  1.70708198e-04
  1.54515569e+02 -1.43135663e+02  4.98246211e-01  1.55013961e+02
 -1.43599465e+02  5.60375697e-03  1.54520503e+02 -1.43116057e+02
  4.77068589e-01  1.55016481e+02]
Niter:  1 row:  190 ngroup:  26 nlines:  6366 gd:  5923
[ 1.20680040e-10 -1.03147723e-05 -2.82896934e-01  1.61511027e+04
 -1.43613045e+02  2.97348141e-03  1.54520314e+02 -1.43135394e+02
  4.69410558e-01  1.55016711e+02 -1.43631586e+02  1.13515997e-02
  1.54521386e+02 -1.43123757e+02  4.73342472e-01  1.55020554e+02
 -1.43641760e+02  1.68319275e-02  1.54522965e+02 -1.43112022e+02
  4.79459706e-01  1.55017373e+02 -1.43606547e+02 -2.48565487e-02
  1.54509268e+02 -1.43094862e+02  4.74649713e-01  1.55017831e+02
 -1.43604190e+02 -4.52342600e-03  1.54522486e+02 -1.43103786e+02
  4.84864860e-01  1.55010594e+02 -1.43601835e+02  7.58594564e-03
  1.54527178e+02 -1.43079312e+02  4.57442647e-01  1.55024399e+02
 -1.43613384e+02  4.77723906e-03  1.54526366e+02 -1.43130648e+02
  4.89770667e-01  1.55017867e+02 -1.43594914e+02 -7.99020691e-04
  1.54529988e+02 -1.43108670e+02  4.78848525e-01  1.55034431e+02
 -1.43617197e+02  3.00145509e-03  1.54521003e+02 -1.43143581e+02
  4.98478716e-01  1.55025457e+02 -1.43621717e+02  9.03323432e-03
  1.54527574e+02 -1.43118117e+02  4.87751110e-01  1.55003824e+02
 -1.43639453e+02  3.29236663e-03  1.54509977e+02 -1.43150592e+02
  4.71052260e-01  1.55014483e+02 -1.43627937e+02  1.70708198e-04
  1.54515569e+02 -1.43135663e+02  4.98246211e-01  1.55013961e+02
 -1.43599465e+02  5.60375697e-03  1.54520503e+02 -1.43116057e+02
  4.77068589e-01  1.55016481e+02]
res:  5923 -0.0004302079069020692 0.015632748848474876 0.025642283099394158
[ 1.20680028e-10 -1.03147713e-05 -2.82896962e-01  1.61511043e+04
 -1.43602802e+02 -3.61109559e-03  1.54525137e+02 -1.43127048e+02
  4.75473971e-01  1.55026236e+02 -1.43614484e+02 -3.03664517e-03
  1.54533832e+02 -1.43108636e+02  4.53812717e-01  1.55028598e+02
 -1.43631124e+02  1.50310662e-02  1.54528168e+02 -1.43124866e+02
  4.77340572e-01  1.55028313e+02 -1.43605596e+02 -1.24152834e-02
  1.54511917e+02 -1.43104861e+02  4.65523876e-01  1.55022959e+02
 -1.43606858e+02  4.82220187e-03  1.54530735e+02 -1.43097127e+02
  4.81695631e-01  1.55021246e+02 -1.43608054e+02 -6.55487745e-04
  1.54532901e+02 -1.43098022e+02  4.66699442e-01  1.55025137e+02
 -1.43621956e+02  9.43645419e-03  1.54536056e+02 -1.43122954e+02
  4.83883876e-01  1.55025502e+02 -1.43594937e+02  7.15583004e-03
  1.54534504e+02 -1.43119446e+02  4.67607653e-01  1.55038188e+02
 -1.43597908e+02  1.89861405e-03  1.54529760e+02 -1.43130637e+02
  4.92704154e-01  1.55026226e+02 -1.43621735e+02  5.30767528e-03
  1.54530140e+02 -1.43104939e+02  4.88085750e-01  1.55009535e+02
 -1.43626888e+02 -5.93696858e-03  1.54512237e+02 -1.43117259e+02
  4.58449567e-01  1.55019855e+02 -1.43606612e+02 -4.90534572e-03
  1.54528260e+02 -1.43128872e+02  4.85766952e-01  1.55021455e+02
 -1.43600029e+02  1.90027931e-03  1.54521737e+02 -1.43104949e+02
  4.74282173e-01  1.55020935e+02]
Niter:  2 row:  190 ngroup:  26 nlines:  6366 gd:  5924
[ 1.20680028e-10 -1.03147713e-05 -2.82896962e-01  1.61511043e+04
 -1.43602802e+02 -3.61109559e-03  1.54525137e+02 -1.43127048e+02
  4.75473971e-01  1.55026236e+02 -1.43614484e+02 -3.03664517e-03
  1.54533832e+02 -1.43108636e+02  4.53812717e-01  1.55028598e+02
 -1.43631124e+02  1.50310662e-02  1.54528168e+02 -1.43124866e+02
  4.77340572e-01  1.55028313e+02 -1.43605596e+02 -1.24152834e-02
  1.54511917e+02 -1.43104861e+02  4.65523876e-01  1.55022959e+02
 -1.43606858e+02  4.82220187e-03  1.54530735e+02 -1.43097127e+02
  4.81695631e-01  1.55021246e+02 -1.43608054e+02 -6.55487745e-04
  1.54532901e+02 -1.43098022e+02  4.66699442e-01  1.55025137e+02
 -1.43621956e+02  9.43645419e-03  1.54536056e+02 -1.43122954e+02
  4.83883876e-01  1.55025502e+02 -1.43594937e+02  7.15583004e-03
  1.54534504e+02 -1.43119446e+02  4.67607653e-01  1.55038188e+02
 -1.43597908e+02  1.89861405e-03  1.54529760e+02 -1.43130637e+02
  4.92704154e-01  1.55026226e+02 -1.43621735e+02  5.30767528e-03
  1.54530140e+02 -1.43104939e+02  4.88085750e-01  1.55009535e+02
 -1.43626888e+02 -5.93696858e-03  1.54512237e+02 -1.43117259e+02
  4.58449567e-01  1.55019855e+02 -1.43606612e+02 -4.90534572e-03
  1.54528260e+02 -1.43128872e+02  4.85766952e-01  1.55021455e+02
 -1.43600029e+02  1.90027931e-03  1.54521737e+02 -1.43104949e+02
  4.74282173e-01  1.55020935e+02]
res:  5924 -0.0005404029816418188 0.01564126375797059 0.025626426241727333
[ 1.20680016e-10 -1.03147703e-05 -2.82896990e-01  1.61511059e+04
 -1.43595825e+02  2.07983923e-03  1.54529904e+02 -1.43120058e+02
  4.81163967e-01  1.55030985e+02 -1.43602103e+02 -1.10379982e-02
  1.54538602e+02 -1.43096309e+02  4.59509854e-01  1.55037406e+02
 -1.43624152e+02  2.07329088e-02  1.54532938e+02 -1.43123671e+02
  4.83052087e-01  1.55033068e+02 -1.43598608e+02 -6.74457106e-03
  1.54516684e+02 -1.43097854e+02  4.71239896e-01  1.55027712e+02
 -1.43599869e+02  1.05298901e-02  1.54535494e+02 -1.43090162e+02
  4.87403663e-01  1.55026002e+02 -1.43601077e+02  1.59977589e-03
  1.54537655e+02 -1.43097382e+02  4.72410710e-01  1.55029891e+02
 -1.43614995e+02  1.51104563e-02  1.54540820e+02 -1.43115986e+02
  4.89575826e-01  1.55030258e+02 -1.43587955e+02  1.28439739e-02
  1.54539260e+02 -1.43122940e+02  4.73294576e-01  1.55042942e+02
 -1.43590934e+02  4.04671162e-03  1.54536549e+02 -1.43123665e+02
  4.98412553e-01  1.55030982e+02 -1.43614726e+02  1.09995156e-02
  1.54534898e+02 -1.43097956e+02  4.90257192e-01  1.55014288e+02
 -1.43619908e+02 -3.70917114e-03  1.54516997e+02 -1.43104953e+02
  4.64138034e-01  1.55024613e+02 -1.43594263e+02  7.86430594e-04
  1.54533019e+02 -1.43121912e+02  4.91464583e-01  1.55026206e+02
 -1.43593035e+02  1.06450488e-03  1.54526491e+02 -1.43097969e+02
  4.79993515e-01  1.55025693e+02]
Niter:  3 row:  190 ngroup:  26 nlines:  6366 gd:  5923
[ 1.20680016e-10 -1.03147703e-05 -2.82896990e-01  1.61511059e+04
 -1.43595825e+02  2.07983923e-03  1.54529904e+02 -1.43120058e+02
  4.81163967e-01  1.55030985e+02 -1.43602103e+02 -1.10379982e-02
  1.54538602e+02 -1.43096309e+02  4.59509854e-01  1.55037406e+02
 -1.43624152e+02  2.07329088e-02  1.54532938e+02 -1.43123671e+02
  4.83052087e-01  1.55033068e+02 -1.43598608e+02 -6.74457106e-03
  1.54516684e+02 -1.43097854e+02  4.71239896e-01  1.55027712e+02
 -1.43599869e+02  1.05298901e-02  1.54535494e+02 -1.43090162e+02
  4.87403663e-01  1.55026002e+02 -1.43601077e+02  1.59977589e-03
  1.54537655e+02 -1.43097382e+02  4.72410710e-01  1.55029891e+02
 -1.43614995e+02  1.51104563e-02  1.54540820e+02 -1.43115986e+02
  4.89575826e-01  1.55030258e+02 -1.43587955e+02  1.28439739e-02
  1.54539260e+02 -1.43122940e+02  4.73294576e-01  1.55042942e+02
 -1.43590934e+02  4.04671162e-03  1.54536549e+02 -1.43123665e+02
  4.98412553e-01  1.55030982e+02 -1.43614726e+02  1.09995156e-02
  1.54534898e+02 -1.43097956e+02  4.90257192e-01  1.55014288e+02
 -1.43619908e+02 -3.70917114e-03  1.54516997e+02 -1.43104953e+02
  4.64138034e-01  1.55024613e+02 -1.43594263e+02  7.86430594e-04
  1.54533019e+02 -1.43121912e+02  4.91464583e-01  1.55026206e+02
 -1.43593035e+02  1.06450488e-03  1.54526491e+02 -1.43097969e+02
  4.79993515e-01  1.55025693e+02]
res:  5923 -0.000589975158618472 0.015552868822851451 0.025579049820826483
[ 1.20574140e-10 -1.03143509e-05 -2.82896849e-01  1.61511043e+04
 -1.43592071e+02 -3.20051427e-03  1.54528799e+02 -1.43116121e+02
  4.75908344e-01  1.55029948e+02 -1.43598173e+02 -1.84499645e-02
  1.54537490e+02 -1.43092158e+02  4.54229358e-01  1.55036342e+02
 -1.43620485e+02  1.54316547e-02  1.54531819e+02 -1.43119705e+02
  4.77774988e-01  1.55032007e+02 -1.43594714e+02 -1.20052791e-02
  1.54515581e+02 -1.43093689e+02  4.65951942e-01  1.55026658e+02
 -1.43595981e+02  5.23732357e-03  1.54534432e+02 -1.43086664e+02
  4.82091823e-01  1.55024948e+02 -1.43597369e+02 -6.01410271e-03
  1.54536609e+02 -1.43093350e+02  4.67110815e-01  1.55028839e+02
 -1.43611522e+02  9.80141632e-03  1.54539724e+02 -1.43112349e+02
  4.84307653e-01  1.55029196e+02 -1.43584142e+02  7.55024339e-03
  1.54538211e+02 -1.43119372e+02  4.67982222e-01  1.55041894e+02
 -1.43587244e+02 -1.25872895e-03  1.54535483e+02 -1.43120034e+02
  4.93100546e-01  1.55029926e+02 -1.43610481e+02  5.69159458e-03
  1.54533832e+02 -1.43094158e+02  4.84964679e-01  1.55013239e+02
 -1.43616162e+02 -9.01505785e-03  1.54515924e+02 -1.43097376e+02
  4.58840390e-01  1.55023543e+02 -1.43590578e+02 -4.54135302e-03
  1.54531944e+02 -1.43118564e+02  4.86178895e-01  1.55025173e+02
 -1.43589066e+02 -4.23799662e-03  1.54525444e+02 -1.43094208e+02
  4.74667618e-01  1.55024633e+02]
Niter:  4 row:  190 ngroup:  26 nlines:  6366 gd:  5922
[ 1.20574140e-10 -1.03143509e-05 -2.82896849e-01  1.61511043e+04
 -1.43592071e+02 -3.20051427e-03  1.54528799e+02 -1.43116121e+02
  4.75908344e-01  1.55029948e+02 -1.43598173e+02 -1.84499645e-02
  1.54537490e+02 -1.43092158e+02  4.54229358e-01  1.55036342e+02
 -1.43620485e+02  1.54316547e-02  1.54531819e+02 -1.43119705e+02
  4.77774988e-01  1.55032007e+02 -1.43594714e+02 -1.20052791e-02
  1.54515581e+02 -1.43093689e+02  4.65951942e-01  1.55026658e+02
 -1.43595981e+02  5.23732357e-03  1.54534432e+02 -1.43086664e+02
  4.82091823e-01  1.55024948e+02 -1.43597369e+02 -6.01410271e-03
  1.54536609e+02 -1.43093350e+02  4.67110815e-01  1.55028839e+02
 -1.43611522e+02  9.80141632e-03  1.54539724e+02 -1.43112349e+02
  4.84307653e-01  1.55029196e+02 -1.43584142e+02  7.55024339e-03
  1.54538211e+02 -1.43119372e+02  4.67982222e-01  1.55041894e+02
 -1.43587244e+02 -1.25872895e-03  1.54535483e+02 -1.43120034e+02
  4.93100546e-01  1.55029926e+02 -1.43610481e+02  5.69159458e-03
  1.54533832e+02 -1.43094158e+02  4.84964679e-01  1.55013239e+02
 -1.43616162e+02 -9.01505785e-03  1.54515924e+02 -1.43097376e+02
  4.58840390e-01  1.55023543e+02 -1.43590578e+02 -4.54135302e-03
  1.54531944e+02 -1.43118564e+02  4.86178895e-01  1.55025173e+02
 -1.43589066e+02 -4.23799662e-03  1.54525444e+02 -1.43094208e+02
  4.74667618e-01  1.55024633e+02]
res:  5922 -0.000653597016025742 0.015557109575638606 0.025562900011555475
[ 1.20574128e-10 -1.03143498e-05 -2.82896878e-01  1.61511059e+04
 -1.43584913e+02  2.61436166e-03  1.54533237e+02 -1.43108959e+02
  4.81734175e-01  1.55034341e+02 -1.43591009e+02 -1.37709390e-02
  1.54541937e+02 -1.43090207e+02  4.60057955e-01  1.55040757e+02
 -1.43613338e+02  2.12644366e-02  1.54536264e+02 -1.43112551e+02
  4.83613387e-01  1.55036420e+02 -1.43587547e+02 -6.18855596e-03
  1.54520021e+02 -1.43086517e+02  4.71797828e-01  1.55031063e+02
 -1.43588813e+02  1.10728968e-02  1.54538852e+02 -1.43079520e+02
  4.87918100e-01  1.55029362e+02 -1.43590215e+02 -1.42843627e-03
  1.54541018e+02 -1.43086186e+02  4.72951274e-01  1.55033248e+02
 -1.43604384e+02  1.56067484e-02  1.54544156e+02 -1.43105212e+02
  4.90142400e-01  1.55033608e+02 -1.43576968e+02  1.33715874e-02
  1.54542629e+02 -1.43112233e+02  4.73788208e-01  1.55046302e+02
 -1.43580095e+02  4.57243352e-03  1.54539900e+02 -1.43107049e+02
  4.98937811e-01  1.55034341e+02 -1.43603304e+02  1.15181970e-02
  1.54538250e+02 -1.43086999e+02  4.90796504e-01  1.55017646e+02
 -1.43609002e+02 -3.19664739e-03  1.54520348e+02 -1.43088304e+02
  4.64661130e-01  1.55027961e+02 -1.43583430e+02  1.27965336e-03
  1.54536364e+02 -1.43105888e+02  4.92004641e-01  1.55029575e+02
 -1.43581912e+02  1.58588378e-03  1.54529855e+02 -1.43087065e+02
  4.80505282e-01  1.55029050e+02]
Niter:  5 row:  190 ngroup:  26 nlines:  6366 gd:  5922
[ 1.20574128e-10 -1.03143498e-05 -2.82896878e-01  1.61511059e+04
 -1.43584913e+02  2.61436166e-03  1.54533237e+02 -1.43108959e+02
  4.81734175e-01  1.55034341e+02 -1.43591009e+02 -1.37709390e-02
  1.54541937e+02 -1.43090207e+02  4.60057955e-01  1.55040757e+02
 -1.43613338e+02  2.12644366e-02  1.54536264e+02 -1.43112551e+02
  4.83613387e-01  1.55036420e+02 -1.43587547e+02 -6.18855596e-03
  1.54520021e+02 -1.43086517e+02  4.71797828e-01  1.55031063e+02
 -1.43588813e+02  1.10728968e-02  1.54538852e+02 -1.43079520e+02
  4.87918100e-01  1.55029362e+02 -1.43590215e+02 -1.42843627e-03
  1.54541018e+02 -1.43086186e+02  4.72951274e-01  1.55033248e+02
 -1.43604384e+02  1.56067484e-02  1.54544156e+02 -1.43105212e+02
  4.90142400e-01  1.55033608e+02 -1.43576968e+02  1.33715874e-02
  1.54542629e+02 -1.43112233e+02  4.73788208e-01  1.55046302e+02
 -1.43580095e+02  4.57243352e-03  1.54539900e+02 -1.43107049e+02
  4.98937811e-01  1.55034341e+02 -1.43603304e+02  1.15181970e-02
  1.54538250e+02 -1.43086999e+02  4.90796504e-01  1.55017646e+02
 -1.43609002e+02 -3.19664739e-03  1.54520348e+02 -1.43088304e+02
  4.64661130e-01  1.55027961e+02 -1.43583430e+02  1.27965336e-03
  1.54536364e+02 -1.43105888e+02  4.92004641e-01  1.55029575e+02
 -1.43581912e+02  1.58588378e-03  1.54529855e+02 -1.43087065e+02
  4.80505282e-01  1.55029050e+02]
res:  5922 -0.0006065473053240567 0.015544489216154034 0.025562826472542606
[ 1.20569342e-10 -1.03143498e-05 -2.82896878e-01  1.61511059e+04
 -1.43584913e+02  2.61436166e-03  1.54533237e+02 -1.43108959e+02
  4.81734175e-01  1.55034341e+02 -1.43591009e+02 -1.37709390e-02
  1.54541937e+02 -1.43090207e+02  4.60057955e-01  1.55040757e+02
 -1.43613338e+02  2.12644366e-02  1.54536264e+02 -1.43112551e+02
  4.83613387e-01  1.55036420e+02 -1.43587547e+02 -6.18855596e-03
  1.54520021e+02 -1.43086517e+02  4.71797828e-01  1.55031063e+02
 -1.43588813e+02  1.10728968e-02  1.54538852e+02 -1.43079520e+02
  4.87918100e-01  1.55029362e+02 -1.43590215e+02 -1.42843627e-03
  1.54541018e+02 -1.43086186e+02  4.72951274e-01  1.55033248e+02
 -1.43604384e+02  1.56067484e-02  1.54544156e+02 -1.43105212e+02
  4.90142400e-01  1.55033608e+02 -1.43576968e+02  1.33715874e-02
  1.54542629e+02 -1.43112233e+02  4.73788208e-01  1.55046302e+02
 -1.43580095e+02  4.57243352e-03  1.54539900e+02 -1.43107049e+02
  4.98937811e-01  1.55034341e+02 -1.43603304e+02  1.15181970e-02
  1.54538250e+02 -1.43086999e+02  4.90796504e-01  1.55017646e+02
 -1.43609002e+02 -3.19664739e-03  1.54520348e+02 -1.43088304e+02
  4.64661130e-01  1.55027961e+02 -1.43583430e+02  1.27965336e-03
  1.54536364e+02 -1.43105888e+02  4.92004641e-01  1.55029575e+02
 -1.43581912e+02  1.58588378e-03  1.54529855e+02 -1.43087065e+02
  4.80505282e-01  1.55029050e+02]
Niter:  6 row:  190 ngroup:  26 nlines:  6366 gd:  5919
[ 1.20569342e-10 -1.03143498e-05 -2.82896878e-01  1.61511059e+04
 -1.43584913e+02  2.61436166e-03  1.54533237e+02 -1.43108959e+02
  4.81734175e-01  1.55034341e+02 -1.43591009e+02 -1.37709390e-02
  1.54541937e+02 -1.43090207e+02  4.60057955e-01  1.55040757e+02
 -1.43613338e+02  2.12644366e-02  1.54536264e+02 -1.43112551e+02
  4.83613387e-01  1.55036420e+02 -1.43587547e+02 -6.18855596e-03
  1.54520021e+02 -1.43086517e+02  4.71797828e-01  1.55031063e+02
 -1.43588813e+02  1.10728968e-02  1.54538852e+02 -1.43079520e+02
  4.87918100e-01  1.55029362e+02 -1.43590215e+02 -1.42843627e-03
  1.54541018e+02 -1.43086186e+02  4.72951274e-01  1.55033248e+02
 -1.43604384e+02  1.56067484e-02  1.54544156e+02 -1.43105212e+02
  4.90142400e-01  1.55033608e+02 -1.43576968e+02  1.33715874e-02
  1.54542629e+02 -1.43112233e+02  4.73788208e-01  1.55046302e+02
 -1.43580095e+02  4.57243352e-03  1.54539900e+02 -1.43107049e+02
  4.98937811e-01  1.55034341e+02 -1.43603304e+02  1.15181970e-02
  1.54538250e+02 -1.43086999e+02  4.90796504e-01  1.55017646e+02
 -1.43609002e+02 -3.19664739e-03  1.54520348e+02 -1.43088304e+02
  4.64661130e-01  1.55027961e+02 -1.43583430e+02  1.27965336e-03
  1.54536364e+02 -1.43105888e+02  4.92004641e-01  1.55029575e+02
 -1.43581912e+02  1.58588378e-03  1.54529855e+02 -1.43087065e+02
  4.80505282e-01  1.55029050e+02]
res:  5919 -0.0007515846582464292 0.01559546467524342 0.025518139390799523
[ 1.20459967e-10 -1.03138690e-05 -2.82896061e-01  1.61511043e+04
 -1.43584920e+02 -2.47626206e-03  1.54536879e+02 -1.43108816e+02
  4.76645967e-01  1.55038125e+02 -1.43590861e+02 -1.88412063e-02
  1.54545565e+02 -1.43099945e+02  4.54930466e-01  1.55044485e+02
 -1.43613437e+02  1.61044437e-02  1.54539883e+02 -1.43112404e+02
  4.78423631e-01  1.55040155e+02 -1.43587433e+02 -1.12026206e-02
  1.54523664e+02 -1.43095646e+02  4.66571491e-01  1.55034815e+02
 -1.43588713e+02  5.88279969e-03  1.54542580e+02 -1.43079785e+02
  4.82722555e-01  1.55033107e+02 -1.43590280e+02 -6.55309145e-03
  1.54544773e+02 -1.43085964e+02  4.67727339e-01  1.55036999e+02
 -1.43604670e+02  1.05337101e-02  1.54547818e+02 -1.43105334e+02
  4.84995203e-01  1.55037339e+02 -1.43576913e+02  8.25759973e-03
  1.54546381e+02 -1.43112428e+02  4.68694085e-01  1.55050061e+02
 -1.43580175e+02 -6.12702961e-04  1.54543622e+02 -1.43107341e+02
  4.93728837e-01  1.55038085e+02 -1.43602870e+02  6.36343595e-03
  1.54541971e+02 -1.43086983e+02  4.85675698e-01  1.55021402e+02
 -1.43609033e+02 -8.33764926e-03  1.54527645e+02 -1.43088340e+02
  4.59509399e-01  1.55031671e+02 -1.43583516e+02 -3.89840844e-03
  1.54540072e+02 -1.43106192e+02  4.86862009e-01  1.55033364e+02
 -1.43581761e+02 -3.57697058e-03  1.54533612e+02 -1.43087095e+02
  4.75273121e-01  1.55032781e+02]
Saving figure to  wave_resid_43670005_fiber190.png
Final values:
res:  -0.0007515846582464292 0.025518139390799523
pars:  [ 1.20459967e-10 -1.03138690e-05 -2.82896061e-01  1.61511043e+04
 -1.43584920e+02 -2.47626206e-03  1.54536879e+02 -1.43108816e+02
  4.76645967e-01  1.55038125e+02 -1.43590861e+02 -1.88412063e-02
  1.54545565e+02 -1.43099945e+02  4.54930466e-01  1.55044485e+02
 -1.43613437e+02  1.61044437e-02  1.54539883e+02 -1.43112404e+02
  4.78423631e-01  1.55040155e+02 -1.43587433e+02 -1.12026206e-02
  1.54523664e+02 -1.43095646e+02  4.66571491e-01  1.55034815e+02
 -1.43588713e+02  5.88279969e-03  1.54542580e+02 -1.43079785e+02
  4.82722555e-01  1.55033107e+02 -1.43590280e+02 -6.55309145e-03
  1.54544773e+02 -1.43085964e+02  4.67727339e-01  1.55036999e+02
 -1.43604670e+02  1.05337101e-02  1.54547818e+02 -1.43105334e+02
  4.84995203e-01  1.55037339e+02 -1.43576913e+02  8.25759973e-03
  1.54546381e+02 -1.43112428e+02  4.68694085e-01  1.55050061e+02
 -1.43580175e+02 -6.12702961e-04  1.54543622e+02 -1.43107341e+02
  4.93728837e-01  1.55038085e+02 -1.43602870e+02  6.36343595e-03
  1.54541971e+02 -1.43086983e+02  4.85675698e-01  1.55021402e+02
 -1.43609033e+02 -8.33764926e-03  1.54527645e+02 -1.43088340e+02
  4.59509399e-01  1.55031671e+02 -1.43583516e+02 -3.89840844e-03
  1.54540072e+02 -1.43106192e+02  4.86862009e-01  1.55033364e+02
 -1.43581761e+02 -3.57697058e-03  1.54533612e+02 -1.43087095e+02
  4.75273121e-01  1.55032781e+02]
190 [ 1.20459967e-10 -1.03138690e-05 -2.82896061e-01  1.61511043e+04
 -1.43584920e+02 -2.47626206e-03  1.54536879e+02 -1.43108816e+02
  4.76645967e-01  1.55038125e+02 -1.43590861e+02 -1.88412063e-02
  1.54545565e+02 -1.43099945e+02  4.54930466e-01  1.55044485e+02
 -1.43613437e+02  1.61044437e-02  1.54539883e+02 -1.43112404e+02
  4.78423631e-01  1.55040155e+02 -1.43587433e+02 -1.12026206e-02
  1.54523664e+02 -1.43095646e+02  4.66571491e-01  1.55034815e+02
 -1.43588713e+02  5.88279969e-03  1.54542580e+02 -1.43079785e+02
  4.82722555e-01  1.55033107e+02 -1.43590280e+02 -6.55309145e-03
  1.54544773e+02 -1.43085964e+02  4.67727339e-01  1.55036999e+02
 -1.43604670e+02  1.05337101e-02  1.54547818e+02 -1.43105334e+02
  4.84995203e-01  1.55037339e+02 -1.43576913e+02  8.25759973e-03
  1.54546381e+02 -1.43112428e+02  4.68694085e-01  1.55050061e+02
 -1.43580175e+02 -6.12702961e-04  1.54543622e+02 -1.43107341e+02
  4.93728837e-01  1.55038085e+02 -1.43602870e+02  6.36343595e-03
  1.54541971e+02 -1.43086983e+02  4.85675698e-01  1.55021402e+02
 -1.43609033e+02 -8.33764926e-03  1.54527645e+02 -1.43088340e+02
  4.59509399e-01  1.55031671e+02 -1.43583516e+02 -3.89840844e-03
  1.54540072e+02 -1.43106192e+02  4.86862009e-01  1.55033364e+02
 -1.43581761e+02 -3.57697058e-03  1.54533612e+02 -1.43087095e+02
  4.75273121e-01  1.55032781e+02]
--- Row 192/300 row=191 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  191
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=191 ---
Niter:  0 row:  191 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.00021687220942112617 0.015628673379978864 0.03467000552104554
[ 1.20657831e-10 -1.03140611e-05 -2.82894543e-01  1.61511097e+04
 -1.43563160e+02 -5.55585085e-15  1.54547466e+02]
Niter:  1 row:  191 ngroup:  1 nlines:  247 gd:  230
[ 1.20657831e-10 -1.03140611e-05 -2.82894543e-01  1.61511097e+04
 -1.43563160e+02 -5.55585085e-15  1.54547466e+02]
res:  230 -0.0015402435201394837 0.016326359032973414 0.02457833018430289
[ 1.20915777e-10 -1.03154187e-05 -2.82898189e-01  1.61511194e+04
 -1.43554242e+02 -4.79504046e-12  1.54542811e+02]
Niter:  2 row:  191 ngroup:  1 nlines:  247 gd:  233
[ 1.20915777e-10 -1.03154187e-05 -2.82898189e-01  1.61511194e+04
 -1.43554242e+02 -4.79504046e-12  1.54542811e+02]
res:  233 -0.0019973639373347396 0.017007350836138357 0.025722151821206494
[ 1.21146193e-10 -1.03158610e-05 -2.82900072e-01  1.61511206e+04
 -1.43546596e+02  9.79456221e-11  1.54533375e+02]
Niter:  3 row:  191 ngroup:  1 nlines:  247 gd:  234
[ 1.21146193e-10 -1.03158610e-05 -2.82900072e-01  1.61511206e+04
 -1.43546596e+02  9.79456221e-11  1.54533375e+02]
res:  234 -0.0022503706350107677 0.01714853731027688 0.02608237332523079
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
Niter:  4 row:  191 ngroup:  1 nlines:  247 gd:  234
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
res:  234 -0.0022503706350107677 0.01714853731027688 0.02608237332523079
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
Niter:  5 row:  191 ngroup:  1 nlines:  247 gd:  234
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
res:  234 -0.0022503706350107677 0.01714853731027688 0.02608237332523079
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
Niter:  6 row:  191 ngroup:  1 nlines:  247 gd:  234
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
res:  234 -0.0022503706350107677 0.01714853731027688 0.02608237332523079
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
Final values:
res:  -0.0022503706350107677 0.02608237332523079
pars:  [ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
191 [ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02]
elapsed: 2.9 sec.
Niter:  0 row:  191 ngroup:  26 nlines:  6382 gd:  6382
[ 1.21256817e-10 -1.03159172e-05 -2.82901679e-01  1.61511216e+04
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02 -1.43534473e+02  1.08577807e-10
  1.54529036e+02 -1.43534473e+02  1.08577807e-10  1.54529036e+02
 -1.43534473e+02  1.08577807e-10  1.54529036e+02 -1.43534473e+02
  1.08577807e-10  1.54529036e+02]
res:  6382 0.00119863838335732 0.015722359359642724 0.03578030114987521
[ 1.21256805e-10 -1.03159162e-05 -2.82901650e-01  1.61511200e+04
 -1.43520120e+02  3.44277339e-02  1.54523641e+02 -1.43047744e+02
  5.29787666e-01  1.55030241e+02 -1.43542349e+02  2.67293553e-02
  1.54527218e+02 -1.43074072e+02  5.33519096e-01  1.55028419e+02
 -1.43525196e+02  1.94089977e-02  1.54531923e+02 -1.43042253e+02
  5.19471132e-01  1.55014917e+02 -1.43567854e+02  3.18918334e-02
  1.54521305e+02 -1.43093183e+02  5.05859187e-01  1.55027934e+02
 -1.43554513e+02  4.22553131e-02  1.54528662e+02 -1.43087445e+02
  5.13797113e-01  1.55029482e+02 -1.43532039e+02  4.35865878e-02
  1.54527164e+02 -1.43046660e+02  5.14674879e-01  1.55016422e+02
 -1.43554079e+02  3.66574324e-02  1.54516542e+02 -1.43047537e+02
  5.35744712e-01  1.55016676e+02 -1.43553229e+02  3.12399962e-02
  1.54524279e+02 -1.43069430e+02  5.33051370e-01  1.55038208e+02
 -1.43574695e+02  2.27006157e-02  1.54522147e+02 -1.43062726e+02
  5.29059776e-01  1.55032622e+02 -1.43541434e+02  3.47650142e-03
  1.54524793e+02 -1.43047262e+02  5.02304707e-01  1.55008234e+02
 -1.43559996e+02  9.85424276e-03  1.54518101e+02 -1.43059237e+02
  5.26665700e-01  1.55015525e+02 -1.43561548e+02  3.24032422e-02
  1.54516834e+02 -1.43103437e+02  5.07002539e-01  1.55017625e+02
 -1.43591006e+02  2.04829802e-02  1.54517521e+02 -1.43060547e+02
  5.16490222e-01  1.55024922e+02]
Niter:  1 row:  191 ngroup:  26 nlines:  6382 gd:  5961
[ 1.21256805e-10 -1.03159162e-05 -2.82901650e-01  1.61511200e+04
 -1.43520120e+02  3.44277339e-02  1.54523641e+02 -1.43047744e+02
  5.29787666e-01  1.55030241e+02 -1.43542349e+02  2.67293553e-02
  1.54527218e+02 -1.43074072e+02  5.33519096e-01  1.55028419e+02
 -1.43525196e+02  1.94089977e-02  1.54531923e+02 -1.43042253e+02
  5.19471132e-01  1.55014917e+02 -1.43567854e+02  3.18918334e-02
  1.54521305e+02 -1.43093183e+02  5.05859187e-01  1.55027934e+02
 -1.43554513e+02  4.22553131e-02  1.54528662e+02 -1.43087445e+02
  5.13797113e-01  1.55029482e+02 -1.43532039e+02  4.35865878e-02
  1.54527164e+02 -1.43046660e+02  5.14674879e-01  1.55016422e+02
 -1.43554079e+02  3.66574324e-02  1.54516542e+02 -1.43047537e+02
  5.35744712e-01  1.55016676e+02 -1.43553229e+02  3.12399962e-02
  1.54524279e+02 -1.43069430e+02  5.33051370e-01  1.55038208e+02
 -1.43574695e+02  2.27006157e-02  1.54522147e+02 -1.43062726e+02
  5.29059776e-01  1.55032622e+02 -1.43541434e+02  3.47650142e-03
  1.54524793e+02 -1.43047262e+02  5.02304707e-01  1.55008234e+02
 -1.43559996e+02  9.85424276e-03  1.54518101e+02 -1.43059237e+02
  5.26665700e-01  1.55015525e+02 -1.43561548e+02  3.24032422e-02
  1.54516834e+02 -1.43103437e+02  5.07002539e-01  1.55017625e+02
 -1.43591006e+02  2.04829802e-02  1.54517521e+02 -1.43060547e+02
  5.16490222e-01  1.55024922e+02]
res:  5961 0.0002537405780458357 0.015593693209666526 0.025225062623955685
[ 1.21256793e-10 -1.03159151e-05 -2.82901678e-01  1.61511216e+04
 -1.43534434e+02  6.54373636e-03  1.54531185e+02 -1.43047769e+02
  5.00367693e-01  1.55038299e+02 -1.43564208e+02  1.09769300e-02
  1.54534104e+02 -1.43065525e+02  5.22532227e-01  1.55031552e+02
 -1.43531827e+02  1.64808526e-02  1.54536684e+02 -1.43049802e+02
  5.16076791e-01  1.55020008e+02 -1.43564204e+02  2.90810398e-02
  1.54526064e+02 -1.43073789e+02  5.01187591e-01  1.55035891e+02
 -1.43546288e+02  2.65321247e-02  1.54533426e+02 -1.43064892e+02
  5.12584485e-01  1.55037551e+02 -1.43537197e+02  2.46570777e-02
  1.54531927e+02 -1.43048029e+02  5.09006196e-01  1.55016804e+02
 -1.43568476e+02  1.17575069e-02  1.54521901e+02 -1.43056877e+02
  5.19356338e-01  1.55014408e+02 -1.43545723e+02  2.04331238e-02
  1.54534044e+02 -1.43049084e+02  5.28799443e-01  1.55039117e+02
 -1.43565260e+02  1.79683202e-02  1.54526907e+02 -1.43048909e+02
  4.97020725e-01  1.55039044e+02 -1.43549708e+02  1.29992196e-03
  1.54532021e+02 -1.43052423e+02  5.04473681e-01  1.55014888e+02
 -1.43570924e+02  6.33370169e-03  1.54527131e+02 -1.43057831e+02
  5.04428755e-01  1.55020280e+02 -1.43566593e+02  1.87595514e-02
  1.54527099e+02 -1.43095698e+02  4.98069812e-01  1.55024073e+02
 -1.43558033e+02  1.52526779e-02  1.54526992e+02 -1.43073909e+02
  5.08579798e-01  1.55027850e+02]
Niter:  2 row:  191 ngroup:  26 nlines:  6382 gd:  5951
[ 1.21256793e-10 -1.03159151e-05 -2.82901678e-01  1.61511216e+04
 -1.43534434e+02  6.54373636e-03  1.54531185e+02 -1.43047769e+02
  5.00367693e-01  1.55038299e+02 -1.43564208e+02  1.09769300e-02
  1.54534104e+02 -1.43065525e+02  5.22532227e-01  1.55031552e+02
 -1.43531827e+02  1.64808526e-02  1.54536684e+02 -1.43049802e+02
  5.16076791e-01  1.55020008e+02 -1.43564204e+02  2.90810398e-02
  1.54526064e+02 -1.43073789e+02  5.01187591e-01  1.55035891e+02
 -1.43546288e+02  2.65321247e-02  1.54533426e+02 -1.43064892e+02
  5.12584485e-01  1.55037551e+02 -1.43537197e+02  2.46570777e-02
  1.54531927e+02 -1.43048029e+02  5.09006196e-01  1.55016804e+02
 -1.43568476e+02  1.17575069e-02  1.54521901e+02 -1.43056877e+02
  5.19356338e-01  1.55014408e+02 -1.43545723e+02  2.04331238e-02
  1.54534044e+02 -1.43049084e+02  5.28799443e-01  1.55039117e+02
 -1.43565260e+02  1.79683202e-02  1.54526907e+02 -1.43048909e+02
  4.97020725e-01  1.55039044e+02 -1.43549708e+02  1.29992196e-03
  1.54532021e+02 -1.43052423e+02  5.04473681e-01  1.55014888e+02
 -1.43570924e+02  6.33370169e-03  1.54527131e+02 -1.43057831e+02
  5.04428755e-01  1.55020280e+02 -1.43566593e+02  1.87595514e-02
  1.54527099e+02 -1.43095698e+02  4.98069812e-01  1.55024073e+02
 -1.43558033e+02  1.52526779e-02  1.54526992e+02 -1.43073909e+02
  5.08579798e-01  1.55027850e+02]
res:  5951 0.00025400529557373375 0.015538755057605158 0.025047202396906557
[ 1.21256781e-10 -1.03159141e-05 -2.82901707e-01  1.61511232e+04
 -1.43537416e+02  9.07605673e-03  1.54535936e+02 -1.43040765e+02
  5.06097071e-01  1.55043057e+02 -1.43557216e+02  1.66694637e-02
  1.54538862e+02 -1.43053447e+02  5.28226734e-01  1.55036299e+02
 -1.43524841e+02  2.21575526e-02  1.54541445e+02 -1.43042828e+02
  5.18037391e-01  1.55024766e+02 -1.43557223e+02  3.47553448e-02
  1.54530823e+02 -1.43066832e+02  5.06882023e-01  1.55040642e+02
 -1.43539298e+02  2.84163118e-02  1.54538191e+02 -1.43052653e+02
  5.15020376e-01  1.55042303e+02 -1.43536118e+02  2.33555198e-02
  1.54536691e+02 -1.43041060e+02  5.11066709e-01  1.55021566e+02
 -1.43561489e+02  1.74510514e-02  1.54526667e+02 -1.43055785e+02
  5.21199054e-01  1.55019160e+02 -1.43533929e+02  2.61302577e-02
  1.54538808e+02 -1.43042104e+02  5.34504130e-01  1.55043866e+02
 -1.43558295e+02  2.36628483e-02  1.54531666e+02 -1.43036410e+02
  5.02708797e-01  1.55045889e+02 -1.43542735e+02  6.98421077e-03
  1.54536786e+02 -1.43045427e+02  5.10182441e-01  1.55021693e+02
 -1.43570577e+02  1.20313026e-02  1.54533840e+02 -1.43050856e+02
  5.00204860e-01  1.55029035e+02 -1.43559619e+02  2.12962100e-02
  1.54534097e+02 -1.43088751e+02  5.00388451e-01  1.55028825e+02
 -1.43551081e+02  1.75098092e-02  1.54531754e+02 -1.43066939e+02
  5.04051523e-01  1.55032608e+02]
Niter:  3 row:  191 ngroup:  26 nlines:  6382 gd:  5947
[ 1.21256781e-10 -1.03159141e-05 -2.82901707e-01  1.61511232e+04
 -1.43537416e+02  9.07605673e-03  1.54535936e+02 -1.43040765e+02
  5.06097071e-01  1.55043057e+02 -1.43557216e+02  1.66694637e-02
  1.54538862e+02 -1.43053447e+02  5.28226734e-01  1.55036299e+02
 -1.43524841e+02  2.21575526e-02  1.54541445e+02 -1.43042828e+02
  5.18037391e-01  1.55024766e+02 -1.43557223e+02  3.47553448e-02
  1.54530823e+02 -1.43066832e+02  5.06882023e-01  1.55040642e+02
 -1.43539298e+02  2.84163118e-02  1.54538191e+02 -1.43052653e+02
  5.15020376e-01  1.55042303e+02 -1.43536118e+02  2.33555198e-02
  1.54536691e+02 -1.43041060e+02  5.11066709e-01  1.55021566e+02
 -1.43561489e+02  1.74510514e-02  1.54526667e+02 -1.43055785e+02
  5.21199054e-01  1.55019160e+02 -1.43533929e+02  2.61302577e-02
  1.54538808e+02 -1.43042104e+02  5.34504130e-01  1.55043866e+02
 -1.43558295e+02  2.36628483e-02  1.54531666e+02 -1.43036410e+02
  5.02708797e-01  1.55045889e+02 -1.43542735e+02  6.98421077e-03
  1.54536786e+02 -1.43045427e+02  5.10182441e-01  1.55021693e+02
 -1.43570577e+02  1.20313026e-02  1.54533840e+02 -1.43050856e+02
  5.00204860e-01  1.55029035e+02 -1.43559619e+02  2.12962100e-02
  1.54534097e+02 -1.43088751e+02  5.00388451e-01  1.55028825e+02
 -1.43551081e+02  1.75098092e-02  1.54531754e+02 -1.43066939e+02
  5.04051523e-01  1.55032608e+02]
res:  5947 4.181755048193736e-05 0.01526299267061404 0.024856066499589918
[ 1.20896708e-10 -1.03152591e-05 -2.82897526e-01  1.61511216e+04
 -1.43554782e+02  4.35579944e-03  1.54557403e+02 -1.43058059e+02
  5.00576284e-01  1.55064521e+02 -1.43574768e+02  1.19290539e-02
  1.54560270e+02 -1.43070803e+02  5.23615688e-01  1.55057881e+02
 -1.43542468e+02  1.79926534e-02  1.54562758e+02 -1.43060486e+02
  5.13656110e-01  1.55046135e+02 -1.43574832e+02  3.06461210e-02
  1.54552173e+02 -1.43084826e+02  5.02003080e-01  1.55062091e+02
 -1.43556680e+02  2.28245754e-02  1.54559543e+02 -1.43070383e+02
  5.08813586e-01  1.55063726e+02 -1.43554135e+02  1.71043889e-02
  1.54557993e+02 -1.43058942e+02  5.06234806e-01  1.55042922e+02
 -1.43578990e+02  1.26707111e-02  1.54548966e+02 -1.43073306e+02
  5.16907635e-01  1.55040659e+02 -1.43551443e+02  2.13895584e-02
  1.54560147e+02 -1.43059675e+02  5.29578036e-01  1.55065311e+02
 -1.43575990e+02  1.88851943e-02  1.54553073e+02 -1.43053916e+02
  4.98222225e-01  1.55067305e+02 -1.43560441e+02  2.55984017e-03
  1.54558071e+02 -1.43062795e+02  5.05192494e-01  1.55043039e+02
 -1.43593591e+02  7.36668040e-03  1.54555096e+02 -1.43068562e+02
  4.95484262e-01  1.55050419e+02 -1.43577345e+02  1.66159270e-02
  1.54555444e+02 -1.43106833e+02  4.95052808e-01  1.55050241e+02
 -1.43569071e+02  1.29983927e-02  1.54553086e+02 -1.43084786e+02
  4.99349467e-01  1.55054032e+02]
Niter:  4 row:  191 ngroup:  26 nlines:  6382 gd:  5928
[ 1.20896708e-10 -1.03152591e-05 -2.82897526e-01  1.61511216e+04
 -1.43554782e+02  4.35579944e-03  1.54557403e+02 -1.43058059e+02
  5.00576284e-01  1.55064521e+02 -1.43574768e+02  1.19290539e-02
  1.54560270e+02 -1.43070803e+02  5.23615688e-01  1.55057881e+02
 -1.43542468e+02  1.79926534e-02  1.54562758e+02 -1.43060486e+02
  5.13656110e-01  1.55046135e+02 -1.43574832e+02  3.06461210e-02
  1.54552173e+02 -1.43084826e+02  5.02003080e-01  1.55062091e+02
 -1.43556680e+02  2.28245754e-02  1.54559543e+02 -1.43070383e+02
  5.08813586e-01  1.55063726e+02 -1.43554135e+02  1.71043889e-02
  1.54557993e+02 -1.43058942e+02  5.06234806e-01  1.55042922e+02
 -1.43578990e+02  1.26707111e-02  1.54548966e+02 -1.43073306e+02
  5.16907635e-01  1.55040659e+02 -1.43551443e+02  2.13895584e-02
  1.54560147e+02 -1.43059675e+02  5.29578036e-01  1.55065311e+02
 -1.43575990e+02  1.88851943e-02  1.54553073e+02 -1.43053916e+02
  4.98222225e-01  1.55067305e+02 -1.43560441e+02  2.55984017e-03
  1.54558071e+02 -1.43062795e+02  5.05192494e-01  1.55043039e+02
 -1.43593591e+02  7.36668040e-03  1.54555096e+02 -1.43068562e+02
  4.95484262e-01  1.55050419e+02 -1.43577345e+02  1.66159270e-02
  1.54555444e+02 -1.43106833e+02  4.95052808e-01  1.55050241e+02
 -1.43569071e+02  1.29983927e-02  1.54553086e+02 -1.43084786e+02
  4.99349467e-01  1.55054032e+02]
res:  5928 -0.00011463717146398267 0.015326932865718845 0.024573570738501263
[ 1.20896696e-10 -1.03152581e-05 -2.82897555e-01  1.61511232e+04
 -1.43545213e+02  1.35890238e-02  1.54560577e+02 -1.43048385e+02
  5.06573009e-01  1.55067721e+02 -1.43575860e+02  1.78525930e-02
  1.54563479e+02 -1.43066285e+02  5.26080835e-01  1.55062976e+02
 -1.43532918e+02  2.38916416e-02  1.54565992e+02 -1.43050904e+02
  5.15819447e-01  1.55049382e+02 -1.43565267e+02  3.65498875e-02
  1.54555402e+02 -1.43075392e+02  5.07945183e-01  1.55065277e+02
 -1.43546972e+02  2.66290100e-02  1.54562787e+02 -1.43055402e+02
  5.12812500e-01  1.55068857e+02 -1.43538495e+02  2.43726299e-02
  1.54561223e+02 -1.43049484e+02  5.12173387e-01  1.55046152e+02
 -1.43574570e+02  1.86062710e-02  1.54553435e+02 -1.43063627e+02
  5.22807833e-01  1.55043836e+02 -1.43546485e+02  2.73417007e-02
  1.54563389e+02 -1.43050111e+02  5.35524502e-01  1.55066565e+02
 -1.43566430e+02  2.48230962e-02  1.54558306e+02 -1.43049246e+02
  5.04142143e-01  1.55070488e+02 -1.43550948e+02  1.17067214e-02
  1.54561326e+02 -1.43063403e+02  5.11148972e-01  1.55046246e+02
 -1.43590002e+02  2.01764253e-02  1.54558353e+02 -1.43059093e+02
  5.01417905e-01  1.55053642e+02 -1.43567791e+02  2.58522923e-02
  1.54558662e+02 -1.43097303e+02  5.01022416e-01  1.55053425e+02
 -1.43559532e+02  2.23976016e-02  1.54556301e+02 -1.43075269e+02
  5.05271020e-01  1.55057240e+02]
Niter:  5 row:  191 ngroup:  26 nlines:  6382 gd:  5926
[ 1.20896696e-10 -1.03152581e-05 -2.82897555e-01  1.61511232e+04
 -1.43545213e+02  1.35890238e-02  1.54560577e+02 -1.43048385e+02
  5.06573009e-01  1.55067721e+02 -1.43575860e+02  1.78525930e-02
  1.54563479e+02 -1.43066285e+02  5.26080835e-01  1.55062976e+02
 -1.43532918e+02  2.38916416e-02  1.54565992e+02 -1.43050904e+02
  5.15819447e-01  1.55049382e+02 -1.43565267e+02  3.65498875e-02
  1.54555402e+02 -1.43075392e+02  5.07945183e-01  1.55065277e+02
 -1.43546972e+02  2.66290100e-02  1.54562787e+02 -1.43055402e+02
  5.12812500e-01  1.55068857e+02 -1.43538495e+02  2.43726299e-02
  1.54561223e+02 -1.43049484e+02  5.12173387e-01  1.55046152e+02
 -1.43574570e+02  1.86062710e-02  1.54553435e+02 -1.43063627e+02
  5.22807833e-01  1.55043836e+02 -1.43546485e+02  2.73417007e-02
  1.54563389e+02 -1.43050111e+02  5.35524502e-01  1.55066565e+02
 -1.43566430e+02  2.48230962e-02  1.54558306e+02 -1.43049246e+02
  5.04142143e-01  1.55070488e+02 -1.43550948e+02  1.17067214e-02
  1.54561326e+02 -1.43063403e+02  5.11148972e-01  1.55046246e+02
 -1.43590002e+02  2.01764253e-02  1.54558353e+02 -1.43059093e+02
  5.01417905e-01  1.55053642e+02 -1.43567791e+02  2.58522923e-02
  1.54558662e+02 -1.43097303e+02  5.01022416e-01  1.55053425e+02
 -1.43559532e+02  2.23976016e-02  1.54556301e+02 -1.43075269e+02
  5.05271020e-01  1.55057240e+02]
res:  5926 -0.0003740955016837688 0.01517424702160497 0.024477029399893806
[ 1.20642255e-10 -1.03143420e-05 -2.82896241e-01  1.61511216e+04
 -1.43535442e+02  9.14603365e-03  1.54569353e+02 -1.43038330e+02
  5.01851375e-01  1.55076458e+02 -1.43566541e+02  1.33373393e-02
  1.54572199e+02 -1.43056435e+02  5.21604754e-01  1.55071787e+02
 -1.43523583e+02  1.95628684e-02  1.54574650e+02 -1.43041775e+02
  5.11432025e-01  1.55058035e+02 -1.43556009e+02  3.22316691e-02
  1.54564094e+02 -1.43066999e+02  5.03416332e-01  1.55074048e+02
 -1.43537217e+02  2.23890971e-02  1.54571445e+02 -1.43046371e+02
  5.08341257e-01  1.55077610e+02 -1.43529583e+02  1.97903971e-02
  1.54569858e+02 -1.43040777e+02  5.07666140e-01  1.55054825e+02
 -1.43565225e+02  1.40878239e-02  1.54562071e+02 -1.43054022e+02
  5.18459504e-01  1.55052620e+02 -1.43536808e+02  2.28211405e-02
  1.54572042e+02 -1.43040818e+02  5.31010020e-01  1.55075341e+02
 -1.43557527e+02  2.02628545e-02  1.54567009e+02 -1.43039862e+02
  4.99751949e-01  1.55079228e+02 -1.43541959e+02  7.27782657e-03
  1.54569957e+02 -1.43054149e+02  5.06618793e-01  1.55054926e+02
 -1.43580188e+02  1.91781590e-02  1.54566937e+02 -1.43050104e+02
  4.96948218e-01  1.55062363e+02 -1.43558753e+02  2.14059318e-02
  1.54567310e+02 -1.43089085e+02  4.96395287e-01  1.55062179e+02
 -1.43551134e+02  2.15780864e-02  1.54564958e+02 -1.43066447e+02
  5.00815543e-01  1.55065964e+02]
Niter:  6 row:  191 ngroup:  26 nlines:  6382 gd:  5918
[ 1.20642255e-10 -1.03143420e-05 -2.82896241e-01  1.61511216e+04
 -1.43535442e+02  9.14603365e-03  1.54569353e+02 -1.43038330e+02
  5.01851375e-01  1.55076458e+02 -1.43566541e+02  1.33373393e-02
  1.54572199e+02 -1.43056435e+02  5.21604754e-01  1.55071787e+02
 -1.43523583e+02  1.95628684e-02  1.54574650e+02 -1.43041775e+02
  5.11432025e-01  1.55058035e+02 -1.43556009e+02  3.22316691e-02
  1.54564094e+02 -1.43066999e+02  5.03416332e-01  1.55074048e+02
 -1.43537217e+02  2.23890971e-02  1.54571445e+02 -1.43046371e+02
  5.08341257e-01  1.55077610e+02 -1.43529583e+02  1.97903971e-02
  1.54569858e+02 -1.43040777e+02  5.07666140e-01  1.55054825e+02
 -1.43565225e+02  1.40878239e-02  1.54562071e+02 -1.43054022e+02
  5.18459504e-01  1.55052620e+02 -1.43536808e+02  2.28211405e-02
  1.54572042e+02 -1.43040818e+02  5.31010020e-01  1.55075341e+02
 -1.43557527e+02  2.02628545e-02  1.54567009e+02 -1.43039862e+02
  4.99751949e-01  1.55079228e+02 -1.43541959e+02  7.27782657e-03
  1.54569957e+02 -1.43054149e+02  5.06618793e-01  1.55054926e+02
 -1.43580188e+02  1.91781590e-02  1.54566937e+02 -1.43050104e+02
  4.96948218e-01  1.55062363e+02 -1.43558753e+02  2.14059318e-02
  1.54567310e+02 -1.43089085e+02  4.96395287e-01  1.55062179e+02
 -1.43551134e+02  2.15780864e-02  1.54564958e+02 -1.43066447e+02
  5.00815543e-01  1.55065964e+02]
res:  5918 -0.0003263790431446978 0.01517902944033267 0.024357423507885632
[ 1.20635533e-10 -1.03143420e-05 -2.82896241e-01  1.61511216e+04
 -1.43535442e+02  9.14603365e-03  1.54569353e+02 -1.43038330e+02
  5.01851375e-01  1.55076458e+02 -1.43566541e+02  1.33373393e-02
  1.54572199e+02 -1.43056435e+02  5.21604754e-01  1.55071787e+02
 -1.43523583e+02  1.95628684e-02  1.54574650e+02 -1.43041775e+02
  5.11432025e-01  1.55058035e+02 -1.43556009e+02  3.22316691e-02
  1.54564094e+02 -1.43066999e+02  5.03416332e-01  1.55074048e+02
 -1.43537217e+02  2.23890971e-02  1.54571445e+02 -1.43046371e+02
  5.08341257e-01  1.55077610e+02 -1.43529583e+02  1.97903971e-02
  1.54569858e+02 -1.43040777e+02  5.07666140e-01  1.55054825e+02
 -1.43565225e+02  1.40878239e-02  1.54562071e+02 -1.43054022e+02
  5.18459504e-01  1.55052620e+02 -1.43536808e+02  2.28211405e-02
  1.54572042e+02 -1.43040818e+02  5.31010020e-01  1.55075341e+02
 -1.43557527e+02  2.02628545e-02  1.54567009e+02 -1.43039862e+02
  4.99751949e-01  1.55079228e+02 -1.43541959e+02  7.27782657e-03
  1.54569957e+02 -1.43054149e+02  5.06618793e-01  1.55054926e+02
 -1.43580188e+02  1.91781590e-02  1.54566937e+02 -1.43050104e+02
  4.96948218e-01  1.55062363e+02 -1.43558753e+02  2.14059318e-02
  1.54567310e+02 -1.43089085e+02  4.96395287e-01  1.55062179e+02
 -1.43551134e+02  2.15780864e-02  1.54564958e+02 -1.43066447e+02
  5.00815543e-01  1.55065964e+02]
Saving figure to  wave_resid_43670005_fiber191.png
Final values:
res:  -0.0003263790431446978 0.024357423507885632
pars:  [ 1.20635533e-10 -1.03143420e-05 -2.82896241e-01  1.61511216e+04
 -1.43535442e+02  9.14603365e-03  1.54569353e+02 -1.43038330e+02
  5.01851375e-01  1.55076458e+02 -1.43566541e+02  1.33373393e-02
  1.54572199e+02 -1.43056435e+02  5.21604754e-01  1.55071787e+02
 -1.43523583e+02  1.95628684e-02  1.54574650e+02 -1.43041775e+02
  5.11432025e-01  1.55058035e+02 -1.43556009e+02  3.22316691e-02
  1.54564094e+02 -1.43066999e+02  5.03416332e-01  1.55074048e+02
 -1.43537217e+02  2.23890971e-02  1.54571445e+02 -1.43046371e+02
  5.08341257e-01  1.55077610e+02 -1.43529583e+02  1.97903971e-02
  1.54569858e+02 -1.43040777e+02  5.07666140e-01  1.55054825e+02
 -1.43565225e+02  1.40878239e-02  1.54562071e+02 -1.43054022e+02
  5.18459504e-01  1.55052620e+02 -1.43536808e+02  2.28211405e-02
  1.54572042e+02 -1.43040818e+02  5.31010020e-01  1.55075341e+02
 -1.43557527e+02  2.02628545e-02  1.54567009e+02 -1.43039862e+02
  4.99751949e-01  1.55079228e+02 -1.43541959e+02  7.27782657e-03
  1.54569957e+02 -1.43054149e+02  5.06618793e-01  1.55054926e+02
 -1.43580188e+02  1.91781590e-02  1.54566937e+02 -1.43050104e+02
  4.96948218e-01  1.55062363e+02 -1.43558753e+02  2.14059318e-02
  1.54567310e+02 -1.43089085e+02  4.96395287e-01  1.55062179e+02
 -1.43551134e+02  2.15780864e-02  1.54564958e+02 -1.43066447e+02
  5.00815543e-01  1.55065964e+02]
191 [ 1.20635533e-10 -1.03143420e-05 -2.82896241e-01  1.61511216e+04
 -1.43535442e+02  9.14603365e-03  1.54569353e+02 -1.43038330e+02
  5.01851375e-01  1.55076458e+02 -1.43566541e+02  1.33373393e-02
  1.54572199e+02 -1.43056435e+02  5.21604754e-01  1.55071787e+02
 -1.43523583e+02  1.95628684e-02  1.54574650e+02 -1.43041775e+02
  5.11432025e-01  1.55058035e+02 -1.43556009e+02  3.22316691e-02
  1.54564094e+02 -1.43066999e+02  5.03416332e-01  1.55074048e+02
 -1.43537217e+02  2.23890971e-02  1.54571445e+02 -1.43046371e+02
  5.08341257e-01  1.55077610e+02 -1.43529583e+02  1.97903971e-02
  1.54569858e+02 -1.43040777e+02  5.07666140e-01  1.55054825e+02
 -1.43565225e+02  1.40878239e-02  1.54562071e+02 -1.43054022e+02
  5.18459504e-01  1.55052620e+02 -1.43536808e+02  2.28211405e-02
  1.54572042e+02 -1.43040818e+02  5.31010020e-01  1.55075341e+02
 -1.43557527e+02  2.02628545e-02  1.54567009e+02 -1.43039862e+02
  4.99751949e-01  1.55079228e+02 -1.43541959e+02  7.27782657e-03
  1.54569957e+02 -1.43054149e+02  5.06618793e-01  1.55054926e+02
 -1.43580188e+02  1.91781590e-02  1.54566937e+02 -1.43050104e+02
  4.96948218e-01  1.55062363e+02 -1.43558753e+02  2.14059318e-02
  1.54567310e+02 -1.43089085e+02  4.96395287e-01  1.55062179e+02
 -1.43551134e+02  2.15780864e-02  1.54564958e+02 -1.43066447e+02
  5.00815543e-01  1.55065964e+02]
--- Row 193/300 row=192 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  192
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=192 ---
Niter:  0 row:  192 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.0011429517926444532 0.017690459541881864 0.038581968923672466
[ 1.20704326e-10 -1.03156661e-05 -2.82890853e-01  1.61511503e+04
 -1.43661007e+02 -2.33573215e-14  1.54556190e+02]
Niter:  1 row:  192 ngroup:  1 nlines:  246 gd:  232
[ 1.20704326e-10 -1.03156661e-05 -2.82890853e-01  1.61511503e+04
 -1.43661007e+02 -2.33573215e-14  1.54556190e+02]
res:  232 -0.0006713686752846115 0.015767421435157303 0.02773875432868858
[ 1.20280479e-10 -1.03147983e-05 -2.82887859e-01  1.61511531e+04
 -1.43658953e+02 -1.33016243e-11  1.54582169e+02]
Niter:  2 row:  192 ngroup:  1 nlines:  246 gd:  229
[ 1.20280479e-10 -1.03147983e-05 -2.82887859e-01  1.61511531e+04
 -1.43658953e+02 -1.33016243e-11  1.54582169e+02]
res:  229 -0.0006617614917558967 0.016019776396205998 0.026549991185973905
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
Niter:  3 row:  192 ngroup:  1 nlines:  246 gd:  229
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
res:  229 -0.0006617614917558967 0.016019776396205998 0.026549991185973905
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
Niter:  4 row:  192 ngroup:  1 nlines:  246 gd:  229
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
res:  229 -0.0006617614917558967 0.016019776396205998 0.026549991185973905
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
Niter:  5 row:  192 ngroup:  1 nlines:  246 gd:  229
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
res:  229 -0.0006617614917558967 0.016019776396205998 0.026549991185973905
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
Niter:  6 row:  192 ngroup:  1 nlines:  246 gd:  229
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
res:  229 -0.0006617614917558967 0.016019776396205998 0.026549991185973905
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
Final values:
res:  -0.0006617614917558967 0.026549991185973905
pars:  [ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
192 [ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02]
elapsed: 2.9 sec.
Niter:  0 row:  192 ngroup:  26 nlines:  6407 gd:  6407
[ 1.20207515e-10 -1.03148596e-05 -2.82886531e-01  1.61511542e+04
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02 -1.43663520e+02  4.00248016e-11
  1.54590666e+02 -1.43663520e+02  4.00248016e-11  1.54590666e+02
 -1.43663520e+02  4.00248016e-11  1.54590666e+02 -1.43663520e+02
  4.00248016e-11  1.54590666e+02]
res:  6407 0.00033568403887329623 0.015645286030121497 0.03488605209338615
[ 1.20207527e-10 -1.03148586e-05 -2.82886559e-01  1.61511558e+04
 -1.43639957e+02  2.04173718e-02  1.54595426e+02 -1.43115400e+02
  5.08493102e-01  1.55098495e+02 -1.43637009e+02  4.38318495e-03
  1.54588168e+02 -1.43139969e+02  5.09918843e-01  1.55095276e+02
 -1.43640571e+02  4.07519293e-02  1.54603116e+02 -1.43141706e+02
  5.26518146e-01  1.55092776e+02 -1.43684664e+02  2.74545873e-02
  1.54593884e+02 -1.43106358e+02  5.15548071e-01  1.55097011e+02
 -1.43654249e+02 -6.58125698e-03  1.54604556e+02 -1.43123017e+02
  5.26301904e-01  1.55098916e+02 -1.43643467e+02  5.14498702e-03
  1.54597874e+02 -1.43097233e+02  4.90389019e-01  1.55080209e+02
 -1.43643990e+02  6.32249059e-03  1.54582587e+02 -1.43170341e+02
  5.03556280e-01  1.55087120e+02 -1.43615916e+02  2.03006179e-02
  1.54600935e+02 -1.43146023e+02  5.11348385e-01  1.55091828e+02
 -1.43632649e+02 -3.59293170e-03  1.54592730e+02 -1.43131218e+02
  5.21064173e-01  1.55088114e+02 -1.43636898e+02  1.95498261e-02
  1.54595575e+02 -1.43131259e+02  4.87838058e-01  1.55088725e+02
 -1.43633033e+02  1.79771327e-02  1.54585206e+02 -1.43148647e+02
  5.09856728e-01  1.55095707e+02 -1.43645479e+02  8.31262409e-03
  1.54599403e+02 -1.43136098e+02  5.13591632e-01  1.55091713e+02
 -1.43655736e+02  6.43102411e-03  1.54591902e+02 -1.43163768e+02
  4.99067719e-01  1.55082659e+02]
Niter:  1 row:  192 ngroup:  26 nlines:  6407 gd:  5994
[ 1.20207527e-10 -1.03148586e-05 -2.82886559e-01  1.61511558e+04
 -1.43639957e+02  2.04173718e-02  1.54595426e+02 -1.43115400e+02
  5.08493102e-01  1.55098495e+02 -1.43637009e+02  4.38318495e-03
  1.54588168e+02 -1.43139969e+02  5.09918843e-01  1.55095276e+02
 -1.43640571e+02  4.07519293e-02  1.54603116e+02 -1.43141706e+02
  5.26518146e-01  1.55092776e+02 -1.43684664e+02  2.74545873e-02
  1.54593884e+02 -1.43106358e+02  5.15548071e-01  1.55097011e+02
 -1.43654249e+02 -6.58125698e-03  1.54604556e+02 -1.43123017e+02
  5.26301904e-01  1.55098916e+02 -1.43643467e+02  5.14498702e-03
  1.54597874e+02 -1.43097233e+02  4.90389019e-01  1.55080209e+02
 -1.43643990e+02  6.32249059e-03  1.54582587e+02 -1.43170341e+02
  5.03556280e-01  1.55087120e+02 -1.43615916e+02  2.03006179e-02
  1.54600935e+02 -1.43146023e+02  5.11348385e-01  1.55091828e+02
 -1.43632649e+02 -3.59293170e-03  1.54592730e+02 -1.43131218e+02
  5.21064173e-01  1.55088114e+02 -1.43636898e+02  1.95498261e-02
  1.54595575e+02 -1.43131259e+02  4.87838058e-01  1.55088725e+02
 -1.43633033e+02  1.79771327e-02  1.54585206e+02 -1.43148647e+02
  5.09856728e-01  1.55095707e+02 -1.43645479e+02  8.31262409e-03
  1.54599403e+02 -1.43136098e+02  5.13591632e-01  1.55091713e+02
 -1.43655736e+02  6.43102411e-03  1.54591902e+02 -1.43163768e+02
  4.99067719e-01  1.55082659e+02]
res:  5994 -0.00022925800112716388 0.015621209546225145 0.02461687039622187
[ 1.20207515e-10 -1.03148576e-05 -2.82886587e-01  1.61511574e+04
 -1.43649597e+02  1.49406922e-02  1.54600185e+02 -1.43110466e+02
  4.93974198e-01  1.55103247e+02 -1.43630706e+02 -3.39126253e-03
  1.54590817e+02 -1.43124437e+02  5.13065500e-01  1.55100289e+02
 -1.43640602e+02  3.14213607e-02  1.54607875e+02 -1.43147593e+02
  5.11978016e-01  1.55099970e+02 -1.43654605e+02  1.57856239e-02
  1.54598647e+02 -1.43118223e+02  5.07015362e-01  1.55100950e+02
 -1.43635457e+02  4.25272277e-03  1.54607281e+02 -1.43125726e+02
  5.10147771e-01  1.55106874e+02 -1.43643123e+02  1.01332147e-02
  1.54605048e+02 -1.43100053e+02  4.89940430e-01  1.55091078e+02
 -1.43639884e+02  1.07606605e-02  1.54587345e+02 -1.43156258e+02
  4.89422842e-01  1.55094223e+02 -1.43630234e+02  2.86652026e-02
  1.54605916e+02 -1.43141038e+02  5.06596404e-01  1.55101161e+02
 -1.43626489e+02 -6.29172802e-03  1.54597497e+02 -1.43140388e+02
  5.26094786e-01  1.55095871e+02 -1.43648460e+02  8.87872201e-03
  1.54600232e+02 -1.43129128e+02  5.01405665e-01  1.55091018e+02
 -1.43631526e+02  3.07093149e-02  1.54589970e+02 -1.43145346e+02
  5.01218596e-01  1.55098275e+02 -1.43636580e+02  6.37194458e-03
  1.54606495e+02 -1.43141073e+02  5.08769715e-01  1.55094990e+02
 -1.43662041e+02  1.24737107e-02  1.54596660e+02 -1.43168801e+02
  4.95378976e-01  1.55090490e+02]
Niter:  2 row:  192 ngroup:  26 nlines:  6407 gd:  5991
[ 1.20207515e-10 -1.03148576e-05 -2.82886587e-01  1.61511574e+04
 -1.43649597e+02  1.49406922e-02  1.54600185e+02 -1.43110466e+02
  4.93974198e-01  1.55103247e+02 -1.43630706e+02 -3.39126253e-03
  1.54590817e+02 -1.43124437e+02  5.13065500e-01  1.55100289e+02
 -1.43640602e+02  3.14213607e-02  1.54607875e+02 -1.43147593e+02
  5.11978016e-01  1.55099970e+02 -1.43654605e+02  1.57856239e-02
  1.54598647e+02 -1.43118223e+02  5.07015362e-01  1.55100950e+02
 -1.43635457e+02  4.25272277e-03  1.54607281e+02 -1.43125726e+02
  5.10147771e-01  1.55106874e+02 -1.43643123e+02  1.01332147e-02
  1.54605048e+02 -1.43100053e+02  4.89940430e-01  1.55091078e+02
 -1.43639884e+02  1.07606605e-02  1.54587345e+02 -1.43156258e+02
  4.89422842e-01  1.55094223e+02 -1.43630234e+02  2.86652026e-02
  1.54605916e+02 -1.43141038e+02  5.06596404e-01  1.55101161e+02
 -1.43626489e+02 -6.29172802e-03  1.54597497e+02 -1.43140388e+02
  5.26094786e-01  1.55095871e+02 -1.43648460e+02  8.87872201e-03
  1.54600232e+02 -1.43129128e+02  5.01405665e-01  1.55091018e+02
 -1.43631526e+02  3.07093149e-02  1.54589970e+02 -1.43145346e+02
  5.01218596e-01  1.55098275e+02 -1.43636580e+02  6.37194458e-03
  1.54606495e+02 -1.43141073e+02  5.08769715e-01  1.55094990e+02
 -1.43662041e+02  1.24737107e-02  1.54596660e+02 -1.43168801e+02
  4.95378976e-01  1.55090490e+02]
res:  5991 -0.000297054828479304 0.015650712228307384 0.024540242507917316
[ 1.20207503e-10 -1.03148565e-05 -2.82886616e-01  1.61511590e+04
 -1.43642635e+02  2.06161637e-02  1.54604945e+02 -1.43103483e+02
  4.99679834e-01  1.55107998e+02 -1.43623734e+02 -1.25584596e-03
  1.54595576e+02 -1.43117456e+02  5.18769804e-01  1.55107004e+02
 -1.43633638e+02  3.71289581e-02  1.54612633e+02 -1.43140629e+02
  5.10833371e-01  1.55104726e+02 -1.43647643e+02  1.80983547e-02
  1.54603410e+02 -1.43116453e+02  5.09372955e-01  1.55105712e+02
 -1.43628481e+02  1.37554634e-02  1.54612038e+02 -1.43118758e+02
  5.08991210e-01  1.55111621e+02 -1.43640885e+02  1.58250585e-02
  1.54609811e+02 -1.43093067e+02  4.95635212e-01  1.55095829e+02
 -1.43632901e+02  1.64457128e-02  1.54592104e+02 -1.43149307e+02
  4.95113684e-01  1.55098980e+02 -1.43629183e+02  3.80255809e-02
  1.54610672e+02 -1.43134060e+02  5.08724378e-01  1.55105916e+02
 -1.43619511e+02 -5.97675055e-04  1.54602264e+02 -1.43138898e+02
  5.31791766e-01  1.55100629e+02 -1.43646534e+02  1.45576930e-02
  1.54604992e+02 -1.43122150e+02  5.07091142e-01  1.55095771e+02
 -1.43624547e+02  3.63904889e-02  1.54594733e+02 -1.43138365e+02
  5.06924761e-01  1.55103037e+02 -1.43629618e+02  8.67895376e-03
  1.54611257e+02 -1.43134090e+02  5.11249766e-01  1.55099744e+02
 -1.43655081e+02  1.81535556e-02  1.54601418e+02 -1.43161837e+02
  4.97532227e-01  1.55095249e+02]
Niter:  3 row:  192 ngroup:  26 nlines:  6407 gd:  5991
[ 1.20207503e-10 -1.03148565e-05 -2.82886616e-01  1.61511590e+04
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  4.99679834e-01  1.55107998e+02 -1.43623734e+02 -1.25584596e-03
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  5.10833371e-01  1.55104726e+02 -1.43647643e+02  1.80983547e-02
  1.54603410e+02 -1.43116453e+02  5.09372955e-01  1.55105712e+02
 -1.43628481e+02  1.37554634e-02  1.54612038e+02 -1.43118758e+02
  5.08991210e-01  1.55111621e+02 -1.43640885e+02  1.58250585e-02
  1.54609811e+02 -1.43093067e+02  4.95635212e-01  1.55095829e+02
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  4.95113684e-01  1.55098980e+02 -1.43629183e+02  3.80255809e-02
  1.54610672e+02 -1.43134060e+02  5.08724378e-01  1.55105916e+02
 -1.43619511e+02 -5.97675055e-04  1.54602264e+02 -1.43138898e+02
  5.31791766e-01  1.55100629e+02 -1.43646534e+02  1.45576930e-02
  1.54604992e+02 -1.43122150e+02  5.07091142e-01  1.55095771e+02
 -1.43624547e+02  3.63904889e-02  1.54594733e+02 -1.43138365e+02
  5.06924761e-01  1.55103037e+02 -1.43629618e+02  8.67895376e-03
  1.54611257e+02 -1.43134090e+02  5.11249766e-01  1.55099744e+02
 -1.43655081e+02  1.81535556e-02  1.54601418e+02 -1.43161837e+02
  4.97532227e-01  1.55095249e+02]
res:  5991 3.6007457310915925e-05 0.01540695648509427 0.024336440615099736
[ 1.20483931e-10 -1.03149471e-05 -2.82893785e-01  1.61511574e+04
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  4.93145577e-01  1.55064060e+02 -1.43580567e+02 -7.98033591e-03
  1.54551682e+02 -1.43073997e+02  5.12276645e-01  1.55063087e+02
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  5.04506076e-01  1.55060647e+02 -1.43604659e+02  1.03760418e-02
  1.54559660e+02 -1.43073337e+02  5.02094632e-01  1.55061879e+02
 -1.43585312e+02  6.32314425e-03  1.54568167e+02 -1.43075686e+02
  5.02323266e-01  1.55067760e+02 -1.43598154e+02  8.70822163e-03
  1.54565860e+02 -1.43049741e+02  4.88561954e-01  1.55051828e+02
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  4.87901864e-01  1.55055136e+02 -1.43585286e+02  3.12309267e-02
  1.54566688e+02 -1.43090784e+02  5.01922646e-01  1.55061997e+02
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  5.24573547e-01  1.55056739e+02 -1.43603711e+02  6.42370315e-03
  1.54561070e+02 -1.43078951e+02  4.99349123e-01  1.55051898e+02
 -1.43581379e+02  2.85994167e-02  1.54550798e+02 -1.43095110e+02
  5.00092224e-01  1.55059129e+02 -1.43586556e+02  1.91678298e-03
  1.54567373e+02 -1.43090731e+02  5.03623916e-01  1.55055773e+02
 -1.43612050e+02  1.07181807e-02  1.54557427e+02 -1.43118982e+02
  4.90729979e-01  1.55051421e+02]
Niter:  4 row:  192 ngroup:  26 nlines:  6407 gd:  5978
[ 1.20483931e-10 -1.03149471e-05 -2.82893785e-01  1.61511574e+04
 -1.43599708e+02  1.27065858e-02  1.54561040e+02 -1.43060008e+02
  4.93145577e-01  1.55064060e+02 -1.43580567e+02 -7.98033591e-03
  1.54551682e+02 -1.43073997e+02  5.12276645e-01  1.55063087e+02
 -1.43590908e+02  3.05620688e-02  1.54568719e+02 -1.43097759e+02
  5.04506076e-01  1.55060647e+02 -1.43604659e+02  1.03760418e-02
  1.54559660e+02 -1.43073337e+02  5.02094632e-01  1.55061879e+02
 -1.43585312e+02  6.32314425e-03  1.54568167e+02 -1.43075686e+02
  5.02323266e-01  1.55067760e+02 -1.43598154e+02  8.70822163e-03
  1.54565860e+02 -1.43049741e+02  4.88561954e-01  1.55051828e+02
 -1.43589536e+02  8.63827116e-03  1.54548151e+02 -1.43106453e+02
  4.87901864e-01  1.55055136e+02 -1.43585286e+02  3.12309267e-02
  1.54566688e+02 -1.43090784e+02  5.01922646e-01  1.55061997e+02
 -1.43576176e+02 -7.63922219e-03  1.54558503e+02 -1.43095943e+02
  5.24573547e-01  1.55056739e+02 -1.43603711e+02  6.42370315e-03
  1.54561070e+02 -1.43078951e+02  4.99349123e-01  1.55051898e+02
 -1.43581379e+02  2.85994167e-02  1.54550798e+02 -1.43095110e+02
  5.00092224e-01  1.55059129e+02 -1.43586556e+02  1.91678298e-03
  1.54567373e+02 -1.43090731e+02  5.03623916e-01  1.55055773e+02
 -1.43612050e+02  1.07181807e-02  1.54557427e+02 -1.43118982e+02
  4.90729979e-01  1.55051421e+02]
res:  5978 -0.0003156757102260599 0.015303320915336371 0.02412061988618476
[ 1.20483943e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
Niter:  5 row:  192 ngroup:  26 nlines:  6407 gd:  5975
[ 1.20483943e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
res:  5975 -0.0003243411902076332 0.01530815327714663 0.024076627645945703
[ 1.20484848e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
Niter:  6 row:  192 ngroup:  26 nlines:  6407 gd:  5973
[ 1.20484848e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
res:  5973 -0.0003223569929104997 0.015313446750951698 0.024048813745097198
[ 1.20485840e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
Saving figure to  wave_resid_43670005_fiber192.png
Final values:
res:  -0.0003223569929104997 0.024048813745097198
pars:  [ 1.20485840e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
192 [ 1.20485840e-10 -1.03149461e-05 -2.82893813e-01  1.61511590e+04
 -1.43595996e+02  2.27976817e-02  1.54565347e+02 -1.43061421e+02
  4.92571827e-01  1.55068266e+02 -1.43582000e+02 -1.78607263e-03
  1.54554013e+02 -1.43064955e+02  5.14952161e-01  1.55067331e+02
 -1.43586983e+02  3.66998398e-02  1.54573018e+02 -1.43094023e+02
  5.07586254e-01  1.55065045e+02 -1.43601130e+02  1.66008483e-02
  1.54563946e+02 -1.43069703e+02  5.08271690e-01  1.55066228e+02
 -1.43581578e+02  1.59847854e-02  1.54572431e+02 -1.43072058e+02
  5.05215795e-01  1.55069984e+02 -1.43594143e+02  1.48702044e-02
  1.54570235e+02 -1.43045824e+02  4.91344315e-01  1.55056047e+02
 -1.43590945e+02  1.15564675e-02  1.54552470e+02 -1.43102871e+02
  4.94075434e-01  1.55059384e+02 -1.43581771e+02  3.73966394e-02
  1.54570977e+02 -1.43081491e+02  5.04830712e-01  1.55066299e+02
 -1.43572547e+02 -5.02412295e-03  1.54562850e+02 -1.43098102e+02
  5.27688273e-01  1.55061016e+02 -1.43599978e+02  1.26552860e-02
  1.54565427e+02 -1.43075124e+02  5.02390009e-01  1.55056098e+02
 -1.43577542e+02  3.55264273e-02  1.54555177e+02 -1.43085650e+02
  5.06245345e-01  1.55063481e+02 -1.43582956e+02  8.09722873e-03
  1.54573844e+02 -1.43086916e+02  5.02781904e-01  1.55060061e+02
 -1.43608546e+02  1.69605208e-02  1.54561761e+02 -1.43115159e+02
  4.96894698e-01  1.55055673e+02]
--- Row 194/300 row=193 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  193
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=193 ---
Niter:  0 row:  193 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.0004243463554303162 0.015381882252768264 0.03600421614550178
[ 1.21179326e-10 -1.03140707e-05 -2.82899265e-01  1.61511854e+04
 -1.43511006e+02 -1.34936706e-13  1.54569078e+02]
Niter:  1 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21179326e-10 -1.03140707e-05 -2.82899265e-01  1.61511854e+04
 -1.43511006e+02 -1.34936706e-13  1.54569078e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Niter:  2 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Niter:  3 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Niter:  4 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Niter:  5 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Niter:  6 row:  193 ngroup:  1 nlines:  249 gd:  234
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
res:  234 -0.0015551702290395042 0.016047011680711876 0.025493978015444473
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
Final values:
res:  -0.0015551702290395042 0.025493978015444473
pars:  [ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
193 [ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02]
elapsed: 2.9 sec.
Niter:  0 row:  193 ngroup:  26 nlines:  6337 gd:  6337
[ 1.21071703e-10 -1.03139941e-05 -2.82899002e-01  1.61511863e+04
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02 -1.43511276e+02 -6.63132325e-11
  1.54569674e+02 -1.43511276e+02 -6.63132325e-11  1.54569674e+02
 -1.43511276e+02 -6.63132325e-11  1.54569674e+02 -1.43511276e+02
 -6.63132325e-11  1.54569674e+02]
res:  6337 7.000809637247585e-05 0.014588975371225388 0.03514226400849425
[ 1.21071691e-10 -1.03139952e-05 -2.82898973e-01  1.61511847e+04
 -1.43511548e+02 -2.44574139e-03  1.54565487e+02 -1.43021262e+02
  5.36826106e-01  1.55063955e+02 -1.43522392e+02  2.00355790e-02
  1.54564737e+02 -1.43019056e+02  5.34475832e-01  1.55061850e+02
 -1.43498116e+02  2.60593691e-02  1.54565614e+02 -1.43004121e+02
  5.18724913e-01  1.55062947e+02 -1.43506614e+02  5.41551566e-03
  1.54557950e+02 -1.42999528e+02  5.04660812e-01  1.55055359e+02
 -1.43507500e+02 -1.01856599e-03  1.54571621e+02 -1.43030329e+02
  5.04186192e-01  1.55061323e+02 -1.43514694e+02  1.62075710e-02
  1.54569185e+02 -1.43019753e+02  5.11835056e-01  1.55057560e+02
 -1.43500249e+02  9.34367650e-03  1.54567213e+02 -1.43016496e+02
  4.99967002e-01  1.55060606e+02 -1.43511544e+02  2.07243912e-02
  1.54563818e+02 -1.43043074e+02  5.27161672e-01  1.55057168e+02
 -1.43519852e+02  5.58771145e-03  1.54561540e+02 -1.43029532e+02
  5.18838611e-01  1.55051959e+02 -1.43497833e+02  1.37716931e-02
  1.54557224e+02 -1.43014936e+02  5.25712588e-01  1.55051113e+02
 -1.43493254e+02  3.23519937e-02  1.54558821e+02 -1.43017607e+02
  5.04887468e-01  1.55056924e+02 -1.43533943e+02  1.64838907e-02
  1.54559362e+02 -1.43058831e+02  5.25590689e-01  1.55057256e+02
 -1.43503698e+02  2.86109718e-04  1.54551047e+02 -1.43070424e+02
  5.27039660e-01  1.55053227e+02]
Niter:  1 row:  193 ngroup:  26 nlines:  6337 gd:  5848
[ 1.21071691e-10 -1.03139952e-05 -2.82898973e-01  1.61511847e+04
 -1.43511548e+02 -2.44574139e-03  1.54565487e+02 -1.43021262e+02
  5.36826106e-01  1.55063955e+02 -1.43522392e+02  2.00355790e-02
  1.54564737e+02 -1.43019056e+02  5.34475832e-01  1.55061850e+02
 -1.43498116e+02  2.60593691e-02  1.54565614e+02 -1.43004121e+02
  5.18724913e-01  1.55062947e+02 -1.43506614e+02  5.41551566e-03
  1.54557950e+02 -1.42999528e+02  5.04660812e-01  1.55055359e+02
 -1.43507500e+02 -1.01856599e-03  1.54571621e+02 -1.43030329e+02
  5.04186192e-01  1.55061323e+02 -1.43514694e+02  1.62075710e-02
  1.54569185e+02 -1.43019753e+02  5.11835056e-01  1.55057560e+02
 -1.43500249e+02  9.34367650e-03  1.54567213e+02 -1.43016496e+02
  4.99967002e-01  1.55060606e+02 -1.43511544e+02  2.07243912e-02
  1.54563818e+02 -1.43043074e+02  5.27161672e-01  1.55057168e+02
 -1.43519852e+02  5.58771145e-03  1.54561540e+02 -1.43029532e+02
  5.18838611e-01  1.55051959e+02 -1.43497833e+02  1.37716931e-02
  1.54557224e+02 -1.43014936e+02  5.25712588e-01  1.55051113e+02
 -1.43493254e+02  3.23519937e-02  1.54558821e+02 -1.43017607e+02
  5.04887468e-01  1.55056924e+02 -1.43533943e+02  1.64838907e-02
  1.54559362e+02 -1.43058831e+02  5.25590689e-01  1.55057256e+02
 -1.43503698e+02  2.86109718e-04  1.54551047e+02 -1.43070424e+02
  5.27039660e-01  1.55053227e+02]
res:  5848 -0.0008690083850524388 0.014623372142523294 0.0236042418947248
[ 1.21071679e-10 -1.03139962e-05 -2.82899002e-01  1.61511863e+04
 -1.43516543e+02 -3.95564677e-04  1.54571689e+02 -1.43014399e+02
  5.34731942e-01  1.55066422e+02 -1.43525880e+02  1.93761539e-02
  1.54570257e+02 -1.43034432e+02  5.13026708e-01  1.55066239e+02
 -1.43495644e+02  3.15412309e-02  1.54574639e+02 -1.43012385e+02
  5.01308502e-01  1.55065884e+02 -1.43526775e+02  1.00933254e-02
  1.54563864e+02 -1.43009400e+02  4.96277256e-01  1.55058366e+02
 -1.43508167e+02 -1.34441947e-03  1.54576164e+02 -1.43038645e+02
  4.95979787e-01  1.55065971e+02 -1.43519994e+02  2.53034617e-03
  1.54573706e+02 -1.43014316e+02  5.00425002e-01  1.55060837e+02
 -1.43518875e+02  7.63916383e-04  1.54569868e+02 -1.43022881e+02
  4.92505179e-01  1.55063295e+02 -1.43507018e+02  1.86905035e-02
  1.54569719e+02 -1.43013501e+02  5.10290950e-01  1.55066843e+02
 -1.43521971e+02  9.96985941e-03  1.54570899e+02 -1.43006357e+02
  5.17625999e-01  1.55056081e+02 -1.43513338e+02  7.11190932e-03
  1.54570615e+02 -1.43001998e+02  5.01100027e-01  1.55056176e+02
 -1.43487909e+02  1.79546749e-03  1.54566527e+02 -1.43017209e+02
  5.11899429e-01  1.55067597e+02 -1.43529277e+02  2.53284388e-03
  1.54561965e+02 -1.43037387e+02  5.16493680e-01  1.55068670e+02
 -1.43509664e+02  1.23630218e-02  1.54558687e+02 -1.43050221e+02
  5.06929929e-01  1.55059890e+02]
Niter:  2 row:  193 ngroup:  26 nlines:  6337 gd:  5850
[ 1.21071679e-10 -1.03139962e-05 -2.82899002e-01  1.61511863e+04
 -1.43516543e+02 -3.95564677e-04  1.54571689e+02 -1.43014399e+02
  5.34731942e-01  1.55066422e+02 -1.43525880e+02  1.93761539e-02
  1.54570257e+02 -1.43034432e+02  5.13026708e-01  1.55066239e+02
 -1.43495644e+02  3.15412309e-02  1.54574639e+02 -1.43012385e+02
  5.01308502e-01  1.55065884e+02 -1.43526775e+02  1.00933254e-02
  1.54563864e+02 -1.43009400e+02  4.96277256e-01  1.55058366e+02
 -1.43508167e+02 -1.34441947e-03  1.54576164e+02 -1.43038645e+02
  4.95979787e-01  1.55065971e+02 -1.43519994e+02  2.53034617e-03
  1.54573706e+02 -1.43014316e+02  5.00425002e-01  1.55060837e+02
 -1.43518875e+02  7.63916383e-04  1.54569868e+02 -1.43022881e+02
  4.92505179e-01  1.55063295e+02 -1.43507018e+02  1.86905035e-02
  1.54569719e+02 -1.43013501e+02  5.10290950e-01  1.55066843e+02
 -1.43521971e+02  9.96985941e-03  1.54570899e+02 -1.43006357e+02
  5.17625999e-01  1.55056081e+02 -1.43513338e+02  7.11190932e-03
  1.54570615e+02 -1.43001998e+02  5.01100027e-01  1.55056176e+02
 -1.43487909e+02  1.79546749e-03  1.54566527e+02 -1.43017209e+02
  5.11899429e-01  1.55067597e+02 -1.43529277e+02  2.53284388e-03
  1.54561965e+02 -1.43037387e+02  5.16493680e-01  1.55068670e+02
 -1.43509664e+02  1.23630218e-02  1.54558687e+02 -1.43050221e+02
  5.06929929e-01  1.55059890e+02]
res:  5850 -0.0008418876750511117 0.014621181157053798 0.023596780639826828
[ 1.21071667e-10 -1.03139972e-05 -2.82899030e-01  1.61511879e+04
 -1.43509584e+02  5.28245965e-03  1.54576413e+02 -1.43007431e+02
  5.40427151e-01  1.55071144e+02 -1.43518935e+02  2.50458063e-02
  1.54578562e+02 -1.43027497e+02  5.15499950e-01  1.55070964e+02
 -1.43488706e+02  3.72401947e-02  1.54579379e+02 -1.43005434e+02
  5.07020473e-01  1.55072381e+02 -1.43524260e+02  1.57880573e-02
  1.54570519e+02 -1.43007851e+02  5.01968645e-01  1.55063092e+02
 -1.43501226e+02  4.33436693e-03  1.54580897e+02 -1.43031699e+02
  4.98101773e-01  1.55070689e+02 -1.43513045e+02  1.45803954e-03
  1.54578442e+02 -1.43007365e+02  4.98700114e-01  1.55065564e+02
 -1.43511923e+02  6.44055592e-03  1.54574593e+02 -1.43015939e+02
  4.98178564e-01  1.55068017e+02 -1.43500090e+02  2.11857639e-02
  1.54576349e+02 -1.43001681e+02  5.12952458e-01  1.55071574e+02
 -1.43515036e+02  1.56566769e-02  1.54575623e+02 -1.42994192e+02
  5.19896736e-01  1.55060806e+02 -1.43511431e+02  9.58013858e-03
  1.54577352e+02 -1.42989771e+02  5.03397011e-01  1.55060897e+02
 -1.43480964e+02  3.97431352e-03  1.54571254e+02 -1.43010308e+02
  5.17588634e-01  1.55074327e+02 -1.43522346e+02  4.80594703e-03
  1.54566690e+02 -1.43025565e+02  5.22171809e-01  1.55075169e+02
 -1.43502746e+02  2.16763635e-02  1.54563419e+02 -1.43043285e+02
  5.09356352e-01  1.55064613e+02]
Niter:  3 row:  193 ngroup:  26 nlines:  6337 gd:  5850
[ 1.21071667e-10 -1.03139972e-05 -2.82899030e-01  1.61511879e+04
 -1.43509584e+02  5.28245965e-03  1.54576413e+02 -1.43007431e+02
  5.40427151e-01  1.55071144e+02 -1.43518935e+02  2.50458063e-02
  1.54578562e+02 -1.43027497e+02  5.15499950e-01  1.55070964e+02
 -1.43488706e+02  3.72401947e-02  1.54579379e+02 -1.43005434e+02
  5.07020473e-01  1.55072381e+02 -1.43524260e+02  1.57880573e-02
  1.54570519e+02 -1.43007851e+02  5.01968645e-01  1.55063092e+02
 -1.43501226e+02  4.33436693e-03  1.54580897e+02 -1.43031699e+02
  4.98101773e-01  1.55070689e+02 -1.43513045e+02  1.45803954e-03
  1.54578442e+02 -1.43007365e+02  4.98700114e-01  1.55065564e+02
 -1.43511923e+02  6.44055592e-03  1.54574593e+02 -1.43015939e+02
  4.98178564e-01  1.55068017e+02 -1.43500090e+02  2.11857639e-02
  1.54576349e+02 -1.43001681e+02  5.12952458e-01  1.55071574e+02
 -1.43515036e+02  1.56566769e-02  1.54575623e+02 -1.42994192e+02
  5.19896736e-01  1.55060806e+02 -1.43511431e+02  9.58013858e-03
  1.54577352e+02 -1.42989771e+02  5.03397011e-01  1.55060897e+02
 -1.43480964e+02  3.97431352e-03  1.54571254e+02 -1.43010308e+02
  5.17588634e-01  1.55074327e+02 -1.43522346e+02  4.80594703e-03
  1.54566690e+02 -1.43025565e+02  5.22171809e-01  1.55075169e+02
 -1.43502746e+02  2.16763635e-02  1.54563419e+02 -1.43043285e+02
  5.09356352e-01  1.55064613e+02]
res:  5850 -0.0007487190869142069 0.014834391511612921 0.023562188370028103
[ 1.20447752e-10 -1.03142312e-05 -2.82890612e-01  1.61511895e+04
 -1.43555470e+02  1.27404499e-02  1.54610852e+02 -1.43053767e+02
  5.46927663e-01  1.55105518e+02 -1.43564934e+02  3.32605108e-02
  1.54613273e+02 -1.43073279e+02  5.22343574e-01  1.55105659e+02
 -1.43534357e+02  4.37198796e-02  1.54614276e+02 -1.43051531e+02
  5.12404581e-01  1.55106495e+02 -1.43570319e+02  2.23112674e-02
  1.54605226e+02 -1.43053745e+02  5.08797501e-01  1.55097557e+02
 -1.43547002e+02  1.14906552e-02  1.54615782e+02 -1.43077580e+02
  5.05377807e-01  1.55104927e+02 -1.43558994e+02  6.05788272e-03
  1.54613453e+02 -1.43053506e+02  5.05817225e-01  1.55100244e+02
 -1.43558303e+02  1.02498312e-02  1.54609082e+02 -1.43061698e+02
  5.05938420e-01  1.55102648e+02 -1.43545533e+02  2.89259737e-02
  1.54610809e+02 -1.43047512e+02  5.19765617e-01  1.55106361e+02
 -1.43560733e+02  2.26862303e-02  1.54610170e+02 -1.43040443e+02
  5.26778078e-01  1.55095300e+02 -1.43557632e+02  1.76700171e-02
  1.54612039e+02 -1.43035540e+02  5.09850891e-01  1.55095231e+02
 -1.43527468e+02  1.19156569e-02  1.54605888e+02 -1.43055905e+02
  5.24155571e-01  1.55109319e+02 -1.43567850e+02  1.18788060e-02
  1.54601270e+02 -1.43071851e+02  5.29844214e-01  1.55109776e+02
 -1.43548285e+02  2.83525829e-02  1.54598336e+02 -1.43089199e+02
  5.15389076e-01  1.55099055e+02]
Niter:  4 row:  193 ngroup:  26 nlines:  6337 gd:  5870
[ 1.20447752e-10 -1.03142312e-05 -2.82890612e-01  1.61511895e+04
 -1.43555470e+02  1.27404499e-02  1.54610852e+02 -1.43053767e+02
  5.46927663e-01  1.55105518e+02 -1.43564934e+02  3.32605108e-02
  1.54613273e+02 -1.43073279e+02  5.22343574e-01  1.55105659e+02
 -1.43534357e+02  4.37198796e-02  1.54614276e+02 -1.43051531e+02
  5.12404581e-01  1.55106495e+02 -1.43570319e+02  2.23112674e-02
  1.54605226e+02 -1.43053745e+02  5.08797501e-01  1.55097557e+02
 -1.43547002e+02  1.14906552e-02  1.54615782e+02 -1.43077580e+02
  5.05377807e-01  1.55104927e+02 -1.43558994e+02  6.05788272e-03
  1.54613453e+02 -1.43053506e+02  5.05817225e-01  1.55100244e+02
 -1.43558303e+02  1.02498312e-02  1.54609082e+02 -1.43061698e+02
  5.05938420e-01  1.55102648e+02 -1.43545533e+02  2.89259737e-02
  1.54610809e+02 -1.43047512e+02  5.19765617e-01  1.55106361e+02
 -1.43560733e+02  2.26862303e-02  1.54610170e+02 -1.43040443e+02
  5.26778078e-01  1.55095300e+02 -1.43557632e+02  1.76700171e-02
  1.54612039e+02 -1.43035540e+02  5.09850891e-01  1.55095231e+02
 -1.43527468e+02  1.19156569e-02  1.54605888e+02 -1.43055905e+02
  5.24155571e-01  1.55109319e+02 -1.43567850e+02  1.18788060e-02
  1.54601270e+02 -1.43071851e+02  5.29844214e-01  1.55109776e+02
 -1.43548285e+02  2.83525829e-02  1.54598336e+02 -1.43089199e+02
  5.15389076e-01  1.55099055e+02]
res:  5870 -0.0007163181726355106 0.014859669463476166 0.023787481629881608
[ 1.20447740e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
Niter:  5 row:  193 ngroup:  26 nlines:  6337 gd:  5867
[ 1.20447740e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
res:  5867 -0.0005552098791667959 0.01482575487534632 0.02374492244238949
[ 1.20416351e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
Niter:  6 row:  193 ngroup:  26 nlines:  6337 gd:  5866
[ 1.20416351e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
res:  5866 -0.0005306142211338738 0.014833173681836342 0.02373076759220992
[ 1.20412894e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
Saving figure to  wave_resid_43670005_fiber193.png
Final values:
res:  -0.0005306142211338738 0.02373076759220992
pars:  [ 1.20412894e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
193 [ 1.20412894e-10 -1.03142322e-05 -2.82890641e-01  1.61511911e+04
 -1.43544787e+02  2.13465708e-02  1.54614659e+02 -1.43048142e+02
  5.52333416e-01  1.55109345e+02 -1.43554000e+02  4.16795817e-02
  1.54615352e+02 -1.43062459e+02  5.27728232e-01  1.55109626e+02
 -1.43523539e+02  4.22903668e-02  1.54618066e+02 -1.43040649e+02
  5.14511761e-01  1.55110322e+02 -1.43559577e+02  2.44682076e-02
  1.54609015e+02 -1.43042801e+02  5.14145588e-01  1.55101365e+02
 -1.43536097e+02  1.99755918e-02  1.54619557e+02 -1.43066795e+02
  5.10712870e-01  1.55108708e+02 -1.43548328e+02  1.13970014e-02
  1.54617212e+02 -1.43042548e+02  5.11151763e-01  1.55104025e+02
 -1.43547171e+02  1.55617395e-02  1.54612865e+02 -1.43050863e+02
  5.11261640e-01  1.55106426e+02 -1.43535014e+02  4.03395452e-02
  1.54614647e+02 -1.43036790e+02  5.28531760e-01  1.55112200e+02
 -1.43549985e+02  3.44256101e-02  1.54613975e+02 -1.43029580e+02
  5.34928577e-01  1.55101193e+02 -1.43546747e+02  2.65174029e-02
  1.54615817e+02 -1.43025127e+02  5.15254278e-01  1.55099013e+02
 -1.43516260e+02  1.72130408e-02  1.54607773e+02 -1.43044954e+02
  5.29554546e-01  1.55115028e+02 -1.43557377e+02  1.72267283e-02
  1.54605059e+02 -1.43060908e+02  5.35145829e-01  1.55113587e+02
 -1.43537588e+02  2.69332378e-02  1.54602134e+02 -1.43073286e+02
  5.20813565e-01  1.55104756e+02]
--- Row 195/300 row=194 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  194
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=194 ---
Niter:  0 row:  194 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.0005511803947229055 0.015202977101580473 0.03511707140805528
[ 1.20484639e-10 -1.03152801e-05 -2.82892189e-01  1.61511739e+04
 -1.43583369e+02  7.68187636e-14  1.54551267e+02]
Niter:  1 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20484639e-10 -1.03152801e-05 -2.82892189e-01  1.61511739e+04
 -1.43583369e+02  7.68187636e-14  1.54551267e+02]
res:  235 4.211934810882667e-05 0.015790045046742307 0.02463731326813999
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Niter:  2 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
res:  235 4.211941995890811e-05 0.015790045028552413 0.024637313268116707
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Niter:  3 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
res:  235 4.211941995890811e-05 0.015790045028552413 0.024637313268116707
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Niter:  4 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
res:  235 4.211941995890811e-05 0.015790045028552413 0.024637313268116707
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Niter:  5 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
res:  235 4.211941995890811e-05 0.015790045028552413 0.024637313268116707
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Niter:  6 row:  194 ngroup:  1 nlines:  252 gd:  235
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
res:  235 4.211941995890811e-05 0.015790045028552413 0.024637313268116707
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
Final values:
res:  4.211941995890811e-05 0.024637313268116707
pars:  [ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
194 [ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
 -1.43571076e+02 -3.72024991e-11  1.54540450e+02]
elapsed: 2.9 sec.
Niter:  0 row:  194 ngroup:  26 nlines:  6412 gd:  6412
[ 1.20299233e-10 -1.03155200e-05 -2.82893695e-01  1.61511768e+04
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 -1.43571076e+02 -3.72024991e-11  1.54540450e+02 -1.43571076e+02
 -3.72024991e-11  1.54540450e+02]
res:  6412 0.00013598846726381453 0.014706066511280369 0.03482159188333925
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Niter:  1 row:  194 ngroup:  26 nlines:  6412 gd:  5943
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 -1.43610027e+02  1.47254556e-02  1.54517443e+02 -1.43112478e+02
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res:  5943 -0.0004394370953377802 0.014901142878443352 0.02358524798400081
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Niter:  2 row:  194 ngroup:  26 nlines:  6412 gd:  5956
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res:  5956 -0.0004235732285451377 0.014922930239663401 0.02373699376424999
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Niter:  3 row:  194 ngroup:  26 nlines:  6412 gd:  5955
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res:  5955 -0.0005772203894593986 0.014627677278440387 0.023651509655126045
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Niter:  4 row:  194 ngroup:  26 nlines:  6412 gd:  5944
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res:  5944 -0.0005200288514970453 0.014615617142226256 0.02349776539577835
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  4.75587708e-01  1.55009097e+02 -1.43607842e+02 -4.07591715e-02
  1.54514601e+02 -1.43111227e+02  4.69572987e-01  1.55023546e+02
 -1.43633488e+02 -1.52114403e-02  1.54520475e+02 -1.43093985e+02
  4.64358358e-01  1.55010913e+02 -1.43611439e+02 -1.33313779e-02
  1.54526022e+02 -1.43122363e+02  4.55311272e-01  1.55011225e+02
 -1.43599158e+02 -3.84907862e-02  1.54521655e+02 -1.43092966e+02
  4.53525961e-01  1.55013917e+02 -1.43619083e+02 -8.19562686e-03
  1.54521128e+02 -1.43107877e+02  4.61903852e-01  1.55023926e+02
 -1.43608614e+02 -2.64229239e-02  1.54524043e+02 -1.43100027e+02
  4.51471970e-01  1.55027280e+02 -1.43615361e+02 -4.08752070e-02
  1.54525919e+02 -1.43120365e+02  4.65249438e-01  1.55016971e+02
 -1.43632560e+02 -2.69818480e-02  1.54510044e+02 -1.43121191e+02
  4.46003750e-01  1.55010527e+02 -1.43606939e+02 -2.56671313e-02
  1.54510508e+02 -1.43139033e+02  4.72424513e-01  1.55009911e+02
 -1.43643318e+02 -2.78382120e-02  1.54510619e+02 -1.43141358e+02
  4.49805645e-01  1.55009563e+02]
Niter:  5 row:  194 ngroup:  26 nlines:  6412 gd:  5939
[ 1.20396869e-10 -1.03150894e-05 -2.82894020e-01  1.61511687e+04
 -1.43598264e+02 -3.14295929e-02  1.54526367e+02 -1.43107816e+02
  4.65776820e-01  1.55014514e+02 -1.43602246e+02 -4.09899623e-02
  1.54512705e+02 -1.43097916e+02  4.56951318e-01  1.55013659e+02
 -1.43632739e+02 -4.22536637e-02  1.54517514e+02 -1.43086439e+02
  4.75587708e-01  1.55009097e+02 -1.43607842e+02 -4.07591715e-02
  1.54514601e+02 -1.43111227e+02  4.69572987e-01  1.55023546e+02
 -1.43633488e+02 -1.52114403e-02  1.54520475e+02 -1.43093985e+02
  4.64358358e-01  1.55010913e+02 -1.43611439e+02 -1.33313779e-02
  1.54526022e+02 -1.43122363e+02  4.55311272e-01  1.55011225e+02
 -1.43599158e+02 -3.84907862e-02  1.54521655e+02 -1.43092966e+02
  4.53525961e-01  1.55013917e+02 -1.43619083e+02 -8.19562686e-03
  1.54521128e+02 -1.43107877e+02  4.61903852e-01  1.55023926e+02
 -1.43608614e+02 -2.64229239e-02  1.54524043e+02 -1.43100027e+02
  4.51471970e-01  1.55027280e+02 -1.43615361e+02 -4.08752070e-02
  1.54525919e+02 -1.43120365e+02  4.65249438e-01  1.55016971e+02
 -1.43632560e+02 -2.69818480e-02  1.54510044e+02 -1.43121191e+02
  4.46003750e-01  1.55010527e+02 -1.43606939e+02 -2.56671313e-02
  1.54510508e+02 -1.43139033e+02  4.72424513e-01  1.55009911e+02
 -1.43643318e+02 -2.78382120e-02  1.54510619e+02 -1.43141358e+02
  4.49805645e-01  1.55009563e+02]
res:  5939 -0.000583165976422606 0.014546185700964998 0.023405791356308478
[ 1.20454189e-10 -1.03146909e-05 -2.82894706e-01  1.61511671e+04
 -1.43594141e+02 -3.69171925e-02  1.54525320e+02 -1.43103389e+02
  4.60365424e-01  1.55013472e+02 -1.43597722e+02 -4.64726915e-02
  1.54511703e+02 -1.43093789e+02  4.51564641e-01  1.55012615e+02
 -1.43628682e+02 -4.76996711e-02  1.54516468e+02 -1.43082361e+02
  4.70217105e-01  1.55008186e+02 -1.43603595e+02 -4.61545836e-02
  1.54513501e+02 -1.43106908e+02  4.61828140e-01  1.55022673e+02
 -1.43629317e+02 -2.06531633e-02  1.54519518e+02 -1.43089713e+02
  4.58941713e-01  1.55009913e+02 -1.43606986e+02 -1.86737020e-02
  1.54525065e+02 -1.43118413e+02  4.49927095e-01  1.55008599e+02
 -1.43594903e+02 -4.39499646e-02  1.54520496e+02 -1.43088561e+02
  4.48191638e-01  1.55012841e+02 -1.43615158e+02 -1.35932278e-02
  1.54521576e+02 -1.43103580e+02  4.56547986e-01  1.55023048e+02
 -1.43604620e+02 -3.18343538e-02  1.54522947e+02 -1.43095941e+02
  4.46134817e-01  1.55026266e+02 -1.43611153e+02 -4.63588926e-02
  1.54524951e+02 -1.43116360e+02  4.59857207e-01  1.55016152e+02
 -1.43628445e+02 -3.24253178e-02  1.54508955e+02 -1.43117217e+02
  4.40640087e-01  1.55009417e+02 -1.43607297e+02 -3.40013771e-02
  1.54509374e+02 -1.43134776e+02  4.67012058e-01  1.55008905e+02
 -1.43639203e+02 -3.33348530e-02  1.54509541e+02 -1.43137336e+02
  4.44451799e-01  1.55008513e+02]
Niter:  6 row:  194 ngroup:  26 nlines:  6412 gd:  5930
[ 1.20454189e-10 -1.03146909e-05 -2.82894706e-01  1.61511671e+04
 -1.43594141e+02 -3.69171925e-02  1.54525320e+02 -1.43103389e+02
  4.60365424e-01  1.55013472e+02 -1.43597722e+02 -4.64726915e-02
  1.54511703e+02 -1.43093789e+02  4.51564641e-01  1.55012615e+02
 -1.43628682e+02 -4.76996711e-02  1.54516468e+02 -1.43082361e+02
  4.70217105e-01  1.55008186e+02 -1.43603595e+02 -4.61545836e-02
  1.54513501e+02 -1.43106908e+02  4.61828140e-01  1.55022673e+02
 -1.43629317e+02 -2.06531633e-02  1.54519518e+02 -1.43089713e+02
  4.58941713e-01  1.55009913e+02 -1.43606986e+02 -1.86737020e-02
  1.54525065e+02 -1.43118413e+02  4.49927095e-01  1.55008599e+02
 -1.43594903e+02 -4.39499646e-02  1.54520496e+02 -1.43088561e+02
  4.48191638e-01  1.55012841e+02 -1.43615158e+02 -1.35932278e-02
  1.54521576e+02 -1.43103580e+02  4.56547986e-01  1.55023048e+02
 -1.43604620e+02 -3.18343538e-02  1.54522947e+02 -1.43095941e+02
  4.46134817e-01  1.55026266e+02 -1.43611153e+02 -4.63588926e-02
  1.54524951e+02 -1.43116360e+02  4.59857207e-01  1.55016152e+02
 -1.43628445e+02 -3.24253178e-02  1.54508955e+02 -1.43117217e+02
  4.40640087e-01  1.55009417e+02 -1.43607297e+02 -3.40013771e-02
  1.54509374e+02 -1.43134776e+02  4.67012058e-01  1.55008905e+02
 -1.43639203e+02 -3.33348530e-02  1.54509541e+02 -1.43137336e+02
  4.44451799e-01  1.55008513e+02]
res:  5930 -0.0006098867279433762 0.014544807328093157 0.0232857338323037
[ 1.20457770e-10 -1.03146909e-05 -2.82894706e-01  1.61511671e+04
 -1.43594141e+02 -3.69171925e-02  1.54525320e+02 -1.43103389e+02
  4.60365424e-01  1.55013472e+02 -1.43597722e+02 -4.64726915e-02
  1.54511703e+02 -1.43093789e+02  4.51564641e-01  1.55012615e+02
 -1.43628682e+02 -4.76996711e-02  1.54516468e+02 -1.43082361e+02
  4.70217105e-01  1.55008186e+02 -1.43603595e+02 -4.61545836e-02
  1.54513501e+02 -1.43106908e+02  4.61828140e-01  1.55022673e+02
 -1.43629317e+02 -2.06531633e-02  1.54519518e+02 -1.43089713e+02
  4.58941713e-01  1.55009913e+02 -1.43606986e+02 -1.86737020e-02
  1.54525065e+02 -1.43118413e+02  4.49927095e-01  1.55008599e+02
 -1.43594903e+02 -4.39499646e-02  1.54520496e+02 -1.43088561e+02
  4.48191638e-01  1.55012841e+02 -1.43615158e+02 -1.35932278e-02
  1.54521576e+02 -1.43103580e+02  4.56547986e-01  1.55023048e+02
 -1.43604620e+02 -3.18343538e-02  1.54522947e+02 -1.43095941e+02
  4.46134817e-01  1.55026266e+02 -1.43611153e+02 -4.63588926e-02
  1.54524951e+02 -1.43116360e+02  4.59857207e-01  1.55016152e+02
 -1.43628445e+02 -3.24253178e-02  1.54508955e+02 -1.43117217e+02
  4.40640087e-01  1.55009417e+02 -1.43607297e+02 -3.40013771e-02
  1.54509374e+02 -1.43134776e+02  4.67012058e-01  1.55008905e+02
 -1.43639203e+02 -3.33348530e-02  1.54509541e+02 -1.43137336e+02
  4.44451799e-01  1.55008513e+02]
Saving figure to  wave_resid_43670005_fiber194.png
Final values:
res:  -0.0006098867279433762 0.0232857338323037
pars:  [ 1.20457770e-10 -1.03146909e-05 -2.82894706e-01  1.61511671e+04
 -1.43594141e+02 -3.69171925e-02  1.54525320e+02 -1.43103389e+02
  4.60365424e-01  1.55013472e+02 -1.43597722e+02 -4.64726915e-02
  1.54511703e+02 -1.43093789e+02  4.51564641e-01  1.55012615e+02
 -1.43628682e+02 -4.76996711e-02  1.54516468e+02 -1.43082361e+02
  4.70217105e-01  1.55008186e+02 -1.43603595e+02 -4.61545836e-02
  1.54513501e+02 -1.43106908e+02  4.61828140e-01  1.55022673e+02
 -1.43629317e+02 -2.06531633e-02  1.54519518e+02 -1.43089713e+02
  4.58941713e-01  1.55009913e+02 -1.43606986e+02 -1.86737020e-02
  1.54525065e+02 -1.43118413e+02  4.49927095e-01  1.55008599e+02
 -1.43594903e+02 -4.39499646e-02  1.54520496e+02 -1.43088561e+02
  4.48191638e-01  1.55012841e+02 -1.43615158e+02 -1.35932278e-02
  1.54521576e+02 -1.43103580e+02  4.56547986e-01  1.55023048e+02
 -1.43604620e+02 -3.18343538e-02  1.54522947e+02 -1.43095941e+02
  4.46134817e-01  1.55026266e+02 -1.43611153e+02 -4.63588926e-02
  1.54524951e+02 -1.43116360e+02  4.59857207e-01  1.55016152e+02
 -1.43628445e+02 -3.24253178e-02  1.54508955e+02 -1.43117217e+02
  4.40640087e-01  1.55009417e+02 -1.43607297e+02 -3.40013771e-02
  1.54509374e+02 -1.43134776e+02  4.67012058e-01  1.55008905e+02
 -1.43639203e+02 -3.33348530e-02  1.54509541e+02 -1.43137336e+02
  4.44451799e-01  1.55008513e+02]
194 [ 1.20457770e-10 -1.03146909e-05 -2.82894706e-01  1.61511671e+04
 -1.43594141e+02 -3.69171925e-02  1.54525320e+02 -1.43103389e+02
  4.60365424e-01  1.55013472e+02 -1.43597722e+02 -4.64726915e-02
  1.54511703e+02 -1.43093789e+02  4.51564641e-01  1.55012615e+02
 -1.43628682e+02 -4.76996711e-02  1.54516468e+02 -1.43082361e+02
  4.70217105e-01  1.55008186e+02 -1.43603595e+02 -4.61545836e-02
  1.54513501e+02 -1.43106908e+02  4.61828140e-01  1.55022673e+02
 -1.43629317e+02 -2.06531633e-02  1.54519518e+02 -1.43089713e+02
  4.58941713e-01  1.55009913e+02 -1.43606986e+02 -1.86737020e-02
  1.54525065e+02 -1.43118413e+02  4.49927095e-01  1.55008599e+02
 -1.43594903e+02 -4.39499646e-02  1.54520496e+02 -1.43088561e+02
  4.48191638e-01  1.55012841e+02 -1.43615158e+02 -1.35932278e-02
  1.54521576e+02 -1.43103580e+02  4.56547986e-01  1.55023048e+02
 -1.43604620e+02 -3.18343538e-02  1.54522947e+02 -1.43095941e+02
  4.46134817e-01  1.55026266e+02 -1.43611153e+02 -4.63588926e-02
  1.54524951e+02 -1.43116360e+02  4.59857207e-01  1.55016152e+02
 -1.43628445e+02 -3.24253178e-02  1.54508955e+02 -1.43117217e+02
  4.40640087e-01  1.55009417e+02 -1.43607297e+02 -3.40013771e-02
  1.54509374e+02 -1.43134776e+02  4.67012058e-01  1.55008905e+02
 -1.43639203e+02 -3.33348530e-02  1.54509541e+02 -1.43137336e+02
  4.44451799e-01  1.55008513e+02]
--- Row 196/300 row=195 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  195
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=195 ---
Niter:  0 row:  195 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.0005267447795631597 0.014368883257702691 0.03248163614442252
[ 1.20791727e-10 -1.03145429e-05 -2.82894909e-01  1.61511639e+04
 -1.43577487e+02  2.14200206e-14  1.54542743e+02]
Niter:  1 row:  195 ngroup:  1 nlines:  248 gd:  232
[ 1.20791727e-10 -1.03145429e-05 -2.82894909e-01  1.61511639e+04
 -1.43577487e+02  2.14200206e-14  1.54542743e+02]
res:  232 -0.00143029528317129 0.012853126899244671 0.022547729265657294
[ 1.21574606e-10 -1.03152844e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
Niter:  2 row:  195 ngroup:  1 nlines:  248 gd:  231
[ 1.21574606e-10 -1.03152844e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
res:  231 -0.0017667877536950982 0.013025043651396118 0.022249609198863863
[ 1.21626737e-10 -1.03152844e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
Niter:  3 row:  195 ngroup:  1 nlines:  248 gd:  231
[ 1.21626737e-10 -1.03152844e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
res:  231 -0.0018061219570881804 0.0128814647141553 0.022247933906093968
[ 1.21607697e-10 -1.03152249e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
Niter:  4 row:  195 ngroup:  1 nlines:  248 gd:  231
[ 1.21607697e-10 -1.03152249e-05 -2.82905784e-01  1.61511713e+04
 -1.43520666e+02  5.52961324e-12  1.54514594e+02]
res:  231 -0.0016742761044952204 0.013216773787462444 0.022241518201569707
[ 1.21690157e-10 -1.03150769e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
Niter:  5 row:  195 ngroup:  1 nlines:  248 gd:  230
[ 1.21690157e-10 -1.03150769e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
res:  230 -0.0016254209822363919 0.013246485242234485 0.02199441993918114
[ 1.21694949e-10 -1.03150769e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
Niter:  6 row:  195 ngroup:  1 nlines:  248 gd:  230
[ 1.21694949e-10 -1.03150769e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
res:  230 -0.001627941691367596 0.013237544422736391 0.021994659362108374
[ 1.21691578e-10 -1.03150818e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
Final values:
res:  -0.001627941691367596 0.021994659362108374
pars:  [ 1.21691578e-10 -1.03150818e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
195 [ 1.21691578e-10 -1.03150818e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02]
elapsed: 2.9 sec.
Niter:  0 row:  195 ngroup:  26 nlines:  6382 gd:  6382
[ 1.21691578e-10 -1.03150818e-05 -2.82906317e-01  1.61511713e+04
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
  2.88513289e-09  1.54516953e+02 -1.43517500e+02  2.88513289e-09
  1.54516953e+02 -1.43517500e+02  2.88513289e-09  1.54516953e+02
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
  2.88513289e-09  1.54516953e+02 -1.43517500e+02  2.88513289e-09
  1.54516953e+02 -1.43517500e+02  2.88513289e-09  1.54516953e+02
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
  2.88513289e-09  1.54516953e+02 -1.43517500e+02  2.88513289e-09
  1.54516953e+02 -1.43517500e+02  2.88513289e-09  1.54516953e+02
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
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  1.54516953e+02 -1.43517500e+02  2.88513289e-09  1.54516953e+02
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
  2.88513289e-09  1.54516953e+02 -1.43517500e+02  2.88513289e-09
  1.54516953e+02 -1.43517500e+02  2.88513289e-09  1.54516953e+02
 -1.43517500e+02  2.88513289e-09  1.54516953e+02 -1.43517500e+02
  2.88513289e-09  1.54516953e+02]
res:  6382 0.0008003150242075208 0.014693264844936493 0.03430001272948109
[ 1.21691566e-10 -1.03150808e-05 -2.82906288e-01  1.61511696e+04
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Niter:  1 row:  195 ngroup:  26 nlines:  6382 gd:  5934
[ 1.21691566e-10 -1.03150808e-05 -2.82906288e-01  1.61511696e+04
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  1.54516236e+02 -1.43013293e+02  5.15878540e-01  1.55008981e+02
 -1.43495060e+02 -5.50948324e-03  1.54519673e+02 -1.43019239e+02
  5.19122579e-01  1.55010462e+02 -1.43507931e+02  1.06293641e-02
  1.54510703e+02 -1.42998363e+02  5.16093987e-01  1.55012056e+02
 -1.43530702e+02 -2.10649995e-03  1.54513403e+02 -1.43009440e+02
  5.02704315e-01  1.55011307e+02]
res:  5934 -0.0008859982290232438 0.014495147065645142 0.023896677815791256
[ 1.21691554e-10 -1.03150797e-05 -2.82906317e-01  1.61511713e+04
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Niter:  2 row:  195 ngroup:  26 nlines:  6382 gd:  5915
[ 1.21691554e-10 -1.03150797e-05 -2.82906317e-01  1.61511713e+04
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 -1.43500604e+02 -5.94677426e-03  1.54529000e+02 -1.43017608e+02
  5.05847724e-01  1.55013243e+02 -1.43494422e+02 -1.59545389e-02
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 -1.43530865e+02 -9.62505354e-03  1.54515962e+02 -1.43024657e+02
  4.92500800e-01  1.55018026e+02]
res:  5915 -0.0008716253760212567 0.014530838563587167 0.023603034373675166
[ 1.21691542e-10 -1.03150787e-05 -2.82906345e-01  1.61511729e+04
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Niter:  3 row:  195 ngroup:  26 nlines:  6382 gd:  5916
[ 1.21691542e-10 -1.03150787e-05 -2.82906345e-01  1.61511729e+04
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 -1.43529368e+02 -3.94317566e-03  1.54522560e+02 -1.43022203e+02
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res:  5916 -0.00041451246488577453 0.014383761749741097 0.023592456936976
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Niter:  4 row:  195 ngroup:  26 nlines:  6382 gd:  5915
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 -1.43529368e+02 -3.94317566e-03  1.54522560e+02 -1.43022203e+02
  4.98212061e-01  1.55024720e+02]
res:  5915 -0.0008510112847943674 0.014536600770043151 0.023565587837047076
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Niter:  5 row:  195 ngroup:  26 nlines:  6382 gd:  5917
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 -1.43506370e+02 -2.23664637e-03  1.54521251e+02 -1.43002183e+02
  5.14396147e-01  1.55034436e+02 -1.43513189e+02 -1.03602985e-02
  1.54512560e+02 -1.43020633e+02  4.98855131e-01  1.55014384e+02
 -1.43491201e+02  2.27469965e-02  1.54527072e+02 -1.42976491e+02
  4.99056046e-01  1.55026614e+02 -1.43508254e+02  4.15133890e-03
  1.54517121e+02 -1.43001025e+02  4.86547083e-01  1.55016690e+02
 -1.43483188e+02  4.33391328e-03  1.54525087e+02 -1.42994615e+02
  4.85882992e-01  1.55025789e+02 -1.43492268e+02  1.34439448e-02
  1.54527023e+02 -1.42986548e+02  5.04235701e-01  1.55020571e+02
 -1.43510026e+02 -1.23095179e-03  1.54514163e+02 -1.43007679e+02
  5.00011997e-01  1.55015857e+02 -1.43455603e+02  1.57113970e-02
  1.54519365e+02 -1.42963272e+02  5.24031303e-01  1.55032171e+02
 -1.43489414e+02 -7.56454234e-03  1.54531308e+02 -1.43013273e+02
  5.12978251e-01  1.55018910e+02 -1.43496583e+02  8.81530547e-03
  1.54521472e+02 -1.43008094e+02  5.08759404e-01  1.55019274e+02
 -1.43489371e+02 -3.12021984e-03  1.54533238e+02 -1.43006471e+02
  5.12410867e-01  1.55015715e+02 -1.43483252e+02 -9.39917556e-03
  1.54521418e+02 -1.43008555e+02  5.10128516e-01  1.55021725e+02
 -1.43525144e+02 -3.09102910e-03  1.54520256e+02 -1.43018075e+02
  4.95978481e-01  1.55022438e+02]
res:  5917 -0.0005750861864726176 0.014382036807546683 0.02357834187107322
[ 1.21550196e-10 -1.03150777e-05 -2.82906317e-01  1.61511731e+04
 -1.43506370e+02 -2.23664637e-03  1.54521251e+02 -1.43002183e+02
  5.14396147e-01  1.55034436e+02 -1.43513189e+02 -1.03602985e-02
  1.54512560e+02 -1.43020633e+02  4.98855131e-01  1.55014384e+02
 -1.43491201e+02  2.27469965e-02  1.54527072e+02 -1.42976491e+02
  4.99056046e-01  1.55026614e+02 -1.43508254e+02  4.15133890e-03
  1.54517121e+02 -1.43001025e+02  4.86547083e-01  1.55016690e+02
 -1.43483188e+02  4.33391328e-03  1.54525087e+02 -1.42994615e+02
  4.85882992e-01  1.55025789e+02 -1.43492268e+02  1.34439448e-02
  1.54527023e+02 -1.42986548e+02  5.04235701e-01  1.55020571e+02
 -1.43510026e+02 -1.23095179e-03  1.54514163e+02 -1.43007679e+02
  5.00011997e-01  1.55015857e+02 -1.43455603e+02  1.57113970e-02
  1.54519365e+02 -1.42963272e+02  5.24031303e-01  1.55032171e+02
 -1.43489414e+02 -7.56454234e-03  1.54531308e+02 -1.43013273e+02
  5.12978251e-01  1.55018910e+02 -1.43496583e+02  8.81530547e-03
  1.54521472e+02 -1.43008094e+02  5.08759404e-01  1.55019274e+02
 -1.43489371e+02 -3.12021984e-03  1.54533238e+02 -1.43006471e+02
  5.12410867e-01  1.55015715e+02 -1.43483252e+02 -9.39917556e-03
  1.54521418e+02 -1.43008555e+02  5.10128516e-01  1.55021725e+02
 -1.43525144e+02 -3.09102910e-03  1.54520256e+02 -1.43018075e+02
  4.95978481e-01  1.55022438e+02]
Niter:  6 row:  195 ngroup:  26 nlines:  6382 gd:  5917
[ 1.21550196e-10 -1.03150777e-05 -2.82906317e-01  1.61511731e+04
 -1.43506370e+02 -2.23664637e-03  1.54521251e+02 -1.43002183e+02
  5.14396147e-01  1.55034436e+02 -1.43513189e+02 -1.03602985e-02
  1.54512560e+02 -1.43020633e+02  4.98855131e-01  1.55014384e+02
 -1.43491201e+02  2.27469965e-02  1.54527072e+02 -1.42976491e+02
  4.99056046e-01  1.55026614e+02 -1.43508254e+02  4.15133890e-03
  1.54517121e+02 -1.43001025e+02  4.86547083e-01  1.55016690e+02
 -1.43483188e+02  4.33391328e-03  1.54525087e+02 -1.42994615e+02
  4.85882992e-01  1.55025789e+02 -1.43492268e+02  1.34439448e-02
  1.54527023e+02 -1.42986548e+02  5.04235701e-01  1.55020571e+02
 -1.43510026e+02 -1.23095179e-03  1.54514163e+02 -1.43007679e+02
  5.00011997e-01  1.55015857e+02 -1.43455603e+02  1.57113970e-02
  1.54519365e+02 -1.42963272e+02  5.24031303e-01  1.55032171e+02
 -1.43489414e+02 -7.56454234e-03  1.54531308e+02 -1.43013273e+02
  5.12978251e-01  1.55018910e+02 -1.43496583e+02  8.81530547e-03
  1.54521472e+02 -1.43008094e+02  5.08759404e-01  1.55019274e+02
 -1.43489371e+02 -3.12021984e-03  1.54533238e+02 -1.43006471e+02
  5.12410867e-01  1.55015715e+02 -1.43483252e+02 -9.39917556e-03
  1.54521418e+02 -1.43008555e+02  5.10128516e-01  1.55021725e+02
 -1.43525144e+02 -3.09102910e-03  1.54520256e+02 -1.43018075e+02
  4.95978481e-01  1.55022438e+02]
res:  5917 -0.0005271528052617214 0.014397829486370028 0.023547289570736634
[ 1.21471425e-10 -1.03149113e-05 -2.82904788e-01  1.61511747e+04
 -1.43505989e+02  4.26300531e-03  1.54536641e+02 -1.43001812e+02
  5.21029884e-01  1.55049849e+02 -1.43512832e+02 -3.76202049e-03
  1.54527867e+02 -1.43020306e+02  5.05245657e-01  1.55029782e+02
 -1.43490826e+02  2.93784997e-02  1.54542447e+02 -1.42976130e+02
  5.05405190e-01  1.55041983e+02 -1.43507897e+02  1.08108926e-02
  1.54532509e+02 -1.43000736e+02  4.93045245e-01  1.55032098e+02
 -1.43482821e+02  1.09246136e-02  1.54540418e+02 -1.42994325e+02
  4.92659757e-01  1.55041177e+02 -1.43491947e+02  2.00491000e-02
  1.54542323e+02 -1.42986187e+02  5.10598860e-01  1.55035977e+02
 -1.43509656e+02  5.34542789e-03  1.54529580e+02 -1.43007376e+02
  5.06485816e-01  1.55031228e+02 -1.43455331e+02  2.22438255e-02
  1.54534723e+02 -1.42962889e+02  5.30543008e-01  1.55047580e+02
 -1.43489091e+02 -1.09573903e-03  1.54546664e+02 -1.43012940e+02
  5.19343967e-01  1.55034284e+02 -1.43496212e+02  1.55874139e-02
  1.54536810e+02 -1.43007778e+02  5.15102565e-01  1.55034661e+02
 -1.43489004e+02  3.75981058e-03  1.54548607e+02 -1.43006143e+02
  5.18843102e-01  1.55031070e+02 -1.43482947e+02 -2.91908639e-03
  1.54536758e+02 -1.43008195e+02  5.16535848e-01  1.55037084e+02
 -1.43524784e+02  3.63650130e-03  1.54535581e+02 -1.43017717e+02
  5.02193137e-01  1.55037769e+02]
Saving figure to  wave_resid_43670005_fiber195.png
Final values:
res:  -0.0005271528052617214 0.023547289570736634
pars:  [ 1.21471425e-10 -1.03149113e-05 -2.82904788e-01  1.61511747e+04
 -1.43505989e+02  4.26300531e-03  1.54536641e+02 -1.43001812e+02
  5.21029884e-01  1.55049849e+02 -1.43512832e+02 -3.76202049e-03
  1.54527867e+02 -1.43020306e+02  5.05245657e-01  1.55029782e+02
 -1.43490826e+02  2.93784997e-02  1.54542447e+02 -1.42976130e+02
  5.05405190e-01  1.55041983e+02 -1.43507897e+02  1.08108926e-02
  1.54532509e+02 -1.43000736e+02  4.93045245e-01  1.55032098e+02
 -1.43482821e+02  1.09246136e-02  1.54540418e+02 -1.42994325e+02
  4.92659757e-01  1.55041177e+02 -1.43491947e+02  2.00491000e-02
  1.54542323e+02 -1.42986187e+02  5.10598860e-01  1.55035977e+02
 -1.43509656e+02  5.34542789e-03  1.54529580e+02 -1.43007376e+02
  5.06485816e-01  1.55031228e+02 -1.43455331e+02  2.22438255e-02
  1.54534723e+02 -1.42962889e+02  5.30543008e-01  1.55047580e+02
 -1.43489091e+02 -1.09573903e-03  1.54546664e+02 -1.43012940e+02
  5.19343967e-01  1.55034284e+02 -1.43496212e+02  1.55874139e-02
  1.54536810e+02 -1.43007778e+02  5.15102565e-01  1.55034661e+02
 -1.43489004e+02  3.75981058e-03  1.54548607e+02 -1.43006143e+02
  5.18843102e-01  1.55031070e+02 -1.43482947e+02 -2.91908639e-03
  1.54536758e+02 -1.43008195e+02  5.16535848e-01  1.55037084e+02
 -1.43524784e+02  3.63650130e-03  1.54535581e+02 -1.43017717e+02
  5.02193137e-01  1.55037769e+02]
195 [ 1.21471425e-10 -1.03149113e-05 -2.82904788e-01  1.61511747e+04
 -1.43505989e+02  4.26300531e-03  1.54536641e+02 -1.43001812e+02
  5.21029884e-01  1.55049849e+02 -1.43512832e+02 -3.76202049e-03
  1.54527867e+02 -1.43020306e+02  5.05245657e-01  1.55029782e+02
 -1.43490826e+02  2.93784997e-02  1.54542447e+02 -1.42976130e+02
  5.05405190e-01  1.55041983e+02 -1.43507897e+02  1.08108926e-02
  1.54532509e+02 -1.43000736e+02  4.93045245e-01  1.55032098e+02
 -1.43482821e+02  1.09246136e-02  1.54540418e+02 -1.42994325e+02
  4.92659757e-01  1.55041177e+02 -1.43491947e+02  2.00491000e-02
  1.54542323e+02 -1.42986187e+02  5.10598860e-01  1.55035977e+02
 -1.43509656e+02  5.34542789e-03  1.54529580e+02 -1.43007376e+02
  5.06485816e-01  1.55031228e+02 -1.43455331e+02  2.22438255e-02
  1.54534723e+02 -1.42962889e+02  5.30543008e-01  1.55047580e+02
 -1.43489091e+02 -1.09573903e-03  1.54546664e+02 -1.43012940e+02
  5.19343967e-01  1.55034284e+02 -1.43496212e+02  1.55874139e-02
  1.54536810e+02 -1.43007778e+02  5.15102565e-01  1.55034661e+02
 -1.43489004e+02  3.75981058e-03  1.54548607e+02 -1.43006143e+02
  5.18843102e-01  1.55031070e+02 -1.43482947e+02 -2.91908639e-03
  1.54536758e+02 -1.43008195e+02  5.16535848e-01  1.55037084e+02
 -1.43524784e+02  3.63650130e-03  1.54535581e+02 -1.43017717e+02
  5.02193137e-01  1.55037769e+02]
--- Row 197/300 row=196 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  196
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=196 ---
Niter:  0 row:  196 ngroup:  1 nlines:  251 gd:  251
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  251 0.0005051144580647815 0.015147908523431397 0.0348874404787717
[ 1.21227853e-10 -1.03147561e-05 -2.82894793e-01  1.61511984e+04
 -1.43546299e+02 -2.16023385e-13  1.54565490e+02]
Niter:  1 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21227853e-10 -1.03147561e-05 -2.82894793e-01  1.61511984e+04
 -1.43546299e+02 -2.16023385e-13  1.54565490e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Niter:  2 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Niter:  3 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Niter:  4 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Niter:  5 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Niter:  6 row:  196 ngroup:  1 nlines:  251 gd:  233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
res:  233 0.0003625512053986313 0.014995009571066475 0.023435606495812233
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
Final values:
res:  0.0003625512053986313 0.023435606495812233
pars:  [ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
196 [ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02]
elapsed: 2.9 sec.
Niter:  0 row:  196 ngroup:  26 nlines:  6350 gd:  6350
[ 1.21158561e-10 -1.03145721e-05 -2.82894859e-01  1.61511994e+04
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02 -1.43534185e+02 -1.04252128e-10
  1.54567944e+02 -1.43534185e+02 -1.04252128e-10  1.54567944e+02
 -1.43534185e+02 -1.04252128e-10  1.54567944e+02 -1.43534185e+02
 -1.04252128e-10  1.54567944e+02]
res:  6350 -0.00021399980778369354 0.01529333235885133 0.03453866452145551
[ 1.21158573e-10 -1.03145711e-05 -2.82894831e-01  1.61511978e+04
 -1.43543342e+02 -2.08729907e-03  1.54563217e+02 -1.43051990e+02
  5.08305162e-01  1.55060987e+02 -1.43538887e+02 -2.04861102e-02
  1.54553798e+02 -1.43064448e+02  5.14510050e-01  1.55039895e+02
 -1.43555844e+02 -1.74412359e-02  1.54559270e+02 -1.43056537e+02
  5.07074264e-01  1.55053297e+02 -1.43551001e+02 -1.13517840e-02
  1.54556879e+02 -1.43060591e+02  5.05978383e-01  1.55065528e+02
 -1.43565596e+02 -1.37464233e-02  1.54555295e+02 -1.43035992e+02
  4.81798381e-01  1.55053706e+02 -1.43537465e+02 -1.81863405e-02
  1.54557585e+02 -1.43040118e+02  5.02820133e-01  1.55047489e+02
 -1.43566346e+02 -2.60764291e-03  1.54561349e+02 -1.43071280e+02
  4.94527176e-01  1.55049449e+02 -1.43584177e+02  2.03512814e-02
  1.54566697e+02 -1.43023993e+02  4.73613526e-01  1.55047482e+02
 -1.43583523e+02  2.19465050e-03  1.54563461e+02 -1.43068819e+02
  4.94711408e-01  1.55060230e+02 -1.43557560e+02  4.86379105e-04
  1.54557389e+02 -1.43051224e+02  5.14333531e-01  1.55058183e+02
 -1.43559507e+02 -6.78071659e-03  1.54555303e+02 -1.43068475e+02
  5.06484975e-01  1.55052065e+02 -1.43572262e+02  3.13145441e-03
  1.54550873e+02 -1.43104901e+02  4.79374447e-01  1.55048310e+02
 -1.43567157e+02  1.45994262e-02  1.54551470e+02 -1.43082221e+02
  4.86205576e-01  1.55051482e+02]
Niter:  1 row:  196 ngroup:  26 nlines:  6350 gd:  5920
[ 1.21158573e-10 -1.03145711e-05 -2.82894831e-01  1.61511978e+04
 -1.43543342e+02 -2.08729907e-03  1.54563217e+02 -1.43051990e+02
  5.08305162e-01  1.55060987e+02 -1.43538887e+02 -2.04861102e-02
  1.54553798e+02 -1.43064448e+02  5.14510050e-01  1.55039895e+02
 -1.43555844e+02 -1.74412359e-02  1.54559270e+02 -1.43056537e+02
  5.07074264e-01  1.55053297e+02 -1.43551001e+02 -1.13517840e-02
  1.54556879e+02 -1.43060591e+02  5.05978383e-01  1.55065528e+02
 -1.43565596e+02 -1.37464233e-02  1.54555295e+02 -1.43035992e+02
  4.81798381e-01  1.55053706e+02 -1.43537465e+02 -1.81863405e-02
  1.54557585e+02 -1.43040118e+02  5.02820133e-01  1.55047489e+02
 -1.43566346e+02 -2.60764291e-03  1.54561349e+02 -1.43071280e+02
  4.94527176e-01  1.55049449e+02 -1.43584177e+02  2.03512814e-02
  1.54566697e+02 -1.43023993e+02  4.73613526e-01  1.55047482e+02
 -1.43583523e+02  2.19465050e-03  1.54563461e+02 -1.43068819e+02
  4.94711408e-01  1.55060230e+02 -1.43557560e+02  4.86379105e-04
  1.54557389e+02 -1.43051224e+02  5.14333531e-01  1.55058183e+02
 -1.43559507e+02 -6.78071659e-03  1.54555303e+02 -1.43068475e+02
  5.06484975e-01  1.55052065e+02 -1.43572262e+02  3.13145441e-03
  1.54550873e+02 -1.43104901e+02  4.79374447e-01  1.55048310e+02
 -1.43567157e+02  1.45994262e-02  1.54551470e+02 -1.43082221e+02
  4.86205576e-01  1.55051482e+02]
res:  5920 -0.000575448818381119 0.015211416011879919 0.024524709971355592
[ 1.21158561e-10 -1.03145701e-05 -2.82894859e-01  1.61511994e+04
 -1.43534147e+02  5.92483195e-06  1.54567977e+02 -1.43025290e+02
  5.05922195e-01  1.55067349e+02 -1.43557072e+02 -1.87797007e-02
  1.54558549e+02 -1.43060921e+02  5.12208247e-01  1.55047977e+02
 -1.43555651e+02 -1.39999026e-02  1.54566223e+02 -1.43063983e+02
  5.08660908e-01  1.55060682e+02 -1.43529699e+02 -2.92573488e-03
  1.54559351e+02 -1.43054805e+02  4.94167722e-01  1.55064618e+02
 -1.43547990e+02 -6.54547707e-03  1.54557879e+02 -1.43049619e+02
  4.85278984e-01  1.55061031e+02 -1.43546924e+02 -1.43471423e-02
  1.54559674e+02 -1.43059930e+02  5.02744627e-01  1.55055629e+02
 -1.43554682e+02 -7.82114323e-03  1.54564178e+02 -1.43073382e+02
  4.83357222e-01  1.55059732e+02 -1.43572712e+02  1.19004342e-02
  1.54574051e+02 -1.43028834e+02  4.79500063e-01  1.55060427e+02
 -1.43582295e+02 -1.27121174e-02  1.54566118e+02 -1.43056544e+02
  4.99637641e-01  1.55062869e+02 -1.43543961e+02  3.13670190e-03
  1.54562461e+02 -1.43038698e+02  5.04294386e-01  1.55063447e+02
 -1.43547250e+02 -7.46981820e-03  1.54563900e+02 -1.43070814e+02
  4.91095958e-01  1.55056823e+02 -1.43572726e+02 -1.90080283e-02
  1.54558533e+02 -1.43089625e+02  4.92322998e-01  1.55058539e+02
 -1.43557709e+02  3.67440612e-03  1.54560803e+02 -1.43081808e+02
  4.76934820e-01  1.55058759e+02]
Niter:  2 row:  196 ngroup:  26 nlines:  6350 gd:  5913
[ 1.21158561e-10 -1.03145701e-05 -2.82894859e-01  1.61511994e+04
 -1.43534147e+02  5.92483195e-06  1.54567977e+02 -1.43025290e+02
  5.05922195e-01  1.55067349e+02 -1.43557072e+02 -1.87797007e-02
  1.54558549e+02 -1.43060921e+02  5.12208247e-01  1.55047977e+02
 -1.43555651e+02 -1.39999026e-02  1.54566223e+02 -1.43063983e+02
  5.08660908e-01  1.55060682e+02 -1.43529699e+02 -2.92573488e-03
  1.54559351e+02 -1.43054805e+02  4.94167722e-01  1.55064618e+02
 -1.43547990e+02 -6.54547707e-03  1.54557879e+02 -1.43049619e+02
  4.85278984e-01  1.55061031e+02 -1.43546924e+02 -1.43471423e-02
  1.54559674e+02 -1.43059930e+02  5.02744627e-01  1.55055629e+02
 -1.43554682e+02 -7.82114323e-03  1.54564178e+02 -1.43073382e+02
  4.83357222e-01  1.55059732e+02 -1.43572712e+02  1.19004342e-02
  1.54574051e+02 -1.43028834e+02  4.79500063e-01  1.55060427e+02
 -1.43582295e+02 -1.27121174e-02  1.54566118e+02 -1.43056544e+02
  4.99637641e-01  1.55062869e+02 -1.43543961e+02  3.13670190e-03
  1.54562461e+02 -1.43038698e+02  5.04294386e-01  1.55063447e+02
 -1.43547250e+02 -7.46981820e-03  1.54563900e+02 -1.43070814e+02
  4.91095958e-01  1.55056823e+02 -1.43572726e+02 -1.90080283e-02
  1.54558533e+02 -1.43089625e+02  4.92322998e-01  1.55058539e+02
 -1.43557709e+02  3.67440612e-03  1.54560803e+02 -1.43081808e+02
  4.76934820e-01  1.55058759e+02]
res:  5913 -0.0007464991758752149 0.015219420445646392 0.024393160220321657
[ 1.21158548e-10 -1.03145690e-05 -2.82894887e-01  1.61512010e+04
 -1.43527137e+02  5.68760026e-03  1.54572737e+02 -1.43018319e+02
  5.08046631e-01  1.55074203e+02 -1.43550085e+02 -1.30791578e-02
  1.54563301e+02 -1.43059482e+02  5.14662290e-01  1.55052733e+02
 -1.43554136e+02 -8.31162270e-03  1.54570980e+02 -1.43057003e+02
  5.14372625e-01  1.55065448e+02 -1.43517144e+02  2.76482777e-03
  1.54564106e+02 -1.43042729e+02  4.99865716e-01  1.55069381e+02
 -1.43541005e+02 -8.55636942e-04  1.54562635e+02 -1.43042640e+02
  4.87884215e-01  1.55065785e+02 -1.43539949e+02 -8.64544496e-03
  1.54564424e+02 -1.43052946e+02  5.08454197e-01  1.55060386e+02
 -1.43547693e+02 -5.83102226e-03  1.54571039e+02 -1.43066383e+02
  4.85385658e-01  1.55064495e+02 -1.43565739e+02  7.66648845e-03
  1.54578810e+02 -1.43021828e+02  4.85190320e-01  1.55065189e+02
 -1.43580366e+02 -1.02019632e-02  1.54570878e+02 -1.43049541e+02
  5.05339870e-01  1.55067624e+02 -1.43536978e+02  8.83624430e-03
  1.54567211e+02 -1.43031705e+02  5.00295010e-01  1.55068207e+02
 -1.43540245e+02 -1.78354398e-03  1.54568664e+02 -1.43069309e+02
  4.90230987e-01  1.55063670e+02 -1.43565740e+02 -1.98727182e-02
  1.54563287e+02 -1.43082652e+02  5.01233701e-01  1.55065348e+02
 -1.43550734e+02  5.91576013e-03  1.54565568e+02 -1.43079551e+02
  4.82637220e-01  1.55063527e+02]
Niter:  3 row:  196 ngroup:  26 nlines:  6350 gd:  5910
[ 1.21158548e-10 -1.03145690e-05 -2.82894887e-01  1.61512010e+04
 -1.43527137e+02  5.68760026e-03  1.54572737e+02 -1.43018319e+02
  5.08046631e-01  1.55074203e+02 -1.43550085e+02 -1.30791578e-02
  1.54563301e+02 -1.43059482e+02  5.14662290e-01  1.55052733e+02
 -1.43554136e+02 -8.31162270e-03  1.54570980e+02 -1.43057003e+02
  5.14372625e-01  1.55065448e+02 -1.43517144e+02  2.76482777e-03
  1.54564106e+02 -1.43042729e+02  4.99865716e-01  1.55069381e+02
 -1.43541005e+02 -8.55636942e-04  1.54562635e+02 -1.43042640e+02
  4.87884215e-01  1.55065785e+02 -1.43539949e+02 -8.64544496e-03
  1.54564424e+02 -1.43052946e+02  5.08454197e-01  1.55060386e+02
 -1.43547693e+02 -5.83102226e-03  1.54571039e+02 -1.43066383e+02
  4.85385658e-01  1.55064495e+02 -1.43565739e+02  7.66648845e-03
  1.54578810e+02 -1.43021828e+02  4.85190320e-01  1.55065189e+02
 -1.43580366e+02 -1.02019632e-02  1.54570878e+02 -1.43049541e+02
  5.05339870e-01  1.55067624e+02 -1.43536978e+02  8.83624430e-03
  1.54567211e+02 -1.43031705e+02  5.00295010e-01  1.55068207e+02
 -1.43540245e+02 -1.78354398e-03  1.54568664e+02 -1.43069309e+02
  4.90230987e-01  1.55063670e+02 -1.43565740e+02 -1.98727182e-02
  1.54563287e+02 -1.43082652e+02  5.01233701e-01  1.55065348e+02
 -1.43550734e+02  5.91576013e-03  1.54565568e+02 -1.43079551e+02
  4.82637220e-01  1.55063527e+02]
res:  5910 -0.0008827188194118207 0.015021794312815473 0.024305499796514862
[ 1.20937833e-10 -1.03142148e-05 -2.82894558e-01  1.61511994e+04
 -1.43520191e+02  1.60490085e-04  1.54567123e+02 -1.43012216e+02
  5.02453578e-01  1.55068590e+02 -1.43543737e+02 -1.86481665e-02
  1.54557576e+02 -1.43058774e+02  5.09075826e-01  1.55047061e+02
 -1.43548397e+02 -1.38754449e-02  1.54565341e+02 -1.43050729e+02
  5.08802840e-01  1.55059901e+02 -1.43510800e+02 -2.84565097e-03
  1.54558426e+02 -1.43036161e+02  4.94301691e-01  1.55063836e+02
 -1.43534692e+02 -6.43081522e-03  1.54556997e+02 -1.43036357e+02
  4.79353210e-01  1.55060123e+02 -1.43533775e+02 -1.42224399e-02
  1.54558697e+02 -1.43046587e+02  5.02894673e-01  1.55054741e+02
 -1.43541130e+02 -1.14396428e-02  1.54565440e+02 -1.43059620e+02
  4.76455062e-01  1.55058931e+02 -1.43559719e+02  2.11739423e-03
  1.54573179e+02 -1.43014928e+02  4.79661206e-01  1.55059640e+02
 -1.43574697e+02 -1.57793453e-02  1.54565276e+02 -1.43042596e+02
  4.99777680e-01  1.55061993e+02 -1.43530636e+02  3.25297609e-03
  1.54561456e+02 -1.43025210e+02  4.94751060e-01  1.55062647e+02
 -1.43533414e+02 -7.35171675e-03  1.54563122e+02 -1.43063079e+02
  4.84660681e-01  1.55058089e+02 -1.43559314e+02 -2.54511285e-02
  1.54557629e+02 -1.43076449e+02  4.95692440e-01  1.55059668e+02
 -1.43544637e+02 -6.08714197e-03  1.54560037e+02 -1.43073774e+02
  4.77083544e-01  1.55058015e+02]
Niter:  4 row:  196 ngroup:  26 nlines:  6350 gd:  5908
[ 1.20937833e-10 -1.03142148e-05 -2.82894558e-01  1.61511994e+04
 -1.43520191e+02  1.60490085e-04  1.54567123e+02 -1.43012216e+02
  5.02453578e-01  1.55068590e+02 -1.43543737e+02 -1.86481665e-02
  1.54557576e+02 -1.43058774e+02  5.09075826e-01  1.55047061e+02
 -1.43548397e+02 -1.38754449e-02  1.54565341e+02 -1.43050729e+02
  5.08802840e-01  1.55059901e+02 -1.43510800e+02 -2.84565097e-03
  1.54558426e+02 -1.43036161e+02  4.94301691e-01  1.55063836e+02
 -1.43534692e+02 -6.43081522e-03  1.54556997e+02 -1.43036357e+02
  4.79353210e-01  1.55060123e+02 -1.43533775e+02 -1.42224399e-02
  1.54558697e+02 -1.43046587e+02  5.02894673e-01  1.55054741e+02
 -1.43541130e+02 -1.14396428e-02  1.54565440e+02 -1.43059620e+02
  4.76455062e-01  1.55058931e+02 -1.43559719e+02  2.11739423e-03
  1.54573179e+02 -1.43014928e+02  4.79661206e-01  1.55059640e+02
 -1.43574697e+02 -1.57793453e-02  1.54565276e+02 -1.43042596e+02
  4.99777680e-01  1.55061993e+02 -1.43530636e+02  3.25297609e-03
  1.54561456e+02 -1.43025210e+02  4.94751060e-01  1.55062647e+02
 -1.43533414e+02 -7.35171675e-03  1.54563122e+02 -1.43063079e+02
  4.84660681e-01  1.55058089e+02 -1.43559314e+02 -2.54511285e-02
  1.54557629e+02 -1.43076449e+02  4.95692440e-01  1.55059668e+02
 -1.43544637e+02 -6.08714197e-03  1.54560037e+02 -1.43073774e+02
  4.77083544e-01  1.55058015e+02]
res:  5908 -0.0008895494383978075 0.01498634077324823 0.02427433874437334
[ 1.20937821e-10 -1.03142138e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
Niter:  5 row:  196 ngroup:  26 nlines:  6350 gd:  5908
[ 1.20937821e-10 -1.03142138e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
res:  5908 -0.0008266786053354735 0.014975098515606078 0.024274124582475867
[ 1.20929721e-10 -1.03142138e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
Niter:  6 row:  196 ngroup:  26 nlines:  6350 gd:  5908
[ 1.20929721e-10 -1.03142138e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
res:  5908 -0.0009226251941072405 0.014980173672483943 0.024274027493637287
[ 1.20931943e-10 -1.03142019e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
Saving figure to  wave_resid_43670005_fiber196.png
Final values:
res:  -0.0009226251941072405 0.024274027493637287
pars:  [ 1.20931943e-10 -1.03142019e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
196 [ 1.20931943e-10 -1.03142019e-05 -2.82894530e-01  1.61511987e+04
 -1.43518318e+02 -1.91159710e-03  1.54565051e+02 -1.43015601e+02
  5.00375856e-01  1.55066533e+02 -1.43552062e+02 -2.07189898e-02
  1.54555521e+02 -1.43062374e+02  5.07008027e-01  1.55047187e+02
 -1.43546456e+02 -1.59383302e-02  1.54563277e+02 -1.43054121e+02
  5.06726351e-01  1.55057848e+02 -1.43514214e+02 -4.89318078e-03
  1.54556368e+02 -1.43039561e+02  4.92231573e-01  1.55061783e+02
 -1.43538054e+02 -8.50854291e-03  1.54554932e+02 -1.43039737e+02
  4.73872010e-01  1.55060161e+02 -1.43537144e+02 -1.62844387e-02
  1.54556634e+02 -1.43050002e+02  5.00803289e-01  1.55052684e+02
 -1.43544580e+02 -1.34753961e-02  1.54563388e+02 -1.43063079e+02
  4.74047730e-01  1.55056879e+02 -1.43557656e+02  5.86952470e-05
  1.54571124e+02 -1.43018390e+02  4.77586062e-01  1.55057583e+02
 -1.43578025e+02 -1.78598573e-02  1.54563211e+02 -1.43046073e+02
  4.97689762e-01  1.55059936e+02 -1.43534023e+02  1.17084899e-03
  1.54559388e+02 -1.43028580e+02  4.92665104e-01  1.55060590e+02
 -1.43536855e+02 -9.41157979e-03  1.54561066e+02 -1.43060829e+02
  4.82580607e-01  1.55056030e+02 -1.43562737e+02 -2.75340428e-02
  1.54555566e+02 -1.43079831e+02  4.93609798e-01  1.55057603e+02
 -1.43548000e+02 -8.84866188e-03  1.54557980e+02 -1.43077095e+02
  4.74976722e-01  1.55055959e+02]
--- Row 198/300 row=197 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  197
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=197 ---
Niter:  0 row:  197 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0010135518605238758 0.0145661910828494 0.03383763331414032
[ 1.20841381e-10 -1.03148032e-05 -2.82895828e-01  1.61512506e+04
 -1.43483176e+02  9.52192759e-14  1.54561004e+02]
Niter:  1 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20841381e-10 -1.03148032e-05 -2.82895828e-01  1.61512506e+04
 -1.43483176e+02  9.52192759e-14  1.54561004e+02]
res:  218 -0.0004553656362986658 0.013888307552406332 0.02239440940517246
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Niter:  2 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
res:  218 -0.000455364925073809 0.013888307546949363 0.022394409405091045
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Niter:  3 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
res:  218 -0.0004553657618089346 0.013888307563320268 0.022394409405059573
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Niter:  4 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
res:  218 -0.0004553657618089346 0.013888307563320268 0.022394409405059573
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Niter:  5 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
res:  218 -0.0004553657618089346 0.013888307563320268 0.022394409405059573
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Niter:  6 row:  197 ngroup:  1 nlines:  241 gd:  218
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
res:  218 -0.0004553657618089346 0.013888307563320268 0.022394409405059573
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
Final values:
res:  -0.0004553657618089346 0.022394409405059573
pars:  [ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
197 [ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02]
elapsed: 2.9 sec.
Niter:  0 row:  197 ngroup:  26 nlines:  6377 gd:  6377
[ 1.20764958e-10 -1.03152971e-05 -2.82898959e-01  1.61512568e+04
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02 -1.43448853e+02  1.10399437e-11
  1.54550785e+02 -1.43448853e+02  1.10399437e-11  1.54550785e+02
 -1.43448853e+02  1.10399437e-11  1.54550785e+02 -1.43448853e+02
  1.10399437e-11  1.54550785e+02]
res:  6377 0.0002795768523355946 0.014075058661546791 0.033528610592860886
[ 1.20764970e-10 -1.03152981e-05 -2.82898931e-01  1.61512552e+04
 -1.43445127e+02  1.55647865e-02  1.54542037e+02 -1.42967271e+02
  5.04659322e-01  1.55041528e+02 -1.43448129e+02 -1.70524940e-03
  1.54541262e+02 -1.42972968e+02  5.06180297e-01  1.55047394e+02
 -1.43461312e+02  2.87373004e-02  1.54547023e+02 -1.42972338e+02
  5.09789114e-01  1.55032426e+02 -1.43433742e+02  1.72118452e-02
  1.54534488e+02 -1.42974012e+02  5.33489856e-01  1.55031394e+02
 -1.43448819e+02  6.30685455e-03  1.54544276e+02 -1.42985549e+02
  5.18193840e-01  1.55034745e+02 -1.43441824e+02  2.16710656e-02
  1.54531999e+02 -1.42971021e+02  5.20373740e-01  1.55034339e+02
 -1.43449141e+02  4.46748589e-03  1.54544646e+02 -1.42953702e+02
  5.14254114e-01  1.55050697e+02 -1.43445802e+02  9.89786205e-03
  1.54547726e+02 -1.42957428e+02  5.22767898e-01  1.55042286e+02
 -1.43455990e+02  7.34374904e-03  1.54551165e+02 -1.42935414e+02
  5.23558201e-01  1.55047796e+02 -1.43478668e+02  1.27393056e-02
  1.54542920e+02 -1.42944012e+02  5.17133308e-01  1.55036244e+02
 -1.43443200e+02  1.29817130e-02  1.54529482e+02 -1.42960951e+02
  5.13456971e-01  1.55039805e+02 -1.43477984e+02  9.91184963e-03
  1.54533975e+02 -1.42962092e+02  5.08730823e-01  1.55044687e+02
 -1.43473220e+02  8.20072458e-03  1.54533924e+02 -1.42974101e+02
  5.01955625e-01  1.55041903e+02]
Niter:  1 row:  197 ngroup:  26 nlines:  6377 gd:  5892
[ 1.20764970e-10 -1.03152981e-05 -2.82898931e-01  1.61512552e+04
 -1.43445127e+02  1.55647865e-02  1.54542037e+02 -1.42967271e+02
  5.04659322e-01  1.55041528e+02 -1.43448129e+02 -1.70524940e-03
  1.54541262e+02 -1.42972968e+02  5.06180297e-01  1.55047394e+02
 -1.43461312e+02  2.87373004e-02  1.54547023e+02 -1.42972338e+02
  5.09789114e-01  1.55032426e+02 -1.43433742e+02  1.72118452e-02
  1.54534488e+02 -1.42974012e+02  5.33489856e-01  1.55031394e+02
 -1.43448819e+02  6.30685455e-03  1.54544276e+02 -1.42985549e+02
  5.18193840e-01  1.55034745e+02 -1.43441824e+02  2.16710656e-02
  1.54531999e+02 -1.42971021e+02  5.20373740e-01  1.55034339e+02
 -1.43449141e+02  4.46748589e-03  1.54544646e+02 -1.42953702e+02
  5.14254114e-01  1.55050697e+02 -1.43445802e+02  9.89786205e-03
  1.54547726e+02 -1.42957428e+02  5.22767898e-01  1.55042286e+02
 -1.43455990e+02  7.34374904e-03  1.54551165e+02 -1.42935414e+02
  5.23558201e-01  1.55047796e+02 -1.43478668e+02  1.27393056e-02
  1.54542920e+02 -1.42944012e+02  5.17133308e-01  1.55036244e+02
 -1.43443200e+02  1.29817130e-02  1.54529482e+02 -1.42960951e+02
  5.13456971e-01  1.55039805e+02 -1.43477984e+02  9.91184963e-03
  1.54533975e+02 -1.42962092e+02  5.08730823e-01  1.55044687e+02
 -1.43473220e+02  8.20072458e-03  1.54533924e+02 -1.42974101e+02
  5.01955625e-01  1.55041903e+02]
res:  5892 -0.0004850957284361357 0.014015963752171956 0.022629763835606526
[ 1.20764982e-10 -1.03152992e-05 -2.82898903e-01  1.61512536e+04
 -1.43457862e+02 -1.13861385e-02  1.54541259e+02 -1.42963810e+02
  4.94283725e-01  1.55045977e+02 -1.43465660e+02 -1.02831803e-02
  1.54536952e+02 -1.42985435e+02  4.96816178e-01  1.55043433e+02
 -1.43477971e+02 -4.66529102e-03  1.54546700e+02 -1.42981376e+02
  4.99641133e-01  1.55030464e+02 -1.43455192e+02 -8.28441089e-03
  1.54535496e+02 -1.42980123e+02  4.98374493e-01  1.55030666e+02
 -1.43461688e+02 -1.79683962e-02  1.54547033e+02 -1.42983489e+02
  4.94878633e-01  1.55033770e+02 -1.43454441e+02  8.60970233e-03
  1.54539120e+02 -1.42985638e+02  4.91517966e-01  1.55031130e+02
 -1.43467896e+02 -1.13513409e-02  1.54540263e+02 -1.42987855e+02
  4.87872392e-01  1.55045100e+02 -1.43475758e+02 -1.04517038e-03
  1.54544904e+02 -1.42974180e+02  4.84556749e-01  1.55037648e+02
 -1.43472702e+02 -3.35641192e-03  1.54547755e+02 -1.42939392e+02
  5.08619460e-01  1.55034583e+02 -1.43483047e+02 -1.02338196e-02
  1.54538646e+02 -1.42948408e+02  5.06512039e-01  1.55032355e+02
 -1.43475277e+02 -1.83934371e-03  1.54527865e+02 -1.42979474e+02
  4.95230672e-01  1.55035091e+02 -1.43488623e+02 -1.41686893e-03
  1.54531583e+02 -1.42975400e+02  4.90100891e-01  1.55037833e+02
 -1.43491273e+02 -1.43880918e-02  1.54537785e+02 -1.42975200e+02
  4.72093944e-01  1.55036926e+02]
Niter:  2 row:  197 ngroup:  26 nlines:  6377 gd:  5883
[ 1.20764982e-10 -1.03152992e-05 -2.82898903e-01  1.61512536e+04
 -1.43457862e+02 -1.13861385e-02  1.54541259e+02 -1.42963810e+02
  4.94283725e-01  1.55045977e+02 -1.43465660e+02 -1.02831803e-02
  1.54536952e+02 -1.42985435e+02  4.96816178e-01  1.55043433e+02
 -1.43477971e+02 -4.66529102e-03  1.54546700e+02 -1.42981376e+02
  4.99641133e-01  1.55030464e+02 -1.43455192e+02 -8.28441089e-03
  1.54535496e+02 -1.42980123e+02  4.98374493e-01  1.55030666e+02
 -1.43461688e+02 -1.79683962e-02  1.54547033e+02 -1.42983489e+02
  4.94878633e-01  1.55033770e+02 -1.43454441e+02  8.60970233e-03
  1.54539120e+02 -1.42985638e+02  4.91517966e-01  1.55031130e+02
 -1.43467896e+02 -1.13513409e-02  1.54540263e+02 -1.42987855e+02
  4.87872392e-01  1.55045100e+02 -1.43475758e+02 -1.04517038e-03
  1.54544904e+02 -1.42974180e+02  4.84556749e-01  1.55037648e+02
 -1.43472702e+02 -3.35641192e-03  1.54547755e+02 -1.42939392e+02
  5.08619460e-01  1.55034583e+02 -1.43483047e+02 -1.02338196e-02
  1.54538646e+02 -1.42948408e+02  5.06512039e-01  1.55032355e+02
 -1.43475277e+02 -1.83934371e-03  1.54527865e+02 -1.42979474e+02
  4.95230672e-01  1.55035091e+02 -1.43488623e+02 -1.41686893e-03
  1.54531583e+02 -1.42975400e+02  4.90100891e-01  1.55037833e+02
 -1.43491273e+02 -1.43880918e-02  1.54537785e+02 -1.42975200e+02
  4.72093944e-01  1.55036926e+02]
res:  5883 -0.0005265406925900606 0.014007021132783848 0.02246331683255838
[ 1.20764994e-10 -1.03153002e-05 -2.82898874e-01  1.61512519e+04
 -1.43464858e+02 -1.70810905e-02  1.54536495e+02 -1.42965379e+02
  4.88575786e-01  1.55043147e+02 -1.43472643e+02 -1.59815316e-02
  1.54534121e+02 -1.42992411e+02  4.91095798e-01  1.55038675e+02
 -1.43484959e+02 -1.70033730e-02  1.54541940e+02 -1.42988361e+02
  4.93936237e-01  1.55027509e+02 -1.43467407e+02 -2.30631866e-02
  1.54534551e+02 -1.42987122e+02  4.87160514e-01  1.55027642e+02
 -1.43468661e+02 -2.36847008e-02  1.54542271e+02 -1.42985490e+02
  4.86144619e-01  1.55029011e+02 -1.43461427e+02  2.90109452e-03
  1.54534359e+02 -1.42997250e+02  4.76215953e-01  1.55026372e+02
 -1.43479588e+02 -1.70510329e-02  1.54535496e+02 -1.42999878e+02
  4.69107012e-01  1.55042211e+02 -1.43482724e+02 -6.73970446e-03
  1.54540144e+02 -1.42981159e+02  4.72731698e-01  1.55032886e+02
 -1.43484261e+02 -9.05890729e-03  1.54542991e+02 -1.42946376e+02
  5.02923176e-01  1.55029824e+02 -1.43490037e+02 -1.59182273e-02
  1.54533887e+02 -1.42955369e+02  5.00810087e-01  1.55027587e+02
 -1.43482254e+02 -1.07013252e-02  1.54523101e+02 -1.42986444e+02
  4.86202644e-01  1.55032116e+02 -1.43495608e+02 -1.00627816e-02
  1.54526820e+02 -1.42982374e+02  4.81379074e-01  1.55033072e+02
 -1.43498230e+02 -2.00782154e-02  1.54533018e+02 -1.42982189e+02
  4.63575688e-01  1.55032165e+02]
Niter:  3 row:  197 ngroup:  26 nlines:  6377 gd:  5884
[ 1.20764994e-10 -1.03153002e-05 -2.82898874e-01  1.61512519e+04
 -1.43464858e+02 -1.70810905e-02  1.54536495e+02 -1.42965379e+02
  4.88575786e-01  1.55043147e+02 -1.43472643e+02 -1.59815316e-02
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  4.93936237e-01  1.55027509e+02 -1.43467407e+02 -2.30631866e-02
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 -1.43468661e+02 -2.36847008e-02  1.54542271e+02 -1.42985490e+02
  4.86144619e-01  1.55029011e+02 -1.43461427e+02  2.90109452e-03
  1.54534359e+02 -1.42997250e+02  4.76215953e-01  1.55026372e+02
 -1.43479588e+02 -1.70510329e-02  1.54535496e+02 -1.42999878e+02
  4.69107012e-01  1.55042211e+02 -1.43482724e+02 -6.73970446e-03
  1.54540144e+02 -1.42981159e+02  4.72731698e-01  1.55032886e+02
 -1.43484261e+02 -9.05890729e-03  1.54542991e+02 -1.42946376e+02
  5.02923176e-01  1.55029824e+02 -1.43490037e+02 -1.59182273e-02
  1.54533887e+02 -1.42955369e+02  5.00810087e-01  1.55027587e+02
 -1.43482254e+02 -1.07013252e-02  1.54523101e+02 -1.42986444e+02
  4.86202644e-01  1.55032116e+02 -1.43495608e+02 -1.00627816e-02
  1.54526820e+02 -1.42982374e+02  4.81379074e-01  1.55033072e+02
 -1.43498230e+02 -2.00782154e-02  1.54533018e+02 -1.42982189e+02
  4.63575688e-01  1.55032165e+02]
res:  5884 -0.0006468136125477031 0.014033758185178158 0.022470843778728964
[ 1.20787895e-10 -1.03153002e-05 -2.82898874e-01  1.61512519e+04
 -1.43464858e+02 -1.70810905e-02  1.54536495e+02 -1.42965379e+02
  4.88575786e-01  1.55043147e+02 -1.43472643e+02 -1.59815316e-02
  1.54534121e+02 -1.42992411e+02  4.91095798e-01  1.55038675e+02
 -1.43484959e+02 -1.70033730e-02  1.54541940e+02 -1.42988361e+02
  4.93936237e-01  1.55027509e+02 -1.43467407e+02 -2.30631866e-02
  1.54534551e+02 -1.42987122e+02  4.87160514e-01  1.55027642e+02
 -1.43468661e+02 -2.36847008e-02  1.54542271e+02 -1.42985490e+02
  4.86144619e-01  1.55029011e+02 -1.43461427e+02  2.90109452e-03
  1.54534359e+02 -1.42997250e+02  4.76215953e-01  1.55026372e+02
 -1.43479588e+02 -1.70510329e-02  1.54535496e+02 -1.42999878e+02
  4.69107012e-01  1.55042211e+02 -1.43482724e+02 -6.73970446e-03
  1.54540144e+02 -1.42981159e+02  4.72731698e-01  1.55032886e+02
 -1.43484261e+02 -9.05890729e-03  1.54542991e+02 -1.42946376e+02
  5.02923176e-01  1.55029824e+02 -1.43490037e+02 -1.59182273e-02
  1.54533887e+02 -1.42955369e+02  5.00810087e-01  1.55027587e+02
 -1.43482254e+02 -1.07013252e-02  1.54523101e+02 -1.42986444e+02
  4.86202644e-01  1.55032116e+02 -1.43495608e+02 -1.00627816e-02
  1.54526820e+02 -1.42982374e+02  4.81379074e-01  1.55033072e+02
 -1.43498230e+02 -2.00782154e-02  1.54533018e+02 -1.42982189e+02
  4.63575688e-01  1.55032165e+02]
Niter:  4 row:  197 ngroup:  26 nlines:  6377 gd:  5883
[ 1.20787895e-10 -1.03153002e-05 -2.82898874e-01  1.61512519e+04
 -1.43464858e+02 -1.70810905e-02  1.54536495e+02 -1.42965379e+02
  4.88575786e-01  1.55043147e+02 -1.43472643e+02 -1.59815316e-02
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  4.93936237e-01  1.55027509e+02 -1.43467407e+02 -2.30631866e-02
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 -1.43468661e+02 -2.36847008e-02  1.54542271e+02 -1.42985490e+02
  4.86144619e-01  1.55029011e+02 -1.43461427e+02  2.90109452e-03
  1.54534359e+02 -1.42997250e+02  4.76215953e-01  1.55026372e+02
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  1.54540144e+02 -1.42981159e+02  4.72731698e-01  1.55032886e+02
 -1.43484261e+02 -9.05890729e-03  1.54542991e+02 -1.42946376e+02
  5.02923176e-01  1.55029824e+02 -1.43490037e+02 -1.59182273e-02
  1.54533887e+02 -1.42955369e+02  5.00810087e-01  1.55027587e+02
 -1.43482254e+02 -1.07013252e-02  1.54523101e+02 -1.42986444e+02
  4.86202644e-01  1.55032116e+02 -1.43495608e+02 -1.00627816e-02
  1.54526820e+02 -1.42982374e+02  4.81379074e-01  1.55033072e+02
 -1.43498230e+02 -2.00782154e-02  1.54533018e+02 -1.42982189e+02
  4.63575688e-01  1.55032165e+02]
res:  5883 -0.0004887610939476872 0.014032508262971533 0.02245465422056488
[ 1.20787907e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
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 -1.43492893e+02 -2.26840528e-02  1.54538100e+02 -1.42996283e+02
  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
  1.54530713e+02 -1.42995082e+02  4.81450923e-01  1.55023801e+02
 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
  1.54530514e+02 -1.43005126e+02  4.70522517e-01  1.55022536e+02
 -1.43487460e+02 -2.27492708e-02  1.54531623e+02 -1.43007747e+02
  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
  1.54536308e+02 -1.42989078e+02  4.63690060e-01  1.55029037e+02
 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
Niter:  5 row:  197 ngroup:  26 nlines:  6377 gd:  5884
[ 1.20787907e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
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  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
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 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
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  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
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 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
res:  5884 -0.0006064561439416138 0.014064215722100926 0.022466595788115915
[ 1.20800613e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
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  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
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  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
Niter:  6 row:  197 ngroup:  26 nlines:  6377 gd:  5885
[ 1.20800613e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
  1.54530270e+02 -1.43000325e+02  4.85371746e-01  1.55034841e+02
 -1.43492893e+02 -2.26840528e-02  1.54538100e+02 -1.42996283e+02
  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
  1.54530713e+02 -1.42995082e+02  4.81450923e-01  1.55023801e+02
 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
  1.54530514e+02 -1.43005126e+02  4.70522517e-01  1.55022536e+02
 -1.43487460e+02 -2.27492708e-02  1.54531623e+02 -1.43007747e+02
  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
  1.54536308e+02 -1.42989078e+02  4.63690060e-01  1.55029037e+02
 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
res:  5885 -0.0006065519919502549 0.014076951069000643 0.02247900493318634
[ 1.20802777e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
  1.54530270e+02 -1.43000325e+02  4.85371746e-01  1.55034841e+02
 -1.43492893e+02 -2.26840528e-02  1.54538100e+02 -1.42996283e+02
  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
  1.54530713e+02 -1.42995082e+02  4.81450923e-01  1.55023801e+02
 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
  1.54530514e+02 -1.43005126e+02  4.70522517e-01  1.55022536e+02
 -1.43487460e+02 -2.27492708e-02  1.54531623e+02 -1.43007747e+02
  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
  1.54536308e+02 -1.42989078e+02  4.63690060e-01  1.55029037e+02
 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
Saving figure to  wave_resid_43670005_fiber197.png
Final values:
res:  -0.0006065519919502549 0.02247900493318634
pars:  [ 1.20802777e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
  1.54530270e+02 -1.43000325e+02  4.85371746e-01  1.55034841e+02
 -1.43492893e+02 -2.26840528e-02  1.54538100e+02 -1.42996283e+02
  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
  1.54530713e+02 -1.42995082e+02  4.81450923e-01  1.55023801e+02
 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
  1.54530514e+02 -1.43005126e+02  4.70522517e-01  1.55022536e+02
 -1.43487460e+02 -2.27492708e-02  1.54531623e+02 -1.43007747e+02
  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
  1.54536308e+02 -1.42989078e+02  4.63690060e-01  1.55029037e+02
 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
197 [ 1.20802777e-10 -1.03153012e-05 -2.82898846e-01  1.61512503e+04
 -1.43472819e+02 -2.27738098e-02  1.54532642e+02 -1.42973333e+02
  4.82875377e-01  1.55039291e+02 -1.43480563e+02 -2.16783518e-02
  1.54530270e+02 -1.43000325e+02  4.85371746e-01  1.55034841e+02
 -1.43492893e+02 -2.26840528e-02  1.54538100e+02 -1.42996283e+02
  4.88233503e-01  1.55023682e+02 -1.43475290e+02 -2.87660341e-02
  1.54530713e+02 -1.42995082e+02  4.81450923e-01  1.55023801e+02
 -1.43476559e+02 -2.94022601e-02  1.54538423e+02 -1.42993426e+02
  4.80429485e-01  1.55025175e+02 -1.43469355e+02 -2.80865959e-03
  1.54530514e+02 -1.43005126e+02  4.70522517e-01  1.55022536e+02
 -1.43487460e+02 -2.27492708e-02  1.54531623e+02 -1.43007747e+02
  4.57164247e-01  1.55038377e+02 -1.43490602e+02 -1.24376534e-02
  1.54536308e+02 -1.42989078e+02  4.63690060e-01  1.55029037e+02
 -1.43492219e+02 -1.47507049e-02  1.54539131e+02 -1.42954316e+02
  4.97224233e-01  1.55025990e+02 -1.43497972e+02 -2.15922060e-02
  1.54530050e+02 -1.42963237e+02  4.95107137e-01  1.55023717e+02
 -1.43490159e+02 -1.63955876e-02  1.54519236e+02 -1.42994333e+02
  4.77372831e-01  1.55028260e+02 -1.43503543e+02 -1.57639368e-02
  1.54522962e+02 -1.42990275e+02  4.75674048e-01  1.55029227e+02
 -1.43506081e+02 -2.57659444e-02  1.54529142e+02 -1.42990124e+02
  4.57893722e-01  1.55028321e+02]
--- Row 199/300 row=198 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  198
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=198 ---
Niter:  0 row:  198 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.0006761309159628581 0.014563998640369391 0.033427504283156426
[ 1.20861951e-10 -1.03156590e-05 -2.82890452e-01  1.61512536e+04
 -1.43572186e+02 -5.44574286e-14  1.54572894e+02]
Niter:  1 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20861951e-10 -1.03156590e-05 -2.82890452e-01  1.61512536e+04
 -1.43572186e+02 -5.44574286e-14  1.54572894e+02]
res:  222 0.00038009002491889987 0.014736119053850416 0.023282969132266605
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Niter:  2 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
res:  222 0.0003799998503382085 0.014736135824932717 0.02328296913223306
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Niter:  3 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
res:  222 0.0003799998503382085 0.014736135824932717 0.02328296913223306
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Niter:  4 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
res:  222 0.0003799998503382085 0.014736135824932717 0.02328296913223306
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Niter:  5 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
res:  222 0.0003799998503382085 0.014736135824932717 0.02328296913223306
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Niter:  6 row:  198 ngroup:  1 nlines:  239 gd:  222
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
res:  222 0.0003799998503382085 0.014736135824932717 0.02328296913223306
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
Final values:
res:  0.0003799998503382085 0.02328296913223306
pars:  [ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
198 [ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02]
elapsed: 2.9 sec.
Niter:  0 row:  198 ngroup:  26 nlines:  6402 gd:  6402
[ 1.20743348e-10 -1.03154943e-05 -2.82891344e-01  1.61512592e+04
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02 -1.43540566e+02 -1.61323197e-12
  1.54587706e+02 -1.43540566e+02 -1.61323197e-12  1.54587706e+02
 -1.43540566e+02 -1.61323197e-12  1.54587706e+02 -1.43540566e+02
 -1.61323197e-12  1.54587706e+02]
res:  6402 0.00021900212504988303 0.014484978761174716 0.03380459444319183
[ 1.20743336e-10 -1.03154953e-05 -2.82891373e-01  1.61512608e+04
 -1.43527385e+02  2.55908945e-02  1.54586343e+02 -1.43032805e+02
  4.93499457e-01  1.55081919e+02 -1.43538889e+02  2.57915929e-02
  1.54583829e+02 -1.43027664e+02  5.14635705e-01  1.55079090e+02
 -1.43520727e+02  2.22639481e-02  1.54598204e+02 -1.43015306e+02
  5.11143627e-01  1.55079980e+02 -1.43497587e+02  3.98485791e-02
  1.54602884e+02 -1.43001497e+02  5.21094613e-01  1.55078023e+02
 -1.43500916e+02  1.39652359e-02  1.54587684e+02 -1.43029146e+02
  5.21866661e-01  1.55085668e+02 -1.43534459e+02  3.49831525e-02
  1.54591399e+02 -1.43011517e+02  5.05180539e-01  1.55076662e+02
 -1.43511697e+02  3.13780172e-02  1.54580412e+02 -1.43032961e+02
  5.26881823e-01  1.55095577e+02 -1.43525688e+02  1.45500291e-02
  1.54600372e+02 -1.43037479e+02  5.12096854e-01  1.55093065e+02
 -1.43500479e+02  3.21974983e-02  1.54592449e+02 -1.43012909e+02
  5.09986817e-01  1.55088219e+02 -1.43527539e+02  2.71242885e-02
  1.54591003e+02 -1.43054187e+02  5.15733149e-01  1.55084797e+02
 -1.43516389e+02  2.69273521e-02  1.54598592e+02 -1.42998165e+02
  5.23140830e-01  1.55076575e+02 -1.43533741e+02  1.57430988e-03
  1.54572256e+02 -1.43025516e+02  4.87938182e-01  1.55078494e+02
 -1.43526416e+02  2.86207786e-02  1.54586892e+02 -1.43031620e+02
  4.95738197e-01  1.55081592e+02]
Niter:  1 row:  198 ngroup:  26 nlines:  6402 gd:  5922
[ 1.20743336e-10 -1.03154953e-05 -2.82891373e-01  1.61512608e+04
 -1.43527385e+02  2.55908945e-02  1.54586343e+02 -1.43032805e+02
  4.93499457e-01  1.55081919e+02 -1.43538889e+02  2.57915929e-02
  1.54583829e+02 -1.43027664e+02  5.14635705e-01  1.55079090e+02
 -1.43520727e+02  2.22639481e-02  1.54598204e+02 -1.43015306e+02
  5.11143627e-01  1.55079980e+02 -1.43497587e+02  3.98485791e-02
  1.54602884e+02 -1.43001497e+02  5.21094613e-01  1.55078023e+02
 -1.43500916e+02  1.39652359e-02  1.54587684e+02 -1.43029146e+02
  5.21866661e-01  1.55085668e+02 -1.43534459e+02  3.49831525e-02
  1.54591399e+02 -1.43011517e+02  5.05180539e-01  1.55076662e+02
 -1.43511697e+02  3.13780172e-02  1.54580412e+02 -1.43032961e+02
  5.26881823e-01  1.55095577e+02 -1.43525688e+02  1.45500291e-02
  1.54600372e+02 -1.43037479e+02  5.12096854e-01  1.55093065e+02
 -1.43500479e+02  3.21974983e-02  1.54592449e+02 -1.43012909e+02
  5.09986817e-01  1.55088219e+02 -1.43527539e+02  2.71242885e-02
  1.54591003e+02 -1.43054187e+02  5.15733149e-01  1.55084797e+02
 -1.43516389e+02  2.69273521e-02  1.54598592e+02 -1.42998165e+02
  5.23140830e-01  1.55076575e+02 -1.43533741e+02  1.57430988e-03
  1.54572256e+02 -1.43025516e+02  4.87938182e-01  1.55078494e+02
 -1.43526416e+02  2.86207786e-02  1.54586892e+02 -1.43031620e+02
  4.95738197e-01  1.55081592e+02]
res:  5922 -0.0004678464374592295 0.014491588796772703 0.02362251261207205
[ 1.20743324e-10 -1.03154963e-05 -2.82891401e-01  1.61512624e+04
 -1.43521212e+02  1.45544240e-02  1.54597163e+02 -1.43023131e+02
  4.96030235e-01  1.55084726e+02 -1.43531973e+02  1.05766008e-02
  1.54591305e+02 -1.43016970e+02  4.98014227e-01  1.55085826e+02
 -1.43516844e+02  1.88030598e-02  1.54602761e+02 -1.43002490e+02
  5.16531728e-01  1.55085756e+02 -1.43502015e+02  3.08937516e-02
  1.54607611e+02 -1.43011732e+02  5.13142070e-01  1.55087443e+02
 -1.43482063e+02  2.30627896e-02  1.54592385e+02 -1.43031763e+02
  4.96235498e-01  1.55097859e+02 -1.43515203e+02  1.56254812e-02
  1.54599084e+02 -1.43012356e+02  4.94502865e-01  1.55085793e+02
 -1.43507431e+02  1.49918922e-02  1.54586039e+02 -1.43036174e+02
  5.13982346e-01  1.55109453e+02 -1.43529923e+02  5.39293867e-03
  1.54605644e+02 -1.43029556e+02  5.16794560e-01  1.55100342e+02
 -1.43504996e+02  1.54949710e-02  1.54602602e+02 -1.43024602e+02
  5.04484419e-01  1.55097823e+02 -1.43514718e+02  2.52889939e-02
  1.54598061e+02 -1.43035319e+02  5.02671262e-01  1.55080161e+02
 -1.43499873e+02  1.82756806e-02  1.54594081e+02 -1.43013244e+02
  5.14151125e-01  1.55088291e+02 -1.43523029e+02  4.41650880e-03
  1.54577094e+02 -1.43045506e+02  4.89864068e-01  1.55083171e+02
 -1.43523905e+02  1.41825941e-02  1.54591979e+02 -1.43030393e+02
  4.95120365e-01  1.55090492e+02]
Niter:  2 row:  198 ngroup:  26 nlines:  6402 gd:  5927
[ 1.20743324e-10 -1.03154963e-05 -2.82891401e-01  1.61512624e+04
 -1.43521212e+02  1.45544240e-02  1.54597163e+02 -1.43023131e+02
  4.96030235e-01  1.55084726e+02 -1.43531973e+02  1.05766008e-02
  1.54591305e+02 -1.43016970e+02  4.98014227e-01  1.55085826e+02
 -1.43516844e+02  1.88030598e-02  1.54602761e+02 -1.43002490e+02
  5.16531728e-01  1.55085756e+02 -1.43502015e+02  3.08937516e-02
  1.54607611e+02 -1.43011732e+02  5.13142070e-01  1.55087443e+02
 -1.43482063e+02  2.30627896e-02  1.54592385e+02 -1.43031763e+02
  4.96235498e-01  1.55097859e+02 -1.43515203e+02  1.56254812e-02
  1.54599084e+02 -1.43012356e+02  4.94502865e-01  1.55085793e+02
 -1.43507431e+02  1.49918922e-02  1.54586039e+02 -1.43036174e+02
  5.13982346e-01  1.55109453e+02 -1.43529923e+02  5.39293867e-03
  1.54605644e+02 -1.43029556e+02  5.16794560e-01  1.55100342e+02
 -1.43504996e+02  1.54949710e-02  1.54602602e+02 -1.43024602e+02
  5.04484419e-01  1.55097823e+02 -1.43514718e+02  2.52889939e-02
  1.54598061e+02 -1.43035319e+02  5.02671262e-01  1.55080161e+02
 -1.43499873e+02  1.82756806e-02  1.54594081e+02 -1.43013244e+02
  5.14151125e-01  1.55088291e+02 -1.43523029e+02  4.41650880e-03
  1.54577094e+02 -1.43045506e+02  4.89864068e-01  1.55083171e+02
 -1.43523905e+02  1.41825941e-02  1.54591979e+02 -1.43030393e+02
  4.95120365e-01  1.55090492e+02]
res:  5927 -0.0006360218021654873 0.01449565534312569 0.023650699148575514
[ 1.20743312e-10 -1.03154974e-05 -2.82891429e-01  1.61512640e+04
 -1.43514267e+02  1.70581148e-02  1.54601892e+02 -1.43016199e+02
  5.01725418e-01  1.55089460e+02 -1.43525057e+02  1.62657626e-02
  1.54596036e+02 -1.43010023e+02  5.03694394e-01  1.55092407e+02
 -1.43515258e+02  2.12708730e-02  1.54607484e+02 -1.42995552e+02
  5.22227421e-01  1.55090487e+02 -1.43495066e+02  2.64816218e-02
  1.54612338e+02 -1.43004789e+02  5.18840717e-01  1.55092164e+02
 -1.43475064e+02  2.87338430e-02  1.54597112e+02 -1.43024821e+02
  4.98441625e-01  1.55102595e+02 -1.43508237e+02  1.50694004e-02
  1.54603816e+02 -1.43005405e+02  4.96861511e-01  1.55092333e+02
 -1.43500462e+02  1.77991068e-02  1.54592748e+02 -1.43029231e+02
  5.16437847e-01  1.55114187e+02 -1.43522990e+02  1.10811880e-02
  1.54610370e+02 -1.43022620e+02  5.22476595e-01  1.55105076e+02
 -1.43498056e+02  2.11913321e-02  1.54607332e+02 -1.43017660e+02
  5.04338277e-01  1.55102549e+02 -1.43507792e+02  3.09755070e-02
  1.54602787e+02 -1.43023936e+02  5.05089733e-01  1.55084884e+02
 -1.43488074e+02  1.72569500e-02  1.54598810e+02 -1.43006314e+02
  5.19852020e-01  1.55093020e+02 -1.43516103e+02  1.00997994e-02
  1.54581814e+02 -1.43038556e+02  4.95566131e-01  1.55087907e+02
 -1.43516955e+02  1.66416951e-02  1.54596708e+02 -1.43023437e+02
  5.00837598e-01  1.55095210e+02]
Niter:  3 row:  198 ngroup:  26 nlines:  6402 gd:  5927
[ 1.20743312e-10 -1.03154974e-05 -2.82891429e-01  1.61512640e+04
 -1.43514267e+02  1.70581148e-02  1.54601892e+02 -1.43016199e+02
  5.01725418e-01  1.55089460e+02 -1.43525057e+02  1.62657626e-02
  1.54596036e+02 -1.43010023e+02  5.03694394e-01  1.55092407e+02
 -1.43515258e+02  2.12708730e-02  1.54607484e+02 -1.42995552e+02
  5.22227421e-01  1.55090487e+02 -1.43495066e+02  2.64816218e-02
  1.54612338e+02 -1.43004789e+02  5.18840717e-01  1.55092164e+02
 -1.43475064e+02  2.87338430e-02  1.54597112e+02 -1.43024821e+02
  4.98441625e-01  1.55102595e+02 -1.43508237e+02  1.50694004e-02
  1.54603816e+02 -1.43005405e+02  4.96861511e-01  1.55092333e+02
 -1.43500462e+02  1.77991068e-02  1.54592748e+02 -1.43029231e+02
  5.16437847e-01  1.55114187e+02 -1.43522990e+02  1.10811880e-02
  1.54610370e+02 -1.43022620e+02  5.22476595e-01  1.55105076e+02
 -1.43498056e+02  2.11913321e-02  1.54607332e+02 -1.43017660e+02
  5.04338277e-01  1.55102549e+02 -1.43507792e+02  3.09755070e-02
  1.54602787e+02 -1.43023936e+02  5.05089733e-01  1.55084884e+02
 -1.43488074e+02  1.72569500e-02  1.54598810e+02 -1.43006314e+02
  5.19852020e-01  1.55093020e+02 -1.43516103e+02  1.00997994e-02
  1.54581814e+02 -1.43038556e+02  4.95566131e-01  1.55087907e+02
 -1.43516955e+02  1.66416951e-02  1.54596708e+02 -1.43023437e+02
  5.00837598e-01  1.55095210e+02]
res:  5927 -0.00033122934837592766 0.014421050531382207 0.02364065123944497
[ 1.20695915e-10 -1.03154974e-05 -2.82891429e-01  1.61512640e+04
 -1.43514267e+02  1.70581148e-02  1.54601892e+02 -1.43016199e+02
  5.01725418e-01  1.55089460e+02 -1.43525057e+02  1.62657626e-02
  1.54596036e+02 -1.43010023e+02  5.03694394e-01  1.55092407e+02
 -1.43515258e+02  2.12708730e-02  1.54607484e+02 -1.42995552e+02
  5.22227421e-01  1.55090487e+02 -1.43495066e+02  2.64816218e-02
  1.54612338e+02 -1.43004789e+02  5.18840717e-01  1.55092164e+02
 -1.43475064e+02  2.87338430e-02  1.54597112e+02 -1.43024821e+02
  4.98441625e-01  1.55102595e+02 -1.43508237e+02  1.50694004e-02
  1.54603816e+02 -1.43005405e+02  4.96861511e-01  1.55092333e+02
 -1.43500462e+02  1.77991068e-02  1.54592748e+02 -1.43029231e+02
  5.16437847e-01  1.55114187e+02 -1.43522990e+02  1.10811880e-02
  1.54610370e+02 -1.43022620e+02  5.22476595e-01  1.55105076e+02
 -1.43498056e+02  2.11913321e-02  1.54607332e+02 -1.43017660e+02
  5.04338277e-01  1.55102549e+02 -1.43507792e+02  3.09755070e-02
  1.54602787e+02 -1.43023936e+02  5.05089733e-01  1.55084884e+02
 -1.43488074e+02  1.72569500e-02  1.54598810e+02 -1.43006314e+02
  5.19852020e-01  1.55093020e+02 -1.43516103e+02  1.00997994e-02
  1.54581814e+02 -1.43038556e+02  4.95566131e-01  1.55087907e+02
 -1.43516955e+02  1.66416951e-02  1.54596708e+02 -1.43023437e+02
  5.00837598e-01  1.55095210e+02]
Niter:  4 row:  198 ngroup:  26 nlines:  6402 gd:  5921
[ 1.20695915e-10 -1.03154974e-05 -2.82891429e-01  1.61512640e+04
 -1.43514267e+02  1.70581148e-02  1.54601892e+02 -1.43016199e+02
  5.01725418e-01  1.55089460e+02 -1.43525057e+02  1.62657626e-02
  1.54596036e+02 -1.43010023e+02  5.03694394e-01  1.55092407e+02
 -1.43515258e+02  2.12708730e-02  1.54607484e+02 -1.42995552e+02
  5.22227421e-01  1.55090487e+02 -1.43495066e+02  2.64816218e-02
  1.54612338e+02 -1.43004789e+02  5.18840717e-01  1.55092164e+02
 -1.43475064e+02  2.87338430e-02  1.54597112e+02 -1.43024821e+02
  4.98441625e-01  1.55102595e+02 -1.43508237e+02  1.50694004e-02
  1.54603816e+02 -1.43005405e+02  4.96861511e-01  1.55092333e+02
 -1.43500462e+02  1.77991068e-02  1.54592748e+02 -1.43029231e+02
  5.16437847e-01  1.55114187e+02 -1.43522990e+02  1.10811880e-02
  1.54610370e+02 -1.43022620e+02  5.22476595e-01  1.55105076e+02
 -1.43498056e+02  2.11913321e-02  1.54607332e+02 -1.43017660e+02
  5.04338277e-01  1.55102549e+02 -1.43507792e+02  3.09755070e-02
  1.54602787e+02 -1.43023936e+02  5.05089733e-01  1.55084884e+02
 -1.43488074e+02  1.72569500e-02  1.54598810e+02 -1.43006314e+02
  5.19852020e-01  1.55093020e+02 -1.43516103e+02  1.00997994e-02
  1.54581814e+02 -1.43038556e+02  4.95566131e-01  1.55087907e+02
 -1.43516955e+02  1.66416951e-02  1.54596708e+02 -1.43023437e+02
  5.00837598e-01  1.55095210e+02]
res:  5921 -0.0006435720697481884 0.014392895658602356 0.023556373796127954
[ 1.20695903e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
Niter:  5 row:  198 ngroup:  26 nlines:  6402 gd:  5919
[ 1.20695903e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
res:  5919 -0.00045423837127600564 0.014385759260221676 0.023528159322847457
[ 1.20667873e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
Niter:  6 row:  198 ngroup:  26 nlines:  6402 gd:  5917
[ 1.20667873e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
res:  5917 -0.00045423735718941316 0.014385752832822618 0.02350219234485117
[ 1.20667884e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
Saving figure to  wave_resid_43670005_fiber198.png
Final values:
res:  -0.00045423735718941316 0.02350219234485117
pars:  [ 1.20667884e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
198 [ 1.20667884e-10 -1.03154984e-05 -2.82891457e-01  1.61512656e+04
 -1.43505379e+02  2.27418290e-02  1.54604736e+02 -1.43007362e+02
  5.07416870e-01  1.55096486e+02 -1.43516292e+02  2.19527990e-02
  1.54598891e+02 -1.43001108e+02  5.09379075e-01  1.55097218e+02
 -1.43511748e+02  2.69607082e-02  1.54610281e+02 -1.42986698e+02
  5.27919064e-01  1.55093348e+02 -1.43486157e+02  3.21459187e-02
  1.54617090e+02 -1.42995897e+02  5.24533927e-01  1.55094959e+02
 -1.43465914e+02  3.43905125e-02  1.54599936e+02 -1.43015952e+02
  5.04127537e-01  1.55105480e+02 -1.43499249e+02  2.07484132e-02
  1.54606673e+02 -1.42996472e+02  4.99277627e-01  1.55095096e+02
 -1.43491464e+02  2.34796179e-02  1.54595581e+02 -1.43020354e+02
  5.22116739e-01  1.55117064e+02 -1.43514162e+02  1.67713151e-02
  1.54613184e+02 -1.43013751e+02  5.28145367e-01  1.55107952e+02
 -1.43489177e+02  2.35773764e-02  1.54612035e+02 -1.43008773e+02
  5.10055809e-01  1.55105378e+02 -1.43498990e+02  3.66550975e-02
  1.54605610e+02 -1.43015034e+02  5.10761021e-01  1.55087681e+02
 -1.43479244e+02  1.95210108e-02  1.54601649e+02 -1.43002758e+02
  5.25541066e-01  1.55095851e+02 -1.43507305e+02  1.57678216e-02
  1.54584593e+02 -1.43029645e+02  5.01265321e-01  1.55090806e+02
 -1.43508030e+02  2.23240373e-02  1.54599554e+02 -1.43014493e+02
  5.06552060e-01  1.55097971e+02]
--- Row 200/300 row=199 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  199
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=199 ---
Niter:  0 row:  199 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 0.00031791755736776395 0.01598755899067328 0.03648396929233326
[ 1.20175699e-10 -1.03146865e-05 -2.82882408e-01  1.61511731e+04
 -1.43586819e+02 -4.12749161e-15  1.54605373e+02]
Niter:  1 row:  199 ngroup:  1 nlines:  248 gd:  231
[ 1.20175699e-10 -1.03146865e-05 -2.82882408e-01  1.61511731e+04
 -1.43586819e+02 -4.12749161e-15  1.54605373e+02]
res:  231 0.0012216193999847746 0.01570341772549 0.024465830906425443
[ 1.20511991e-10 -1.03158656e-05 -2.82889667e-01  1.61511755e+04
 -1.43556383e+02 -5.64134944e-11  1.54559784e+02]
Niter:  2 row:  199 ngroup:  1 nlines:  248 gd:  229
[ 1.20511991e-10 -1.03158656e-05 -2.82889667e-01  1.61511755e+04
 -1.43556383e+02 -5.64134944e-11  1.54559784e+02]
res:  229 0.00043178009036637377 0.01574743333276274 0.023685009462564625
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
Niter:  3 row:  199 ngroup:  1 nlines:  248 gd:  229
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
res:  229 0.00043178009036637377 0.01574743333276274 0.023685009462564625
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
Niter:  4 row:  199 ngroup:  1 nlines:  248 gd:  229
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
res:  229 0.00043178009036637377 0.01574743333276274 0.023685009462564625
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
Niter:  5 row:  199 ngroup:  1 nlines:  248 gd:  229
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
res:  229 0.00043178009036637377 0.01574743333276274 0.023685009462564625
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
Niter:  6 row:  199 ngroup:  1 nlines:  248 gd:  229
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
res:  229 0.00043178009036637377 0.01574743333276274 0.023685009462564625
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
Final values:
res:  0.00043178009036637377 0.023685009462564625
pars:  [ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
199 [ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02]
elapsed: 2.9 sec.
Niter:  0 row:  199 ngroup:  26 nlines:  6446 gd:  6446
[ 1.20657619e-10 -1.03159431e-05 -2.82891746e-01  1.61511776e+04
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02 -1.43537642e+02 -2.31303406e-11
  1.54556618e+02 -1.43537642e+02 -2.31303406e-11  1.54556618e+02
 -1.43537642e+02 -2.31303406e-11  1.54556618e+02 -1.43537642e+02
 -2.31303406e-11  1.54556618e+02]
res:  6446 0.00030387292099476326 0.015674387886065233 0.034422003970818724
[ 1.20657631e-10 -1.03159421e-05 -2.82891718e-01  1.61511760e+04
 -1.43540489e+02  8.42152324e-03  1.54549326e+02 -1.43051547e+02
  5.03276280e-01  1.55037249e+02 -1.43523728e+02  1.10710572e-02
  1.54543830e+02 -1.43066959e+02  4.89909300e-01  1.55037982e+02
 -1.43542834e+02  3.22773901e-02  1.54557220e+02 -1.43087885e+02
  4.96570394e-01  1.55036221e+02 -1.43531600e+02  6.58619025e-03
  1.54544474e+02 -1.43031757e+02  5.06677708e-01  1.55030544e+02
 -1.43558647e+02 -8.34103922e-03  1.54551851e+02 -1.43050530e+02
  5.06192722e-01  1.55043574e+02 -1.43553923e+02 -1.82160995e-02
  1.54547771e+02 -1.43038987e+02  5.03951636e-01  1.55038252e+02
 -1.43566065e+02  1.46914322e-02  1.54544119e+02 -1.43043775e+02
  5.01429354e-01  1.55030656e+02 -1.43569106e+02  6.82885084e-03
  1.54549193e+02 -1.43056420e+02  5.26762676e-01  1.55042402e+02
 -1.43576903e+02  1.37045993e-02  1.54548596e+02 -1.43065757e+02
  5.15335773e-01  1.55038473e+02 -1.43551647e+02  1.56900548e-02
  1.54544306e+02 -1.43045661e+02  4.98855794e-01  1.55043673e+02
 -1.43560791e+02  1.74143829e-03  1.54545037e+02 -1.43082578e+02
  5.02832945e-01  1.55042598e+02 -1.43558872e+02  4.97451100e-03
  1.54538778e+02 -1.43073185e+02  5.16529516e-01  1.55034336e+02
 -1.43552058e+02 -1.02060560e-03  1.54546558e+02 -1.43072179e+02
  4.99578977e-01  1.55040958e+02]
Niter:  1 row:  199 ngroup:  26 nlines:  6446 gd:  6052
[ 1.20657631e-10 -1.03159421e-05 -2.82891718e-01  1.61511760e+04
 -1.43540489e+02  8.42152324e-03  1.54549326e+02 -1.43051547e+02
  5.03276280e-01  1.55037249e+02 -1.43523728e+02  1.10710572e-02
  1.54543830e+02 -1.43066959e+02  4.89909300e-01  1.55037982e+02
 -1.43542834e+02  3.22773901e-02  1.54557220e+02 -1.43087885e+02
  4.96570394e-01  1.55036221e+02 -1.43531600e+02  6.58619025e-03
  1.54544474e+02 -1.43031757e+02  5.06677708e-01  1.55030544e+02
 -1.43558647e+02 -8.34103922e-03  1.54551851e+02 -1.43050530e+02
  5.06192722e-01  1.55043574e+02 -1.43553923e+02 -1.82160995e-02
  1.54547771e+02 -1.43038987e+02  5.03951636e-01  1.55038252e+02
 -1.43566065e+02  1.46914322e-02  1.54544119e+02 -1.43043775e+02
  5.01429354e-01  1.55030656e+02 -1.43569106e+02  6.82885084e-03
  1.54549193e+02 -1.43056420e+02  5.26762676e-01  1.55042402e+02
 -1.43576903e+02  1.37045993e-02  1.54548596e+02 -1.43065757e+02
  5.15335773e-01  1.55038473e+02 -1.43551647e+02  1.56900548e-02
  1.54544306e+02 -1.43045661e+02  4.98855794e-01  1.55043673e+02
 -1.43560791e+02  1.74143829e-03  1.54545037e+02 -1.43082578e+02
  5.02832945e-01  1.55042598e+02 -1.43558872e+02  4.97451100e-03
  1.54538778e+02 -1.43073185e+02  5.16529516e-01  1.55034336e+02
 -1.43552058e+02 -1.02060560e-03  1.54546558e+02 -1.43072179e+02
  4.99578977e-01  1.55040958e+02]
res:  6052 -0.0001043163410940906 0.01548050737437734 0.024566772706508387
[ 1.20657643e-10 -1.03159410e-05 -2.82891713e-01  1.61511776e+04
 -1.43537887e+02  6.89992970e-03  1.54556880e+02 -1.43037326e+02
  5.09649936e-01  1.55048884e+02 -1.43530234e+02  7.51243953e-03
  1.54554276e+02 -1.43059296e+02  4.71601481e-01  1.55043395e+02
 -1.43549085e+02  1.49595770e-02  1.54562207e+02 -1.43068901e+02
  4.91643958e-01  1.55041011e+02 -1.43524889e+02 -1.30479071e-02
  1.54548265e+02 -1.43043309e+02  4.99130906e-01  1.55038106e+02
 -1.43557834e+02 -9.01471812e-03  1.54556912e+02 -1.43044497e+02
  4.96561917e-01  1.55053454e+02 -1.43547229e+02 -9.12254286e-03
  1.54560805e+02 -1.43045359e+02  4.95985184e-01  1.55045710e+02
 -1.43556628e+02  5.56593198e-03  1.54551365e+02 -1.43044025e+02
  5.11951056e-01  1.55041175e+02 -1.43555683e+02  1.31662682e-02
  1.54554330e+02 -1.43069215e+02  5.10904844e-01  1.55047005e+02
 -1.43560848e+02  1.48161162e-02  1.54553925e+02 -1.43044327e+02
  5.19320700e-01  1.55048548e+02 -1.43552221e+02  1.35369102e-02
  1.54549333e+02 -1.43051558e+02  4.99592145e-01  1.55053932e+02
 -1.43578159e+02 -1.26365783e-02  1.54550029e+02 -1.43068485e+02
  5.03693118e-01  1.55045532e+02 -1.43565492e+02  4.71643155e-03
  1.54546528e+02 -1.43066285e+02  5.03699793e-01  1.55046478e+02
 -1.43541127e+02  1.36778907e-03  1.54549294e+02 -1.43056389e+02
  5.00862135e-01  1.55046915e+02]
Niter:  2 row:  199 ngroup:  26 nlines:  6446 gd:  6032
[ 1.20657643e-10 -1.03159410e-05 -2.82891713e-01  1.61511776e+04
 -1.43537887e+02  6.89992970e-03  1.54556880e+02 -1.43037326e+02
  5.09649936e-01  1.55048884e+02 -1.43530234e+02  7.51243953e-03
  1.54554276e+02 -1.43059296e+02  4.71601481e-01  1.55043395e+02
 -1.43549085e+02  1.49595770e-02  1.54562207e+02 -1.43068901e+02
  4.91643958e-01  1.55041011e+02 -1.43524889e+02 -1.30479071e-02
  1.54548265e+02 -1.43043309e+02  4.99130906e-01  1.55038106e+02
 -1.43557834e+02 -9.01471812e-03  1.54556912e+02 -1.43044497e+02
  4.96561917e-01  1.55053454e+02 -1.43547229e+02 -9.12254286e-03
  1.54560805e+02 -1.43045359e+02  4.95985184e-01  1.55045710e+02
 -1.43556628e+02  5.56593198e-03  1.54551365e+02 -1.43044025e+02
  5.11951056e-01  1.55041175e+02 -1.43555683e+02  1.31662682e-02
  1.54554330e+02 -1.43069215e+02  5.10904844e-01  1.55047005e+02
 -1.43560848e+02  1.48161162e-02  1.54553925e+02 -1.43044327e+02
  5.19320700e-01  1.55048548e+02 -1.43552221e+02  1.35369102e-02
  1.54549333e+02 -1.43051558e+02  4.99592145e-01  1.55053932e+02
 -1.43578159e+02 -1.26365783e-02  1.54550029e+02 -1.43068485e+02
  5.03693118e-01  1.55045532e+02 -1.43565492e+02  4.71643155e-03
  1.54546528e+02 -1.43066285e+02  5.03699793e-01  1.55046478e+02
 -1.43541127e+02  1.36778907e-03  1.54549294e+02 -1.43056389e+02
  5.00862135e-01  1.55046915e+02]
res:  6032 -0.0001984946547963773 0.015478906583666685 0.024252643858957753
[ 1.20657655e-10 -1.03159400e-05 -2.82891741e-01  1.61511792e+04
 -1.43530889e+02  5.68221161e-03  1.54561643e+02 -1.43030332e+02
  5.15564134e-01  1.55055702e+02 -1.43523239e+02  1.32056369e-02
  1.54559043e+02 -1.43052313e+02  4.73732479e-01  1.55048152e+02
 -1.43542109e+02  2.06528476e-02  1.54566963e+02 -1.43061920e+02
  4.97343509e-01  1.55045771e+02 -1.43517898e+02 -1.50623056e-02
  1.54553022e+02 -1.43041888e+02  5.04814288e-01  1.55042868e+02
 -1.43550829e+02 -3.31738244e-03  1.54563678e+02 -1.43037507e+02
  4.98891692e-01  1.55058206e+02 -1.43540260e+02  3.27413372e-03
  1.54565565e+02 -1.43038360e+02  5.01673810e-01  1.55052554e+02
 -1.43549652e+02  8.22218072e-03  1.54556130e+02 -1.43037044e+02
  5.17648471e-01  1.55045937e+02 -1.43548696e+02  1.88708308e-02
  1.54559086e+02 -1.43062212e+02  5.13259390e-01  1.55049707e+02
 -1.43553869e+02  1.70478814e-02  1.54558691e+02 -1.43037368e+02
  5.25014901e-01  1.55055501e+02 -1.43545219e+02  1.54624201e-02
  1.54556215e+02 -1.43049725e+02  5.01878212e-01  1.55058685e+02
 -1.43576755e+02 -1.00958106e-02  1.54554792e+02 -1.43061480e+02
  5.09382720e-01  1.55050289e+02 -1.43558502e+02  1.03916899e-02
  1.54551296e+02 -1.43059300e+02  5.06388752e-01  1.55051244e+02
 -1.43534141e+02  7.06670777e-03  1.54554059e+02 -1.43038359e+02
  5.06569792e-01  1.55051674e+02]
Niter:  3 row:  199 ngroup:  26 nlines:  6446 gd:  6033
[ 1.20657655e-10 -1.03159400e-05 -2.82891741e-01  1.61511792e+04
 -1.43530889e+02  5.68221161e-03  1.54561643e+02 -1.43030332e+02
  5.15564134e-01  1.55055702e+02 -1.43523239e+02  1.32056369e-02
  1.54559043e+02 -1.43052313e+02  4.73732479e-01  1.55048152e+02
 -1.43542109e+02  2.06528476e-02  1.54566963e+02 -1.43061920e+02
  4.97343509e-01  1.55045771e+02 -1.43517898e+02 -1.50623056e-02
  1.54553022e+02 -1.43041888e+02  5.04814288e-01  1.55042868e+02
 -1.43550829e+02 -3.31738244e-03  1.54563678e+02 -1.43037507e+02
  4.98891692e-01  1.55058206e+02 -1.43540260e+02  3.27413372e-03
  1.54565565e+02 -1.43038360e+02  5.01673810e-01  1.55052554e+02
 -1.43549652e+02  8.22218072e-03  1.54556130e+02 -1.43037044e+02
  5.17648471e-01  1.55045937e+02 -1.43548696e+02  1.88708308e-02
  1.54559086e+02 -1.43062212e+02  5.13259390e-01  1.55049707e+02
 -1.43553869e+02  1.70478814e-02  1.54558691e+02 -1.43037368e+02
  5.25014901e-01  1.55055501e+02 -1.43545219e+02  1.54624201e-02
  1.54556215e+02 -1.43049725e+02  5.01878212e-01  1.55058685e+02
 -1.43576755e+02 -1.00958106e-02  1.54554792e+02 -1.43061480e+02
  5.09382720e-01  1.55050289e+02 -1.43558502e+02  1.03916899e-02
  1.54551296e+02 -1.43059300e+02  5.06388752e-01  1.55051244e+02
 -1.43534141e+02  7.06670777e-03  1.54554059e+02 -1.43038359e+02
  5.06569792e-01  1.55051674e+02]
res:  6033 -0.00034470277932996396 0.015180069286543585 0.024171513463860976
[ 1.20687534e-10 -1.03154803e-05 -2.82892181e-01  1.61511776e+04
 -1.43526055e+02  4.45890375e-04  1.54561719e+02 -1.43025547e+02
  5.11478064e-01  1.55055741e+02 -1.43518450e+02  8.00313980e-03
  1.54559042e+02 -1.43047655e+02  4.68569401e-01  1.55048324e+02
 -1.43537540e+02  1.54595697e-02  1.54567140e+02 -1.43057302e+02
  4.92171348e-01  1.55045902e+02 -1.43513148e+02 -2.02370462e-02
  1.54553189e+02 -1.43037324e+02  4.99605420e-01  1.55042947e+02
 -1.43545924e+02 -8.46806437e-03  1.54563823e+02 -1.43032767e+02
  4.93740034e-01  1.55058460e+02 -1.43535800e+02 -1.94865217e-03
  1.54565689e+02 -1.43033498e+02  4.96472172e-01  1.55052672e+02
 -1.43545074e+02  3.05958346e-03  1.54556130e+02 -1.43032407e+02
  5.12487713e-01  1.55046018e+02 -1.43543985e+02  1.37178004e-02
  1.54559284e+02 -1.43057343e+02  5.08063012e-01  1.55049764e+02
 -1.43549276e+02  1.17842945e-02  1.54558691e+02 -1.43032999e+02
  5.19839936e-01  1.55055550e+02 -1.43540344e+02  1.02332626e-02
  1.54556304e+02 -1.43044790e+02  4.96728821e-01  1.55058918e+02
 -1.43572022e+02 -1.53001164e-02  1.54554848e+02 -1.43056579e+02
  5.04183509e-01  1.55050484e+02 -1.43553774e+02  5.16395609e-03
  1.54551279e+02 -1.43054648e+02  5.01217028e-01  1.55051266e+02
 -1.43529467e+02  1.87381863e-03  1.54554083e+02 -1.43033566e+02
  5.01417271e-01  1.55051799e+02]
Niter:  4 row:  199 ngroup:  26 nlines:  6446 gd:  6025
[ 1.20687534e-10 -1.03154803e-05 -2.82892181e-01  1.61511776e+04
 -1.43526055e+02  4.45890375e-04  1.54561719e+02 -1.43025547e+02
  5.11478064e-01  1.55055741e+02 -1.43518450e+02  8.00313980e-03
  1.54559042e+02 -1.43047655e+02  4.68569401e-01  1.55048324e+02
 -1.43537540e+02  1.54595697e-02  1.54567140e+02 -1.43057302e+02
  4.92171348e-01  1.55045902e+02 -1.43513148e+02 -2.02370462e-02
  1.54553189e+02 -1.43037324e+02  4.99605420e-01  1.55042947e+02
 -1.43545924e+02 -8.46806437e-03  1.54563823e+02 -1.43032767e+02
  4.93740034e-01  1.55058460e+02 -1.43535800e+02 -1.94865217e-03
  1.54565689e+02 -1.43033498e+02  4.96472172e-01  1.55052672e+02
 -1.43545074e+02  3.05958346e-03  1.54556130e+02 -1.43032407e+02
  5.12487713e-01  1.55046018e+02 -1.43543985e+02  1.37178004e-02
  1.54559284e+02 -1.43057343e+02  5.08063012e-01  1.55049764e+02
 -1.43549276e+02  1.17842945e-02  1.54558691e+02 -1.43032999e+02
  5.19839936e-01  1.55055550e+02 -1.43540344e+02  1.02332626e-02
  1.54556304e+02 -1.43044790e+02  4.96728821e-01  1.55058918e+02
 -1.43572022e+02 -1.53001164e-02  1.54554848e+02 -1.43056579e+02
  5.04183509e-01  1.55050484e+02 -1.43553774e+02  5.16395609e-03
  1.54551279e+02 -1.43054648e+02  5.01217028e-01  1.55051266e+02
 -1.43529467e+02  1.87381863e-03  1.54554083e+02 -1.43033566e+02
  5.01417271e-01  1.55051799e+02]
res:  6025 -0.00033717018777679186 0.015148170115026005 0.024054657860727684
[ 1.20687546e-10 -1.03154792e-05 -2.82892210e-01  1.61511792e+04
 -1.43519721e+02  6.13533106e-03  1.54567093e+02 -1.43019210e+02
  5.16129070e-01  1.55061115e+02 -1.43512113e+02  1.37076255e-02
  1.54564411e+02 -1.43041316e+02  4.74285826e-01  1.55051697e+02
 -1.43531199e+02  2.11627117e-02  1.54572520e+02 -1.43050960e+02
  4.97879907e-01  1.55049199e+02 -1.43506810e+02 -1.45428188e-02
  1.54558569e+02 -1.43030985e+02  5.02057293e-01  1.55048322e+02
 -1.43539588e+02 -2.76238193e-03  1.54569202e+02 -1.43026429e+02
  4.99456195e-01  1.55063845e+02 -1.43529451e+02  3.74630732e-03
  1.54571068e+02 -1.43027167e+02  5.02168926e-01  1.55058050e+02
 -1.43538736e+02  8.77017662e-03  1.54561496e+02 -1.43026069e+02
  5.21601304e-01  1.55051392e+02 -1.43537651e+02  1.94307463e-02
  1.54564667e+02 -1.43051005e+02  5.13767953e-01  1.55055138e+02
 -1.43542934e+02  1.74638459e-02  1.54564058e+02 -1.43026657e+02
  5.25545307e-01  1.55060921e+02 -1.43534011e+02  1.59166760e-02
  1.54561677e+02 -1.43038455e+02  5.02439654e-01  1.55064303e+02
 -1.43565685e+02 -9.60735266e-03  1.54560220e+02 -1.43044611e+02
  5.09887907e-01  1.55055868e+02 -1.43552670e+02  1.08504798e-02
  1.54556645e+02 -1.43048304e+02  5.06919531e-01  1.55056637e+02
 -1.43523128e+02  7.58287695e-03  1.54559452e+02 -1.43027223e+02
  5.03911744e-01  1.55057175e+02]
Niter:  5 row:  199 ngroup:  26 nlines:  6446 gd:  6021
[ 1.20687546e-10 -1.03154792e-05 -2.82892210e-01  1.61511792e+04
 -1.43519721e+02  6.13533106e-03  1.54567093e+02 -1.43019210e+02
  5.16129070e-01  1.55061115e+02 -1.43512113e+02  1.37076255e-02
  1.54564411e+02 -1.43041316e+02  4.74285826e-01  1.55051697e+02
 -1.43531199e+02  2.11627117e-02  1.54572520e+02 -1.43050960e+02
  4.97879907e-01  1.55049199e+02 -1.43506810e+02 -1.45428188e-02
  1.54558569e+02 -1.43030985e+02  5.02057293e-01  1.55048322e+02
 -1.43539588e+02 -2.76238193e-03  1.54569202e+02 -1.43026429e+02
  4.99456195e-01  1.55063845e+02 -1.43529451e+02  3.74630732e-03
  1.54571068e+02 -1.43027167e+02  5.02168926e-01  1.55058050e+02
 -1.43538736e+02  8.77017662e-03  1.54561496e+02 -1.43026069e+02
  5.21601304e-01  1.55051392e+02 -1.43537651e+02  1.94307463e-02
  1.54564667e+02 -1.43051005e+02  5.13767953e-01  1.55055138e+02
 -1.43542934e+02  1.74638459e-02  1.54564058e+02 -1.43026657e+02
  5.25545307e-01  1.55060921e+02 -1.43534011e+02  1.59166760e-02
  1.54561677e+02 -1.43038455e+02  5.02439654e-01  1.55064303e+02
 -1.43565685e+02 -9.60735266e-03  1.54560220e+02 -1.43044611e+02
  5.09887907e-01  1.55055868e+02 -1.43552670e+02  1.08504798e-02
  1.54556645e+02 -1.43048304e+02  5.06919531e-01  1.55056637e+02
 -1.43523128e+02  7.58287695e-03  1.54559452e+02 -1.43027223e+02
  5.03911744e-01  1.55057175e+02]
res:  6021 -0.0004798691270480049 0.015007821403742128 0.023943214270637465
[ 1.20718236e-10 -1.03150880e-05 -2.82892859e-01  1.61511776e+04
 -1.43514464e+02  6.10428929e-04  1.54564930e+02 -1.43014011e+02
  5.10734849e-01  1.55058925e+02 -1.43506910e+02  8.24575303e-03
  1.54562182e+02 -1.43036227e+02  4.68883766e-01  1.55049612e+02
 -1.43526209e+02  1.57180303e-02  1.54570441e+02 -1.43045925e+02
  4.92463663e-01  1.55047050e+02 -1.43501657e+02 -1.99967071e-02
  1.54557236e+02 -1.43025976e+02  4.95247252e-01  1.55046161e+02
 -1.43534245e+02 -8.16127730e-03  1.54567098e+02 -1.43021264e+02
  4.92809699e-01  1.55061830e+02 -1.43524574e+02 -1.74274527e-03
  1.54568946e+02 -1.43021878e+02  4.96708065e-01  1.55055925e+02
 -1.43533735e+02  3.36757642e-03  1.54559264e+02 -1.43021015e+02
  5.16211194e-01  1.55049233e+02 -1.43532508e+02  1.40339405e-02
  1.54562607e+02 -1.43045721e+02  5.08310597e-01  1.55052960e+02
 -1.43537926e+02  1.19025958e-02  1.54561829e+02 -1.43021859e+02
  5.20114510e-01  1.55058735e+02 -1.43528726e+02  1.03846365e-02
  1.54559522e+02 -1.43033111e+02  4.97039096e-01  1.55062270e+02
 -1.43560527e+02 -1.50949998e-02  1.54558041e+02 -1.43039180e+02
  5.04436347e-01  1.55053807e+02 -1.43547551e+02  5.33376514e-03
  1.54554405e+02 -1.43043224e+02  5.01486513e-01  1.55054430e+02
 -1.43518032e+02  2.14444941e-03  1.54557244e+02 -1.43022005e+02
  4.97115225e-01  1.55055052e+02]
Niter:  6 row:  199 ngroup:  26 nlines:  6446 gd:  6012
[ 1.20718236e-10 -1.03150880e-05 -2.82892859e-01  1.61511776e+04
 -1.43514464e+02  6.10428929e-04  1.54564930e+02 -1.43014011e+02
  5.10734849e-01  1.55058925e+02 -1.43506910e+02  8.24575303e-03
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 -1.43526209e+02  1.57180303e-02  1.54570441e+02 -1.43045925e+02
  4.92463663e-01  1.55047050e+02 -1.43501657e+02 -1.99967071e-02
  1.54557236e+02 -1.43025976e+02  4.95247252e-01  1.55046161e+02
 -1.43534245e+02 -8.16127730e-03  1.54567098e+02 -1.43021264e+02
  4.92809699e-01  1.55061830e+02 -1.43524574e+02 -1.74274527e-03
  1.54568946e+02 -1.43021878e+02  4.96708065e-01  1.55055925e+02
 -1.43533735e+02  3.36757642e-03  1.54559264e+02 -1.43021015e+02
  5.16211194e-01  1.55049233e+02 -1.43532508e+02  1.40339405e-02
  1.54562607e+02 -1.43045721e+02  5.08310597e-01  1.55052960e+02
 -1.43537926e+02  1.19025958e-02  1.54561829e+02 -1.43021859e+02
  5.20114510e-01  1.55058735e+02 -1.43528726e+02  1.03846365e-02
  1.54559522e+02 -1.43033111e+02  4.97039096e-01  1.55062270e+02
 -1.43560527e+02 -1.50949998e-02  1.54558041e+02 -1.43039180e+02
  5.04436347e-01  1.55053807e+02 -1.43547551e+02  5.33376514e-03
  1.54554405e+02 -1.43043224e+02  5.01486513e-01  1.55054430e+02
 -1.43518032e+02  2.14444941e-03  1.54557244e+02 -1.43022005e+02
  4.97115225e-01  1.55055052e+02]
res:  6012 -0.000431734811172646 0.014822394892689772 0.023781392337964766
[ 1.20708842e-10 -1.03145137e-05 -2.82893177e-01  1.61511760e+04
 -1.43506236e+02 -4.51250504e-03  1.54567338e+02 -1.43005945e+02
  5.05684243e-01  1.55061275e+02 -1.43498838e+02  3.12670356e-03
  1.54564523e+02 -1.43028250e+02  4.63792929e-01  1.55050953e+02
 -1.43515203e+02  1.06120032e-02  1.54572952e+02 -1.43038163e+02
  4.87374360e-01  1.55049471e+02 -1.43493743e+02 -2.50616988e-02
  1.54560435e+02 -1.43018062e+02  4.88960644e-01  1.55048586e+02
 -1.43525775e+02 -1.32148803e-02  1.54569580e+02 -1.43013193e+02
  4.86628655e-01  1.55065543e+02 -1.43517136e+02 -6.87205248e-03
  1.54571393e+02 -1.43013509e+02  4.91602339e-01  1.55058372e+02
 -1.43525957e+02 -1.71717058e-03  1.54561610e+02 -1.43013183e+02
  5.11139034e-01  1.55051636e+02 -1.43524391e+02  8.95714708e-03
  1.54565145e+02 -1.43034109e+02  5.03203619e-01  1.55055344e+02
 -1.43530236e+02  6.75507630e-03  1.54564150e+02 -1.43014421e+02
  5.13214104e-01  1.55061112e+02 -1.43517074e+02  5.27662277e-03
  1.54561966e+02 -1.43021434e+02  4.91980282e-01  1.55064861e+02
 -1.43552466e+02 -2.01858612e-02  1.54560413e+02 -1.43030686e+02
  4.99331612e-01  1.55056347e+02 -1.43539498e+02  2.20973499e-04
  1.54556688e+02 -1.43035347e+02  4.94525140e-01  1.55056776e+02
 -1.43510106e+02 -2.97207345e-03  1.54559603e+02 -1.43011043e+02
  4.90806803e-01  1.55057513e+02]
Saving figure to  wave_resid_43670005_fiber199.png
Final values:
res:  -0.000431734811172646 0.023781392337964766
pars:  [ 1.20708842e-10 -1.03145137e-05 -2.82893177e-01  1.61511760e+04
 -1.43506236e+02 -4.51250504e-03  1.54567338e+02 -1.43005945e+02
  5.05684243e-01  1.55061275e+02 -1.43498838e+02  3.12670356e-03
  1.54564523e+02 -1.43028250e+02  4.63792929e-01  1.55050953e+02
 -1.43515203e+02  1.06120032e-02  1.54572952e+02 -1.43038163e+02
  4.87374360e-01  1.55049471e+02 -1.43493743e+02 -2.50616988e-02
  1.54560435e+02 -1.43018062e+02  4.88960644e-01  1.55048586e+02
 -1.43525775e+02 -1.32148803e-02  1.54569580e+02 -1.43013193e+02
  4.86628655e-01  1.55065543e+02 -1.43517136e+02 -6.87205248e-03
  1.54571393e+02 -1.43013509e+02  4.91602339e-01  1.55058372e+02
 -1.43525957e+02 -1.71717058e-03  1.54561610e+02 -1.43013183e+02
  5.11139034e-01  1.55051636e+02 -1.43524391e+02  8.95714708e-03
  1.54565145e+02 -1.43034109e+02  5.03203619e-01  1.55055344e+02
 -1.43530236e+02  6.75507630e-03  1.54564150e+02 -1.43014421e+02
  5.13214104e-01  1.55061112e+02 -1.43517074e+02  5.27662277e-03
  1.54561966e+02 -1.43021434e+02  4.91980282e-01  1.55064861e+02
 -1.43552466e+02 -2.01858612e-02  1.54560413e+02 -1.43030686e+02
  4.99331612e-01  1.55056347e+02 -1.43539498e+02  2.20973499e-04
  1.54556688e+02 -1.43035347e+02  4.94525140e-01  1.55056776e+02
 -1.43510106e+02 -2.97207345e-03  1.54559603e+02 -1.43011043e+02
  4.90806803e-01  1.55057513e+02]
199 [ 1.20708842e-10 -1.03145137e-05 -2.82893177e-01  1.61511760e+04
 -1.43506236e+02 -4.51250504e-03  1.54567338e+02 -1.43005945e+02
  5.05684243e-01  1.55061275e+02 -1.43498838e+02  3.12670356e-03
  1.54564523e+02 -1.43028250e+02  4.63792929e-01  1.55050953e+02
 -1.43515203e+02  1.06120032e-02  1.54572952e+02 -1.43038163e+02
  4.87374360e-01  1.55049471e+02 -1.43493743e+02 -2.50616988e-02
  1.54560435e+02 -1.43018062e+02  4.88960644e-01  1.55048586e+02
 -1.43525775e+02 -1.32148803e-02  1.54569580e+02 -1.43013193e+02
  4.86628655e-01  1.55065543e+02 -1.43517136e+02 -6.87205248e-03
  1.54571393e+02 -1.43013509e+02  4.91602339e-01  1.55058372e+02
 -1.43525957e+02 -1.71717058e-03  1.54561610e+02 -1.43013183e+02
  5.11139034e-01  1.55051636e+02 -1.43524391e+02  8.95714708e-03
  1.54565145e+02 -1.43034109e+02  5.03203619e-01  1.55055344e+02
 -1.43530236e+02  6.75507630e-03  1.54564150e+02 -1.43014421e+02
  5.13214104e-01  1.55061112e+02 -1.43517074e+02  5.27662277e-03
  1.54561966e+02 -1.43021434e+02  4.91980282e-01  1.55064861e+02
 -1.43552466e+02 -2.01858612e-02  1.54560413e+02 -1.43030686e+02
  4.99331612e-01  1.55056347e+02 -1.43539498e+02  2.20973499e-04
  1.54556688e+02 -1.43035347e+02  4.94525140e-01  1.55056776e+02
 -1.43510106e+02 -2.97207345e-03  1.54559603e+02 -1.43011043e+02
  4.90806803e-01  1.55057513e+02]
--- Row 201/300 row=200 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  200
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=200 ---
Niter:  0 row:  200 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.0006629486470046686 0.012192459090329066 0.030778623406071626
[ 1.20543098e-10 -1.03135158e-05 -2.82888794e-01  1.61512150e+04
 -1.43463779e+02 -3.41529002e-14  1.54613675e+02]
Niter:  1 row:  200 ngroup:  1 nlines:  242 gd:  219
[ 1.20543098e-10 -1.03135158e-05 -2.82888794e-01  1.61512150e+04
 -1.43463779e+02 -3.41529002e-14  1.54613675e+02]
res:  219 0.0006126030330051435 0.012897787191832322 0.019384513712602
[ 1.20931465e-10 -1.03136259e-05 -2.82896255e-01  1.61512133e+04
 -1.43426792e+02  3.91822038e-11  1.54574462e+02]
Niter:  2 row:  200 ngroup:  1 nlines:  242 gd:  224
[ 1.20931465e-10 -1.03136259e-05 -2.82896255e-01  1.61512133e+04
 -1.43426792e+02  3.91822038e-11  1.54574462e+02]
res:  224 0.00032288217789755436 0.012773346654284978 0.020733242704241536
[ 1.21394397e-10 -1.03136215e-05 -2.82902523e-01  1.61512163e+04
 -1.43380922e+02  4.84098294e-11  1.54561097e+02]
Niter:  3 row:  200 ngroup:  1 nlines:  242 gd:  223
[ 1.21394397e-10 -1.03136215e-05 -2.82902523e-01  1.61512163e+04
 -1.43380922e+02  4.84098294e-11  1.54561097e+02]
res:  223 0.0005090007680337294 0.012518846778220905 0.020360524405218367
[ 1.21549822e-10 -1.03137340e-05 -2.82904945e-01  1.61512154e+04
 -1.43372901e+02  1.58774622e-10  1.54546226e+02]
Niter:  4 row:  200 ngroup:  1 nlines:  242 gd:  221
[ 1.21549822e-10 -1.03137340e-05 -2.82904945e-01  1.61512154e+04
 -1.43372901e+02  1.58774622e-10  1.54546226e+02]
res:  221 -0.00019922329101973446 0.012407946462190012 0.019724765122060055
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
Niter:  5 row:  200 ngroup:  1 nlines:  242 gd:  221
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
res:  221 -0.00019922329101973446 0.012407946466737485 0.01972476512204481
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
Niter:  6 row:  200 ngroup:  1 nlines:  242 gd:  221
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
res:  221 -0.00019922329101973446 0.012407946466737485 0.01972476512204481
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
Final values:
res:  -0.00019922329101973446 0.01972476512204481
pars:  [ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
200 [ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02]
elapsed: 2.9 sec.
Niter:  0 row:  200 ngroup:  26 nlines:  6323 gd:  6323
[ 1.21540952e-10 -1.03139063e-05 -2.82905315e-01  1.61512163e+04
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02 -1.43368941e+02  2.29583713e-10
  1.54541566e+02 -1.43368941e+02  2.29583713e-10  1.54541566e+02
 -1.43368941e+02  2.29583713e-10  1.54541566e+02 -1.43368941e+02
  2.29583713e-10  1.54541566e+02]
res:  6323 4.021518543595448e-05 0.014573797225239105 0.03485354254184608
[ 1.21540964e-10 -1.03139073e-05 -2.82905286e-01  1.61512147e+04
 -1.43376743e+02 -2.90615662e-03  1.54533409e+02 -1.42874041e+02
  5.05318051e-01  1.55028585e+02 -1.43373721e+02  6.43220320e-03
  1.54525550e+02 -1.42908658e+02  5.13867706e-01  1.55032999e+02
 -1.43359045e+02  1.53315986e-02  1.54540702e+02 -1.42903160e+02
  5.13305063e-01  1.55039917e+02 -1.43348046e+02  2.56888014e-02
  1.54531589e+02 -1.42887426e+02  4.86333329e-01  1.55028723e+02
 -1.43404678e+02  1.37896508e-03  1.54541108e+02 -1.42900934e+02
  5.17003066e-01  1.55030153e+02 -1.43368744e+02  2.48762400e-02
  1.54536242e+02 -1.42895684e+02  5.20529052e-01  1.55024020e+02
 -1.43398223e+02 -7.71725937e-03  1.54525286e+02 -1.42903134e+02
  5.22647720e-01  1.55024569e+02 -1.43397589e+02  2.10494180e-02
  1.54533839e+02 -1.42907762e+02  5.24059572e-01  1.55029695e+02
 -1.43378962e+02  4.06537057e-03  1.54536625e+02 -1.42882222e+02
  4.97767843e-01  1.55029617e+02 -1.43404051e+02  2.87549755e-02
  1.54540671e+02 -1.42910559e+02  4.95545405e-01  1.55038112e+02
 -1.43387638e+02  3.07530264e-03  1.54533565e+02 -1.42887317e+02
  5.02636301e-01  1.55028185e+02 -1.43399222e+02  6.32646278e-03
  1.54524684e+02 -1.42907872e+02  5.09539432e-01  1.55014650e+02
 -1.43391029e+02  2.02333599e-02  1.54525322e+02 -1.42928163e+02
  4.80068691e-01  1.55015680e+02]
Niter:  1 row:  200 ngroup:  26 nlines:  6323 gd:  5846
[ 1.21540964e-10 -1.03139073e-05 -2.82905286e-01  1.61512147e+04
 -1.43376743e+02 -2.90615662e-03  1.54533409e+02 -1.42874041e+02
  5.05318051e-01  1.55028585e+02 -1.43373721e+02  6.43220320e-03
  1.54525550e+02 -1.42908658e+02  5.13867706e-01  1.55032999e+02
 -1.43359045e+02  1.53315986e-02  1.54540702e+02 -1.42903160e+02
  5.13305063e-01  1.55039917e+02 -1.43348046e+02  2.56888014e-02
  1.54531589e+02 -1.42887426e+02  4.86333329e-01  1.55028723e+02
 -1.43404678e+02  1.37896508e-03  1.54541108e+02 -1.42900934e+02
  5.17003066e-01  1.55030153e+02 -1.43368744e+02  2.48762400e-02
  1.54536242e+02 -1.42895684e+02  5.20529052e-01  1.55024020e+02
 -1.43398223e+02 -7.71725937e-03  1.54525286e+02 -1.42903134e+02
  5.22647720e-01  1.55024569e+02 -1.43397589e+02  2.10494180e-02
  1.54533839e+02 -1.42907762e+02  5.24059572e-01  1.55029695e+02
 -1.43378962e+02  4.06537057e-03  1.54536625e+02 -1.42882222e+02
  4.97767843e-01  1.55029617e+02 -1.43404051e+02  2.87549755e-02
  1.54540671e+02 -1.42910559e+02  4.95545405e-01  1.55038112e+02
 -1.43387638e+02  3.07530264e-03  1.54533565e+02 -1.42887317e+02
  5.02636301e-01  1.55028185e+02 -1.43399222e+02  6.32646278e-03
  1.54524684e+02 -1.42907872e+02  5.09539432e-01  1.55014650e+02
 -1.43391029e+02  2.02333599e-02  1.54525322e+02 -1.42928163e+02
  4.80068691e-01  1.55015680e+02]
res:  5846 -0.0004862552887061611 0.014460461659837165 0.02374260371713512
[ 1.21540952e-10 -1.03139084e-05 -2.82905258e-01  1.61512131e+04
 -1.43382911e+02 -1.19650667e-02  1.54535835e+02 -1.42899129e+02
  4.90582564e-01  1.55024894e+02 -1.43380853e+02 -9.61995226e-03
  1.54525547e+02 -1.42916055e+02  4.94237582e-01  1.55031569e+02
 -1.43371225e+02 -9.67024885e-03  1.54538492e+02 -1.42901600e+02
  4.97253382e-01  1.55033113e+02 -1.43380825e+02 -5.35032822e-04
  1.54531105e+02 -1.42899167e+02  4.81284420e-01  1.55027309e+02
 -1.43412503e+02 -1.96088896e-02  1.54528197e+02 -1.42911576e+02
  4.94445309e-01  1.55025927e+02 -1.43380884e+02 -4.36800859e-04
  1.54534320e+02 -1.42903367e+02  5.00107311e-01  1.55019216e+02
 -1.43405345e+02 -1.34726894e-02  1.54521048e+02 -1.42906972e+02
  4.95809487e-01  1.55026457e+02 -1.43395966e+02 -1.71432574e-02
  1.54529074e+02 -1.42912150e+02  4.99077672e-01  1.55031203e+02
 -1.43400521e+02 -9.47555548e-03  1.54531423e+02 -1.42885364e+02
  4.76279917e-01  1.55025094e+02 -1.43408608e+02  3.06173324e-03
  1.54533629e+02 -1.42899224e+02  4.76418384e-01  1.55032165e+02
 -1.43388966e+02 -1.43672057e-02  1.54530790e+02 -1.42890527e+02
  4.94616658e-01  1.55025673e+02 -1.43417472e+02 -1.44809592e-02
  1.54517865e+02 -1.42921662e+02  4.94173119e-01  1.55010022e+02
 -1.43389548e+02  3.72039894e-04  1.54520892e+02 -1.42921115e+02
  4.75480115e-01  1.55013736e+02]
Niter:  2 row:  200 ngroup:  26 nlines:  6323 gd:  5842
[ 1.21540952e-10 -1.03139084e-05 -2.82905258e-01  1.61512131e+04
 -1.43382911e+02 -1.19650667e-02  1.54535835e+02 -1.42899129e+02
  4.90582564e-01  1.55024894e+02 -1.43380853e+02 -9.61995226e-03
  1.54525547e+02 -1.42916055e+02  4.94237582e-01  1.55031569e+02
 -1.43371225e+02 -9.67024885e-03  1.54538492e+02 -1.42901600e+02
  4.97253382e-01  1.55033113e+02 -1.43380825e+02 -5.35032822e-04
  1.54531105e+02 -1.42899167e+02  4.81284420e-01  1.55027309e+02
 -1.43412503e+02 -1.96088896e-02  1.54528197e+02 -1.42911576e+02
  4.94445309e-01  1.55025927e+02 -1.43380884e+02 -4.36800859e-04
  1.54534320e+02 -1.42903367e+02  5.00107311e-01  1.55019216e+02
 -1.43405345e+02 -1.34726894e-02  1.54521048e+02 -1.42906972e+02
  4.95809487e-01  1.55026457e+02 -1.43395966e+02 -1.71432574e-02
  1.54529074e+02 -1.42912150e+02  4.99077672e-01  1.55031203e+02
 -1.43400521e+02 -9.47555548e-03  1.54531423e+02 -1.42885364e+02
  4.76279917e-01  1.55025094e+02 -1.43408608e+02  3.06173324e-03
  1.54533629e+02 -1.42899224e+02  4.76418384e-01  1.55032165e+02
 -1.43388966e+02 -1.43672057e-02  1.54530790e+02 -1.42890527e+02
  4.94616658e-01  1.55025673e+02 -1.43417472e+02 -1.44809592e-02
  1.54517865e+02 -1.42921662e+02  4.94173119e-01  1.55010022e+02
 -1.43389548e+02  3.72039894e-04  1.54520892e+02 -1.42921115e+02
  4.75480115e-01  1.55013736e+02]
res:  5842 -0.000704647043676232 0.014515233397105476 0.023639338749079704
[ 1.21540940e-10 -1.03139094e-05 -2.82905230e-01  1.61512114e+04
 -1.43389896e+02 -1.76753236e-02  1.54531064e+02 -1.42906087e+02
  4.84887738e-01  1.55020126e+02 -1.43387839e+02 -2.16220818e-02
  1.54522736e+02 -1.42923045e+02  4.85601061e-01  1.55026809e+02
 -1.43382911e+02 -1.53624594e-02  1.54533730e+02 -1.42903568e+02
  4.87984698e-01  1.55028341e+02 -1.43387796e+02 -1.29576315e-02
  1.54526346e+02 -1.42911012e+02  4.75569541e-01  1.55024466e+02
 -1.43419498e+02 -2.53136476e-02  1.54521541e+02 -1.42918557e+02
  4.88759882e-01  1.55021166e+02 -1.43387864e+02 -9.34076062e-03
  1.54529553e+02 -1.42904849e+02  4.91319175e-01  1.55014452e+02
 -1.43412311e+02 -1.91573765e-02  1.54518173e+02 -1.42913970e+02
  4.79768944e-01  1.55023712e+02 -1.43402955e+02 -2.58688058e-02
  1.54524308e+02 -1.42914631e+02  4.86223180e-01  1.55026439e+02
 -1.43419291e+02 -1.51748371e-02  1.54526665e+02 -1.42882453e+02
  4.67585284e-01  1.55022344e+02 -1.43415596e+02 -5.88609862e-03
  1.54528862e+02 -1.42906207e+02  4.67714817e-01  1.55027406e+02
 -1.43395965e+02 -2.64370356e-02  1.54526029e+02 -1.42897490e+02
  4.92022397e-01  1.55020909e+02 -1.43424461e+02 -2.35912358e-02
  1.54513098e+02 -1.42928652e+02  4.85542898e-01  1.55005256e+02
 -1.43396519e+02 -1.50446961e-02  1.54516127e+02 -1.42928084e+02
  4.69775282e-01  1.55008974e+02]
Niter:  3 row:  200 ngroup:  26 nlines:  6323 gd:  5845
[ 1.21540940e-10 -1.03139094e-05 -2.82905230e-01  1.61512114e+04
 -1.43389896e+02 -1.76753236e-02  1.54531064e+02 -1.42906087e+02
  4.84887738e-01  1.55020126e+02 -1.43387839e+02 -2.16220818e-02
  1.54522736e+02 -1.42923045e+02  4.85601061e-01  1.55026809e+02
 -1.43382911e+02 -1.53624594e-02  1.54533730e+02 -1.42903568e+02
  4.87984698e-01  1.55028341e+02 -1.43387796e+02 -1.29576315e-02
  1.54526346e+02 -1.42911012e+02  4.75569541e-01  1.55024466e+02
 -1.43419498e+02 -2.53136476e-02  1.54521541e+02 -1.42918557e+02
  4.88759882e-01  1.55021166e+02 -1.43387864e+02 -9.34076062e-03
  1.54529553e+02 -1.42904849e+02  4.91319175e-01  1.55014452e+02
 -1.43412311e+02 -1.91573765e-02  1.54518173e+02 -1.42913970e+02
  4.79768944e-01  1.55023712e+02 -1.43402955e+02 -2.58688058e-02
  1.54524308e+02 -1.42914631e+02  4.86223180e-01  1.55026439e+02
 -1.43419291e+02 -1.51748371e-02  1.54526665e+02 -1.42882453e+02
  4.67585284e-01  1.55022344e+02 -1.43415596e+02 -5.88609862e-03
  1.54528862e+02 -1.42906207e+02  4.67714817e-01  1.55027406e+02
 -1.43395965e+02 -2.64370356e-02  1.54526029e+02 -1.42897490e+02
  4.92022397e-01  1.55020909e+02 -1.43424461e+02 -2.35912358e-02
  1.54513098e+02 -1.42928652e+02  4.85542898e-01  1.55005256e+02
 -1.43396519e+02 -1.50446961e-02  1.54516127e+02 -1.42928084e+02
  4.69775282e-01  1.55008974e+02]
res:  5845 -0.0007467974701285129 0.014425185068830615 0.023554815741739493
[ 1.21220378e-10 -1.03142204e-05 -2.82899751e-01  1.61512131e+04
 -1.43424610e+02 -1.19305140e-02  1.54556898e+02 -1.42940425e+02
  4.91053961e-01  1.55046838e+02 -1.43422765e+02 -1.58721766e-02
  1.54548507e+02 -1.42958367e+02  4.91480376e-01  1.55052551e+02
 -1.43417873e+02 -8.94897226e-03  1.54559526e+02 -1.42938388e+02
  4.93856694e-01  1.55054273e+02 -1.43422403e+02 -6.54533509e-03
  1.54552028e+02 -1.42946026e+02  4.82254009e-01  1.55050392e+02
 -1.43454560e+02 -1.95326647e-02  1.54547519e+02 -1.42953212e+02
  4.95251835e-01  1.55046939e+02 -1.43422777e+02 -3.05443518e-03
  1.54555449e+02 -1.42939774e+02  4.97376451e-01  1.55040165e+02
 -1.43446653e+02 -1.24748512e-02  1.54543805e+02 -1.42949263e+02
  4.85119298e-01  1.55049602e+02 -1.43438253e+02 -1.96893643e-02
  1.54550165e+02 -1.42949243e+02  4.89421641e-01  1.55052324e+02
 -1.43454554e+02 -9.05635712e-03  1.54553208e+02 -1.42917066e+02
  4.73196203e-01  1.55048141e+02 -1.43450558e+02  4.36275686e-04
  1.54554779e+02 -1.42941182e+02  4.73994515e-01  1.55053185e+02
 -1.43431358e+02 -2.11934098e-02  1.54551764e+02 -1.42931836e+02
  4.98436988e-01  1.55046788e+02 -1.43459315e+02 -1.70967132e-02
  1.54538949e+02 -1.42963580e+02  4.91683623e-01  1.55031133e+02
 -1.43431179e+02 -9.08316619e-03  1.54541978e+02 -1.42962689e+02
  4.75697417e-01  1.55034796e+02]
Niter:  4 row:  200 ngroup:  26 nlines:  6323 gd:  5844
[ 1.21220378e-10 -1.03142204e-05 -2.82899751e-01  1.61512131e+04
 -1.43424610e+02 -1.19305140e-02  1.54556898e+02 -1.42940425e+02
  4.91053961e-01  1.55046838e+02 -1.43422765e+02 -1.58721766e-02
  1.54548507e+02 -1.42958367e+02  4.91480376e-01  1.55052551e+02
 -1.43417873e+02 -8.94897226e-03  1.54559526e+02 -1.42938388e+02
  4.93856694e-01  1.55054273e+02 -1.43422403e+02 -6.54533509e-03
  1.54552028e+02 -1.42946026e+02  4.82254009e-01  1.55050392e+02
 -1.43454560e+02 -1.95326647e-02  1.54547519e+02 -1.42953212e+02
  4.95251835e-01  1.55046939e+02 -1.43422777e+02 -3.05443518e-03
  1.54555449e+02 -1.42939774e+02  4.97376451e-01  1.55040165e+02
 -1.43446653e+02 -1.24748512e-02  1.54543805e+02 -1.42949263e+02
  4.85119298e-01  1.55049602e+02 -1.43438253e+02 -1.96893643e-02
  1.54550165e+02 -1.42949243e+02  4.89421641e-01  1.55052324e+02
 -1.43454554e+02 -9.05635712e-03  1.54553208e+02 -1.42917066e+02
  4.73196203e-01  1.55048141e+02 -1.43450558e+02  4.36275686e-04
  1.54554779e+02 -1.42941182e+02  4.73994515e-01  1.55053185e+02
 -1.43431358e+02 -2.11934098e-02  1.54551764e+02 -1.42931836e+02
  4.98436988e-01  1.55046788e+02 -1.43459315e+02 -1.70967132e-02
  1.54538949e+02 -1.42963580e+02  4.91683623e-01  1.55031133e+02
 -1.43431179e+02 -9.08316619e-03  1.54541978e+02 -1.42962689e+02
  4.75697417e-01  1.55034796e+02]
res:  5844 -0.00071108371776063 0.014424034356125048 0.023513660326742444
[ 1.21220366e-10 -1.03142215e-05 -2.82899779e-01  1.61512114e+04
 -1.43427800e+02 -1.78909472e-02  1.54550483e+02 -1.42943587e+02
  4.85082645e-01  1.55039621e+02 -1.43431445e+02 -2.18287221e-02
  1.54542127e+02 -1.42956008e+02  4.85387739e-01  1.55046169e+02
 -1.43420998e+02 -1.49428811e-02  1.54553122e+02 -1.42951553e+02
  4.87887676e-01  1.55047893e+02 -1.43425417e+02 -9.33370286e-03
  1.54545618e+02 -1.42949218e+02  4.75128439e-01  1.55046041e+02
 -1.43452705e+02 -2.87300537e-02  1.54541123e+02 -1.42956413e+02
  4.86266171e-01  1.55040527e+02 -1.43425643e+02 -9.03376683e-03
  1.54549059e+02 -1.42943233e+02  4.91412607e-01  1.55033778e+02
 -1.43449895e+02 -1.84782065e-02  1.54537399e+02 -1.42952194e+02
  4.76993643e-01  1.55043176e+02 -1.43440954e+02 -2.56702674e-02
  1.54543784e+02 -1.42952402e+02  4.82949713e-01  1.55045904e+02
 -1.43457325e+02 -1.81823003e-02  1.54547969e+02 -1.42920188e+02
  4.60715304e-01  1.55041730e+02 -1.43459191e+02 -5.54528915e-03
  1.54548401e+02 -1.42944269e+02  4.68028315e-01  1.55046791e+02
 -1.43434287e+02 -2.28715622e-02  1.54545382e+02 -1.42935036e+02
  4.92453776e-01  1.55040400e+02 -1.43462441e+02 -1.61929061e-02
  1.54532562e+02 -1.42966650e+02  4.88900908e-01  1.55024708e+02
 -1.43429661e+02 -1.50644725e-02  1.54535585e+02 -1.42965710e+02
  4.72667325e-01  1.55028405e+02]
Niter:  5 row:  200 ngroup:  26 nlines:  6323 gd:  5844
[ 1.21220366e-10 -1.03142215e-05 -2.82899779e-01  1.61512114e+04
 -1.43427800e+02 -1.78909472e-02  1.54550483e+02 -1.42943587e+02
  4.85082645e-01  1.55039621e+02 -1.43431445e+02 -2.18287221e-02
  1.54542127e+02 -1.42956008e+02  4.85387739e-01  1.55046169e+02
 -1.43420998e+02 -1.49428811e-02  1.54553122e+02 -1.42951553e+02
  4.87887676e-01  1.55047893e+02 -1.43425417e+02 -9.33370286e-03
  1.54545618e+02 -1.42949218e+02  4.75128439e-01  1.55046041e+02
 -1.43452705e+02 -2.87300537e-02  1.54541123e+02 -1.42956413e+02
  4.86266171e-01  1.55040527e+02 -1.43425643e+02 -9.03376683e-03
  1.54549059e+02 -1.42943233e+02  4.91412607e-01  1.55033778e+02
 -1.43449895e+02 -1.84782065e-02  1.54537399e+02 -1.42952194e+02
  4.76993643e-01  1.55043176e+02 -1.43440954e+02 -2.56702674e-02
  1.54543784e+02 -1.42952402e+02  4.82949713e-01  1.55045904e+02
 -1.43457325e+02 -1.81823003e-02  1.54547969e+02 -1.42920188e+02
  4.60715304e-01  1.55041730e+02 -1.43459191e+02 -5.54528915e-03
  1.54548401e+02 -1.42944269e+02  4.68028315e-01  1.55046791e+02
 -1.43434287e+02 -2.28715622e-02  1.54545382e+02 -1.42935036e+02
  4.92453776e-01  1.55040400e+02 -1.43462441e+02 -1.61929061e-02
  1.54532562e+02 -1.42966650e+02  4.88900908e-01  1.55024708e+02
 -1.43429661e+02 -1.50644725e-02  1.54535585e+02 -1.42965710e+02
  4.72667325e-01  1.55028405e+02]
res:  5844 -0.000662050584651297 0.014466672429989558 0.023470843755349777
[ 1.21061826e-10 -1.03147392e-05 -2.82897939e-01  1.61512130e+04
 -1.43439283e+02 -1.27568404e-02  1.54553505e+02 -1.42954783e+02
  4.90345606e-01  1.55042629e+02 -1.43443067e+02 -1.66903453e-02
  1.54545083e+02 -1.42963064e+02  4.90686553e-01  1.55048952e+02
 -1.43432559e+02 -9.62294766e-03  1.54555942e+02 -1.42963083e+02
  4.93056478e-01  1.55051007e+02 -1.43436735e+02 -3.93259294e-03
  1.54548313e+02 -1.42960895e+02  4.80169564e-01  1.55049081e+02
 -1.43459856e+02 -2.35507501e-02  1.54544290e+02 -1.42963498e+02
  4.85262364e-01  1.55043305e+02 -1.43437065e+02 -3.74445350e-03
  1.54552058e+02 -1.42954640e+02  4.96636054e-01  1.55036591e+02
 -1.43461168e+02 -1.30521141e-02  1.54540038e+02 -1.42963854e+02
  4.82443543e-01  1.55046111e+02 -1.43452494e+02 -2.04368604e-02
  1.54546737e+02 -1.42963804e+02  4.88127950e-01  1.55048818e+02
 -1.43468876e+02 -1.28605490e-02  1.54550726e+02 -1.42931540e+02
  4.62793336e-01  1.55044528e+02 -1.43470851e+02 -1.98195595e-04
  1.54551418e+02 -1.42955788e+02  4.73320954e-01  1.55049557e+02
 -1.43445977e+02 -1.75527831e-02  1.54548170e+02 -1.42946278e+02
  4.97770490e-01  1.55043334e+02 -1.43473977e+02 -1.07013931e-02
  1.54535531e+02 -1.42978194e+02  4.94215225e-01  1.55027651e+02
 -1.43441087e+02 -9.85986409e-03  1.54538521e+02 -1.42977013e+02
  4.77930818e-01  1.55031261e+02]
Niter:  6 row:  200 ngroup:  26 nlines:  6323 gd:  5859
[ 1.21061826e-10 -1.03147392e-05 -2.82897939e-01  1.61512130e+04
 -1.43439283e+02 -1.27568404e-02  1.54553505e+02 -1.42954783e+02
  4.90345606e-01  1.55042629e+02 -1.43443067e+02 -1.66903453e-02
  1.54545083e+02 -1.42963064e+02  4.90686553e-01  1.55048952e+02
 -1.43432559e+02 -9.62294766e-03  1.54555942e+02 -1.42963083e+02
  4.93056478e-01  1.55051007e+02 -1.43436735e+02 -3.93259294e-03
  1.54548313e+02 -1.42960895e+02  4.80169564e-01  1.55049081e+02
 -1.43459856e+02 -2.35507501e-02  1.54544290e+02 -1.42963498e+02
  4.85262364e-01  1.55043305e+02 -1.43437065e+02 -3.74445350e-03
  1.54552058e+02 -1.42954640e+02  4.96636054e-01  1.55036591e+02
 -1.43461168e+02 -1.30521141e-02  1.54540038e+02 -1.42963854e+02
  4.82443543e-01  1.55046111e+02 -1.43452494e+02 -2.04368604e-02
  1.54546737e+02 -1.42963804e+02  4.88127950e-01  1.55048818e+02
 -1.43468876e+02 -1.28605490e-02  1.54550726e+02 -1.42931540e+02
  4.62793336e-01  1.55044528e+02 -1.43470851e+02 -1.98195595e-04
  1.54551418e+02 -1.42955788e+02  4.73320954e-01  1.55049557e+02
 -1.43445977e+02 -1.75527831e-02  1.54548170e+02 -1.42946278e+02
  4.97770490e-01  1.55043334e+02 -1.43473977e+02 -1.07013931e-02
  1.54535531e+02 -1.42978194e+02  4.94215225e-01  1.55027651e+02
 -1.43441087e+02 -9.85986409e-03  1.54538521e+02 -1.42977013e+02
  4.77930818e-01  1.55031261e+02]
res:  5859 -0.0006447560499509564 0.014509375612760778 0.02365602624331035
[ 1.21055173e-10 -1.03147392e-05 -2.82897939e-01  1.61512130e+04
 -1.43439283e+02 -1.27568404e-02  1.54553505e+02 -1.42954783e+02
  4.90345606e-01  1.55042629e+02 -1.43443067e+02 -1.66903453e-02
  1.54545083e+02 -1.42963064e+02  4.90686553e-01  1.55048952e+02
 -1.43432559e+02 -9.62294766e-03  1.54555942e+02 -1.42963083e+02
  4.93056478e-01  1.55051007e+02 -1.43436735e+02 -3.93259294e-03
  1.54548313e+02 -1.42960895e+02  4.80169564e-01  1.55049081e+02
 -1.43459856e+02 -2.35507501e-02  1.54544290e+02 -1.42963498e+02
  4.85262364e-01  1.55043305e+02 -1.43437065e+02 -3.74445350e-03
  1.54552058e+02 -1.42954640e+02  4.96636054e-01  1.55036591e+02
 -1.43461168e+02 -1.30521141e-02  1.54540038e+02 -1.42963854e+02
  4.82443543e-01  1.55046111e+02 -1.43452494e+02 -2.04368604e-02
  1.54546737e+02 -1.42963804e+02  4.88127950e-01  1.55048818e+02
 -1.43468876e+02 -1.28605490e-02  1.54550726e+02 -1.42931540e+02
  4.62793336e-01  1.55044528e+02 -1.43470851e+02 -1.98195595e-04
  1.54551418e+02 -1.42955788e+02  4.73320954e-01  1.55049557e+02
 -1.43445977e+02 -1.75527831e-02  1.54548170e+02 -1.42946278e+02
  4.97770490e-01  1.55043334e+02 -1.43473977e+02 -1.07013931e-02
  1.54535531e+02 -1.42978194e+02  4.94215225e-01  1.55027651e+02
 -1.43441087e+02 -9.85986409e-03  1.54538521e+02 -1.42977013e+02
  4.77930818e-01  1.55031261e+02]
Saving figure to  wave_resid_43670005_fiber200.png
Final values:
res:  -0.0006447560499509564 0.02365602624331035
pars:  [ 1.21055173e-10 -1.03147392e-05 -2.82897939e-01  1.61512130e+04
 -1.43439283e+02 -1.27568404e-02  1.54553505e+02 -1.42954783e+02
  4.90345606e-01  1.55042629e+02 -1.43443067e+02 -1.66903453e-02
  1.54545083e+02 -1.42963064e+02  4.90686553e-01  1.55048952e+02
 -1.43432559e+02 -9.62294766e-03  1.54555942e+02 -1.42963083e+02
  4.93056478e-01  1.55051007e+02 -1.43436735e+02 -3.93259294e-03
  1.54548313e+02 -1.42960895e+02  4.80169564e-01  1.55049081e+02
 -1.43459856e+02 -2.35507501e-02  1.54544290e+02 -1.42963498e+02
  4.85262364e-01  1.55043305e+02 -1.43437065e+02 -3.74445350e-03
  1.54552058e+02 -1.42954640e+02  4.96636054e-01  1.55036591e+02
 -1.43461168e+02 -1.30521141e-02  1.54540038e+02 -1.42963854e+02
  4.82443543e-01  1.55046111e+02 -1.43452494e+02 -2.04368604e-02
  1.54546737e+02 -1.42963804e+02  4.88127950e-01  1.55048818e+02
 -1.43468876e+02 -1.28605490e-02  1.54550726e+02 -1.42931540e+02
  4.62793336e-01  1.55044528e+02 -1.43470851e+02 -1.98195595e-04
  1.54551418e+02 -1.42955788e+02  4.73320954e-01  1.55049557e+02
 -1.43445977e+02 -1.75527831e-02  1.54548170e+02 -1.42946278e+02
  4.97770490e-01  1.55043334e+02 -1.43473977e+02 -1.07013931e-02
  1.54535531e+02 -1.42978194e+02  4.94215225e-01  1.55027651e+02
 -1.43441087e+02 -9.85986409e-03  1.54538521e+02 -1.42977013e+02
  4.77930818e-01  1.55031261e+02]
200 [ 1.21055173e-10 -1.03147392e-05 -2.82897939e-01  1.61512130e+04
 -1.43439283e+02 -1.27568404e-02  1.54553505e+02 -1.42954783e+02
  4.90345606e-01  1.55042629e+02 -1.43443067e+02 -1.66903453e-02
  1.54545083e+02 -1.42963064e+02  4.90686553e-01  1.55048952e+02
 -1.43432559e+02 -9.62294766e-03  1.54555942e+02 -1.42963083e+02
  4.93056478e-01  1.55051007e+02 -1.43436735e+02 -3.93259294e-03
  1.54548313e+02 -1.42960895e+02  4.80169564e-01  1.55049081e+02
 -1.43459856e+02 -2.35507501e-02  1.54544290e+02 -1.42963498e+02
  4.85262364e-01  1.55043305e+02 -1.43437065e+02 -3.74445350e-03
  1.54552058e+02 -1.42954640e+02  4.96636054e-01  1.55036591e+02
 -1.43461168e+02 -1.30521141e-02  1.54540038e+02 -1.42963854e+02
  4.82443543e-01  1.55046111e+02 -1.43452494e+02 -2.04368604e-02
  1.54546737e+02 -1.42963804e+02  4.88127950e-01  1.55048818e+02
 -1.43468876e+02 -1.28605490e-02  1.54550726e+02 -1.42931540e+02
  4.62793336e-01  1.55044528e+02 -1.43470851e+02 -1.98195595e-04
  1.54551418e+02 -1.42955788e+02  4.73320954e-01  1.55049557e+02
 -1.43445977e+02 -1.75527831e-02  1.54548170e+02 -1.42946278e+02
  4.97770490e-01  1.55043334e+02 -1.43473977e+02 -1.07013931e-02
  1.54535531e+02 -1.42978194e+02  4.94215225e-01  1.55027651e+02
 -1.43441087e+02 -9.85986409e-03  1.54538521e+02 -1.42977013e+02
  4.77930818e-01  1.55031261e+02]
--- Row 202/300 row=201 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  201
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=201 ---
Niter:  0 row:  201 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.0002611498330225004 0.015495276888032095 0.03514070367208244
[ 1.19908195e-10 -1.03138453e-05 -2.82880203e-01  1.61511799e+04
 -1.43538763e+02  5.32729132e-14  1.54617134e+02]
Niter:  1 row:  201 ngroup:  1 nlines:  248 gd:  231
[ 1.19908195e-10 -1.03138453e-05 -2.82880203e-01  1.61511799e+04
 -1.43538763e+02  5.32729132e-14  1.54617134e+02]
res:  231 -0.0011374246514606057 0.015473966245735937 0.023745285615950993
[ 1.20656867e-10 -1.03145307e-05 -2.82889464e-01  1.61511854e+04
 -1.43495795e+02 -1.93515566e-11  1.54589100e+02]
Niter:  2 row:  201 ngroup:  1 nlines:  248 gd:  230
[ 1.20656867e-10 -1.03145307e-05 -2.82889464e-01  1.61511854e+04
 -1.43495795e+02 -1.93515566e-11  1.54589100e+02]
res:  230 -0.000914962547540199 0.015655882491046214 0.023246467906529917
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
Niter:  3 row:  201 ngroup:  1 nlines:  248 gd:  230
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
res:  230 -0.000914962547540199 0.015655882491046214 0.023246467906529917
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
Niter:  4 row:  201 ngroup:  1 nlines:  248 gd:  230
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
res:  230 -0.000914962547540199 0.015655882491046214 0.023246467906529917
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
Niter:  5 row:  201 ngroup:  1 nlines:  248 gd:  230
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
res:  230 -0.000914962547540199 0.015655882491046214 0.023246467906529917
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
Niter:  6 row:  201 ngroup:  1 nlines:  248 gd:  230
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
res:  230 -0.000914962547540199 0.015655882491046214 0.023246467906529917
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
Final values:
res:  -0.000914962547540199 0.023246467906529917
pars:  [ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
201 [ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02]
elapsed: 2.9 sec.
Niter:  0 row:  201 ngroup:  26 nlines:  6453 gd:  6453
[ 1.20847604e-10 -1.03145842e-05 -2.82892354e-01  1.61511866e+04
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02 -1.43475136e+02 -2.55283981e-11
  1.54580038e+02 -1.43475136e+02 -2.55283981e-11  1.54580038e+02
 -1.43475136e+02 -2.55283981e-11  1.54580038e+02 -1.43475136e+02
 -2.55283981e-11  1.54580038e+02]
res:  6453 0.00020401882284204476 0.01456526437868888 0.033323025559208824
[ 1.20847592e-10 -1.03145832e-05 -2.82892326e-01  1.61511850e+04
 -1.43469574e+02  1.74576347e-02  1.54575311e+02 -1.43012415e+02
  5.25987046e-01  1.55071596e+02 -1.43485156e+02  1.04959530e-02
  1.54579056e+02 -1.43001903e+02  4.76911928e-01  1.55078045e+02
 -1.43478131e+02  4.01452570e-02  1.54580370e+02 -1.43010790e+02
  5.05289626e-01  1.55074353e+02 -1.43507075e+02  1.51641573e-02
  1.54581425e+02 -1.42965826e+02  5.05700253e-01  1.55069462e+02
 -1.43459043e+02  2.04928303e-02  1.54581478e+02 -1.42980431e+02
  4.91296517e-01  1.55076283e+02 -1.43463176e+02  1.21168411e-02
  1.54591027e+02 -1.42986833e+02  5.04399986e-01  1.55073756e+02
 -1.43504568e+02  3.75478506e-02  1.54577361e+02 -1.43016797e+02
  5.30440473e-01  1.55074108e+02 -1.43481592e+02  4.80121526e-02
  1.54591546e+02 -1.42984563e+02  5.24829640e-01  1.55075849e+02
 -1.43495370e+02  2.03799853e-02  1.54587863e+02 -1.42997361e+02
  5.06579358e-01  1.55082242e+02 -1.43526789e+02  9.35222275e-03
  1.54590416e+02 -1.42991047e+02  4.99023631e-01  1.55076381e+02
 -1.43517101e+02  1.93811052e-02  1.54573214e+02 -1.42984529e+02
  5.07655187e-01  1.55082118e+02 -1.43481242e+02  3.46735938e-02
  1.54566930e+02 -1.43006502e+02  5.00597169e-01  1.55074591e+02
 -1.43492238e+02  1.67348931e-02  1.54573141e+02 -1.43020858e+02
  4.95107633e-01  1.55069993e+02]
Niter:  1 row:  201 ngroup:  26 nlines:  6453 gd:  6003
[ 1.20847592e-10 -1.03145832e-05 -2.82892326e-01  1.61511850e+04
 -1.43469574e+02  1.74576347e-02  1.54575311e+02 -1.43012415e+02
  5.25987046e-01  1.55071596e+02 -1.43485156e+02  1.04959530e-02
  1.54579056e+02 -1.43001903e+02  4.76911928e-01  1.55078045e+02
 -1.43478131e+02  4.01452570e-02  1.54580370e+02 -1.43010790e+02
  5.05289626e-01  1.55074353e+02 -1.43507075e+02  1.51641573e-02
  1.54581425e+02 -1.42965826e+02  5.05700253e-01  1.55069462e+02
 -1.43459043e+02  2.04928303e-02  1.54581478e+02 -1.42980431e+02
  4.91296517e-01  1.55076283e+02 -1.43463176e+02  1.21168411e-02
  1.54591027e+02 -1.42986833e+02  5.04399986e-01  1.55073756e+02
 -1.43504568e+02  3.75478506e-02  1.54577361e+02 -1.43016797e+02
  5.30440473e-01  1.55074108e+02 -1.43481592e+02  4.80121526e-02
  1.54591546e+02 -1.42984563e+02  5.24829640e-01  1.55075849e+02
 -1.43495370e+02  2.03799853e-02  1.54587863e+02 -1.42997361e+02
  5.06579358e-01  1.55082242e+02 -1.43526789e+02  9.35222275e-03
  1.54590416e+02 -1.42991047e+02  4.99023631e-01  1.55076381e+02
 -1.43517101e+02  1.93811052e-02  1.54573214e+02 -1.42984529e+02
  5.07655187e-01  1.55082118e+02 -1.43481242e+02  3.46735938e-02
  1.54566930e+02 -1.43006502e+02  5.00597169e-01  1.55074591e+02
 -1.43492238e+02  1.67348931e-02  1.54573141e+02 -1.43020858e+02
  4.95107633e-01  1.55069993e+02]
res:  6003 -0.00030866820452502 0.014434138092838111 0.02309401019320117
[ 1.20847580e-10 -1.03145822e-05 -2.82892354e-01  1.61511866e+04
 -1.43475097e+02  3.59378874e-03  1.54581957e+02 -1.42979013e+02
  5.16811943e-01  1.55078955e+02 -1.43477383e+02  1.31174106e-02
  1.54586119e+02 -1.43008258e+02  4.78826351e-01  1.55086455e+02
 -1.43476476e+02  3.39235961e-02  1.54587892e+02 -1.42999623e+02
  4.96658850e-01  1.55083489e+02 -1.43500928e+02  1.03459014e-02
  1.54586498e+02 -1.42967124e+02  5.07745448e-01  1.55076338e+02
 -1.43464219e+02  1.67546528e-02  1.54584249e+02 -1.42998974e+02
  5.00467327e-01  1.55077794e+02 -1.43468905e+02  8.06729765e-04
  1.54597559e+02 -1.42972518e+02  4.99304208e-01  1.55078245e+02
 -1.43510197e+02  2.25032063e-02  1.54584469e+02 -1.43004196e+02
  4.97859930e-01  1.55078709e+02 -1.43479532e+02  2.73901979e-02
  1.54597554e+02 -1.42979812e+02  5.30236890e-01  1.55082959e+02
 -1.43488063e+02  2.71963171e-02  1.54589719e+02 -1.42989297e+02
  5.00902797e-01  1.55091799e+02 -1.43507367e+02  6.64304212e-03
  1.54599678e+02 -1.42980995e+02  5.01117696e-01  1.55086338e+02
 -1.43515997e+02  1.35116985e-02  1.54575194e+02 -1.42989767e+02
  5.13377190e-01  1.55088916e+02 -1.43475119e+02  2.04087333e-02
  1.54571391e+02 -1.42984774e+02  4.98347086e-01  1.55075562e+02
 -1.43480989e+02  1.66807731e-02  1.54583158e+02 -1.43004133e+02
  4.95516835e-01  1.55071143e+02]
Niter:  2 row:  201 ngroup:  26 nlines:  6453 gd:  5990
[ 1.20847580e-10 -1.03145822e-05 -2.82892354e-01  1.61511866e+04
 -1.43475097e+02  3.59378874e-03  1.54581957e+02 -1.42979013e+02
  5.16811943e-01  1.55078955e+02 -1.43477383e+02  1.31174106e-02
  1.54586119e+02 -1.43008258e+02  4.78826351e-01  1.55086455e+02
 -1.43476476e+02  3.39235961e-02  1.54587892e+02 -1.42999623e+02
  4.96658850e-01  1.55083489e+02 -1.43500928e+02  1.03459014e-02
  1.54586498e+02 -1.42967124e+02  5.07745448e-01  1.55076338e+02
 -1.43464219e+02  1.67546528e-02  1.54584249e+02 -1.42998974e+02
  5.00467327e-01  1.55077794e+02 -1.43468905e+02  8.06729765e-04
  1.54597559e+02 -1.42972518e+02  4.99304208e-01  1.55078245e+02
 -1.43510197e+02  2.25032063e-02  1.54584469e+02 -1.43004196e+02
  4.97859930e-01  1.55078709e+02 -1.43479532e+02  2.73901979e-02
  1.54597554e+02 -1.42979812e+02  5.30236890e-01  1.55082959e+02
 -1.43488063e+02  2.71963171e-02  1.54589719e+02 -1.42989297e+02
  5.00902797e-01  1.55091799e+02 -1.43507367e+02  6.64304212e-03
  1.54599678e+02 -1.42980995e+02  5.01117696e-01  1.55086338e+02
 -1.43515997e+02  1.35116985e-02  1.54575194e+02 -1.42989767e+02
  5.13377190e-01  1.55088916e+02 -1.43475119e+02  2.04087333e-02
  1.54571391e+02 -1.42984774e+02  4.98347086e-01  1.55075562e+02
 -1.43480989e+02  1.66807731e-02  1.54583158e+02 -1.43004133e+02
  4.95516835e-01  1.55071143e+02]
res:  5990 -0.0003966848034906434 0.014521928353133262 0.02287648159129833
[ 1.20847567e-10 -1.03145812e-05 -2.82892382e-01  1.61511882e+04
 -1.43468091e+02  9.27526780e-03  1.54586718e+02 -1.42966984e+02
  5.16117772e-01  1.55083717e+02 -1.43470389e+02  1.56014989e-02
  1.54590878e+02 -1.43001277e+02  4.84538427e-01  1.55091215e+02
 -1.43469504e+02  3.63055518e-02  1.54592659e+02 -1.42992621e+02
  5.02351695e-01  1.55088251e+02 -1.43493946e+02  1.25420838e-02
  1.54591255e+02 -1.42960134e+02  5.13457741e-01  1.55083018e+02
 -1.43457224e+02  1.92254415e-02  1.54590902e+02 -1.42997222e+02
  5.06153723e-01  1.55082551e+02 -1.43461914e+02 -2.90136818e-03
  1.54602317e+02 -1.42965522e+02  5.01557947e-01  1.55083005e+02
 -1.43503192e+02  2.23270449e-02  1.54589226e+02 -1.42992277e+02
  4.97707661e-01  1.55083477e+02 -1.43472547e+02  2.34016040e-02
  1.54604275e+02 -1.42972832e+02  5.35910801e-01  1.55087720e+02
 -1.43481095e+02  3.62778336e-02  1.54594477e+02 -1.42982314e+02
  5.06593529e-01  1.55096557e+02 -1.43500377e+02  1.23426667e-02
  1.54604444e+02 -1.42974012e+02  5.03781583e-01  1.55091095e+02
 -1.43509014e+02  1.57609416e-02  1.54577969e+02 -1.42982787e+02
  5.19058943e-01  1.55097453e+02 -1.43468112e+02  1.98135223e-02
  1.54576153e+02 -1.42972852e+02  5.04049041e-01  1.55080316e+02
 -1.43474006e+02  1.91243133e-02  1.54587917e+02 -1.42992394e+02
  5.01204473e-01  1.55074126e+02]
Niter:  3 row:  201 ngroup:  26 nlines:  6453 gd:  5993
[ 1.20847567e-10 -1.03145812e-05 -2.82892382e-01  1.61511882e+04
 -1.43468091e+02  9.27526780e-03  1.54586718e+02 -1.42966984e+02
  5.16117772e-01  1.55083717e+02 -1.43470389e+02  1.56014989e-02
  1.54590878e+02 -1.43001277e+02  4.84538427e-01  1.55091215e+02
 -1.43469504e+02  3.63055518e-02  1.54592659e+02 -1.42992621e+02
  5.02351695e-01  1.55088251e+02 -1.43493946e+02  1.25420838e-02
  1.54591255e+02 -1.42960134e+02  5.13457741e-01  1.55083018e+02
 -1.43457224e+02  1.92254415e-02  1.54590902e+02 -1.42997222e+02
  5.06153723e-01  1.55082551e+02 -1.43461914e+02 -2.90136818e-03
  1.54602317e+02 -1.42965522e+02  5.01557947e-01  1.55083005e+02
 -1.43503192e+02  2.23270449e-02  1.54589226e+02 -1.42992277e+02
  4.97707661e-01  1.55083477e+02 -1.43472547e+02  2.34016040e-02
  1.54604275e+02 -1.42972832e+02  5.35910801e-01  1.55087720e+02
 -1.43481095e+02  3.62778336e-02  1.54594477e+02 -1.42982314e+02
  5.06593529e-01  1.55096557e+02 -1.43500377e+02  1.23426667e-02
  1.54604444e+02 -1.42974012e+02  5.03781583e-01  1.55091095e+02
 -1.43509014e+02  1.57609416e-02  1.54577969e+02 -1.42982787e+02
  5.19058943e-01  1.55097453e+02 -1.43468112e+02  1.98135223e-02
  1.54576153e+02 -1.42972852e+02  5.04049041e-01  1.55080316e+02
 -1.43474006e+02  1.91243133e-02  1.54587917e+02 -1.42992394e+02
  5.01204473e-01  1.55074126e+02]
res:  5993 -0.00022850074310554191 0.014469323068624362 0.02290797599431623
[ 1.20802689e-10 -1.03145812e-05 -2.82892382e-01  1.61511882e+04
 -1.43468091e+02  9.27526780e-03  1.54586718e+02 -1.42966984e+02
  5.16117772e-01  1.55083717e+02 -1.43470389e+02  1.56014989e-02
  1.54590878e+02 -1.43001277e+02  4.84538427e-01  1.55091215e+02
 -1.43469504e+02  3.63055518e-02  1.54592659e+02 -1.42992621e+02
  5.02351695e-01  1.55088251e+02 -1.43493946e+02  1.25420838e-02
  1.54591255e+02 -1.42960134e+02  5.13457741e-01  1.55083018e+02
 -1.43457224e+02  1.92254415e-02  1.54590902e+02 -1.42997222e+02
  5.06153723e-01  1.55082551e+02 -1.43461914e+02 -2.90136818e-03
  1.54602317e+02 -1.42965522e+02  5.01557947e-01  1.55083005e+02
 -1.43503192e+02  2.23270449e-02  1.54589226e+02 -1.42992277e+02
  4.97707661e-01  1.55083477e+02 -1.43472547e+02  2.34016040e-02
  1.54604275e+02 -1.42972832e+02  5.35910801e-01  1.55087720e+02
 -1.43481095e+02  3.62778336e-02  1.54594477e+02 -1.42982314e+02
  5.06593529e-01  1.55096557e+02 -1.43500377e+02  1.23426667e-02
  1.54604444e+02 -1.42974012e+02  5.03781583e-01  1.55091095e+02
 -1.43509014e+02  1.57609416e-02  1.54577969e+02 -1.42982787e+02
  5.19058943e-01  1.55097453e+02 -1.43468112e+02  1.98135223e-02
  1.54576153e+02 -1.42972852e+02  5.04049041e-01  1.55080316e+02
 -1.43474006e+02  1.91243133e-02  1.54587917e+02 -1.42992394e+02
  5.01204473e-01  1.55074126e+02]
Niter:  4 row:  201 ngroup:  26 nlines:  6453 gd:  5992
[ 1.20802689e-10 -1.03145812e-05 -2.82892382e-01  1.61511882e+04
 -1.43468091e+02  9.27526780e-03  1.54586718e+02 -1.42966984e+02
  5.16117772e-01  1.55083717e+02 -1.43470389e+02  1.56014989e-02
  1.54590878e+02 -1.43001277e+02  4.84538427e-01  1.55091215e+02
 -1.43469504e+02  3.63055518e-02  1.54592659e+02 -1.42992621e+02
  5.02351695e-01  1.55088251e+02 -1.43493946e+02  1.25420838e-02
  1.54591255e+02 -1.42960134e+02  5.13457741e-01  1.55083018e+02
 -1.43457224e+02  1.92254415e-02  1.54590902e+02 -1.42997222e+02
  5.06153723e-01  1.55082551e+02 -1.43461914e+02 -2.90136818e-03
  1.54602317e+02 -1.42965522e+02  5.01557947e-01  1.55083005e+02
 -1.43503192e+02  2.23270449e-02  1.54589226e+02 -1.42992277e+02
  4.97707661e-01  1.55083477e+02 -1.43472547e+02  2.34016040e-02
  1.54604275e+02 -1.42972832e+02  5.35910801e-01  1.55087720e+02
 -1.43481095e+02  3.62778336e-02  1.54594477e+02 -1.42982314e+02
  5.06593529e-01  1.55096557e+02 -1.43500377e+02  1.23426667e-02
  1.54604444e+02 -1.42974012e+02  5.03781583e-01  1.55091095e+02
 -1.43509014e+02  1.57609416e-02  1.54577969e+02 -1.42982787e+02
  5.19058943e-01  1.55097453e+02 -1.43468112e+02  1.98135223e-02
  1.54576153e+02 -1.42972852e+02  5.04049041e-01  1.55080316e+02
 -1.43474006e+02  1.91243133e-02  1.54587917e+02 -1.42992394e+02
  5.01204473e-01  1.55074126e+02]
res:  5992 -0.00039036078669596463 0.014526088014463312 0.022888763384118598
[ 1.20802677e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
Niter:  5 row:  201 ngroup:  26 nlines:  6453 gd:  5992
[ 1.20802677e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
res:  5992 -0.00026651533698895946 0.014489904511719942 0.022885830152450843
[ 1.20774129e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
Niter:  6 row:  201 ngroup:  26 nlines:  6453 gd:  5991
[ 1.20774129e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
res:  5991 -0.00026546374465397093 0.014489799112197943 0.02287246108506971
[ 1.20774006e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
Saving figure to  wave_resid_43670005_fiber201.png
Final values:
res:  -0.00026546374465397093 0.02287246108506971
pars:  [ 1.20774006e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
201 [ 1.20774006e-10 -1.03145801e-05 -2.82892411e-01  1.61511899e+04
 -1.43459160e+02  1.49412379e-02  1.54589673e+02 -1.42958185e+02
  5.21838072e-01  1.55086687e+02 -1.43461505e+02  2.12990987e-02
  1.54593828e+02 -1.42992442e+02  4.90248342e-01  1.55094173e+02
 -1.43460704e+02  4.20033093e-02  1.54595670e+02 -1.42983700e+02
  5.08046859e-01  1.55091214e+02 -1.43485107e+02  1.82038631e-02
  1.54594202e+02 -1.42951264e+02  5.19170628e-01  1.55085951e+02
 -1.43448340e+02  2.19836101e-02  1.54595895e+02 -1.42988374e+02
  5.11835546e-01  1.55085489e+02 -1.43453043e+02  2.78900354e-03
  1.54605258e+02 -1.42956628e+02  5.07272645e-01  1.55085951e+02
 -1.43494268e+02  2.80193907e-02  1.54592156e+02 -1.42983384e+02
  5.03421709e-01  1.55086498e+02 -1.43463703e+02  2.90838779e-02
  1.54607238e+02 -1.42964010e+02  5.41572752e-01  1.55092649e+02
 -1.43472320e+02  4.19574295e-02  1.54597418e+02 -1.42973478e+02
  5.12274086e-01  1.55099496e+02 -1.43491496e+02  1.80424717e-02
  1.54607432e+02 -1.42965177e+02  5.09474237e-01  1.55094022e+02
 -1.43500185e+02  2.14316124e-02  1.54580970e+02 -1.42973953e+02
  5.24736079e-01  1.55100390e+02 -1.43459185e+02  2.55066199e-02
  1.54579126e+02 -1.42959006e+02  5.09748297e-01  1.55083231e+02
 -1.43465168e+02  2.47939143e-02  1.54590878e+02 -1.42983578e+02
  5.06892700e-01  1.55077071e+02]
--- Row 203/300 row=202 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  202
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=202 ---
Niter:  0 row:  202 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0026362476710346527 0.013732497609453276 0.03118932213424687
[ 1.21118731e-10 -1.03143639e-05 -2.82895560e-01  1.61511788e+04
 -1.43488209e+02 -1.10222348e-13  1.54551098e+02]
Niter:  1 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21118731e-10 -1.03143639e-05 -2.82895560e-01  1.61511788e+04
 -1.43488209e+02 -1.10222348e-13  1.54551098e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Niter:  2 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Niter:  3 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Niter:  4 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Niter:  5 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Niter:  6 row:  202 ngroup:  1 nlines:  247 gd:  231
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
res:  231 0.00015347175212809816 0.014543745432092692 0.02176608403071912
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
Final values:
res:  0.00015347175212809816 0.02176608403071912
pars:  [ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
202 [ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02]
elapsed: 2.9 sec.
Niter:  0 row:  202 ngroup:  26 nlines:  6337 gd:  6337
[ 1.21274996e-10 -1.03147846e-05 -2.82897396e-01  1.61511837e+04
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02 -1.43478615e+02 -4.07514635e-12
  1.54548229e+02 -1.43478615e+02 -4.07514635e-12  1.54548229e+02
 -1.43478615e+02 -4.07514635e-12  1.54548229e+02 -1.43478615e+02
 -4.07514635e-12  1.54548229e+02]
res:  6337 -1.0163064871449023e-05 0.013555752913816832 0.03127266904348234
[ 1.21274984e-10 -1.03147856e-05 -2.82897368e-01  1.61511821e+04
 -1.43474364e+02  1.13687385e-02  1.54548122e+02 -1.42998072e+02
  4.78063882e-01  1.55041121e+02 -1.43443093e+02 -2.88702327e-02
  1.54533185e+02 -1.42998205e+02  4.79719481e-01  1.55040486e+02
 -1.43491168e+02 -3.36468406e-02  1.54545728e+02 -1.42999267e+02
  4.96261352e-01  1.55035621e+02 -1.43486437e+02  9.51249905e-03
  1.54536835e+02 -1.42961964e+02  4.87973469e-01  1.55027780e+02
 -1.43471826e+02 -1.65868770e-02  1.54538812e+02 -1.42992143e+02
  5.10532850e-01  1.55033814e+02 -1.43472860e+02 -8.94740334e-03
  1.54544226e+02 -1.42981146e+02  4.65833111e-01  1.55030416e+02
 -1.43465424e+02 -5.81827836e-03  1.54544859e+02 -1.42991823e+02
  4.76419805e-01  1.55027728e+02 -1.43496041e+02  9.12230543e-03
  1.54543468e+02 -1.42992480e+02  4.84404583e-01  1.55036331e+02
 -1.43500584e+02 -9.36863071e-03  1.54540347e+02 -1.42981566e+02
  4.95852406e-01  1.55032178e+02 -1.43493767e+02 -7.81825935e-03
  1.54537884e+02 -1.42962331e+02  4.81151675e-01  1.55032784e+02
 -1.43471312e+02  3.04634483e-03  1.54534636e+02 -1.42983167e+02
  4.90101390e-01  1.55032879e+02 -1.43505086e+02 -1.16411097e-02
  1.54527104e+02 -1.42995384e+02  4.60704578e-01  1.55037455e+02
 -1.43473373e+02 -1.00406356e-02  1.54533980e+02 -1.42994169e+02
  4.86980731e-01  1.55023212e+02]
Niter:  1 row:  202 ngroup:  26 nlines:  6337 gd:  5903
[ 1.21274984e-10 -1.03147856e-05 -2.82897368e-01  1.61511821e+04
 -1.43474364e+02  1.13687385e-02  1.54548122e+02 -1.42998072e+02
  4.78063882e-01  1.55041121e+02 -1.43443093e+02 -2.88702327e-02
  1.54533185e+02 -1.42998205e+02  4.79719481e-01  1.55040486e+02
 -1.43491168e+02 -3.36468406e-02  1.54545728e+02 -1.42999267e+02
  4.96261352e-01  1.55035621e+02 -1.43486437e+02  9.51249905e-03
  1.54536835e+02 -1.42961964e+02  4.87973469e-01  1.55027780e+02
 -1.43471826e+02 -1.65868770e-02  1.54538812e+02 -1.42992143e+02
  5.10532850e-01  1.55033814e+02 -1.43472860e+02 -8.94740334e-03
  1.54544226e+02 -1.42981146e+02  4.65833111e-01  1.55030416e+02
 -1.43465424e+02 -5.81827836e-03  1.54544859e+02 -1.42991823e+02
  4.76419805e-01  1.55027728e+02 -1.43496041e+02  9.12230543e-03
  1.54543468e+02 -1.42992480e+02  4.84404583e-01  1.55036331e+02
 -1.43500584e+02 -9.36863071e-03  1.54540347e+02 -1.42981566e+02
  4.95852406e-01  1.55032178e+02 -1.43493767e+02 -7.81825935e-03
  1.54537884e+02 -1.42962331e+02  4.81151675e-01  1.55032784e+02
 -1.43471312e+02  3.04634483e-03  1.54534636e+02 -1.42983167e+02
  4.90101390e-01  1.55032879e+02 -1.43505086e+02 -1.16411097e-02
  1.54527104e+02 -1.42995384e+02  4.60704578e-01  1.55037455e+02
 -1.43473373e+02 -1.00406356e-02  1.54533980e+02 -1.42994169e+02
  4.86980731e-01  1.55023212e+02]
res:  5903 -0.0004305246002331842 0.013343937276658835 0.02190144817098581
[ 1.21274972e-10 -1.03147866e-05 -2.82897396e-01  1.61511837e+04
 -1.43478652e+02 -2.48387995e-06  1.54548194e+02 -1.42971402e+02
  4.89919136e-01  1.55038685e+02 -1.43460988e+02 -2.67908824e-02
  1.54536059e+02 -1.42970628e+02  4.94000246e-01  1.55044909e+02
 -1.43472606e+02 -1.60139854e-02  1.54550460e+02 -1.42988085e+02
  4.94616264e-01  1.55040356e+02 -1.43469470e+02 -4.84481870e-03
  1.54541775e+02 -1.42972417e+02  4.65605639e-01  1.55036342e+02
 -1.43469761e+02 -2.60860318e-02  1.54541704e+02 -1.42968916e+02
  4.83545607e-01  1.55038537e+02 -1.43470579e+02 -6.44942654e-03
  1.54547767e+02 -1.42970998e+02  4.74661924e-01  1.55037143e+02
 -1.43450079e+02 -6.37387335e-03  1.54547613e+02 -1.42977891e+02
  4.77080975e-01  1.55029358e+02 -1.43494158e+02  8.83606424e-03
  1.54547917e+02 -1.42982775e+02  4.91435193e-01  1.55045154e+02
 -1.43485678e+02 -1.82419608e-02  1.54544836e+02 -1.42972707e+02
  4.85295353e-01  1.55036015e+02 -1.43485316e+02 -6.88034902e-03
  1.54542617e+02 -1.42964042e+02  4.82303678e-01  1.55039494e+02
 -1.43463621e+02 -1.18725760e-03  1.54539539e+02 -1.42976992e+02
  4.98462419e-01  1.55031451e+02 -1.43488238e+02 -1.11388121e-02
  1.54533021e+02 -1.42987932e+02  4.68048341e-01  1.55037203e+02
 -1.43475170e+02 -1.73318302e-02  1.54540740e+02 -1.42983086e+02
  4.82746499e-01  1.55030178e+02]
Niter:  2 row:  202 ngroup:  26 nlines:  6337 gd:  5897
[ 1.21274972e-10 -1.03147866e-05 -2.82897396e-01  1.61511837e+04
 -1.43478652e+02 -2.48387995e-06  1.54548194e+02 -1.42971402e+02
  4.89919136e-01  1.55038685e+02 -1.43460988e+02 -2.67908824e-02
  1.54536059e+02 -1.42970628e+02  4.94000246e-01  1.55044909e+02
 -1.43472606e+02 -1.60139854e-02  1.54550460e+02 -1.42988085e+02
  4.94616264e-01  1.55040356e+02 -1.43469470e+02 -4.84481870e-03
  1.54541775e+02 -1.42972417e+02  4.65605639e-01  1.55036342e+02
 -1.43469761e+02 -2.60860318e-02  1.54541704e+02 -1.42968916e+02
  4.83545607e-01  1.55038537e+02 -1.43470579e+02 -6.44942654e-03
  1.54547767e+02 -1.42970998e+02  4.74661924e-01  1.55037143e+02
 -1.43450079e+02 -6.37387335e-03  1.54547613e+02 -1.42977891e+02
  4.77080975e-01  1.55029358e+02 -1.43494158e+02  8.83606424e-03
  1.54547917e+02 -1.42982775e+02  4.91435193e-01  1.55045154e+02
 -1.43485678e+02 -1.82419608e-02  1.54544836e+02 -1.42972707e+02
  4.85295353e-01  1.55036015e+02 -1.43485316e+02 -6.88034902e-03
  1.54542617e+02 -1.42964042e+02  4.82303678e-01  1.55039494e+02
 -1.43463621e+02 -1.18725760e-03  1.54539539e+02 -1.42976992e+02
  4.98462419e-01  1.55031451e+02 -1.43488238e+02 -1.11388121e-02
  1.54533021e+02 -1.42987932e+02  4.68048341e-01  1.55037203e+02
 -1.43475170e+02 -1.73318302e-02  1.54540740e+02 -1.42983086e+02
  4.82746499e-01  1.55030178e+02]
res:  5897 -0.00046350442789844237 0.01340290559346613 0.02179359140546251
[ 1.21274960e-10 -1.03147877e-05 -2.82897425e-01  1.61511853e+04
 -1.43471694e+02  5.67527939e-03  1.54552917e+02 -1.42954610e+02
  4.95612244e-01  1.55041521e+02 -1.43454015e+02 -2.10904372e-02
  1.54540784e+02 -1.42963660e+02  4.99695809e-01  1.55049635e+02
 -1.43465688e+02 -1.15455611e-03  1.54555191e+02 -1.42981130e+02
  5.00312860e-01  1.55045090e+02 -1.43462514e+02 -2.29454967e-03
  1.54546507e+02 -1.42965457e+02  4.64629082e-01  1.55041077e+02
 -1.43462807e+02 -2.03929390e-02  1.54546436e+02 -1.42961957e+02
  4.83198473e-01  1.55043260e+02 -1.43463632e+02 -7.64077151e-04
  1.54552496e+02 -1.42964029e+02  4.80350877e-01  1.55041870e+02
 -1.43438572e+02 -6.84537444e-04  1.54552334e+02 -1.42966188e+02
  4.82772383e-01  1.55034085e+02 -1.43487233e+02  1.45188536e-02
  1.54552647e+02 -1.42975847e+02  5.00238587e-01  1.55049888e+02
 -1.43478728e+02 -1.56976018e-02  1.54549565e+02 -1.42965740e+02
  4.85378977e-01  1.55040739e+02 -1.43478387e+02 -1.17757796e-03
  1.54547350e+02 -1.42961563e+02  4.87999884e-01  1.55044219e+02
 -1.43456671e+02  4.48853179e-03  1.54544264e+02 -1.42970016e+02
  5.04158407e-01  1.55036179e+02 -1.43481290e+02 -1.15950280e-02
  1.54537747e+02 -1.42980963e+02  4.76710528e-01  1.55040255e+02
 -1.43468220e+02 -1.47718716e-02  1.54545471e+02 -1.42971422e+02
  4.88430987e-01  1.55034908e+02]
Niter:  3 row:  202 ngroup:  26 nlines:  6337 gd:  5896
[ 1.21274960e-10 -1.03147877e-05 -2.82897425e-01  1.61511853e+04
 -1.43471694e+02  5.67527939e-03  1.54552917e+02 -1.42954610e+02
  4.95612244e-01  1.55041521e+02 -1.43454015e+02 -2.10904372e-02
  1.54540784e+02 -1.42963660e+02  4.99695809e-01  1.55049635e+02
 -1.43465688e+02 -1.15455611e-03  1.54555191e+02 -1.42981130e+02
  5.00312860e-01  1.55045090e+02 -1.43462514e+02 -2.29454967e-03
  1.54546507e+02 -1.42965457e+02  4.64629082e-01  1.55041077e+02
 -1.43462807e+02 -2.03929390e-02  1.54546436e+02 -1.42961957e+02
  4.83198473e-01  1.55043260e+02 -1.43463632e+02 -7.64077151e-04
  1.54552496e+02 -1.42964029e+02  4.80350877e-01  1.55041870e+02
 -1.43438572e+02 -6.84537444e-04  1.54552334e+02 -1.42966188e+02
  4.82772383e-01  1.55034085e+02 -1.43487233e+02  1.45188536e-02
  1.54552647e+02 -1.42975847e+02  5.00238587e-01  1.55049888e+02
 -1.43478728e+02 -1.56976018e-02  1.54549565e+02 -1.42965740e+02
  4.85378977e-01  1.55040739e+02 -1.43478387e+02 -1.17757796e-03
  1.54547350e+02 -1.42961563e+02  4.87999884e-01  1.55044219e+02
 -1.43456671e+02  4.48853179e-03  1.54544264e+02 -1.42970016e+02
  5.04158407e-01  1.55036179e+02 -1.43481290e+02 -1.15950280e-02
  1.54537747e+02 -1.42980963e+02  4.76710528e-01  1.55040255e+02
 -1.43468220e+02 -1.47718716e-02  1.54545471e+02 -1.42971422e+02
  4.88430987e-01  1.55034908e+02]
res:  5896 -8.334523590747267e-05 0.013438905036309734 0.021755776848033117
[ 1.21196485e-10 -1.03147877e-05 -2.82897425e-01  1.61511853e+04
 -1.43471694e+02  5.67527939e-03  1.54552917e+02 -1.42954610e+02
  4.95612244e-01  1.55041521e+02 -1.43454015e+02 -2.10904372e-02
  1.54540784e+02 -1.42963660e+02  4.99695809e-01  1.55049635e+02
 -1.43465688e+02 -1.15455611e-03  1.54555191e+02 -1.42981130e+02
  5.00312860e-01  1.55045090e+02 -1.43462514e+02 -2.29454967e-03
  1.54546507e+02 -1.42965457e+02  4.64629082e-01  1.55041077e+02
 -1.43462807e+02 -2.03929390e-02  1.54546436e+02 -1.42961957e+02
  4.83198473e-01  1.55043260e+02 -1.43463632e+02 -7.64077151e-04
  1.54552496e+02 -1.42964029e+02  4.80350877e-01  1.55041870e+02
 -1.43438572e+02 -6.84537444e-04  1.54552334e+02 -1.42966188e+02
  4.82772383e-01  1.55034085e+02 -1.43487233e+02  1.45188536e-02
  1.54552647e+02 -1.42975847e+02  5.00238587e-01  1.55049888e+02
 -1.43478728e+02 -1.56976018e-02  1.54549565e+02 -1.42965740e+02
  4.85378977e-01  1.55040739e+02 -1.43478387e+02 -1.17757796e-03
  1.54547350e+02 -1.42961563e+02  4.87999884e-01  1.55044219e+02
 -1.43456671e+02  4.48853179e-03  1.54544264e+02 -1.42970016e+02
  5.04158407e-01  1.55036179e+02 -1.43481290e+02 -1.15950280e-02
  1.54537747e+02 -1.42980963e+02  4.76710528e-01  1.55040255e+02
 -1.43468220e+02 -1.47718716e-02  1.54545471e+02 -1.42971422e+02
  4.88430987e-01  1.55034908e+02]
Niter:  4 row:  202 ngroup:  26 nlines:  6337 gd:  5895
[ 1.21196485e-10 -1.03147877e-05 -2.82897425e-01  1.61511853e+04
 -1.43471694e+02  5.67527939e-03  1.54552917e+02 -1.42954610e+02
  4.95612244e-01  1.55041521e+02 -1.43454015e+02 -2.10904372e-02
  1.54540784e+02 -1.42963660e+02  4.99695809e-01  1.55049635e+02
 -1.43465688e+02 -1.15455611e-03  1.54555191e+02 -1.42981130e+02
  5.00312860e-01  1.55045090e+02 -1.43462514e+02 -2.29454967e-03
  1.54546507e+02 -1.42965457e+02  4.64629082e-01  1.55041077e+02
 -1.43462807e+02 -2.03929390e-02  1.54546436e+02 -1.42961957e+02
  4.83198473e-01  1.55043260e+02 -1.43463632e+02 -7.64077151e-04
  1.54552496e+02 -1.42964029e+02  4.80350877e-01  1.55041870e+02
 -1.43438572e+02 -6.84537444e-04  1.54552334e+02 -1.42966188e+02
  4.82772383e-01  1.55034085e+02 -1.43487233e+02  1.45188536e-02
  1.54552647e+02 -1.42975847e+02  5.00238587e-01  1.55049888e+02
 -1.43478728e+02 -1.56976018e-02  1.54549565e+02 -1.42965740e+02
  4.85378977e-01  1.55040739e+02 -1.43478387e+02 -1.17757796e-03
  1.54547350e+02 -1.42961563e+02  4.87999884e-01  1.55044219e+02
 -1.43456671e+02  4.48853179e-03  1.54544264e+02 -1.42970016e+02
  5.04158407e-01  1.55036179e+02 -1.43481290e+02 -1.15950280e-02
  1.54537747e+02 -1.42980963e+02  4.76710528e-01  1.55040255e+02
 -1.43468220e+02 -1.47718716e-02  1.54545471e+02 -1.42971422e+02
  4.88430987e-01  1.55034908e+02]
res:  5895 -0.00047852203715592623 0.013463365097777569 0.021728973456139673
[ 1.21196473e-10 -1.03147887e-05 -2.82897453e-01  1.61511869e+04
 -1.43461580e+02  1.11968383e-02  1.54554319e+02 -1.42939406e+02
  5.01153521e-01  1.55043055e+02 -1.43443841e+02 -1.55280891e-02
  1.54544053e+02 -1.42953494e+02  5.05241820e-01  1.55051089e+02
 -1.43455866e+02  4.38764691e-03  1.54556711e+02 -1.42975327e+02
  5.05864312e-01  1.55046640e+02 -1.43452415e+02  3.23240325e-03
  1.54548026e+02 -1.42955337e+02  4.70176239e-01  1.55042629e+02
 -1.43452747e+02 -1.48521525e-02  1.54549775e+02 -1.42951840e+02
  4.85836028e-01  1.55046293e+02 -1.43458517e+02  4.77572968e-03
  1.54553996e+02 -1.42958375e+02  4.85900396e-01  1.55045155e+02
 -1.43428464e+02  4.85477594e-03  1.54553730e+02 -1.42956032e+02
  4.88314453e-01  1.55035561e+02 -1.43477367e+02  2.00474968e-02
  1.54554147e+02 -1.42965964e+02  5.05781739e-01  1.55051431e+02
 -1.43468664e+02 -1.01610854e-02  1.54551057e+02 -1.42955569e+02
  4.90941144e-01  1.55042154e+02 -1.43468451e+02  4.37608096e-03
  1.54548879e+02 -1.42951527e+02  4.93543915e-01  1.55045675e+02
 -1.43446612e+02  1.00129210e-02  1.54545714e+02 -1.42959754e+02
  5.09702011e-01  1.55037663e+02 -1.43471271e+02 -1.55537471e-02
  1.54539207e+02 -1.42970766e+02  4.82265772e-01  1.55041679e+02
 -1.43458174e+02 -1.22388538e-02  1.54546990e+02 -1.42961311e+02
  4.93969753e-01  1.55038308e+02]
Niter:  5 row:  202 ngroup:  26 nlines:  6337 gd:  5898
[ 1.21196473e-10 -1.03147887e-05 -2.82897453e-01  1.61511869e+04
 -1.43461580e+02  1.11968383e-02  1.54554319e+02 -1.42939406e+02
  5.01153521e-01  1.55043055e+02 -1.43443841e+02 -1.55280891e-02
  1.54544053e+02 -1.42953494e+02  5.05241820e-01  1.55051089e+02
 -1.43455866e+02  4.38764691e-03  1.54556711e+02 -1.42975327e+02
  5.05864312e-01  1.55046640e+02 -1.43452415e+02  3.23240325e-03
  1.54548026e+02 -1.42955337e+02  4.70176239e-01  1.55042629e+02
 -1.43452747e+02 -1.48521525e-02  1.54549775e+02 -1.42951840e+02
  4.85836028e-01  1.55046293e+02 -1.43458517e+02  4.77572968e-03
  1.54553996e+02 -1.42958375e+02  4.85900396e-01  1.55045155e+02
 -1.43428464e+02  4.85477594e-03  1.54553730e+02 -1.42956032e+02
  4.88314453e-01  1.55035561e+02 -1.43477367e+02  2.00474968e-02
  1.54554147e+02 -1.42965964e+02  5.05781739e-01  1.55051431e+02
 -1.43468664e+02 -1.01610854e-02  1.54551057e+02 -1.42955569e+02
  4.90941144e-01  1.55042154e+02 -1.43468451e+02  4.37608096e-03
  1.54548879e+02 -1.42951527e+02  4.93543915e-01  1.55045675e+02
 -1.43446612e+02  1.00129210e-02  1.54545714e+02 -1.42959754e+02
  5.09702011e-01  1.55037663e+02 -1.43471271e+02 -1.55537471e-02
  1.54539207e+02 -1.42970766e+02  4.82265772e-01  1.55041679e+02
 -1.43458174e+02 -1.22388538e-02  1.54546990e+02 -1.42961311e+02
  4.93969753e-01  1.55038308e+02]
res:  5898 -0.0001385795658279676 0.013463387494994095 0.021754899801771276
[ 1.21144506e-10 -1.03147887e-05 -2.82897453e-01  1.61511869e+04
 -1.43461580e+02  1.11968383e-02  1.54554319e+02 -1.42939406e+02
  5.01153521e-01  1.55043055e+02 -1.43443841e+02 -1.55280891e-02
  1.54544053e+02 -1.42953494e+02  5.05241820e-01  1.55051089e+02
 -1.43455866e+02  4.38764691e-03  1.54556711e+02 -1.42975327e+02
  5.05864312e-01  1.55046640e+02 -1.43452415e+02  3.23240325e-03
  1.54548026e+02 -1.42955337e+02  4.70176239e-01  1.55042629e+02
 -1.43452747e+02 -1.48521525e-02  1.54549775e+02 -1.42951840e+02
  4.85836028e-01  1.55046293e+02 -1.43458517e+02  4.77572968e-03
  1.54553996e+02 -1.42958375e+02  4.85900396e-01  1.55045155e+02
 -1.43428464e+02  4.85477594e-03  1.54553730e+02 -1.42956032e+02
  4.88314453e-01  1.55035561e+02 -1.43477367e+02  2.00474968e-02
  1.54554147e+02 -1.42965964e+02  5.05781739e-01  1.55051431e+02
 -1.43468664e+02 -1.01610854e-02  1.54551057e+02 -1.42955569e+02
  4.90941144e-01  1.55042154e+02 -1.43468451e+02  4.37608096e-03
  1.54548879e+02 -1.42951527e+02  4.93543915e-01  1.55045675e+02
 -1.43446612e+02  1.00129210e-02  1.54545714e+02 -1.42959754e+02
  5.09702011e-01  1.55037663e+02 -1.43471271e+02 -1.55537471e-02
  1.54539207e+02 -1.42970766e+02  4.82265772e-01  1.55041679e+02
 -1.43458174e+02 -1.22388538e-02  1.54546990e+02 -1.42961311e+02
  4.93969753e-01  1.55038308e+02]
Niter:  6 row:  202 ngroup:  26 nlines:  6337 gd:  5895
[ 1.21144506e-10 -1.03147887e-05 -2.82897453e-01  1.61511869e+04
 -1.43461580e+02  1.11968383e-02  1.54554319e+02 -1.42939406e+02
  5.01153521e-01  1.55043055e+02 -1.43443841e+02 -1.55280891e-02
  1.54544053e+02 -1.42953494e+02  5.05241820e-01  1.55051089e+02
 -1.43455866e+02  4.38764691e-03  1.54556711e+02 -1.42975327e+02
  5.05864312e-01  1.55046640e+02 -1.43452415e+02  3.23240325e-03
  1.54548026e+02 -1.42955337e+02  4.70176239e-01  1.55042629e+02
 -1.43452747e+02 -1.48521525e-02  1.54549775e+02 -1.42951840e+02
  4.85836028e-01  1.55046293e+02 -1.43458517e+02  4.77572968e-03
  1.54553996e+02 -1.42958375e+02  4.85900396e-01  1.55045155e+02
 -1.43428464e+02  4.85477594e-03  1.54553730e+02 -1.42956032e+02
  4.88314453e-01  1.55035561e+02 -1.43477367e+02  2.00474968e-02
  1.54554147e+02 -1.42965964e+02  5.05781739e-01  1.55051431e+02
 -1.43468664e+02 -1.01610854e-02  1.54551057e+02 -1.42955569e+02
  4.90941144e-01  1.55042154e+02 -1.43468451e+02  4.37608096e-03
  1.54548879e+02 -1.42951527e+02  4.93543915e-01  1.55045675e+02
 -1.43446612e+02  1.00129210e-02  1.54545714e+02 -1.42959754e+02
  5.09702011e-01  1.55037663e+02 -1.43471271e+02 -1.55537471e-02
  1.54539207e+02 -1.42970766e+02  4.82265772e-01  1.55041679e+02
 -1.43458174e+02 -1.22388538e-02  1.54546990e+02 -1.42961311e+02
  4.93969753e-01  1.55038308e+02]
res:  5895 -0.00014610821745009162 0.013408026850811439 0.021689451526100228
[ 1.21017291e-10 -1.03146516e-05 -2.82895035e-01  1.61511885e+04
 -1.43468115e+02  1.80239450e-02  1.54573551e+02 -1.42946025e+02
  5.07768529e-01  1.55062321e+02 -1.43450539e+02 -9.09446368e-03
  1.54563312e+02 -1.42960113e+02  5.11734246e-01  1.55070352e+02
 -1.43462340e+02  1.09444104e-02  1.54575966e+02 -1.42981953e+02
  5.12352380e-01  1.55065847e+02 -1.43458934e+02  1.00651333e-02
  1.54567261e+02 -1.42961874e+02  4.76748167e-01  1.55061893e+02
 -1.43459300e+02 -8.22727242e-03  1.54569003e+02 -1.42958447e+02
  4.92621978e-01  1.55065512e+02 -1.43465155e+02  1.14164140e-02
  1.54573226e+02 -1.42965022e+02  4.92474117e-01  1.55064394e+02
 -1.43435002e+02  1.14859810e-02  1.54573002e+02 -1.42962611e+02
  4.94917098e-01  1.55054733e+02 -1.43483876e+02  2.68053856e-02
  1.54573367e+02 -1.42972532e+02  5.12287311e-01  1.55070644e+02
 -1.43475205e+02 -3.43002983e-03  1.54570290e+02 -1.42962198e+02
  4.97296098e-01  1.55061435e+02 -1.43474910e+02  1.08033111e-02
  1.54568075e+02 -1.42958047e+02  5.00056996e-01  1.55064977e+02
 -1.43453097e+02  1.68809774e-02  1.54564993e+02 -1.42966397e+02
  5.16301194e-01  1.55056818e+02 -1.43477792e+02 -8.64603739e-03
  1.54558470e+02 -1.42977384e+02  4.88733210e-01  1.55060932e+02
 -1.43464723e+02 -5.31535958e-03  1.54566262e+02 -1.42967829e+02
  5.00676157e-01  1.55057548e+02]
Saving figure to  wave_resid_43670005_fiber202.png
Final values:
res:  -0.00014610821745009162 0.021689451526100228
pars:  [ 1.21017291e-10 -1.03146516e-05 -2.82895035e-01  1.61511885e+04
 -1.43468115e+02  1.80239450e-02  1.54573551e+02 -1.42946025e+02
  5.07768529e-01  1.55062321e+02 -1.43450539e+02 -9.09446368e-03
  1.54563312e+02 -1.42960113e+02  5.11734246e-01  1.55070352e+02
 -1.43462340e+02  1.09444104e-02  1.54575966e+02 -1.42981953e+02
  5.12352380e-01  1.55065847e+02 -1.43458934e+02  1.00651333e-02
  1.54567261e+02 -1.42961874e+02  4.76748167e-01  1.55061893e+02
 -1.43459300e+02 -8.22727242e-03  1.54569003e+02 -1.42958447e+02
  4.92621978e-01  1.55065512e+02 -1.43465155e+02  1.14164140e-02
  1.54573226e+02 -1.42965022e+02  4.92474117e-01  1.55064394e+02
 -1.43435002e+02  1.14859810e-02  1.54573002e+02 -1.42962611e+02
  4.94917098e-01  1.55054733e+02 -1.43483876e+02  2.68053856e-02
  1.54573367e+02 -1.42972532e+02  5.12287311e-01  1.55070644e+02
 -1.43475205e+02 -3.43002983e-03  1.54570290e+02 -1.42962198e+02
  4.97296098e-01  1.55061435e+02 -1.43474910e+02  1.08033111e-02
  1.54568075e+02 -1.42958047e+02  5.00056996e-01  1.55064977e+02
 -1.43453097e+02  1.68809774e-02  1.54564993e+02 -1.42966397e+02
  5.16301194e-01  1.55056818e+02 -1.43477792e+02 -8.64603739e-03
  1.54558470e+02 -1.42977384e+02  4.88733210e-01  1.55060932e+02
 -1.43464723e+02 -5.31535958e-03  1.54566262e+02 -1.42967829e+02
  5.00676157e-01  1.55057548e+02]
202 [ 1.21017291e-10 -1.03146516e-05 -2.82895035e-01  1.61511885e+04
 -1.43468115e+02  1.80239450e-02  1.54573551e+02 -1.42946025e+02
  5.07768529e-01  1.55062321e+02 -1.43450539e+02 -9.09446368e-03
  1.54563312e+02 -1.42960113e+02  5.11734246e-01  1.55070352e+02
 -1.43462340e+02  1.09444104e-02  1.54575966e+02 -1.42981953e+02
  5.12352380e-01  1.55065847e+02 -1.43458934e+02  1.00651333e-02
  1.54567261e+02 -1.42961874e+02  4.76748167e-01  1.55061893e+02
 -1.43459300e+02 -8.22727242e-03  1.54569003e+02 -1.42958447e+02
  4.92621978e-01  1.55065512e+02 -1.43465155e+02  1.14164140e-02
  1.54573226e+02 -1.42965022e+02  4.92474117e-01  1.55064394e+02
 -1.43435002e+02  1.14859810e-02  1.54573002e+02 -1.42962611e+02
  4.94917098e-01  1.55054733e+02 -1.43483876e+02  2.68053856e-02
  1.54573367e+02 -1.42972532e+02  5.12287311e-01  1.55070644e+02
 -1.43475205e+02 -3.43002983e-03  1.54570290e+02 -1.42962198e+02
  4.97296098e-01  1.55061435e+02 -1.43474910e+02  1.08033111e-02
  1.54568075e+02 -1.42958047e+02  5.00056996e-01  1.55064977e+02
 -1.43453097e+02  1.68809774e-02  1.54564993e+02 -1.42966397e+02
  5.16301194e-01  1.55056818e+02 -1.43477792e+02 -8.64603739e-03
  1.54558470e+02 -1.42977384e+02  4.88733210e-01  1.55060932e+02
 -1.43464723e+02 -5.31535958e-03  1.54566262e+02 -1.42967829e+02
  5.00676157e-01  1.55057548e+02]
--- Row 204/300 row=203 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  203
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=203 ---
Niter:  0 row:  203 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 0.0009714994594105519 0.01446671935627819 0.03365326441589492
[ 1.21405203e-10 -1.03137617e-05 -2.82898612e-01  1.61511669e+04
 -1.43391985e+02 -4.80754363e-14  1.54566453e+02]
Niter:  1 row:  203 ngroup:  1 nlines:  249 gd:  228
[ 1.21405203e-10 -1.03137617e-05 -2.82898612e-01  1.61511669e+04
 -1.43391985e+02 -4.80754363e-14  1.54566453e+02]
res:  228 -0.0005370571452658623 0.014493588663754053 0.023153191867325226
[ 1.21352348e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
Niter:  2 row:  203 ngroup:  1 nlines:  249 gd:  229
[ 1.21352348e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
res:  229 -0.0008242655057983939 0.014340833102323813 0.023461251774204123
[ 1.21328249e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
Niter:  3 row:  203 ngroup:  1 nlines:  249 gd:  230
[ 1.21328249e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
res:  230 -0.0005191805539652705 0.013967164577479707 0.02376226519395256
[ 1.21269301e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
Niter:  4 row:  203 ngroup:  1 nlines:  249 gd:  230
[ 1.21269301e-10 -1.03140123e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
res:  230 -0.000546382179891225 0.01383949127557571 0.02376279720426685
[ 1.21266467e-10 -1.03139803e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
Niter:  5 row:  203 ngroup:  1 nlines:  249 gd:  230
[ 1.21266467e-10 -1.03139803e-05 -2.82899085e-01  1.61511648e+04
 -1.43412852e+02  5.24176160e-11  1.54548332e+02]
res:  230 -0.00032970007669064216 0.013901455780796823 0.023757339704324653
[ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02]
Niter:  6 row:  203 ngroup:  1 nlines:  249 gd:  230
[ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02]
res:  230 -0.00032970007669064216 0.013901455780796823 0.023757339704324653
[ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02]
Final values:
res:  -0.00032970007669064216 0.023757339704324653
pars:  [ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02]
203 [ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02]
elapsed: 2.9 sec.
Niter:  0 row:  203 ngroup:  26 nlines:  6422 gd:  6422
[ 1.21212080e-10 -1.03141643e-05 -2.82898755e-01  1.61511648e+04
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02 -1.43416766e+02  2.72673813e-09
  1.54544631e+02 -1.43416766e+02  2.72673813e-09  1.54544631e+02
 -1.43416766e+02  2.72673813e-09  1.54544631e+02 -1.43416766e+02
  2.72673813e-09  1.54544631e+02]
res:  6422 0.0001544476308481535 0.014161540425448038 0.03306125593919664
[ 1.21212093e-10 -1.03141633e-05 -2.82898727e-01  1.61511632e+04
 -1.43406751e+02 -1.35152071e-02  1.54539951e+02 -1.42904338e+02
  4.84153770e-01  1.55032290e+02 -1.43414673e+02 -3.09590212e-02
  1.54531075e+02 -1.42931899e+02  5.03210828e-01  1.55044116e+02
 -1.43404891e+02 -8.06724496e-05  1.54532965e+02 -1.42939663e+02
  4.87442753e-01  1.55033137e+02 -1.43399863e+02 -9.42264316e-03
  1.54539625e+02 -1.42938737e+02  5.10427467e-01  1.55029782e+02
 -1.43403294e+02 -7.98986763e-03  1.54542740e+02 -1.42927460e+02
  5.04307197e-01  1.55024857e+02 -1.43429616e+02  3.19622586e-03
  1.54542383e+02 -1.42917262e+02  4.93638237e-01  1.55036852e+02
 -1.43416700e+02 -3.97502417e-02  1.54538820e+02 -1.42923077e+02
  4.95280103e-01  1.55033387e+02 -1.43442603e+02 -1.44298120e-02
  1.54543531e+02 -1.42944781e+02  4.94081696e-01  1.55033851e+02
 -1.43423371e+02 -2.70457101e-02  1.54541358e+02 -1.42929704e+02
  4.90163780e-01  1.55038989e+02 -1.43445101e+02 -1.88084939e-02
  1.54536456e+02 -1.42932519e+02  5.00761221e-01  1.55034349e+02
 -1.43413182e+02 -1.31808523e-02  1.54530297e+02 -1.42942292e+02
  4.67398560e-01  1.55038262e+02 -1.43433700e+02 -9.50161269e-03
  1.54535129e+02 -1.42937975e+02  4.82399374e-01  1.55034755e+02
 -1.43446608e+02 -1.54682870e-02  1.54529793e+02 -1.42934026e+02
  4.74435874e-01  1.55035397e+02]
Niter:  1 row:  203 ngroup:  26 nlines:  6422 gd:  5961
[ 1.21212093e-10 -1.03141633e-05 -2.82898727e-01  1.61511632e+04
 -1.43406751e+02 -1.35152071e-02  1.54539951e+02 -1.42904338e+02
  4.84153770e-01  1.55032290e+02 -1.43414673e+02 -3.09590212e-02
  1.54531075e+02 -1.42931899e+02  5.03210828e-01  1.55044116e+02
 -1.43404891e+02 -8.06724496e-05  1.54532965e+02 -1.42939663e+02
  4.87442753e-01  1.55033137e+02 -1.43399863e+02 -9.42264316e-03
  1.54539625e+02 -1.42938737e+02  5.10427467e-01  1.55029782e+02
 -1.43403294e+02 -7.98986763e-03  1.54542740e+02 -1.42927460e+02
  5.04307197e-01  1.55024857e+02 -1.43429616e+02  3.19622586e-03
  1.54542383e+02 -1.42917262e+02  4.93638237e-01  1.55036852e+02
 -1.43416700e+02 -3.97502417e-02  1.54538820e+02 -1.42923077e+02
  4.95280103e-01  1.55033387e+02 -1.43442603e+02 -1.44298120e-02
  1.54543531e+02 -1.42944781e+02  4.94081696e-01  1.55033851e+02
 -1.43423371e+02 -2.70457101e-02  1.54541358e+02 -1.42929704e+02
  4.90163780e-01  1.55038989e+02 -1.43445101e+02 -1.88084939e-02
  1.54536456e+02 -1.42932519e+02  5.00761221e-01  1.55034349e+02
 -1.43413182e+02 -1.31808523e-02  1.54530297e+02 -1.42942292e+02
  4.67398560e-01  1.55038262e+02 -1.43433700e+02 -9.50161269e-03
  1.54535129e+02 -1.42937975e+02  4.82399374e-01  1.55034755e+02
 -1.43446608e+02 -1.54682870e-02  1.54529793e+02 -1.42934026e+02
  4.74435874e-01  1.55035397e+02]
res:  5961 -0.00030755341686017346 0.014278706383265671 0.023432162433360014
[ 1.21212080e-10 -1.03141643e-05 -2.82898699e-01  1.61511616e+04
 -1.43426206e+02 -1.14116195e-02  1.54535143e+02 -1.42911375e+02
  4.78647128e-01  1.55031276e+02 -1.43428836e+02 -2.05993169e-02
  1.54528412e+02 -1.42946113e+02  4.86035594e-01  1.55038589e+02
 -1.43411909e+02 -1.56976440e-02  1.54528757e+02 -1.42935637e+02
  4.59325108e-01  1.55032342e+02 -1.43421905e+02 -2.52391832e-02
  1.54537539e+02 -1.42940452e+02  4.83810224e-01  1.55020615e+02
 -1.43422576e+02 -1.58950643e-02  1.54542920e+02 -1.42929164e+02
  4.71810606e-01  1.55023330e+02 -1.43430235e+02  1.26920657e-03
  1.54540943e+02 -1.42925596e+02  4.85866377e-01  1.55034505e+02
 -1.43412968e+02 -2.71412331e-02  1.54534048e+02 -1.42944326e+02
  4.85381782e-01  1.55034887e+02 -1.43452513e+02 -3.08300344e-02
  1.54536478e+02 -1.42950951e+02  4.81981541e-01  1.55026730e+02
 -1.43422028e+02 -2.77644257e-02  1.54536786e+02 -1.42949408e+02
  4.80484266e-01  1.55030004e+02 -1.43441830e+02 -3.50275398e-02
  1.54529731e+02 -1.42938572e+02  4.85195374e-01  1.55027303e+02
 -1.43432189e+02 -2.29777040e-02  1.54525766e+02 -1.42959949e+02
  4.55321788e-01  1.55039263e+02 -1.43447377e+02 -1.45995261e-02
  1.54530959e+02 -1.42945765e+02  4.66659431e-01  1.55031759e+02
 -1.43447013e+02 -2.45816084e-02  1.54521117e+02 -1.42936761e+02
  4.60786131e-01  1.55024325e+02]
Niter:  2 row:  203 ngroup:  26 nlines:  6422 gd:  5972
[ 1.21212080e-10 -1.03141643e-05 -2.82898699e-01  1.61511616e+04
 -1.43426206e+02 -1.14116195e-02  1.54535143e+02 -1.42911375e+02
  4.78647128e-01  1.55031276e+02 -1.43428836e+02 -2.05993169e-02
  1.54528412e+02 -1.42946113e+02  4.86035594e-01  1.55038589e+02
 -1.43411909e+02 -1.56976440e-02  1.54528757e+02 -1.42935637e+02
  4.59325108e-01  1.55032342e+02 -1.43421905e+02 -2.52391832e-02
  1.54537539e+02 -1.42940452e+02  4.83810224e-01  1.55020615e+02
 -1.43422576e+02 -1.58950643e-02  1.54542920e+02 -1.42929164e+02
  4.71810606e-01  1.55023330e+02 -1.43430235e+02  1.26920657e-03
  1.54540943e+02 -1.42925596e+02  4.85866377e-01  1.55034505e+02
 -1.43412968e+02 -2.71412331e-02  1.54534048e+02 -1.42944326e+02
  4.85381782e-01  1.55034887e+02 -1.43452513e+02 -3.08300344e-02
  1.54536478e+02 -1.42950951e+02  4.81981541e-01  1.55026730e+02
 -1.43422028e+02 -2.77644257e-02  1.54536786e+02 -1.42949408e+02
  4.80484266e-01  1.55030004e+02 -1.43441830e+02 -3.50275398e-02
  1.54529731e+02 -1.42938572e+02  4.85195374e-01  1.55027303e+02
 -1.43432189e+02 -2.29777040e-02  1.54525766e+02 -1.42959949e+02
  4.55321788e-01  1.55039263e+02 -1.43447377e+02 -1.45995261e-02
  1.54530959e+02 -1.42945765e+02  4.66659431e-01  1.55031759e+02
 -1.43447013e+02 -2.45816084e-02  1.54521117e+02 -1.42936761e+02
  4.60786131e-01  1.55024325e+02]
res:  5972 -0.0003819222747551976 0.014317957032289996 0.023531805436725707
[ 1.21212068e-10 -1.03141654e-05 -2.82898671e-01  1.61511600e+04
 -1.43437706e+02 -1.71237987e-02  1.54530381e+02 -1.42918355e+02
  4.72947786e-01  1.55026511e+02 -1.43435800e+02 -1.91584878e-02
  1.54523656e+02 -1.42953118e+02  4.80354745e-01  1.55033827e+02
 -1.43418890e+02 -2.13656902e-02  1.54525972e+02 -1.42942663e+02
  4.50635023e-01  1.55029396e+02 -1.43428895e+02 -3.74607283e-02
  1.54534735e+02 -1.42947449e+02  4.75242187e-01  1.55015851e+02
 -1.43429560e+02 -2.15828389e-02  1.54538159e+02 -1.42936173e+02
  4.44483999e-01  1.55018568e+02 -1.43437208e+02 -4.41989785e-03
  1.54538050e+02 -1.42932615e+02  4.80145326e-01  1.55029741e+02
 -1.43419968e+02 -2.93892518e-02  1.54529275e+02 -1.42951328e+02
  4.79684252e-01  1.55030123e+02 -1.43459496e+02 -3.65095207e-02
  1.54531714e+02 -1.42957937e+02  4.76290951e-01  1.55020196e+02
 -1.43429014e+02 -3.34367893e-02  1.54532022e+02 -1.42956380e+02
  4.71672242e-01  1.55025244e+02 -1.43448818e+02 -4.07083105e-02
  1.54524967e+02 -1.42945600e+02  4.76710863e-01  1.55022539e+02
 -1.43439171e+02 -2.86693068e-02  1.54521004e+02 -1.42966949e+02
  4.49608542e-01  1.55034505e+02 -1.43454364e+02 -2.02891000e-02
  1.54526199e+02 -1.42952761e+02  4.60971132e-01  1.55026994e+02
 -1.43454008e+02 -3.02729995e-02  1.54516364e+02 -1.42943781e+02
  4.55091631e-01  1.55017733e+02]
Niter:  3 row:  203 ngroup:  26 nlines:  6422 gd:  5973
[ 1.21212068e-10 -1.03141654e-05 -2.82898671e-01  1.61511600e+04
 -1.43437706e+02 -1.71237987e-02  1.54530381e+02 -1.42918355e+02
  4.72947786e-01  1.55026511e+02 -1.43435800e+02 -1.91584878e-02
  1.54523656e+02 -1.42953118e+02  4.80354745e-01  1.55033827e+02
 -1.43418890e+02 -2.13656902e-02  1.54525972e+02 -1.42942663e+02
  4.50635023e-01  1.55029396e+02 -1.43428895e+02 -3.74607283e-02
  1.54534735e+02 -1.42947449e+02  4.75242187e-01  1.55015851e+02
 -1.43429560e+02 -2.15828389e-02  1.54538159e+02 -1.42936173e+02
  4.44483999e-01  1.55018568e+02 -1.43437208e+02 -4.41989785e-03
  1.54538050e+02 -1.42932615e+02  4.80145326e-01  1.55029741e+02
 -1.43419968e+02 -2.93892518e-02  1.54529275e+02 -1.42951328e+02
  4.79684252e-01  1.55030123e+02 -1.43459496e+02 -3.65095207e-02
  1.54531714e+02 -1.42957937e+02  4.76290951e-01  1.55020196e+02
 -1.43429014e+02 -3.34367893e-02  1.54532022e+02 -1.42956380e+02
  4.71672242e-01  1.55025244e+02 -1.43448818e+02 -4.07083105e-02
  1.54524967e+02 -1.42945600e+02  4.76710863e-01  1.55022539e+02
 -1.43439171e+02 -2.86693068e-02  1.54521004e+02 -1.42966949e+02
  4.49608542e-01  1.55034505e+02 -1.43454364e+02 -2.02891000e-02
  1.54526199e+02 -1.42952761e+02  4.60971132e-01  1.55026994e+02
 -1.43454008e+02 -3.02729995e-02  1.54516364e+02 -1.42943781e+02
  4.55091631e-01  1.55017733e+02]
res:  5973 -0.00035744630986300763 0.014304236516181845 0.023540902059302513
[ 1.21202551e-10 -1.03141654e-05 -2.82898671e-01  1.61511600e+04
 -1.43437706e+02 -1.71237987e-02  1.54530381e+02 -1.42918355e+02
  4.72947786e-01  1.55026511e+02 -1.43435800e+02 -1.91584878e-02
  1.54523656e+02 -1.42953118e+02  4.80354745e-01  1.55033827e+02
 -1.43418890e+02 -2.13656902e-02  1.54525972e+02 -1.42942663e+02
  4.50635023e-01  1.55029396e+02 -1.43428895e+02 -3.74607283e-02
  1.54534735e+02 -1.42947449e+02  4.75242187e-01  1.55015851e+02
 -1.43429560e+02 -2.15828389e-02  1.54538159e+02 -1.42936173e+02
  4.44483999e-01  1.55018568e+02 -1.43437208e+02 -4.41989785e-03
  1.54538050e+02 -1.42932615e+02  4.80145326e-01  1.55029741e+02
 -1.43419968e+02 -2.93892518e-02  1.54529275e+02 -1.42951328e+02
  4.79684252e-01  1.55030123e+02 -1.43459496e+02 -3.65095207e-02
  1.54531714e+02 -1.42957937e+02  4.76290951e-01  1.55020196e+02
 -1.43429014e+02 -3.34367893e-02  1.54532022e+02 -1.42956380e+02
  4.71672242e-01  1.55025244e+02 -1.43448818e+02 -4.07083105e-02
  1.54524967e+02 -1.42945600e+02  4.76710863e-01  1.55022539e+02
 -1.43439171e+02 -2.86693068e-02  1.54521004e+02 -1.42966949e+02
  4.49608542e-01  1.55034505e+02 -1.43454364e+02 -2.02891000e-02
  1.54526199e+02 -1.42952761e+02  4.60971132e-01  1.55026994e+02
 -1.43454008e+02 -3.02729995e-02  1.54516364e+02 -1.42943781e+02
  4.55091631e-01  1.55017733e+02]
Niter:  4 row:  203 ngroup:  26 nlines:  6422 gd:  5972
[ 1.21202551e-10 -1.03141654e-05 -2.82898671e-01  1.61511600e+04
 -1.43437706e+02 -1.71237987e-02  1.54530381e+02 -1.42918355e+02
  4.72947786e-01  1.55026511e+02 -1.43435800e+02 -1.91584878e-02
  1.54523656e+02 -1.42953118e+02  4.80354745e-01  1.55033827e+02
 -1.43418890e+02 -2.13656902e-02  1.54525972e+02 -1.42942663e+02
  4.50635023e-01  1.55029396e+02 -1.43428895e+02 -3.74607283e-02
  1.54534735e+02 -1.42947449e+02  4.75242187e-01  1.55015851e+02
 -1.43429560e+02 -2.15828389e-02  1.54538159e+02 -1.42936173e+02
  4.44483999e-01  1.55018568e+02 -1.43437208e+02 -4.41989785e-03
  1.54538050e+02 -1.42932615e+02  4.80145326e-01  1.55029741e+02
 -1.43419968e+02 -2.93892518e-02  1.54529275e+02 -1.42951328e+02
  4.79684252e-01  1.55030123e+02 -1.43459496e+02 -3.65095207e-02
  1.54531714e+02 -1.42957937e+02  4.76290951e-01  1.55020196e+02
 -1.43429014e+02 -3.34367893e-02  1.54532022e+02 -1.42956380e+02
  4.71672242e-01  1.55025244e+02 -1.43448818e+02 -4.07083105e-02
  1.54524967e+02 -1.42945600e+02  4.76710863e-01  1.55022539e+02
 -1.43439171e+02 -2.86693068e-02  1.54521004e+02 -1.42966949e+02
  4.49608542e-01  1.55034505e+02 -1.43454364e+02 -2.02891000e-02
  1.54526199e+02 -1.42952761e+02  4.60971132e-01  1.55026994e+02
 -1.43454008e+02 -3.02729995e-02  1.54516364e+02 -1.42943781e+02
  4.55091631e-01  1.55017733e+02]
res:  5972 -0.0003845335613732459 0.014283491692367534 0.023526240738976103
[ 1.21202538e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
Niter:  5 row:  203 ngroup:  26 nlines:  6422 gd:  5973
[ 1.21202538e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
res:  5973 -0.0003460896559772664 0.014296869068857632 0.023538171860570625
[ 1.21194139e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
Niter:  6 row:  203 ngroup:  26 nlines:  6422 gd:  5972
[ 1.21194139e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
res:  5972 -0.0003405630677661975 0.014298127804977412 0.02352549514112014
[ 1.21193044e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
Saving figure to  wave_resid_43670005_fiber203.png
Final values:
res:  -0.0003405630677661975 0.02352549514112014
pars:  [ 1.21193044e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
203 [ 1.21193044e-10 -1.03141664e-05 -2.82898643e-01  1.61511584e+04
 -1.43444295e+02 -2.28329458e-02  1.54525238e+02 -1.42924943e+02
  4.67257216e-01  1.55021367e+02 -1.43442385e+02 -2.10788441e-02
  1.54518509e+02 -1.42959711e+02  4.74665160e-01  1.55028682e+02
 -1.43425477e+02 -2.70361017e-02  1.54520828e+02 -1.42949266e+02
  4.44940131e-01  1.55024249e+02 -1.43435485e+02 -4.31331112e-02
  1.54531401e+02 -1.42954040e+02  4.69538961e-01  1.55010707e+02
 -1.43436144e+02 -2.72732070e-02  1.54533017e+02 -1.42942765e+02
  4.36063173e-01  1.55013425e+02 -1.43443796e+02 -1.01057068e-02
  1.54532907e+02 -1.42939214e+02  4.74430019e-01  1.55024597e+02
 -1.43426561e+02 -3.50658935e-02  1.54524135e+02 -1.42957920e+02
  4.73982671e-01  1.55024980e+02 -1.43466084e+02 -4.21889665e-02
  1.54526571e+02 -1.42964527e+02  4.70600266e-01  1.55015046e+02
 -1.43435603e+02 -3.91117247e-02  1.54526879e+02 -1.42962963e+02
  4.65985537e-01  1.55020098e+02 -1.43455410e+02 -4.63854998e-02
  1.54519823e+02 -1.42952202e+02  4.71000956e-01  1.55017393e+02
 -1.43445761e+02 -3.43681865e-02  1.54515860e+02 -1.42973543e+02
  4.43893700e-01  1.55029358e+02 -1.43460949e+02 -2.59820716e-02
  1.54521054e+02 -1.42959351e+02  4.55282637e-01  1.55021850e+02
 -1.43460599e+02 -3.59624076e-02  1.54511216e+02 -1.42950381e+02
  4.49403662e-01  1.55010609e+02]
--- Row 205/300 row=204 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  204
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=204 ---
Niter:  0 row:  204 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 7.043582900223555e-05 0.015027841642222484 0.029091003642811697
[ 1.19986048e-10 -1.03138145e-05 -2.82885837e-01  1.61511619e+04
 -1.43472574e+02 -2.10477507e-14  1.54595306e+02]
Niter:  1 row:  204 ngroup:  1 nlines:  242 gd:  232
[ 1.19986048e-10 -1.03138145e-05 -2.82885837e-01  1.61511619e+04
 -1.43472574e+02 -2.10477507e-14  1.54595306e+02]
res:  232 -0.00027841332757816417 0.014434372385949246 0.024310111901627397
[ 1.20020048e-10 -1.03139643e-05 -2.82885552e-01  1.61511653e+04
 -1.43461438e+02  2.30876615e-11  1.54606401e+02]
Niter:  2 row:  204 ngroup:  1 nlines:  242 gd:  230
[ 1.20020048e-10 -1.03139643e-05 -2.82885552e-01  1.61511653e+04
 -1.43461438e+02  2.30876615e-11  1.54606401e+02]
res:  230 -0.000538524822331965 0.014271078668571135 0.023588126115782405
[ 1.19976830e-10 -1.03138582e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
Niter:  3 row:  204 ngroup:  1 nlines:  242 gd:  229
[ 1.19976830e-10 -1.03138582e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
res:  229 -0.0010205153539573075 0.014295827362730051 0.023246263458645212
[ 1.20024785e-10 -1.03138582e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
Niter:  4 row:  204 ngroup:  1 nlines:  242 gd:  229
[ 1.20024785e-10 -1.03138582e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
res:  229 -0.0010568946581770433 0.014339020242005063 0.023245071064410573
[ 1.20004726e-10 -1.03138001e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
Niter:  5 row:  204 ngroup:  1 nlines:  242 gd:  229
[ 1.20004726e-10 -1.03138001e-05 -2.82885246e-01  1.61511662e+04
 -1.43461474e+02  1.24106279e-10  1.54611271e+02]
res:  229 -0.001117606565458118 0.014413784736461821 0.023242783051404318
[ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02]
Niter:  6 row:  204 ngroup:  1 nlines:  242 gd:  229
[ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02]
res:  229 -0.001117606565458118 0.014413784736461821 0.023242783051404318
[ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02]
Final values:
res:  -0.001117606565458118 0.023242783051404318
pars:  [ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02]
204 [ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02]
elapsed: 2.9 sec.
Niter:  0 row:  204 ngroup:  26 nlines:  6336 gd:  6336
[ 1.20040904e-10 -1.03136878e-05 -2.82885372e-01  1.61511661e+04
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02 -1.43460244e+02 -1.15989101e-09
  1.54613546e+02 -1.43460244e+02 -1.15989101e-09  1.54613546e+02
 -1.43460244e+02 -1.15989101e-09  1.54613546e+02 -1.43460244e+02
 -1.15989101e-09  1.54613546e+02]
res:  6336 -0.000643950809717353 0.014497812020636047 0.032475065830554935
[ 1.20040916e-10 -1.03136888e-05 -2.82885401e-01  1.61511677e+04
 -1.43452875e+02  2.08522668e-02  1.54620194e+02 -1.42947083e+02
  5.10162114e-01  1.55121154e+02 -1.43452631e+02  2.02265318e-02
  1.54613063e+02 -1.42971331e+02  5.04648094e-01  1.55113096e+02
 -1.43444134e+02  1.28288283e-02  1.54614308e+02 -1.42928137e+02
  5.24017945e-01  1.55111736e+02 -1.43420082e+02 -4.02908967e-03
  1.54609478e+02 -1.42902137e+02  5.03522783e-01  1.55109193e+02
 -1.43435405e+02  1.90148688e-02  1.54614561e+02 -1.42946628e+02
  4.97420121e-01  1.55121860e+02 -1.43414613e+02  5.04600353e-04
  1.54613281e+02 -1.42940633e+02  5.12769183e-01  1.55111921e+02
 -1.43447312e+02  9.15993768e-03  1.54608292e+02 -1.42934205e+02
  4.97264665e-01  1.55113735e+02 -1.43436320e+02  9.80108312e-03
  1.54604641e+02 -1.42931571e+02  5.08831088e-01  1.55110933e+02
 -1.43420389e+02  2.44341263e-02  1.54628318e+02 -1.42941098e+02
  5.12109936e-01  1.55112525e+02 -1.43448642e+02  2.88044561e-03
  1.54610303e+02 -1.42924177e+02  5.10711079e-01  1.55106428e+02
 -1.43457935e+02  1.57487168e-02  1.54612308e+02 -1.42949694e+02
  5.21607512e-01  1.55109137e+02 -1.43433982e+02 -1.52854606e-03
  1.54602323e+02 -1.42941373e+02  5.16392918e-01  1.55109435e+02
 -1.43464138e+02 -6.20587782e-03  1.54596283e+02 -1.42948387e+02
  5.00529469e-01  1.55105660e+02]
Niter:  1 row:  204 ngroup:  26 nlines:  6336 gd:  5916
[ 1.20040916e-10 -1.03136888e-05 -2.82885401e-01  1.61511677e+04
 -1.43452875e+02  2.08522668e-02  1.54620194e+02 -1.42947083e+02
  5.10162114e-01  1.55121154e+02 -1.43452631e+02  2.02265318e-02
  1.54613063e+02 -1.42971331e+02  5.04648094e-01  1.55113096e+02
 -1.43444134e+02  1.28288283e-02  1.54614308e+02 -1.42928137e+02
  5.24017945e-01  1.55111736e+02 -1.43420082e+02 -4.02908967e-03
  1.54609478e+02 -1.42902137e+02  5.03522783e-01  1.55109193e+02
 -1.43435405e+02  1.90148688e-02  1.54614561e+02 -1.42946628e+02
  4.97420121e-01  1.55121860e+02 -1.43414613e+02  5.04600353e-04
  1.54613281e+02 -1.42940633e+02  5.12769183e-01  1.55111921e+02
 -1.43447312e+02  9.15993768e-03  1.54608292e+02 -1.42934205e+02
  4.97264665e-01  1.55113735e+02 -1.43436320e+02  9.80108312e-03
  1.54604641e+02 -1.42931571e+02  5.08831088e-01  1.55110933e+02
 -1.43420389e+02  2.44341263e-02  1.54628318e+02 -1.42941098e+02
  5.12109936e-01  1.55112525e+02 -1.43448642e+02  2.88044561e-03
  1.54610303e+02 -1.42924177e+02  5.10711079e-01  1.55106428e+02
 -1.43457935e+02  1.57487168e-02  1.54612308e+02 -1.42949694e+02
  5.21607512e-01  1.55109137e+02 -1.43433982e+02 -1.52854606e-03
  1.54602323e+02 -1.42941373e+02  5.16392918e-01  1.55109435e+02
 -1.43464138e+02 -6.20587782e-03  1.54596283e+02 -1.42948387e+02
  5.00529469e-01  1.55105660e+02]
res:  5916 -0.0007093009353411617 0.014434965765758534 0.02296667486088489
[ 1.20040928e-10 -1.03136898e-05 -2.82885429e-01  1.61511693e+04
 -1.43446401e+02  1.41256240e-02  1.54623002e+02 -1.42926886e+02
  5.13811831e-01  1.55128412e+02 -1.43445368e+02  1.43434872e-02
  1.54620360e+02 -1.42951674e+02  5.01657453e-01  1.55120683e+02
 -1.43425459e+02  1.63167384e-02  1.54621311e+02 -1.42920658e+02
  5.16442878e-01  1.55119205e+02 -1.43431477e+02  3.57204819e-04
  1.54615781e+02 -1.42938127e+02  4.98750450e-01  1.55121399e+02
 -1.43431573e+02  1.86833628e-02  1.54624039e+02 -1.42943602e+02
  5.04885031e-01  1.55127502e+02 -1.43412536e+02  9.13644699e-03
  1.54622290e+02 -1.42935940e+02  5.02105867e-01  1.55115963e+02
 -1.43431773e+02  1.07654859e-02  1.54615552e+02 -1.42933399e+02
  5.02670817e-01  1.55121944e+02 -1.43436334e+02  1.77111527e-02
  1.54611735e+02 -1.42920543e+02  5.12032849e-01  1.55122776e+02
 -1.43396378e+02  1.85913009e-02  1.54624345e+02 -1.42928701e+02
  5.09929016e-01  1.55117258e+02 -1.43439517e+02  1.79944815e-02
  1.54617036e+02 -1.42922597e+02  5.15696177e-01  1.55118212e+02
 -1.43446625e+02  2.09167882e-02  1.54622057e+02 -1.42935166e+02
  5.13647921e-01  1.55111607e+02 -1.43432433e+02 -1.00672680e-04
  1.54611006e+02 -1.42933565e+02  5.20999517e-01  1.55107301e+02
 -1.43449567e+02 -1.15074692e-02  1.54605250e+02 -1.42948378e+02
  5.02565653e-01  1.55111650e+02]
Niter:  2 row:  204 ngroup:  26 nlines:  6336 gd:  5912
[ 1.20040928e-10 -1.03136898e-05 -2.82885429e-01  1.61511693e+04
 -1.43446401e+02  1.41256240e-02  1.54623002e+02 -1.42926886e+02
  5.13811831e-01  1.55128412e+02 -1.43445368e+02  1.43434872e-02
  1.54620360e+02 -1.42951674e+02  5.01657453e-01  1.55120683e+02
 -1.43425459e+02  1.63167384e-02  1.54621311e+02 -1.42920658e+02
  5.16442878e-01  1.55119205e+02 -1.43431477e+02  3.57204819e-04
  1.54615781e+02 -1.42938127e+02  4.98750450e-01  1.55121399e+02
 -1.43431573e+02  1.86833628e-02  1.54624039e+02 -1.42943602e+02
  5.04885031e-01  1.55127502e+02 -1.43412536e+02  9.13644699e-03
  1.54622290e+02 -1.42935940e+02  5.02105867e-01  1.55115963e+02
 -1.43431773e+02  1.07654859e-02  1.54615552e+02 -1.42933399e+02
  5.02670817e-01  1.55121944e+02 -1.43436334e+02  1.77111527e-02
  1.54611735e+02 -1.42920543e+02  5.12032849e-01  1.55122776e+02
 -1.43396378e+02  1.85913009e-02  1.54624345e+02 -1.42928701e+02
  5.09929016e-01  1.55117258e+02 -1.43439517e+02  1.79944815e-02
  1.54617036e+02 -1.42922597e+02  5.15696177e-01  1.55118212e+02
 -1.43446625e+02  2.09167882e-02  1.54622057e+02 -1.42935166e+02
  5.13647921e-01  1.55111607e+02 -1.43432433e+02 -1.00672680e-04
  1.54611006e+02 -1.42933565e+02  5.20999517e-01  1.55107301e+02
 -1.43449567e+02 -1.15074692e-02  1.54605250e+02 -1.42948378e+02
  5.02565653e-01  1.55111650e+02]
res:  5912 -0.0007670483610127121 0.014442921535192 0.022888975097384627
[ 1.20040940e-10 -1.03136908e-05 -2.82885457e-01  1.61511710e+04
 -1.43439479e+02  1.70834494e-02  1.54627731e+02 -1.42914910e+02
  5.16266646e-01  1.55133142e+02 -1.43443783e+02  2.00363819e-02
  1.54625090e+02 -1.42944732e+02  5.07358036e-01  1.55125413e+02
 -1.43418543e+02  2.20031643e-02  1.54626048e+02 -1.42913700e+02
  5.13492088e-01  1.55123941e+02 -1.43430162e+02  2.96950385e-03
  1.54620508e+02 -1.42942647e+02  5.01058328e-01  1.55126131e+02
 -1.43424671e+02  2.14897575e-02  1.54632543e+02 -1.42936660e+02
  5.10589679e-01  1.55132233e+02 -1.43405591e+02  1.79790584e-02
  1.54627018e+02 -1.42928996e+02  5.04691945e-01  1.55120685e+02
 -1.43419455e+02  1.64583021e-02  1.54620275e+02 -1.42926440e+02
  5.08371940e-01  1.55126679e+02 -1.43429427e+02  2.34043620e-02
  1.54616467e+02 -1.42908417e+02  5.17725029e-01  1.55127504e+02
 -1.43389434e+02  2.14526549e-02  1.54629073e+02 -1.42921762e+02
  5.15639135e-01  1.55121992e+02 -1.43432596e+02  2.36918064e-02
  1.54621778e+02 -1.42915640e+02  5.21392959e-01  1.55122935e+02
 -1.43439680e+02  2.65997928e-02  1.54626787e+02 -1.42928235e+02
  5.12816309e-01  1.55116343e+02 -1.43425496e+02  5.60627491e-03
  1.54617671e+02 -1.42926612e+02  5.26701104e-01  1.55112032e+02
 -1.43442641e+02 -5.80065141e-03  1.54609986e+02 -1.42941466e+02
  5.05288732e-01  1.55116378e+02]
Niter:  3 row:  204 ngroup:  26 nlines:  6336 gd:  5913
[ 1.20040940e-10 -1.03136908e-05 -2.82885457e-01  1.61511710e+04
 -1.43439479e+02  1.70834494e-02  1.54627731e+02 -1.42914910e+02
  5.16266646e-01  1.55133142e+02 -1.43443783e+02  2.00363819e-02
  1.54625090e+02 -1.42944732e+02  5.07358036e-01  1.55125413e+02
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  5.13492088e-01  1.55123941e+02 -1.43430162e+02  2.96950385e-03
  1.54620508e+02 -1.42942647e+02  5.01058328e-01  1.55126131e+02
 -1.43424671e+02  2.14897575e-02  1.54632543e+02 -1.42936660e+02
  5.10589679e-01  1.55132233e+02 -1.43405591e+02  1.79790584e-02
  1.54627018e+02 -1.42928996e+02  5.04691945e-01  1.55120685e+02
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  5.08371940e-01  1.55126679e+02 -1.43429427e+02  2.34043620e-02
  1.54616467e+02 -1.42908417e+02  5.17725029e-01  1.55127504e+02
 -1.43389434e+02  2.14526549e-02  1.54629073e+02 -1.42921762e+02
  5.15639135e-01  1.55121992e+02 -1.43432596e+02  2.36918064e-02
  1.54621778e+02 -1.42915640e+02  5.21392959e-01  1.55122935e+02
 -1.43439680e+02  2.65997928e-02  1.54626787e+02 -1.42928235e+02
  5.12816309e-01  1.55116343e+02 -1.43425496e+02  5.60627491e-03
  1.54617671e+02 -1.42926612e+02  5.26701104e-01  1.55112032e+02
 -1.43442641e+02 -5.80065141e-03  1.54609986e+02 -1.42941466e+02
  5.05288732e-01  1.55116378e+02]
res:  5913 -0.0005465606445795856 0.014056007855288044 0.022830396993729157
[ 1.20681861e-10 -1.03146028e-05 -2.82894495e-01  1.61511726e+04
 -1.43395034e+02  2.09255801e-02  1.54579954e+02 -1.42870002e+02
  5.15138570e-01  1.55085355e+02 -1.43399159e+02  2.38256827e-02
  1.54577386e+02 -1.42899789e+02  5.11310123e-01  1.55077700e+02
 -1.43373179e+02  2.55996271e-02  1.54578258e+02 -1.42869354e+02
  5.17717155e-01  1.55076237e+02 -1.43385501e+02  7.24685128e-03
  1.54572588e+02 -1.42901268e+02  5.03146351e-01  1.55078495e+02
 -1.43378557e+02  2.42630930e-02  1.54584915e+02 -1.42892186e+02
  5.15091517e-01  1.55084548e+02 -1.43361725e+02  2.18855446e-02
  1.54579112e+02 -1.42884803e+02  5.08317023e-01  1.55072710e+02
 -1.43375115e+02  2.04869578e-02  1.54572353e+02 -1.42882487e+02
  5.12669274e-01  1.55079084e+02 -1.43384204e+02  2.72151872e-02
  1.54568819e+02 -1.42864785e+02  5.21594270e-01  1.55079818e+02
 -1.43345105e+02  2.52760766e-02  1.54581439e+02 -1.42877179e+02
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  1.54574203e+02 -1.42871273e+02  5.25211001e-01  1.55075200e+02
 -1.43395329e+02  2.99310602e-02  1.54579131e+02 -1.42883754e+02
  5.16124535e-01  1.55068676e+02 -1.43381048e+02  9.89898498e-03
  1.54569987e+02 -1.42882210e+02  5.31218327e-01  1.55064297e+02
 -1.43397810e+02 -1.15165536e-03  1.54562395e+02 -1.42896728e+02
  5.09255210e-01  1.55068670e+02]
Niter:  4 row:  204 ngroup:  26 nlines:  6336 gd:  5905
[ 1.20681861e-10 -1.03146028e-05 -2.82894495e-01  1.61511726e+04
 -1.43395034e+02  2.09255801e-02  1.54579954e+02 -1.42870002e+02
  5.15138570e-01  1.55085355e+02 -1.43399159e+02  2.38256827e-02
  1.54577386e+02 -1.42899789e+02  5.11310123e-01  1.55077700e+02
 -1.43373179e+02  2.55996271e-02  1.54578258e+02 -1.42869354e+02
  5.17717155e-01  1.55076237e+02 -1.43385501e+02  7.24685128e-03
  1.54572588e+02 -1.42901268e+02  5.03146351e-01  1.55078495e+02
 -1.43378557e+02  2.42630930e-02  1.54584915e+02 -1.42892186e+02
  5.15091517e-01  1.55084548e+02 -1.43361725e+02  2.18855446e-02
  1.54579112e+02 -1.42884803e+02  5.08317023e-01  1.55072710e+02
 -1.43375115e+02  2.04869578e-02  1.54572353e+02 -1.42882487e+02
  5.12669274e-01  1.55079084e+02 -1.43384204e+02  2.72151872e-02
  1.54568819e+02 -1.42864785e+02  5.21594270e-01  1.55079818e+02
 -1.43345105e+02  2.52760766e-02  1.54581439e+02 -1.42877179e+02
  5.20424876e-01  1.55074219e+02 -1.43388089e+02  2.76363551e-02
  1.54574203e+02 -1.42871273e+02  5.25211001e-01  1.55075200e+02
 -1.43395329e+02  2.99310602e-02  1.54579131e+02 -1.42883754e+02
  5.16124535e-01  1.55068676e+02 -1.43381048e+02  9.89898498e-03
  1.54569987e+02 -1.42882210e+02  5.31218327e-01  1.55064297e+02
 -1.43397810e+02 -1.15165536e-03  1.54562395e+02 -1.42896728e+02
  5.09255210e-01  1.55068670e+02]
res:  5905 -0.0005837449789396487 0.014100300932113896 0.022656922886164547
[ 1.20681873e-10 -1.03146038e-05 -2.82894467e-01  1.61511709e+04
 -1.43406906e+02  1.50190768e-02  1.54576997e+02 -1.42882174e+02
  5.04925364e-01  1.55082396e+02 -1.43411308e+02  1.79152518e-02
  1.54574426e+02 -1.42911849e+02  5.02626789e-01  1.55076806e+02
 -1.43385116e+02  1.65086611e-02  1.54575310e+02 -1.42886508e+02
  5.08957568e-01  1.55075316e+02 -1.43397632e+02 -1.99667212e-03
  1.54569692e+02 -1.42914557e+02  4.96619253e-01  1.55075633e+02
 -1.43391106e+02  1.45331695e-02  1.54581965e+02 -1.42904206e+02
  5.12216905e-01  1.55081598e+02 -1.43373229e+02  1.93651941e-02
  1.54578169e+02 -1.42896399e+02  5.02418498e-01  1.55067790e+02
 -1.43387075e+02  1.45724237e-02  1.54569408e+02 -1.42894035e+02
  4.97461254e-01  1.55076167e+02 -1.43396278e+02  1.60840593e-02
  1.54565825e+02 -1.42876668e+02  5.07159284e-01  1.55076846e+02
 -1.43352284e+02  1.62058572e-02  1.54578454e+02 -1.42884595e+02
  5.11757726e-01  1.55071293e+02 -1.43399964e+02  2.17297779e-02
  1.54571244e+02 -1.42883238e+02  5.19301160e-01  1.55072340e+02
 -1.43407093e+02  2.73332219e-02  1.54576130e+02 -1.42895572e+02
  5.01170024e-01  1.55065717e+02 -1.43392798e+02  3.96282874e-03
  1.54567038e+02 -1.42894255e+02  5.22220524e-01  1.55061376e+02
 -1.43409817e+02 -6.92741868e-03  1.54559418e+02 -1.42908865e+02
  4.98119746e-01  1.55065698e+02]
Niter:  5 row:  204 ngroup:  26 nlines:  6336 gd:  5897
[ 1.20681873e-10 -1.03146038e-05 -2.82894467e-01  1.61511709e+04
 -1.43406906e+02  1.50190768e-02  1.54576997e+02 -1.42882174e+02
  5.04925364e-01  1.55082396e+02 -1.43411308e+02  1.79152518e-02
  1.54574426e+02 -1.42911849e+02  5.02626789e-01  1.55076806e+02
 -1.43385116e+02  1.65086611e-02  1.54575310e+02 -1.42886508e+02
  5.08957568e-01  1.55075316e+02 -1.43397632e+02 -1.99667212e-03
  1.54569692e+02 -1.42914557e+02  4.96619253e-01  1.55075633e+02
 -1.43391106e+02  1.45331695e-02  1.54581965e+02 -1.42904206e+02
  5.12216905e-01  1.55081598e+02 -1.43373229e+02  1.93651941e-02
  1.54578169e+02 -1.42896399e+02  5.02418498e-01  1.55067790e+02
 -1.43387075e+02  1.45724237e-02  1.54569408e+02 -1.42894035e+02
  4.97461254e-01  1.55076167e+02 -1.43396278e+02  1.60840593e-02
  1.54565825e+02 -1.42876668e+02  5.07159284e-01  1.55076846e+02
 -1.43352284e+02  1.62058572e-02  1.54578454e+02 -1.42884595e+02
  5.11757726e-01  1.55071293e+02 -1.43399964e+02  2.17297779e-02
  1.54571244e+02 -1.42883238e+02  5.19301160e-01  1.55072340e+02
 -1.43407093e+02  2.73332219e-02  1.54576130e+02 -1.42895572e+02
  5.01170024e-01  1.55065717e+02 -1.43392798e+02  3.96282874e-03
  1.54567038e+02 -1.42894255e+02  5.22220524e-01  1.55061376e+02
 -1.43409817e+02 -6.92741868e-03  1.54559418e+02 -1.42908865e+02
  4.98119746e-01  1.55065698e+02]
res:  5897 -0.0007636446625838289 0.014115457724983571 0.022544201637590678
[ 1.20721251e-10 -1.03146038e-05 -2.82894467e-01  1.61511709e+04
 -1.43406906e+02  1.50190768e-02  1.54576997e+02 -1.42882174e+02
  5.04925364e-01  1.55082396e+02 -1.43411308e+02  1.79152518e-02
  1.54574426e+02 -1.42911849e+02  5.02626789e-01  1.55076806e+02
 -1.43385116e+02  1.65086611e-02  1.54575310e+02 -1.42886508e+02
  5.08957568e-01  1.55075316e+02 -1.43397632e+02 -1.99667212e-03
  1.54569692e+02 -1.42914557e+02  4.96619253e-01  1.55075633e+02
 -1.43391106e+02  1.45331695e-02  1.54581965e+02 -1.42904206e+02
  5.12216905e-01  1.55081598e+02 -1.43373229e+02  1.93651941e-02
  1.54578169e+02 -1.42896399e+02  5.02418498e-01  1.55067790e+02
 -1.43387075e+02  1.45724237e-02  1.54569408e+02 -1.42894035e+02
  4.97461254e-01  1.55076167e+02 -1.43396278e+02  1.60840593e-02
  1.54565825e+02 -1.42876668e+02  5.07159284e-01  1.55076846e+02
 -1.43352284e+02  1.62058572e-02  1.54578454e+02 -1.42884595e+02
  5.11757726e-01  1.55071293e+02 -1.43399964e+02  2.17297779e-02
  1.54571244e+02 -1.42883238e+02  5.19301160e-01  1.55072340e+02
 -1.43407093e+02  2.73332219e-02  1.54576130e+02 -1.42895572e+02
  5.01170024e-01  1.55065717e+02 -1.43392798e+02  3.96282874e-03
  1.54567038e+02 -1.42894255e+02  5.22220524e-01  1.55061376e+02
 -1.43409817e+02 -6.92741868e-03  1.54559418e+02 -1.42908865e+02
  4.98119746e-01  1.55065698e+02]
Niter:  6 row:  204 ngroup:  26 nlines:  6336 gd:  5896
[ 1.20721251e-10 -1.03146038e-05 -2.82894467e-01  1.61511709e+04
 -1.43406906e+02  1.50190768e-02  1.54576997e+02 -1.42882174e+02
  5.04925364e-01  1.55082396e+02 -1.43411308e+02  1.79152518e-02
  1.54574426e+02 -1.42911849e+02  5.02626789e-01  1.55076806e+02
 -1.43385116e+02  1.65086611e-02  1.54575310e+02 -1.42886508e+02
  5.08957568e-01  1.55075316e+02 -1.43397632e+02 -1.99667212e-03
  1.54569692e+02 -1.42914557e+02  4.96619253e-01  1.55075633e+02
 -1.43391106e+02  1.45331695e-02  1.54581965e+02 -1.42904206e+02
  5.12216905e-01  1.55081598e+02 -1.43373229e+02  1.93651941e-02
  1.54578169e+02 -1.42896399e+02  5.02418498e-01  1.55067790e+02
 -1.43387075e+02  1.45724237e-02  1.54569408e+02 -1.42894035e+02
  4.97461254e-01  1.55076167e+02 -1.43396278e+02  1.60840593e-02
  1.54565825e+02 -1.42876668e+02  5.07159284e-01  1.55076846e+02
 -1.43352284e+02  1.62058572e-02  1.54578454e+02 -1.42884595e+02
  5.11757726e-01  1.55071293e+02 -1.43399964e+02  2.17297779e-02
  1.54571244e+02 -1.42883238e+02  5.19301160e-01  1.55072340e+02
 -1.43407093e+02  2.73332219e-02  1.54576130e+02 -1.42895572e+02
  5.01170024e-01  1.55065717e+02 -1.43392798e+02  3.96282874e-03
  1.54567038e+02 -1.42894255e+02  5.22220524e-01  1.55061376e+02
 -1.43409817e+02 -6.92741868e-03  1.54559418e+02 -1.42908865e+02
  4.98119746e-01  1.55065698e+02]
res:  5896 -0.0009608771424609586 0.01392938131448318 0.022521556561115524
[ 1.20521441e-10 -1.03146334e-05 -2.82889476e-01  1.61511726e+04
 -1.43437644e+02  2.16013040e-02  1.54608959e+02 -1.42913099e+02
  5.10733105e-01  1.55114358e+02 -1.43442922e+02  2.45617958e-02
  1.54606354e+02 -1.42943258e+02  5.08964875e-01  1.55108756e+02
 -1.43415951e+02  2.28192648e-02  1.54607263e+02 -1.42918244e+02
  5.15456140e-01  1.55107228e+02 -1.43429081e+02  4.51765831e-03
  1.54601734e+02 -1.42947036e+02  5.03402252e-01  1.55107570e+02
 -1.43422117e+02  2.05038844e-02  1.54613854e+02 -1.42937234e+02
  5.18348187e-01  1.55113520e+02 -1.43405577e+02  2.56650867e-02
  1.54610622e+02 -1.42927409e+02  5.09119729e-01  1.55099850e+02
 -1.43418624e+02  2.10544552e-02  1.54601439e+02 -1.42925307e+02
  5.03886520e-01  1.55108061e+02 -1.43426949e+02  2.26963951e-02
  1.54597713e+02 -1.42910175e+02  5.12141811e-01  1.55108766e+02
 -1.43382129e+02  2.29657942e-02  1.54610347e+02 -1.42915879e+02
  5.17188688e-01  1.55103254e+02 -1.43430699e+02  2.82569827e-02
  1.54603102e+02 -1.42914815e+02  5.25879354e-01  1.55104331e+02
 -1.43438262e+02  3.40464662e-02  1.54608022e+02 -1.42926489e+02
  5.07828365e-01  1.55097621e+02 -1.43423791e+02  1.02977528e-02
  1.54598961e+02 -1.42925807e+02  5.28623789e-01  1.55093773e+02
 -1.43440830e+02 -9.61132729e-04  1.54591284e+02 -1.42939585e+02
  5.03782261e-01  1.55097627e+02]
Saving figure to  wave_resid_43670005_fiber204.png
Final values:
res:  -0.0009608771424609586 0.022521556561115524
pars:  [ 1.20521441e-10 -1.03146334e-05 -2.82889476e-01  1.61511726e+04
 -1.43437644e+02  2.16013040e-02  1.54608959e+02 -1.42913099e+02
  5.10733105e-01  1.55114358e+02 -1.43442922e+02  2.45617958e-02
  1.54606354e+02 -1.42943258e+02  5.08964875e-01  1.55108756e+02
 -1.43415951e+02  2.28192648e-02  1.54607263e+02 -1.42918244e+02
  5.15456140e-01  1.55107228e+02 -1.43429081e+02  4.51765831e-03
  1.54601734e+02 -1.42947036e+02  5.03402252e-01  1.55107570e+02
 -1.43422117e+02  2.05038844e-02  1.54613854e+02 -1.42937234e+02
  5.18348187e-01  1.55113520e+02 -1.43405577e+02  2.56650867e-02
  1.54610622e+02 -1.42927409e+02  5.09119729e-01  1.55099850e+02
 -1.43418624e+02  2.10544552e-02  1.54601439e+02 -1.42925307e+02
  5.03886520e-01  1.55108061e+02 -1.43426949e+02  2.26963951e-02
  1.54597713e+02 -1.42910175e+02  5.12141811e-01  1.55108766e+02
 -1.43382129e+02  2.29657942e-02  1.54610347e+02 -1.42915879e+02
  5.17188688e-01  1.55103254e+02 -1.43430699e+02  2.82569827e-02
  1.54603102e+02 -1.42914815e+02  5.25879354e-01  1.55104331e+02
 -1.43438262e+02  3.40464662e-02  1.54608022e+02 -1.42926489e+02
  5.07828365e-01  1.55097621e+02 -1.43423791e+02  1.02977528e-02
  1.54598961e+02 -1.42925807e+02  5.28623789e-01  1.55093773e+02
 -1.43440830e+02 -9.61132729e-04  1.54591284e+02 -1.42939585e+02
  5.03782261e-01  1.55097627e+02]
204 [ 1.20521441e-10 -1.03146334e-05 -2.82889476e-01  1.61511726e+04
 -1.43437644e+02  2.16013040e-02  1.54608959e+02 -1.42913099e+02
  5.10733105e-01  1.55114358e+02 -1.43442922e+02  2.45617958e-02
  1.54606354e+02 -1.42943258e+02  5.08964875e-01  1.55108756e+02
 -1.43415951e+02  2.28192648e-02  1.54607263e+02 -1.42918244e+02
  5.15456140e-01  1.55107228e+02 -1.43429081e+02  4.51765831e-03
  1.54601734e+02 -1.42947036e+02  5.03402252e-01  1.55107570e+02
 -1.43422117e+02  2.05038844e-02  1.54613854e+02 -1.42937234e+02
  5.18348187e-01  1.55113520e+02 -1.43405577e+02  2.56650867e-02
  1.54610622e+02 -1.42927409e+02  5.09119729e-01  1.55099850e+02
 -1.43418624e+02  2.10544552e-02  1.54601439e+02 -1.42925307e+02
  5.03886520e-01  1.55108061e+02 -1.43426949e+02  2.26963951e-02
  1.54597713e+02 -1.42910175e+02  5.12141811e-01  1.55108766e+02
 -1.43382129e+02  2.29657942e-02  1.54610347e+02 -1.42915879e+02
  5.17188688e-01  1.55103254e+02 -1.43430699e+02  2.82569827e-02
  1.54603102e+02 -1.42914815e+02  5.25879354e-01  1.55104331e+02
 -1.43438262e+02  3.40464662e-02  1.54608022e+02 -1.42926489e+02
  5.07828365e-01  1.55097621e+02 -1.43423791e+02  1.02977528e-02
  1.54598961e+02 -1.42925807e+02  5.28623789e-01  1.55093773e+02
 -1.43440830e+02 -9.61132729e-04  1.54591284e+02 -1.42939585e+02
  5.03782261e-01  1.55097627e+02]
--- Row 206/300 row=205 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  205
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=205 ---
Niter:  0 row:  205 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0002838463205989683 0.013354971284570638 0.03520206165048205
[ 1.20306865e-10 -1.03144099e-05 -2.82883004e-01  1.61511476e+04
 -1.43503150e+02 -3.36737046e-14  1.54591345e+02]
Niter:  1 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20306865e-10 -1.03144099e-05 -2.82883004e-01  1.61511476e+04
 -1.43503150e+02 -3.36737046e-14  1.54591345e+02]
res:  219 -0.0005384918058553012 0.012790973161827424 0.021508451790661468
[ 1.20297846e-10 -1.03149461e-05 -2.82885431e-01  1.61511543e+04
 -1.43469465e+02  1.84274737e-12  1.54593412e+02]
Niter:  2 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20297846e-10 -1.03149461e-05 -2.82885431e-01  1.61511543e+04
 -1.43469465e+02  1.84274737e-12  1.54593412e+02]
res:  219 -0.0009681334704509936 0.012508936219091993 0.02137948592206403
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
Niter:  3 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
res:  219 -0.0009681334158813115 0.012508936968515627 0.02137948592203743
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
Niter:  4 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
res:  219 -0.0009681334468041314 0.012508936400990933 0.021379485921991584
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
Niter:  5 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
res:  219 -0.0009681334468041314 0.012508936400990933 0.021379485921991584
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
Niter:  6 row:  205 ngroup:  1 nlines:  241 gd:  219
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
res:  219 -0.0009681334468041314 0.012508936400990933 0.021379485921991584
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
Final values:
res:  -0.0009681334468041314 0.021379485921991584
pars:  [ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
205 [ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02]
elapsed: 2.9 sec.
Niter:  0 row:  205 ngroup:  26 nlines:  6383 gd:  6383
[ 1.20567127e-10 -1.03150399e-05 -2.82889412e-01  1.61511564e+04
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02 -1.43440410e+02
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 -5.71834061e-11  1.54581883e+02 -1.43440410e+02 -5.71834061e-11
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 -1.43440410e+02 -5.71834061e-11  1.54581883e+02 -1.43440410e+02
 -5.71834061e-11  1.54581883e+02 -1.43440410e+02 -5.71834061e-11
  1.54581883e+02 -1.43440410e+02 -5.71834061e-11  1.54581883e+02
 -1.43440410e+02 -5.71834061e-11  1.54581883e+02 -1.43440410e+02
 -5.71834061e-11  1.54581883e+02]
res:  6383 0.00011584587446122896 0.013769439334282652 0.032963443224110246
[ 1.20567139e-10 -1.03150388e-05 -2.82889383e-01  1.61511548e+04
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  5.11607316e-01  1.55069435e+02 -1.43439542e+02  1.51745555e-02
  1.54577947e+02 -1.42945640e+02  5.04484466e-01  1.55072336e+02
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  5.04658996e-01  1.55074803e+02 -1.43412686e+02  1.78814133e-02
  1.54570386e+02 -1.42934188e+02  5.07959479e-01  1.55074672e+02
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  5.12830323e-01  1.55075926e+02 -1.43407594e+02  2.52126623e-02
  1.54581198e+02 -1.42917971e+02  5.19277259e-01  1.55078917e+02
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  5.08435226e-01  1.55078855e+02 -1.43419182e+02  1.81398969e-02
  1.54569705e+02 -1.42928597e+02  5.36659922e-01  1.55070253e+02
 -1.43427313e+02  1.06646637e-02  1.54579623e+02 -1.42953125e+02
  4.91263107e-01  1.55065406e+02 -1.43469941e+02  5.45158320e-03
  1.54564642e+02 -1.42992811e+02  4.86861146e-01  1.55067219e+02
 -1.43439085e+02  8.23521806e-03  1.54568034e+02 -1.42978767e+02
  5.12184071e-01  1.55075122e+02]
Niter:  1 row:  205 ngroup:  26 nlines:  6383 gd:  5904
[ 1.20567139e-10 -1.03150388e-05 -2.82889383e-01  1.61511548e+04
 -1.43443155e+02  2.43315468e-02  1.54569918e+02 -1.42928485e+02
  5.08957451e-01  1.55079915e+02 -1.43437543e+02  1.93358890e-02
  1.54570017e+02 -1.42938832e+02  5.26595054e-01  1.55072982e+02
 -1.43431368e+02  3.48266817e-02  1.54582169e+02 -1.42947563e+02
  5.11607316e-01  1.55069435e+02 -1.43439542e+02  1.51745555e-02
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 -1.43422763e+02  7.91775303e-03  1.54578218e+02 -1.42942025e+02
  5.04658996e-01  1.55074803e+02 -1.43412686e+02  1.78814133e-02
  1.54570386e+02 -1.42934188e+02  5.07959479e-01  1.55074672e+02
 -1.43440193e+02  1.92694341e-02  1.54571988e+02 -1.42946765e+02
  5.12830323e-01  1.55075926e+02 -1.43407594e+02  2.52126623e-02
  1.54581198e+02 -1.42917971e+02  5.19277259e-01  1.55078917e+02
 -1.43443774e+02  3.02668095e-02  1.54585169e+02 -1.42931558e+02
  5.08435226e-01  1.55078855e+02 -1.43419182e+02  1.81398969e-02
  1.54569705e+02 -1.42928597e+02  5.36659922e-01  1.55070253e+02
 -1.43427313e+02  1.06646637e-02  1.54579623e+02 -1.42953125e+02
  4.91263107e-01  1.55065406e+02 -1.43469941e+02  5.45158320e-03
  1.54564642e+02 -1.42992811e+02  4.86861146e-01  1.55067219e+02
 -1.43439085e+02  8.23521806e-03  1.54568034e+02 -1.42978767e+02
  5.12184071e-01  1.55075122e+02]
res:  5904 -0.0001894407432700973 0.013517698302166536 0.0222204327463915
[ 1.20567151e-10 -1.03150378e-05 -2.82889355e-01  1.61511532e+04
 -1.43454278e+02 -7.94148696e-03  1.54572412e+02 -1.42929012e+02
  5.19741606e-01  1.55072879e+02 -1.43439305e+02  7.16533749e-03
  1.54565627e+02 -1.42958465e+02  5.00854512e-01  1.55068754e+02
 -1.43440181e+02  2.42087151e-02  1.54577435e+02 -1.42953414e+02
  5.00744398e-01  1.55067911e+02 -1.43437163e+02  9.30529730e-03
  1.54580465e+02 -1.42946995e+02  4.84741918e-01  1.55067963e+02
 -1.43424055e+02 -1.12305359e-02  1.54578186e+02 -1.42972830e+02
  4.96296044e-01  1.55072472e+02 -1.43426524e+02  2.67047598e-03
  1.54570866e+02 -1.42933305e+02  4.98134200e-01  1.55069865e+02
 -1.43452546e+02 -8.47323444e-04  1.54568026e+02 -1.42945271e+02
  4.93026821e-01  1.55076009e+02 -1.43430042e+02  1.31904295e-02
  1.54576226e+02 -1.42923740e+02  5.02109325e-01  1.55077420e+02
 -1.43449682e+02 -4.15010895e-03  1.54579336e+02 -1.42944870e+02
  4.78786750e-01  1.55067292e+02 -1.43437768e+02  1.68657572e-03
  1.54574599e+02 -1.42951965e+02  4.93736926e-01  1.55068250e+02
 -1.43450427e+02 -6.02661619e-03  1.54573345e+02 -1.42967654e+02
  4.83651824e-01  1.55060678e+02 -1.43471592e+02  2.41012518e-03
  1.54562349e+02 -1.42985556e+02  4.87591679e-01  1.55064889e+02
 -1.43469491e+02 -4.66720731e-03  1.54566021e+02 -1.42965151e+02
  4.95644260e-01  1.55069047e+02]
Niter:  2 row:  205 ngroup:  26 nlines:  6383 gd:  5880
[ 1.20567151e-10 -1.03150378e-05 -2.82889355e-01  1.61511532e+04
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  5.19741606e-01  1.55072879e+02 -1.43439305e+02  7.16533749e-03
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 -1.43440181e+02  2.42087151e-02  1.54577435e+02 -1.42953414e+02
  5.00744398e-01  1.55067911e+02 -1.43437163e+02  9.30529730e-03
  1.54580465e+02 -1.42946995e+02  4.84741918e-01  1.55067963e+02
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  4.96296044e-01  1.55072472e+02 -1.43426524e+02  2.67047598e-03
  1.54570866e+02 -1.42933305e+02  4.98134200e-01  1.55069865e+02
 -1.43452546e+02 -8.47323444e-04  1.54568026e+02 -1.42945271e+02
  4.93026821e-01  1.55076009e+02 -1.43430042e+02  1.31904295e-02
  1.54576226e+02 -1.42923740e+02  5.02109325e-01  1.55077420e+02
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  4.78786750e-01  1.55067292e+02 -1.43437768e+02  1.68657572e-03
  1.54574599e+02 -1.42951965e+02  4.93736926e-01  1.55068250e+02
 -1.43450427e+02 -6.02661619e-03  1.54573345e+02 -1.42967654e+02
  4.83651824e-01  1.55060678e+02 -1.43471592e+02  2.41012518e-03
  1.54562349e+02 -1.42985556e+02  4.87591679e-01  1.55064889e+02
 -1.43469491e+02 -4.66720731e-03  1.54566021e+02 -1.42965151e+02
  4.95644260e-01  1.55069047e+02]
res:  5880 -0.0002519248919270467 0.013418137001281139 0.02186103469399375
[ 1.20567163e-10 -1.03150368e-05 -2.82889327e-01  1.61511516e+04
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  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
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  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
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  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
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  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010868e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
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  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
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  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
Niter:  3 row:  205 ngroup:  26 nlines:  6383 gd:  5875
[ 1.20567163e-10 -1.03150368e-05 -2.82889327e-01  1.61511516e+04
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  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983847e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
res:  5875 -0.0002961045156553155 0.013389571297011571 0.021796886017107903
[ 1.20586358e-10 -1.03150368e-05 -2.82889327e-01  1.61511516e+04
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  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
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Niter:  4 row:  205 ngroup:  26 nlines:  6383 gd:  5875
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  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010868e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787793e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983847e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
res:  5875 -0.00029921752684458625 0.013389762410952244 0.02179680083061629
[ 1.20586358e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
Niter:  5 row:  205 ngroup:  26 nlines:  6383 gd:  5875
[ 1.20586358e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
res:  5875 -0.00029833837470505387 0.013391897187830182 0.021796803724085413
[ 1.20586193e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
Niter:  6 row:  205 ngroup:  26 nlines:  6383 gd:  5875
[ 1.20586193e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
res:  5875 -0.00029922372959845234 0.013389762902079383 0.021796800601360272
[ 1.20586357e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
Saving figure to  wave_resid_43670005_fiber205.png
Final values:
res:  -0.00029922372959845234 0.021796800601360272
pars:  [ 1.20586357e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
205 [ 1.20586357e-10 -1.03150358e-05 -2.82889327e-01  1.61511516e+04
 -1.43461213e+02 -1.69961954e-02  1.54567676e+02 -1.42930962e+02
  5.14081085e-01  1.55068157e+02 -1.43446264e+02  1.48679985e-03
  1.54560891e+02 -1.42965423e+02  4.92370665e-01  1.55065833e+02
 -1.43447125e+02  1.54845464e-02  1.54570983e+02 -1.42960368e+02
  4.95064645e-01  1.55064986e+02 -1.43434785e+02  3.60126545e-03
  1.54575730e+02 -1.42949474e+02  4.76171950e-01  1.55064978e+02
 -1.43431008e+02 -1.69053918e-02  1.54573453e+02 -1.42984833e+02
  4.93818646e-01  1.55067748e+02 -1.43433487e+02 -3.03210148e-03
  1.54566123e+02 -1.42940245e+02  4.89526515e-01  1.55065139e+02
 -1.43463997e+02 -1.30422175e-02  1.54563290e+02 -1.42943106e+02
  4.80528840e-01  1.55071275e+02 -1.43442270e+02 -2.94010867e-03
  1.54571500e+02 -1.42930705e+02  4.93331077e-01  1.55072680e+02
 -1.43456622e+02 -1.26787812e-02  1.54574605e+02 -1.42951801e+02
  4.64497646e-01  1.55062565e+02 -1.43444718e+02 -4.00056781e-03
  1.54573486e+02 -1.42964171e+02  4.82650068e-01  1.55063516e+02
 -1.43468197e+02 -1.17119234e-02  1.54566748e+02 -1.42974589e+02
  4.77971145e-01  1.55054098e+02 -1.43478531e+02 -3.27983846e-03
  1.54559489e+02 -1.42982973e+02  4.84883323e-01  1.55062004e+02
 -1.43476451e+02 -1.03436662e-02  1.54561286e+02 -1.42961740e+02
  4.89953810e-01  1.55062523e+02]
--- Row 207/300 row=206 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  206
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=206 ---
Niter:  0 row:  206 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.0009946631917046034 0.014199110129993642 0.03521832676441756
[ 1.20068709e-10 -1.03137412e-05 -2.82879561e-01  1.61511237e+04
 -1.43500744e+02 -6.65962014e-14  1.54630048e+02]
Niter:  1 row:  206 ngroup:  1 nlines:  248 gd:  223
[ 1.20068709e-10 -1.03137412e-05 -2.82879561e-01  1.61511237e+04
 -1.43500744e+02 -6.65962014e-14  1.54630048e+02]
res:  223 -0.0011027925693269935 0.014000242485053604 0.020643995860056188
[ 1.19990217e-10 -1.03141575e-05 -2.82880100e-01  1.61511238e+04
 -1.43502190e+02  5.34813051e-10  1.54618822e+02]
Niter:  2 row:  206 ngroup:  1 nlines:  248 gd:  222
[ 1.19990217e-10 -1.03141575e-05 -2.82880100e-01  1.61511238e+04
 -1.43502190e+02  5.34813051e-10  1.54618822e+02]
res:  222 -0.0014546752408932662 0.013892866551941552 0.02027747208704447
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
Niter:  3 row:  206 ngroup:  1 nlines:  248 gd:  222
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
res:  222 -0.0014546752408932662 0.013892866551941552 0.02027747208704447
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
Niter:  4 row:  206 ngroup:  1 nlines:  248 gd:  222
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
res:  222 -0.0014546752408932662 0.013892866551941552 0.02027747208704447
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
Niter:  5 row:  206 ngroup:  1 nlines:  248 gd:  222
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
res:  222 -0.0014546752408932662 0.013892866551941552 0.02027747208704447
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
Niter:  6 row:  206 ngroup:  1 nlines:  248 gd:  222
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
res:  222 -0.0014546752408932662 0.013892866551941552 0.02027747208704447
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
Final values:
res:  -0.0014546752408932662 0.02027747208704447
pars:  [ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
206 [ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02]
elapsed: 2.9 sec.
Niter:  0 row:  206 ngroup:  26 nlines:  6370 gd:  6370
[ 1.20107430e-10 -1.03142030e-05 -2.82881825e-01  1.61511248e+04
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02 -1.43489491e+02  5.68795709e-10
  1.54613898e+02 -1.43489491e+02  5.68795709e-10  1.54613898e+02
 -1.43489491e+02  5.68795709e-10  1.54613898e+02 -1.43489491e+02
  5.68795709e-10  1.54613898e+02]
res:  6370 -0.00030942166995373555 0.013555796947002818 0.031148601129932035
[ 1.20107442e-10 -1.03142020e-05 -2.82881853e-01  1.61511264e+04
 -1.43481180e+02  9.09794822e-03  1.54616538e+02 -1.42985257e+02
  4.93772165e-01  1.55103442e+02 -1.43506901e+02  1.69704875e-02
  1.54608352e+02 -1.42983090e+02  4.67472802e-01  1.55104402e+02
 -1.43462828e+02  1.69740435e-02  1.54622553e+02 -1.42995966e+02
  4.93116893e-01  1.55096460e+02 -1.43481446e+02 -8.28890871e-03
  1.54606292e+02 -1.43023062e+02  4.91764518e-01  1.55112165e+02
 -1.43470417e+02  1.55667082e-03  1.54616517e+02 -1.42979334e+02
  4.80570902e-01  1.55096417e+02 -1.43476864e+02  1.18771864e-03
  1.54611501e+02 -1.42983012e+02  4.71895515e-01  1.55110029e+02
 -1.43503897e+02 -7.38893382e-03  1.54608696e+02 -1.42958232e+02
  4.98898247e-01  1.55104109e+02 -1.43466498e+02  9.69642390e-03
  1.54614964e+02 -1.43006197e+02  5.12256120e-01  1.55116988e+02
 -1.43489282e+02  1.55599654e-02  1.54617042e+02 -1.43011382e+02
  4.86778585e-01  1.55104396e+02 -1.43472361e+02 -7.85868145e-03
  1.54604379e+02 -1.42994132e+02  4.76630313e-01  1.55104592e+02
 -1.43504447e+02 -2.30783795e-02  1.54604272e+02 -1.42990372e+02
  4.71915814e-01  1.55109203e+02 -1.43487443e+02 -2.33463224e-03
  1.54599733e+02 -1.42996898e+02  4.70913920e-01  1.55109990e+02
 -1.43497901e+02  8.27348955e-04  1.54617267e+02 -1.43007415e+02
  4.70911177e-01  1.55103763e+02]
Niter:  1 row:  206 ngroup:  26 nlines:  6370 gd:  5926
[ 1.20107442e-10 -1.03142020e-05 -2.82881853e-01  1.61511264e+04
 -1.43481180e+02  9.09794822e-03  1.54616538e+02 -1.42985257e+02
  4.93772165e-01  1.55103442e+02 -1.43506901e+02  1.69704875e-02
  1.54608352e+02 -1.42983090e+02  4.67472802e-01  1.55104402e+02
 -1.43462828e+02  1.69740435e-02  1.54622553e+02 -1.42995966e+02
  4.93116893e-01  1.55096460e+02 -1.43481446e+02 -8.28890871e-03
  1.54606292e+02 -1.43023062e+02  4.91764518e-01  1.55112165e+02
 -1.43470417e+02  1.55667082e-03  1.54616517e+02 -1.42979334e+02
  4.80570902e-01  1.55096417e+02 -1.43476864e+02  1.18771864e-03
  1.54611501e+02 -1.42983012e+02  4.71895515e-01  1.55110029e+02
 -1.43503897e+02 -7.38893382e-03  1.54608696e+02 -1.42958232e+02
  4.98898247e-01  1.55104109e+02 -1.43466498e+02  9.69642390e-03
  1.54614964e+02 -1.43006197e+02  5.12256120e-01  1.55116988e+02
 -1.43489282e+02  1.55599654e-02  1.54617042e+02 -1.43011382e+02
  4.86778585e-01  1.55104396e+02 -1.43472361e+02 -7.85868145e-03
  1.54604379e+02 -1.42994132e+02  4.76630313e-01  1.55104592e+02
 -1.43504447e+02 -2.30783795e-02  1.54604272e+02 -1.42990372e+02
  4.71915814e-01  1.55109203e+02 -1.43487443e+02 -2.33463224e-03
  1.54599733e+02 -1.42996898e+02  4.70913920e-01  1.55109990e+02
 -1.43497901e+02  8.27348955e-04  1.54617267e+02 -1.43007415e+02
  4.70911177e-01  1.55103763e+02]
res:  5926 -0.0004421636349434266 0.013638624098348373 0.021956873336643284
[ 1.20107430e-10 -1.03142030e-05 -2.82881881e-01  1.61511280e+04
 -1.43475553e+02  8.60815136e-03  1.54623382e+02 -1.42985205e+02
  4.91132108e-01  1.55113072e+02 -1.43497167e+02 -5.88241186e-03
  1.54613088e+02 -1.42981983e+02  4.77499078e-01  1.55108369e+02
 -1.43460509e+02  1.16905816e-02  1.54630080e+02 -1.42983942e+02
  4.87297673e-01  1.55108371e+02 -1.43472094e+02 -1.71472995e-03
  1.54611355e+02 -1.42999554e+02  4.84726713e-01  1.55117021e+02
 -1.43479978e+02 -1.38226612e-02  1.54621194e+02 -1.42961836e+02
  4.82207064e-01  1.55105433e+02 -1.43481779e+02 -1.39808179e-03
  1.54618492e+02 -1.42974488e+02  4.75146139e-01  1.55111693e+02
 -1.43484515e+02 -1.51209136e-02  1.54615598e+02 -1.42967146e+02
  4.89385858e-01  1.55115187e+02 -1.43455773e+02  8.21869552e-03
  1.54621874e+02 -1.42992417e+02  4.96499885e-01  1.55127635e+02
 -1.43487479e+02  1.25949988e-02  1.54619780e+02 -1.42991070e+02
  4.92239531e-01  1.55111689e+02 -1.43470865e+02 -1.47728942e-02
  1.54605530e+02 -1.42975414e+02  4.69678530e-01  1.55113553e+02
 -1.43496371e+02 -4.06976568e-02  1.54611729e+02 -1.42981538e+02
  4.73242729e-01  1.55116002e+02 -1.43480559e+02 -1.60719843e-02
  1.54609020e+02 -1.42995279e+02  4.81653724e-01  1.55119502e+02
 -1.43497794e+02  2.56905182e-03  1.54622740e+02 -1.42995243e+02
  4.78736119e-01  1.55112883e+02]
Niter:  2 row:  206 ngroup:  26 nlines:  6370 gd:  5930
[ 1.20107430e-10 -1.03142030e-05 -2.82881881e-01  1.61511280e+04
 -1.43475553e+02  8.60815136e-03  1.54623382e+02 -1.42985205e+02
  4.91132108e-01  1.55113072e+02 -1.43497167e+02 -5.88241186e-03
  1.54613088e+02 -1.42981983e+02  4.77499078e-01  1.55108369e+02
 -1.43460509e+02  1.16905816e-02  1.54630080e+02 -1.42983942e+02
  4.87297673e-01  1.55108371e+02 -1.43472094e+02 -1.71472995e-03
  1.54611355e+02 -1.42999554e+02  4.84726713e-01  1.55117021e+02
 -1.43479978e+02 -1.38226612e-02  1.54621194e+02 -1.42961836e+02
  4.82207064e-01  1.55105433e+02 -1.43481779e+02 -1.39808179e-03
  1.54618492e+02 -1.42974488e+02  4.75146139e-01  1.55111693e+02
 -1.43484515e+02 -1.51209136e-02  1.54615598e+02 -1.42967146e+02
  4.89385858e-01  1.55115187e+02 -1.43455773e+02  8.21869552e-03
  1.54621874e+02 -1.42992417e+02  4.96499885e-01  1.55127635e+02
 -1.43487479e+02  1.25949988e-02  1.54619780e+02 -1.42991070e+02
  4.92239531e-01  1.55111689e+02 -1.43470865e+02 -1.47728942e-02
  1.54605530e+02 -1.42975414e+02  4.69678530e-01  1.55113553e+02
 -1.43496371e+02 -4.06976568e-02  1.54611729e+02 -1.42981538e+02
  4.73242729e-01  1.55116002e+02 -1.43480559e+02 -1.60719843e-02
  1.54609020e+02 -1.42995279e+02  4.81653724e-01  1.55119502e+02
 -1.43497794e+02  2.56905182e-03  1.54622740e+02 -1.42995243e+02
  4.78736119e-01  1.55112883e+02]
res:  5930 -0.000473083341603342 0.013640150850733335 0.021979490390676783
[ 1.20107442e-10 -1.03142040e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920062e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541657e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269128e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
Niter:  3 row:  206 ngroup:  26 nlines:  6370 gd:  5932
[ 1.20107442e-10 -1.03142040e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920062e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541657e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269128e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
res:  5932 -0.00047821393673075363 0.013626823831145884 0.022003380437115538
[ 1.20108643e-10 -1.03142040e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920062e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541657e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269128e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
Niter:  4 row:  206 ngroup:  26 nlines:  6370 gd:  5932
[ 1.20108643e-10 -1.03142040e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920062e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
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  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
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  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269128e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
res:  5932 -0.0004743101826534257 0.013628207022520655 0.02200334663400513
[ 1.20108643e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
Niter:  5 row:  206 ngroup:  26 nlines:  6370 gd:  5932
[ 1.20108643e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
res:  5932 -0.0004762331764140981 0.013628769815113628 0.02200334711181649
[ 1.20108798e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
Niter:  6 row:  206 ngroup:  26 nlines:  6370 gd:  5932
[ 1.20108798e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
res:  5932 -0.0004742914870803361 0.013628211324430595 0.02200334645256048
[ 1.20108643e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
Saving figure to  wave_resid_43670005_fiber206.png
Final values:
res:  -0.0004742914870803361 0.02200334645256048
pars:  [ 1.20108643e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
206 [ 1.20108643e-10 -1.03142051e-05 -2.82881910e-01  1.61511296e+04
 -1.43468603e+02  1.42920061e-02  1.54628108e+02 -1.42978230e+02
  4.96834812e-01  1.55117797e+02 -1.43490198e+02 -6.93764387e-03
  1.54617824e+02 -1.42975019e+02  4.83201993e-01  1.55113096e+02
 -1.43453551e+02  1.73868557e-02  1.54634812e+02 -1.42972131e+02
  4.92995192e-01  1.55113099e+02 -1.43465149e+02  3.96286643e-03
  1.54617872e+02 -1.42992581e+02  4.90411381e-01  1.55121746e+02
 -1.43477574e+02 -1.09541742e-02  1.54625916e+02 -1.42954879e+02
  4.87907857e-01  1.55110158e+02 -1.43479087e+02  4.30003058e-03
  1.54623224e+02 -1.42967524e+02  4.80818025e-01  1.55116414e+02
 -1.43477548e+02 -9.41706670e-03  1.54620330e+02 -1.42965425e+02
  4.92090327e-01  1.55119921e+02 -1.43448867e+02  1.09466342e-02
  1.54626610e+02 -1.42980967e+02  4.99287979e-01  1.55132370e+02
 -1.43484827e+02  1.54149122e-02  1.54624509e+02 -1.42984121e+02
  4.97939524e-01  1.55116418e+02 -1.43463905e+02 -9.09390505e-03
  1.54610257e+02 -1.42968461e+02  4.72796521e-01  1.55118272e+02
 -1.43489406e+02 -3.50002168e-02  1.54618251e+02 -1.42970011e+02
  4.78940776e-01  1.55120730e+02 -1.43473605e+02 -1.64583427e-02
  1.54613748e+02 -1.42988342e+02  4.87359333e-01  1.55124227e+02
 -1.43490846e+02  5.23269127e-03  1.54627467e+02 -1.42988290e+02
  4.84448762e-01  1.55117613e+02]
--- Row 208/300 row=207 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  207
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=207 ---
Niter:  0 row:  207 ngroup:  1 nlines:  253 gd:  253
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  253 0.0007510659561376087 0.013679220583071583 0.0333507187495573
[ 1.20002112e-10 -1.03139542e-05 -2.82881904e-01  1.61511024e+04
 -1.43472363e+02 -1.81836639e-13  1.54585419e+02]
Niter:  1 row:  207 ngroup:  1 nlines:  253 gd:  226
[ 1.20002112e-10 -1.03139542e-05 -2.82881904e-01  1.61511024e+04
 -1.43472363e+02 -1.81836639e-13  1.54585419e+02]
res:  226 -0.002842216732460656 0.014383339555934072 0.02128505733919432
[ 1.20081659e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
Niter:  2 row:  207 ngroup:  1 nlines:  253 gd:  226
[ 1.20081659e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
res:  226 -0.0026546507942839526 0.013871870420189225 0.021292988295745177
[ 1.20004801e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
Niter:  3 row:  207 ngroup:  1 nlines:  253 gd:  227
[ 1.20004801e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
res:  227 -0.002713278736337088 0.014030858474143315 0.021639680282403886
[ 1.19950745e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
Niter:  4 row:  207 ngroup:  1 nlines:  253 gd:  227
[ 1.19950745e-10 -1.03150176e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
res:  227 -0.0023178808951342944 0.013840676141626318 0.02163490504746138
[ 1.19997101e-10 -1.03150925e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
Niter:  5 row:  207 ngroup:  1 nlines:  253 gd:  227
[ 1.19997101e-10 -1.03150925e-05 -2.82880956e-01  1.61511119e+04
 -1.43487045e+02 -5.68581540e-12  1.54605389e+02]
res:  227 -0.0016593340114923194 0.014804924072450376 0.021609490948590927
[ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02]
Niter:  6 row:  207 ngroup:  1 nlines:  253 gd:  227
[ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02]
res:  227 -0.0016593340114923194 0.014804924072450376 0.021609490948590927
[ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02]
Final values:
res:  -0.0016593340114923194 0.021609490948590927
pars:  [ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02]
207 [ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02]
elapsed: 2.9 sec.
Niter:  0 row:  207 ngroup:  26 nlines:  6514 gd:  6514
[ 1.19902260e-10 -1.03154747e-05 -2.82880542e-01  1.61511121e+04
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02 -1.43490661e+02
 -4.17325765e-09  1.54599867e+02 -1.43490661e+02 -4.17325765e-09
  1.54599867e+02 -1.43490661e+02 -4.17325765e-09  1.54599867e+02
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02 -1.43490661e+02
 -4.17325765e-09  1.54599867e+02 -1.43490661e+02 -4.17325765e-09
  1.54599867e+02 -1.43490661e+02 -4.17325765e-09  1.54599867e+02
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02 -1.43490661e+02
 -4.17325765e-09  1.54599867e+02 -1.43490661e+02 -4.17325765e-09
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 -4.17325765e-09  1.54599867e+02 -1.43490661e+02 -4.17325765e-09
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 -4.17325765e-09  1.54599867e+02 -1.43490661e+02 -4.17325765e-09
  1.54599867e+02 -1.43490661e+02 -4.17325765e-09  1.54599867e+02
 -1.43490661e+02 -4.17325765e-09  1.54599867e+02 -1.43490661e+02
 -4.17325765e-09  1.54599867e+02]
res:  6514 0.00044328413514449494 0.015098669317922031 0.031804260372030754
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Niter:  1 row:  207 ngroup:  26 nlines:  6514 gd:  6149
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  1.54584626e+02 -1.42972433e+02  4.89446100e-01  1.55090186e+02
 -1.43506026e+02  1.80196477e-03  1.54584486e+02 -1.43027897e+02
  4.98726490e-01  1.55089418e+02]
res:  6149 -8.338611587532796e-05 0.014983321681938833 0.023501447725880257
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Niter:  2 row:  207 ngroup:  26 nlines:  6514 gd:  6139
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res:  6139 -0.0002192691663367441 0.014890170285980275 0.023332484552283036
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Niter:  3 row:  207 ngroup:  26 nlines:  6514 gd:  6134
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res:  6134 -0.00040602325225336244 0.014221555180483847 0.023098211669772342
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Niter:  4 row:  207 ngroup:  26 nlines:  6514 gd:  6105
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  4.58790800e-01  1.55085057e+02]
res:  6105 -0.00036423774145077914 0.01419016257932526 0.022706043110250207
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 -1.43536883e+02 -3.13681330e-02  1.54585846e+02 -1.43030590e+02
  4.53054636e-01  1.55081842e+02]
Niter:  5 row:  207 ngroup:  26 nlines:  6514 gd:  6099
[ 1.20041542e-10 -1.03147632e-05 -2.82880642e-01  1.61511040e+04
 -1.43516367e+02 -2.76631873e-02  1.54587700e+02 -1.43016543e+02
  4.83074419e-01  1.55086120e+02 -1.43518018e+02 -1.19358666e-02
  1.54587679e+02 -1.43025529e+02  4.67568246e-01  1.55088668e+02
 -1.43498246e+02 -3.55182454e-03  1.54597784e+02 -1.43013379e+02
  4.64802404e-01  1.55092359e+02 -1.43509115e+02 -2.79528701e-02
  1.54591009e+02 -1.43012158e+02  4.46025525e-01  1.55087316e+02
 -1.43509626e+02 -8.86261332e-03  1.54589577e+02 -1.42997146e+02
  4.69945732e-01  1.55094839e+02 -1.43513971e+02 -2.01283536e-02
  1.54594244e+02 -1.42999924e+02  4.67300653e-01  1.55086955e+02
 -1.43525551e+02 -2.29906013e-02  1.54589193e+02 -1.43019985e+02
  4.74535286e-01  1.55095666e+02 -1.43515468e+02 -2.04586627e-02
  1.54598950e+02 -1.42989993e+02  4.55283290e-01  1.55084474e+02
 -1.43504877e+02 -9.11594422e-03  1.54597647e+02 -1.43031529e+02
  4.75465467e-01  1.55090249e+02 -1.43506879e+02 -1.42844594e-02
  1.54591634e+02 -1.43014678e+02  4.64407148e-01  1.55089413e+02
 -1.43518211e+02 -3.08057649e-02  1.54599725e+02 -1.43027378e+02
  4.59290485e-01  1.55086096e+02 -1.43528485e+02 -1.77803300e-02
  1.54583662e+02 -1.43003419e+02  4.69140156e-01  1.55083948e+02
 -1.43536883e+02 -3.13681330e-02  1.54585846e+02 -1.43030590e+02
  4.53054636e-01  1.55081842e+02]
res:  6099 -0.0004742278260891908 0.013811522783726105 0.022591770445763083
[ 1.20154327e-10 -1.03143373e-05 -2.82881597e-01  1.61511024e+04
 -1.43511610e+02 -3.29726829e-02  1.54587404e+02 -1.43011826e+02
  4.77782591e-01  1.55085965e+02 -1.43513188e+02 -2.00688518e-02
  1.54587623e+02 -1.43020804e+02  4.62133717e-01  1.55088643e+02
 -1.43493620e+02 -8.91957794e-03  1.54597433e+02 -1.43008998e+02
  4.59538854e-01  1.55091987e+02 -1.43504234e+02 -3.59847813e-02
  1.54590802e+02 -1.43007532e+02  4.40741194e-01  1.55087348e+02
 -1.43504831e+02 -1.41512189e-02  1.54589325e+02 -1.42996205e+02
  4.64785559e-01  1.55094661e+02 -1.43509125e+02 -2.54550511e-02
  1.54593914e+02 -1.42995123e+02  4.62014201e-01  1.55086813e+02
 -1.43520935e+02 -2.83503070e-02  1.54588949e+02 -1.43015213e+02
  4.69372753e-01  1.55095747e+02 -1.43515368e+02 -2.59373868e-02
  1.54598700e+02 -1.42985334e+02  4.50027181e-01  1.55084348e+02
 -1.43500256e+02 -1.45431179e-02  1.54597296e+02 -1.43027003e+02
  4.70286647e-01  1.55090150e+02 -1.43502177e+02 -1.96530197e-02
  1.54591521e+02 -1.43010012e+02  4.59164091e-01  1.55089207e+02
 -1.43513743e+02 -3.62255329e-02  1.54599500e+02 -1.43022958e+02
  4.54011901e-01  1.55085946e+02 -1.43523837e+02 -2.30845007e-02
  1.54585074e+02 -1.42998721e+02  4.63880099e-01  1.55083756e+02
 -1.43532302e+02 -3.67509601e-02  1.54585523e+02 -1.43026271e+02
  4.47762960e-01  1.55083224e+02]
Niter:  6 row:  207 ngroup:  26 nlines:  6514 gd:  6072
[ 1.20154327e-10 -1.03143373e-05 -2.82881597e-01  1.61511024e+04
 -1.43511610e+02 -3.29726829e-02  1.54587404e+02 -1.43011826e+02
  4.77782591e-01  1.55085965e+02 -1.43513188e+02 -2.00688518e-02
  1.54587623e+02 -1.43020804e+02  4.62133717e-01  1.55088643e+02
 -1.43493620e+02 -8.91957794e-03  1.54597433e+02 -1.43008998e+02
  4.59538854e-01  1.55091987e+02 -1.43504234e+02 -3.59847813e-02
  1.54590802e+02 -1.43007532e+02  4.40741194e-01  1.55087348e+02
 -1.43504831e+02 -1.41512189e-02  1.54589325e+02 -1.42996205e+02
  4.64785559e-01  1.55094661e+02 -1.43509125e+02 -2.54550511e-02
  1.54593914e+02 -1.42995123e+02  4.62014201e-01  1.55086813e+02
 -1.43520935e+02 -2.83503070e-02  1.54588949e+02 -1.43015213e+02
  4.69372753e-01  1.55095747e+02 -1.43515368e+02 -2.59373868e-02
  1.54598700e+02 -1.42985334e+02  4.50027181e-01  1.55084348e+02
 -1.43500256e+02 -1.45431179e-02  1.54597296e+02 -1.43027003e+02
  4.70286647e-01  1.55090150e+02 -1.43502177e+02 -1.96530197e-02
  1.54591521e+02 -1.43010012e+02  4.59164091e-01  1.55089207e+02
 -1.43513743e+02 -3.62255329e-02  1.54599500e+02 -1.43022958e+02
  4.54011901e-01  1.55085946e+02 -1.43523837e+02 -2.30845007e-02
  1.54585074e+02 -1.42998721e+02  4.63880099e-01  1.55083756e+02
 -1.43532302e+02 -3.67509601e-02  1.54585523e+02 -1.43026271e+02
  4.47762960e-01  1.55083224e+02]
res:  6072 -0.0004769639044752694 0.013795581339763885 0.022255458189604286
[ 1.20155457e-10 -1.03143373e-05 -2.82881597e-01  1.61511024e+04
 -1.43511610e+02 -3.29726829e-02  1.54587404e+02 -1.43011826e+02
  4.77782591e-01  1.55085965e+02 -1.43513188e+02 -2.00688518e-02
  1.54587623e+02 -1.43020804e+02  4.62133717e-01  1.55088643e+02
 -1.43493620e+02 -8.91957794e-03  1.54597433e+02 -1.43008998e+02
  4.59538854e-01  1.55091987e+02 -1.43504234e+02 -3.59847813e-02
  1.54590802e+02 -1.43007532e+02  4.40741194e-01  1.55087348e+02
 -1.43504831e+02 -1.41512189e-02  1.54589325e+02 -1.42996205e+02
  4.64785559e-01  1.55094661e+02 -1.43509125e+02 -2.54550511e-02
  1.54593914e+02 -1.42995123e+02  4.62014201e-01  1.55086813e+02
 -1.43520935e+02 -2.83503070e-02  1.54588949e+02 -1.43015213e+02
  4.69372753e-01  1.55095747e+02 -1.43515368e+02 -2.59373868e-02
  1.54598700e+02 -1.42985334e+02  4.50027181e-01  1.55084348e+02
 -1.43500256e+02 -1.45431179e-02  1.54597296e+02 -1.43027003e+02
  4.70286647e-01  1.55090150e+02 -1.43502177e+02 -1.96530197e-02
  1.54591521e+02 -1.43010012e+02  4.59164091e-01  1.55089207e+02
 -1.43513743e+02 -3.62255329e-02  1.54599500e+02 -1.43022958e+02
  4.54011901e-01  1.55085946e+02 -1.43523837e+02 -2.30845007e-02
  1.54585074e+02 -1.42998721e+02  4.63880099e-01  1.55083756e+02
 -1.43532302e+02 -3.67509601e-02  1.54585523e+02 -1.43026271e+02
  4.47762960e-01  1.55083224e+02]
Saving figure to  wave_resid_43670005_fiber207.png
Final values:
res:  -0.0004769639044752694 0.022255458189604286
pars:  [ 1.20155457e-10 -1.03143373e-05 -2.82881597e-01  1.61511024e+04
 -1.43511610e+02 -3.29726829e-02  1.54587404e+02 -1.43011826e+02
  4.77782591e-01  1.55085965e+02 -1.43513188e+02 -2.00688518e-02
  1.54587623e+02 -1.43020804e+02  4.62133717e-01  1.55088643e+02
 -1.43493620e+02 -8.91957794e-03  1.54597433e+02 -1.43008998e+02
  4.59538854e-01  1.55091987e+02 -1.43504234e+02 -3.59847813e-02
  1.54590802e+02 -1.43007532e+02  4.40741194e-01  1.55087348e+02
 -1.43504831e+02 -1.41512189e-02  1.54589325e+02 -1.42996205e+02
  4.64785559e-01  1.55094661e+02 -1.43509125e+02 -2.54550511e-02
  1.54593914e+02 -1.42995123e+02  4.62014201e-01  1.55086813e+02
 -1.43520935e+02 -2.83503070e-02  1.54588949e+02 -1.43015213e+02
  4.69372753e-01  1.55095747e+02 -1.43515368e+02 -2.59373868e-02
  1.54598700e+02 -1.42985334e+02  4.50027181e-01  1.55084348e+02
 -1.43500256e+02 -1.45431179e-02  1.54597296e+02 -1.43027003e+02
  4.70286647e-01  1.55090150e+02 -1.43502177e+02 -1.96530197e-02
  1.54591521e+02 -1.43010012e+02  4.59164091e-01  1.55089207e+02
 -1.43513743e+02 -3.62255329e-02  1.54599500e+02 -1.43022958e+02
  4.54011901e-01  1.55085946e+02 -1.43523837e+02 -2.30845007e-02
  1.54585074e+02 -1.42998721e+02  4.63880099e-01  1.55083756e+02
 -1.43532302e+02 -3.67509601e-02  1.54585523e+02 -1.43026271e+02
  4.47762960e-01  1.55083224e+02]
207 [ 1.20155457e-10 -1.03143373e-05 -2.82881597e-01  1.61511024e+04
 -1.43511610e+02 -3.29726829e-02  1.54587404e+02 -1.43011826e+02
  4.77782591e-01  1.55085965e+02 -1.43513188e+02 -2.00688518e-02
  1.54587623e+02 -1.43020804e+02  4.62133717e-01  1.55088643e+02
 -1.43493620e+02 -8.91957794e-03  1.54597433e+02 -1.43008998e+02
  4.59538854e-01  1.55091987e+02 -1.43504234e+02 -3.59847813e-02
  1.54590802e+02 -1.43007532e+02  4.40741194e-01  1.55087348e+02
 -1.43504831e+02 -1.41512189e-02  1.54589325e+02 -1.42996205e+02
  4.64785559e-01  1.55094661e+02 -1.43509125e+02 -2.54550511e-02
  1.54593914e+02 -1.42995123e+02  4.62014201e-01  1.55086813e+02
 -1.43520935e+02 -2.83503070e-02  1.54588949e+02 -1.43015213e+02
  4.69372753e-01  1.55095747e+02 -1.43515368e+02 -2.59373868e-02
  1.54598700e+02 -1.42985334e+02  4.50027181e-01  1.55084348e+02
 -1.43500256e+02 -1.45431179e-02  1.54597296e+02 -1.43027003e+02
  4.70286647e-01  1.55090150e+02 -1.43502177e+02 -1.96530197e-02
  1.54591521e+02 -1.43010012e+02  4.59164091e-01  1.55089207e+02
 -1.43513743e+02 -3.62255329e-02  1.54599500e+02 -1.43022958e+02
  4.54011901e-01  1.55085946e+02 -1.43523837e+02 -2.30845007e-02
  1.54585074e+02 -1.42998721e+02  4.63880099e-01  1.55083756e+02
 -1.43532302e+02 -3.67509601e-02  1.54585523e+02 -1.43026271e+02
  4.47762960e-01  1.55083224e+02]
--- Row 209/300 row=208 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  208
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=208 ---
Niter:  0 row:  208 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.002874002184398705 0.013785263698082417 0.034420620350988494
[ 1.20434502e-10 -1.03131818e-05 -2.82885349e-01  1.61510959e+04
 -1.43392579e+02  3.94118347e-14  1.54636844e+02]
Niter:  1 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20434502e-10 -1.03131818e-05 -2.82885349e-01  1.61510959e+04
 -1.43392579e+02  3.94118347e-14  1.54636844e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Niter:  2 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Niter:  3 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Niter:  4 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Niter:  5 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Niter:  6 row:  208 ngroup:  1 nlines:  241 gd:  222
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
res:  222 0.0007631886437593494 0.013614867111755302 0.022591037069501368
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
Final values:
res:  0.0007631886437593494 0.022591037069501368
pars:  [ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
208 [ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02]
elapsed: 2.9 sec.
Niter:  0 row:  208 ngroup:  26 nlines:  6403 gd:  6403
[ 1.20698894e-10 -1.03138821e-05 -2.82888935e-01  1.61510982e+04
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02 -1.43391027e+02  8.65638047e-11
  1.54615868e+02 -1.43391027e+02  8.65638047e-11  1.54615868e+02
 -1.43391027e+02  8.65638047e-11  1.54615868e+02 -1.43391027e+02
  8.65638047e-11  1.54615868e+02]
res:  6403 -5.089644582767505e-05 0.014185907293722266 0.03174915652888787
[ 1.20698906e-10 -1.03138831e-05 -2.82888907e-01  1.61510966e+04
 -1.43384585e+02  1.78365934e-03  1.54613725e+02 -1.42882036e+02
  5.16313747e-01  1.55098261e+02 -1.43393125e+02  1.38496269e-02
  1.54596674e+02 -1.42888223e+02  5.34507571e-01  1.55089097e+02
 -1.43391210e+02  3.87075645e-02  1.54606226e+02 -1.42894379e+02
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 -1.43395112e+02  2.81654076e-02  1.54604135e+02 -1.42889652e+02
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  1.54609113e+02 -1.42887840e+02  5.27240163e-01  1.55097459e+02
 -1.43413658e+02  3.88214910e-02  1.54594965e+02 -1.42888050e+02
  5.09114314e-01  1.55110356e+02 -1.43372743e+02  3.09191214e-02
  1.54611843e+02 -1.42902529e+02  5.31841837e-01  1.55102462e+02
 -1.43376356e+02  1.30841870e-02  1.54605244e+02 -1.42885903e+02
  5.19711520e-01  1.55099283e+02 -1.43379528e+02  3.45926792e-04
  1.54601814e+02 -1.42923395e+02  4.98039393e-01  1.55101396e+02
 -1.43396835e+02  1.50588029e-02  1.54601382e+02 -1.42894136e+02
  5.02977164e-01  1.55086941e+02 -1.43389953e+02  6.57239461e-03
  1.54604784e+02 -1.42910725e+02  4.80844377e-01  1.55086944e+02
 -1.43380333e+02  1.58897476e-02  1.54592056e+02 -1.42924203e+02
  4.93603573e-01  1.55083756e+02]
Niter:  1 row:  208 ngroup:  26 nlines:  6403 gd:  6006
[ 1.20698906e-10 -1.03138831e-05 -2.82888907e-01  1.61510966e+04
 -1.43384585e+02  1.78365934e-03  1.54613725e+02 -1.42882036e+02
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  1.54593926e+02 -1.42877669e+02  5.27125192e-01  1.55098299e+02
 -1.43395112e+02  2.81654076e-02  1.54604135e+02 -1.42889652e+02
  5.31497591e-01  1.55088623e+02 -1.43363122e+02  1.86368404e-02
  1.54609113e+02 -1.42887840e+02  5.27240163e-01  1.55097459e+02
 -1.43413658e+02  3.88214910e-02  1.54594965e+02 -1.42888050e+02
  5.09114314e-01  1.55110356e+02 -1.43372743e+02  3.09191214e-02
  1.54611843e+02 -1.42902529e+02  5.31841837e-01  1.55102462e+02
 -1.43376356e+02  1.30841870e-02  1.54605244e+02 -1.42885903e+02
  5.19711520e-01  1.55099283e+02 -1.43379528e+02  3.45926792e-04
  1.54601814e+02 -1.42923395e+02  4.98039393e-01  1.55101396e+02
 -1.43396835e+02  1.50588029e-02  1.54601382e+02 -1.42894136e+02
  5.02977164e-01  1.55086941e+02 -1.43389953e+02  6.57239461e-03
  1.54604784e+02 -1.42910725e+02  4.80844377e-01  1.55086944e+02
 -1.43380333e+02  1.58897476e-02  1.54592056e+02 -1.42924203e+02
  4.93603573e-01  1.55083756e+02]
res:  6006 -0.0009016880867420696 0.014034608220754308 0.022921961768184992
[ 1.20698894e-10 -1.03138841e-05 -2.82888878e-01  1.61510950e+04
 -1.43405033e+02 -1.14097300e-02  1.54606331e+02 -1.42885043e+02
  5.02353388e-01  1.55095734e+02 -1.43410417e+02  4.79412423e-04
  1.54587504e+02 -1.42897903e+02  5.09364495e-01  1.55086377e+02
 -1.43400748e+02  2.85583219e-02  1.54603053e+02 -1.42896327e+02
  4.90075437e-01  1.55089173e+02 -1.43395283e+02  4.16782795e-03
  1.54589167e+02 -1.42902287e+02  5.04939342e-01  1.55096091e+02
 -1.43390676e+02  1.25278927e-02  1.54598835e+02 -1.42911836e+02
  4.96285204e-01  1.55090016e+02 -1.43388556e+02  1.21141675e-02
  1.54602895e+02 -1.42894794e+02  5.04970980e-01  1.55092360e+02
 -1.43415123e+02  5.03476279e-03  1.54588166e+02 -1.42899912e+02
  5.07394117e-01  1.55105970e+02 -1.43408274e+02  2.46352698e-02
  1.54602545e+02 -1.42893828e+02  5.12282564e-01  1.55100345e+02
 -1.43383720e+02 -3.38235331e-03  1.54598539e+02 -1.42910872e+02
  5.13720282e-01  1.55094548e+02 -1.43396968e+02 -1.47123688e-02
  1.54595084e+02 -1.42912169e+02  4.87613220e-01  1.55099550e+02
 -1.43410080e+02  5.64832711e-03  1.54591561e+02 -1.42905353e+02
  4.98607165e-01  1.55084415e+02 -1.43416902e+02  4.19682154e-03
  1.54590287e+02 -1.42931979e+02  4.77674243e-01  1.55083351e+02
 -1.43400582e+02  1.19589448e-02  1.54587473e+02 -1.42925959e+02
  4.87118453e-01  1.55076720e+02]
Niter:  2 row:  208 ngroup:  26 nlines:  6403 gd:  6005
[ 1.20698894e-10 -1.03138841e-05 -2.82888878e-01  1.61510950e+04
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  1.54589167e+02 -1.42902287e+02  5.04939342e-01  1.55096091e+02
 -1.43390676e+02  1.25278927e-02  1.54598835e+02 -1.42911836e+02
  4.96285204e-01  1.55090016e+02 -1.43388556e+02  1.21141675e-02
  1.54602895e+02 -1.42894794e+02  5.04970980e-01  1.55092360e+02
 -1.43415123e+02  5.03476279e-03  1.54588166e+02 -1.42899912e+02
  5.07394117e-01  1.55105970e+02 -1.43408274e+02  2.46352698e-02
  1.54602545e+02 -1.42893828e+02  5.12282564e-01  1.55100345e+02
 -1.43383720e+02 -3.38235331e-03  1.54598539e+02 -1.42910872e+02
  5.13720282e-01  1.55094548e+02 -1.43396968e+02 -1.47123688e-02
  1.54595084e+02 -1.42912169e+02  4.87613220e-01  1.55099550e+02
 -1.43410080e+02  5.64832711e-03  1.54591561e+02 -1.42905353e+02
  4.98607165e-01  1.55084415e+02 -1.43416902e+02  4.19682154e-03
  1.54590287e+02 -1.42931979e+02  4.77674243e-01  1.55083351e+02
 -1.43400582e+02  1.19589448e-02  1.54587473e+02 -1.42925959e+02
  4.87118453e-01  1.55076720e+02]
res:  6005 -0.0009028225049405592 0.014010474189490196 0.02288919185004771
[ 1.20698882e-10 -1.03138852e-05 -2.82888850e-01  1.61510934e+04
 -1.43412035e+02 -1.71169086e-02  1.54601562e+02 -1.42892028e+02
  4.93543655e-01  1.55090979e+02 -1.43417429e+02 -5.21697649e-03
  1.54582745e+02 -1.42904898e+02  5.00587017e-01  1.55083566e+02
 -1.43407735e+02  2.28496845e-02  1.54598287e+02 -1.42898411e+02
  4.81622989e-01  1.55084415e+02 -1.43402269e+02 -1.53909794e-03
  1.54584408e+02 -1.42909279e+02  4.99240169e-01  1.55093242e+02
 -1.43392780e+02  6.80989138e-03  1.54594069e+02 -1.42918824e+02
  4.85208911e-01  1.55085253e+02 -1.43400818e+02  6.41328461e-03
  1.54598141e+02 -1.42901776e+02  4.99263519e-01  1.55087612e+02
 -1.43422102e+02 -3.43653851e-03  1.54583404e+02 -1.42906904e+02
  5.01690758e-01  1.55101217e+02 -1.43415253e+02  1.89446720e-02
  1.54597786e+02 -1.42895689e+02  5.06586746e-01  1.55097443e+02
 -1.43390694e+02 -9.06391032e-03  1.54593773e+02 -1.42917870e+02
  5.07999604e-01  1.55089795e+02 -1.43403948e+02 -2.60993422e-02
  1.54590318e+02 -1.42919151e+02  4.81892557e-01  1.55094790e+02
 -1.43417063e+02 -3.97747498e-05  1.54586796e+02 -1.42912359e+02
  4.92897514e-01  1.55079652e+02 -1.43428670e+02  1.46673033e-03
  1.54585533e+02 -1.42938977e+02  4.71995909e-01  1.55078593e+02
 -1.43407591e+02  6.27139785e-03  1.54584644e+02 -1.42932953e+02
  4.84108099e-01  1.55071965e+02]
Niter:  3 row:  208 ngroup:  26 nlines:  6403 gd:  5998
[ 1.20698882e-10 -1.03138852e-05 -2.82888850e-01  1.61510934e+04
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  4.81622989e-01  1.55084415e+02 -1.43402269e+02 -1.53909794e-03
  1.54584408e+02 -1.42909279e+02  4.99240169e-01  1.55093242e+02
 -1.43392780e+02  6.80989138e-03  1.54594069e+02 -1.42918824e+02
  4.85208911e-01  1.55085253e+02 -1.43400818e+02  6.41328461e-03
  1.54598141e+02 -1.42901776e+02  4.99263519e-01  1.55087612e+02
 -1.43422102e+02 -3.43653851e-03  1.54583404e+02 -1.42906904e+02
  5.01690758e-01  1.55101217e+02 -1.43415253e+02  1.89446720e-02
  1.54597786e+02 -1.42895689e+02  5.06586746e-01  1.55097443e+02
 -1.43390694e+02 -9.06391032e-03  1.54593773e+02 -1.42917870e+02
  5.07999604e-01  1.55089795e+02 -1.43403948e+02 -2.60993422e-02
  1.54590318e+02 -1.42919151e+02  4.81892557e-01  1.55094790e+02
 -1.43417063e+02 -3.97747498e-05  1.54586796e+02 -1.42912359e+02
  4.92897514e-01  1.55079652e+02 -1.43428670e+02  1.46673033e-03
  1.54585533e+02 -1.42938977e+02  4.71995909e-01  1.55078593e+02
 -1.43407591e+02  6.27139785e-03  1.54584644e+02 -1.42932953e+02
  4.84108099e-01  1.55071965e+02]
res:  5998 -0.0008285645508294692 0.014011557012054254 0.022801750182457094
[ 1.20685116e-10 -1.03138852e-05 -2.82888850e-01  1.61510934e+04
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  4.85208911e-01  1.55085253e+02 -1.43400818e+02  6.41328461e-03
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  5.01690758e-01  1.55101217e+02 -1.43415253e+02  1.89446720e-02
  1.54597786e+02 -1.42895689e+02  5.06586746e-01  1.55097443e+02
 -1.43390694e+02 -9.06391032e-03  1.54593773e+02 -1.42917870e+02
  5.07999604e-01  1.55089795e+02 -1.43403948e+02 -2.60993422e-02
  1.54590318e+02 -1.42919151e+02  4.81892557e-01  1.55094790e+02
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  4.92897514e-01  1.55079652e+02 -1.43428670e+02  1.46673033e-03
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 -1.43407591e+02  6.27139785e-03  1.54584644e+02 -1.42932953e+02
  4.84108099e-01  1.55071965e+02]
Niter:  4 row:  208 ngroup:  26 nlines:  6403 gd:  5999
[ 1.20685116e-10 -1.03138852e-05 -2.82888850e-01  1.61510934e+04
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  4.81622989e-01  1.55084415e+02 -1.43402269e+02 -1.53909794e-03
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 -1.43392780e+02  6.80989138e-03  1.54594069e+02 -1.42918824e+02
  4.85208911e-01  1.55085253e+02 -1.43400818e+02  6.41328461e-03
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  5.07999604e-01  1.55089795e+02 -1.43403948e+02 -2.60993422e-02
  1.54590318e+02 -1.42919151e+02  4.81892557e-01  1.55094790e+02
 -1.43417063e+02 -3.97747498e-05  1.54586796e+02 -1.42912359e+02
  4.92897514e-01  1.55079652e+02 -1.43428670e+02  1.46673033e-03
  1.54585533e+02 -1.42938977e+02  4.71995909e-01  1.55078593e+02
 -1.43407591e+02  6.27139785e-03  1.54584644e+02 -1.42932953e+02
  4.84108099e-01  1.55071965e+02]
res:  5999 -0.0008546508470317349 0.014010216933456832 0.022810355141340104
[ 1.20685104e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
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 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
Niter:  5 row:  208 ngroup:  26 nlines:  6403 gd:  5998
[ 1.20685104e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
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 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
res:  5998 -0.000815653576864861 0.014017998169947532 0.022798002573436494
[ 1.20674504e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
Niter:  6 row:  208 ngroup:  26 nlines:  6403 gd:  5999
[ 1.20674504e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
res:  5999 -0.0007993806011654669 0.014019413876667386 0.02281065112653531
[ 1.20673147e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
Saving figure to  wave_resid_43670005_fiber208.png
Final values:
res:  -0.0007993806011654669 0.02281065112653531
pars:  [ 1.20673147e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
208 [ 1.20673147e-10 -1.03138862e-05 -2.82888822e-01  1.61510918e+04
 -1.43418445e+02 -2.28202538e-02  1.54596257e+02 -1.42898441e+02
  4.87838186e-01  1.55085659e+02 -1.43423842e+02 -1.09166406e-02
  1.54577431e+02 -1.42911307e+02  4.94901584e-01  1.55078251e+02
 -1.43414144e+02  1.71374856e-02  1.54592976e+02 -1.42904827e+02
  4.72918516e-01  1.55077218e+02 -1.43408685e+02 -7.24754761e-03
  1.54579094e+02 -1.42915689e+02  4.93534911e-01  1.55087930e+02
 -1.43399191e+02  1.08614708e-03  1.54590662e+02 -1.42925232e+02
  4.79507984e-01  1.55079938e+02 -1.43407231e+02  7.13532436e-04
  1.54592821e+02 -1.42908192e+02  4.93558009e-01  1.55082288e+02
 -1.43428515e+02 -9.12713127e-03  1.54578093e+02 -1.42913313e+02
  4.95990152e-01  1.55095897e+02 -1.43421666e+02  1.32457221e-02
  1.54592469e+02 -1.42902098e+02  5.00888846e-01  1.55092129e+02
 -1.43397109e+02 -1.47478957e-02  1.54590370e+02 -1.42924282e+02
  5.02275305e-01  1.55084473e+02 -1.43410362e+02 -3.46886246e-02
  1.54585009e+02 -1.42925561e+02  4.76170055e-01  1.55089471e+02
 -1.43423474e+02 -5.72892486e-03  1.54581486e+02 -1.42918771e+02
  4.87180973e-01  1.55076118e+02 -1.43435084e+02 -4.24078125e-03
  1.54580213e+02 -1.42945391e+02  4.66313814e-01  1.55073274e+02
 -1.43414003e+02  5.75780410e-04  1.54579329e+02 -1.42939366e+02
  4.78400619e-01  1.55066643e+02]
--- Row 210/300 row=209 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  209
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=209 ---
Niter:  0 row:  209 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 -9.325762312073493e-05 0.01364648469552776 0.028796524226313906
[ 1.21222369e-10 -1.03148690e-05 -2.82888430e-01  1.61511177e+04
 -1.43464326e+02 -5.81209979e-14  1.54591774e+02]
Niter:  1 row:  209 ngroup:  1 nlines:  250 gd:  237
[ 1.21222369e-10 -1.03148690e-05 -2.82888430e-01  1.61511177e+04
 -1.43464326e+02 -5.81209979e-14  1.54591774e+02]
res:  237 -0.001612678751371277 0.013710959331547201 0.02352928728233007
[ 1.21052797e-10 -1.03147628e-05 -2.82887750e-01  1.61511194e+04
 -1.43449039e+02 -1.62099703e-11  1.54590263e+02]
Niter:  2 row:  209 ngroup:  1 nlines:  250 gd:  235
[ 1.21052797e-10 -1.03147628e-05 -2.82887750e-01  1.61511194e+04
 -1.43449039e+02 -1.62099703e-11  1.54590263e+02]
res:  235 -0.0015922695329209091 0.013791582217891118 0.022968436662490543
[ 1.21064917e-10 -1.03147628e-05 -2.82887750e-01  1.61511194e+04
 -1.43449039e+02 -1.62099703e-11  1.54590263e+02]
Niter:  3 row:  209 ngroup:  1 nlines:  250 gd:  235
[ 1.21064917e-10 -1.03147628e-05 -2.82887750e-01  1.61511194e+04
 -1.43449039e+02 -1.62099703e-11  1.54590263e+02]
res:  235 -0.001583319773999392 0.013784702514385572 0.022968108680284642
[ 1.21064184e-10 -1.03147623e-05 -2.82887754e-01  1.61511194e+04
 -1.43448930e+02  9.94999190e-08  1.54590203e+02]
Niter:  4 row:  209 ngroup:  1 nlines:  250 gd:  235
[ 1.21064184e-10 -1.03147623e-05 -2.82887754e-01  1.61511194e+04
 -1.43448930e+02  9.94999190e-08  1.54590203e+02]
res:  235 -0.0015574498538626358 0.013752116717114404 0.02296714792219087
[ 1.21061902e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99974996e-08  1.54590023e+02]
Niter:  5 row:  209 ngroup:  1 nlines:  250 gd:  235
[ 1.21061902e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99974996e-08  1.54590023e+02]
res:  235 -0.0015565304947813274 0.013751984339251067 0.022967147553123644
[ 1.21061999e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02]
Niter:  6 row:  209 ngroup:  1 nlines:  250 gd:  235
[ 1.21061999e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02]
res:  235 -0.0015573683067486854 0.013752102917351294 0.022967147907154227
[ 1.21061905e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02]
Final values:
res:  -0.0015573683067486854 0.022967147907154227
pars:  [ 1.21061905e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02]
209 [ 1.21061905e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02]
elapsed: 2.9 sec.
Niter:  0 row:  209 ngroup:  26 nlines:  6427 gd:  6427
[ 1.21061905e-10 -1.03147611e-05 -2.82887765e-01  1.61511194e+04
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02 -1.43448607e+02  9.99000000e-08
  1.54590023e+02 -1.43448607e+02  9.99000000e-08  1.54590023e+02
 -1.43448607e+02  9.99000000e-08  1.54590023e+02 -1.43448607e+02
  9.99000000e-08  1.54590023e+02]
res:  6427 0.00011198383072041906 0.01321713843026373 0.03157981866354497
[ 1.21061893e-10 -1.03147601e-05 -2.82887793e-01  1.61511210e+04
 -1.43448392e+02  1.16125754e-02  1.54601137e+02 -1.42926818e+02
  5.38441309e-01  1.55101508e+02 -1.43406610e+02 -1.46809162e-02
  1.54601810e+02 -1.42928911e+02  5.18735839e-01  1.55095362e+02
 -1.43437330e+02  1.75533397e-02  1.54607241e+02 -1.42907884e+02
  4.91099374e-01  1.55086375e+02 -1.43390385e+02  4.23005900e-03
  1.54600320e+02 -1.42920373e+02  4.91650797e-01  1.55094921e+02
 -1.43419041e+02  6.27123610e-03  1.54594831e+02 -1.42940049e+02
  4.74862490e-01  1.55103544e+02 -1.43404426e+02  1.71816546e-02
  1.54606632e+02 -1.42925279e+02  5.19336234e-01  1.55091264e+02
 -1.43441498e+02 -3.96550597e-03  1.54597766e+02 -1.42936881e+02
  5.06672668e-01  1.55093261e+02 -1.43439032e+02  2.41135566e-02
  1.54600433e+02 -1.42928313e+02  5.05008470e-01  1.55093965e+02
 -1.43432407e+02  2.55428203e-02  1.54602225e+02 -1.42923297e+02
  5.00542392e-01  1.55106215e+02 -1.43443925e+02  1.17937480e-02
  1.54594751e+02 -1.42931985e+02  4.86771883e-01  1.55100659e+02
 -1.43434100e+02 -4.41102245e-03  1.54590879e+02 -1.42933432e+02
  4.97828652e-01  1.55098117e+02 -1.43441846e+02 -8.87581094e-03
  1.54600841e+02 -1.42961266e+02  4.98729001e-01  1.55099454e+02
 -1.43419661e+02 -1.44870052e-02  1.54599888e+02 -1.42939900e+02
  5.09497037e-01  1.55088360e+02]
Niter:  1 row:  209 ngroup:  26 nlines:  6427 gd:  5909
[ 1.21061893e-10 -1.03147601e-05 -2.82887793e-01  1.61511210e+04
 -1.43448392e+02  1.16125754e-02  1.54601137e+02 -1.42926818e+02
  5.38441309e-01  1.55101508e+02 -1.43406610e+02 -1.46809162e-02
  1.54601810e+02 -1.42928911e+02  5.18735839e-01  1.55095362e+02
 -1.43437330e+02  1.75533397e-02  1.54607241e+02 -1.42907884e+02
  4.91099374e-01  1.55086375e+02 -1.43390385e+02  4.23005900e-03
  1.54600320e+02 -1.42920373e+02  4.91650797e-01  1.55094921e+02
 -1.43419041e+02  6.27123610e-03  1.54594831e+02 -1.42940049e+02
  4.74862490e-01  1.55103544e+02 -1.43404426e+02  1.71816546e-02
  1.54606632e+02 -1.42925279e+02  5.19336234e-01  1.55091264e+02
 -1.43441498e+02 -3.96550597e-03  1.54597766e+02 -1.42936881e+02
  5.06672668e-01  1.55093261e+02 -1.43439032e+02  2.41135566e-02
  1.54600433e+02 -1.42928313e+02  5.05008470e-01  1.55093965e+02
 -1.43432407e+02  2.55428203e-02  1.54602225e+02 -1.42923297e+02
  5.00542392e-01  1.55106215e+02 -1.43443925e+02  1.17937480e-02
  1.54594751e+02 -1.42931985e+02  4.86771883e-01  1.55100659e+02
 -1.43434100e+02 -4.41102245e-03  1.54590879e+02 -1.42933432e+02
  4.97828652e-01  1.55098117e+02 -1.43441846e+02 -8.87581094e-03
  1.54600841e+02 -1.42961266e+02  4.98729001e-01  1.55099454e+02
 -1.43419661e+02 -1.44870052e-02  1.54599888e+02 -1.42939900e+02
  5.09497037e-01  1.55088360e+02]
res:  5909 -0.000682054476783378 0.013234914882559679 0.021575647639994134
[ 1.21061880e-10 -1.03147590e-05 -2.82887822e-01  1.61511226e+04
 -1.43443522e+02  1.13808063e-02  1.54598329e+02 -1.42910996e+02
  5.25173819e-01  1.55108272e+02 -1.43411501e+02 -6.33620071e-03
  1.54606048e+02 -1.42924236e+02  5.13338555e-01  1.55102002e+02
 -1.43431759e+02  1.08382136e-02  1.54614029e+02 -1.42922162e+02
  4.90264045e-01  1.55093118e+02 -1.43403900e+02 -1.04828052e-02
  1.54607122e+02 -1.42904703e+02  4.87317956e-01  1.55097991e+02
 -1.43416181e+02  5.36232116e-03  1.54603760e+02 -1.42935635e+02
  4.80456128e-01  1.55109630e+02 -1.43426193e+02  7.40289206e-03
  1.54606762e+02 -1.42915953e+02  5.09290866e-01  1.55089487e+02
 -1.43425583e+02 -5.06233085e-03  1.54598868e+02 -1.42917326e+02
  5.06441181e-01  1.55097775e+02 -1.43439160e+02 -7.30293045e-04
  1.54601572e+02 -1.42911660e+02  5.00396707e-01  1.55103057e+02
 -1.43432860e+02  1.15307877e-02  1.54609353e+02 -1.42910657e+02
  5.01711816e-01  1.55116653e+02 -1.43424856e+02 -5.09921226e-03
  1.54599512e+02 -1.42936381e+02  4.91513542e-01  1.55107341e+02
 -1.43435896e+02 -2.10667341e-03  1.54598886e+02 -1.42938409e+02
  5.08991391e-01  1.55103263e+02 -1.43434276e+02  5.96714517e-03
  1.54603354e+02 -1.42937372e+02  4.98207764e-01  1.55100622e+02
 -1.43416584e+02 -1.44522955e-02  1.54604866e+02 -1.42945728e+02
  5.06030239e-01  1.55095528e+02]
Niter:  2 row:  209 ngroup:  26 nlines:  6427 gd:  5905
[ 1.21061880e-10 -1.03147590e-05 -2.82887822e-01  1.61511226e+04
 -1.43443522e+02  1.13808063e-02  1.54598329e+02 -1.42910996e+02
  5.25173819e-01  1.55108272e+02 -1.43411501e+02 -6.33620071e-03
  1.54606048e+02 -1.42924236e+02  5.13338555e-01  1.55102002e+02
 -1.43431759e+02  1.08382136e-02  1.54614029e+02 -1.42922162e+02
  4.90264045e-01  1.55093118e+02 -1.43403900e+02 -1.04828052e-02
  1.54607122e+02 -1.42904703e+02  4.87317956e-01  1.55097991e+02
 -1.43416181e+02  5.36232116e-03  1.54603760e+02 -1.42935635e+02
  4.80456128e-01  1.55109630e+02 -1.43426193e+02  7.40289206e-03
  1.54606762e+02 -1.42915953e+02  5.09290866e-01  1.55089487e+02
 -1.43425583e+02 -5.06233085e-03  1.54598868e+02 -1.42917326e+02
  5.06441181e-01  1.55097775e+02 -1.43439160e+02 -7.30293045e-04
  1.54601572e+02 -1.42911660e+02  5.00396707e-01  1.55103057e+02
 -1.43432860e+02  1.15307877e-02  1.54609353e+02 -1.42910657e+02
  5.01711816e-01  1.55116653e+02 -1.43424856e+02 -5.09921226e-03
  1.54599512e+02 -1.42936381e+02  4.91513542e-01  1.55107341e+02
 -1.43435896e+02 -2.10667341e-03  1.54598886e+02 -1.42938409e+02
  5.08991391e-01  1.55103263e+02 -1.43434276e+02  5.96714517e-03
  1.54603354e+02 -1.42937372e+02  4.98207764e-01  1.55100622e+02
 -1.43416584e+02 -1.44522955e-02  1.54604866e+02 -1.42945728e+02
  5.06030239e-01  1.55095528e+02]
res:  5905 -0.0007620156266057165 0.013252514783744118 0.021488979310215314
[ 1.21061868e-10 -1.03147580e-05 -2.82887850e-01  1.61511242e+04
 -1.43436530e+02  1.41708450e-02  1.54603084e+02 -1.42903984e+02
  5.24980225e-01  1.55113027e+02 -1.43404521e+02 -6.26634726e-04
  1.54610805e+02 -1.42917266e+02  5.19020946e-01  1.55106757e+02
 -1.43424774e+02  1.35552586e-02  1.54620693e+02 -1.42919664e+02
  4.93304018e-01  1.55097875e+02 -1.43407021e+02 -7.91540614e-03
  1.54611888e+02 -1.42892792e+02  4.89934812e-01  1.55102748e+02
 -1.43409186e+02  5.39330226e-03  1.54610432e+02 -1.42928612e+02
  4.86152920e-01  1.55116049e+02 -1.43428559e+02  1.30818144e-02
  1.54611519e+02 -1.42908994e+02  5.08856327e-01  1.55094253e+02
 -1.43413778e+02  6.13554292e-04  1.54603630e+02 -1.42905546e+02
  5.12139734e-01  1.55102529e+02 -1.43432183e+02 -6.76786843e-04
  1.54606334e+02 -1.42904664e+02  5.06090023e-01  1.55107816e+02
 -1.43425898e+02  1.15620845e-02  1.54614120e+02 -1.42899063e+02
  5.07383833e-01  1.55123210e+02 -1.43417866e+02 -1.88225745e-03
  1.54604273e+02 -1.42929392e+02  5.00075168e-01  1.55112096e+02
 -1.43428896e+02  3.58034604e-03  1.54603647e+02 -1.42931422e+02
  5.17638779e-01  1.55108015e+02 -1.43427294e+02  1.47557241e-02
  1.54608109e+02 -1.42930395e+02  5.01087504e-01  1.55105380e+02
 -1.43409624e+02 -8.77664713e-03  1.54609625e+02 -1.42938722e+02
  5.08696945e-01  1.55100286e+02]
Niter:  3 row:  209 ngroup:  26 nlines:  6427 gd:  5910
[ 1.21061868e-10 -1.03147580e-05 -2.82887850e-01  1.61511242e+04
 -1.43436530e+02  1.41708450e-02  1.54603084e+02 -1.42903984e+02
  5.24980225e-01  1.55113027e+02 -1.43404521e+02 -6.26634726e-04
  1.54610805e+02 -1.42917266e+02  5.19020946e-01  1.55106757e+02
 -1.43424774e+02  1.35552586e-02  1.54620693e+02 -1.42919664e+02
  4.93304018e-01  1.55097875e+02 -1.43407021e+02 -7.91540614e-03
  1.54611888e+02 -1.42892792e+02  4.89934812e-01  1.55102748e+02
 -1.43409186e+02  5.39330226e-03  1.54610432e+02 -1.42928612e+02
  4.86152920e-01  1.55116049e+02 -1.43428559e+02  1.30818144e-02
  1.54611519e+02 -1.42908994e+02  5.08856327e-01  1.55094253e+02
 -1.43413778e+02  6.13554292e-04  1.54603630e+02 -1.42905546e+02
  5.12139734e-01  1.55102529e+02 -1.43432183e+02 -6.76786843e-04
  1.54606334e+02 -1.42904664e+02  5.06090023e-01  1.55107816e+02
 -1.43425898e+02  1.15620845e-02  1.54614120e+02 -1.42899063e+02
  5.07383833e-01  1.55123210e+02 -1.43417866e+02 -1.88225745e-03
  1.54604273e+02 -1.42929392e+02  5.00075168e-01  1.55112096e+02
 -1.43428896e+02  3.58034604e-03  1.54603647e+02 -1.42931422e+02
  5.17638779e-01  1.55108015e+02 -1.43427294e+02  1.47557241e-02
  1.54608109e+02 -1.42930395e+02  5.01087504e-01  1.55105380e+02
 -1.43409624e+02 -8.77664713e-03  1.54609625e+02 -1.42938722e+02
  5.08696945e-01  1.55100286e+02]
res:  5910 -0.0003852487734548049 0.013245221574834432 0.021531494051569774
[ 1.20999833e-10 -1.03147580e-05 -2.82887850e-01  1.61511242e+04
 -1.43436530e+02  1.41708450e-02  1.54603084e+02 -1.42903984e+02
  5.24980225e-01  1.55113027e+02 -1.43404521e+02 -6.26634726e-04
  1.54610805e+02 -1.42917266e+02  5.19020946e-01  1.55106757e+02
 -1.43424774e+02  1.35552586e-02  1.54620693e+02 -1.42919664e+02
  4.93304018e-01  1.55097875e+02 -1.43407021e+02 -7.91540614e-03
  1.54611888e+02 -1.42892792e+02  4.89934812e-01  1.55102748e+02
 -1.43409186e+02  5.39330226e-03  1.54610432e+02 -1.42928612e+02
  4.86152920e-01  1.55116049e+02 -1.43428559e+02  1.30818144e-02
  1.54611519e+02 -1.42908994e+02  5.08856327e-01  1.55094253e+02
 -1.43413778e+02  6.13554292e-04  1.54603630e+02 -1.42905546e+02
  5.12139734e-01  1.55102529e+02 -1.43432183e+02 -6.76786843e-04
  1.54606334e+02 -1.42904664e+02  5.06090023e-01  1.55107816e+02
 -1.43425898e+02  1.15620845e-02  1.54614120e+02 -1.42899063e+02
  5.07383833e-01  1.55123210e+02 -1.43417866e+02 -1.88225745e-03
  1.54604273e+02 -1.42929392e+02  5.00075168e-01  1.55112096e+02
 -1.43428896e+02  3.58034604e-03  1.54603647e+02 -1.42931422e+02
  5.17638779e-01  1.55108015e+02 -1.43427294e+02  1.47557241e-02
  1.54608109e+02 -1.42930395e+02  5.01087504e-01  1.55105380e+02
 -1.43409624e+02 -8.77664713e-03  1.54609625e+02 -1.42938722e+02
  5.08696945e-01  1.55100286e+02]
Niter:  4 row:  209 ngroup:  26 nlines:  6427 gd:  5909
[ 1.20999833e-10 -1.03147580e-05 -2.82887850e-01  1.61511242e+04
 -1.43436530e+02  1.41708450e-02  1.54603084e+02 -1.42903984e+02
  5.24980225e-01  1.55113027e+02 -1.43404521e+02 -6.26634726e-04
  1.54610805e+02 -1.42917266e+02  5.19020946e-01  1.55106757e+02
 -1.43424774e+02  1.35552586e-02  1.54620693e+02 -1.42919664e+02
  4.93304018e-01  1.55097875e+02 -1.43407021e+02 -7.91540614e-03
  1.54611888e+02 -1.42892792e+02  4.89934812e-01  1.55102748e+02
 -1.43409186e+02  5.39330226e-03  1.54610432e+02 -1.42928612e+02
  4.86152920e-01  1.55116049e+02 -1.43428559e+02  1.30818144e-02
  1.54611519e+02 -1.42908994e+02  5.08856327e-01  1.55094253e+02
 -1.43413778e+02  6.13554292e-04  1.54603630e+02 -1.42905546e+02
  5.12139734e-01  1.55102529e+02 -1.43432183e+02 -6.76786843e-04
  1.54606334e+02 -1.42904664e+02  5.06090023e-01  1.55107816e+02
 -1.43425898e+02  1.15620845e-02  1.54614120e+02 -1.42899063e+02
  5.07383833e-01  1.55123210e+02 -1.43417866e+02 -1.88225745e-03
  1.54604273e+02 -1.42929392e+02  5.00075168e-01  1.55112096e+02
 -1.43428896e+02  3.58034604e-03  1.54603647e+02 -1.42931422e+02
  5.17638779e-01  1.55108015e+02 -1.43427294e+02  1.47557241e-02
  1.54608109e+02 -1.42930395e+02  5.01087504e-01  1.55105380e+02
 -1.43409624e+02 -8.77664713e-03  1.54609625e+02 -1.42938722e+02
  5.08696945e-01  1.55100286e+02]
res:  5909 -0.0007478974875994027 0.013353187354368856 0.021506785584116537
[ 1.20999821e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
Niter:  5 row:  209 ngroup:  26 nlines:  6427 gd:  5910
[ 1.20999821e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
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 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
res:  5910 -0.0005433664227894042 0.013341026848138426 0.02151272130555358
[ 1.20959975e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
Niter:  6 row:  209 ngroup:  26 nlines:  6427 gd:  5910
[ 1.20959975e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
res:  5910 -0.0005043716319050873 0.013340517973119859 0.021513371829174108
[ 1.20953969e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
Saving figure to  wave_resid_43670005_fiber209.png
Final values:
res:  -0.0005043716319050873 0.021513371829174108
pars:  [ 1.20953969e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
209 [ 1.20953969e-10 -1.03147570e-05 -2.82887878e-01  1.61511258e+04
 -1.43426953e+02  1.98505843e-02  1.54605315e+02 -1.42894275e+02
  5.30656800e-01  1.55115255e+02 -1.43395003e+02  5.07203999e-03
  1.54613044e+02 -1.42907778e+02  5.24694756e-01  1.55110642e+02
 -1.43415218e+02  1.92632663e-02  1.54624878e+02 -1.42910123e+02
  4.99008583e-01  1.55100095e+02 -1.43397493e+02 -2.22023762e-03
  1.54614207e+02 -1.42882961e+02  4.95625835e-01  1.55104966e+02
 -1.43399563e+02  1.10774958e-02  1.54612798e+02 -1.42918854e+02
  4.91841630e-01  1.55118287e+02 -1.43423615e+02  1.87491393e-02
  1.54613770e+02 -1.42899571e+02  5.14573422e-01  1.55096573e+02
 -1.43404186e+02  6.28391839e-03  1.54605913e+02 -1.42895937e+02
  5.15018405e-01  1.55104737e+02 -1.43422647e+02  5.01424518e-03
  1.54608634e+02 -1.42895061e+02  5.11777841e-01  1.55110066e+02
 -1.43416450e+02  1.42584390e-02  1.54616456e+02 -1.42889488e+02
  5.10048718e-01  1.55125482e+02 -1.43408304e+02  9.09832138e-04
  1.54606570e+02 -1.42919819e+02  5.05780692e-01  1.55114316e+02
 -1.43423810e+02  6.49036285e-03  1.54605920e+02 -1.42930701e+02
  5.23331938e-01  1.55110204e+02 -1.43417762e+02  2.04351922e-02
  1.54614018e+02 -1.42920870e+02  5.06787601e-01  1.55107610e+02
 -1.43400198e+02 -5.82042436e-03  1.54613750e+02 -1.42929035e+02
  5.14399371e-01  1.55104357e+02]
--- Row 211/300 row=210 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  210
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=210 ---
Niter:  0 row:  210 ngroup:  1 nlines:  250 gd:  250
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  250 0.0005771588967036223 0.015444340314388683 0.03422362046145447
[ 1.19371429e-10 -1.03156037e-05 -2.82864696e-01  1.61509523e+04
 -1.43538103e+02 -9.95000015e-08  1.54648025e+02]
Niter:  1 row:  210 ngroup:  1 nlines:  250 gd:  230
[ 1.19371429e-10 -1.03156037e-05 -2.82864696e-01  1.61509523e+04
 -1.43538103e+02 -9.95000015e-08  1.54648025e+02]
res:  230 -0.00017040848706528777 0.015472160588615225 0.02415264850127698
[ 1.19275263e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
Niter:  2 row:  210 ngroup:  1 nlines:  250 gd:  232
[ 1.19275263e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
res:  232 0.00022633293156104628 0.015506770285355742 0.024853759257818908
[ 1.19207757e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
Niter:  3 row:  210 ngroup:  1 nlines:  250 gd:  229
[ 1.19207757e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
res:  229 0.0005303412945067976 0.015010948022791126 0.023733584344152438
[ 1.19159748e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
Niter:  4 row:  210 ngroup:  1 nlines:  250 gd:  229
[ 1.19159748e-10 -1.03150285e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
res:  229 0.0001608206184755545 0.015367170272838848 0.023734448263189312
[ 1.19190046e-10 -1.03149738e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
Niter:  5 row:  210 ngroup:  1 nlines:  250 gd:  229
[ 1.19190046e-10 -1.03149738e-05 -2.82868660e-01  1.61509533e+04
 -1.43484404e+02 -9.94998008e-08  1.54629952e+02]
res:  229 -0.0002568993031673017 0.015351355053098814 0.02370148503229497
[ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02]
Niter:  6 row:  210 ngroup:  1 nlines:  250 gd:  229
[ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02]
res:  229 -0.0002568993031673017 0.015351355053098814 0.02370148503229497
[ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02]
Final values:
res:  -0.0002568993031673017 0.02370148503229497
pars:  [ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02]
210 [ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02]
elapsed: 2.9 sec.
Niter:  0 row:  210 ngroup:  26 nlines:  6391 gd:  6391
[ 1.19079568e-10 -1.03144634e-05 -2.82868868e-01  1.61509531e+04
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02 -1.43474599e+02 -9.55231617e-08
  1.54631255e+02 -1.43474599e+02 -9.55231617e-08  1.54631255e+02
 -1.43474599e+02 -9.55231617e-08  1.54631255e+02 -1.43474599e+02
 -9.55231617e-08  1.54631255e+02]
res:  6391 -0.00030878454708727077 0.01594818306148227 0.034339770417007275
[ 1.19079580e-10 -1.03144624e-05 -2.82868840e-01  1.61509515e+04
 -1.43473043e+02 -1.52245447e-03  1.54624109e+02 -1.42944163e+02
  4.68856914e-01  1.55108657e+02 -1.43476166e+02 -5.99395654e-03
  1.54615033e+02 -1.42991801e+02  4.89432525e-01  1.55111574e+02
 -1.43454789e+02  6.41108233e-03  1.54617687e+02 -1.42994452e+02
  4.81120291e-01  1.55117784e+02 -1.43462172e+02 -1.90746554e-03
  1.54624945e+02 -1.42979093e+02  4.80302043e-01  1.55109044e+02
 -1.43454858e+02 -1.17820660e-03  1.54625824e+02 -1.43020585e+02
  4.90322589e-01  1.55115757e+02 -1.43481627e+02 -4.60765743e-04
  1.54635570e+02 -1.42976462e+02  4.65252227e-01  1.55098883e+02
 -1.43496139e+02 -1.16319691e-02  1.54613615e+02 -1.42972742e+02
  4.68709954e-01  1.55107919e+02 -1.43485469e+02 -1.07868665e-02
  1.54611424e+02 -1.42983551e+02  4.83794453e-01  1.55116477e+02
 -1.43482176e+02  2.77256075e-03  1.54623359e+02 -1.43018850e+02
  4.63248482e-01  1.55117716e+02 -1.43494607e+02  2.66760776e-03
  1.54614127e+02 -1.42991843e+02  4.80355485e-01  1.55116797e+02
 -1.43508059e+02 -1.81815085e-02  1.54615106e+02 -1.43018927e+02
  4.68711029e-01  1.55119965e+02 -1.43512696e+02 -1.50232293e-02
  1.54609007e+02 -1.42993510e+02  4.70703638e-01  1.55111586e+02
 -1.43493281e+02 -1.97198400e-02  1.54620017e+02 -1.42990162e+02
  4.47674894e-01  1.55121951e+02]
Niter:  1 row:  210 ngroup:  26 nlines:  6391 gd:  6005
[ 1.19079580e-10 -1.03144624e-05 -2.82868840e-01  1.61509515e+04
 -1.43473043e+02 -1.52245447e-03  1.54624109e+02 -1.42944163e+02
  4.68856914e-01  1.55108657e+02 -1.43476166e+02 -5.99395654e-03
  1.54615033e+02 -1.42991801e+02  4.89432525e-01  1.55111574e+02
 -1.43454789e+02  6.41108233e-03  1.54617687e+02 -1.42994452e+02
  4.81120291e-01  1.55117784e+02 -1.43462172e+02 -1.90746554e-03
  1.54624945e+02 -1.42979093e+02  4.80302043e-01  1.55109044e+02
 -1.43454858e+02 -1.17820660e-03  1.54625824e+02 -1.43020585e+02
  4.90322589e-01  1.55115757e+02 -1.43481627e+02 -4.60765743e-04
  1.54635570e+02 -1.42976462e+02  4.65252227e-01  1.55098883e+02
 -1.43496139e+02 -1.16319691e-02  1.54613615e+02 -1.42972742e+02
  4.68709954e-01  1.55107919e+02 -1.43485469e+02 -1.07868665e-02
  1.54611424e+02 -1.42983551e+02  4.83794453e-01  1.55116477e+02
 -1.43482176e+02  2.77256075e-03  1.54623359e+02 -1.43018850e+02
  4.63248482e-01  1.55117716e+02 -1.43494607e+02  2.66760776e-03
  1.54614127e+02 -1.42991843e+02  4.80355485e-01  1.55116797e+02
 -1.43508059e+02 -1.81815085e-02  1.54615106e+02 -1.43018927e+02
  4.68711029e-01  1.55119965e+02 -1.43512696e+02 -1.50232293e-02
  1.54609007e+02 -1.42993510e+02  4.70703638e-01  1.55111586e+02
 -1.43493281e+02 -1.97198400e-02  1.54620017e+02 -1.42990162e+02
  4.47674894e-01  1.55121951e+02]
res:  6005 -0.000145501962833805 0.015970176458722563 0.025200804800021
[ 1.19079592e-10 -1.03144613e-05 -2.82868812e-01  1.61509527e+04
 -1.43466119e+02 -1.68485674e-03  1.54628215e+02 -1.42963869e+02
  4.68294087e-01  1.55114689e+02 -1.43494529e+02 -1.46859760e-02
  1.54623380e+02 -1.42972705e+02  4.87918078e-01  1.55118034e+02
 -1.43455115e+02  4.44325284e-03  1.54628637e+02 -1.42986024e+02
  4.89868962e-01  1.55114370e+02 -1.43452258e+02 -5.66001696e-03
  1.54626518e+02 -1.42982239e+02  4.80004298e-01  1.55112862e+02
 -1.43451045e+02 -1.16137203e-02  1.54632204e+02 -1.43025604e+02
  4.84042000e-01  1.55121856e+02 -1.43490003e+02  3.33833602e-03
  1.54639249e+02 -1.42986507e+02  4.81706190e-01  1.55107673e+02
 -1.43501177e+02 -1.18950281e-02  1.54615085e+02 -1.42987408e+02
  4.84797401e-01  1.55111592e+02 -1.43475605e+02 -8.52261700e-03
  1.54624227e+02 -1.42985640e+02  4.80898730e-01  1.55127760e+02
 -1.43463883e+02 -3.79099199e-03  1.54629723e+02 -1.43000175e+02
  4.73604738e-01  1.55123910e+02 -1.43477586e+02  7.00505085e-03
  1.54616140e+02 -1.42976058e+02  4.83616680e-01  1.55115827e+02
 -1.43508440e+02 -2.40750643e-02  1.54618786e+02 -1.43004420e+02
  4.74636362e-01  1.55126433e+02 -1.43495603e+02 -1.64133402e-02
  1.54617471e+02 -1.43002189e+02  4.69066507e-01  1.55116456e+02
 -1.43490090e+02 -2.28321783e-02  1.54626467e+02 -1.42981012e+02
  4.61668540e-01  1.55120559e+02]
Niter:  2 row:  210 ngroup:  26 nlines:  6391 gd:  6006
[ 1.19079592e-10 -1.03144613e-05 -2.82868812e-01  1.61509527e+04
 -1.43466119e+02 -1.68485674e-03  1.54628215e+02 -1.42963869e+02
  4.68294087e-01  1.55114689e+02 -1.43494529e+02 -1.46859760e-02
  1.54623380e+02 -1.42972705e+02  4.87918078e-01  1.55118034e+02
 -1.43455115e+02  4.44325284e-03  1.54628637e+02 -1.42986024e+02
  4.89868962e-01  1.55114370e+02 -1.43452258e+02 -5.66001696e-03
  1.54626518e+02 -1.42982239e+02  4.80004298e-01  1.55112862e+02
 -1.43451045e+02 -1.16137203e-02  1.54632204e+02 -1.43025604e+02
  4.84042000e-01  1.55121856e+02 -1.43490003e+02  3.33833602e-03
  1.54639249e+02 -1.42986507e+02  4.81706190e-01  1.55107673e+02
 -1.43501177e+02 -1.18950281e-02  1.54615085e+02 -1.42987408e+02
  4.84797401e-01  1.55111592e+02 -1.43475605e+02 -8.52261700e-03
  1.54624227e+02 -1.42985640e+02  4.80898730e-01  1.55127760e+02
 -1.43463883e+02 -3.79099199e-03  1.54629723e+02 -1.43000175e+02
  4.73604738e-01  1.55123910e+02 -1.43477586e+02  7.00505085e-03
  1.54616140e+02 -1.42976058e+02  4.83616680e-01  1.55115827e+02
 -1.43508440e+02 -2.40750643e-02  1.54618786e+02 -1.43004420e+02
  4.74636362e-01  1.55126433e+02 -1.43495603e+02 -1.64133402e-02
  1.54617471e+02 -1.43002189e+02  4.69066507e-01  1.55116456e+02
 -1.43490090e+02 -2.28321783e-02  1.54626467e+02 -1.42981012e+02
  4.61668540e-01  1.55120559e+02]
res:  6006 -0.00027016034255211707 0.01593267974385526 0.02520153825878425
[ 1.19079603e-10 -1.03144603e-05 -2.82868783e-01  1.61509529e+04
 -1.43465398e+02 -8.85626365e-04  1.54629116e+02 -1.42968650e+02
  4.69093053e-01  1.55115589e+02 -1.43505115e+02 -1.38884781e-02
  1.54624282e+02 -1.42971984e+02  4.88720303e-01  1.55118934e+02
 -1.43454393e+02  5.24274584e-03  1.54629537e+02 -1.42985302e+02
  4.90676076e-01  1.55111288e+02 -1.43451536e+02 -4.86465999e-03
  1.54627421e+02 -1.42981518e+02  4.80802655e-01  1.55113763e+02
 -1.43450322e+02 -1.08130098e-02  1.54633105e+02 -1.43024883e+02
  4.84841152e-01  1.55124832e+02 -1.43489280e+02  4.13595347e-03
  1.54640150e+02 -1.42991600e+02  4.82505095e-01  1.55108574e+02
 -1.43500455e+02 -1.11002588e-02  1.54615986e+02 -1.42986686e+02
  4.89342902e-01  1.55112494e+02 -1.43474883e+02 -7.72346757e-03
  1.54625127e+02 -1.42984917e+02  4.81698339e-01  1.55128661e+02
 -1.43463161e+02 -6.45329250e-03  1.54630624e+02 -1.42999453e+02
  4.74407298e-01  1.55124812e+02 -1.43476863e+02  7.80665414e-03
  1.54615071e+02 -1.42975335e+02  4.84424338e-01  1.55116729e+02
 -1.43513513e+02 -2.32728184e-02  1.54619686e+02 -1.43003697e+02
  4.75438261e-01  1.55127334e+02 -1.43494880e+02 -1.90319137e-02
  1.54618372e+02 -1.43006636e+02  4.69865456e-01  1.55117357e+02
 -1.43489367e+02 -2.20284539e-02  1.54627368e+02 -1.42980290e+02
  4.65903362e-01  1.55119408e+02]
Niter:  3 row:  210 ngroup:  26 nlines:  6391 gd:  6007
[ 1.19079603e-10 -1.03144603e-05 -2.82868783e-01  1.61509529e+04
 -1.43465398e+02 -8.85626365e-04  1.54629116e+02 -1.42968650e+02
  4.69093053e-01  1.55115589e+02 -1.43505115e+02 -1.38884781e-02
  1.54624282e+02 -1.42971984e+02  4.88720303e-01  1.55118934e+02
 -1.43454393e+02  5.24274584e-03  1.54629537e+02 -1.42985302e+02
  4.90676076e-01  1.55111288e+02 -1.43451536e+02 -4.86465999e-03
  1.54627421e+02 -1.42981518e+02  4.80802655e-01  1.55113763e+02
 -1.43450322e+02 -1.08130098e-02  1.54633105e+02 -1.43024883e+02
  4.84841152e-01  1.55124832e+02 -1.43489280e+02  4.13595347e-03
  1.54640150e+02 -1.42991600e+02  4.82505095e-01  1.55108574e+02
 -1.43500455e+02 -1.11002588e-02  1.54615986e+02 -1.42986686e+02
  4.89342902e-01  1.55112494e+02 -1.43474883e+02 -7.72346757e-03
  1.54625127e+02 -1.42984917e+02  4.81698339e-01  1.55128661e+02
 -1.43463161e+02 -6.45329250e-03  1.54630624e+02 -1.42999453e+02
  4.74407298e-01  1.55124812e+02 -1.43476863e+02  7.80665414e-03
  1.54615071e+02 -1.42975335e+02  4.84424338e-01  1.55116729e+02
 -1.43513513e+02 -2.32728184e-02  1.54619686e+02 -1.43003697e+02
  4.75438261e-01  1.55127334e+02 -1.43494880e+02 -1.90319137e-02
  1.54618372e+02 -1.43006636e+02  4.69865456e-01  1.55117357e+02
 -1.43489367e+02 -2.20284539e-02  1.54627368e+02 -1.42980290e+02
  4.65903362e-01  1.55119408e+02]
res:  6007 -0.00025244283096981235 0.01562403859134065 0.025119593990096518
[ 1.20079829e-10 -1.03144729e-05 -2.82883821e-01  1.61509513e+04
 -1.43375457e+02 -8.90135278e-03  1.54557272e+02 -1.42880397e+02
  4.63768077e-01  1.55043256e+02 -1.43416959e+02 -2.24203282e-02
  1.54552207e+02 -1.42882919e+02  4.81591888e-01  1.55046795e+02
 -1.43365642e+02 -2.53498110e-03  1.54557412e+02 -1.42896156e+02
  4.82226760e-01  1.55039407e+02 -1.43363516e+02 -1.37512008e-02
  1.54555466e+02 -1.42893002e+02  4.71286749e-01  1.55041379e+02
 -1.43361724e+02 -1.77703842e-02  1.54561203e+02 -1.42935145e+02
  4.78057161e-01  1.55052814e+02 -1.43401054e+02 -2.43969843e-03
  1.54568176e+02 -1.42902377e+02  4.75599342e-01  1.55036547e+02
 -1.43410782e+02 -1.90478439e-02  1.54544048e+02 -1.42897645e+02
  4.79680749e-01  1.55040756e+02 -1.43386227e+02 -1.44268123e-02
  1.54552887e+02 -1.42896759e+02  4.74471677e-01  1.55056705e+02
 -1.43374967e+02 -1.43104228e-02  1.54558690e+02 -1.42911278e+02
  4.65564327e-01  1.55053001e+02 -1.43388584e+02 -5.02265294e-04
  1.54543211e+02 -1.42886528e+02  4.75379037e-01  1.55044929e+02
 -1.43428836e+02 -3.38018785e-02  1.54547808e+02 -1.42915281e+02
  4.66723754e-01  1.55055315e+02 -1.43406828e+02 -2.65450105e-02
  1.54546415e+02 -1.42918719e+02  4.61974225e-01  1.55045512e+02
 -1.43401657e+02 -3.07730458e-02  1.54555421e+02 -1.42892509e+02
  4.57790557e-01  1.55047600e+02]
Niter:  4 row:  210 ngroup:  26 nlines:  6391 gd:  5983
[ 1.20079829e-10 -1.03144729e-05 -2.82883821e-01  1.61509513e+04
 -1.43375457e+02 -8.90135278e-03  1.54557272e+02 -1.42880397e+02
  4.63768077e-01  1.55043256e+02 -1.43416959e+02 -2.24203282e-02
  1.54552207e+02 -1.42882919e+02  4.81591888e-01  1.55046795e+02
 -1.43365642e+02 -2.53498110e-03  1.54557412e+02 -1.42896156e+02
  4.82226760e-01  1.55039407e+02 -1.43363516e+02 -1.37512008e-02
  1.54555466e+02 -1.42893002e+02  4.71286749e-01  1.55041379e+02
 -1.43361724e+02 -1.77703842e-02  1.54561203e+02 -1.42935145e+02
  4.78057161e-01  1.55052814e+02 -1.43401054e+02 -2.43969843e-03
  1.54568176e+02 -1.42902377e+02  4.75599342e-01  1.55036547e+02
 -1.43410782e+02 -1.90478439e-02  1.54544048e+02 -1.42897645e+02
  4.79680749e-01  1.55040756e+02 -1.43386227e+02 -1.44268123e-02
  1.54552887e+02 -1.42896759e+02  4.74471677e-01  1.55056705e+02
 -1.43374967e+02 -1.43104228e-02  1.54558690e+02 -1.42911278e+02
  4.65564327e-01  1.55053001e+02 -1.43388584e+02 -5.02265294e-04
  1.54543211e+02 -1.42886528e+02  4.75379037e-01  1.55044929e+02
 -1.43428836e+02 -3.38018785e-02  1.54547808e+02 -1.42915281e+02
  4.66723754e-01  1.55055315e+02 -1.43406828e+02 -2.65450105e-02
  1.54546415e+02 -1.42918719e+02  4.61974225e-01  1.55045512e+02
 -1.43401657e+02 -3.07730458e-02  1.54555421e+02 -1.42892509e+02
  4.57790557e-01  1.55047600e+02]
res:  5983 -0.00017208019380632322 0.01550771715119481 0.02463134965073587
[ 1.20079841e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
Niter:  5 row:  210 ngroup:  26 nlines:  6391 gd:  5967
[ 1.20079841e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
res:  5967 -0.0005315477446856676 0.015426036639837548 0.024371565705687433
[ 1.20162974e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
Niter:  6 row:  210 ngroup:  26 nlines:  6391 gd:  5968
[ 1.20162974e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
res:  5968 -0.0005816397024318576 0.015440286482771626 0.024382650830972578
[ 1.20171441e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
Saving figure to  wave_resid_43670005_fiber210.png
Final values:
res:  -0.0005816397024318576 0.024382650830972578
pars:  [ 1.20171441e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
210 [ 1.20171441e-10 -1.03144719e-05 -2.82883793e-01  1.61509497e+04
 -1.43394257e+02 -1.41320717e-02  1.54558730e+02 -1.42899007e+02
  4.58345902e-01  1.55042795e+02 -1.43434860e+02 -3.51552971e-02
  1.54549687e+02 -1.42901579e+02  4.76305696e-01  1.55046209e+02
 -1.43383962e+02 -1.49920585e-02  1.54556981e+02 -1.42914694e+02
  4.77013772e-01  1.55038970e+02 -1.43381285e+02 -2.25376358e-02
  1.54555104e+02 -1.42910896e+02  4.66705143e-01  1.55040969e+02
 -1.43380194e+02 -3.06538468e-02  1.54560685e+02 -1.42948054e+02
  4.69725637e-01  1.55052308e+02 -1.43419105e+02 -1.14701879e-02
  1.54567747e+02 -1.42914853e+02  4.70278889e-01  1.55036092e+02
 -1.43429875e+02 -3.15361004e-02  1.54541455e+02 -1.42910478e+02
  4.61342000e-01  1.55038218e+02 -1.43404308e+02 -2.31411557e-02
  1.54554628e+02 -1.42914987e+02  4.69180648e-01  1.55056244e+02
 -1.43392783e+02 -2.68950484e-02  1.54558313e+02 -1.42929198e+02
  4.53637568e-01  1.55052512e+02 -1.43406934e+02 -5.69863283e-03
  1.54542724e+02 -1.42899639e+02  4.66850593e-01  1.55044469e+02
 -1.43437477e+02 -3.81280267e-02  1.54547291e+02 -1.42933781e+02
  4.59006364e-01  1.55054970e+02 -1.43425034e+02 -3.15355498e-02
  1.54546012e+02 -1.42936403e+02  4.53439189e-01  1.55042850e+02
 -1.43414369e+02 -3.59441189e-02  1.54554963e+02 -1.42910483e+02
  4.49596020e-01  1.55045149e+02]
--- Row 212/300 row=211 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  211
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=211 ---
Niter:  0 row:  211 ngroup:  1 nlines:  237 gd:  237
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  237 -0.0005798957899969537 0.013858384891136666 0.028049790676637605
[ 1.20892246e-10 -1.03144899e-05 -2.82881779e-01  1.61509821e+04
 -1.43436273e+02 -2.41149516e-14  1.54610365e+02]
Niter:  1 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20892246e-10 -1.03144899e-05 -2.82881779e-01  1.61509821e+04
 -1.43436273e+02 -2.41149516e-14  1.54610365e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Niter:  2 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Niter:  3 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Niter:  4 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Niter:  5 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Niter:  6 row:  211 ngroup:  1 nlines:  237 gd:  228
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
res:  228 -0.00047042635014804546 0.013974817376947613 0.023296673224573836
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
Final values:
res:  -0.00047042635014804546 0.023296673224573836
pars:  [ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
211 [ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02]
elapsed: 2.9 sec.
Niter:  0 row:  211 ngroup:  26 nlines:  6264 gd:  6264
[ 1.20635391e-10 -1.03143101e-05 -2.82878218e-01  1.61509815e+04
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02 -1.43449007e+02  1.04492335e-10
  1.54627097e+02 -1.43449007e+02  1.04492335e-10  1.54627097e+02
 -1.43449007e+02  1.04492335e-10  1.54627097e+02 -1.43449007e+02
  1.04492335e-10  1.54627097e+02]
res:  6264 -0.0002760661973297829 0.013865346721104288 0.031603571510192524
[ 1.20635379e-10 -1.03143091e-05 -2.82878246e-01  1.61509831e+04
 -1.43448611e+02  3.75984125e-03  1.54629996e+02 -1.42975601e+02
  4.91733077e-01  1.55127702e+02 -1.43459619e+02 -7.45072212e-03
  1.54633523e+02 -1.42958046e+02  4.72374444e-01  1.55130189e+02
 -1.43479304e+02 -1.09377376e-02  1.54626798e+02 -1.42959279e+02
  5.18483320e-01  1.55133453e+02 -1.43421768e+02 -2.36343382e-02
  1.54631056e+02 -1.42935226e+02  4.51846583e-01  1.55130972e+02
 -1.43450604e+02 -7.33215755e-03  1.54642390e+02 -1.42950734e+02
  5.00985558e-01  1.55145358e+02 -1.43467463e+02 -7.48109966e-03
  1.54641408e+02 -1.42952111e+02  4.91830123e-01  1.55130019e+02
 -1.43449419e+02 -2.44291681e-02  1.54624313e+02 -1.42978089e+02
  4.99111249e-01  1.55147057e+02 -1.43459169e+02  2.12225709e-03
  1.54641801e+02 -1.42965111e+02  5.04845203e-01  1.55136759e+02
 -1.43453604e+02 -2.45117148e-02  1.54633179e+02 -1.42962964e+02
  4.86560289e-01  1.55138708e+02 -1.43443321e+02 -1.16080245e-02
  1.54635211e+02 -1.42969049e+02  4.88686232e-01  1.55125735e+02
 -1.43465225e+02 -1.35942164e-02  1.54636828e+02 -1.42961379e+02
  4.88904873e-01  1.55132373e+02 -1.43465599e+02 -1.26458639e-02
  1.54629620e+02 -1.42971701e+02  5.03275987e-01  1.55116212e+02
 -1.43465300e+02 -1.63461312e-02  1.54625145e+02 -1.42959039e+02
  4.88704248e-01  1.55118964e+02]
Niter:  1 row:  211 ngroup:  26 nlines:  6264 gd:  5852
[ 1.20635379e-10 -1.03143091e-05 -2.82878246e-01  1.61509831e+04
 -1.43448611e+02  3.75984125e-03  1.54629996e+02 -1.42975601e+02
  4.91733077e-01  1.55127702e+02 -1.43459619e+02 -7.45072212e-03
  1.54633523e+02 -1.42958046e+02  4.72374444e-01  1.55130189e+02
 -1.43479304e+02 -1.09377376e-02  1.54626798e+02 -1.42959279e+02
  5.18483320e-01  1.55133453e+02 -1.43421768e+02 -2.36343382e-02
  1.54631056e+02 -1.42935226e+02  4.51846583e-01  1.55130972e+02
 -1.43450604e+02 -7.33215755e-03  1.54642390e+02 -1.42950734e+02
  5.00985558e-01  1.55145358e+02 -1.43467463e+02 -7.48109966e-03
  1.54641408e+02 -1.42952111e+02  4.91830123e-01  1.55130019e+02
 -1.43449419e+02 -2.44291681e-02  1.54624313e+02 -1.42978089e+02
  4.99111249e-01  1.55147057e+02 -1.43459169e+02  2.12225709e-03
  1.54641801e+02 -1.42965111e+02  5.04845203e-01  1.55136759e+02
 -1.43453604e+02 -2.45117148e-02  1.54633179e+02 -1.42962964e+02
  4.86560289e-01  1.55138708e+02 -1.43443321e+02 -1.16080245e-02
  1.54635211e+02 -1.42969049e+02  4.88686232e-01  1.55125735e+02
 -1.43465225e+02 -1.35942164e-02  1.54636828e+02 -1.42961379e+02
  4.88904873e-01  1.55132373e+02 -1.43465599e+02 -1.26458639e-02
  1.54629620e+02 -1.42971701e+02  5.03275987e-01  1.55116212e+02
 -1.43465300e+02 -1.63461312e-02  1.54625145e+02 -1.42959039e+02
  4.88704248e-01  1.55118964e+02]
res:  5852 -0.0002768046151686576 0.013948606880148873 0.02295106942297518
[ 1.20635367e-10 -1.03143080e-05 -2.82878274e-01  1.61509847e+04
 -1.43440021e+02  1.14231033e-02  1.54634755e+02 -1.42973959e+02
  4.95191570e-01  1.55134205e+02 -1.43448086e+02 -2.15151188e-02
  1.54634397e+02 -1.42954980e+02  4.78667566e-01  1.55135635e+02
 -1.43462184e+02  8.95743209e-04  1.54633885e+02 -1.42954002e+02
  5.20281387e-01  1.55146543e+02 -1.43428729e+02 -1.06196851e-02
  1.54636327e+02 -1.42956348e+02  4.76127989e-01  1.55137966e+02
 -1.43439380e+02  3.09917130e-03  1.54643293e+02 -1.42954641e+02
  4.98084711e-01  1.55150312e+02 -1.43445367e+02 -1.20798254e-02
  1.54644079e+02 -1.42949949e+02  4.84171138e-01  1.55139842e+02
 -1.43463350e+02 -1.53391501e-02  1.54631124e+02 -1.42963979e+02
  4.83060302e-01  1.55149664e+02 -1.43453129e+02 -6.83448354e-04
  1.54644459e+02 -1.42944060e+02  4.99862521e-01  1.55141526e+02
 -1.43446566e+02 -1.37947467e-02  1.54640042e+02 -1.42951851e+02
  4.87334526e-01  1.55141648e+02 -1.43455843e+02 -8.25703631e-03
  1.54642252e+02 -1.42958196e+02  4.99198940e-01  1.55132690e+02
 -1.43468699e+02 -1.59339691e-02  1.54643679e+02 -1.42937660e+02
  4.98892385e-01  1.55139037e+02 -1.43464582e+02 -7.00485058e-03
  1.54636646e+02 -1.42961076e+02  5.09649587e-01  1.55116650e+02
 -1.43453835e+02 -2.28416444e-02  1.54632128e+02 -1.42953846e+02
  4.95693281e-01  1.55124410e+02]
Niter:  2 row:  211 ngroup:  26 nlines:  6264 gd:  5850
[ 1.20635367e-10 -1.03143080e-05 -2.82878274e-01  1.61509847e+04
 -1.43440021e+02  1.14231033e-02  1.54634755e+02 -1.42973959e+02
  4.95191570e-01  1.55134205e+02 -1.43448086e+02 -2.15151188e-02
  1.54634397e+02 -1.42954980e+02  4.78667566e-01  1.55135635e+02
 -1.43462184e+02  8.95743209e-04  1.54633885e+02 -1.42954002e+02
  5.20281387e-01  1.55146543e+02 -1.43428729e+02 -1.06196851e-02
  1.54636327e+02 -1.42956348e+02  4.76127989e-01  1.55137966e+02
 -1.43439380e+02  3.09917130e-03  1.54643293e+02 -1.42954641e+02
  4.98084711e-01  1.55150312e+02 -1.43445367e+02 -1.20798254e-02
  1.54644079e+02 -1.42949949e+02  4.84171138e-01  1.55139842e+02
 -1.43463350e+02 -1.53391501e-02  1.54631124e+02 -1.42963979e+02
  4.83060302e-01  1.55149664e+02 -1.43453129e+02 -6.83448354e-04
  1.54644459e+02 -1.42944060e+02  4.99862521e-01  1.55141526e+02
 -1.43446566e+02 -1.37947467e-02  1.54640042e+02 -1.42951851e+02
  4.87334526e-01  1.55141648e+02 -1.43455843e+02 -8.25703631e-03
  1.54642252e+02 -1.42958196e+02  4.99198940e-01  1.55132690e+02
 -1.43468699e+02 -1.59339691e-02  1.54643679e+02 -1.42937660e+02
  4.98892385e-01  1.55139037e+02 -1.43464582e+02 -7.00485058e-03
  1.54636646e+02 -1.42961076e+02  5.09649587e-01  1.55116650e+02
 -1.43453835e+02 -2.28416444e-02  1.54632128e+02 -1.42953846e+02
  4.95693281e-01  1.55124410e+02]
res:  5850 -0.0001800231739252922 0.014027775109752838 0.02290243352967982
[ 1.20635354e-10 -1.03143070e-05 -2.82878303e-01  1.61509863e+04
 -1.43427971e+02  1.71359713e-02  1.54639514e+02 -1.42966957e+02
  5.00891099e-01  1.55138972e+02 -1.43441082e+02 -1.90407475e-02
  1.54639149e+02 -1.42947994e+02  4.84359994e-01  1.55140391e+02
 -1.43455159e+02  9.64927981e-03  1.54638653e+02 -1.42946999e+02
  5.25985171e-01  1.55155240e+02 -1.43421748e+02 -4.91320668e-03
  1.54641091e+02 -1.42949335e+02  4.85005031e-01  1.55144623e+02
 -1.43432415e+02  8.78351730e-03  1.54648060e+02 -1.42951918e+02
  5.00451395e-01  1.55155075e+02 -1.43438386e+02 -6.39205196e-03
  1.54648836e+02 -1.42942966e+02  4.83488372e-01  1.55144604e+02
 -1.43456356e+02 -6.10290070e-03  1.54635883e+02 -1.42956995e+02
  4.88761097e-01  1.55154421e+02 -1.43446127e+02  4.98468680e-03
  1.54649211e+02 -1.42932333e+02  5.05556993e-01  1.55146293e+02
 -1.43439588e+02 -8.10268924e-03  1.54644811e+02 -1.42944856e+02
  4.89913686e-01  1.55146410e+02 -1.43454192e+02 -2.57380575e-03
  1.54647020e+02 -1.42951182e+02  5.04909847e-01  1.55137451e+02
 -1.43461711e+02 -1.35744507e-02  1.54648430e+02 -1.42930675e+02
  5.04593422e-01  1.55143796e+02 -1.43457584e+02 -4.66224174e-03
  1.54641406e+02 -1.42954093e+02  5.15336285e-01  1.55121408e+02
 -1.43446844e+02 -1.71605424e-02  1.54636893e+02 -1.42946820e+02
  5.01404214e-01  1.55131003e+02]
Niter:  3 row:  211 ngroup:  26 nlines:  6264 gd:  5849
[ 1.20635354e-10 -1.03143070e-05 -2.82878303e-01  1.61509863e+04
 -1.43427971e+02  1.71359713e-02  1.54639514e+02 -1.42966957e+02
  5.00891099e-01  1.55138972e+02 -1.43441082e+02 -1.90407475e-02
  1.54639149e+02 -1.42947994e+02  4.84359994e-01  1.55140391e+02
 -1.43455159e+02  9.64927981e-03  1.54638653e+02 -1.42946999e+02
  5.25985171e-01  1.55155240e+02 -1.43421748e+02 -4.91320668e-03
  1.54641091e+02 -1.42949335e+02  4.85005031e-01  1.55144623e+02
 -1.43432415e+02  8.78351730e-03  1.54648060e+02 -1.42951918e+02
  5.00451395e-01  1.55155075e+02 -1.43438386e+02 -6.39205196e-03
  1.54648836e+02 -1.42942966e+02  4.83488372e-01  1.55144604e+02
 -1.43456356e+02 -6.10290070e-03  1.54635883e+02 -1.42956995e+02
  4.88761097e-01  1.55154421e+02 -1.43446127e+02  4.98468680e-03
  1.54649211e+02 -1.42932333e+02  5.05556993e-01  1.55146293e+02
 -1.43439588e+02 -8.10268924e-03  1.54644811e+02 -1.42944856e+02
  4.89913686e-01  1.55146410e+02 -1.43454192e+02 -2.57380575e-03
  1.54647020e+02 -1.42951182e+02  5.04909847e-01  1.55137451e+02
 -1.43461711e+02 -1.35744507e-02  1.54648430e+02 -1.42930675e+02
  5.04593422e-01  1.55143796e+02 -1.43457584e+02 -4.66224174e-03
  1.54641406e+02 -1.42954093e+02  5.15336285e-01  1.55121408e+02
 -1.43446844e+02 -1.71605424e-02  1.54636893e+02 -1.42946820e+02
  5.01404214e-01  1.55131003e+02]
res:  5849 0.00022153245299705304 0.014021343095009797 0.02285381741910625
[ 1.20538216e-10 -1.03143070e-05 -2.82878303e-01  1.61509863e+04
 -1.43427971e+02  1.71359713e-02  1.54639514e+02 -1.42966957e+02
  5.00891099e-01  1.55138972e+02 -1.43441082e+02 -1.90407475e-02
  1.54639149e+02 -1.42947994e+02  4.84359994e-01  1.55140391e+02
 -1.43455159e+02  9.64927981e-03  1.54638653e+02 -1.42946999e+02
  5.25985171e-01  1.55155240e+02 -1.43421748e+02 -4.91320668e-03
  1.54641091e+02 -1.42949335e+02  4.85005031e-01  1.55144623e+02
 -1.43432415e+02  8.78351730e-03  1.54648060e+02 -1.42951918e+02
  5.00451395e-01  1.55155075e+02 -1.43438386e+02 -6.39205196e-03
  1.54648836e+02 -1.42942966e+02  4.83488372e-01  1.55144604e+02
 -1.43456356e+02 -6.10290070e-03  1.54635883e+02 -1.42956995e+02
  4.88761097e-01  1.55154421e+02 -1.43446127e+02  4.98468680e-03
  1.54649211e+02 -1.42932333e+02  5.05556993e-01  1.55146293e+02
 -1.43439588e+02 -8.10268924e-03  1.54644811e+02 -1.42944856e+02
  4.89913686e-01  1.55146410e+02 -1.43454192e+02 -2.57380575e-03
  1.54647020e+02 -1.42951182e+02  5.04909847e-01  1.55137451e+02
 -1.43461711e+02 -1.35744507e-02  1.54648430e+02 -1.42930675e+02
  5.04593422e-01  1.55143796e+02 -1.43457584e+02 -4.66224174e-03
  1.54641406e+02 -1.42954093e+02  5.15336285e-01  1.55121408e+02
 -1.43446844e+02 -1.71605424e-02  1.54636893e+02 -1.42946820e+02
  5.01404214e-01  1.55131003e+02]
Niter:  4 row:  211 ngroup:  26 nlines:  6264 gd:  5844
[ 1.20538216e-10 -1.03143070e-05 -2.82878303e-01  1.61509863e+04
 -1.43427971e+02  1.71359713e-02  1.54639514e+02 -1.42966957e+02
  5.00891099e-01  1.55138972e+02 -1.43441082e+02 -1.90407475e-02
  1.54639149e+02 -1.42947994e+02  4.84359994e-01  1.55140391e+02
 -1.43455159e+02  9.64927981e-03  1.54638653e+02 -1.42946999e+02
  5.25985171e-01  1.55155240e+02 -1.43421748e+02 -4.91320668e-03
  1.54641091e+02 -1.42949335e+02  4.85005031e-01  1.55144623e+02
 -1.43432415e+02  8.78351730e-03  1.54648060e+02 -1.42951918e+02
  5.00451395e-01  1.55155075e+02 -1.43438386e+02 -6.39205196e-03
  1.54648836e+02 -1.42942966e+02  4.83488372e-01  1.55144604e+02
 -1.43456356e+02 -6.10290070e-03  1.54635883e+02 -1.42956995e+02
  4.88761097e-01  1.55154421e+02 -1.43446127e+02  4.98468680e-03
  1.54649211e+02 -1.42932333e+02  5.05556993e-01  1.55146293e+02
 -1.43439588e+02 -8.10268924e-03  1.54644811e+02 -1.42944856e+02
  4.89913686e-01  1.55146410e+02 -1.43454192e+02 -2.57380575e-03
  1.54647020e+02 -1.42951182e+02  5.04909847e-01  1.55137451e+02
 -1.43461711e+02 -1.35744507e-02  1.54648430e+02 -1.42930675e+02
  5.04593422e-01  1.55143796e+02 -1.43457584e+02 -4.66224174e-03
  1.54641406e+02 -1.42954093e+02  5.15336285e-01  1.55121408e+02
 -1.43446844e+02 -1.71605424e-02  1.54636893e+02 -1.42946820e+02
  5.01404214e-01  1.55131003e+02]
res:  5844 -0.00030885549131198786 0.014014753087394638 0.022766540985803697
[ 1.20538204e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
Niter:  5 row:  211 ngroup:  26 nlines:  6264 gd:  5844
[ 1.20538204e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
res:  5844 5.092970877740299e-05 0.014010404521286546 0.022749449635526657
[ 1.20470850e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
Niter:  6 row:  211 ngroup:  26 nlines:  6264 gd:  5841
[ 1.20470850e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
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 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
res:  5841 4.5111739382264204e-05 0.014014051169397135 0.022710448687914813
[ 1.20469290e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
Saving figure to  wave_resid_43670005_fiber211.png
Final values:
res:  4.5111739382264204e-05 0.022710448687914813
pars:  [ 1.20469290e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
211 [ 1.20469290e-10 -1.03143060e-05 -2.82878331e-01  1.61509880e+04
 -1.43416737e+02  2.28474037e-02  1.54640347e+02 -1.42955811e+02
  5.06587069e-01  1.55141954e+02 -1.43429911e+02 -1.33826689e-02
  1.54639908e+02 -1.42936967e+02  4.90034122e-01  1.55141183e+02
 -1.43443845e+02  1.53224670e-02  1.54639634e+02 -1.42935822e+02
  5.31684659e-01  1.55156077e+02 -1.43415766e+02  7.93982148e-04
  1.54642020e+02 -1.42938078e+02  4.90680833e-01  1.55145495e+02
 -1.43421559e+02  1.44523849e-02  1.54649017e+02 -1.42940751e+02
  5.06150000e-01  1.55155979e+02 -1.43427397e+02 -7.19502002e-04
  1.54649660e+02 -1.42936819e+02  4.85895765e-01  1.55145487e+02
 -1.43445274e+02 -4.25115352e-04  1.54636724e+02 -1.42945925e+02
  4.94458413e-01  1.55155219e+02 -1.43434986e+02  7.49801468e-03
  1.54649954e+02 -1.42921487e+02  5.11249631e-01  1.55147241e+02
 -1.43428618e+02 -2.43085500e-03  1.54645804e+02 -1.42933734e+02
  4.95591346e-01  1.55147291e+02 -1.43443014e+02  3.09471576e-03
  1.54648003e+02 -1.42939912e+02  5.10620302e-01  1.55138303e+02
 -1.43450655e+02 -7.91079370e-03  1.54649164e+02 -1.42919667e+02
  5.10287522e-01  1.55146507e+02 -1.43446461e+02  9.92848343e-04
  1.54642264e+02 -1.42943093e+02  5.21010426e-01  1.55122225e+02
 -1.43435768e+02 -1.14831239e-02  1.54637828e+02 -1.42940347e+02
  5.07113124e-01  1.55133643e+02]
--- Row 213/300 row=212 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  212
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=212 ---
Niter:  0 row:  212 ngroup:  1 nlines:  249 gd:  249
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  249 -0.000896963463674183 0.014659632244729437 0.031959774361952215
[ 1.20752363e-10 -1.03143595e-05 -2.82879655e-01  1.61510279e+04
 -1.43414111e+02  1.43362925e-13  1.54622092e+02]
Niter:  1 row:  212 ngroup:  1 nlines:  249 gd:  235
[ 1.20752363e-10 -1.03143595e-05 -2.82879655e-01  1.61510279e+04
 -1.43414111e+02  1.43362925e-13  1.54622092e+02]
res:  235 7.18479604984168e-05 0.012888714260043344 0.02395258743276157
[ 1.20746887e-10 -1.03147804e-05 -2.82883302e-01  1.61510297e+04
 -1.43391847e+02 -5.81377765e-11  1.54603884e+02]
Niter:  2 row:  212 ngroup:  1 nlines:  249 gd:  225
[ 1.20746887e-10 -1.03147804e-05 -2.82883302e-01  1.61510297e+04
 -1.43391847e+02 -5.81377765e-11  1.54603884e+02]
res:  225 -0.0003885359146806877 0.01259416592620255 0.02042242278862491
[ 1.21090233e-10 -1.03157789e-05 -2.82888620e-01  1.61510318e+04
 -1.43380720e+02 -9.85327606e-11  1.54571675e+02]
Niter:  3 row:  212 ngroup:  1 nlines:  249 gd:  224
[ 1.21090233e-10 -1.03157789e-05 -2.82888620e-01  1.61510318e+04
 -1.43380720e+02 -9.85327606e-11  1.54571675e+02]
res:  224 -0.0008877659638528712 0.012712171095699887 0.02008957926840494
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
Niter:  4 row:  212 ngroup:  1 nlines:  249 gd:  224
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
res:  224 -0.0008877659638528712 0.012712171095699887 0.020089579268334632
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
Niter:  5 row:  212 ngroup:  1 nlines:  249 gd:  224
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
res:  224 -0.0008877659638528712 0.012712171095699887 0.020089579268334632
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
Niter:  6 row:  212 ngroup:  1 nlines:  249 gd:  224
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
res:  224 -0.0008877659638528712 0.012712171095699887 0.020089579268334632
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
Final values:
res:  -0.0008877659638528712 0.020089579268334632
pars:  [ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
212 [ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02]
elapsed: 2.9 sec.
Niter:  0 row:  212 ngroup:  26 nlines:  6506 gd:  6506
[ 1.21210745e-10 -1.03158175e-05 -2.82890421e-01  1.61510327e+04
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02 -1.43367925e+02 -2.95008037e-11
  1.54566111e+02 -1.43367925e+02 -2.95008037e-11  1.54566111e+02
 -1.43367925e+02 -2.95008037e-11  1.54566111e+02 -1.43367925e+02
 -2.95008037e-11  1.54566111e+02]
res:  6506 0.000560192740522325 0.014916060742507398 0.03361021338222185
[ 1.21210757e-10 -1.03158164e-05 -2.82890393e-01  1.61510311e+04
 -1.43357420e+02  1.04446452e-02  1.54552597e+02 -1.42849139e+02
  5.03997316e-01  1.55051526e+02 -1.43362517e+02  3.79020224e-02
  1.54542855e+02 -1.42872728e+02  4.83564409e-01  1.55040946e+02
 -1.43370996e+02  2.38120145e-02  1.54552762e+02 -1.42854303e+02
  4.93594464e-01  1.55042239e+02 -1.43368850e+02  1.61106185e-02
  1.54548790e+02 -1.42861702e+02  4.87675488e-01  1.55043681e+02
 -1.43379429e+02  1.00038100e-02  1.54564089e+02 -1.42859455e+02
  5.00682100e-01  1.55045052e+02 -1.43355473e+02 -4.98952155e-03
  1.54556443e+02 -1.42871999e+02  4.70893338e-01  1.55056457e+02
 -1.43396478e+02  1.02244273e-02  1.54550629e+02 -1.42875765e+02
  5.34044390e-01  1.55051379e+02 -1.43360865e+02  1.43062185e-03
  1.54544660e+02 -1.42859951e+02  5.23783652e-01  1.55049929e+02
 -1.43344784e+02  1.03420428e-02  1.54558608e+02 -1.42859949e+02
  5.05996190e-01  1.55057034e+02 -1.43329534e+02 -2.12438862e-03
  1.54558784e+02 -1.42843940e+02  4.99951286e-01  1.55052022e+02
 -1.43381419e+02 -6.87201414e-03  1.54549056e+02 -1.42871779e+02
  5.11066761e-01  1.55055785e+02 -1.43390666e+02 -3.86237390e-03
  1.54544672e+02 -1.42907484e+02  4.95652496e-01  1.55049801e+02
 -1.43389969e+02 -9.02556221e-03  1.54552842e+02 -1.42884373e+02
  5.19515899e-01  1.55042437e+02]
Niter:  1 row:  212 ngroup:  26 nlines:  6506 gd:  6089
[ 1.21210757e-10 -1.03158164e-05 -2.82890393e-01  1.61510311e+04
 -1.43357420e+02  1.04446452e-02  1.54552597e+02 -1.42849139e+02
  5.03997316e-01  1.55051526e+02 -1.43362517e+02  3.79020224e-02
  1.54542855e+02 -1.42872728e+02  4.83564409e-01  1.55040946e+02
 -1.43370996e+02  2.38120145e-02  1.54552762e+02 -1.42854303e+02
  4.93594464e-01  1.55042239e+02 -1.43368850e+02  1.61106185e-02
  1.54548790e+02 -1.42861702e+02  4.87675488e-01  1.55043681e+02
 -1.43379429e+02  1.00038100e-02  1.54564089e+02 -1.42859455e+02
  5.00682100e-01  1.55045052e+02 -1.43355473e+02 -4.98952155e-03
  1.54556443e+02 -1.42871999e+02  4.70893338e-01  1.55056457e+02
 -1.43396478e+02  1.02244273e-02  1.54550629e+02 -1.42875765e+02
  5.34044390e-01  1.55051379e+02 -1.43360865e+02  1.43062185e-03
  1.54544660e+02 -1.42859951e+02  5.23783652e-01  1.55049929e+02
 -1.43344784e+02  1.03420428e-02  1.54558608e+02 -1.42859949e+02
  5.05996190e-01  1.55057034e+02 -1.43329534e+02 -2.12438862e-03
  1.54558784e+02 -1.42843940e+02  4.99951286e-01  1.55052022e+02
 -1.43381419e+02 -6.87201414e-03  1.54549056e+02 -1.42871779e+02
  5.11066761e-01  1.55055785e+02 -1.43390666e+02 -3.86237390e-03
  1.54544672e+02 -1.42907484e+02  4.95652496e-01  1.55049801e+02
 -1.43389969e+02 -9.02556221e-03  1.54552842e+02 -1.42884373e+02
  5.19515899e-01  1.55042437e+02]
res:  6089 -0.0001415509077560273 0.014872688682771695 0.024057019756477532
[ 1.21210745e-10 -1.03158154e-05 -2.82890365e-01  1.61510295e+04
 -1.43376838e+02 -5.33578613e-03  1.54554722e+02 -1.42852228e+02
  4.86078300e-01  1.55049894e+02 -1.43369465e+02  1.42391792e-02
  1.54538771e+02 -1.42872955e+02  4.69201066e-01  1.55038366e+02
 -1.43363184e+02  1.90136448e-03  1.54550773e+02 -1.42861473e+02
  4.80988619e-01  1.55035294e+02 -1.43368666e+02 -1.60937153e-02
  1.54553364e+02 -1.42880867e+02  4.69343258e-01  1.55039077e+02
 -1.43365065e+02 -1.25739941e-02  1.54561036e+02 -1.42889858e+02
  4.75766553e-01  1.55043432e+02 -1.43372189e+02 -2.27389016e-02
  1.54557377e+02 -1.42878825e+02  4.55990091e-01  1.55053457e+02
 -1.43400200e+02 -4.39230948e-03  1.54543782e+02 -1.42879590e+02
  5.03483502e-01  1.55048820e+02 -1.43371414e+02 -5.18739640e-03
  1.54542677e+02 -1.42865161e+02  5.03764343e-01  1.55047208e+02
 -1.43349934e+02 -5.15772343e-03  1.54558552e+02 -1.42876425e+02
  4.80703906e-01  1.55054467e+02 -1.43350005e+02 -2.96029755e-02
  1.54552866e+02 -1.42875389e+02  4.86710541e-01  1.55045281e+02
 -1.43400960e+02 -1.05261380e-02  1.54544663e+02 -1.42889476e+02
  4.85352901e-01  1.55048702e+02 -1.43413347e+02 -2.87682422e-02
  1.54540090e+02 -1.42897868e+02  4.68540835e-01  1.55047209e+02
 -1.43388741e+02 -3.23989903e-02  1.54550171e+02 -1.42891401e+02
  4.90737483e-01  1.55037187e+02]
Niter:  2 row:  212 ngroup:  26 nlines:  6506 gd:  6092
[ 1.21210745e-10 -1.03158154e-05 -2.82890365e-01  1.61510295e+04
 -1.43376838e+02 -5.33578613e-03  1.54554722e+02 -1.42852228e+02
  4.86078300e-01  1.55049894e+02 -1.43369465e+02  1.42391792e-02
  1.54538771e+02 -1.42872955e+02  4.69201066e-01  1.55038366e+02
 -1.43363184e+02  1.90136448e-03  1.54550773e+02 -1.42861473e+02
  4.80988619e-01  1.55035294e+02 -1.43368666e+02 -1.60937153e-02
  1.54553364e+02 -1.42880867e+02  4.69343258e-01  1.55039077e+02
 -1.43365065e+02 -1.25739941e-02  1.54561036e+02 -1.42889858e+02
  4.75766553e-01  1.55043432e+02 -1.43372189e+02 -2.27389016e-02
  1.54557377e+02 -1.42878825e+02  4.55990091e-01  1.55053457e+02
 -1.43400200e+02 -4.39230948e-03  1.54543782e+02 -1.42879590e+02
  5.03483502e-01  1.55048820e+02 -1.43371414e+02 -5.18739640e-03
  1.54542677e+02 -1.42865161e+02  5.03764343e-01  1.55047208e+02
 -1.43349934e+02 -5.15772343e-03  1.54558552e+02 -1.42876425e+02
  4.80703906e-01  1.55054467e+02 -1.43350005e+02 -2.96029755e-02
  1.54552866e+02 -1.42875389e+02  4.86710541e-01  1.55045281e+02
 -1.43400960e+02 -1.05261380e-02  1.54544663e+02 -1.42889476e+02
  4.85352901e-01  1.55048702e+02 -1.43413347e+02 -2.87682422e-02
  1.54540090e+02 -1.42897868e+02  4.68540835e-01  1.55047209e+02
 -1.43388741e+02 -3.23989903e-02  1.54550171e+02 -1.42891401e+02
  4.90737483e-01  1.55037187e+02]
res:  6092 -0.0002507312765374081 0.014884417517350812 0.024053886998128597
[ 1.21210733e-10 -1.03158144e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754000e-02  1.54539054e+02 -1.42886535e+02
  4.90856828e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726573e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600300e-01  1.55043979e+02 -1.43420281e+02 -4.46855295e-02
  1.54535355e+02 -1.42899949e+02  4.59287025e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
Niter:  3 row:  212 ngroup:  26 nlines:  6506 gd:  6093
[ 1.21210733e-10 -1.03158144e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754000e-02  1.54539054e+02 -1.42886535e+02
  4.90856828e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726573e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600300e-01  1.55043979e+02 -1.43420281e+02 -4.46855295e-02
  1.54535355e+02 -1.42899949e+02  4.59287025e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
res:  6093 -0.0002461030662743724 0.014848948099825066 0.02406354596984337
[ 1.21198652e-10 -1.03158144e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754000e-02  1.54539054e+02 -1.42886535e+02
  4.90856828e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726573e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600300e-01  1.55043979e+02 -1.43420281e+02 -4.46855295e-02
  1.54535355e+02 -1.42899949e+02  4.59287025e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
Niter:  4 row:  212 ngroup:  26 nlines:  6506 gd:  6093
[ 1.21198652e-10 -1.03158144e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754000e-02  1.54539054e+02 -1.42886535e+02
  4.90856828e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726573e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600300e-01  1.55043979e+02 -1.43420281e+02 -4.46855295e-02
  1.54535355e+02 -1.42899949e+02  4.59287025e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
res:  6093 -0.00025060920961550437 0.014847677954094252 0.024063441527107328
[ 1.21198653e-10 -1.03158134e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
Niter:  5 row:  212 ngroup:  26 nlines:  6506 gd:  6093
[ 1.21198653e-10 -1.03158134e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
res:  6093 -0.0002527950291550951 0.01484674494349747 0.024063439578614048
[ 1.21198484e-10 -1.03158134e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
Niter:  6 row:  212 ngroup:  26 nlines:  6506 gd:  6093
[ 1.21198484e-10 -1.03158134e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
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 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
res:  6093 -0.0002506205528334249 0.014847671649476979 0.024063441364618608
[ 1.21198652e-10 -1.03158133e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
Saving figure to  wave_resid_43670005_fiber212.png
Final values:
res:  -0.0002506205528334249 0.024063441364618608
pars:  [ 1.21198652e-10 -1.03158133e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
212 [ 1.21198652e-10 -1.03158133e-05 -2.82890336e-01  1.61510278e+04
 -1.43383769e+02 -1.42806128e-02  1.54551858e+02 -1.42859178e+02
  4.80371423e-01  1.55045169e+02 -1.43376413e+02  8.54663663e-03
  1.54534044e+02 -1.42879922e+02  4.63485701e-01  1.55033650e+02
 -1.43365585e+02 -6.85419163e-03  1.54548054e+02 -1.42868424e+02
  4.72036679e-01  1.55032495e+02 -1.43375626e+02 -2.47045116e-02
  1.54548640e+02 -1.42893222e+02  4.60113093e-01  1.55034358e+02
 -1.43372011e+02 -2.11726919e-02  1.54556307e+02 -1.42896821e+02
  4.70077584e-01  1.55038695e+02 -1.43379132e+02 -2.84519317e-02
  1.54552648e+02 -1.42885749e+02  4.50299394e-01  1.55048737e+02
 -1.43407148e+02 -1.65754001e-02  1.54539054e+02 -1.42886535e+02
  4.90856827e-01  1.55044101e+02 -1.43378360e+02 -1.08852284e-02
  1.54540030e+02 -1.42867703e+02  4.95180139e-01  1.55042495e+02
 -1.43356876e+02 -1.38731411e-02  1.54553824e+02 -1.42883385e+02
  4.68558449e-01  1.55051464e+02 -1.43361635e+02 -4.16197097e-02
  1.54548139e+02 -1.42882363e+02  4.77726572e-01  1.55040555e+02
 -1.43407895e+02 -1.29549095e-02  1.54539935e+02 -1.42896409e+02
  4.76600299e-01  1.55043979e+02 -1.43420281e+02 -4.46855307e-02
  1.54535355e+02 -1.42899949e+02  4.59287023e-01  1.55042483e+02
 -1.43395685e+02 -4.10149411e-02  1.54545438e+02 -1.42898338e+02
  4.81732980e-01  1.55032467e+02]
--- Row 214/300 row=213 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  213
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=213 ---
Niter:  0 row:  213 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 0.0005533059575100197 0.01464069084795483 0.030116246918478404
[ 1.19845765e-10 -1.03135076e-05 -2.82872862e-01  1.61510412e+04
 -1.43386794e+02 -9.70920150e-14  1.54650491e+02]
Niter:  1 row:  213 ngroup:  1 nlines:  235 gd:  222
[ 1.19845765e-10 -1.03135076e-05 -2.82872862e-01  1.61510412e+04
 -1.43386794e+02 -9.70920150e-14  1.54650491e+02]
res:  222 -8.147845073835924e-05 0.01401517497288296 0.021999663861352253
[ 1.20296137e-10 -1.03143218e-05 -2.82878965e-01  1.61510434e+04
 -1.43378455e+02  3.25595485e-11  1.54619996e+02]
Niter:  2 row:  213 ngroup:  1 nlines:  235 gd:  220
[ 1.20296137e-10 -1.03143218e-05 -2.82878965e-01  1.61510434e+04
 -1.43378455e+02  3.25595485e-11  1.54619996e+02]
res:  220 -5.968278128420934e-05 0.013913483222495415 0.021184378496212034
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
Niter:  3 row:  213 ngroup:  1 nlines:  235 gd:  220
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
res:  220 -5.968278128420934e-05 0.013913483222495415 0.021184378496212034
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
Niter:  4 row:  213 ngroup:  1 nlines:  235 gd:  220
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
res:  220 -5.968278128420934e-05 0.013913483222495415 0.021184378496212034
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
Niter:  5 row:  213 ngroup:  1 nlines:  235 gd:  220
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
res:  220 -5.968278128420934e-05 0.013913483222495415 0.021184378496212034
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
Niter:  6 row:  213 ngroup:  1 nlines:  235 gd:  220
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
res:  220 -5.968278128420934e-05 0.013913483222495415 0.021184378496212034
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
Final values:
res:  -5.968278128420934e-05 0.021184378496212034
pars:  [ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
213 [ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02]
elapsed: 2.9 sec.
Niter:  0 row:  213 ngroup:  26 nlines:  6302 gd:  6302
[ 1.20371810e-10 -1.03144077e-05 -2.82879916e-01  1.61510453e+04
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02 -1.43367003e+02  4.20115563e-11
  1.54621160e+02 -1.43367003e+02  4.20115563e-11  1.54621160e+02
 -1.43367003e+02  4.20115563e-11  1.54621160e+02 -1.43367003e+02
  4.20115563e-11  1.54621160e+02]
res:  6302 0.00036624944459617836 0.014558966498043446 0.03186276837333245
[ 1.20371822e-10 -1.03144067e-05 -2.82879887e-01  1.61510437e+04
 -1.43356654e+02  8.22217715e-03  1.54616196e+02 -1.42906394e+02
  5.12102728e-01  1.55114713e+02 -1.43403383e+02  2.23229923e-02
  1.54616462e+02 -1.42898510e+02  5.18725732e-01  1.55111641e+02
 -1.43369685e+02  4.24828030e-02  1.54619107e+02 -1.42908942e+02
  4.94844157e-01  1.55108079e+02 -1.43359000e+02  9.93668101e-03
  1.54625031e+02 -1.42891343e+02  5.11267233e-01  1.55120513e+02
 -1.43396112e+02  3.08099011e-03  1.54628829e+02 -1.42891403e+02
  5.14323057e-01  1.55117404e+02 -1.43379520e+02  1.70499884e-02
  1.54623524e+02 -1.42902305e+02  5.11394063e-01  1.55112809e+02
 -1.43388099e+02  2.46254715e-02  1.54612126e+02 -1.42914881e+02
  5.15060760e-01  1.55115340e+02 -1.43401927e+02  1.28497764e-02
  1.54621980e+02 -1.42913623e+02  4.96289279e-01  1.55113739e+02
 -1.43388524e+02  5.66441185e-03  1.54612101e+02 -1.42874395e+02
  5.29066614e-01  1.55110905e+02 -1.43406818e+02  1.50848623e-02
  1.54612538e+02 -1.42881935e+02  5.08701135e-01  1.55111733e+02
 -1.43390736e+02  7.02907846e-03  1.54618390e+02 -1.42898657e+02
  5.06008985e-01  1.55108410e+02 -1.43404468e+02 -1.70474467e-02
  1.54603832e+02 -1.42923609e+02  5.20413305e-01  1.55103984e+02
 -1.43377926e+02  1.49928781e-02  1.54612593e+02 -1.42909804e+02
  5.19977804e-01  1.55114865e+02]
Niter:  1 row:  213 ngroup:  26 nlines:  6302 gd:  5926
[ 1.20371822e-10 -1.03144067e-05 -2.82879887e-01  1.61510437e+04
 -1.43356654e+02  8.22217715e-03  1.54616196e+02 -1.42906394e+02
  5.12102728e-01  1.55114713e+02 -1.43403383e+02  2.23229923e-02
  1.54616462e+02 -1.42898510e+02  5.18725732e-01  1.55111641e+02
 -1.43369685e+02  4.24828030e-02  1.54619107e+02 -1.42908942e+02
  4.94844157e-01  1.55108079e+02 -1.43359000e+02  9.93668101e-03
  1.54625031e+02 -1.42891343e+02  5.11267233e-01  1.55120513e+02
 -1.43396112e+02  3.08099011e-03  1.54628829e+02 -1.42891403e+02
  5.14323057e-01  1.55117404e+02 -1.43379520e+02  1.70499884e-02
  1.54623524e+02 -1.42902305e+02  5.11394063e-01  1.55112809e+02
 -1.43388099e+02  2.46254715e-02  1.54612126e+02 -1.42914881e+02
  5.15060760e-01  1.55115340e+02 -1.43401927e+02  1.28497764e-02
  1.54621980e+02 -1.42913623e+02  4.96289279e-01  1.55113739e+02
 -1.43388524e+02  5.66441185e-03  1.54612101e+02 -1.42874395e+02
  5.29066614e-01  1.55110905e+02 -1.43406818e+02  1.50848623e-02
  1.54612538e+02 -1.42881935e+02  5.08701135e-01  1.55111733e+02
 -1.43390736e+02  7.02907846e-03  1.54618390e+02 -1.42898657e+02
  5.06008985e-01  1.55108410e+02 -1.43404468e+02 -1.70474467e-02
  1.54603832e+02 -1.42923609e+02  5.20413305e-01  1.55103984e+02
 -1.43377926e+02  1.49928781e-02  1.54612593e+02 -1.42909804e+02
  5.19977804e-01  1.55114865e+02]
res:  5926 -0.00023580162087455392 0.014591129155633098 0.02354923945122294
[ 1.20371834e-10 -1.03144077e-05 -2.82879859e-01  1.61510421e+04
 -1.43380896e+02 -4.61309980e-03  1.54611682e+02 -1.42898501e+02
  5.06825554e-01  1.55114215e+02 -1.43405317e+02 -3.69043860e-03
  1.54607166e+02 -1.42900248e+02  5.01914740e-01  1.55102277e+02
 -1.43391696e+02  3.24520372e-02  1.54615208e+02 -1.42912156e+02
  4.92326253e-01  1.55101923e+02 -1.43371393e+02  4.25514673e-03
  1.54615852e+02 -1.42892860e+02  4.95505349e-01  1.55116051e+02
 -1.43403038e+02 -9.20970388e-03  1.54628119e+02 -1.42904075e+02
  4.87505431e-01  1.55114530e+02 -1.43387048e+02  3.28455707e-03
  1.54618588e+02 -1.42928821e+02  4.94566474e-01  1.55108450e+02
 -1.43418134e+02  6.23995182e-03  1.54604636e+02 -1.42924446e+02
  4.92292712e-01  1.55113193e+02 -1.43408927e+02 -3.85907927e-03
  1.54618178e+02 -1.42921251e+02  4.93436222e-01  1.55111928e+02
 -1.43397724e+02 -7.55450717e-03  1.54610022e+02 -1.42896266e+02
  5.12946141e-01  1.55104121e+02 -1.43407997e+02  8.65312229e-03
  1.54616850e+02 -1.42890567e+02  4.88882785e-01  1.55106970e+02
 -1.43394907e+02 -1.57935755e-02  1.54610370e+02 -1.42901033e+02
  4.90554787e-01  1.55104329e+02 -1.43411675e+02 -1.89846413e-02
  1.54601414e+02 -1.42937286e+02  4.93834070e-01  1.55107676e+02
 -1.43384040e+02  7.66366220e-03  1.54612373e+02 -1.42905014e+02
  4.98500409e-01  1.55110070e+02]
Niter:  2 row:  213 ngroup:  26 nlines:  6302 gd:  5923
[ 1.20371834e-10 -1.03144077e-05 -2.82879859e-01  1.61510421e+04
 -1.43380896e+02 -4.61309980e-03  1.54611682e+02 -1.42898501e+02
  5.06825554e-01  1.55114215e+02 -1.43405317e+02 -3.69043860e-03
  1.54607166e+02 -1.42900248e+02  5.01914740e-01  1.55102277e+02
 -1.43391696e+02  3.24520372e-02  1.54615208e+02 -1.42912156e+02
  4.92326253e-01  1.55101923e+02 -1.43371393e+02  4.25514673e-03
  1.54615852e+02 -1.42892860e+02  4.95505349e-01  1.55116051e+02
 -1.43403038e+02 -9.20970388e-03  1.54628119e+02 -1.42904075e+02
  4.87505431e-01  1.55114530e+02 -1.43387048e+02  3.28455707e-03
  1.54618588e+02 -1.42928821e+02  4.94566474e-01  1.55108450e+02
 -1.43418134e+02  6.23995182e-03  1.54604636e+02 -1.42924446e+02
  4.92292712e-01  1.55113193e+02 -1.43408927e+02 -3.85907927e-03
  1.54618178e+02 -1.42921251e+02  4.93436222e-01  1.55111928e+02
 -1.43397724e+02 -7.55450717e-03  1.54610022e+02 -1.42896266e+02
  5.12946141e-01  1.55104121e+02 -1.43407997e+02  8.65312229e-03
  1.54616850e+02 -1.42890567e+02  4.88882785e-01  1.55106970e+02
 -1.43394907e+02 -1.57935755e-02  1.54610370e+02 -1.42901033e+02
  4.90554787e-01  1.55104329e+02 -1.43411675e+02 -1.89846413e-02
  1.54601414e+02 -1.42937286e+02  4.93834070e-01  1.55107676e+02
 -1.43384040e+02  7.66366220e-03  1.54612373e+02 -1.42905014e+02
  4.98500409e-01  1.55110070e+02]
res:  5923 -0.0003178342876708484 0.014599736514355754 0.023488049707896683
[ 1.20371846e-10 -1.03144088e-05 -2.82879831e-01  1.61510405e+04
 -1.43387861e+02 -1.37043854e-02  1.54606926e+02 -1.42905489e+02
  5.01120740e-01  1.55109457e+02 -1.43412281e+02 -1.29748686e-02
  1.54602406e+02 -1.42907246e+02  4.96200658e-01  1.55097522e+02
 -1.43398680e+02  2.34499389e-02  1.54612369e+02 -1.42919150e+02
  4.86628248e-01  1.55097165e+02 -1.43378386e+02 -1.43396272e-03
  1.54611085e+02 -1.42899863e+02  4.86393925e-01  1.55111291e+02
 -1.43410052e+02 -1.49127934e-02  1.54623365e+02 -1.42911080e+02
  4.78762179e-01  1.55109777e+02 -1.43394050e+02 -8.91717767e-03
  1.54615791e+02 -1.42935792e+02  4.85652085e-01  1.55105506e+02
 -1.43425131e+02 -6.16644088e-03  1.54599875e+02 -1.42931447e+02
  4.83608626e-01  1.55108431e+02 -1.43415927e+02 -9.54560637e-03
  1.54613415e+02 -1.42928228e+02  4.87732386e-01  1.55107172e+02
 -1.43404712e+02 -1.32362419e-02  1.54605257e+02 -1.42903239e+02
  5.04123916e-01  1.55099370e+02 -1.43414986e+02  2.96208923e-03
  1.54612092e+02 -1.42897552e+02  4.76407730e-01  1.55102208e+02
 -1.43396884e+02 -2.15105310e-02  1.54603547e+02 -1.42908032e+02
  4.84863601e-01  1.55099569e+02 -1.43418677e+02 -2.46855714e-02
  1.54596654e+02 -1.42944258e+02  4.88141508e-01  1.55102923e+02
 -1.43391015e+02  1.97164127e-03  1.54607605e+02 -1.42902083e+02
  4.92794407e-01  1.55105313e+02]
Niter:  3 row:  213 ngroup:  26 nlines:  6302 gd:  5921
[ 1.20371846e-10 -1.03144088e-05 -2.82879831e-01  1.61510405e+04
 -1.43387861e+02 -1.37043854e-02  1.54606926e+02 -1.42905489e+02
  5.01120740e-01  1.55109457e+02 -1.43412281e+02 -1.29748686e-02
  1.54602406e+02 -1.42907246e+02  4.96200658e-01  1.55097522e+02
 -1.43398680e+02  2.34499389e-02  1.54612369e+02 -1.42919150e+02
  4.86628248e-01  1.55097165e+02 -1.43378386e+02 -1.43396272e-03
  1.54611085e+02 -1.42899863e+02  4.86393925e-01  1.55111291e+02
 -1.43410052e+02 -1.49127934e-02  1.54623365e+02 -1.42911080e+02
  4.78762179e-01  1.55109777e+02 -1.43394050e+02 -8.91717767e-03
  1.54615791e+02 -1.42935792e+02  4.85652085e-01  1.55105506e+02
 -1.43425131e+02 -6.16644088e-03  1.54599875e+02 -1.42931447e+02
  4.83608626e-01  1.55108431e+02 -1.43415927e+02 -9.54560637e-03
  1.54613415e+02 -1.42928228e+02  4.87732386e-01  1.55107172e+02
 -1.43404712e+02 -1.32362419e-02  1.54605257e+02 -1.42903239e+02
  5.04123916e-01  1.55099370e+02 -1.43414986e+02  2.96208923e-03
  1.54612092e+02 -1.42897552e+02  4.76407730e-01  1.55102208e+02
 -1.43396884e+02 -2.15105310e-02  1.54603547e+02 -1.42908032e+02
  4.84863601e-01  1.55099569e+02 -1.43418677e+02 -2.46855714e-02
  1.54596654e+02 -1.42944258e+02  4.88141508e-01  1.55102923e+02
 -1.43391015e+02  1.97164127e-03  1.54607605e+02 -1.42902083e+02
  4.92794407e-01  1.55105313e+02]
res:  5921 -0.0005194650375415222 0.014535250265907962 0.023454592505432654
[ 1.20414469e-10 -1.03144088e-05 -2.82879831e-01  1.61510405e+04
 -1.43387861e+02 -1.37043854e-02  1.54606926e+02 -1.42905489e+02
  5.01120740e-01  1.55109457e+02 -1.43412281e+02 -1.29748686e-02
  1.54602406e+02 -1.42907246e+02  4.96200658e-01  1.55097522e+02
 -1.43398680e+02  2.34499389e-02  1.54612369e+02 -1.42919150e+02
  4.86628248e-01  1.55097165e+02 -1.43378386e+02 -1.43396272e-03
  1.54611085e+02 -1.42899863e+02  4.86393925e-01  1.55111291e+02
 -1.43410052e+02 -1.49127934e-02  1.54623365e+02 -1.42911080e+02
  4.78762179e-01  1.55109777e+02 -1.43394050e+02 -8.91717767e-03
  1.54615791e+02 -1.42935792e+02  4.85652085e-01  1.55105506e+02
 -1.43425131e+02 -6.16644088e-03  1.54599875e+02 -1.42931447e+02
  4.83608626e-01  1.55108431e+02 -1.43415927e+02 -9.54560637e-03
  1.54613415e+02 -1.42928228e+02  4.87732386e-01  1.55107172e+02
 -1.43404712e+02 -1.32362419e-02  1.54605257e+02 -1.42903239e+02
  5.04123916e-01  1.55099370e+02 -1.43414986e+02  2.96208923e-03
  1.54612092e+02 -1.42897552e+02  4.76407730e-01  1.55102208e+02
 -1.43396884e+02 -2.15105310e-02  1.54603547e+02 -1.42908032e+02
  4.84863601e-01  1.55099569e+02 -1.43418677e+02 -2.46855714e-02
  1.54596654e+02 -1.42944258e+02  4.88141508e-01  1.55102923e+02
 -1.43391015e+02  1.97164127e-03  1.54607605e+02 -1.42902083e+02
  4.92794407e-01  1.55105313e+02]
Niter:  4 row:  213 ngroup:  26 nlines:  6302 gd:  5917
[ 1.20414469e-10 -1.03144088e-05 -2.82879831e-01  1.61510405e+04
 -1.43387861e+02 -1.37043854e-02  1.54606926e+02 -1.42905489e+02
  5.01120740e-01  1.55109457e+02 -1.43412281e+02 -1.29748686e-02
  1.54602406e+02 -1.42907246e+02  4.96200658e-01  1.55097522e+02
 -1.43398680e+02  2.34499389e-02  1.54612369e+02 -1.42919150e+02
  4.86628248e-01  1.55097165e+02 -1.43378386e+02 -1.43396272e-03
  1.54611085e+02 -1.42899863e+02  4.86393925e-01  1.55111291e+02
 -1.43410052e+02 -1.49127934e-02  1.54623365e+02 -1.42911080e+02
  4.78762179e-01  1.55109777e+02 -1.43394050e+02 -8.91717767e-03
  1.54615791e+02 -1.42935792e+02  4.85652085e-01  1.55105506e+02
 -1.43425131e+02 -6.16644088e-03  1.54599875e+02 -1.42931447e+02
  4.83608626e-01  1.55108431e+02 -1.43415927e+02 -9.54560637e-03
  1.54613415e+02 -1.42928228e+02  4.87732386e-01  1.55107172e+02
 -1.43404712e+02 -1.32362419e-02  1.54605257e+02 -1.42903239e+02
  5.04123916e-01  1.55099370e+02 -1.43414986e+02  2.96208923e-03
  1.54612092e+02 -1.42897552e+02  4.76407730e-01  1.55102208e+02
 -1.43396884e+02 -2.15105310e-02  1.54603547e+02 -1.42908032e+02
  4.84863601e-01  1.55099569e+02 -1.43418677e+02 -2.46855714e-02
  1.54596654e+02 -1.42944258e+02  4.88141508e-01  1.55102923e+02
 -1.43391015e+02  1.97164127e-03  1.54607605e+02 -1.42902083e+02
  4.92794407e-01  1.55105313e+02]
res:  5917 -0.00037322641674109036 0.014555743316122971 0.023395919168699035
[ 1.20414481e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
Niter:  5 row:  213 ngroup:  26 nlines:  6302 gd:  5916
[ 1.20414481e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
res:  5916 -0.00044308684209681815 0.014549108245773823 0.0233799553428976
[ 1.20438394e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
Niter:  6 row:  213 ngroup:  26 nlines:  6302 gd:  5918
[ 1.20438394e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
res:  5918 -0.0004511384540819563 0.014515419711642608 0.02340590377542123
[ 1.20440862e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
Saving figure to  wave_resid_43670005_fiber213.png
Final values:
res:  -0.0004511384540819563 0.02340590377542123
pars:  [ 1.20440862e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
213 [ 1.20440862e-10 -1.03144098e-05 -2.82879802e-01  1.61510389e+04
 -1.43396547e+02 -2.27817055e-02  1.54603897e+02 -1.42909379e+02
  4.98518564e-01  1.55106431e+02 -1.43420959e+02 -2.17569328e-02
  1.54599357e+02 -1.42916036e+02  4.90492083e-01  1.55094498e+02
 -1.43407422e+02  1.77681274e-02  1.54609321e+02 -1.42927930e+02
  4.80931926e-01  1.55094124e+02 -1.43387178e+02 -7.11927181e-03
  1.54607986e+02 -1.42908687e+02  4.80704428e-01  1.55108241e+02
 -1.43418929e+02 -2.06057833e-02  1.54620353e+02 -1.42919914e+02
  4.73050089e-01  1.55106780e+02 -1.43402876e+02 -1.46076263e-02
  1.54612735e+02 -1.42944488e+02  4.79971705e-01  1.55102486e+02
 -1.43433933e+02 -1.51775070e-02  1.54596812e+02 -1.42940280e+02
  4.77897884e-01  1.55105374e+02 -1.43424734e+02 -1.52224456e-02
  1.54610347e+02 -1.42936951e+02  4.82029841e-01  1.55104151e+02
 -1.43413474e+02 -1.89221929e-02  1.54604040e+02 -1.42911942e+02
  4.98449021e-01  1.55096377e+02 -1.43423759e+02 -2.72831297e-03
  1.54609058e+02 -1.42901248e+02  4.70715517e-01  1.55099144e+02
 -1.43405691e+02 -2.72321698e-02  1.54598564e+02 -1.42916850e+02
  4.79178865e-01  1.55096524e+02 -1.43427503e+02 -2.72131737e-02
  1.54593597e+02 -1.42952972e+02  4.82452960e-01  1.55099909e+02
 -1.43399727e+02 -3.71859325e-03  1.54604507e+02 -1.42906064e+02
  4.87087116e-01  1.55102287e+02]
--- Row 215/300 row=214 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  214
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=214 ---
Niter:  0 row:  214 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 -0.0013584032931248657 0.01653851704668341 0.03300171884475089
[ 1.20705801e-10 -1.03137434e-05 -2.82884637e-01  1.61510603e+04
 -1.43305786e+02 -3.74070331e-14  1.54597377e+02]
Niter:  1 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20705801e-10 -1.03137434e-05 -2.82884637e-01  1.61510603e+04
 -1.43305786e+02 -3.74070331e-14  1.54597377e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Niter:  2 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Niter:  3 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Niter:  4 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Niter:  5 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Niter:  6 row:  214 ngroup:  1 nlines:  246 gd:  235
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
res:  235 -0.0017350961397823994 0.01594812750863639 0.026697576884463683
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
Final values:
res:  -0.0017350961397823994 0.026697576884463683
pars:  [ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
214 [ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02]
elapsed: 2.9 sec.
Niter:  0 row:  214 ngroup:  26 nlines:  6376 gd:  6376
[ 1.20804520e-10 -1.03140304e-05 -2.82885711e-01  1.61510591e+04
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02 -1.43317876e+02  1.38098052e-11
  1.54584846e+02 -1.43317876e+02  1.38098052e-11  1.54584846e+02
 -1.43317876e+02  1.38098052e-11  1.54584846e+02 -1.43317876e+02
  1.38098052e-11  1.54584846e+02]
res:  6376 4.6126751840347424e-05 0.014659338479759754 0.03389056508515116
[ 1.20804532e-10 -1.03140314e-05 -2.82885682e-01  1.61510575e+04
 -1.43319428e+02 -1.02986893e-02  1.54580579e+02 -1.42854236e+02
  4.90475788e-01  1.55095017e+02 -1.43324032e+02  1.34253469e-02
  1.54577271e+02 -1.42838237e+02  5.00699907e-01  1.55079221e+02
 -1.43374966e+02  2.17461214e-02  1.54592303e+02 -1.42827275e+02
  4.73043334e-01  1.55080968e+02 -1.43326147e+02  9.04107617e-03
  1.54577386e+02 -1.42846287e+02  4.84446736e-01  1.55074329e+02
 -1.43355575e+02 -8.14775505e-03  1.54581365e+02 -1.42846533e+02
  4.79843982e-01  1.55074841e+02 -1.43313941e+02  2.41135686e-03
  1.54589249e+02 -1.42847803e+02  4.91644769e-01  1.55093049e+02
 -1.43363552e+02  6.30039551e-03  1.54588582e+02 -1.42838722e+02
  5.02843441e-01  1.55103972e+02 -1.43359034e+02 -1.36463251e-02
  1.54592342e+02 -1.42864338e+02  4.96220804e-01  1.55071353e+02
 -1.43345781e+02  4.74951411e-03  1.54587408e+02 -1.42846732e+02
  4.97818246e-01  1.55091289e+02 -1.43331826e+02  1.26843882e-02
  1.54584662e+02 -1.42833959e+02  5.01561931e-01  1.55072769e+02
 -1.43344163e+02  9.92233224e-03  1.54579637e+02 -1.42870944e+02
  4.96757316e-01  1.55084524e+02 -1.43333355e+02 -1.14868589e-02
  1.54584616e+02 -1.42876039e+02  4.68014037e-01  1.55085620e+02
 -1.43354049e+02 -5.28198763e-02  1.54574793e+02 -1.42850757e+02
  4.74424281e-01  1.55074383e+02]
Niter:  1 row:  214 ngroup:  26 nlines:  6376 gd:  5923
[ 1.20804532e-10 -1.03140314e-05 -2.82885682e-01  1.61510575e+04
 -1.43319428e+02 -1.02986893e-02  1.54580579e+02 -1.42854236e+02
  4.90475788e-01  1.55095017e+02 -1.43324032e+02  1.34253469e-02
  1.54577271e+02 -1.42838237e+02  5.00699907e-01  1.55079221e+02
 -1.43374966e+02  2.17461214e-02  1.54592303e+02 -1.42827275e+02
  4.73043334e-01  1.55080968e+02 -1.43326147e+02  9.04107617e-03
  1.54577386e+02 -1.42846287e+02  4.84446736e-01  1.55074329e+02
 -1.43355575e+02 -8.14775505e-03  1.54581365e+02 -1.42846533e+02
  4.79843982e-01  1.55074841e+02 -1.43313941e+02  2.41135686e-03
  1.54589249e+02 -1.42847803e+02  4.91644769e-01  1.55093049e+02
 -1.43363552e+02  6.30039551e-03  1.54588582e+02 -1.42838722e+02
  5.02843441e-01  1.55103972e+02 -1.43359034e+02 -1.36463251e-02
  1.54592342e+02 -1.42864338e+02  4.96220804e-01  1.55071353e+02
 -1.43345781e+02  4.74951411e-03  1.54587408e+02 -1.42846732e+02
  4.97818246e-01  1.55091289e+02 -1.43331826e+02  1.26843882e-02
  1.54584662e+02 -1.42833959e+02  5.01561931e-01  1.55072769e+02
 -1.43344163e+02  9.92233224e-03  1.54579637e+02 -1.42870944e+02
  4.96757316e-01  1.55084524e+02 -1.43333355e+02 -1.14868589e-02
  1.54584616e+02 -1.42876039e+02  4.68014037e-01  1.55085620e+02
 -1.43354049e+02 -5.28198763e-02  1.54574793e+02 -1.42850757e+02
  4.74424281e-01  1.55074383e+02]
res:  5923 -0.0004211385430608061 0.014708978877024492 0.023850536092717606
[ 1.20804544e-10 -1.03140324e-05 -2.82885654e-01  1.61510559e+04
 -1.43337070e+02 -1.13986869e-02  1.54577385e+02 -1.42859136e+02
  4.81079015e-01  1.55094912e+02 -1.43329087e+02  2.32426157e-03
  1.54578097e+02 -1.42857545e+02  4.79868268e-01  1.55079263e+02
 -1.43360329e+02  4.35716731e-03  1.54589679e+02 -1.42853297e+02
  4.54587168e-01  1.55080482e+02 -1.43343969e+02 -1.12551216e-03
  1.54574911e+02 -1.42861404e+02  4.66840700e-01  1.55072000e+02
 -1.43329788e+02 -8.79518353e-03  1.54580669e+02 -1.42867034e+02
  4.61610531e-01  1.55072565e+02 -1.43333702e+02 -3.15720265e-03
  1.54580165e+02 -1.42856495e+02  4.66792493e-01  1.55083474e+02
 -1.43374539e+02 -2.34746250e-02  1.54583813e+02 -1.42849866e+02
  4.82091437e-01  1.55096984e+02 -1.43371001e+02 -7.51005244e-03
  1.54585392e+02 -1.42868345e+02  4.74812832e-01  1.55069509e+02
 -1.43346190e+02 -2.94598474e-02  1.54576073e+02 -1.42836802e+02
  4.75866370e-01  1.55093715e+02 -1.43344582e+02 -5.32351908e-03
  1.54580848e+02 -1.42837940e+02  4.83560378e-01  1.55062335e+02
 -1.43356839e+02 -3.68546780e-03  1.54577789e+02 -1.42858436e+02
  4.90180089e-01  1.55084713e+02 -1.43350028e+02 -2.68541921e-02
  1.54579864e+02 -1.42878034e+02  4.58603766e-01  1.55080613e+02
 -1.43372840e+02 -5.15416735e-02  1.54563311e+02 -1.42861861e+02
  4.73456134e-01  1.55075377e+02]
Niter:  2 row:  214 ngroup:  26 nlines:  6376 gd:  5917
[ 1.20804544e-10 -1.03140324e-05 -2.82885654e-01  1.61510559e+04
 -1.43337070e+02 -1.13986869e-02  1.54577385e+02 -1.42859136e+02
  4.81079015e-01  1.55094912e+02 -1.43329087e+02  2.32426157e-03
  1.54578097e+02 -1.42857545e+02  4.79868268e-01  1.55079263e+02
 -1.43360329e+02  4.35716731e-03  1.54589679e+02 -1.42853297e+02
  4.54587168e-01  1.55080482e+02 -1.43343969e+02 -1.12551216e-03
  1.54574911e+02 -1.42861404e+02  4.66840700e-01  1.55072000e+02
 -1.43329788e+02 -8.79518353e-03  1.54580669e+02 -1.42867034e+02
  4.61610531e-01  1.55072565e+02 -1.43333702e+02 -3.15720265e-03
  1.54580165e+02 -1.42856495e+02  4.66792493e-01  1.55083474e+02
 -1.43374539e+02 -2.34746250e-02  1.54583813e+02 -1.42849866e+02
  4.82091437e-01  1.55096984e+02 -1.43371001e+02 -7.51005244e-03
  1.54585392e+02 -1.42868345e+02  4.74812832e-01  1.55069509e+02
 -1.43346190e+02 -2.94598474e-02  1.54576073e+02 -1.42836802e+02
  4.75866370e-01  1.55093715e+02 -1.43344582e+02 -5.32351908e-03
  1.54580848e+02 -1.42837940e+02  4.83560378e-01  1.55062335e+02
 -1.43356839e+02 -3.68546780e-03  1.54577789e+02 -1.42858436e+02
  4.90180089e-01  1.55084713e+02 -1.43350028e+02 -2.68541921e-02
  1.54579864e+02 -1.42878034e+02  4.58603766e-01  1.55080613e+02
 -1.43372840e+02 -5.15416735e-02  1.54563311e+02 -1.42861861e+02
  4.73456134e-01  1.55075377e+02]
res:  5917 -0.0005935624640187598 0.014726936074112018 0.023733321968130213
[ 1.20804556e-10 -1.03140335e-05 -2.82885626e-01  1.61510542e+04
 -1.43349221e+02 -1.70994506e-02  1.54572616e+02 -1.42866152e+02
  4.75384953e-01  1.55090153e+02 -1.43336084e+02 -6.81891980e-03
  1.54579448e+02 -1.42869965e+02  4.70840978e-01  1.55074508e+02
 -1.43367320e+02 -1.32637116e-03  1.54584923e+02 -1.42865981e+02
  4.45549550e-01  1.55075725e+02 -1.43350952e+02 -6.81907479e-03
  1.54570149e+02 -1.42868413e+02  4.54129581e-01  1.55067250e+02
 -1.43336806e+02 -1.44941005e-02  1.54575910e+02 -1.42874017e+02
  4.55911370e-01  1.55067807e+02 -1.43340699e+02 -8.85672963e-03
  1.54575403e+02 -1.42863494e+02  4.54756609e-01  1.55078707e+02
 -1.43387303e+02 -3.28552852e-02  1.54579044e+02 -1.42856863e+02
  4.72920358e-01  1.55092232e+02 -1.43378008e+02 -6.71106072e-03
  1.54580634e+02 -1.42875330e+02  4.66170360e-01  1.55064757e+02
 -1.43353190e+02 -3.80405725e-02  1.54571317e+02 -1.42838488e+02
  4.70138539e-01  1.55088954e+02 -1.43356565e+02 -1.10220495e-02
  1.54576089e+02 -1.42844969e+02  4.74114517e-01  1.55055733e+02
 -1.43363836e+02 -9.36126750e-03  1.54577127e+02 -1.42860709e+02
  4.84479769e-01  1.55081723e+02 -1.43357015e+02 -3.60611735e-02
  1.54575111e+02 -1.42885015e+02  4.46279653e-01  1.55075858e+02
 -1.43379836e+02 -5.72493655e-02  1.54556586e+02 -1.42868840e+02
  4.67754640e-01  1.55070619e+02]
Niter:  3 row:  214 ngroup:  26 nlines:  6376 gd:  5919
[ 1.20804556e-10 -1.03140335e-05 -2.82885626e-01  1.61510542e+04
 -1.43349221e+02 -1.70994506e-02  1.54572616e+02 -1.42866152e+02
  4.75384953e-01  1.55090153e+02 -1.43336084e+02 -6.81891980e-03
  1.54579448e+02 -1.42869965e+02  4.70840978e-01  1.55074508e+02
 -1.43367320e+02 -1.32637116e-03  1.54584923e+02 -1.42865981e+02
  4.45549550e-01  1.55075725e+02 -1.43350952e+02 -6.81907479e-03
  1.54570149e+02 -1.42868413e+02  4.54129581e-01  1.55067250e+02
 -1.43336806e+02 -1.44941005e-02  1.54575910e+02 -1.42874017e+02
  4.55911370e-01  1.55067807e+02 -1.43340699e+02 -8.85672963e-03
  1.54575403e+02 -1.42863494e+02  4.54756609e-01  1.55078707e+02
 -1.43387303e+02 -3.28552852e-02  1.54579044e+02 -1.42856863e+02
  4.72920358e-01  1.55092232e+02 -1.43378008e+02 -6.71106072e-03
  1.54580634e+02 -1.42875330e+02  4.66170360e-01  1.55064757e+02
 -1.43353190e+02 -3.80405725e-02  1.54571317e+02 -1.42838488e+02
  4.70138539e-01  1.55088954e+02 -1.43356565e+02 -1.10220495e-02
  1.54576089e+02 -1.42844969e+02  4.74114517e-01  1.55055733e+02
 -1.43363836e+02 -9.36126750e-03  1.54577127e+02 -1.42860709e+02
  4.84479769e-01  1.55081723e+02 -1.43357015e+02 -3.60611735e-02
  1.54575111e+02 -1.42885015e+02  4.46279653e-01  1.55075858e+02
 -1.43379836e+02 -5.72493655e-02  1.54556586e+02 -1.42868840e+02
  4.67754640e-01  1.55070619e+02]
res:  5919 -0.0008433524726569885 0.014751888890714326 0.023750856910870127
[ 1.20841197e-10 -1.03140335e-05 -2.82885626e-01  1.61510542e+04
 -1.43349221e+02 -1.70994506e-02  1.54572616e+02 -1.42866152e+02
  4.75384953e-01  1.55090153e+02 -1.43336084e+02 -6.81891980e-03
  1.54579448e+02 -1.42869965e+02  4.70840978e-01  1.55074508e+02
 -1.43367320e+02 -1.32637116e-03  1.54584923e+02 -1.42865981e+02
  4.45549550e-01  1.55075725e+02 -1.43350952e+02 -6.81907479e-03
  1.54570149e+02 -1.42868413e+02  4.54129581e-01  1.55067250e+02
 -1.43336806e+02 -1.44941005e-02  1.54575910e+02 -1.42874017e+02
  4.55911370e-01  1.55067807e+02 -1.43340699e+02 -8.85672963e-03
  1.54575403e+02 -1.42863494e+02  4.54756609e-01  1.55078707e+02
 -1.43387303e+02 -3.28552852e-02  1.54579044e+02 -1.42856863e+02
  4.72920358e-01  1.55092232e+02 -1.43378008e+02 -6.71106072e-03
  1.54580634e+02 -1.42875330e+02  4.66170360e-01  1.55064757e+02
 -1.43353190e+02 -3.80405725e-02  1.54571317e+02 -1.42838488e+02
  4.70138539e-01  1.55088954e+02 -1.43356565e+02 -1.10220495e-02
  1.54576089e+02 -1.42844969e+02  4.74114517e-01  1.55055733e+02
 -1.43363836e+02 -9.36126750e-03  1.54577127e+02 -1.42860709e+02
  4.84479769e-01  1.55081723e+02 -1.43357015e+02 -3.60611735e-02
  1.54575111e+02 -1.42885015e+02  4.46279653e-01  1.55075858e+02
 -1.43379836e+02 -5.72493655e-02  1.54556586e+02 -1.42868840e+02
  4.67754640e-01  1.55070619e+02]
Niter:  4 row:  214 ngroup:  26 nlines:  6376 gd:  5922
[ 1.20841197e-10 -1.03140335e-05 -2.82885626e-01  1.61510542e+04
 -1.43349221e+02 -1.70994506e-02  1.54572616e+02 -1.42866152e+02
  4.75384953e-01  1.55090153e+02 -1.43336084e+02 -6.81891980e-03
  1.54579448e+02 -1.42869965e+02  4.70840978e-01  1.55074508e+02
 -1.43367320e+02 -1.32637116e-03  1.54584923e+02 -1.42865981e+02
  4.45549550e-01  1.55075725e+02 -1.43350952e+02 -6.81907479e-03
  1.54570149e+02 -1.42868413e+02  4.54129581e-01  1.55067250e+02
 -1.43336806e+02 -1.44941005e-02  1.54575910e+02 -1.42874017e+02
  4.55911370e-01  1.55067807e+02 -1.43340699e+02 -8.85672963e-03
  1.54575403e+02 -1.42863494e+02  4.54756609e-01  1.55078707e+02
 -1.43387303e+02 -3.28552852e-02  1.54579044e+02 -1.42856863e+02
  4.72920358e-01  1.55092232e+02 -1.43378008e+02 -6.71106072e-03
  1.54580634e+02 -1.42875330e+02  4.66170360e-01  1.55064757e+02
 -1.43353190e+02 -3.80405725e-02  1.54571317e+02 -1.42838488e+02
  4.70138539e-01  1.55088954e+02 -1.43356565e+02 -1.10220495e-02
  1.54576089e+02 -1.42844969e+02  4.74114517e-01  1.55055733e+02
 -1.43363836e+02 -9.36126750e-03  1.54577127e+02 -1.42860709e+02
  4.84479769e-01  1.55081723e+02 -1.43357015e+02 -3.60611735e-02
  1.54575111e+02 -1.42885015e+02  4.46279653e-01  1.55075858e+02
 -1.43379836e+02 -5.72493655e-02  1.54556586e+02 -1.42868840e+02
  4.67754640e-01  1.55070619e+02]
res:  5922 -0.0005884615466129617 0.014750494177860674 0.0237826274005737
[ 1.20841209e-10 -1.03140345e-05 -2.82885597e-01  1.61510526e+04
 -1.43357824e+02 -2.27974206e-02  1.54569273e+02 -1.42874770e+02
  4.69687680e-01  1.55086871e+02 -1.43344644e+02 -1.24815710e-02
  1.54576152e+02 -1.42878569e+02  4.65155473e-01  1.55071246e+02
 -1.43375843e+02 -7.00477804e-03  1.54581668e+02 -1.42879400e+02
  4.39846977e-01  1.55072459e+02 -1.43359443e+02 -1.24984416e-02
  1.54566854e+02 -1.42877003e+02  4.45352308e-01  1.55064018e+02
 -1.43345435e+02 -2.01858696e-02  1.54572633e+02 -1.42882517e+02
  4.50218870e-01  1.55064539e+02 -1.43349243e+02 -1.45370981e-02
  1.54572111e+02 -1.42872062e+02  4.45952075e-01  1.55075370e+02
 -1.43395932e+02 -3.85558989e-02  1.54575706e+02 -1.42865412e+02
  4.67226813e-01  1.55088993e+02 -1.43386595e+02 -1.23913047e-02
  1.54577354e+02 -1.42883837e+02  4.60488644e-01  1.55061516e+02
 -1.43361746e+02 -4.37132247e-02  1.54568059e+02 -1.42842179e+02
  4.64416616e-01  1.55085657e+02 -1.43365128e+02 -1.67185570e-02
  1.54572806e+02 -1.42853627e+02  4.68439212e-01  1.55052482e+02
 -1.43372387e+02 -1.50333744e-02  1.54575776e+02 -1.42869337e+02
  4.78789694e-01  1.55078450e+02 -1.43365526e+02 -4.17669233e-02
  1.54571872e+02 -1.42893503e+02  4.37146274e-01  1.55072601e+02
 -1.43388374e+02 -6.29452892e-02  1.54551349e+02 -1.42877315e+02
  4.62056938e-01  1.55067338e+02]
Niter:  5 row:  214 ngroup:  26 nlines:  6376 gd:  5921
[ 1.20841209e-10 -1.03140345e-05 -2.82885597e-01  1.61510526e+04
 -1.43357824e+02 -2.27974206e-02  1.54569273e+02 -1.42874770e+02
  4.69687680e-01  1.55086871e+02 -1.43344644e+02 -1.24815710e-02
  1.54576152e+02 -1.42878569e+02  4.65155473e-01  1.55071246e+02
 -1.43375843e+02 -7.00477804e-03  1.54581668e+02 -1.42879400e+02
  4.39846977e-01  1.55072459e+02 -1.43359443e+02 -1.24984416e-02
  1.54566854e+02 -1.42877003e+02  4.45352308e-01  1.55064018e+02
 -1.43345435e+02 -2.01858696e-02  1.54572633e+02 -1.42882517e+02
  4.50218870e-01  1.55064539e+02 -1.43349243e+02 -1.45370981e-02
  1.54572111e+02 -1.42872062e+02  4.45952075e-01  1.55075370e+02
 -1.43395932e+02 -3.85558989e-02  1.54575706e+02 -1.42865412e+02
  4.67226813e-01  1.55088993e+02 -1.43386595e+02 -1.23913047e-02
  1.54577354e+02 -1.42883837e+02  4.60488644e-01  1.55061516e+02
 -1.43361746e+02 -4.37132247e-02  1.54568059e+02 -1.42842179e+02
  4.64416616e-01  1.55085657e+02 -1.43365128e+02 -1.67185570e-02
  1.54572806e+02 -1.42853627e+02  4.68439212e-01  1.55052482e+02
 -1.43372387e+02 -1.50333744e-02  1.54575776e+02 -1.42869337e+02
  4.78789694e-01  1.55078450e+02 -1.43365526e+02 -4.17669233e-02
  1.54571872e+02 -1.42893503e+02  4.37146274e-01  1.55072601e+02
 -1.43388374e+02 -6.29452892e-02  1.54551349e+02 -1.42877315e+02
  4.62056938e-01  1.55067338e+02]
res:  5921 -0.0008279584180854727 0.014758690183043655 0.023765574287551623
[ 1.20866251e-10 -1.03140345e-05 -2.82885597e-01  1.61510526e+04
 -1.43357824e+02 -2.27974206e-02  1.54569273e+02 -1.42874770e+02
  4.69687680e-01  1.55086871e+02 -1.43344644e+02 -1.24815710e-02
  1.54576152e+02 -1.42878569e+02  4.65155473e-01  1.55071246e+02
 -1.43375843e+02 -7.00477804e-03  1.54581668e+02 -1.42879400e+02
  4.39846977e-01  1.55072459e+02 -1.43359443e+02 -1.24984416e-02
  1.54566854e+02 -1.42877003e+02  4.45352308e-01  1.55064018e+02
 -1.43345435e+02 -2.01858696e-02  1.54572633e+02 -1.42882517e+02
  4.50218870e-01  1.55064539e+02 -1.43349243e+02 -1.45370981e-02
  1.54572111e+02 -1.42872062e+02  4.45952075e-01  1.55075370e+02
 -1.43395932e+02 -3.85558989e-02  1.54575706e+02 -1.42865412e+02
  4.67226813e-01  1.55088993e+02 -1.43386595e+02 -1.23913047e-02
  1.54577354e+02 -1.42883837e+02  4.60488644e-01  1.55061516e+02
 -1.43361746e+02 -4.37132247e-02  1.54568059e+02 -1.42842179e+02
  4.64416616e-01  1.55085657e+02 -1.43365128e+02 -1.67185570e-02
  1.54572806e+02 -1.42853627e+02  4.68439212e-01  1.55052482e+02
 -1.43372387e+02 -1.50333744e-02  1.54575776e+02 -1.42869337e+02
  4.78789694e-01  1.55078450e+02 -1.43365526e+02 -4.17669233e-02
  1.54571872e+02 -1.42893503e+02  4.37146274e-01  1.55072601e+02
 -1.43388374e+02 -6.29452892e-02  1.54551349e+02 -1.42877315e+02
  4.62056938e-01  1.55067338e+02]
Niter:  6 row:  214 ngroup:  26 nlines:  6376 gd:  5924
[ 1.20866251e-10 -1.03140345e-05 -2.82885597e-01  1.61510526e+04
 -1.43357824e+02 -2.27974206e-02  1.54569273e+02 -1.42874770e+02
  4.69687680e-01  1.55086871e+02 -1.43344644e+02 -1.24815710e-02
  1.54576152e+02 -1.42878569e+02  4.65155473e-01  1.55071246e+02
 -1.43375843e+02 -7.00477804e-03  1.54581668e+02 -1.42879400e+02
  4.39846977e-01  1.55072459e+02 -1.43359443e+02 -1.24984416e-02
  1.54566854e+02 -1.42877003e+02  4.45352308e-01  1.55064018e+02
 -1.43345435e+02 -2.01858696e-02  1.54572633e+02 -1.42882517e+02
  4.50218870e-01  1.55064539e+02 -1.43349243e+02 -1.45370981e-02
  1.54572111e+02 -1.42872062e+02  4.45952075e-01  1.55075370e+02
 -1.43395932e+02 -3.85558989e-02  1.54575706e+02 -1.42865412e+02
  4.67226813e-01  1.55088993e+02 -1.43386595e+02 -1.23913047e-02
  1.54577354e+02 -1.42883837e+02  4.60488644e-01  1.55061516e+02
 -1.43361746e+02 -4.37132247e-02  1.54568059e+02 -1.42842179e+02
  4.64416616e-01  1.55085657e+02 -1.43365128e+02 -1.67185570e-02
  1.54572806e+02 -1.42853627e+02  4.68439212e-01  1.55052482e+02
 -1.43372387e+02 -1.50333744e-02  1.54575776e+02 -1.42869337e+02
  4.78789694e-01  1.55078450e+02 -1.43365526e+02 -4.17669233e-02
  1.54571872e+02 -1.42893503e+02  4.37146274e-01  1.55072601e+02
 -1.43388374e+02 -6.29452892e-02  1.54551349e+02 -1.42877315e+02
  4.62056938e-01  1.55067338e+02]
res:  5924 -0.0008803663276921725 0.014710602074956114 0.023800533229798162
[ 1.20608796e-10 -1.03140042e-05 -2.82879848e-01  1.61510542e+04
 -1.43392347e+02 -1.62054220e-02  1.54604867e+02 -1.42909461e+02
  4.76425337e-01  1.55122547e+02 -1.43378984e+02 -4.65176505e-03
  1.54611843e+02 -1.42914276e+02  4.72393093e-01  1.55106972e+02
 -1.43410106e+02  2.61774804e-04  1.54617242e+02 -1.42913822e+02
  4.46263270e-01  1.55108151e+02 -1.43393561e+02 -5.44087833e-03
  1.54602438e+02 -1.42911708e+02  4.52120794e-01  1.55099761e+02
 -1.43380257e+02 -1.34180127e-02  1.54608230e+02 -1.42917258e+02
  4.56973435e-01  1.55100183e+02 -1.43383496e+02 -7.58908459e-03
  1.54607776e+02 -1.42906827e+02  4.52932900e-01  1.55111000e+02
 -1.43430921e+02 -3.18755211e-02  1.54611259e+02 -1.42899610e+02
  4.73926082e-01  1.55124644e+02 -1.43420501e+02 -5.02425199e-03
  1.54613099e+02 -1.42918232e+02  4.67545802e-01  1.55097247e+02
 -1.43396034e+02 -3.61953467e-02  1.54603785e+02 -1.42877219e+02
  4.70165565e-01  1.55121294e+02 -1.43399691e+02 -1.00220961e-02
  1.54608474e+02 -1.42889000e+02  4.75955359e-01  1.55088160e+02
 -1.43406783e+02 -7.45203185e-03  1.54611424e+02 -1.42904185e+02
  4.85469302e-01  1.55114118e+02 -1.43399608e+02 -3.53628192e-02
  1.54607573e+02 -1.42927422e+02  4.44008278e-01  1.55108227e+02
 -1.43422643e+02 -5.64553303e-02  1.54586998e+02 -1.42911461e+02
  4.68649169e-01  1.55102997e+02]
Saving figure to  wave_resid_43670005_fiber214.png
Final values:
res:  -0.0008803663276921725 0.023800533229798162
pars:  [ 1.20608796e-10 -1.03140042e-05 -2.82879848e-01  1.61510542e+04
 -1.43392347e+02 -1.62054220e-02  1.54604867e+02 -1.42909461e+02
  4.76425337e-01  1.55122547e+02 -1.43378984e+02 -4.65176505e-03
  1.54611843e+02 -1.42914276e+02  4.72393093e-01  1.55106972e+02
 -1.43410106e+02  2.61774804e-04  1.54617242e+02 -1.42913822e+02
  4.46263270e-01  1.55108151e+02 -1.43393561e+02 -5.44087833e-03
  1.54602438e+02 -1.42911708e+02  4.52120794e-01  1.55099761e+02
 -1.43380257e+02 -1.34180127e-02  1.54608230e+02 -1.42917258e+02
  4.56973435e-01  1.55100183e+02 -1.43383496e+02 -7.58908459e-03
  1.54607776e+02 -1.42906827e+02  4.52932900e-01  1.55111000e+02
 -1.43430921e+02 -3.18755211e-02  1.54611259e+02 -1.42899610e+02
  4.73926082e-01  1.55124644e+02 -1.43420501e+02 -5.02425199e-03
  1.54613099e+02 -1.42918232e+02  4.67545802e-01  1.55097247e+02
 -1.43396034e+02 -3.61953467e-02  1.54603785e+02 -1.42877219e+02
  4.70165565e-01  1.55121294e+02 -1.43399691e+02 -1.00220961e-02
  1.54608474e+02 -1.42889000e+02  4.75955359e-01  1.55088160e+02
 -1.43406783e+02 -7.45203185e-03  1.54611424e+02 -1.42904185e+02
  4.85469302e-01  1.55114118e+02 -1.43399608e+02 -3.53628192e-02
  1.54607573e+02 -1.42927422e+02  4.44008278e-01  1.55108227e+02
 -1.43422643e+02 -5.64553303e-02  1.54586998e+02 -1.42911461e+02
  4.68649169e-01  1.55102997e+02]
214 [ 1.20608796e-10 -1.03140042e-05 -2.82879848e-01  1.61510542e+04
 -1.43392347e+02 -1.62054220e-02  1.54604867e+02 -1.42909461e+02
  4.76425337e-01  1.55122547e+02 -1.43378984e+02 -4.65176505e-03
  1.54611843e+02 -1.42914276e+02  4.72393093e-01  1.55106972e+02
 -1.43410106e+02  2.61774804e-04  1.54617242e+02 -1.42913822e+02
  4.46263270e-01  1.55108151e+02 -1.43393561e+02 -5.44087833e-03
  1.54602438e+02 -1.42911708e+02  4.52120794e-01  1.55099761e+02
 -1.43380257e+02 -1.34180127e-02  1.54608230e+02 -1.42917258e+02
  4.56973435e-01  1.55100183e+02 -1.43383496e+02 -7.58908459e-03
  1.54607776e+02 -1.42906827e+02  4.52932900e-01  1.55111000e+02
 -1.43430921e+02 -3.18755211e-02  1.54611259e+02 -1.42899610e+02
  4.73926082e-01  1.55124644e+02 -1.43420501e+02 -5.02425199e-03
  1.54613099e+02 -1.42918232e+02  4.67545802e-01  1.55097247e+02
 -1.43396034e+02 -3.61953467e-02  1.54603785e+02 -1.42877219e+02
  4.70165565e-01  1.55121294e+02 -1.43399691e+02 -1.00220961e-02
  1.54608474e+02 -1.42889000e+02  4.75955359e-01  1.55088160e+02
 -1.43406783e+02 -7.45203185e-03  1.54611424e+02 -1.42904185e+02
  4.85469302e-01  1.55114118e+02 -1.43399608e+02 -3.53628192e-02
  1.54607573e+02 -1.42927422e+02  4.44008278e-01  1.55108227e+02
 -1.43422643e+02 -5.64553303e-02  1.54586998e+02 -1.42911461e+02
  4.68649169e-01  1.55102997e+02]
--- Row 216/300 row=215 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  215
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=215 ---
Niter:  0 row:  215 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0007858579974708846 0.014263300656239153 0.03127805634688073
[ 1.20226068e-10 -1.03147028e-05 -2.82873276e-01  1.61510832e+04
 -1.43429949e+02  9.73540763e-14  1.54634388e+02]
Niter:  1 row:  215 ngroup:  1 nlines:  238 gd:  218
[ 1.20226068e-10 -1.03147028e-05 -2.82873276e-01  1.61510832e+04
 -1.43429949e+02  9.73540763e-14  1.54634388e+02]
res:  218 -0.0016941036165007972 0.013495804637386755 0.022479238556793357
[ 1.20454842e-10 -1.03143170e-05 -2.82878873e-01  1.61510851e+04
 -1.43393756e+02 -1.64276089e-11  1.54610074e+02]
Niter:  2 row:  215 ngroup:  1 nlines:  238 gd:  214
[ 1.20454842e-10 -1.03143170e-05 -2.82878873e-01  1.61510851e+04
 -1.43393756e+02 -1.64276089e-11  1.54610074e+02]
res:  214 -0.0014123001474217745 0.012936505717334512 0.02103648489230621
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
Niter:  3 row:  215 ngroup:  1 nlines:  238 gd:  214
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
res:  214 -0.0014123001474217745 0.012936505717334512 0.02103648489230621
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
Niter:  4 row:  215 ngroup:  1 nlines:  238 gd:  214
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
res:  214 -0.0014123001474217745 0.012936505717334512 0.02103648489230621
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
Niter:  5 row:  215 ngroup:  1 nlines:  238 gd:  214
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
res:  214 -0.0014123001474217745 0.012936505717334512 0.02103648489230621
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
Niter:  6 row:  215 ngroup:  1 nlines:  238 gd:  214
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
res:  214 -0.0014123001474217745 0.012936505717334512 0.02103648489230621
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
Final values:
res:  -0.0014123001474217745 0.02103648489230621
pars:  [ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
215 [ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02]
elapsed: 2.9 sec.
Niter:  0 row:  215 ngroup:  26 nlines:  6316 gd:  6316
[ 1.20479756e-10 -1.03141831e-05 -2.82878506e-01  1.61510861e+04
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02 -1.43391381e+02  1.89429324e-11
  1.54620531e+02 -1.43391381e+02  1.89429324e-11  1.54620531e+02
 -1.43391381e+02  1.89429324e-11  1.54620531e+02 -1.43391381e+02
  1.89429324e-11  1.54620531e+02]
res:  6316 -0.00020164941724942764 0.014206863127583347 0.03297835809553081
[ 1.20479768e-10 -1.03141842e-05 -2.82878535e-01  1.61510877e+04
 -1.43369946e+02  1.70705722e-02  1.54630394e+02 -1.42871597e+02
  5.00397680e-01  1.55120296e+02 -1.43368716e+02 -1.15703146e-02
  1.54618123e+02 -1.42867557e+02  5.03878565e-01  1.55132983e+02
 -1.43345752e+02  3.03199493e-03  1.54621662e+02 -1.42861042e+02
  5.04307268e-01  1.55124009e+02 -1.43325445e+02 -6.23403943e-03
  1.54619768e+02 -1.42857001e+02  4.98693054e-01  1.55123423e+02
 -1.43363750e+02 -4.83752150e-03  1.54622095e+02 -1.42866370e+02
  5.06007425e-01  1.55126148e+02 -1.43362808e+02  5.96156882e-03
  1.54620850e+02 -1.42852520e+02  4.93191353e-01  1.55122749e+02
 -1.43376981e+02 -1.32917518e-03  1.54627451e+02 -1.42863949e+02
  5.00012176e-01  1.55119697e+02 -1.43374274e+02 -3.73269740e-03
  1.54622794e+02 -1.42838182e+02  5.05194057e-01  1.55128188e+02
 -1.43363312e+02 -2.18778608e-03  1.54623294e+02 -1.42881498e+02
  5.11906235e-01  1.55118808e+02 -1.43377122e+02  9.76813327e-03
  1.54618967e+02 -1.42880294e+02  5.13552526e-01  1.55115517e+02
 -1.43350794e+02 -1.31464900e-02  1.54620020e+02 -1.42919662e+02
  4.94015594e-01  1.55129662e+02 -1.43377008e+02 -1.47902107e-03
  1.54618004e+02 -1.42917326e+02  4.73860740e-01  1.55114430e+02
 -1.43369685e+02 -1.58238804e-02  1.54620426e+02 -1.42880503e+02
  4.83700744e-01  1.55122249e+02]
Niter:  1 row:  215 ngroup:  26 nlines:  6316 gd:  5840
[ 1.20479768e-10 -1.03141842e-05 -2.82878535e-01  1.61510877e+04
 -1.43369946e+02  1.70705722e-02  1.54630394e+02 -1.42871597e+02
  5.00397680e-01  1.55120296e+02 -1.43368716e+02 -1.15703146e-02
  1.54618123e+02 -1.42867557e+02  5.03878565e-01  1.55132983e+02
 -1.43345752e+02  3.03199493e-03  1.54621662e+02 -1.42861042e+02
  5.04307268e-01  1.55124009e+02 -1.43325445e+02 -6.23403943e-03
  1.54619768e+02 -1.42857001e+02  4.98693054e-01  1.55123423e+02
 -1.43363750e+02 -4.83752150e-03  1.54622095e+02 -1.42866370e+02
  5.06007425e-01  1.55126148e+02 -1.43362808e+02  5.96156882e-03
  1.54620850e+02 -1.42852520e+02  4.93191353e-01  1.55122749e+02
 -1.43376981e+02 -1.32917518e-03  1.54627451e+02 -1.42863949e+02
  5.00012176e-01  1.55119697e+02 -1.43374274e+02 -3.73269740e-03
  1.54622794e+02 -1.42838182e+02  5.05194057e-01  1.55128188e+02
 -1.43363312e+02 -2.18778608e-03  1.54623294e+02 -1.42881498e+02
  5.11906235e-01  1.55118808e+02 -1.43377122e+02  9.76813327e-03
  1.54618967e+02 -1.42880294e+02  5.13552526e-01  1.55115517e+02
 -1.43350794e+02 -1.31464900e-02  1.54620020e+02 -1.42919662e+02
  4.94015594e-01  1.55129662e+02 -1.43377008e+02 -1.47902107e-03
  1.54618004e+02 -1.42917326e+02  4.73860740e-01  1.55114430e+02
 -1.43369685e+02 -1.58238804e-02  1.54620426e+02 -1.42880503e+02
  4.83700744e-01  1.55122249e+02]
res:  5840 -0.0007236186293084756 0.01424210242657864 0.023142174208004514
[ 1.20479756e-10 -1.03141852e-05 -2.82878563e-01  1.61510893e+04
 -1.43371835e+02  1.50303525e-02  1.54629992e+02 -1.42858693e+02
  5.07483615e-01  1.55125021e+02 -1.43364958e+02 -5.08604606e-03
  1.54618067e+02 -1.42869865e+02  4.84328279e-01  1.55135493e+02
 -1.43358145e+02  1.22989936e-02  1.54621828e+02 -1.42850112e+02
  5.00883299e-01  1.55127184e+02 -1.43337212e+02 -6.47477430e-03
  1.54624493e+02 -1.42863804e+02  4.94619963e-01  1.55121749e+02
 -1.43375028e+02 -1.17512291e-02  1.54633541e+02 -1.42859147e+02
  5.02776466e-01  1.55126247e+02 -1.43368535e+02  1.76265634e-02
  1.54626117e+02 -1.42843021e+02  4.97872319e-01  1.55122507e+02
 -1.43363552e+02 -1.05246550e-02  1.54628054e+02 -1.42851761e+02
  5.01253871e-01  1.55126305e+02 -1.43380032e+02 -1.05605849e-02
  1.54627522e+02 -1.42832580e+02  4.91892330e-01  1.55127049e+02
 -1.43361521e+02  6.32267982e-03  1.54632995e+02 -1.42872360e+02
  5.09869753e-01  1.55128159e+02 -1.43361463e+02  2.38904775e-02
  1.54627288e+02 -1.42874866e+02  5.00439475e-01  1.55122016e+02
 -1.43359981e+02 -1.75530433e-02  1.54620011e+02 -1.42879730e+02
  5.06335901e-01  1.55135204e+02 -1.43391882e+02 -4.95567212e-03
  1.54624923e+02 -1.42899422e+02  4.75427515e-01  1.55121920e+02
 -1.43361648e+02  7.43645433e-03  1.54625700e+02 -1.42869352e+02
  4.91219104e-01  1.55124759e+02]
Niter:  2 row:  215 ngroup:  26 nlines:  6316 gd:  5833
[ 1.20479756e-10 -1.03141852e-05 -2.82878563e-01  1.61510893e+04
 -1.43371835e+02  1.50303525e-02  1.54629992e+02 -1.42858693e+02
  5.07483615e-01  1.55125021e+02 -1.43364958e+02 -5.08604606e-03
  1.54618067e+02 -1.42869865e+02  4.84328279e-01  1.55135493e+02
 -1.43358145e+02  1.22989936e-02  1.54621828e+02 -1.42850112e+02
  5.00883299e-01  1.55127184e+02 -1.43337212e+02 -6.47477430e-03
  1.54624493e+02 -1.42863804e+02  4.94619963e-01  1.55121749e+02
 -1.43375028e+02 -1.17512291e-02  1.54633541e+02 -1.42859147e+02
  5.02776466e-01  1.55126247e+02 -1.43368535e+02  1.76265634e-02
  1.54626117e+02 -1.42843021e+02  4.97872319e-01  1.55122507e+02
 -1.43363552e+02 -1.05246550e-02  1.54628054e+02 -1.42851761e+02
  5.01253871e-01  1.55126305e+02 -1.43380032e+02 -1.05605849e-02
  1.54627522e+02 -1.42832580e+02  4.91892330e-01  1.55127049e+02
 -1.43361521e+02  6.32267982e-03  1.54632995e+02 -1.42872360e+02
  5.09869753e-01  1.55128159e+02 -1.43361463e+02  2.38904775e-02
  1.54627288e+02 -1.42874866e+02  5.00439475e-01  1.55122016e+02
 -1.43359981e+02 -1.75530433e-02  1.54620011e+02 -1.42879730e+02
  5.06335901e-01  1.55135204e+02 -1.43391882e+02 -4.95567212e-03
  1.54624923e+02 -1.42899422e+02  4.75427515e-01  1.55121920e+02
 -1.43361648e+02  7.43645433e-03  1.54625700e+02 -1.42869352e+02
  4.91219104e-01  1.55124759e+02]
res:  5833 -0.0007995458736331784 0.014278607868618565 0.023014773677989545
[ 1.20479744e-10 -1.03141862e-05 -2.82878591e-01  1.61510910e+04
 -1.43364913e+02  1.74418716e-02  1.54634722e+02 -1.42846958e+02
  5.13190009e-01  1.55129745e+02 -1.43357992e+02  5.87970649e-04
  1.54620800e+02 -1.42862945e+02  4.90031117e-01  1.55140212e+02
 -1.43356138e+02  1.79924902e-02  1.54626553e+02 -1.42838148e+02
  4.97334539e-01  1.55131905e+02 -1.43330243e+02 -3.96654404e-03
  1.54629218e+02 -1.42856829e+02  5.00325464e-01  1.55126469e+02
 -1.43368103e+02 -8.90959034e-03  1.54638268e+02 -1.42852187e+02
  5.05174460e-01  1.55130968e+02 -1.43366373e+02  2.33177270e-02
  1.54630851e+02 -1.42836068e+02  5.03570979e-01  1.55127232e+02
 -1.43356599e+02 -1.48059662e-02  1.54632779e+02 -1.42844830e+02
  5.06945563e-01  1.55131030e+02 -1.43373081e+02 -1.19322390e-02
  1.54632251e+02 -1.42825634e+02  4.87379850e-01  1.55131761e+02
 -1.43354578e+02  1.20061562e-02  1.54637730e+02 -1.42865380e+02
  5.12666432e-01  1.55134824e+02 -1.43354516e+02  3.27911075e-02
  1.54632012e+02 -1.42867911e+02  5.06139351e-01  1.55128658e+02
 -1.43357850e+02 -1.56838684e-02  1.54622766e+02 -1.42867337e+02
  5.12034902e-01  1.55139921e+02 -1.43384936e+02  7.50118074e-04
  1.54629653e+02 -1.42887624e+02  4.81109345e-01  1.55126647e+02
 -1.43354684e+02  1.31239961e-02  1.54630424e+02 -1.42862401e+02
  4.96919598e-01  1.55129480e+02]
Niter:  3 row:  215 ngroup:  26 nlines:  6316 gd:  5838
[ 1.20479744e-10 -1.03141862e-05 -2.82878591e-01  1.61510910e+04
 -1.43364913e+02  1.74418716e-02  1.54634722e+02 -1.42846958e+02
  5.13190009e-01  1.55129745e+02 -1.43357992e+02  5.87970649e-04
  1.54620800e+02 -1.42862945e+02  4.90031117e-01  1.55140212e+02
 -1.43356138e+02  1.79924902e-02  1.54626553e+02 -1.42838148e+02
  4.97334539e-01  1.55131905e+02 -1.43330243e+02 -3.96654404e-03
  1.54629218e+02 -1.42856829e+02  5.00325464e-01  1.55126469e+02
 -1.43368103e+02 -8.90959034e-03  1.54638268e+02 -1.42852187e+02
  5.05174460e-01  1.55130968e+02 -1.43366373e+02  2.33177270e-02
  1.54630851e+02 -1.42836068e+02  5.03570979e-01  1.55127232e+02
 -1.43356599e+02 -1.48059662e-02  1.54632779e+02 -1.42844830e+02
  5.06945563e-01  1.55131030e+02 -1.43373081e+02 -1.19322390e-02
  1.54632251e+02 -1.42825634e+02  4.87379850e-01  1.55131761e+02
 -1.43354578e+02  1.20061562e-02  1.54637730e+02 -1.42865380e+02
  5.12666432e-01  1.55134824e+02 -1.43354516e+02  3.27911075e-02
  1.54632012e+02 -1.42867911e+02  5.06139351e-01  1.55128658e+02
 -1.43357850e+02 -1.56838684e-02  1.54622766e+02 -1.42867337e+02
  5.12034902e-01  1.55139921e+02 -1.43384936e+02  7.50118074e-04
  1.54629653e+02 -1.42887624e+02  4.81109345e-01  1.55126647e+02
 -1.43354684e+02  1.31239961e-02  1.54630424e+02 -1.42862401e+02
  4.96919598e-01  1.55129480e+02]
res:  5838 -0.0007827263389117434 0.01429879970055481 0.023076004399624265
[ 1.20476799e-10 -1.03141862e-05 -2.82878591e-01  1.61510910e+04
 -1.43364913e+02  1.74418716e-02  1.54634722e+02 -1.42846958e+02
  5.13190009e-01  1.55129745e+02 -1.43357992e+02  5.87970649e-04
  1.54620800e+02 -1.42862945e+02  4.90031117e-01  1.55140212e+02
 -1.43356138e+02  1.79924902e-02  1.54626553e+02 -1.42838148e+02
  4.97334539e-01  1.55131905e+02 -1.43330243e+02 -3.96654404e-03
  1.54629218e+02 -1.42856829e+02  5.00325464e-01  1.55126469e+02
 -1.43368103e+02 -8.90959034e-03  1.54638268e+02 -1.42852187e+02
  5.05174460e-01  1.55130968e+02 -1.43366373e+02  2.33177270e-02
  1.54630851e+02 -1.42836068e+02  5.03570979e-01  1.55127232e+02
 -1.43356599e+02 -1.48059662e-02  1.54632779e+02 -1.42844830e+02
  5.06945563e-01  1.55131030e+02 -1.43373081e+02 -1.19322390e-02
  1.54632251e+02 -1.42825634e+02  4.87379850e-01  1.55131761e+02
 -1.43354578e+02  1.20061562e-02  1.54637730e+02 -1.42865380e+02
  5.12666432e-01  1.55134824e+02 -1.43354516e+02  3.27911075e-02
  1.54632012e+02 -1.42867911e+02  5.06139351e-01  1.55128658e+02
 -1.43357850e+02 -1.56838684e-02  1.54622766e+02 -1.42867337e+02
  5.12034902e-01  1.55139921e+02 -1.43384936e+02  7.50118074e-04
  1.54629653e+02 -1.42887624e+02  4.81109345e-01  1.55126647e+02
 -1.43354684e+02  1.31239961e-02  1.54630424e+02 -1.42862401e+02
  4.96919598e-01  1.55129480e+02]
Niter:  4 row:  215 ngroup:  26 nlines:  6316 gd:  5838
[ 1.20476799e-10 -1.03141862e-05 -2.82878591e-01  1.61510910e+04
 -1.43364913e+02  1.74418716e-02  1.54634722e+02 -1.42846958e+02
  5.13190009e-01  1.55129745e+02 -1.43357992e+02  5.87970649e-04
  1.54620800e+02 -1.42862945e+02  4.90031117e-01  1.55140212e+02
 -1.43356138e+02  1.79924902e-02  1.54626553e+02 -1.42838148e+02
  4.97334539e-01  1.55131905e+02 -1.43330243e+02 -3.96654404e-03
  1.54629218e+02 -1.42856829e+02  5.00325464e-01  1.55126469e+02
 -1.43368103e+02 -8.90959034e-03  1.54638268e+02 -1.42852187e+02
  5.05174460e-01  1.55130968e+02 -1.43366373e+02  2.33177270e-02
  1.54630851e+02 -1.42836068e+02  5.03570979e-01  1.55127232e+02
 -1.43356599e+02 -1.48059662e-02  1.54632779e+02 -1.42844830e+02
  5.06945563e-01  1.55131030e+02 -1.43373081e+02 -1.19322390e-02
  1.54632251e+02 -1.42825634e+02  4.87379850e-01  1.55131761e+02
 -1.43354578e+02  1.20061562e-02  1.54637730e+02 -1.42865380e+02
  5.12666432e-01  1.55134824e+02 -1.43354516e+02  3.27911075e-02
  1.54632012e+02 -1.42867911e+02  5.06139351e-01  1.55128658e+02
 -1.43357850e+02 -1.56838684e-02  1.54622766e+02 -1.42867337e+02
  5.12034902e-01  1.55139921e+02 -1.43384936e+02  7.50118074e-04
  1.54629653e+02 -1.42887624e+02  4.81109345e-01  1.55126647e+02
 -1.43354684e+02  1.31239961e-02  1.54630424e+02 -1.42862401e+02
  4.96919598e-01  1.55129480e+02]
res:  5838 -0.0008083020538833807 0.014310788957118348 0.023071443118885475
[ 1.20476811e-10 -1.03141872e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
Niter:  5 row:  215 ngroup:  26 nlines:  6316 gd:  5838
[ 1.20476811e-10 -1.03141872e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
res:  5838 -0.00080801476178749 0.014311388683381665 0.0230701413647439
[ 1.20477089e-10 -1.03141872e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
Niter:  6 row:  215 ngroup:  26 nlines:  6316 gd:  5838
[ 1.20477089e-10 -1.03141872e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
res:  5838 -0.0008082657868726528 0.01431077851793816 0.02307013899858553
[ 1.20476814e-10 -1.03141873e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
Saving figure to  wave_resid_43670005_fiber215.png
Final values:
res:  -0.0008082657868726528 0.02307013899858553
pars:  [ 1.20476814e-10 -1.03141873e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
215 [ 1.20476814e-10 -1.03141873e-05 -2.82878620e-01  1.61510926e+04
 -1.43357876e+02  2.31422589e-02  1.54637485e+02 -1.42839885e+02
  5.18894374e-01  1.55134351e+02 -1.43350902e+02  6.26497336e-03
  1.54625416e+02 -1.42855911e+02  4.95736190e-01  1.55144810e+02
 -1.43349035e+02  2.36815657e-02  1.54631159e+02 -1.42831041e+02
  4.99902556e-01  1.55136507e+02 -1.43323149e+02  1.72402658e-03
  1.54633826e+02 -1.42849726e+02  5.06032937e-01  1.55131069e+02
 -1.43361060e+02 -3.20952602e-03  1.54642879e+02 -1.42845101e+02
  5.10859290e-01  1.55135570e+02 -1.43359296e+02  2.90086247e-02
  1.54635471e+02 -1.42823767e+02  5.09270969e-01  1.55131837e+02
 -1.43349523e+02 -9.11516462e-03  1.54637386e+02 -1.42837781e+02
  5.12644973e-01  1.55135638e+02 -1.43366008e+02 -6.24273687e-03
  1.54636862e+02 -1.42818567e+02  4.89792730e-01  1.55136352e+02
 -1.43347516e+02  1.76854929e-02  1.54642351e+02 -1.42858271e+02
  5.18366682e-01  1.55141413e+02 -1.43347448e+02  3.84723300e-02
  1.54636618e+02 -1.42860833e+02  5.11836486e-01  1.55133264e+02
 -1.43350775e+02 -1.71582045e-02  1.54627389e+02 -1.42860231e+02
  5.17738984e-01  1.55144517e+02 -1.43377869e+02  6.45474127e-03
  1.54634265e+02 -1.42880569e+02  4.86791218e-01  1.55131257e+02
 -1.43347594e+02  1.88116481e-02  1.54635030e+02 -1.42855328e+02
  5.02620467e-01  1.55134080e+02]
--- Row 217/300 row=216 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  216
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=216 ---
Niter:  0 row:  216 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0008643360488349572 0.015106583361557568 0.03173857661310064
[ 1.20269385e-10 -1.03137791e-05 -2.82871154e-01  1.61511156e+04
 -1.43359748e+02 -1.11168633e-13  1.54685811e+02]
Niter:  1 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20269385e-10 -1.03137791e-05 -2.82871154e-01  1.61511156e+04
 -1.43359748e+02 -1.11168633e-13  1.54685811e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.02284106113543164
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Niter:  2 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.022841061135397668
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Niter:  3 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.022841061135397668
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Niter:  4 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.022841061135397668
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Niter:  5 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.022841061135397668
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Niter:  6 row:  216 ngroup:  1 nlines:  245 gd:  227
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
res:  227 -0.0005381123410188593 0.013661153949215077 0.022841061135397668
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
Final values:
res:  -0.0005381123410188593 0.022841061135397668
pars:  [ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
216 [ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02]
elapsed: 2.9 sec.
Niter:  0 row:  216 ngroup:  26 nlines:  6372 gd:  6372
[ 1.20031997e-10 -1.03137468e-05 -2.82867846e-01  1.61511188e+04
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02 -1.43387709e+02  8.71696640e-12
  1.54710619e+02 -1.43387709e+02  8.71696640e-12  1.54710619e+02
 -1.43387709e+02  8.71696640e-12  1.54710619e+02 -1.43387709e+02
  8.71696640e-12  1.54710619e+02]
res:  6372 -0.00034608113492140546 0.0145920474515151 0.03409512782207525
[ 1.20032009e-10 -1.03137478e-05 -2.82867874e-01  1.61511201e+04
 -1.43359494e+02  1.58984177e-02  1.54712450e+02 -1.42900495e+02
  5.23306176e-01  1.55214676e+02 -1.43357562e+02  1.95943939e-02
  1.54706568e+02 -1.42884956e+02  5.31802099e-01  1.55200830e+02
 -1.43373384e+02  3.27962465e-02  1.54715258e+02 -1.42870426e+02
  5.08227533e-01  1.55206339e+02 -1.43390058e+02  3.57630871e-02
  1.54707566e+02 -1.42896772e+02  5.11279635e-01  1.55195807e+02
 -1.43387462e+02  1.57335128e-02  1.54709172e+02 -1.42888443e+02
  5.31992098e-01  1.55204482e+02 -1.43390147e+02  3.82045279e-02
  1.54705531e+02 -1.42892672e+02  5.13855233e-01  1.55212062e+02
 -1.43403744e+02  5.47277518e-02  1.54719871e+02 -1.42864735e+02
  5.30399922e-01  1.55210681e+02 -1.43416146e+02  2.89608800e-02
  1.54706299e+02 -1.42893986e+02  5.32383380e-01  1.55221119e+02
 -1.43406226e+02  3.37860507e-02  1.54710777e+02 -1.42892349e+02
  5.29226438e-01  1.55206700e+02 -1.43396586e+02  1.05081344e-02
  1.54706889e+02 -1.42865551e+02  5.08128182e-01  1.55207626e+02
 -1.43409673e+02  1.30357213e-02  1.54696541e+02 -1.42865689e+02
  5.20352955e-01  1.55205136e+02 -1.43371834e+02  2.12721543e-03
  1.54705201e+02 -1.42920265e+02  5.15291214e-01  1.55204127e+02
 -1.43387549e+02  2.91186261e-02  1.54699260e+02 -1.42884580e+02
  5.19600962e-01  1.55201479e+02]
Niter:  1 row:  216 ngroup:  26 nlines:  6372 gd:  5916
[ 1.20032009e-10 -1.03137478e-05 -2.82867874e-01  1.61511201e+04
 -1.43359494e+02  1.58984177e-02  1.54712450e+02 -1.42900495e+02
  5.23306176e-01  1.55214676e+02 -1.43357562e+02  1.95943939e-02
  1.54706568e+02 -1.42884956e+02  5.31802099e-01  1.55200830e+02
 -1.43373384e+02  3.27962465e-02  1.54715258e+02 -1.42870426e+02
  5.08227533e-01  1.55206339e+02 -1.43390058e+02  3.57630871e-02
  1.54707566e+02 -1.42896772e+02  5.11279635e-01  1.55195807e+02
 -1.43387462e+02  1.57335128e-02  1.54709172e+02 -1.42888443e+02
  5.31992098e-01  1.55204482e+02 -1.43390147e+02  3.82045279e-02
  1.54705531e+02 -1.42892672e+02  5.13855233e-01  1.55212062e+02
 -1.43403744e+02  5.47277518e-02  1.54719871e+02 -1.42864735e+02
  5.30399922e-01  1.55210681e+02 -1.43416146e+02  2.89608800e-02
  1.54706299e+02 -1.42893986e+02  5.32383380e-01  1.55221119e+02
 -1.43406226e+02  3.37860507e-02  1.54710777e+02 -1.42892349e+02
  5.29226438e-01  1.55206700e+02 -1.43396586e+02  1.05081344e-02
  1.54706889e+02 -1.42865551e+02  5.08128182e-01  1.55207626e+02
 -1.43409673e+02  1.30357213e-02  1.54696541e+02 -1.42865689e+02
  5.20352955e-01  1.55205136e+02 -1.43371834e+02  2.12721543e-03
  1.54705201e+02 -1.42920265e+02  5.15291214e-01  1.55204127e+02
 -1.43387549e+02  2.91186261e-02  1.54699260e+02 -1.42884580e+02
  5.19600962e-01  1.55201479e+02]
res:  5916 -0.0006150620065454859 0.014572444600162271 0.02364826314456824
[ 1.20031997e-10 -1.03137488e-05 -2.82867903e-01  1.61511217e+04
 -1.43375035e+02  1.70413357e-02  1.54719179e+02 -1.42895245e+02
  5.21961508e-01  1.55221579e+02 -1.43350802e+02  9.55008839e-03
  1.54713828e+02 -1.42875825e+02  5.33611298e-01  1.55200983e+02
 -1.43367970e+02  2.42748258e-02  1.54724312e+02 -1.42864827e+02
  5.06141216e-01  1.55211058e+02 -1.43379700e+02  4.27415510e-02
  1.54714678e+02 -1.42882949e+02  5.19668855e-01  1.55200501e+02
 -1.43377487e+02  2.70952840e-02  1.54714045e+02 -1.42871884e+02
  5.33185394e-01  1.55209410e+02 -1.43375140e+02  2.82134099e-02
  1.54708819e+02 -1.42879028e+02  5.07953566e-01  1.55219330e+02
 -1.43384503e+02  5.26457467e-02  1.54722116e+02 -1.42858029e+02
  5.29090097e-01  1.55213128e+02 -1.43399745e+02  2.34763235e-02
  1.54711031e+02 -1.42885682e+02  5.34391938e-01  1.55220120e+02
 -1.43399374e+02  3.16961319e-02  1.54714927e+02 -1.42874353e+02
  5.31778193e-01  1.55210553e+02 -1.43365704e+02  2.54763025e-02
  1.54711846e+02 -1.42882680e+02  5.14572979e-01  1.55215224e+02
 -1.43410874e+02  2.63757535e-02  1.54701275e+02 -1.42859318e+02
  5.16981490e-01  1.55208029e+02 -1.43369061e+02 -3.36995923e-03
  1.54709969e+02 -1.42903432e+02  5.10265765e-01  1.55208855e+02
 -1.43381681e+02  5.88019432e-03  1.54707912e+02 -1.42884547e+02
  5.12272532e-01  1.55209605e+02]
Niter:  2 row:  216 ngroup:  26 nlines:  6372 gd:  5917
[ 1.20031997e-10 -1.03137488e-05 -2.82867903e-01  1.61511217e+04
 -1.43375035e+02  1.70413357e-02  1.54719179e+02 -1.42895245e+02
  5.21961508e-01  1.55221579e+02 -1.43350802e+02  9.55008839e-03
  1.54713828e+02 -1.42875825e+02  5.33611298e-01  1.55200983e+02
 -1.43367970e+02  2.42748258e-02  1.54724312e+02 -1.42864827e+02
  5.06141216e-01  1.55211058e+02 -1.43379700e+02  4.27415510e-02
  1.54714678e+02 -1.42882949e+02  5.19668855e-01  1.55200501e+02
 -1.43377487e+02  2.70952840e-02  1.54714045e+02 -1.42871884e+02
  5.33185394e-01  1.55209410e+02 -1.43375140e+02  2.82134099e-02
  1.54708819e+02 -1.42879028e+02  5.07953566e-01  1.55219330e+02
 -1.43384503e+02  5.26457467e-02  1.54722116e+02 -1.42858029e+02
  5.29090097e-01  1.55213128e+02 -1.43399745e+02  2.34763235e-02
  1.54711031e+02 -1.42885682e+02  5.34391938e-01  1.55220120e+02
 -1.43399374e+02  3.16961319e-02  1.54714927e+02 -1.42874353e+02
  5.31778193e-01  1.55210553e+02 -1.43365704e+02  2.54763025e-02
  1.54711846e+02 -1.42882680e+02  5.14572979e-01  1.55215224e+02
 -1.43410874e+02  2.63757535e-02  1.54701275e+02 -1.42859318e+02
  5.16981490e-01  1.55208029e+02 -1.43369061e+02 -3.36995923e-03
  1.54709969e+02 -1.42903432e+02  5.10265765e-01  1.55208855e+02
 -1.43381681e+02  5.88019432e-03  1.54707912e+02 -1.42884547e+02
  5.12272532e-01  1.55209605e+02]
res:  5917 -0.0006064956369300489 0.01467685946408892 0.023638283666081165
[ 1.20031985e-10 -1.03137499e-05 -2.82867931e-01  1.61511233e+04
 -1.43368083e+02  1.94161569e-02  1.54723911e+02 -1.42888281e+02
  5.24394248e-01  1.55226302e+02 -1.43343823e+02  9.08806037e-03
  1.54718557e+02 -1.42868889e+02  5.36108236e-01  1.55205709e+02
 -1.43360997e+02  2.69544500e-02  1.54731013e+02 -1.42857867e+02
  5.11818238e-01  1.55215777e+02 -1.43366961e+02  4.84480798e-02
  1.54721340e+02 -1.42875987e+02  5.25361041e-01  1.55205221e+02
 -1.43370520e+02  3.60925986e-02  1.54720712e+02 -1.42860275e+02
  5.38903381e-01  1.55214133e+02 -1.43368189e+02  2.72356223e-02
  1.54713552e+02 -1.42872053e+02  5.09899070e-01  1.55225853e+02
 -1.43377549e+02  5.83368260e-02  1.54726846e+02 -1.42851052e+02
  5.31553457e-01  1.55217853e+02 -1.43392795e+02  2.54191852e-02
  1.54715762e+02 -1.42878698e+02  5.40068546e-01  1.55224852e+02
 -1.43392421e+02  3.73727017e-02  1.54719656e+02 -1.42862658e+02
  5.34641429e-01  1.55215276e+02 -1.43353865e+02  3.11623295e-02
  1.54716571e+02 -1.42875705e+02  5.20257757e-01  1.55219945e+02
 -1.43403926e+02  3.20672746e-02  1.54706009e+02 -1.42852318e+02
  5.22685535e-01  1.55212747e+02 -1.43362137e+02  2.32868845e-03
  1.54714691e+02 -1.42891777e+02  5.12530911e-01  1.55213583e+02
 -1.43374731e+02  1.15674001e-02  1.54712640e+02 -1.42877612e+02
  5.17993615e-01  1.55214329e+02]
Niter:  3 row:  216 ngroup:  26 nlines:  6372 gd:  5915
[ 1.20031985e-10 -1.03137499e-05 -2.82867931e-01  1.61511233e+04
 -1.43368083e+02  1.94161569e-02  1.54723911e+02 -1.42888281e+02
  5.24394248e-01  1.55226302e+02 -1.43343823e+02  9.08806037e-03
  1.54718557e+02 -1.42868889e+02  5.36108236e-01  1.55205709e+02
 -1.43360997e+02  2.69544500e-02  1.54731013e+02 -1.42857867e+02
  5.11818238e-01  1.55215777e+02 -1.43366961e+02  4.84480798e-02
  1.54721340e+02 -1.42875987e+02  5.25361041e-01  1.55205221e+02
 -1.43370520e+02  3.60925986e-02  1.54720712e+02 -1.42860275e+02
  5.38903381e-01  1.55214133e+02 -1.43368189e+02  2.72356223e-02
  1.54713552e+02 -1.42872053e+02  5.09899070e-01  1.55225853e+02
 -1.43377549e+02  5.83368260e-02  1.54726846e+02 -1.42851052e+02
  5.31553457e-01  1.55217853e+02 -1.43392795e+02  2.54191852e-02
  1.54715762e+02 -1.42878698e+02  5.40068546e-01  1.55224852e+02
 -1.43392421e+02  3.73727017e-02  1.54719656e+02 -1.42862658e+02
  5.34641429e-01  1.55215276e+02 -1.43353865e+02  3.11623295e-02
  1.54716571e+02 -1.42875705e+02  5.20257757e-01  1.55219945e+02
 -1.43403926e+02  3.20672746e-02  1.54706009e+02 -1.42852318e+02
  5.22685535e-01  1.55212747e+02 -1.43362137e+02  2.32868845e-03
  1.54714691e+02 -1.42891777e+02  5.12530911e-01  1.55213583e+02
 -1.43374731e+02  1.15674001e-02  1.54712640e+02 -1.42877612e+02
  5.17993615e-01  1.55214329e+02]
res:  5915 -0.00034346584379818523 0.014680085735562898 0.02360450921093423
[ 1.19994134e-10 -1.03137499e-05 -2.82867931e-01  1.61511233e+04
 -1.43368083e+02  1.94161569e-02  1.54723911e+02 -1.42888281e+02
  5.24394248e-01  1.55226302e+02 -1.43343823e+02  9.08806037e-03
  1.54718557e+02 -1.42868889e+02  5.36108236e-01  1.55205709e+02
 -1.43360997e+02  2.69544500e-02  1.54731013e+02 -1.42857867e+02
  5.11818238e-01  1.55215777e+02 -1.43366961e+02  4.84480798e-02
  1.54721340e+02 -1.42875987e+02  5.25361041e-01  1.55205221e+02
 -1.43370520e+02  3.60925986e-02  1.54720712e+02 -1.42860275e+02
  5.38903381e-01  1.55214133e+02 -1.43368189e+02  2.72356223e-02
  1.54713552e+02 -1.42872053e+02  5.09899070e-01  1.55225853e+02
 -1.43377549e+02  5.83368260e-02  1.54726846e+02 -1.42851052e+02
  5.31553457e-01  1.55217853e+02 -1.43392795e+02  2.54191852e-02
  1.54715762e+02 -1.42878698e+02  5.40068546e-01  1.55224852e+02
 -1.43392421e+02  3.73727017e-02  1.54719656e+02 -1.42862658e+02
  5.34641429e-01  1.55215276e+02 -1.43353865e+02  3.11623295e-02
  1.54716571e+02 -1.42875705e+02  5.20257757e-01  1.55219945e+02
 -1.43403926e+02  3.20672746e-02  1.54706009e+02 -1.42852318e+02
  5.22685535e-01  1.55212747e+02 -1.43362137e+02  2.32868845e-03
  1.54714691e+02 -1.42891777e+02  5.12530911e-01  1.55213583e+02
 -1.43374731e+02  1.15674001e-02  1.54712640e+02 -1.42877612e+02
  5.17993615e-01  1.55214329e+02]
Niter:  4 row:  216 ngroup:  26 nlines:  6372 gd:  5917
[ 1.19994134e-10 -1.03137499e-05 -2.82867931e-01  1.61511233e+04
 -1.43368083e+02  1.94161569e-02  1.54723911e+02 -1.42888281e+02
  5.24394248e-01  1.55226302e+02 -1.43343823e+02  9.08806037e-03
  1.54718557e+02 -1.42868889e+02  5.36108236e-01  1.55205709e+02
 -1.43360997e+02  2.69544500e-02  1.54731013e+02 -1.42857867e+02
  5.11818238e-01  1.55215777e+02 -1.43366961e+02  4.84480798e-02
  1.54721340e+02 -1.42875987e+02  5.25361041e-01  1.55205221e+02
 -1.43370520e+02  3.60925986e-02  1.54720712e+02 -1.42860275e+02
  5.38903381e-01  1.55214133e+02 -1.43368189e+02  2.72356223e-02
  1.54713552e+02 -1.42872053e+02  5.09899070e-01  1.55225853e+02
 -1.43377549e+02  5.83368260e-02  1.54726846e+02 -1.42851052e+02
  5.31553457e-01  1.55217853e+02 -1.43392795e+02  2.54191852e-02
  1.54715762e+02 -1.42878698e+02  5.40068546e-01  1.55224852e+02
 -1.43392421e+02  3.73727017e-02  1.54719656e+02 -1.42862658e+02
  5.34641429e-01  1.55215276e+02 -1.43353865e+02  3.11623295e-02
  1.54716571e+02 -1.42875705e+02  5.20257757e-01  1.55219945e+02
 -1.43403926e+02  3.20672746e-02  1.54706009e+02 -1.42852318e+02
  5.22685535e-01  1.55212747e+02 -1.43362137e+02  2.32868845e-03
  1.54714691e+02 -1.42891777e+02  5.12530911e-01  1.55213583e+02
 -1.43374731e+02  1.15674001e-02  1.54712640e+02 -1.42877612e+02
  5.17993615e-01  1.55214329e+02]
res:  5917 -0.0006245463291634223 0.014646916863057413 0.023623676543236726
[ 1.19994122e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
Niter:  5 row:  216 ngroup:  26 nlines:  6372 gd:  5915
[ 1.19994122e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
res:  5915 -0.0004140715263929451 0.014677659848530311 0.02359550912828585
[ 1.19968421e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
Niter:  6 row:  216 ngroup:  26 nlines:  6372 gd:  5916
[ 1.19968421e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
res:  5916 -0.0004139829316045507 0.01467608710663626 0.023608288941391848
[ 1.19968257e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
Saving figure to  wave_resid_43670005_fiber216.png
Final values:
res:  -0.0004139829316045507 0.023608288941391848
pars:  [ 1.19968257e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
216 [ 1.19968257e-10 -1.03137509e-05 -2.82867959e-01  1.61511249e+04
 -1.43359554e+02  2.17196610e-02  1.54727139e+02 -1.42879694e+02
  5.26862850e-01  1.55229481e+02 -1.43335189e+02  1.47998320e-02
  1.54721778e+02 -1.42860410e+02  5.41785090e-01  1.55208900e+02
 -1.43352387e+02  3.26433823e-02  1.54734262e+02 -1.42849295e+02
  5.17493406e-01  1.55218938e+02 -1.43358432e+02  5.41531489e-02
  1.54724562e+02 -1.42867411e+02  5.31063112e-01  1.55208386e+02
 -1.43361924e+02  4.17525044e-02  1.54723917e+02 -1.42851714e+02
  5.44617617e-01  1.55217319e+02 -1.43359662e+02  3.29188570e-02
  1.54718763e+02 -1.42863439e+02  5.12101591e-01  1.55229013e+02
 -1.43369002e+02  6.40220076e-02  1.54730067e+02 -1.42842433e+02
  5.37225503e-01  1.55221048e+02 -1.43384276e+02  3.10950590e-02
  1.54718991e+02 -1.42870046e+02  5.45747586e-01  1.55228090e+02
 -1.43383888e+02  4.30390273e-02  1.54722885e+02 -1.42854062e+02
  5.40344020e-01  1.55218468e+02 -1.43345259e+02  3.68494340e-02
  1.54719767e+02 -1.42867087e+02  5.25942147e-01  1.55223127e+02
 -1.43395402e+02  3.77428809e-02  1.54709253e+02 -1.42843598e+02
  5.28389427e-01  1.55215898e+02 -1.43358098e+02  8.02414552e-03
  1.54717864e+02 -1.42883282e+02  5.14929732e-01  1.55216796e+02
 -1.43366199e+02  1.72507633e-02  1.54715854e+02 -1.42869142e+02
  5.23698418e-01  1.55217510e+02]
--- Row 218/300 row=217 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  217
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=217 ---
Niter:  0 row:  217 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 -0.0001424892161594471 0.012509489247349848 0.027880565014516842
[ 1.20791568e-10 -1.03154109e-05 -2.82877848e-01  1.61511421e+04
 -1.43369519e+02  7.90351552e-14  1.54627680e+02]
Niter:  1 row:  217 ngroup:  1 nlines:  238 gd:  222
[ 1.20791568e-10 -1.03154109e-05 -2.82877848e-01  1.61511421e+04
 -1.43369519e+02  7.90351552e-14  1.54627680e+02]
res:  222 -0.0006668110954706208 0.011762507597268268 0.020885169387869097
[ 1.20957558e-10 -1.03150751e-05 -2.82882357e-01  1.61511418e+04
 -1.43330030e+02 -9.68738224e-11  1.54609585e+02]
Niter:  2 row:  217 ngroup:  1 nlines:  238 gd:  219
[ 1.20957558e-10 -1.03150751e-05 -2.82882357e-01  1.61511418e+04
 -1.43330030e+02 -9.68738224e-11  1.54609585e+02]
res:  219 -0.00044508550490718335 0.011373799326065637 0.02007994601926925
[ 1.20998275e-10 -1.03149756e-05 -2.82883708e-01  1.61511417e+04
 -1.43314155e+02  2.54833536e-09  1.54603406e+02]
Niter:  3 row:  217 ngroup:  1 nlines:  238 gd:  217
[ 1.20998275e-10 -1.03149756e-05 -2.82883708e-01  1.61511417e+04
 -1.43314155e+02  2.54833536e-09  1.54603406e+02]
res:  217 -0.0003774566530410084 0.011578591503166535 0.01952838129702963
[ 1.21081632e-10 -1.03150426e-05 -2.82884821e-01  1.61511433e+04
 -1.43302808e+02  2.53036052e-09  1.54602984e+02]
Niter:  4 row:  217 ngroup:  1 nlines:  238 gd:  218
[ 1.21081632e-10 -1.03150426e-05 -2.82884821e-01  1.61511433e+04
 -1.43302808e+02  2.53036052e-09  1.54602984e+02]
res:  218 -0.00029312382866919506 0.011699096513439144 0.01975297899453966
[ 1.21199202e-10 -1.03150657e-05 -2.82886610e-01  1.61511440e+04
 -1.43290205e+02  2.50640573e-09  1.54597205e+02]
Niter:  5 row:  217 ngroup:  1 nlines:  238 gd:  217
[ 1.21199202e-10 -1.03150657e-05 -2.82886610e-01  1.61511440e+04
 -1.43290205e+02  2.50640573e-09  1.54597205e+02]
res:  217 -0.0008571952630518354 0.01157248418803647 0.01945603008128117
[ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02]
Niter:  6 row:  217 ngroup:  1 nlines:  238 gd:  217
[ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02]
res:  217 -0.0008571952630518354 0.01157248418803647 0.01945603008128117
[ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02]
Final values:
res:  -0.0008571952630518354 0.01945603008128117
pars:  [ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02]
217 [ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02]
elapsed: 2.9 sec.
Niter:  0 row:  217 ngroup:  26 nlines:  6240 gd:  6240
[ 1.21306559e-10 -1.03151047e-05 -2.82888190e-01  1.61511448e+04
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02 -1.43278792e+02  2.41040915e-09
  1.54592504e+02 -1.43278792e+02  2.41040915e-09  1.54592504e+02
 -1.43278792e+02  2.41040915e-09  1.54592504e+02 -1.43278792e+02
  2.41040915e-09  1.54592504e+02]
res:  6240 -0.00029683945467695594 0.013907253111028695 0.030898002206762046
[ 1.21306572e-10 -1.03151057e-05 -2.82888162e-01  1.61511432e+04
 -1.43295778e+02  4.60811606e-03  1.54585732e+02 -1.42813293e+02
  4.86350829e-01  1.55083215e+02 -1.43280393e+02  2.09111587e-03
  1.54579083e+02 -1.42823246e+02  4.88234833e-01  1.55081738e+02
 -1.43315414e+02  1.37574188e-02  1.54592816e+02 -1.42799957e+02
  4.92034329e-01  1.55088381e+02 -1.43284897e+02  8.04916991e-03
  1.54589629e+02 -1.42821181e+02  5.05366887e-01  1.55082565e+02
 -1.43282386e+02 -1.77348241e-03  1.54590793e+02 -1.42777352e+02
  4.97625588e-01  1.55076286e+02 -1.43305781e+02  9.14977991e-03
  1.54591470e+02 -1.42823103e+02  5.07995076e-01  1.55083744e+02
 -1.43304797e+02  8.49197129e-03  1.54583999e+02 -1.42791031e+02
  4.87233869e-01  1.55087215e+02 -1.43302814e+02  1.98712336e-02
  1.54588465e+02 -1.42795263e+02  4.88568312e-01  1.55091823e+02
 -1.43302679e+02 -3.52572447e-05  1.54587102e+02 -1.42786417e+02
  5.07305772e-01  1.55083168e+02 -1.43299187e+02 -1.12422219e-02
  1.54595260e+02 -1.42797035e+02  4.90277862e-01  1.55085308e+02
 -1.43298654e+02 -4.75760470e-03  1.54577769e+02 -1.42791410e+02
  5.02982783e-01  1.55089057e+02 -1.43309959e+02 -7.22142667e-03
  1.54575384e+02 -1.42806878e+02  4.72558751e-01  1.55077616e+02
 -1.43311495e+02 -2.89185670e-03  1.54584019e+02 -1.42827133e+02
  4.88372374e-01  1.55080384e+02]
Niter:  1 row:  217 ngroup:  26 nlines:  6240 gd:  5834
[ 1.21306572e-10 -1.03151057e-05 -2.82888162e-01  1.61511432e+04
 -1.43295778e+02  4.60811606e-03  1.54585732e+02 -1.42813293e+02
  4.86350829e-01  1.55083215e+02 -1.43280393e+02  2.09111587e-03
  1.54579083e+02 -1.42823246e+02  4.88234833e-01  1.55081738e+02
 -1.43315414e+02  1.37574188e-02  1.54592816e+02 -1.42799957e+02
  4.92034329e-01  1.55088381e+02 -1.43284897e+02  8.04916991e-03
  1.54589629e+02 -1.42821181e+02  5.05366887e-01  1.55082565e+02
 -1.43282386e+02 -1.77348241e-03  1.54590793e+02 -1.42777352e+02
  4.97625588e-01  1.55076286e+02 -1.43305781e+02  9.14977991e-03
  1.54591470e+02 -1.42823103e+02  5.07995076e-01  1.55083744e+02
 -1.43304797e+02  8.49197129e-03  1.54583999e+02 -1.42791031e+02
  4.87233869e-01  1.55087215e+02 -1.43302814e+02  1.98712336e-02
  1.54588465e+02 -1.42795263e+02  4.88568312e-01  1.55091823e+02
 -1.43302679e+02 -3.52572447e-05  1.54587102e+02 -1.42786417e+02
  5.07305772e-01  1.55083168e+02 -1.43299187e+02 -1.12422219e-02
  1.54595260e+02 -1.42797035e+02  4.90277862e-01  1.55085308e+02
 -1.43298654e+02 -4.75760470e-03  1.54577769e+02 -1.42791410e+02
  5.02982783e-01  1.55089057e+02 -1.43309959e+02 -7.22142667e-03
  1.54575384e+02 -1.42806878e+02  4.72558751e-01  1.55077616e+02
 -1.43311495e+02 -2.89185670e-03  1.54584019e+02 -1.42827133e+02
  4.88372374e-01  1.55080384e+02]
res:  5834 -0.0007445505880241399 0.013937496300059138 0.02262134227865521
[ 1.21306584e-10 -1.03151067e-05 -2.82888134e-01  1.61511416e+04
 -1.43292782e+02 -5.93664459e-03  1.54582969e+02 -1.42814018e+02
  4.83834672e-01  1.55076003e+02 -1.43302858e+02 -6.95753037e-03
  1.54576319e+02 -1.42834916e+02  4.69875830e-01  1.55076975e+02
 -1.43327946e+02  1.63033475e-03  1.54587974e+02 -1.42811696e+02
  4.82025345e-01  1.55081800e+02 -1.43300971e+02 -7.88037518e-03
  1.54581113e+02 -1.42829345e+02  4.85001187e-01  1.55079964e+02
 -1.43299352e+02 -6.92472151e-03  1.54585959e+02 -1.42797607e+02
  4.96460443e-01  1.55073399e+02 -1.43308533e+02  8.21586125e-03
  1.54584994e+02 -1.42810620e+02  5.09349042e-01  1.55078978e+02
 -1.43317305e+02  3.16773789e-03  1.54579715e+02 -1.42812893e+02
  4.78607085e-01  1.55082542e+02 -1.43309684e+02  7.27070577e-03
  1.54583694e+02 -1.42811981e+02  4.83143239e-01  1.55089531e+02
 -1.43298394e+02 -8.08932316e-03  1.54580347e+02 -1.42800065e+02
  4.97928352e-01  1.55082793e+02 -1.43306658e+02 -2.30070619e-02
  1.54586603e+02 -1.42800816e+02  4.79018556e-01  1.55078741e+02
 -1.43307205e+02 -1.46155461e-02  1.54574856e+02 -1.42797367e+02
  4.94197326e-01  1.55074665e+02 -1.43316676e+02 -2.10199709e-02
  1.54576787e+02 -1.42813488e+02  4.64159377e-01  1.55074921e+02
 -1.43319340e+02 -1.28386942e-02  1.54577056e+02 -1.42840488e+02
  4.70442771e-01  1.55073178e+02]
Niter:  2 row:  217 ngroup:  26 nlines:  6240 gd:  5835
[ 1.21306584e-10 -1.03151067e-05 -2.82888134e-01  1.61511416e+04
 -1.43292782e+02 -5.93664459e-03  1.54582969e+02 -1.42814018e+02
  4.83834672e-01  1.55076003e+02 -1.43302858e+02 -6.95753037e-03
  1.54576319e+02 -1.42834916e+02  4.69875830e-01  1.55076975e+02
 -1.43327946e+02  1.63033475e-03  1.54587974e+02 -1.42811696e+02
  4.82025345e-01  1.55081800e+02 -1.43300971e+02 -7.88037518e-03
  1.54581113e+02 -1.42829345e+02  4.85001187e-01  1.55079964e+02
 -1.43299352e+02 -6.92472151e-03  1.54585959e+02 -1.42797607e+02
  4.96460443e-01  1.55073399e+02 -1.43308533e+02  8.21586125e-03
  1.54584994e+02 -1.42810620e+02  5.09349042e-01  1.55078978e+02
 -1.43317305e+02  3.16773789e-03  1.54579715e+02 -1.42812893e+02
  4.78607085e-01  1.55082542e+02 -1.43309684e+02  7.27070577e-03
  1.54583694e+02 -1.42811981e+02  4.83143239e-01  1.55089531e+02
 -1.43298394e+02 -8.08932316e-03  1.54580347e+02 -1.42800065e+02
  4.97928352e-01  1.55082793e+02 -1.43306658e+02 -2.30070619e-02
  1.54586603e+02 -1.42800816e+02  4.79018556e-01  1.55078741e+02
 -1.43307205e+02 -1.46155461e-02  1.54574856e+02 -1.42797367e+02
  4.94197326e-01  1.55074665e+02 -1.43316676e+02 -2.10199709e-02
  1.54576787e+02 -1.42813488e+02  4.64159377e-01  1.55074921e+02
 -1.43319340e+02 -1.28386942e-02  1.54577056e+02 -1.42840488e+02
  4.70442771e-01  1.55073178e+02]
res:  5835 -0.0007335383834288223 0.013907534727877646 0.022601348527114856
[ 1.21306596e-10 -1.03151078e-05 -2.82888105e-01  1.61511400e+04
 -1.43294883e+02 -1.16544619e-02  1.54578201e+02 -1.42821026e+02
  4.84671137e-01  1.55071241e+02 -1.43318672e+02 -1.57964061e-02
  1.54573450e+02 -1.42841920e+02  4.64162906e-01  1.55072211e+02
 -1.43334936e+02 -4.04896905e-03  1.54583208e+02 -1.42818699e+02
  4.76311223e-01  1.55075094e+02 -1.43307946e+02 -2.28149824e-02
  1.54576343e+02 -1.42830985e+02  4.76403786e-01  1.55075203e+02
 -1.43306362e+02 -1.26238947e-02  1.54581192e+02 -1.42804620e+02
  4.90759937e-01  1.55068635e+02 -1.43315511e+02  2.52490227e-03
  1.54580239e+02 -1.42817598e+02  5.12414038e-01  1.55074212e+02
 -1.43324289e+02 -2.53182060e-03  1.54576764e+02 -1.42819905e+02
  4.72879972e-01  1.55077779e+02 -1.43316672e+02 -1.56352518e-03
  1.54578923e+02 -1.42818961e+02  4.77447996e-01  1.55088608e+02
 -1.43300077e+02 -1.74466774e-02  1.54575588e+02 -1.42807023e+02
  4.92217988e-01  1.55078030e+02 -1.43313660e+02 -2.86886084e-02
  1.54581843e+02 -1.42803448e+02  4.73319869e-01  1.55073980e+02
 -1.43314203e+02 -2.34521121e-02  1.54571956e+02 -1.42804349e+02
  4.88497256e-01  1.55069904e+02 -1.43323662e+02 -3.32957370e-02
  1.54572023e+02 -1.42820450e+02  4.58461224e-01  1.55070154e+02
 -1.43326336e+02 -2.16821834e-02  1.54572288e+02 -1.42847456e+02
  4.61965352e-01  1.55068409e+02]
Niter:  3 row:  217 ngroup:  26 nlines:  6240 gd:  5838
[ 1.21306596e-10 -1.03151078e-05 -2.82888105e-01  1.61511400e+04
 -1.43294883e+02 -1.16544619e-02  1.54578201e+02 -1.42821026e+02
  4.84671137e-01  1.55071241e+02 -1.43318672e+02 -1.57964061e-02
  1.54573450e+02 -1.42841920e+02  4.64162906e-01  1.55072211e+02
 -1.43334936e+02 -4.04896905e-03  1.54583208e+02 -1.42818699e+02
  4.76311223e-01  1.55075094e+02 -1.43307946e+02 -2.28149824e-02
  1.54576343e+02 -1.42830985e+02  4.76403786e-01  1.55075203e+02
 -1.43306362e+02 -1.26238947e-02  1.54581192e+02 -1.42804620e+02
  4.90759937e-01  1.55068635e+02 -1.43315511e+02  2.52490227e-03
  1.54580239e+02 -1.42817598e+02  5.12414038e-01  1.55074212e+02
 -1.43324289e+02 -2.53182060e-03  1.54576764e+02 -1.42819905e+02
  4.72879972e-01  1.55077779e+02 -1.43316672e+02 -1.56352518e-03
  1.54578923e+02 -1.42818961e+02  4.77447996e-01  1.55088608e+02
 -1.43300077e+02 -1.74466774e-02  1.54575588e+02 -1.42807023e+02
  4.92217988e-01  1.55078030e+02 -1.43313660e+02 -2.86886084e-02
  1.54581843e+02 -1.42803448e+02  4.73319869e-01  1.55073980e+02
 -1.43314203e+02 -2.34521121e-02  1.54571956e+02 -1.42804349e+02
  4.88497256e-01  1.55069904e+02 -1.43323662e+02 -3.32957370e-02
  1.54572023e+02 -1.42820450e+02  4.58461224e-01  1.55070154e+02
 -1.43326336e+02 -2.16821834e-02  1.54572288e+02 -1.42847456e+02
  4.61965352e-01  1.55068409e+02]
res:  5838 -0.0010832054940692615 0.013715741330997844 0.0226013402170459
[ 1.20800034e-10 -1.03150377e-05 -2.82877081e-01  1.61511416e+04
 -1.43366495e+02 -5.93498307e-03  1.54641053e+02 -1.42893950e+02
  4.91602753e-01  1.55134233e+02 -1.43389825e+02 -7.76974287e-03
  1.54636298e+02 -1.42914661e+02  4.70636453e-01  1.55135137e+02
 -1.43406219e+02  4.65692790e-03  1.54646036e+02 -1.42891886e+02
  4.82478058e-01  1.55138058e+02 -1.43378530e+02 -1.44804677e-02
  1.54639156e+02 -1.42904126e+02  4.84064941e-01  1.55138216e+02
 -1.43378549e+02 -5.39457632e-03  1.54644023e+02 -1.42878717e+02
  4.97959537e-01  1.55131404e+02 -1.43386312e+02  1.02997431e-02
  1.54643431e+02 -1.42889109e+02  5.18485891e-01  1.55137281e+02
 -1.43395094e+02  4.67474212e-03  1.54639501e+02 -1.42892195e+02
  4.78052555e-01  1.55140775e+02 -1.43387602e+02  5.92257152e-03
  1.54641754e+02 -1.42889894e+02  4.84927750e-01  1.55151339e+02
 -1.43371467e+02 -8.50667180e-03  1.54638545e+02 -1.42877463e+02
  4.98757145e-01  1.55140762e+02 -1.43385519e+02 -2.00753838e-02
  1.54644713e+02 -1.42875711e+02  4.81014706e-01  1.55136775e+02
 -1.43385408e+02 -1.57480843e-02  1.54634766e+02 -1.42875121e+02
  4.95658143e-01  1.55132899e+02 -1.43394917e+02 -2.65921342e-02
  1.54634839e+02 -1.42891110e+02  4.66006475e-01  1.55132984e+02
 -1.43397258e+02 -1.38042499e-02  1.54635254e+02 -1.42917611e+02
  4.69428492e-01  1.55131157e+02]
Niter:  4 row:  217 ngroup:  26 nlines:  6240 gd:  5828
[ 1.20800034e-10 -1.03150377e-05 -2.82877081e-01  1.61511416e+04
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  1.54636298e+02 -1.42914661e+02  4.70636453e-01  1.55135137e+02
 -1.43406219e+02  4.65692790e-03  1.54646036e+02 -1.42891886e+02
  4.82478058e-01  1.55138058e+02 -1.43378530e+02 -1.44804677e-02
  1.54639156e+02 -1.42904126e+02  4.84064941e-01  1.55138216e+02
 -1.43378549e+02 -5.39457632e-03  1.54644023e+02 -1.42878717e+02
  4.97959537e-01  1.55131404e+02 -1.43386312e+02  1.02997431e-02
  1.54643431e+02 -1.42889109e+02  5.18485891e-01  1.55137281e+02
 -1.43395094e+02  4.67474212e-03  1.54639501e+02 -1.42892195e+02
  4.78052555e-01  1.55140775e+02 -1.43387602e+02  5.92257152e-03
  1.54641754e+02 -1.42889894e+02  4.84927750e-01  1.55151339e+02
 -1.43371467e+02 -8.50667180e-03  1.54638545e+02 -1.42877463e+02
  4.98757145e-01  1.55140762e+02 -1.43385519e+02 -2.00753838e-02
  1.54644713e+02 -1.42875711e+02  4.81014706e-01  1.55136775e+02
 -1.43385408e+02 -1.57480843e-02  1.54634766e+02 -1.42875121e+02
  4.95658143e-01  1.55132899e+02 -1.43394917e+02 -2.65921342e-02
  1.54634839e+02 -1.42891110e+02  4.66006475e-01  1.55132984e+02
 -1.43397258e+02 -1.38042499e-02  1.54635254e+02 -1.42917611e+02
  4.69428492e-01  1.55131157e+02]
res:  5828 -0.000908152416741359 0.013747968723691883 0.02236094858610409
[ 1.20800022e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
Niter:  5 row:  217 ngroup:  26 nlines:  6240 gd:  5823
[ 1.20800022e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
res:  5823 -0.0008349861946044257 0.013743248146965925 0.022294827804875968
[ 1.20764010e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
Niter:  6 row:  217 ngroup:  26 nlines:  6240 gd:  5825
[ 1.20764010e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
res:  5825 -0.0008401972618230502 0.013732355981119326 0.02231871151255825
[ 1.20763230e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
Saving figure to  wave_resid_43670005_fiber217.png
Final values:
res:  -0.0008401972618230502 0.02231871151255825
pars:  [ 1.20763230e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
217 [ 1.20763230e-10 -1.03150388e-05 -2.82877109e-01  1.61511432e+04
 -1.43356701e+02  2.29589001e-03  1.54643936e+02 -1.42882929e+02
  4.99835235e-01  1.55137048e+02 -1.43374787e+02  4.13342411e-04
  1.54639208e+02 -1.42904141e+02  4.78387241e-01  1.55137977e+02
 -1.43391149e+02  9.73681088e-03  1.54648986e+02 -1.42875070e+02
  4.87779361e-01  1.55144541e+02 -1.43363871e+02 -6.36423364e-03
  1.54642143e+02 -1.42892833e+02  4.85116603e-01  1.55141077e+02
 -1.43367883e+02 -6.43262793e-03  1.54646991e+02 -1.42867428e+02
  5.09271513e-01  1.55134380e+02 -1.43371330e+02  1.25100280e-02
  1.54648057e+02 -1.42873374e+02  5.27262285e-01  1.55140110e+02
 -1.43380248e+02  6.75020713e-03  1.54642401e+02 -1.42876631e+02
  4.89142948e-01  1.55143541e+02 -1.43372876e+02  1.15776081e-02
  1.54644738e+02 -1.42879506e+02  4.93054824e-01  1.55154205e+02
 -1.43360909e+02 -3.49072305e-03  1.54641496e+02 -1.42867231e+02
  5.00098803e-01  1.55143680e+02 -1.43370354e+02 -1.18500542e-02
  1.54649435e+02 -1.42865425e+02  4.85264284e-01  1.55141474e+02
 -1.43371002e+02 -7.77501155e-03  1.54639439e+02 -1.42865404e+02
  5.06565413e-01  1.55135782e+02 -1.43384731e+02 -2.06837028e-02
  1.54637792e+02 -1.42886945e+02  4.74067557e-01  1.55135801e+02
 -1.43382794e+02 -8.17631137e-03  1.54638152e+02 -1.42907891e+02
  4.80292845e-01  1.55134023e+02]
--- Row 219/300 row=218 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  218
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=218 ---
Niter:  0 row:  218 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.00014317947352537885 0.014099871643338702 0.0286737940660311
[ 1.20236401e-10 -1.03134888e-05 -2.82871344e-01  1.61511634e+04
 -1.43331590e+02  9.35225688e-14  1.54672419e+02]
Niter:  1 row:  218 ngroup:  1 nlines:  239 gd:  225
[ 1.20236401e-10 -1.03134888e-05 -2.82871344e-01  1.61511634e+04
 -1.43331590e+02  9.35225688e-14  1.54672419e+02]
res:  225 0.00012624822193174623 0.014492098402115516 0.02203735360899313
[ 1.20152193e-10 -1.03144683e-05 -2.82870122e-01  1.61511676e+04
 -1.43353681e+02  7.02062650e-12  1.54681056e+02]
Niter:  2 row:  218 ngroup:  1 nlines:  239 gd:  227
[ 1.20152193e-10 -1.03144683e-05 -2.82870122e-01  1.61511676e+04
 -1.43353681e+02  7.02062650e-12  1.54681056e+02]
res:  227 -1.8342794646741822e-05 0.013587429444669397 0.022666289146786273
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
Niter:  3 row:  218 ngroup:  1 nlines:  239 gd:  227
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
res:  227 -1.834275826695375e-05 0.013587429306426202 0.022666289146785704
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
Niter:  4 row:  218 ngroup:  1 nlines:  239 gd:  227
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
res:  227 -1.834279828472063e-05 0.013587429444669397 0.022666289146670075
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
Niter:  5 row:  218 ngroup:  1 nlines:  239 gd:  227
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
res:  227 -1.834279828472063e-05 0.013587429444669397 0.022666289146670075
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
Niter:  6 row:  218 ngroup:  1 nlines:  239 gd:  227
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
res:  227 -1.834279828472063e-05 0.013587429444669397 0.022666289146670075
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
Final values:
res:  -1.834279828472063e-05 0.022666289146670075
pars:  [ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
218 [ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02]
elapsed: 2.9 sec.
Niter:  0 row:  218 ngroup:  26 nlines:  6387 gd:  6387
[ 1.20195532e-10 -1.03147351e-05 -2.82869706e-01  1.61511685e+04
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02 -1.43365308e+02  1.75787312e-12
  1.54684176e+02 -1.43365308e+02  1.75787312e-12  1.54684176e+02
 -1.43365308e+02  1.75787312e-12  1.54684176e+02 -1.43365308e+02
  1.75787312e-12  1.54684176e+02]
res:  6387 -0.00017000244770315476 0.014544670411851257 0.03118777364540961
[ 1.20195544e-10 -1.03147341e-05 -2.82869735e-01  1.61511701e+04
 -1.43339150e+02  2.23227230e-02  1.54681871e+02 -1.42870429e+02
  5.20827848e-01  1.55185629e+02 -1.43326881e+02  1.16146353e-02
  1.54678142e+02 -1.42825717e+02  5.36980075e-01  1.55184543e+02
 -1.43349782e+02  3.23959973e-02  1.54682079e+02 -1.42877793e+02
  5.22027210e-01  1.55185216e+02 -1.43347190e+02  1.64474341e-02
  1.54687030e+02 -1.42802631e+02  5.30108849e-01  1.55184750e+02
 -1.43328502e+02  2.42515885e-02  1.54692016e+02 -1.42848674e+02
  5.20483098e-01  1.55172830e+02 -1.43334312e+02  2.62467392e-02
  1.54693187e+02 -1.42856332e+02  5.15904748e-01  1.55173482e+02
 -1.43346889e+02  2.42292729e-02  1.54677529e+02 -1.42889538e+02
  5.18234394e-01  1.55184305e+02 -1.43353697e+02  2.61117925e-02
  1.54694195e+02 -1.42829882e+02  5.31859517e-01  1.55172477e+02
 -1.43357233e+02  4.02971204e-02  1.54690040e+02 -1.42835758e+02
  5.28683407e-01  1.55181625e+02 -1.43350383e+02  3.56149570e-02
  1.54683421e+02 -1.42823330e+02  5.22022165e-01  1.55178816e+02
 -1.43378489e+02  2.68221716e-02  1.54684006e+02 -1.42856545e+02
  5.22844935e-01  1.55177923e+02 -1.43372031e+02  6.15339872e-03
  1.54686570e+02 -1.42869094e+02  5.08632356e-01  1.55187390e+02
 -1.43347043e+02  4.36842675e-03  1.54686281e+02 -1.42899751e+02
  5.20527218e-01  1.55189038e+02]
Niter:  1 row:  218 ngroup:  26 nlines:  6387 gd:  6031
[ 1.20195544e-10 -1.03147341e-05 -2.82869735e-01  1.61511701e+04
 -1.43339150e+02  2.23227230e-02  1.54681871e+02 -1.42870429e+02
  5.20827848e-01  1.55185629e+02 -1.43326881e+02  1.16146353e-02
  1.54678142e+02 -1.42825717e+02  5.36980075e-01  1.55184543e+02
 -1.43349782e+02  3.23959973e-02  1.54682079e+02 -1.42877793e+02
  5.22027210e-01  1.55185216e+02 -1.43347190e+02  1.64474341e-02
  1.54687030e+02 -1.42802631e+02  5.30108849e-01  1.55184750e+02
 -1.43328502e+02  2.42515885e-02  1.54692016e+02 -1.42848674e+02
  5.20483098e-01  1.55172830e+02 -1.43334312e+02  2.62467392e-02
  1.54693187e+02 -1.42856332e+02  5.15904748e-01  1.55173482e+02
 -1.43346889e+02  2.42292729e-02  1.54677529e+02 -1.42889538e+02
  5.18234394e-01  1.55184305e+02 -1.43353697e+02  2.61117925e-02
  1.54694195e+02 -1.42829882e+02  5.31859517e-01  1.55172477e+02
 -1.43357233e+02  4.02971204e-02  1.54690040e+02 -1.42835758e+02
  5.28683407e-01  1.55181625e+02 -1.43350383e+02  3.56149570e-02
  1.54683421e+02 -1.42823330e+02  5.22022165e-01  1.55178816e+02
 -1.43378489e+02  2.68221716e-02  1.54684006e+02 -1.42856545e+02
  5.22844935e-01  1.55177923e+02 -1.43372031e+02  6.15339872e-03
  1.54686570e+02 -1.42869094e+02  5.08632356e-01  1.55187390e+02
 -1.43347043e+02  4.36842675e-03  1.54686281e+02 -1.42899751e+02
  5.20527218e-01  1.55189038e+02]
res:  6031 -0.0007913277786428807 0.014442729261645582 0.023536817975373076
[ 1.20195556e-10 -1.03147331e-05 -2.82869763e-01  1.61511717e+04
 -1.43346203e+02  1.46896636e-02  1.54693718e+02 -1.42868542e+02
  5.20089248e-01  1.55190391e+02 -1.43337299e+02  2.32862736e-02
  1.54682900e+02 -1.42834786e+02  5.33300011e-01  1.55189313e+02
 -1.43354267e+02  2.59197938e-02  1.54691181e+02 -1.42868090e+02
  5.13778744e-01  1.55189974e+02 -1.43339684e+02  1.39625196e-02
  1.54691797e+02 -1.42840154e+02  5.23245269e-01  1.55194276e+02
 -1.43346452e+02  2.68409986e-02  1.54698860e+02 -1.42842731e+02
  5.24705805e-01  1.55180717e+02 -1.43339346e+02  4.07479629e-02
  1.54695272e+02 -1.42842198e+02  5.14335137e-01  1.55179163e+02
 -1.43343268e+02  1.27420961e-02  1.54682296e+02 -1.42882567e+02
  5.24225337e-01  1.55189361e+02 -1.43351552e+02  2.40067358e-02
  1.54703696e+02 -1.42833625e+02  5.28279326e-01  1.55183071e+02
 -1.43353720e+02  3.19054800e-02  1.54694801e+02 -1.42847560e+02
  5.30585995e-01  1.55184377e+02 -1.43342461e+02  2.59323042e-02
  1.54690396e+02 -1.42829565e+02  5.17129945e-01  1.55183582e+02
 -1.43385539e+02  2.39064984e-02  1.54689101e+02 -1.42849570e+02
  5.22529362e-01  1.55187493e+02 -1.43370913e+02 -1.36335961e-03
  1.54691329e+02 -1.42868900e+02  5.16435389e-01  1.55190191e+02
 -1.43345761e+02  1.31207966e-02  1.54689182e+02 -1.42884755e+02
  5.27375585e-01  1.55193809e+02]
Niter:  2 row:  218 ngroup:  26 nlines:  6387 gd:  6024
[ 1.20195556e-10 -1.03147331e-05 -2.82869763e-01  1.61511717e+04
 -1.43346203e+02  1.46896636e-02  1.54693718e+02 -1.42868542e+02
  5.20089248e-01  1.55190391e+02 -1.43337299e+02  2.32862736e-02
  1.54682900e+02 -1.42834786e+02  5.33300011e-01  1.55189313e+02
 -1.43354267e+02  2.59197938e-02  1.54691181e+02 -1.42868090e+02
  5.13778744e-01  1.55189974e+02 -1.43339684e+02  1.39625196e-02
  1.54691797e+02 -1.42840154e+02  5.23245269e-01  1.55194276e+02
 -1.43346452e+02  2.68409986e-02  1.54698860e+02 -1.42842731e+02
  5.24705805e-01  1.55180717e+02 -1.43339346e+02  4.07479629e-02
  1.54695272e+02 -1.42842198e+02  5.14335137e-01  1.55179163e+02
 -1.43343268e+02  1.27420961e-02  1.54682296e+02 -1.42882567e+02
  5.24225337e-01  1.55189361e+02 -1.43351552e+02  2.40067358e-02
  1.54703696e+02 -1.42833625e+02  5.28279326e-01  1.55183071e+02
 -1.43353720e+02  3.19054800e-02  1.54694801e+02 -1.42847560e+02
  5.30585995e-01  1.55184377e+02 -1.43342461e+02  2.59323042e-02
  1.54690396e+02 -1.42829565e+02  5.17129945e-01  1.55183582e+02
 -1.43385539e+02  2.39064984e-02  1.54689101e+02 -1.42849570e+02
  5.22529362e-01  1.55187493e+02 -1.43370913e+02 -1.36335961e-03
  1.54691329e+02 -1.42868900e+02  5.16435389e-01  1.55190191e+02
 -1.43345761e+02  1.31207966e-02  1.54689182e+02 -1.42884755e+02
  5.27375585e-01  1.55193809e+02]
res:  6024 -0.0008406962660956196 0.014430062839892344 0.023418930217429093
[ 1.20195568e-10 -1.03147320e-05 -2.82869791e-01  1.61511734e+04
 -1.43344293e+02  1.70867501e-02  1.54698489e+02 -1.42866656e+02
  5.25783314e-01  1.55195153e+02 -1.43340693e+02  2.89932415e-02
  1.54689588e+02 -1.42832658e+02  5.39009539e-01  1.55196140e+02
 -1.43347266e+02  2.85238637e-02  1.54695943e+02 -1.42861115e+02
  5.13444997e-01  1.55194731e+02 -1.43332699e+02  1.96535429e-02
  1.54696564e+02 -1.42833155e+02  5.19619630e-01  1.55199038e+02
 -1.43339451e+02  3.25481645e-02  1.54703623e+02 -1.42835727e+02
  5.30405265e-01  1.55185480e+02 -1.43332386e+02  4.64473464e-02
  1.54700027e+02 -1.42835203e+02  5.13538229e-01  1.55183918e+02
 -1.43336290e+02  1.84432769e-02  1.54687063e+02 -1.42875596e+02
  5.29940557e-01  1.55194127e+02 -1.43344563e+02  2.63594488e-02
  1.54708461e+02 -1.42826614e+02  5.33978310e-01  1.55187829e+02
 -1.43346709e+02  3.76193280e-02  1.54699561e+02 -1.42840580e+02
  5.33064550e-01  1.55190994e+02 -1.43335500e+02  2.86634120e-02
  1.54695151e+02 -1.42822578e+02  5.22836163e-01  1.55188349e+02
 -1.43378552e+02  2.96124754e-02  1.54695702e+02 -1.42842596e+02
  5.28226633e-01  1.55192257e+02 -1.43363934e+02  4.34156263e-03
  1.54696088e+02 -1.42861923e+02  5.22129578e-01  1.55194940e+02
 -1.43338785e+02  1.88105425e-02  1.54693937e+02 -1.42877772e+02
  5.33054187e-01  1.55198580e+02]
Niter:  3 row:  218 ngroup:  26 nlines:  6387 gd:  6022
[ 1.20195568e-10 -1.03147320e-05 -2.82869791e-01  1.61511734e+04
 -1.43344293e+02  1.70867501e-02  1.54698489e+02 -1.42866656e+02
  5.25783314e-01  1.55195153e+02 -1.43340693e+02  2.89932415e-02
  1.54689588e+02 -1.42832658e+02  5.39009539e-01  1.55196140e+02
 -1.43347266e+02  2.85238637e-02  1.54695943e+02 -1.42861115e+02
  5.13444997e-01  1.55194731e+02 -1.43332699e+02  1.96535429e-02
  1.54696564e+02 -1.42833155e+02  5.19619630e-01  1.55199038e+02
 -1.43339451e+02  3.25481645e-02  1.54703623e+02 -1.42835727e+02
  5.30405265e-01  1.55185480e+02 -1.43332386e+02  4.64473464e-02
  1.54700027e+02 -1.42835203e+02  5.13538229e-01  1.55183918e+02
 -1.43336290e+02  1.84432769e-02  1.54687063e+02 -1.42875596e+02
  5.29940557e-01  1.55194127e+02 -1.43344563e+02  2.63594488e-02
  1.54708461e+02 -1.42826614e+02  5.33978310e-01  1.55187829e+02
 -1.43346709e+02  3.76193280e-02  1.54699561e+02 -1.42840580e+02
  5.33064550e-01  1.55190994e+02 -1.43335500e+02  2.86634120e-02
  1.54695151e+02 -1.42822578e+02  5.22836163e-01  1.55188349e+02
 -1.43378552e+02  2.96124754e-02  1.54695702e+02 -1.42842596e+02
  5.28226633e-01  1.55192257e+02 -1.43363934e+02  4.34156263e-03
  1.54696088e+02 -1.42861923e+02  5.22129578e-01  1.55194940e+02
 -1.43338785e+02  1.88105425e-02  1.54693937e+02 -1.42877772e+02
  5.33054187e-01  1.55198580e+02]
res:  6022 -0.0005797926514787832 0.014369960745170829 0.02334337686333598
[ 1.20654736e-10 -1.03147932e-05 -2.82879298e-01  1.61511718e+04
 -1.43283207e+02  9.76451426e-03  1.54643870e+02 -1.42806740e+02
  5.18423979e-01  1.55140410e+02 -1.43279901e+02  2.25138974e-02
  1.54634777e+02 -1.42772103e+02  5.32452681e-01  1.55141376e+02
 -1.43286373e+02  2.15724671e-02  1.54641303e+02 -1.42801604e+02
  5.07246187e-01  1.55139885e+02 -1.43272000e+02  1.21335631e-02
  1.54641996e+02 -1.42772375e+02  5.11271874e-01  1.55144262e+02
 -1.43278601e+02  2.58681158e-02  1.54649018e+02 -1.42775384e+02
  5.23530828e-01  1.55130625e+02 -1.43273076e+02  3.96180757e-02
  1.54645218e+02 -1.42774283e+02  5.06168484e-01  1.55128937e+02
 -1.43276486e+02  1.13609710e-02  1.54632327e+02 -1.42815853e+02
  5.23859754e-01  1.55139427e+02 -1.43284271e+02  1.91415313e-02
  1.54653774e+02 -1.42765847e+02  5.27012186e-01  1.55133079e+02
 -1.43285803e+02  3.14266700e-02  1.54644860e+02 -1.42780846e+02
  5.25987079e-01  1.55136194e+02 -1.43276012e+02  2.31147035e-02
  1.54640437e+02 -1.42762064e+02  5.16115948e-01  1.55133669e+02
 -1.43318021e+02  2.30930315e-02  1.54640929e+02 -1.42782118e+02
  5.21039544e-01  1.55137355e+02 -1.43304042e+02 -2.28051604e-03
  1.54641462e+02 -1.42801777e+02  5.15040170e-01  1.55139986e+02
 -1.43279065e+02  1.15834024e-02  1.54639031e+02 -1.42817074e+02
  5.24835507e-01  1.55143987e+02]
Niter:  4 row:  218 ngroup:  26 nlines:  6387 gd:  6014
[ 1.20654736e-10 -1.03147932e-05 -2.82879298e-01  1.61511718e+04
 -1.43283207e+02  9.76451426e-03  1.54643870e+02 -1.42806740e+02
  5.18423979e-01  1.55140410e+02 -1.43279901e+02  2.25138974e-02
  1.54634777e+02 -1.42772103e+02  5.32452681e-01  1.55141376e+02
 -1.43286373e+02  2.15724671e-02  1.54641303e+02 -1.42801604e+02
  5.07246187e-01  1.55139885e+02 -1.43272000e+02  1.21335631e-02
  1.54641996e+02 -1.42772375e+02  5.11271874e-01  1.55144262e+02
 -1.43278601e+02  2.58681158e-02  1.54649018e+02 -1.42775384e+02
  5.23530828e-01  1.55130625e+02 -1.43273076e+02  3.96180757e-02
  1.54645218e+02 -1.42774283e+02  5.06168484e-01  1.55128937e+02
 -1.43276486e+02  1.13609710e-02  1.54632327e+02 -1.42815853e+02
  5.23859754e-01  1.55139427e+02 -1.43284271e+02  1.91415313e-02
  1.54653774e+02 -1.42765847e+02  5.27012186e-01  1.55133079e+02
 -1.43285803e+02  3.14266700e-02  1.54644860e+02 -1.42780846e+02
  5.25987079e-01  1.55136194e+02 -1.43276012e+02  2.31147035e-02
  1.54640437e+02 -1.42762064e+02  5.16115948e-01  1.55133669e+02
 -1.43318021e+02  2.30930315e-02  1.54640929e+02 -1.42782118e+02
  5.21039544e-01  1.55137355e+02 -1.43304042e+02 -2.28051604e-03
  1.54641462e+02 -1.42801777e+02  5.15040170e-01  1.55139986e+02
 -1.43279065e+02  1.15834024e-02  1.54639031e+02 -1.42817074e+02
  5.24835507e-01  1.55143987e+02]
res:  6014 -0.0006235425462364219 0.014224147227650974 0.02317026499701999
[ 1.20654748e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
Niter:  5 row:  218 ngroup:  26 nlines:  6387 gd:  6010
[ 1.20654748e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
res:  6010 -0.00089509256031306 0.014173481076795724 0.023110781401896947
[ 1.20696300e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
Niter:  6 row:  218 ngroup:  26 nlines:  6387 gd:  6010
[ 1.20696300e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
res:  6010 -0.000902976818906609 0.014188844688760582 0.02311122652599128
[ 1.20699200e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
Saving figure to  wave_resid_43670005_fiber218.png
Final values:
res:  -0.000902976818906609 0.02311122652599128
pars:  [ 1.20699200e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
218 [ 1.20699200e-10 -1.03147922e-05 -2.82879269e-01  1.61511701e+04
 -1.43292834e+02  4.57116950e-03  1.54641449e+02 -1.42821769e+02
  5.09923077e-01  1.55136113e+02 -1.43299678e+02  1.48205697e-02
  1.54632286e+02 -1.42781618e+02  5.27190231e-01  1.55139038e+02
 -1.43296017e+02  1.35423108e-02  1.54637041e+02 -1.42815701e+02
  5.02417266e-01  1.55137457e+02 -1.43287043e+02  7.41408530e-03
  1.54639545e+02 -1.42787201e+02  5.03290799e-01  1.55141843e+02
 -1.43293582e+02  2.05830331e-02  1.54646503e+02 -1.42794064e+02
  5.09869230e-01  1.55128223e+02 -1.43287461e+02  3.43748941e-02
  1.54642758e+02 -1.42789546e+02  5.00979135e-01  1.55126554e+02
 -1.43285685e+02  9.38640032e-03  1.54627982e+02 -1.42830327e+02
  5.18557947e-01  1.55136999e+02 -1.43293749e+02  1.06113120e-02
  1.54651290e+02 -1.42775653e+02  5.21812007e-01  1.55130649e+02
 -1.43300419e+02  2.02979145e-02  1.54642444e+02 -1.42795104e+02
  5.20761434e-01  1.55133905e+02 -1.43290422e+02  2.10358332e-02
  1.54637977e+02 -1.42771626e+02  5.10856384e-01  1.55131219e+02
 -1.43332914e+02  1.50299327e-02  1.54638488e+02 -1.42792067e+02
  5.15824833e-01  1.55134972e+02 -1.43308354e+02 -1.04766121e-02
  1.54638939e+02 -1.42816447e+02  5.06666868e-01  1.55137616e+02
 -1.43288330e+02  3.76151534e-03  1.54636589e+02 -1.42832110e+02
  5.14871491e-01  1.55141528e+02]
--- Row 220/300 row=219 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  219
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=219 ---
Niter:  0 row:  219 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.000844176099235483 0.01409921176127682 0.02988467043581639
[ 1.20478453e-10 -1.03138849e-05 -2.82874289e-01  1.61511683e+04
 -1.43315818e+02  1.42619375e-13  1.54644442e+02]
Niter:  1 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20478453e-10 -1.03138849e-05 -2.82874289e-01  1.61511683e+04
 -1.43315818e+02  1.42619375e-13  1.54644442e+02]
res:  232 -0.0003730627922777785 0.014598237969039474 0.02321095745072383
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Niter:  2 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
res:  232 -0.00037306414833437884 0.014598236160964007 0.02321095745072297
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Niter:  3 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
res:  232 -0.00037306414833437884 0.014598236160964007 0.02321095745072297
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Niter:  4 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
res:  232 -0.00037306414833437884 0.014598236160964007 0.02321095745072297
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Niter:  5 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
res:  232 -0.00037306414833437884 0.014598236160964007 0.02321095745072297
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Niter:  6 row:  219 ngroup:  1 nlines:  244 gd:  232
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
res:  232 -0.00037306414833437884 0.014598236160964007 0.02321095745072297
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
Final values:
res:  -0.00037306414833437884 0.02321095745072297
pars:  [ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
219 [ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02]
elapsed: 2.9 sec.
Niter:  0 row:  219 ngroup:  26 nlines:  6299 gd:  6299
[ 1.20544660e-10 -1.03142540e-05 -2.82875601e-01  1.61511730e+04
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
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  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02 -1.43303115e+02  8.73409883e-12
  1.54642446e+02 -1.43303115e+02  8.73409883e-12  1.54642446e+02
 -1.43303115e+02  8.73409883e-12  1.54642446e+02 -1.43303115e+02
  8.73409883e-12  1.54642446e+02]
res:  6299 -0.0001469679264118895 0.01376794490715838 0.03072411828250539
[ 1.20544672e-10 -1.03142550e-05 -2.82875572e-01  1.61511714e+04
 -1.43303162e+02  1.03118577e-02  1.54641214e+02 -1.42828977e+02
  4.93668459e-01  1.55148566e+02 -1.43327628e+02 -1.41776913e-03
  1.54641631e+02 -1.42838828e+02  5.21324392e-01  1.55137154e+02
 -1.43315939e+02  1.56193604e-02  1.54642216e+02 -1.42823975e+02
  5.11909429e-01  1.55135948e+02 -1.43287832e+02  8.81295657e-03
  1.54641260e+02 -1.42872176e+02  5.17067694e-01  1.55122939e+02
 -1.43326882e+02  1.31644790e-02  1.54635166e+02 -1.42851834e+02
  5.19798484e-01  1.55141966e+02 -1.43318503e+02  2.44623933e-02
  1.54645932e+02 -1.42827802e+02  5.04829284e-01  1.55128039e+02
 -1.43346430e+02  8.60332415e-03  1.54633144e+02 -1.42849137e+02
  4.82171692e-01  1.55135099e+02 -1.43351856e+02  8.32915677e-03
  1.54638201e+02 -1.42840550e+02  4.80509955e-01  1.55132459e+02
 -1.43337499e+02  2.70464624e-02  1.54629496e+02 -1.42845557e+02
  4.96235212e-01  1.55127266e+02 -1.43342710e+02 -3.12037121e-03
  1.54642240e+02 -1.42817726e+02  4.77466164e-01  1.55137769e+02
 -1.43335106e+02 -1.87364503e-02  1.54631630e+02 -1.42848891e+02
  4.96849882e-01  1.55139352e+02 -1.43318842e+02 -1.23960727e-02
  1.54627416e+02 -1.42834571e+02  4.81422903e-01  1.55131027e+02
 -1.43343951e+02 -3.83048167e-03  1.54633252e+02 -1.42831260e+02
  4.92282508e-01  1.55127390e+02]
Niter:  1 row:  219 ngroup:  26 nlines:  6299 gd:  5891
[ 1.20544672e-10 -1.03142550e-05 -2.82875572e-01  1.61511714e+04
 -1.43303162e+02  1.03118577e-02  1.54641214e+02 -1.42828977e+02
  4.93668459e-01  1.55148566e+02 -1.43327628e+02 -1.41776913e-03
  1.54641631e+02 -1.42838828e+02  5.21324392e-01  1.55137154e+02
 -1.43315939e+02  1.56193604e-02  1.54642216e+02 -1.42823975e+02
  5.11909429e-01  1.55135948e+02 -1.43287832e+02  8.81295657e-03
  1.54641260e+02 -1.42872176e+02  5.17067694e-01  1.55122939e+02
 -1.43326882e+02  1.31644790e-02  1.54635166e+02 -1.42851834e+02
  5.19798484e-01  1.55141966e+02 -1.43318503e+02  2.44623933e-02
  1.54645932e+02 -1.42827802e+02  5.04829284e-01  1.55128039e+02
 -1.43346430e+02  8.60332415e-03  1.54633144e+02 -1.42849137e+02
  4.82171692e-01  1.55135099e+02 -1.43351856e+02  8.32915677e-03
  1.54638201e+02 -1.42840550e+02  4.80509955e-01  1.55132459e+02
 -1.43337499e+02  2.70464624e-02  1.54629496e+02 -1.42845557e+02
  4.96235212e-01  1.55127266e+02 -1.43342710e+02 -3.12037121e-03
  1.54642240e+02 -1.42817726e+02  4.77466164e-01  1.55137769e+02
 -1.43335106e+02 -1.87364503e-02  1.54631630e+02 -1.42848891e+02
  4.96849882e-01  1.55139352e+02 -1.43318842e+02 -1.23960727e-02
  1.54627416e+02 -1.42834571e+02  4.81422903e-01  1.55131027e+02
 -1.43343951e+02 -3.83048167e-03  1.54633252e+02 -1.42831260e+02
  4.92282508e-01  1.55127390e+02]
res:  5891 -0.0007685380787734175 0.013734238611505134 0.022135570372647555
[ 1.20544684e-10 -1.03142560e-05 -2.82875544e-01  1.61511698e+04
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 -1.43334977e+02 -1.48936202e-02  1.54637693e+02 -1.42845155e+02
  4.84556316e-01  1.55135578e+02 -1.43306548e+02 -6.71496151e-03
  1.54630319e+02 -1.42853509e+02  4.94919958e-01  1.55121985e+02
 -1.43346241e+02 -1.39574909e-02  1.54632406e+02 -1.42846253e+02
  5.07149606e-01  1.55141203e+02 -1.43332393e+02 -5.89616093e-04
  1.54642736e+02 -1.42833709e+02  5.01921356e-01  1.55125256e+02
 -1.43349625e+02 -2.34589811e-02  1.54630832e+02 -1.42861804e+02
  4.66194266e-01  1.55132256e+02 -1.43358848e+02 -1.41708881e-03
  1.54635330e+02 -1.42835827e+02  4.72138051e-01  1.55128045e+02
 -1.43356666e+02  2.79993906e-03  1.54621180e+02 -1.42843141e+02
  4.80730743e-01  1.55128480e+02 -1.43345176e+02 -1.54519707e-02
  1.54637477e+02 -1.42812634e+02  4.71498008e-01  1.55133007e+02
 -1.43352514e+02 -3.31813155e-02  1.54630855e+02 -1.42859512e+02
  4.76626804e-01  1.55134587e+02 -1.43343415e+02 -2.40971925e-02
  1.54624852e+02 -1.42851905e+02  4.59695162e-01  1.55128425e+02
 -1.43344532e+02 -4.56439133e-02  1.54635293e+02 -1.42833580e+02
  4.74349795e-01  1.55122634e+02]
Niter:  2 row:  219 ngroup:  26 nlines:  6299 gd:  5887
[ 1.20544684e-10 -1.03142560e-05 -2.82875544e-01  1.61511698e+04
 -1.43322370e+02 -8.56935580e-03  1.54632924e+02 -1.42843012e+02
  4.83300354e-01  1.55145927e+02 -1.43347452e+02 -2.86477064e-02
  1.54635292e+02 -1.42847383e+02  4.91155611e-01  1.55135306e+02
 -1.43334977e+02 -1.48936202e-02  1.54637693e+02 -1.42845155e+02
  4.84556316e-01  1.55135578e+02 -1.43306548e+02 -6.71496151e-03
  1.54630319e+02 -1.42853509e+02  4.94919958e-01  1.55121985e+02
 -1.43346241e+02 -1.39574909e-02  1.54632406e+02 -1.42846253e+02
  5.07149606e-01  1.55141203e+02 -1.43332393e+02 -5.89616093e-04
  1.54642736e+02 -1.42833709e+02  5.01921356e-01  1.55125256e+02
 -1.43349625e+02 -2.34589811e-02  1.54630832e+02 -1.42861804e+02
  4.66194266e-01  1.55132256e+02 -1.43358848e+02 -1.41708881e-03
  1.54635330e+02 -1.42835827e+02  4.72138051e-01  1.55128045e+02
 -1.43356666e+02  2.79993906e-03  1.54621180e+02 -1.42843141e+02
  4.80730743e-01  1.55128480e+02 -1.43345176e+02 -1.54519707e-02
  1.54637477e+02 -1.42812634e+02  4.71498008e-01  1.55133007e+02
 -1.43352514e+02 -3.31813155e-02  1.54630855e+02 -1.42859512e+02
  4.76626804e-01  1.55134587e+02 -1.43343415e+02 -2.40971925e-02
  1.54624852e+02 -1.42851905e+02  4.59695162e-01  1.55128425e+02
 -1.43344532e+02 -4.56439133e-02  1.54635293e+02 -1.42833580e+02
  4.74349795e-01  1.55122634e+02]
res:  5887 -0.000863514787852182 0.013779683757093153 0.022048610987468378
[ 1.20544696e-10 -1.03142570e-05 -2.82875516e-01  1.61511681e+04
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  4.77602319e-01  1.55141173e+02 -1.43364865e+02 -3.43549680e-02
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 -1.43341975e+02 -2.37421028e-02  1.54636535e+02 -1.42852157e+02
  4.71887961e-01  1.55130813e+02 -1.43313566e+02 -1.24248718e-02
  1.54625559e+02 -1.42856099e+02  4.86352791e-01  1.55118973e+02
 -1.43353213e+02 -2.82771284e-02  1.54627642e+02 -1.42848928e+02
  4.98390281e-01  1.55136439e+02 -1.43339410e+02 -6.28650583e-03
  1.54637972e+02 -1.42840716e+02  4.96204659e-01  1.55120497e+02
 -1.43356622e+02 -3.19892975e-02  1.54627781e+02 -1.42868781e+02
  4.57726041e-01  1.55127493e+02 -1.43365841e+02 -7.09291207e-03
  1.54630568e+02 -1.42842844e+02  4.66439026e-01  1.55123286e+02
 -1.43368992e+02 -2.87964265e-03  1.54616422e+02 -1.42850106e+02
  4.75017782e-01  1.55123721e+02 -1.43352166e+02 -2.11393332e-02
  1.54632714e+02 -1.42815155e+02  4.65810823e-01  1.55128244e+02
 -1.43359492e+02 -4.20125599e-02  1.54627918e+02 -1.42866505e+02
  4.67703827e-01  1.55129821e+02 -1.43350364e+02 -2.98004129e-02
  1.54620098e+02 -1.42858909e+02  4.50912493e-01  1.55123665e+02
 -1.43351508e+02 -5.45381147e-02  1.54630530e+02 -1.42835633e+02
  4.62927233e-01  1.55117877e+02]
Niter:  3 row:  219 ngroup:  26 nlines:  6299 gd:  5888
[ 1.20544696e-10 -1.03142570e-05 -2.82875516e-01  1.61511681e+04
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  4.71887961e-01  1.55130813e+02 -1.43313566e+02 -1.24248718e-02
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  4.98390281e-01  1.55136439e+02 -1.43339410e+02 -6.28650583e-03
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  4.57726041e-01  1.55127493e+02 -1.43365841e+02 -7.09291207e-03
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  4.75017782e-01  1.55123721e+02 -1.43352166e+02 -2.11393332e-02
  1.54632714e+02 -1.42815155e+02  4.65810823e-01  1.55128244e+02
 -1.43359492e+02 -4.20125599e-02  1.54627918e+02 -1.42866505e+02
  4.67703827e-01  1.55129821e+02 -1.43350364e+02 -2.98004129e-02
  1.54620098e+02 -1.42858909e+02  4.50912493e-01  1.55123665e+02
 -1.43351508e+02 -5.45381147e-02  1.54630530e+02 -1.42835633e+02
  4.62927233e-01  1.55117877e+02]
res:  5888 -0.0005879939199076034 0.013728870155318873 0.022036996930856714
[ 1.20837252e-10 -1.03148261e-05 -2.82877930e-01  1.61511698e+04
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  4.99184773e-01  1.55127572e+02 -1.43335725e+02 -1.45203556e-03
  1.54629088e+02 -1.42836867e+02  5.01387666e-01  1.55111628e+02
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  1.54621742e+02 -1.42839121e+02  4.71322783e-01  1.55114443e+02
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  4.80155481e-01  1.55114830e+02 -1.43347922e+02 -1.63799753e-02
  1.54623852e+02 -1.42811000e+02  4.70536980e-01  1.55119400e+02
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  4.72712443e-01  1.55120932e+02 -1.43345217e+02 -2.48898653e-02
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 -1.43347124e+02 -5.00676613e-02  1.54621661e+02 -1.42831393e+02
  4.67971282e-01  1.55108951e+02]
Niter:  4 row:  219 ngroup:  26 nlines:  6299 gd:  5895
[ 1.20837252e-10 -1.03148261e-05 -2.82877930e-01  1.61511698e+04
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  4.99184773e-01  1.55127572e+02 -1.43335725e+02 -1.45203556e-03
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  4.62766533e-01  1.55118647e+02 -1.43361745e+02 -2.56617777e-03
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  4.80155481e-01  1.55114830e+02 -1.43347922e+02 -1.63799753e-02
  1.54623852e+02 -1.42811000e+02  4.70536980e-01  1.55119400e+02
 -1.43355138e+02 -3.73492484e-02  1.54619083e+02 -1.42862213e+02
  4.72712443e-01  1.55120932e+02 -1.43345217e+02 -2.48898653e-02
  1.54611234e+02 -1.42855061e+02  4.55630144e-01  1.55114848e+02
 -1.43347124e+02 -5.00676613e-02  1.54621661e+02 -1.42831393e+02
  4.67971282e-01  1.55108951e+02]
res:  5895 -0.0006697319895465625 0.013682155027709086 0.022118240863213023
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  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
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  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
Niter:  5 row:  219 ngroup:  26 nlines:  6299 gd:  5892
[ 1.20837240e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
res:  5892 -0.0006515936893265462 0.013680463374839746 0.02207908746687179
[ 1.20836379e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
Niter:  6 row:  219 ngroup:  26 nlines:  6299 gd:  5893
[ 1.20836379e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
res:  5893 -0.0006472919012594502 0.013673650773853296 0.02209194093401244
[ 1.20834262e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
Saving figure to  wave_resid_43670005_fiber219.png
Final values:
res:  -0.0006472919012594502 0.02209194093401244
pars:  [ 1.20834262e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
219 [ 1.20834262e-10 -1.03148251e-05 -2.82877902e-01  1.61511696e+04
 -1.43326027e+02 -1.27622567e-02  1.54618819e+02 -1.42846330e+02
  4.75619451e-01  1.55131829e+02 -1.43361483e+02 -3.00944460e-02
  1.54621213e+02 -1.42851239e+02  4.86286236e-01  1.55121182e+02
 -1.43338580e+02 -1.94524938e-02  1.54627160e+02 -1.42848982e+02
  4.69016159e-01  1.55121428e+02 -1.43310483e+02 -8.00502599e-03
  1.54616207e+02 -1.42852521e+02  4.90560653e-01  1.55111437e+02
 -1.43349435e+02 -2.42884553e-02  1.54620210e+02 -1.42845674e+02
  4.97011331e-01  1.55127095e+02 -1.43341520e+02 -2.10871585e-03
  1.54628613e+02 -1.42842407e+02  5.00726346e-01  1.55111147e+02
 -1.43353287e+02 -2.77976149e-02  1.54620141e+02 -1.42864983e+02
  4.62107947e-01  1.55118168e+02 -1.43362475e+02 -3.22150806e-03
  1.54621261e+02 -1.42839834e+02  4.73836442e-01  1.55113959e+02
 -1.43365004e+02 -2.14195886e-03  1.54608884e+02 -1.42841844e+02
  4.79489203e-01  1.55114350e+02 -1.43348647e+02 -1.70358883e-02
  1.54623372e+02 -1.42811728e+02  4.69881107e-01  1.55118921e+02
 -1.43355881e+02 -3.80045228e-02  1.54618602e+02 -1.42862953e+02
  4.72043175e-01  1.55120459e+02 -1.43345997e+02 -2.86337906e-02
  1.54610748e+02 -1.42855781e+02  4.54971190e-01  1.55114364e+02
 -1.43347878e+02 -5.07136026e-02  1.54621182e+02 -1.42832470e+02
  4.67303710e-01  1.55108476e+02]
--- Row 221/300 row=220 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  220
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=220 ---
Niter:  0 row:  220 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0009820240211411146 0.015042732069559861 0.028329605760166666
[ 1.20872056e-10 -1.03138557e-05 -2.82877739e-01  1.61511812e+04
 -1.43279945e+02 -1.47623159e-13  1.54638326e+02]
Niter:  1 row:  220 ngroup:  1 nlines:  245 gd:  236
[ 1.20872056e-10 -1.03138557e-05 -2.82877739e-01  1.61511812e+04
 -1.43279945e+02 -1.47623159e-13  1.54638326e+02]
res:  236 -0.0004713066591648385 0.016319577833201038 0.02360990841089473
[ 1.21092024e-10 -1.03137729e-05 -2.82881554e-01  1.61511868e+04
 -1.43225465e+02  3.14446629e-12  1.54637456e+02]
Niter:  2 row:  220 ngroup:  1 nlines:  245 gd:  238
[ 1.21092024e-10 -1.03137729e-05 -2.82881554e-01  1.61511868e+04
 -1.43225465e+02  3.14446629e-12  1.54637456e+02]
res:  238 -0.0006707537177135237 0.01600937246803369 0.024295247158141697
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
Niter:  3 row:  220 ngroup:  1 nlines:  245 gd:  238
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
res:  238 -0.0006707537177135237 0.01600937246803369 0.024295247158141697
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
Niter:  4 row:  220 ngroup:  1 nlines:  245 gd:  238
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
res:  238 -0.0006707537177135237 0.01600937246803369 0.024295247158141697
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
Niter:  5 row:  220 ngroup:  1 nlines:  245 gd:  238
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
res:  238 -0.0006707537177135237 0.01600937246803369 0.024295247158141697
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
Niter:  6 row:  220 ngroup:  1 nlines:  245 gd:  238
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
res:  238 -0.0006707537177135237 0.01600937246803369 0.024295247158141697
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
Final values:
res:  -0.0006707537177135237 0.024295247158141697
pars:  [ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
220 [ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02]
elapsed: 2.9 sec.
Niter:  0 row:  220 ngroup:  26 nlines:  6339 gd:  6339
[ 1.21147619e-10 -1.03138608e-05 -2.82882354e-01  1.61511878e+04
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02 -1.43218646e+02  3.69841901e-11
  1.54637684e+02 -1.43218646e+02  3.69841901e-11  1.54637684e+02
 -1.43218646e+02  3.69841901e-11  1.54637684e+02 -1.43218646e+02
  3.69841901e-11  1.54637684e+02]
res:  6339 0.0005980765745334793 0.014018229834618978 0.031923669962761504
[ 1.21147631e-10 -1.03138619e-05 -2.82882325e-01  1.61511862e+04
 -1.43233626e+02  1.80627739e-02  1.54632921e+02 -1.42745121e+02
  5.24458926e-01  1.55135956e+02 -1.43257281e+02  1.20632643e-02
  1.54620164e+02 -1.42754686e+02  5.17532311e-01  1.55135222e+02
 -1.43231534e+02  4.07789743e-02  1.54638706e+02 -1.42764365e+02
  4.93662925e-01  1.55123530e+02 -1.43230673e+02  2.20885292e-02
  1.54635971e+02 -1.42741234e+02  4.99653115e-01  1.55127059e+02
 -1.43264468e+02  4.51800958e-03  1.54635703e+02 -1.42739518e+02
  5.33225165e-01  1.55124322e+02 -1.43242018e+02  2.45083420e-02
  1.54631951e+02 -1.42756329e+02  5.13746265e-01  1.55120638e+02
 -1.43213925e+02  6.17319558e-03  1.54628867e+02 -1.42759570e+02
  5.18452096e-01  1.55128386e+02 -1.43242721e+02  3.08431395e-02
  1.54621320e+02 -1.42749050e+02  5.31554680e-01  1.55129809e+02
 -1.43258621e+02  1.72064336e-02  1.54622581e+02 -1.42762500e+02
  5.52352494e-01  1.55137761e+02 -1.43272890e+02  3.72126895e-02
  1.54621250e+02 -1.42736514e+02  5.18320974e-01  1.55118030e+02
 -1.43271652e+02  3.06571259e-02  1.54629248e+02 -1.42730462e+02
  4.98750352e-01  1.55119069e+02 -1.43253439e+02  2.43810265e-02
  1.54628670e+02 -1.42737398e+02  5.18678817e-01  1.55116442e+02
 -1.43261878e+02  1.70985766e-02  1.54619196e+02 -1.42764964e+02
  5.24696889e-01  1.55117780e+02]
Niter:  1 row:  220 ngroup:  26 nlines:  6339 gd:  5899
[ 1.21147631e-10 -1.03138619e-05 -2.82882325e-01  1.61511862e+04
 -1.43233626e+02  1.80627739e-02  1.54632921e+02 -1.42745121e+02
  5.24458926e-01  1.55135956e+02 -1.43257281e+02  1.20632643e-02
  1.54620164e+02 -1.42754686e+02  5.17532311e-01  1.55135222e+02
 -1.43231534e+02  4.07789743e-02  1.54638706e+02 -1.42764365e+02
  4.93662925e-01  1.55123530e+02 -1.43230673e+02  2.20885292e-02
  1.54635971e+02 -1.42741234e+02  4.99653115e-01  1.55127059e+02
 -1.43264468e+02  4.51800958e-03  1.54635703e+02 -1.42739518e+02
  5.33225165e-01  1.55124322e+02 -1.43242018e+02  2.45083420e-02
  1.54631951e+02 -1.42756329e+02  5.13746265e-01  1.55120638e+02
 -1.43213925e+02  6.17319558e-03  1.54628867e+02 -1.42759570e+02
  5.18452096e-01  1.55128386e+02 -1.43242721e+02  3.08431395e-02
  1.54621320e+02 -1.42749050e+02  5.31554680e-01  1.55129809e+02
 -1.43258621e+02  1.72064336e-02  1.54622581e+02 -1.42762500e+02
  5.52352494e-01  1.55137761e+02 -1.43272890e+02  3.72126895e-02
  1.54621250e+02 -1.42736514e+02  5.18320974e-01  1.55118030e+02
 -1.43271652e+02  3.06571259e-02  1.54629248e+02 -1.42730462e+02
  4.98750352e-01  1.55119069e+02 -1.43253439e+02  2.43810265e-02
  1.54628670e+02 -1.42737398e+02  5.18678817e-01  1.55116442e+02
 -1.43261878e+02  1.70985766e-02  1.54619196e+02 -1.42764964e+02
  5.24696889e-01  1.55117780e+02]
res:  5899 -0.0002752783693722449 0.013955793247077963 0.022597474726441972
[ 1.21147620e-10 -1.03138629e-05 -2.82882297e-01  1.61511846e+04
 -1.43237159e+02 -8.11922966e-03  1.54626242e+02 -1.42765615e+02
  5.16931550e-01  1.55130981e+02 -1.43285559e+02  1.82411020e-03
  1.54617387e+02 -1.42773800e+02  5.12334983e-01  1.55128373e+02
 -1.43252973e+02  3.63214830e-02  1.54636319e+02 -1.42762828e+02
  4.84881720e-01  1.55121217e+02 -1.43255461e+02  3.23608267e-04
  1.54626960e+02 -1.42744751e+02  4.89534305e-01  1.55123855e+02
 -1.43260070e+02 -6.62735164e-04  1.54628683e+02 -1.42760759e+02
  5.06736466e-01  1.55121903e+02 -1.43244543e+02  1.09290567e-02
  1.54625450e+02 -1.42763730e+02  5.00190060e-01  1.55117562e+02
 -1.43232819e+02 -1.79669638e-03  1.54624711e+02 -1.42766699e+02
  5.16659324e-01  1.55128202e+02 -1.43252879e+02  2.49437898e-02
  1.54618840e+02 -1.42775230e+02  5.10443694e-01  1.55125050e+02
 -1.43261387e+02  4.33412013e-03  1.54617813e+02 -1.42764607e+02
  5.23508169e-01  1.55132934e+02 -1.43295061e+02  1.37954184e-02
  1.54618749e+02 -1.42760685e+02  4.97962505e-01  1.55119689e+02
 -1.43278641e+02  3.91629957e-03  1.54628220e+02 -1.42757002e+02
  4.79054714e-01  1.55114305e+02 -1.43261629e+02 -8.10092636e-03
  1.54624218e+02 -1.42744994e+02  4.98634159e-01  1.55111675e+02
 -1.43272581e+02  1.45650357e-03  1.54614437e+02 -1.42789333e+02
  5.03470499e-01  1.55113024e+02]
Niter:  2 row:  220 ngroup:  26 nlines:  6339 gd:  5899
[ 1.21147620e-10 -1.03138629e-05 -2.82882297e-01  1.61511846e+04
 -1.43237159e+02 -8.11922966e-03  1.54626242e+02 -1.42765615e+02
  5.16931550e-01  1.55130981e+02 -1.43285559e+02  1.82411020e-03
  1.54617387e+02 -1.42773800e+02  5.12334983e-01  1.55128373e+02
 -1.43252973e+02  3.63214830e-02  1.54636319e+02 -1.42762828e+02
  4.84881720e-01  1.55121217e+02 -1.43255461e+02  3.23608267e-04
  1.54626960e+02 -1.42744751e+02  4.89534305e-01  1.55123855e+02
 -1.43260070e+02 -6.62735164e-04  1.54628683e+02 -1.42760759e+02
  5.06736466e-01  1.55121903e+02 -1.43244543e+02  1.09290567e-02
  1.54625450e+02 -1.42763730e+02  5.00190060e-01  1.55117562e+02
 -1.43232819e+02 -1.79669638e-03  1.54624711e+02 -1.42766699e+02
  5.16659324e-01  1.55128202e+02 -1.43252879e+02  2.49437898e-02
  1.54618840e+02 -1.42775230e+02  5.10443694e-01  1.55125050e+02
 -1.43261387e+02  4.33412013e-03  1.54617813e+02 -1.42764607e+02
  5.23508169e-01  1.55132934e+02 -1.43295061e+02  1.37954184e-02
  1.54618749e+02 -1.42760685e+02  4.97962505e-01  1.55119689e+02
 -1.43278641e+02  3.91629957e-03  1.54628220e+02 -1.42757002e+02
  4.79054714e-01  1.55114305e+02 -1.43261629e+02 -8.10092636e-03
  1.54624218e+02 -1.42744994e+02  4.98634159e-01  1.55111675e+02
 -1.43272581e+02  1.45650357e-03  1.54614437e+02 -1.42789333e+02
  5.03470499e-01  1.55113024e+02]
res:  5899 -0.00032973931774904486 0.01394259156404587 0.022563938865931308
[ 1.21147608e-10 -1.03138639e-05 -2.82882269e-01  1.61511830e+04
 -1.43244150e+02 -1.68660253e-02  1.54621478e+02 -1.42772630e+02
  5.11222003e-01  1.55126215e+02 -1.43292540e+02 -7.15325214e-03
  1.54612622e+02 -1.42780765e+02  5.06655442e-01  1.55123610e+02
 -1.43259956e+02  3.06155247e-02  1.54631555e+02 -1.42769855e+02
  4.79178379e-01  1.55118347e+02 -1.43262465e+02 -8.82169697e-03
  1.54622189e+02 -1.42751786e+02  4.83857959e-01  1.55119092e+02
 -1.43261811e+02 -6.36367671e-03  1.54623919e+02 -1.42767745e+02
  4.97783667e-01  1.55117139e+02 -1.43246938e+02  5.21953930e-03
  1.54620680e+02 -1.42770707e+02  4.94511454e-01  1.55114738e+02
 -1.43239823e+02 -7.46515940e-03  1.54619952e+02 -1.42773710e+02
  5.10979361e-01  1.55123434e+02 -1.43259874e+02  1.92482462e-02
  1.54614070e+02 -1.42786678e+02  5.04739529e-01  1.55120291e+02
 -1.43268346e+02 -4.31046483e-03  1.54614965e+02 -1.42771604e+02
  5.05398358e-01  1.55128170e+02 -1.43302033e+02  4.97798581e-03
  1.54615721e+02 -1.42767659e+02  4.92276206e-01  1.55114933e+02
 -1.43285630e+02 -4.94072141e-03  1.54623465e+02 -1.42769176e+02
  4.73350982e-01  1.55109541e+02 -1.43268612e+02 -1.66944351e-02
  1.54621304e+02 -1.42751985e+02  4.86146731e-01  1.55108694e+02
 -1.43279588e+02 -7.43867680e-03  1.54609677e+02 -1.42801638e+02
  4.97763871e-01  1.55108269e+02]
Niter:  3 row:  220 ngroup:  26 nlines:  6339 gd:  5900
[ 1.21147608e-10 -1.03138639e-05 -2.82882269e-01  1.61511830e+04
 -1.43244150e+02 -1.68660253e-02  1.54621478e+02 -1.42772630e+02
  5.11222003e-01  1.55126215e+02 -1.43292540e+02 -7.15325214e-03
  1.54612622e+02 -1.42780765e+02  5.06655442e-01  1.55123610e+02
 -1.43259956e+02  3.06155247e-02  1.54631555e+02 -1.42769855e+02
  4.79178379e-01  1.55118347e+02 -1.43262465e+02 -8.82169697e-03
  1.54622189e+02 -1.42751786e+02  4.83857959e-01  1.55119092e+02
 -1.43261811e+02 -6.36367671e-03  1.54623919e+02 -1.42767745e+02
  4.97783667e-01  1.55117139e+02 -1.43246938e+02  5.21953930e-03
  1.54620680e+02 -1.42770707e+02  4.94511454e-01  1.55114738e+02
 -1.43239823e+02 -7.46515940e-03  1.54619952e+02 -1.42773710e+02
  5.10979361e-01  1.55123434e+02 -1.43259874e+02  1.92482462e-02
  1.54614070e+02 -1.42786678e+02  5.04739529e-01  1.55120291e+02
 -1.43268346e+02 -4.31046483e-03  1.54614965e+02 -1.42771604e+02
  5.05398358e-01  1.55128170e+02 -1.43302033e+02  4.97798581e-03
  1.54615721e+02 -1.42767659e+02  4.92276206e-01  1.55114933e+02
 -1.43285630e+02 -4.94072141e-03  1.54623465e+02 -1.42769176e+02
  4.73350982e-01  1.55109541e+02 -1.43268612e+02 -1.66944351e-02
  1.54621304e+02 -1.42751985e+02  4.86146731e-01  1.55108694e+02
 -1.43279588e+02 -7.43867680e-03  1.54609677e+02 -1.42801638e+02
  4.97763871e-01  1.55108269e+02]
res:  5900 -0.0005195696903683711 0.013828852625010768 0.022508559906421897
[ 1.20995358e-10 -1.03144496e-05 -2.82879481e-01  1.61511846e+04
 -1.43265082e+02 -1.17180358e-02  1.54629945e+02 -1.42794056e+02
  5.16216554e-01  1.55134733e+02 -1.43313289e+02 -2.20249064e-03
  1.54621113e+02 -1.42801202e+02  5.12237927e-01  1.55132071e+02
 -1.43280726e+02  3.57521100e-02  1.54640062e+02 -1.42791516e+02
  4.84272487e-01  1.55126773e+02 -1.43283653e+02 -6.45489433e-03
  1.54630817e+02 -1.42773596e+02  4.89480167e-01  1.55127523e+02
 -1.43282703e+02 -1.09773872e-03  1.54632377e+02 -1.42788596e+02
  5.02742691e-01  1.55125643e+02 -1.43268302e+02  1.02915498e-02
  1.54629305e+02 -1.42791355e+02  5.00072890e-01  1.55123008e+02
 -1.43261030e+02 -1.71882630e-03  1.54628372e+02 -1.42795056e+02
  5.16623732e-01  1.55132006e+02 -1.43280905e+02  2.45885918e-02
  1.54622720e+02 -1.42807894e+02  5.09954757e-01  1.55128635e+02
 -1.43288654e+02  7.21502677e-04  1.54623348e+02 -1.42792648e+02
  5.04581103e-01  1.55136681e+02 -1.43322612e+02  9.78406008e-03
  1.54624125e+02 -1.42788257e+02  4.97774428e-01  1.55123214e+02
 -1.43306518e+02  2.79607881e-04  1.54631693e+02 -1.42790138e+02
  4.78566752e-01  1.55118056e+02 -1.43289396e+02 -1.16199765e-02
  1.54631418e+02 -1.42772905e+02  4.91418283e-01  1.55119030e+02
 -1.43300853e+02 -7.97686315e-03  1.54618062e+02 -1.42822742e+02
  5.02913341e-01  1.55116518e+02]
Niter:  4 row:  220 ngroup:  26 nlines:  6339 gd:  5895
[ 1.20995358e-10 -1.03144496e-05 -2.82879481e-01  1.61511846e+04
 -1.43265082e+02 -1.17180358e-02  1.54629945e+02 -1.42794056e+02
  5.16216554e-01  1.55134733e+02 -1.43313289e+02 -2.20249064e-03
  1.54621113e+02 -1.42801202e+02  5.12237927e-01  1.55132071e+02
 -1.43280726e+02  3.57521100e-02  1.54640062e+02 -1.42791516e+02
  4.84272487e-01  1.55126773e+02 -1.43283653e+02 -6.45489433e-03
  1.54630817e+02 -1.42773596e+02  4.89480167e-01  1.55127523e+02
 -1.43282703e+02 -1.09773872e-03  1.54632377e+02 -1.42788596e+02
  5.02742691e-01  1.55125643e+02 -1.43268302e+02  1.02915498e-02
  1.54629305e+02 -1.42791355e+02  5.00072890e-01  1.55123008e+02
 -1.43261030e+02 -1.71882630e-03  1.54628372e+02 -1.42795056e+02
  5.16623732e-01  1.55132006e+02 -1.43280905e+02  2.45885918e-02
  1.54622720e+02 -1.42807894e+02  5.09954757e-01  1.55128635e+02
 -1.43288654e+02  7.21502677e-04  1.54623348e+02 -1.42792648e+02
  5.04581103e-01  1.55136681e+02 -1.43322612e+02  9.78406008e-03
  1.54624125e+02 -1.42788257e+02  4.97774428e-01  1.55123214e+02
 -1.43306518e+02  2.79607881e-04  1.54631693e+02 -1.42790138e+02
  4.78566752e-01  1.55118056e+02 -1.43289396e+02 -1.16199765e-02
  1.54631418e+02 -1.42772905e+02  4.91418283e-01  1.55119030e+02
 -1.43300853e+02 -7.97686315e-03  1.54618062e+02 -1.42822742e+02
  5.02913341e-01  1.55116518e+02]
res:  5895 -0.0004190497329545906 0.013847817454006872 0.022438172081987496
[ 1.20995346e-10 -1.03144507e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
Niter:  5 row:  220 ngroup:  26 nlines:  6339 gd:  5894
[ 1.20995346e-10 -1.03144507e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
res:  5894 -0.0004282499212422408 0.01384042874451552 0.022425720077961588
[ 1.20989649e-10 -1.03144507e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
Niter:  6 row:  220 ngroup:  26 nlines:  6339 gd:  5894
[ 1.20989649e-10 -1.03144507e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
res:  5894 -0.0003813864150288282 0.013846955424014595 0.022425649124645484
[ 1.20994237e-10 -1.03144589e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
Saving figure to  wave_resid_43670005_fiber220.png
Final values:
res:  -0.0003813864150288282 0.022425649124645484
pars:  [ 1.20994237e-10 -1.03144589e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
220 [ 1.20994237e-10 -1.03144589e-05 -2.82879453e-01  1.61511830e+04
 -1.43272043e+02 -1.45043080e-02  1.54625161e+02 -1.42801040e+02
  5.10501488e-01  1.55129947e+02 -1.43320241e+02 -7.91838907e-03
  1.54616330e+02 -1.42808137e+02  5.06554214e-01  1.55127289e+02
 -1.43287680e+02  3.00398744e-02  1.54635279e+02 -1.42798512e+02
  4.81452935e-01  1.55121991e+02 -1.43290626e+02 -9.20335873e-03
  1.54626028e+02 -1.42780598e+02  4.86873564e-01  1.55124704e+02
 -1.43289662e+02 -3.73941882e-03  1.54627594e+02 -1.42800705e+02
  4.97020452e-01  1.55122759e+02 -1.43275283e+02  7.47385145e-03
  1.54624516e+02 -1.42794026e+02  4.94386257e-01  1.55118234e+02
 -1.43268003e+02 -7.39842317e-03  1.54623593e+02 -1.42802036e+02
  5.10946330e-01  1.55127219e+02 -1.43283519e+02  1.88833494e-02
  1.54619895e+02 -1.42814868e+02  5.04248337e-01  1.55123857e+02
 -1.43295583e+02 -4.98852658e-03  1.54620576e+02 -1.42799614e+02
  4.98436200e-01  1.55133836e+02 -1.43329555e+02  4.06018367e-03
  1.54617578e+02 -1.42795202e+02  4.92085136e-01  1.55118438e+02
 -1.43313477e+02 -5.42164596e-03  1.54626918e+02 -1.42797100e+02
  4.72866536e-01  1.55113273e+02 -1.43296349e+02 -1.73320885e-02
  1.54626772e+02 -1.42779866e+02  4.85723052e-01  1.55114378e+02
 -1.43307829e+02 -1.41090117e-02  1.54613283e+02 -1.42829710e+02
  4.97208182e-01  1.55111743e+02]
--- Row 222/300 row=221 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  221
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=221 ---
Niter:  0 row:  221 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -4.921014806313906e-05 0.014297552816060488 0.03169615081157606
[ 1.20245520e-10 -1.03141394e-05 -2.82865870e-01  1.61511932e+04
 -1.43342662e+02 -1.67194848e-13  1.54684359e+02]
Niter:  1 row:  221 ngroup:  1 nlines:  243 gd:  225
[ 1.20245520e-10 -1.03141394e-05 -2.82865870e-01  1.61511932e+04
 -1.43342662e+02 -1.67194848e-13  1.54684359e+02]
res:  225 -0.0008473886755382409 0.013714153355977032 0.02163476582528608
[ 1.20668485e-10 -1.03146328e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
Niter:  2 row:  221 ngroup:  1 nlines:  243 gd:  226
[ 1.20668485e-10 -1.03146328e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
res:  226 -0.000723787448805524 0.013922849353548372 0.022003268928833815
[ 1.20618777e-10 -1.03146328e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
Niter:  3 row:  221 ngroup:  1 nlines:  243 gd:  226
[ 1.20618777e-10 -1.03146328e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
res:  226 -0.0004620901327143656 0.014088412037381204 0.022001825664904495
[ 1.20639498e-10 -1.03146931e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
Niter:  4 row:  221 ngroup:  1 nlines:  243 gd:  226
[ 1.20639498e-10 -1.03146931e-05 -2.82872522e-01  1.61511952e+04
 -1.43301908e+02  4.55845568e-13  1.54653743e+02]
res:  226 -0.00019244565191911533 0.014010830462211743 0.0219986665098527
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
Niter:  5 row:  221 ngroup:  1 nlines:  243 gd:  226
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
res:  226 -0.00019244565191911533 0.014010830462211743 0.0219986665098527
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
Niter:  6 row:  221 ngroup:  1 nlines:  243 gd:  226
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
res:  226 -0.00019244565191911533 0.014010830462211743 0.0219986665098527
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
Final values:
res:  -0.00019244565191911533 0.0219986665098527
pars:  [ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
221 [ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02]
elapsed: 3.0 sec.
Niter:  0 row:  221 ngroup:  26 nlines:  6276 gd:  6276
[ 1.20594161e-10 -1.03148195e-05 -2.82872336e-01  1.61511952e+04
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02 -1.43303516e+02  6.97592011e-10
  1.54651322e+02 -1.43303516e+02  6.97592011e-10  1.54651322e+02
 -1.43303516e+02  6.97592011e-10  1.54651322e+02 -1.43303516e+02
  6.97592011e-10  1.54651322e+02]
res:  6276 -0.0005095537026136299 0.013843574014572368 0.03154014284895809
[ 1.20594173e-10 -1.03148184e-05 -2.82872308e-01  1.61511936e+04
 -1.43314969e+02  2.88719387e-04  1.54644379e+02 -1.42819114e+02
  5.05185828e-01  1.55142534e+02 -1.43344264e+02  7.55844276e-03
  1.54640815e+02 -1.42822019e+02  4.96376082e-01  1.55138303e+02
 -1.43336172e+02  2.33935806e-02  1.54648069e+02 -1.42824569e+02
  5.03140405e-01  1.55129244e+02 -1.43340235e+02  6.91919933e-03
  1.54640398e+02 -1.42830255e+02  5.06052321e-01  1.55142490e+02
 -1.43340766e+02 -1.76935302e-02  1.54651425e+02 -1.42839387e+02
  5.09355760e-01  1.55136547e+02 -1.43312034e+02  3.43650768e-03
  1.54645171e+02 -1.42829221e+02  5.17813155e-01  1.55142491e+02
 -1.43350829e+02  1.19354643e-02  1.54653335e+02 -1.42848514e+02
  4.85933313e-01  1.55145267e+02 -1.43344367e+02  8.92061519e-03
  1.54643688e+02 -1.42835403e+02  4.86558389e-01  1.55138356e+02
 -1.43332886e+02  1.35958692e-03  1.54652966e+02 -1.42838605e+02
  4.88509563e-01  1.55146824e+02 -1.43333127e+02 -1.01049657e-02
  1.54650977e+02 -1.42835503e+02  4.98668707e-01  1.55138464e+02
 -1.43338916e+02  4.70979361e-03  1.54645679e+02 -1.42838481e+02
  4.76086933e-01  1.55140104e+02 -1.43332887e+02 -1.65307909e-02
  1.54643806e+02 -1.42853977e+02  4.96425401e-01  1.55137280e+02
 -1.43347468e+02  3.96916226e-03  1.54637197e+02 -1.42846331e+02
  4.98284901e-01  1.55139328e+02]
Niter:  1 row:  221 ngroup:  26 nlines:  6276 gd:  5832
[ 1.20594173e-10 -1.03148184e-05 -2.82872308e-01  1.61511936e+04
 -1.43314969e+02  2.88719387e-04  1.54644379e+02 -1.42819114e+02
  5.05185828e-01  1.55142534e+02 -1.43344264e+02  7.55844276e-03
  1.54640815e+02 -1.42822019e+02  4.96376082e-01  1.55138303e+02
 -1.43336172e+02  2.33935806e-02  1.54648069e+02 -1.42824569e+02
  5.03140405e-01  1.55129244e+02 -1.43340235e+02  6.91919933e-03
  1.54640398e+02 -1.42830255e+02  5.06052321e-01  1.55142490e+02
 -1.43340766e+02 -1.76935302e-02  1.54651425e+02 -1.42839387e+02
  5.09355760e-01  1.55136547e+02 -1.43312034e+02  3.43650768e-03
  1.54645171e+02 -1.42829221e+02  5.17813155e-01  1.55142491e+02
 -1.43350829e+02  1.19354643e-02  1.54653335e+02 -1.42848514e+02
  4.85933313e-01  1.55145267e+02 -1.43344367e+02  8.92061519e-03
  1.54643688e+02 -1.42835403e+02  4.86558389e-01  1.55138356e+02
 -1.43332886e+02  1.35958692e-03  1.54652966e+02 -1.42838605e+02
  4.88509563e-01  1.55146824e+02 -1.43333127e+02 -1.01049657e-02
  1.54650977e+02 -1.42835503e+02  4.98668707e-01  1.55138464e+02
 -1.43338916e+02  4.70979361e-03  1.54645679e+02 -1.42838481e+02
  4.76086933e-01  1.55140104e+02 -1.43332887e+02 -1.65307909e-02
  1.54643806e+02 -1.42853977e+02  4.96425401e-01  1.55137280e+02
 -1.43347468e+02  3.96916226e-03  1.54637197e+02 -1.42846331e+02
  4.98284901e-01  1.55139328e+02]
res:  5832 -0.0005357843419915298 0.013694965048671293 0.0222100193777452
[ 1.20594161e-10 -1.03148174e-05 -2.82872280e-01  1.61511920e+04
 -1.43317396e+02 -1.13626660e-02  1.54639851e+02 -1.42846513e+02
  5.00659198e-01  1.55137942e+02 -1.43357911e+02 -4.36798460e-04
  1.54634089e+02 -1.42811687e+02  4.83688020e-01  1.55133566e+02
 -1.43340854e+02  5.09837479e-03  1.54645289e+02 -1.42834339e+02
  4.86698137e-01  1.55133395e+02 -1.43353738e+02 -1.13717626e-02
  1.54637453e+02 -1.42827022e+02  4.99337982e-01  1.55135900e+02
 -1.43348111e+02 -2.42323019e-02  1.54646840e+02 -1.42831219e+02
  5.03075728e-01  1.55130348e+02 -1.43316119e+02 -7.61736949e-03
  1.54638197e+02 -1.42846343e+02  5.14196849e-01  1.55137763e+02
 -1.43353945e+02 -5.51140337e-03  1.54646592e+02 -1.42842817e+02
  4.83598285e-01  1.55144794e+02 -1.43356396e+02 -5.01818984e-03
  1.54645519e+02 -1.42829182e+02  4.80015776e-01  1.55136353e+02
 -1.43338078e+02 -5.05914286e-04  1.54643930e+02 -1.42839559e+02
  4.72496623e-01  1.55140281e+02 -1.43340079e+02  1.10990491e-03
  1.54641835e+02 -1.42852925e+02  4.75746435e-01  1.55137782e+02
 -1.43340389e+02 -1.30407236e-02  1.54643386e+02 -1.42853392e+02
  4.72840360e-01  1.55137415e+02 -1.43339833e+02 -1.86436027e-02
  1.54639382e+02 -1.42855512e+02  4.81752767e-01  1.55135067e+02
 -1.43349104e+02 -1.50972134e-02  1.54633158e+02 -1.42842469e+02
  4.69860170e-01  1.55135536e+02]
Niter:  2 row:  221 ngroup:  26 nlines:  6276 gd:  5825
[ 1.20594161e-10 -1.03148174e-05 -2.82872280e-01  1.61511920e+04
 -1.43317396e+02 -1.13626660e-02  1.54639851e+02 -1.42846513e+02
  5.00659198e-01  1.55137942e+02 -1.43357911e+02 -4.36798460e-04
  1.54634089e+02 -1.42811687e+02  4.83688020e-01  1.55133566e+02
 -1.43340854e+02  5.09837479e-03  1.54645289e+02 -1.42834339e+02
  4.86698137e-01  1.55133395e+02 -1.43353738e+02 -1.13717626e-02
  1.54637453e+02 -1.42827022e+02  4.99337982e-01  1.55135900e+02
 -1.43348111e+02 -2.42323019e-02  1.54646840e+02 -1.42831219e+02
  5.03075728e-01  1.55130348e+02 -1.43316119e+02 -7.61736949e-03
  1.54638197e+02 -1.42846343e+02  5.14196849e-01  1.55137763e+02
 -1.43353945e+02 -5.51140337e-03  1.54646592e+02 -1.42842817e+02
  4.83598285e-01  1.55144794e+02 -1.43356396e+02 -5.01818984e-03
  1.54645519e+02 -1.42829182e+02  4.80015776e-01  1.55136353e+02
 -1.43338078e+02 -5.05914286e-04  1.54643930e+02 -1.42839559e+02
  4.72496623e-01  1.55140281e+02 -1.43340079e+02  1.10990491e-03
  1.54641835e+02 -1.42852925e+02  4.75746435e-01  1.55137782e+02
 -1.43340389e+02 -1.30407236e-02  1.54643386e+02 -1.42853392e+02
  4.72840360e-01  1.55137415e+02 -1.43339833e+02 -1.86436027e-02
  1.54639382e+02 -1.42855512e+02  4.81752767e-01  1.55135067e+02
 -1.43349104e+02 -1.50972134e-02  1.54633158e+02 -1.42842469e+02
  4.69860170e-01  1.55135536e+02]
res:  5825 -0.0005775239014838007 0.013693741395400139 0.022101915120414095
[ 1.20594148e-10 -1.03148164e-05 -2.82872251e-01  1.61511921e+04
 -1.43316977e+02 -1.39350798e-02  1.54640526e+02 -1.42846094e+02
  5.01199840e-01  1.55138618e+02 -1.43362207e+02 -3.06803448e-03
  1.54634765e+02 -1.42811269e+02  4.84231783e-01  1.55134242e+02
 -1.43340435e+02  5.63682688e-03  1.54645966e+02 -1.42838549e+02
  4.77955598e-01  1.55134071e+02 -1.43353319e+02 -1.08271691e-02
  1.54639925e+02 -1.42826606e+02  4.96644130e-01  1.55136576e+02
 -1.43347691e+02 -2.36851324e-02  1.54647515e+02 -1.42819840e+02
  5.03621106e-01  1.55131024e+02 -1.43315702e+02 -7.07055228e-03
  1.54638872e+02 -1.42845922e+02  5.14736156e-01  1.55138439e+02
 -1.43353529e+02 -7.83373795e-03  1.54647269e+02 -1.42842397e+02
  4.84139390e-01  1.55145469e+02 -1.43355978e+02 -7.64707295e-03
  1.54646194e+02 -1.42823411e+02  4.80560040e-01  1.55137029e+02
 -1.43332671e+02  4.22341789e-05  1.54642619e+02 -1.42839140e+02
  4.70070473e-01  1.55140957e+02 -1.43339660e+02  1.65644365e-03
  1.54642512e+02 -1.42852505e+02  4.73120858e-01  1.55140440e+02
 -1.43339971e+02 -1.25012204e-02  1.54646031e+02 -1.42858406e+02
  4.73381399e-01  1.55138091e+02 -1.43339415e+02 -1.80979983e-02
  1.54640058e+02 -1.42855094e+02  4.82296164e-01  1.55137715e+02
 -1.43348687e+02 -1.45524797e-02  1.54633835e+02 -1.42842049e+02
  4.67349979e-01  1.55136212e+02]
Niter:  3 row:  221 ngroup:  26 nlines:  6276 gd:  5822
[ 1.20594148e-10 -1.03148164e-05 -2.82872251e-01  1.61511921e+04
 -1.43316977e+02 -1.39350798e-02  1.54640526e+02 -1.42846094e+02
  5.01199840e-01  1.55138618e+02 -1.43362207e+02 -3.06803448e-03
  1.54634765e+02 -1.42811269e+02  4.84231783e-01  1.55134242e+02
 -1.43340435e+02  5.63682688e-03  1.54645966e+02 -1.42838549e+02
  4.77955598e-01  1.55134071e+02 -1.43353319e+02 -1.08271691e-02
  1.54639925e+02 -1.42826606e+02  4.96644130e-01  1.55136576e+02
 -1.43347691e+02 -2.36851324e-02  1.54647515e+02 -1.42819840e+02
  5.03621106e-01  1.55131024e+02 -1.43315702e+02 -7.07055228e-03
  1.54638872e+02 -1.42845922e+02  5.14736156e-01  1.55138439e+02
 -1.43353529e+02 -7.83373795e-03  1.54647269e+02 -1.42842397e+02
  4.84139390e-01  1.55145469e+02 -1.43355978e+02 -7.64707295e-03
  1.54646194e+02 -1.42823411e+02  4.80560040e-01  1.55137029e+02
 -1.43332671e+02  4.22341789e-05  1.54642619e+02 -1.42839140e+02
  4.70070473e-01  1.55140957e+02 -1.43339660e+02  1.65644365e-03
  1.54642512e+02 -1.42852505e+02  4.73120858e-01  1.55140440e+02
 -1.43339971e+02 -1.25012204e-02  1.54646031e+02 -1.42858406e+02
  4.73381399e-01  1.55138091e+02 -1.43339415e+02 -1.80979983e-02
  1.54640058e+02 -1.42855094e+02  4.82296164e-01  1.55137715e+02
 -1.43348687e+02 -1.45524797e-02  1.54633835e+02 -1.42842049e+02
  4.67349979e-01  1.55136212e+02]
res:  5822 -0.0005256398599158274 0.013733504676565644 0.022061753888320587
[ 1.20579307e-10 -1.03148164e-05 -2.82872251e-01  1.61511921e+04
 -1.43316977e+02 -1.39350798e-02  1.54640526e+02 -1.42846094e+02
  5.01199840e-01  1.55138618e+02 -1.43362207e+02 -3.06803448e-03
  1.54634765e+02 -1.42811269e+02  4.84231783e-01  1.55134242e+02
 -1.43340435e+02  5.63682688e-03  1.54645966e+02 -1.42838549e+02
  4.77955598e-01  1.55134071e+02 -1.43353319e+02 -1.08271691e-02
  1.54639925e+02 -1.42826606e+02  4.96644130e-01  1.55136576e+02
 -1.43347691e+02 -2.36851324e-02  1.54647515e+02 -1.42819840e+02
  5.03621106e-01  1.55131024e+02 -1.43315702e+02 -7.07055228e-03
  1.54638872e+02 -1.42845922e+02  5.14736156e-01  1.55138439e+02
 -1.43353529e+02 -7.83373795e-03  1.54647269e+02 -1.42842397e+02
  4.84139390e-01  1.55145469e+02 -1.43355978e+02 -7.64707295e-03
  1.54646194e+02 -1.42823411e+02  4.80560040e-01  1.55137029e+02
 -1.43332671e+02  4.22341789e-05  1.54642619e+02 -1.42839140e+02
  4.70070473e-01  1.55140957e+02 -1.43339660e+02  1.65644365e-03
  1.54642512e+02 -1.42852505e+02  4.73120858e-01  1.55140440e+02
 -1.43339971e+02 -1.25012204e-02  1.54646031e+02 -1.42858406e+02
  4.73381399e-01  1.55138091e+02 -1.43339415e+02 -1.80979983e-02
  1.54640058e+02 -1.42855094e+02  4.82296164e-01  1.55137715e+02
 -1.43348687e+02 -1.45524797e-02  1.54633835e+02 -1.42842049e+02
  4.67349979e-01  1.55136212e+02]
Niter:  4 row:  221 ngroup:  26 nlines:  6276 gd:  5825
[ 1.20579307e-10 -1.03148164e-05 -2.82872251e-01  1.61511921e+04
 -1.43316977e+02 -1.39350798e-02  1.54640526e+02 -1.42846094e+02
  5.01199840e-01  1.55138618e+02 -1.43362207e+02 -3.06803448e-03
  1.54634765e+02 -1.42811269e+02  4.84231783e-01  1.55134242e+02
 -1.43340435e+02  5.63682688e-03  1.54645966e+02 -1.42838549e+02
  4.77955598e-01  1.55134071e+02 -1.43353319e+02 -1.08271691e-02
  1.54639925e+02 -1.42826606e+02  4.96644130e-01  1.55136576e+02
 -1.43347691e+02 -2.36851324e-02  1.54647515e+02 -1.42819840e+02
  5.03621106e-01  1.55131024e+02 -1.43315702e+02 -7.07055228e-03
  1.54638872e+02 -1.42845922e+02  5.14736156e-01  1.55138439e+02
 -1.43353529e+02 -7.83373795e-03  1.54647269e+02 -1.42842397e+02
  4.84139390e-01  1.55145469e+02 -1.43355978e+02 -7.64707295e-03
  1.54646194e+02 -1.42823411e+02  4.80560040e-01  1.55137029e+02
 -1.43332671e+02  4.22341789e-05  1.54642619e+02 -1.42839140e+02
  4.70070473e-01  1.55140957e+02 -1.43339660e+02  1.65644365e-03
  1.54642512e+02 -1.42852505e+02  4.73120858e-01  1.55140440e+02
 -1.43339971e+02 -1.25012204e-02  1.54646031e+02 -1.42858406e+02
  4.73381399e-01  1.55138091e+02 -1.43339415e+02 -1.80979983e-02
  1.54640058e+02 -1.42855094e+02  4.82296164e-01  1.55137715e+02
 -1.43348687e+02 -1.45524797e-02  1.54633835e+02 -1.42842049e+02
  4.67349979e-01  1.55136212e+02]
res:  5825 -0.0006243864499992924 0.013710175242522382 0.02209858272423679
[ 1.20579295e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
Niter:  5 row:  221 ngroup:  26 nlines:  6276 gd:  5823
[ 1.20579295e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
res:  5823 -0.0005634099488815991 0.013758611645243946 0.022071069648344512
[ 1.20564534e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
Niter:  6 row:  221 ngroup:  26 nlines:  6276 gd:  5823
[ 1.20564534e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
res:  5823 -0.0005564473885897314 0.013749586901212751 0.022071540655910278
[ 1.20562340e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
Saving figure to  wave_resid_43670005_fiber221.png
Final values:
res:  -0.0005564473885897314 0.022071540655910278
pars:  [ 1.20562340e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
221 [ 1.20562340e-10 -1.03148153e-05 -2.82872223e-01  1.61511911e+04
 -1.43320939e+02 -1.76051551e-02  1.54636959e+02 -1.42850041e+02
  4.97530701e-01  1.55135036e+02 -1.43366153e+02 -6.74905057e-03
  1.54631186e+02 -1.42815213e+02  4.80545094e-01  1.55130664e+02
 -1.43344395e+02  1.95525666e-03  1.54642388e+02 -1.42842519e+02
  4.74279725e-01  1.55130493e+02 -1.43357274e+02 -1.45100565e-02
  1.54636348e+02 -1.42830553e+02  4.89993933e-01  1.55133000e+02
 -1.43351650e+02 -2.73705728e-02  1.54643947e+02 -1.42823778e+02
  4.99932658e-01  1.55127444e+02 -1.43319649e+02 -1.07387099e-02
  1.54635302e+02 -1.42849883e+02  5.11058625e-01  1.55134864e+02
 -1.43357472e+02 -1.15166198e-02  1.54643684e+02 -1.42846360e+02
  4.83550803e-01  1.55141897e+02 -1.43359928e+02 -1.44218116e-02
  1.54642621e+02 -1.42822367e+02  4.76877576e-01  1.55133449e+02
 -1.43336610e+02 -3.63921478e-03  1.54639054e+02 -1.42843094e+02
  4.66389048e-01  1.55137378e+02 -1.43343610e+02 -2.02704145e-03
  1.54638930e+02 -1.42856463e+02  4.69449892e-01  1.55136864e+02
 -1.43343923e+02 -1.61868249e-02  1.54642453e+02 -1.42862348e+02
  4.69694252e-01  1.55134517e+02 -1.43343371e+02 -2.17789160e-02
  1.54636481e+02 -1.42859045e+02  4.78625557e-01  1.55134140e+02
 -1.43352632e+02 -1.82150580e-02  1.54630251e+02 -1.42846009e+02
  4.63687534e-01  1.55132638e+02]
--- Row 223/300 row=222 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  222
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=222 ---
Niter:  0 row:  222 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.0009678019996499643 0.012815490770663018 0.030638394867982005
[ 1.20369484e-10 -1.03140982e-05 -2.82867967e-01  1.61512031e+04
 -1.43328844e+02  1.03285228e-13  1.54667193e+02]
Niter:  1 row:  222 ngroup:  1 nlines:  239 gd:  221
[ 1.20369484e-10 -1.03140982e-05 -2.82867967e-01  1.61512031e+04
 -1.43328844e+02  1.03285228e-13  1.54667193e+02]
res:  221 -0.0011003447598341154 0.012553298962302506 0.02086777531192977
[ 1.20539202e-10 -1.03139638e-05 -2.82869917e-01  1.61512046e+04
 -1.43307833e+02  1.60716604e-11  1.54664978e+02]
Niter:  2 row:  222 ngroup:  1 nlines:  239 gd:  220
[ 1.20539202e-10 -1.03139638e-05 -2.82869917e-01  1.61512046e+04
 -1.43307833e+02  1.60716604e-11  1.54664978e+02]
res:  220 -0.0008714439754839987 0.013017045461310772 0.020499632517233978
[ 1.20602575e-10 -1.03139638e-05 -2.82869917e-01  1.61512046e+04
 -1.43307833e+02  1.60716604e-11  1.54664978e+02]
Niter:  3 row:  222 ngroup:  1 nlines:  239 gd:  219
[ 1.20602575e-10 -1.03139638e-05 -2.82869917e-01  1.61512046e+04
 -1.43307833e+02  1.60716604e-11  1.54664978e+02]
res:  219 -0.0016303132542816456 0.012649506139496225 0.02016084932937025
[ 1.20603963e-10 -1.03136632e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
Niter:  4 row:  222 ngroup:  1 nlines:  239 gd:  218
[ 1.20603963e-10 -1.03136632e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
res:  218 -0.0016025741097109858 0.012586697555889259 0.019872952771524344
[ 1.20594816e-10 -1.03136632e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
Niter:  5 row:  222 ngroup:  1 nlines:  239 gd:  218
[ 1.20594816e-10 -1.03136632e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
res:  218 -0.0015982091590558412 0.012617245836736402 0.019873022169216072
[ 1.20602081e-10 -1.03136758e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
Niter:  6 row:  222 ngroup:  1 nlines:  239 gd:  218
[ 1.20602081e-10 -1.03136758e-05 -2.82869282e-01  1.61512054e+04
 -1.43307320e+02  7.42067804e-11  1.54676730e+02]
res:  218 -0.0008943619541241787 0.012489442508012871 0.01986825176086668
[ 1.20638105e-10 -1.03135508e-05 -2.82869290e-01  1.61512053e+04
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02]
Final values:
res:  -0.0008943619541241787 0.01986825176086668
pars:  [ 1.20638105e-10 -1.03135508e-05 -2.82869290e-01  1.61512053e+04
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02]
222 [ 1.20638105e-10 -1.03135508e-05 -2.82869290e-01  1.61512053e+04
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02]
elapsed: 2.9 sec.
Niter:  0 row:  222 ngroup:  26 nlines:  6397 gd:  6397
[ 1.20638105e-10 -1.03135508e-05 -2.82869290e-01  1.61512053e+04
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02 -1.43306794e+02 -8.12420034e-09
  1.54681347e+02 -1.43306794e+02 -8.12420034e-09  1.54681347e+02
 -1.43306794e+02 -8.12420034e-09  1.54681347e+02 -1.43306794e+02
 -8.12420034e-09  1.54681347e+02]
res:  6397 0.00024163761554518715 0.013699780451133847 0.03233001832347616
[ 1.20638093e-10 -1.03135518e-05 -2.82869319e-01  1.61512069e+04
 -1.43304141e+02  1.41525050e-02  1.54688599e+02 -1.42770061e+02
  4.95357498e-01  1.55183628e+02 -1.43299504e+02 -9.96405167e-03
  1.54695783e+02 -1.42826363e+02  5.07199307e-01  1.55186011e+02
 -1.43319307e+02  1.13864716e-02  1.54696181e+02 -1.42800806e+02
  4.87530614e-01  1.55193862e+02 -1.43317016e+02  2.10238453e-03
  1.54684724e+02 -1.42779858e+02  5.01847763e-01  1.55191859e+02
 -1.43297446e+02  2.89496494e-02  1.54690198e+02 -1.42833186e+02
  4.94338109e-01  1.55186413e+02 -1.43320118e+02  2.71694544e-02
  1.54700237e+02 -1.42783557e+02  5.04356703e-01  1.55175211e+02
 -1.43328801e+02  2.04305609e-02  1.54689393e+02 -1.42800952e+02
  4.84351045e-01  1.55192238e+02 -1.43317966e+02  2.42371019e-02
  1.54690999e+02 -1.42805346e+02  5.23601766e-01  1.55187862e+02
 -1.43311820e+02  6.89240968e-03  1.54704085e+02 -1.42804772e+02
  4.89985456e-01  1.55178871e+02 -1.43306872e+02  3.68554678e-02
  1.54690485e+02 -1.42797190e+02  5.15583843e-01  1.55174158e+02
 -1.43304948e+02  2.12165049e-02  1.54679235e+02 -1.42800916e+02
  5.35304750e-01  1.55186147e+02 -1.43315378e+02  2.14158509e-02
  1.54686159e+02 -1.42812015e+02  5.09382401e-01  1.55178883e+02
 -1.43309428e+02  2.37554326e-02  1.54672510e+02 -1.42798955e+02
  4.97960502e-01  1.55184967e+02]
Niter:  1 row:  222 ngroup:  26 nlines:  6397 gd:  5894
[ 1.20638093e-10 -1.03135518e-05 -2.82869319e-01  1.61512069e+04
 -1.43304141e+02  1.41525050e-02  1.54688599e+02 -1.42770061e+02
  4.95357498e-01  1.55183628e+02 -1.43299504e+02 -9.96405167e-03
  1.54695783e+02 -1.42826363e+02  5.07199307e-01  1.55186011e+02
 -1.43319307e+02  1.13864716e-02  1.54696181e+02 -1.42800806e+02
  4.87530614e-01  1.55193862e+02 -1.43317016e+02  2.10238453e-03
  1.54684724e+02 -1.42779858e+02  5.01847763e-01  1.55191859e+02
 -1.43297446e+02  2.89496494e-02  1.54690198e+02 -1.42833186e+02
  4.94338109e-01  1.55186413e+02 -1.43320118e+02  2.71694544e-02
  1.54700237e+02 -1.42783557e+02  5.04356703e-01  1.55175211e+02
 -1.43328801e+02  2.04305609e-02  1.54689393e+02 -1.42800952e+02
  4.84351045e-01  1.55192238e+02 -1.43317966e+02  2.42371019e-02
  1.54690999e+02 -1.42805346e+02  5.23601766e-01  1.55187862e+02
 -1.43311820e+02  6.89240968e-03  1.54704085e+02 -1.42804772e+02
  4.89985456e-01  1.55178871e+02 -1.43306872e+02  3.68554678e-02
  1.54690485e+02 -1.42797190e+02  5.15583843e-01  1.55174158e+02
 -1.43304948e+02  2.12165049e-02  1.54679235e+02 -1.42800916e+02
  5.35304750e-01  1.55186147e+02 -1.43315378e+02  2.14158509e-02
  1.54686159e+02 -1.42812015e+02  5.09382401e-01  1.55178883e+02
 -1.43309428e+02  2.37554326e-02  1.54672510e+02 -1.42798955e+02
  4.97960502e-01  1.55184967e+02]
res:  5894 -0.0007205299625638872 0.013728116704442073 0.02233980927517915
[ 1.20638081e-10 -1.03135528e-05 -2.82869347e-01  1.61512085e+04
 -1.43297759e+02  1.16611682e-02  1.54689120e+02 -1.42776879e+02
  5.01200231e-01  1.55188652e+02 -1.43295509e+02 -8.93669880e-03
  1.54703346e+02 -1.42826030e+02  5.06204943e-01  1.55188598e+02
 -1.43313325e+02  1.40018039e-02  1.54700149e+02 -1.42801091e+02
  5.00839047e-01  1.55193944e+02 -1.43308393e+02  1.73493113e-02
  1.54691634e+02 -1.42787104e+02  4.92501567e-01  1.55196589e+02
 -1.43287913e+02  2.55130135e-02  1.54696987e+02 -1.42812181e+02
  5.02832604e-01  1.55188658e+02 -1.43308642e+02  1.81858412e-02
  1.54698602e+02 -1.42784874e+02  5.01754500e-01  1.55175846e+02
 -1.43319398e+02  2.04710971e-02  1.54702163e+02 -1.42792755e+02
  4.90752657e-01  1.55197089e+02 -1.43316188e+02  4.27098938e-02
  1.54691123e+02 -1.42797295e+02  5.25887364e-01  1.55192815e+02
 -1.43305735e+02  1.06341300e-02  1.54709152e+02 -1.42794834e+02
  4.88819584e-01  1.55190748e+02 -1.43295029e+02  1.87584960e-02
  1.54697623e+02 -1.42790686e+02  5.06991857e-01  1.55179750e+02
 -1.43299217e+02  3.07956107e-02  1.54683961e+02 -1.42808820e+02
  5.17689925e-01  1.55190552e+02 -1.43310717e+02  2.53024033e-03
  1.54691361e+02 -1.42816354e+02  4.94227731e-01  1.55179111e+02
 -1.43300987e+02  1.67717838e-02  1.54677468e+02 -1.42808956e+02
  5.00920338e-01  1.55189608e+02]
Niter:  2 row:  222 ngroup:  26 nlines:  6397 gd:  5900
[ 1.20638081e-10 -1.03135528e-05 -2.82869347e-01  1.61512085e+04
 -1.43297759e+02  1.16611682e-02  1.54689120e+02 -1.42776879e+02
  5.01200231e-01  1.55188652e+02 -1.43295509e+02 -8.93669880e-03
  1.54703346e+02 -1.42826030e+02  5.06204943e-01  1.55188598e+02
 -1.43313325e+02  1.40018039e-02  1.54700149e+02 -1.42801091e+02
  5.00839047e-01  1.55193944e+02 -1.43308393e+02  1.73493113e-02
  1.54691634e+02 -1.42787104e+02  4.92501567e-01  1.55196589e+02
 -1.43287913e+02  2.55130135e-02  1.54696987e+02 -1.42812181e+02
  5.02832604e-01  1.55188658e+02 -1.43308642e+02  1.81858412e-02
  1.54698602e+02 -1.42784874e+02  5.01754500e-01  1.55175846e+02
 -1.43319398e+02  2.04710971e-02  1.54702163e+02 -1.42792755e+02
  4.90752657e-01  1.55197089e+02 -1.43316188e+02  4.27098938e-02
  1.54691123e+02 -1.42797295e+02  5.25887364e-01  1.55192815e+02
 -1.43305735e+02  1.06341300e-02  1.54709152e+02 -1.42794834e+02
  4.88819584e-01  1.55190748e+02 -1.43295029e+02  1.87584960e-02
  1.54697623e+02 -1.42790686e+02  5.06991857e-01  1.55179750e+02
 -1.43299217e+02  3.07956107e-02  1.54683961e+02 -1.42808820e+02
  5.17689925e-01  1.55190552e+02 -1.43310717e+02  2.53024033e-03
  1.54691361e+02 -1.42816354e+02  4.94227731e-01  1.55179111e+02
 -1.43300987e+02  1.67717838e-02  1.54677468e+02 -1.42808956e+02
  5.00920338e-01  1.55189608e+02]
res:  5900 -0.0006832492908870336 0.013784686769213295 0.022384766930228693
[ 1.20638069e-10 -1.03135539e-05 -2.82869375e-01  1.61512102e+04
 -1.43290807e+02  1.73574311e-02  1.54693860e+02 -1.42769930e+02
  5.06901567e-01  1.55195262e+02 -1.43288532e+02 -3.23111894e-03
  1.54709971e+02 -1.42819060e+02  5.11907486e-01  1.55193330e+02
 -1.43306390e+02  1.96950827e-02  1.54704880e+02 -1.42794137e+02
  5.06538178e-01  1.55198683e+02 -1.43290730e+02  2.99929416e-02
  1.54696360e+02 -1.42795081e+02  4.98193350e-01  1.55201319e+02
 -1.43280969e+02  3.12107347e-02  1.54701714e+02 -1.42800359e+02
  5.08540632e-01  1.55193388e+02 -1.43296604e+02  1.81209756e-02
  1.54701537e+02 -1.42777921e+02  5.00985010e-01  1.55180578e+02
 -1.43308047e+02  2.61459058e-02  1.54706881e+02 -1.42785800e+02
  4.96447212e-01  1.55201811e+02 -1.43309239e+02  4.84045368e-02
  1.54694103e+02 -1.42790349e+02  5.31573303e-01  1.55199394e+02
 -1.43298770e+02  1.63433868e-02  1.54713881e+02 -1.42787883e+02
  4.94523077e-01  1.55195480e+02 -1.43288072e+02  2.12279965e-02
  1.54704203e+02 -1.42783730e+02  5.06903720e-01  1.55184484e+02
 -1.43292265e+02  3.64865999e-02  1.54690442e+02 -1.42801856e+02
  5.23391526e-01  1.55195282e+02 -1.43303753e+02  4.68714543e-03
  1.54697961e+02 -1.42809383e+02  4.99937803e-01  1.55183845e+02
 -1.43289707e+02  2.24503788e-02  1.54682197e+02 -1.42806914e+02
  5.06580590e-01  1.55194331e+02]
Niter:  3 row:  222 ngroup:  26 nlines:  6397 gd:  5900
[ 1.20638069e-10 -1.03135539e-05 -2.82869375e-01  1.61512102e+04
 -1.43290807e+02  1.73574311e-02  1.54693860e+02 -1.42769930e+02
  5.06901567e-01  1.55195262e+02 -1.43288532e+02 -3.23111894e-03
  1.54709971e+02 -1.42819060e+02  5.11907486e-01  1.55193330e+02
 -1.43306390e+02  1.96950827e-02  1.54704880e+02 -1.42794137e+02
  5.06538178e-01  1.55198683e+02 -1.43290730e+02  2.99929416e-02
  1.54696360e+02 -1.42795081e+02  4.98193350e-01  1.55201319e+02
 -1.43280969e+02  3.12107347e-02  1.54701714e+02 -1.42800359e+02
  5.08540632e-01  1.55193388e+02 -1.43296604e+02  1.81209756e-02
  1.54701537e+02 -1.42777921e+02  5.00985010e-01  1.55180578e+02
 -1.43308047e+02  2.61459058e-02  1.54706881e+02 -1.42785800e+02
  4.96447212e-01  1.55201811e+02 -1.43309239e+02  4.84045368e-02
  1.54694103e+02 -1.42790349e+02  5.31573303e-01  1.55199394e+02
 -1.43298770e+02  1.63433868e-02  1.54713881e+02 -1.42787883e+02
  4.94523077e-01  1.55195480e+02 -1.43288072e+02  2.12279965e-02
  1.54704203e+02 -1.42783730e+02  5.06903720e-01  1.55184484e+02
 -1.43292265e+02  3.64865999e-02  1.54690442e+02 -1.42801856e+02
  5.23391526e-01  1.55195282e+02 -1.43303753e+02  4.68714543e-03
  1.54697961e+02 -1.42809383e+02  4.99937803e-01  1.55183845e+02
 -1.43289707e+02  2.24503788e-02  1.54682197e+02 -1.42806914e+02
  5.06580590e-01  1.55194331e+02]
res:  5900 -0.0005899146144656697 0.013710418344999198 0.022378814214892333
[ 1.20605069e-10 -1.03135539e-05 -2.82869375e-01  1.61512102e+04
 -1.43290807e+02  1.73574311e-02  1.54693860e+02 -1.42769930e+02
  5.06901567e-01  1.55195262e+02 -1.43288532e+02 -3.23111894e-03
  1.54709971e+02 -1.42819060e+02  5.11907486e-01  1.55193330e+02
 -1.43306390e+02  1.96950827e-02  1.54704880e+02 -1.42794137e+02
  5.06538178e-01  1.55198683e+02 -1.43290730e+02  2.99929416e-02
  1.54696360e+02 -1.42795081e+02  4.98193350e-01  1.55201319e+02
 -1.43280969e+02  3.12107347e-02  1.54701714e+02 -1.42800359e+02
  5.08540632e-01  1.55193388e+02 -1.43296604e+02  1.81209756e-02
  1.54701537e+02 -1.42777921e+02  5.00985010e-01  1.55180578e+02
 -1.43308047e+02  2.61459058e-02  1.54706881e+02 -1.42785800e+02
  4.96447212e-01  1.55201811e+02 -1.43309239e+02  4.84045368e-02
  1.54694103e+02 -1.42790349e+02  5.31573303e-01  1.55199394e+02
 -1.43298770e+02  1.63433868e-02  1.54713881e+02 -1.42787883e+02
  4.94523077e-01  1.55195480e+02 -1.43288072e+02  2.12279965e-02
  1.54704203e+02 -1.42783730e+02  5.06903720e-01  1.55184484e+02
 -1.43292265e+02  3.64865999e-02  1.54690442e+02 -1.42801856e+02
  5.23391526e-01  1.55195282e+02 -1.43303753e+02  4.68714543e-03
  1.54697961e+02 -1.42809383e+02  4.99937803e-01  1.55183845e+02
 -1.43289707e+02  2.24503788e-02  1.54682197e+02 -1.42806914e+02
  5.06580590e-01  1.55194331e+02]
Niter:  4 row:  222 ngroup:  26 nlines:  6397 gd:  5898
[ 1.20605069e-10 -1.03135539e-05 -2.82869375e-01  1.61512102e+04
 -1.43290807e+02  1.73574311e-02  1.54693860e+02 -1.42769930e+02
  5.06901567e-01  1.55195262e+02 -1.43288532e+02 -3.23111894e-03
  1.54709971e+02 -1.42819060e+02  5.11907486e-01  1.55193330e+02
 -1.43306390e+02  1.96950827e-02  1.54704880e+02 -1.42794137e+02
  5.06538178e-01  1.55198683e+02 -1.43290730e+02  2.99929416e-02
  1.54696360e+02 -1.42795081e+02  4.98193350e-01  1.55201319e+02
 -1.43280969e+02  3.12107347e-02  1.54701714e+02 -1.42800359e+02
  5.08540632e-01  1.55193388e+02 -1.43296604e+02  1.81209756e-02
  1.54701537e+02 -1.42777921e+02  5.00985010e-01  1.55180578e+02
 -1.43308047e+02  2.61459058e-02  1.54706881e+02 -1.42785800e+02
  4.96447212e-01  1.55201811e+02 -1.43309239e+02  4.84045368e-02
  1.54694103e+02 -1.42790349e+02  5.31573303e-01  1.55199394e+02
 -1.43298770e+02  1.63433868e-02  1.54713881e+02 -1.42787883e+02
  4.94523077e-01  1.55195480e+02 -1.43288072e+02  2.12279965e-02
  1.54704203e+02 -1.42783730e+02  5.06903720e-01  1.55184484e+02
 -1.43292265e+02  3.64865999e-02  1.54690442e+02 -1.42801856e+02
  5.23391526e-01  1.55195282e+02 -1.43303753e+02  4.68714543e-03
  1.54697961e+02 -1.42809383e+02  4.99937803e-01  1.55183845e+02
 -1.43289707e+02  2.24503788e-02  1.54682197e+02 -1.42806914e+02
  5.06580590e-01  1.55194331e+02]
res:  5898 -0.0006850913978269091 0.013839009863659157 0.022346307301778626
[ 1.20605057e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
Niter:  5 row:  222 ngroup:  26 nlines:  6397 gd:  5900
[ 1.20605057e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
res:  5900 -0.0006482550907094264 0.013809708567350754 0.022368964123622957
[ 1.20581533e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
Niter:  6 row:  222 ngroup:  26 nlines:  6397 gd:  5899
[ 1.20581533e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
res:  5899 -0.0006360475053952541 0.013808143865389866 0.02235598966579731
[ 1.20580640e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
Saving figure to  wave_resid_43670005_fiber222.png
Final values:
res:  -0.0006360475053952541 0.02235598966579731
pars:  [ 1.20580640e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
222 [ 1.20580640e-10 -1.03135549e-05 -2.82869403e-01  1.61512118e+04
 -1.43282480e+02  2.30445657e-02  1.54697328e+02 -1.42761609e+02
  5.12599112e-01  1.55198715e+02 -1.43280119e+02  2.47989609e-03
  1.54713408e+02 -1.42810660e+02  5.17603141e-01  1.55196756e+02
 -1.43298129e+02  2.53829658e-02  1.54708300e+02 -1.42785790e+02
  5.12241629e-01  1.55202151e+02 -1.43272651e+02  3.56843913e-02
  1.54699759e+02 -1.42786748e+02  5.03886479e-01  1.55204738e+02
 -1.43272665e+02  3.68964792e-02  1.54705111e+02 -1.42791984e+02
  5.14247030e-01  1.55196814e+02 -1.43288325e+02  2.38063238e-02
  1.54704941e+02 -1.42769580e+02  5.03481797e-01  1.55184016e+02
 -1.43299735e+02  3.18220024e-02  1.54710236e+02 -1.42777468e+02
  5.02138159e-01  1.55205179e+02 -1.43300931e+02  5.41048678e-02
  1.54697494e+02 -1.42782036e+02  5.37255224e-01  1.55202816e+02
 -1.43290398e+02  2.20426107e-02  1.54717287e+02 -1.42779549e+02
  5.00228966e-01  1.55198906e+02 -1.43279731e+02  2.69210283e-02
  1.54707581e+02 -1.42775392e+02  5.09433527e-01  1.55187920e+02
 -1.43283929e+02  4.21722330e-02  1.54693837e+02 -1.42793484e+02
  5.29095027e-01  1.55200611e+02 -1.43295369e+02  1.03447773e-02
  1.54701333e+02 -1.42800984e+02  5.05644178e-01  1.55187282e+02
 -1.43285788e+02  2.81332714e-02  1.54685606e+02 -1.42798559e+02
  5.12240176e-01  1.55197712e+02]
--- Row 224/300 row=223 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  223
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=223 ---
Niter:  0 row:  223 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0005041947879362851 0.012593442952493206 0.027899781231962146
[ 1.20913890e-10 -1.03135564e-05 -2.82877849e-01  1.61512211e+04
 -1.43228781e+02  2.01228190e-14  1.54632665e+02]
Niter:  1 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.20913890e-10 -1.03135564e-05 -2.82877849e-01  1.61512211e+04
 -1.43228781e+02  2.01228190e-14  1.54632665e+02]
res:  228 -0.0006847754775662906 0.012695964740487398 0.020677021388892207
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Niter:  2 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
res:  228 -0.0006847754921182059 0.012695964742306387 0.020677021388864455
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Niter:  3 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
res:  228 -0.0006847754921182059 0.012695964742306387 0.020677021388864455
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Niter:  4 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
res:  228 -0.0006847754921182059 0.012695964742306387 0.020677021388864455
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Niter:  5 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
res:  228 -0.0006847754921182059 0.012695964742306387 0.020677021388864455
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Niter:  6 row:  223 ngroup:  1 nlines:  243 gd:  228
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
res:  228 -0.0006847754921182059 0.012695964742306387 0.020677021388864455
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
Final values:
res:  -0.0006847754921182059 0.020677021388864455
pars:  [ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
223 [ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02]
elapsed: 2.9 sec.
Niter:  0 row:  223 ngroup:  26 nlines:  6299 gd:  6299
[ 1.21069612e-10 -1.03135930e-05 -2.82879815e-01  1.61512233e+04
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02 -1.43211762e+02 -4.90867813e-11
  1.54628571e+02 -1.43211762e+02 -4.90867813e-11  1.54628571e+02
 -1.43211762e+02 -4.90867813e-11  1.54628571e+02 -1.43211762e+02
 -4.90867813e-11  1.54628571e+02]
res:  6299 -7.781902786518913e-05 0.014079424337978708 0.031066344280147824
[ 1.21069625e-10 -1.03135940e-05 -2.82879786e-01  1.61512217e+04
 -1.43218746e+02  2.20263696e-03  1.54626488e+02 -1.42716409e+02
  4.97318158e-01  1.55133699e+02 -1.43212826e+02  1.60705083e-02
  1.54623898e+02 -1.42709700e+02  4.92967304e-01  1.55125093e+02
 -1.43235176e+02  2.10452305e-02  1.54618064e+02 -1.42711656e+02
  4.88016502e-01  1.55124719e+02 -1.43214316e+02  1.36742128e-02
  1.54633218e+02 -1.42712550e+02  4.98688040e-01  1.55110846e+02
 -1.43213612e+02  1.86555930e-02  1.54629535e+02 -1.42699453e+02
  5.04574060e-01  1.55119025e+02 -1.43253659e+02  7.51231379e-03
  1.54630644e+02 -1.42736957e+02  5.04395473e-01  1.55116134e+02
 -1.43207369e+02  4.46739661e-03  1.54630951e+02 -1.42703515e+02
  5.05303809e-01  1.55119602e+02 -1.43221767e+02  2.48477406e-03
  1.54630510e+02 -1.42736486e+02  4.93848268e-01  1.55121537e+02
 -1.43242976e+02  8.39191870e-03  1.54632325e+02 -1.42707645e+02
  5.19127273e-01  1.55133347e+02 -1.43212412e+02 -1.34150056e-03
  1.54628657e+02 -1.42727497e+02  5.03404369e-01  1.55124163e+02
 -1.43231469e+02  5.63782264e-03  1.54628633e+02 -1.42740672e+02
  5.08230481e-01  1.55132013e+02 -1.43253445e+02 -1.22310139e-02
  1.54622752e+02 -1.42745360e+02  4.89669309e-01  1.55109674e+02
 -1.43221727e+02 -1.33285958e-02  1.54625827e+02 -1.42729198e+02
  4.99036544e-01  1.55114005e+02]
Niter:  1 row:  223 ngroup:  26 nlines:  6299 gd:  5903
[ 1.21069625e-10 -1.03135940e-05 -2.82879786e-01  1.61512217e+04
 -1.43218746e+02  2.20263696e-03  1.54626488e+02 -1.42716409e+02
  4.97318158e-01  1.55133699e+02 -1.43212826e+02  1.60705083e-02
  1.54623898e+02 -1.42709700e+02  4.92967304e-01  1.55125093e+02
 -1.43235176e+02  2.10452305e-02  1.54618064e+02 -1.42711656e+02
  4.88016502e-01  1.55124719e+02 -1.43214316e+02  1.36742128e-02
  1.54633218e+02 -1.42712550e+02  4.98688040e-01  1.55110846e+02
 -1.43213612e+02  1.86555930e-02  1.54629535e+02 -1.42699453e+02
  5.04574060e-01  1.55119025e+02 -1.43253659e+02  7.51231379e-03
  1.54630644e+02 -1.42736957e+02  5.04395473e-01  1.55116134e+02
 -1.43207369e+02  4.46739661e-03  1.54630951e+02 -1.42703515e+02
  5.05303809e-01  1.55119602e+02 -1.43221767e+02  2.48477406e-03
  1.54630510e+02 -1.42736486e+02  4.93848268e-01  1.55121537e+02
 -1.43242976e+02  8.39191870e-03  1.54632325e+02 -1.42707645e+02
  5.19127273e-01  1.55133347e+02 -1.43212412e+02 -1.34150056e-03
  1.54628657e+02 -1.42727497e+02  5.03404369e-01  1.55124163e+02
 -1.43231469e+02  5.63782264e-03  1.54628633e+02 -1.42740672e+02
  5.08230481e-01  1.55132013e+02 -1.43253445e+02 -1.22310139e-02
  1.54622752e+02 -1.42745360e+02  4.89669309e-01  1.55109674e+02
 -1.43221727e+02 -1.33285958e-02  1.54625827e+02 -1.42729198e+02
  4.99036544e-01  1.55114005e+02]
res:  5903 -0.00046158476288837846 0.013975084908452118 0.023315797826607833
[ 1.21069637e-10 -1.03135950e-05 -2.82879758e-01  1.61512201e+04
 -1.43225729e+02 -1.14457574e-02  1.54619243e+02 -1.42717606e+02
  4.94611935e-01  1.55129132e+02 -1.43232361e+02 -5.57774728e-03
  1.54623244e+02 -1.42726371e+02  4.86088915e-01  1.55118269e+02
 -1.43235176e+02  7.58260063e-03  1.54617331e+02 -1.42717970e+02
  4.70168602e-01  1.55119953e+02 -1.43211124e+02  7.93435702e-03
  1.54624253e+02 -1.42732969e+02  4.79245828e-01  1.55107904e+02
 -1.43218421e+02  2.14174913e-03  1.54622568e+02 -1.42727644e+02
  4.91270734e-01  1.55120525e+02 -1.43246950e+02  2.77007080e-04
  1.54629870e+02 -1.42747119e+02  4.90597577e-01  1.55115322e+02
 -1.43219665e+02 -5.52286973e-03  1.54626182e+02 -1.42708319e+02
  4.83175764e-01  1.55112641e+02 -1.43226980e+02 -3.86123578e-04
  1.54630741e+02 -1.42725547e+02  4.73490931e-01  1.55119240e+02
 -1.43237951e+02 -7.64194512e-05  1.54625644e+02 -1.42722693e+02
  5.03365598e-01  1.55128587e+02 -1.43229502e+02 -1.38877064e-02
  1.54625978e+02 -1.42723857e+02  4.85602127e-01  1.55116875e+02
 -1.43243017e+02 -2.10544640e-02  1.54628041e+02 -1.42743873e+02
  5.03494054e-01  1.55120533e+02 -1.43258046e+02 -2.58740272e-02
  1.54618021e+02 -1.42745070e+02  4.88307577e-01  1.55108885e+02
 -1.43244005e+02 -1.04299085e-02  1.54618343e+02 -1.42730381e+02
  4.88250863e-01  1.55111225e+02]
Niter:  2 row:  223 ngroup:  26 nlines:  6299 gd:  5890
[ 1.21069637e-10 -1.03135950e-05 -2.82879758e-01  1.61512201e+04
 -1.43225729e+02 -1.14457574e-02  1.54619243e+02 -1.42717606e+02
  4.94611935e-01  1.55129132e+02 -1.43232361e+02 -5.57774728e-03
  1.54623244e+02 -1.42726371e+02  4.86088915e-01  1.55118269e+02
 -1.43235176e+02  7.58260063e-03  1.54617331e+02 -1.42717970e+02
  4.70168602e-01  1.55119953e+02 -1.43211124e+02  7.93435702e-03
  1.54624253e+02 -1.42732969e+02  4.79245828e-01  1.55107904e+02
 -1.43218421e+02  2.14174913e-03  1.54622568e+02 -1.42727644e+02
  4.91270734e-01  1.55120525e+02 -1.43246950e+02  2.77007080e-04
  1.54629870e+02 -1.42747119e+02  4.90597577e-01  1.55115322e+02
 -1.43219665e+02 -5.52286973e-03  1.54626182e+02 -1.42708319e+02
  4.83175764e-01  1.55112641e+02 -1.43226980e+02 -3.86123578e-04
  1.54630741e+02 -1.42725547e+02  4.73490931e-01  1.55119240e+02
 -1.43237951e+02 -7.64194512e-05  1.54625644e+02 -1.42722693e+02
  5.03365598e-01  1.55128587e+02 -1.43229502e+02 -1.38877064e-02
  1.54625978e+02 -1.42723857e+02  4.85602127e-01  1.55116875e+02
 -1.43243017e+02 -2.10544640e-02  1.54628041e+02 -1.42743873e+02
  5.03494054e-01  1.55120533e+02 -1.43258046e+02 -2.58740272e-02
  1.54618021e+02 -1.42745070e+02  4.88307577e-01  1.55108885e+02
 -1.43244005e+02 -1.04299085e-02  1.54618343e+02 -1.42730381e+02
  4.88250863e-01  1.55111225e+02]
res:  5890 -0.0005554069775826065 0.014048402834305307 0.023132534357773654
[ 1.21069649e-10 -1.03135961e-05 -2.82879730e-01  1.61512185e+04
 -1.43232713e+02 -1.71747789e-02  1.54612497e+02 -1.42724611e+02
  4.94981964e-01  1.55124374e+02 -1.43239341e+02 -1.13032611e-02
  1.54620414e+02 -1.42733360e+02  4.80402570e-01  1.55113506e+02
 -1.43242181e+02  1.85034542e-03  1.54612568e+02 -1.42724956e+02
  4.61167623e-01  1.55115187e+02 -1.43218125e+02  2.21009750e-03
  1.54619488e+02 -1.42745247e+02  4.67292748e-01  1.55103141e+02
 -1.43225419e+02 -3.59925051e-03  1.54615725e+02 -1.42734650e+02
  4.85565113e-01  1.55117735e+02 -1.43253962e+02 -5.44312227e-03
  1.54625104e+02 -1.42754104e+02  4.84905579e-01  1.55110567e+02
 -1.43226660e+02 -1.12334227e-02  1.54621414e+02 -1.42715331e+02
  4.74106756e-01  1.55107875e+02 -1.43233988e+02 -3.16558529e-03
  1.54625968e+02 -1.42732538e+02  4.67777450e-01  1.55116424e+02
 -1.43244929e+02 -5.78839948e-03  1.54620877e+02 -1.42729681e+02
  4.97680357e-01  1.55123828e+02 -1.43236496e+02 -2.25940860e-02
  1.54621213e+02 -1.42730855e+02  4.76799243e-01  1.55112107e+02
 -1.43249994e+02 -2.97654006e-02  1.54623280e+02 -1.42746006e+02
  4.97754501e-01  1.55113728e+02 -1.43265025e+02 -3.15918201e-02
  1.54613264e+02 -1.42752066e+02  4.82626945e-01  1.55106083e+02
 -1.43256044e+02 -1.61409886e-02  1.54613583e+02 -1.42737375e+02
  4.79201064e-01  1.55106463e+02]
Niter:  3 row:  223 ngroup:  26 nlines:  6299 gd:  5891
[ 1.21069649e-10 -1.03135961e-05 -2.82879730e-01  1.61512185e+04
 -1.43232713e+02 -1.71747789e-02  1.54612497e+02 -1.42724611e+02
  4.94981964e-01  1.55124374e+02 -1.43239341e+02 -1.13032611e-02
  1.54620414e+02 -1.42733360e+02  4.80402570e-01  1.55113506e+02
 -1.43242181e+02  1.85034542e-03  1.54612568e+02 -1.42724956e+02
  4.61167623e-01  1.55115187e+02 -1.43218125e+02  2.21009750e-03
  1.54619488e+02 -1.42745247e+02  4.67292748e-01  1.55103141e+02
 -1.43225419e+02 -3.59925051e-03  1.54615725e+02 -1.42734650e+02
  4.85565113e-01  1.55117735e+02 -1.43253962e+02 -5.44312227e-03
  1.54625104e+02 -1.42754104e+02  4.84905579e-01  1.55110567e+02
 -1.43226660e+02 -1.12334227e-02  1.54621414e+02 -1.42715331e+02
  4.74106756e-01  1.55107875e+02 -1.43233988e+02 -3.16558529e-03
  1.54625968e+02 -1.42732538e+02  4.67777450e-01  1.55116424e+02
 -1.43244929e+02 -5.78839948e-03  1.54620877e+02 -1.42729681e+02
  4.97680357e-01  1.55123828e+02 -1.43236496e+02 -2.25940860e-02
  1.54621213e+02 -1.42730855e+02  4.76799243e-01  1.55112107e+02
 -1.43249994e+02 -2.97654006e-02  1.54623280e+02 -1.42746006e+02
  4.97754501e-01  1.55113728e+02 -1.43265025e+02 -3.15918201e-02
  1.54613264e+02 -1.42752066e+02  4.82626945e-01  1.55106083e+02
 -1.43256044e+02 -1.61409886e-02  1.54613583e+02 -1.42737375e+02
  4.79201064e-01  1.55106463e+02]
res:  5891 -0.0009546664914523717 0.01387023617644445 0.02307303145340336
[ 1.20932353e-10 -1.03137299e-05 -2.82874281e-01  1.61512201e+04
 -1.43269709e+02 -1.17177854e-02  1.54645927e+02 -1.42762925e+02
  5.01055218e-01  1.55157873e+02 -1.43276282e+02 -5.81448765e-03
  1.54653825e+02 -1.42771016e+02  4.87347728e-01  1.55146944e+02
 -1.43280399e+02  6.90856070e-03  1.54645936e+02 -1.42761962e+02
  4.67244849e-01  1.55148579e+02 -1.43255585e+02  7.61319717e-03
  1.54652884e+02 -1.42782585e+02  4.73460479e-01  1.55136468e+02
 -1.43261822e+02  1.43954773e-03  1.54648673e+02 -1.42772385e+02
  4.91605063e-01  1.55151196e+02 -1.43292009e+02  2.12392535e-04
  1.54658511e+02 -1.42791323e+02  4.91441365e-01  1.55144040e+02
 -1.43264133e+02 -5.27487827e-03  1.54654809e+02 -1.42753167e+02
  4.80764430e-01  1.55141284e+02 -1.43271991e+02  3.17855276e-03
  1.54659282e+02 -1.42769995e+02  4.73670729e-01  1.55149944e+02
 -1.43281984e+02  2.58646467e-04  1.54654292e+02 -1.42766930e+02
  5.04622671e-01  1.55157203e+02 -1.43273805e+02 -1.67301171e-02
  1.54654641e+02 -1.42768550e+02  4.82848996e-01  1.55145522e+02
 -1.43286973e+02 -2.39840009e-02  1.54656662e+02 -1.42783733e+02
  5.02658576e-01  1.55147070e+02 -1.43302311e+02 -2.58225677e-02
  1.54646711e+02 -1.42789586e+02  4.89778907e-01  1.55139457e+02
 -1.43292954e+02 -1.01703494e-02  1.54646988e+02 -1.42774716e+02
  4.84372221e-01  1.55139863e+02]
Niter:  4 row:  223 ngroup:  26 nlines:  6299 gd:  5886
[ 1.20932353e-10 -1.03137299e-05 -2.82874281e-01  1.61512201e+04
 -1.43269709e+02 -1.17177854e-02  1.54645927e+02 -1.42762925e+02
  5.01055218e-01  1.55157873e+02 -1.43276282e+02 -5.81448765e-03
  1.54653825e+02 -1.42771016e+02  4.87347728e-01  1.55146944e+02
 -1.43280399e+02  6.90856070e-03  1.54645936e+02 -1.42761962e+02
  4.67244849e-01  1.55148579e+02 -1.43255585e+02  7.61319717e-03
  1.54652884e+02 -1.42782585e+02  4.73460479e-01  1.55136468e+02
 -1.43261822e+02  1.43954773e-03  1.54648673e+02 -1.42772385e+02
  4.91605063e-01  1.55151196e+02 -1.43292009e+02  2.12392535e-04
  1.54658511e+02 -1.42791323e+02  4.91441365e-01  1.55144040e+02
 -1.43264133e+02 -5.27487827e-03  1.54654809e+02 -1.42753167e+02
  4.80764430e-01  1.55141284e+02 -1.43271991e+02  3.17855276e-03
  1.54659282e+02 -1.42769995e+02  4.73670729e-01  1.55149944e+02
 -1.43281984e+02  2.58646467e-04  1.54654292e+02 -1.42766930e+02
  5.04622671e-01  1.55157203e+02 -1.43273805e+02 -1.67301171e-02
  1.54654641e+02 -1.42768550e+02  4.82848996e-01  1.55145522e+02
 -1.43286973e+02 -2.39840009e-02  1.54656662e+02 -1.42783733e+02
  5.02658576e-01  1.55147070e+02 -1.43302311e+02 -2.58225677e-02
  1.54646711e+02 -1.42789586e+02  4.89778907e-01  1.55139457e+02
 -1.43292954e+02 -1.01703494e-02  1.54646988e+02 -1.42774716e+02
  4.84372221e-01  1.55139863e+02]
res:  5886 -0.000666604604703025 0.013903105087592849 0.022980770699885696
[ 1.20932365e-10 -1.03137309e-05 -2.82874263e-01  1.61512184e+04
 -1.43275086e+02 -1.77577517e-02  1.54642165e+02 -1.42767486e+02
  4.97982901e-01  1.55155882e+02 -1.43281595e+02 -1.48835042e-02
  1.54650075e+02 -1.42775842e+02  4.90541819e-01  1.55145011e+02
 -1.43285124e+02  8.69814705e-04  1.54644029e+02 -1.42763130e+02
  4.61166616e-01  1.55144759e+02 -1.43260978e+02  7.76860795e-03
  1.54647107e+02 -1.42787736e+02  4.70441567e-01  1.55132735e+02
 -1.43263691e+02 -1.04935866e-02  1.54643445e+02 -1.42777630e+02
  4.85555644e-01  1.55147376e+02 -1.43297109e+02 -2.85804768e-03
  1.54656587e+02 -1.42792136e+02  4.85368923e-01  1.55140331e+02
 -1.43269318e+02 -1.78452132e-02  1.54650963e+02 -1.42758502e+02
  4.71336101e-01  1.55137466e+02 -1.43272315e+02 -6.36122503e-03
  1.54655397e+02 -1.42770280e+02  4.67624527e-01  1.55146214e+02
 -1.43287134e+02 -2.76970525e-03  1.54652279e+02 -1.42772214e+02
  4.98536308e-01  1.55153478e+02 -1.43279179e+02 -1.66747936e-02
  1.54650813e+02 -1.42773634e+02  4.79825895e-01  1.55141682e+02
 -1.43292189e+02 -3.00499338e-02  1.54652912e+02 -1.42788849e+02
  4.93729467e-01  1.55143228e+02 -1.43294432e+02 -3.18806685e-02
  1.54644755e+02 -1.42794761e+02  4.86697370e-01  1.55135636e+02
 -1.43298185e+02 -1.98300947e-02  1.54643257e+02 -1.42785039e+02
  4.75918667e-01  1.55136119e+02]
Niter:  5 row:  223 ngroup:  26 nlines:  6299 gd:  5884
[ 1.20932365e-10 -1.03137309e-05 -2.82874263e-01  1.61512184e+04
 -1.43275086e+02 -1.77577517e-02  1.54642165e+02 -1.42767486e+02
  4.97982901e-01  1.55155882e+02 -1.43281595e+02 -1.48835042e-02
  1.54650075e+02 -1.42775842e+02  4.90541819e-01  1.55145011e+02
 -1.43285124e+02  8.69814705e-04  1.54644029e+02 -1.42763130e+02
  4.61166616e-01  1.55144759e+02 -1.43260978e+02  7.76860795e-03
  1.54647107e+02 -1.42787736e+02  4.70441567e-01  1.55132735e+02
 -1.43263691e+02 -1.04935866e-02  1.54643445e+02 -1.42777630e+02
  4.85555644e-01  1.55147376e+02 -1.43297109e+02 -2.85804768e-03
  1.54656587e+02 -1.42792136e+02  4.85368923e-01  1.55140331e+02
 -1.43269318e+02 -1.78452132e-02  1.54650963e+02 -1.42758502e+02
  4.71336101e-01  1.55137466e+02 -1.43272315e+02 -6.36122503e-03
  1.54655397e+02 -1.42770280e+02  4.67624527e-01  1.55146214e+02
 -1.43287134e+02 -2.76970525e-03  1.54652279e+02 -1.42772214e+02
  4.98536308e-01  1.55153478e+02 -1.43279179e+02 -1.66747936e-02
  1.54650813e+02 -1.42773634e+02  4.79825895e-01  1.55141682e+02
 -1.43292189e+02 -3.00499338e-02  1.54652912e+02 -1.42788849e+02
  4.93729467e-01  1.55143228e+02 -1.43294432e+02 -3.18806685e-02
  1.54644755e+02 -1.42794761e+02  4.86697370e-01  1.55135636e+02
 -1.43298185e+02 -1.98300947e-02  1.54643257e+02 -1.42785039e+02
  4.75918667e-01  1.55136119e+02]
res:  5884 -0.0005696584721590625 0.013950518754427321 0.022936814231007786
[ 1.21122934e-10 -1.03142470e-05 -2.82876299e-01  1.61512201e+04
 -1.43268166e+02 -1.23628137e-02  1.54632307e+02 -1.42760943e+02
  5.03088692e-01  1.55146022e+02 -1.43274677e+02 -9.61180481e-03
  1.54640221e+02 -1.42768982e+02  4.95374501e-01  1.55135141e+02
 -1.43278416e+02  6.49846246e-03  1.54634194e+02 -1.42756312e+02
  4.66323605e-01  1.55134950e+02 -1.43254273e+02  1.30877547e-02
  1.54637301e+02 -1.42780825e+02  4.75544557e-01  1.55122929e+02
 -1.43257066e+02 -5.11778237e-03  1.54633558e+02 -1.42770944e+02
  4.87195387e-01  1.55137522e+02 -1.43290542e+02  2.45286767e-03
  1.54646769e+02 -1.42785345e+02  4.90370953e-01  1.55130423e+02
 -1.43262617e+02 -1.98428398e-02  1.54641161e+02 -1.42751951e+02
  4.76288268e-01  1.55127644e+02 -1.43265745e+02 -1.17401350e-03
  1.54645666e+02 -1.42763451e+02  4.72867342e-01  1.55136285e+02
 -1.43280128e+02  2.34420682e-03  1.54642492e+02 -1.42765237e+02
  5.03354816e-01  1.55143639e+02 -1.43272332e+02 -1.15537286e-02
  1.54640985e+02 -1.42766875e+02  4.85035873e-01  1.55131865e+02
 -1.43285142e+02 -2.47289583e-02  1.54643080e+02 -1.42782258e+02
  4.99233388e-01  1.55133458e+02 -1.43287785e+02 -2.65746363e-02
  1.54634837e+02 -1.42788020e+02  4.91558031e-01  1.55125841e+02
 -1.43291191e+02 -1.44931478e-02  1.54633402e+02 -1.42778380e+02
  4.77222972e-01  1.55126272e+02]
Niter:  6 row:  223 ngroup:  26 nlines:  6299 gd:  5884
[ 1.21122934e-10 -1.03142470e-05 -2.82876299e-01  1.61512201e+04
 -1.43268166e+02 -1.23628137e-02  1.54632307e+02 -1.42760943e+02
  5.03088692e-01  1.55146022e+02 -1.43274677e+02 -9.61180481e-03
  1.54640221e+02 -1.42768982e+02  4.95374501e-01  1.55135141e+02
 -1.43278416e+02  6.49846246e-03  1.54634194e+02 -1.42756312e+02
  4.66323605e-01  1.55134950e+02 -1.43254273e+02  1.30877547e-02
  1.54637301e+02 -1.42780825e+02  4.75544557e-01  1.55122929e+02
 -1.43257066e+02 -5.11778237e-03  1.54633558e+02 -1.42770944e+02
  4.87195387e-01  1.55137522e+02 -1.43290542e+02  2.45286767e-03
  1.54646769e+02 -1.42785345e+02  4.90370953e-01  1.55130423e+02
 -1.43262617e+02 -1.98428398e-02  1.54641161e+02 -1.42751951e+02
  4.76288268e-01  1.55127644e+02 -1.43265745e+02 -1.17401350e-03
  1.54645666e+02 -1.42763451e+02  4.72867342e-01  1.55136285e+02
 -1.43280128e+02  2.34420682e-03  1.54642492e+02 -1.42765237e+02
  5.03354816e-01  1.55143639e+02 -1.43272332e+02 -1.15537286e-02
  1.54640985e+02 -1.42766875e+02  4.85035873e-01  1.55131865e+02
 -1.43285142e+02 -2.47289583e-02  1.54643080e+02 -1.42782258e+02
  4.99233388e-01  1.55133458e+02 -1.43287785e+02 -2.65746363e-02
  1.54634837e+02 -1.42788020e+02  4.91558031e-01  1.55125841e+02
 -1.43291191e+02 -1.44931478e-02  1.54633402e+02 -1.42778380e+02
  4.77222972e-01  1.55126272e+02]
res:  5884 -0.0005696315929526463 0.013949692925962154 0.022930698852239584
[ 1.21122783e-10 -1.03142470e-05 -2.82876299e-01  1.61512201e+04
 -1.43268166e+02 -1.23628137e-02  1.54632307e+02 -1.42760943e+02
  5.03088692e-01  1.55146022e+02 -1.43274677e+02 -9.61180481e-03
  1.54640221e+02 -1.42768982e+02  4.95374501e-01  1.55135141e+02
 -1.43278416e+02  6.49846246e-03  1.54634194e+02 -1.42756312e+02
  4.66323605e-01  1.55134950e+02 -1.43254273e+02  1.30877547e-02
  1.54637301e+02 -1.42780825e+02  4.75544557e-01  1.55122929e+02
 -1.43257066e+02 -5.11778237e-03  1.54633558e+02 -1.42770944e+02
  4.87195387e-01  1.55137522e+02 -1.43290542e+02  2.45286767e-03
  1.54646769e+02 -1.42785345e+02  4.90370953e-01  1.55130423e+02
 -1.43262617e+02 -1.98428398e-02  1.54641161e+02 -1.42751951e+02
  4.76288268e-01  1.55127644e+02 -1.43265745e+02 -1.17401350e-03
  1.54645666e+02 -1.42763451e+02  4.72867342e-01  1.55136285e+02
 -1.43280128e+02  2.34420682e-03  1.54642492e+02 -1.42765237e+02
  5.03354816e-01  1.55143639e+02 -1.43272332e+02 -1.15537286e-02
  1.54640985e+02 -1.42766875e+02  4.85035873e-01  1.55131865e+02
 -1.43285142e+02 -2.47289583e-02  1.54643080e+02 -1.42782258e+02
  4.99233388e-01  1.55133458e+02 -1.43287785e+02 -2.65746363e-02
  1.54634837e+02 -1.42788020e+02  4.91558031e-01  1.55125841e+02
 -1.43291191e+02 -1.44931478e-02  1.54633402e+02 -1.42778380e+02
  4.77222972e-01  1.55126272e+02]
Saving figure to  wave_resid_43670005_fiber223.png
Final values:
res:  -0.0005696315929526463 0.022930698852239584
pars:  [ 1.21122783e-10 -1.03142470e-05 -2.82876299e-01  1.61512201e+04
 -1.43268166e+02 -1.23628137e-02  1.54632307e+02 -1.42760943e+02
  5.03088692e-01  1.55146022e+02 -1.43274677e+02 -9.61180481e-03
  1.54640221e+02 -1.42768982e+02  4.95374501e-01  1.55135141e+02
 -1.43278416e+02  6.49846246e-03  1.54634194e+02 -1.42756312e+02
  4.66323605e-01  1.55134950e+02 -1.43254273e+02  1.30877547e-02
  1.54637301e+02 -1.42780825e+02  4.75544557e-01  1.55122929e+02
 -1.43257066e+02 -5.11778237e-03  1.54633558e+02 -1.42770944e+02
  4.87195387e-01  1.55137522e+02 -1.43290542e+02  2.45286767e-03
  1.54646769e+02 -1.42785345e+02  4.90370953e-01  1.55130423e+02
 -1.43262617e+02 -1.98428398e-02  1.54641161e+02 -1.42751951e+02
  4.76288268e-01  1.55127644e+02 -1.43265745e+02 -1.17401350e-03
  1.54645666e+02 -1.42763451e+02  4.72867342e-01  1.55136285e+02
 -1.43280128e+02  2.34420682e-03  1.54642492e+02 -1.42765237e+02
  5.03354816e-01  1.55143639e+02 -1.43272332e+02 -1.15537286e-02
  1.54640985e+02 -1.42766875e+02  4.85035873e-01  1.55131865e+02
 -1.43285142e+02 -2.47289583e-02  1.54643080e+02 -1.42782258e+02
  4.99233388e-01  1.55133458e+02 -1.43287785e+02 -2.65746363e-02
  1.54634837e+02 -1.42788020e+02  4.91558031e-01  1.55125841e+02
 -1.43291191e+02 -1.44931478e-02  1.54633402e+02 -1.42778380e+02
  4.77222972e-01  1.55126272e+02]
223 [ 1.21122783e-10 -1.03142470e-05 -2.82876299e-01  1.61512201e+04
 -1.43268166e+02 -1.23628137e-02  1.54632307e+02 -1.42760943e+02
  5.03088692e-01  1.55146022e+02 -1.43274677e+02 -9.61180481e-03
  1.54640221e+02 -1.42768982e+02  4.95374501e-01  1.55135141e+02
 -1.43278416e+02  6.49846246e-03  1.54634194e+02 -1.42756312e+02
  4.66323605e-01  1.55134950e+02 -1.43254273e+02  1.30877547e-02
  1.54637301e+02 -1.42780825e+02  4.75544557e-01  1.55122929e+02
 -1.43257066e+02 -5.11778237e-03  1.54633558e+02 -1.42770944e+02
  4.87195387e-01  1.55137522e+02 -1.43290542e+02  2.45286767e-03
  1.54646769e+02 -1.42785345e+02  4.90370953e-01  1.55130423e+02
 -1.43262617e+02 -1.98428398e-02  1.54641161e+02 -1.42751951e+02
  4.76288268e-01  1.55127644e+02 -1.43265745e+02 -1.17401350e-03
  1.54645666e+02 -1.42763451e+02  4.72867342e-01  1.55136285e+02
 -1.43280128e+02  2.34420682e-03  1.54642492e+02 -1.42765237e+02
  5.03354816e-01  1.55143639e+02 -1.43272332e+02 -1.15537286e-02
  1.54640985e+02 -1.42766875e+02  4.85035873e-01  1.55131865e+02
 -1.43285142e+02 -2.47289583e-02  1.54643080e+02 -1.42782258e+02
  4.99233388e-01  1.55133458e+02 -1.43287785e+02 -2.65746363e-02
  1.54634837e+02 -1.42788020e+02  4.91558031e-01  1.55125841e+02
 -1.43291191e+02 -1.44931478e-02  1.54633402e+02 -1.42778380e+02
  4.77222972e-01  1.55126272e+02]
--- Row 225/300 row=224 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  224
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=224 ---
Niter:  0 row:  224 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 0.0013927276613685535 0.01582041089022823 0.030957413237680944
[ 1.19671782e-10 -1.03127760e-05 -2.82855128e-01  1.61512209e+04
 -1.43346733e+02 -5.17250309e-14  1.54738315e+02]
Niter:  1 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19671782e-10 -1.03127760e-05 -2.82855128e-01  1.61512209e+04
 -1.43346733e+02 -5.17250309e-14  1.54738315e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Niter:  2 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Niter:  3 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Niter:  4 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Niter:  5 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Niter:  6 row:  224 ngroup:  1 nlines:  247 gd:  236
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
res:  236 -0.0009066467900993302 0.016400832013459876 0.02356671184463373
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
Final values:
res:  -0.0009066467900993302 0.02356671184463373
pars:  [ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
224 [ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02]
elapsed: 2.9 sec.
Niter:  0 row:  224 ngroup:  26 nlines:  6392 gd:  6392
[ 1.19652075e-10 -1.03129973e-05 -2.82854370e-01  1.61512264e+04
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02 -1.43346384e+02  1.45762649e-11
  1.54757788e+02 -1.43346384e+02  1.45762649e-11  1.54757788e+02
 -1.43346384e+02  1.45762649e-11  1.54757788e+02 -1.43346384e+02
  1.45762649e-11  1.54757788e+02]
res:  6392 -0.00034040684204228455 0.014526067108818097 0.030973845103510773
[ 1.19652087e-10 -1.03129983e-05 -2.82854398e-01  1.61512280e+04
 -1.43327674e+02  2.49358833e-02  1.54760239e+02 -1.42855157e+02
  5.10645497e-01  1.55241968e+02 -1.43331181e+02 -2.88750463e-03
  1.54753311e+02 -1.42888769e+02  4.97377717e-01  1.55254749e+02
 -1.43354397e+02  7.69345525e-03  1.54760016e+02 -1.42852639e+02
  5.12814595e-01  1.55248034e+02 -1.43332139e+02  6.77360039e-03
  1.54755401e+02 -1.42856705e+02  5.06107529e-01  1.55244194e+02
 -1.43342748e+02  1.79681333e-02  1.54755646e+02 -1.42846561e+02
  4.89267648e-01  1.55252613e+02 -1.43319042e+02  1.15938433e-02
  1.54760721e+02 -1.42836705e+02  4.95141047e-01  1.55235969e+02
 -1.43339481e+02  2.19433877e-02  1.54756202e+02 -1.42804439e+02
  4.98812505e-01  1.55240191e+02 -1.43363888e+02  7.49693724e-03
  1.54760156e+02 -1.42876265e+02  5.07176350e-01  1.55253980e+02
 -1.43357698e+02  1.19056935e-02  1.54749607e+02 -1.42837684e+02
  5.09680848e-01  1.55245736e+02 -1.43324212e+02  2.12944921e-02
  1.54753122e+02 -1.42836238e+02  4.74150980e-01  1.55242129e+02
 -1.43380346e+02  7.48200557e-03  1.54760921e+02 -1.42856682e+02
  4.98041130e-01  1.55243721e+02 -1.43385992e+02  2.43266540e-02
  1.54754667e+02 -1.42866737e+02  5.05721595e-01  1.55252106e+02
 -1.43342746e+02  6.55526604e-03  1.54753894e+02 -1.42895937e+02
  5.05447637e-01  1.55262464e+02]
Niter:  1 row:  224 ngroup:  26 nlines:  6392 gd:  5996
[ 1.19652087e-10 -1.03129983e-05 -2.82854398e-01  1.61512280e+04
 -1.43327674e+02  2.49358833e-02  1.54760239e+02 -1.42855157e+02
  5.10645497e-01  1.55241968e+02 -1.43331181e+02 -2.88750463e-03
  1.54753311e+02 -1.42888769e+02  4.97377717e-01  1.55254749e+02
 -1.43354397e+02  7.69345525e-03  1.54760016e+02 -1.42852639e+02
  5.12814595e-01  1.55248034e+02 -1.43332139e+02  6.77360039e-03
  1.54755401e+02 -1.42856705e+02  5.06107529e-01  1.55244194e+02
 -1.43342748e+02  1.79681333e-02  1.54755646e+02 -1.42846561e+02
  4.89267648e-01  1.55252613e+02 -1.43319042e+02  1.15938433e-02
  1.54760721e+02 -1.42836705e+02  4.95141047e-01  1.55235969e+02
 -1.43339481e+02  2.19433877e-02  1.54756202e+02 -1.42804439e+02
  4.98812505e-01  1.55240191e+02 -1.43363888e+02  7.49693724e-03
  1.54760156e+02 -1.42876265e+02  5.07176350e-01  1.55253980e+02
 -1.43357698e+02  1.19056935e-02  1.54749607e+02 -1.42837684e+02
  5.09680848e-01  1.55245736e+02 -1.43324212e+02  2.12944921e-02
  1.54753122e+02 -1.42836238e+02  4.74150980e-01  1.55242129e+02
 -1.43380346e+02  7.48200557e-03  1.54760921e+02 -1.42856682e+02
  4.98041130e-01  1.55243721e+02 -1.43385992e+02  2.43266540e-02
  1.54754667e+02 -1.42866737e+02  5.05721595e-01  1.55252106e+02
 -1.43342746e+02  6.55526604e-03  1.54753894e+02 -1.42895937e+02
  5.05447637e-01  1.55262464e+02]
res:  5996 -0.0002502036577425315 0.014584014357751585 0.02340249302080928
[ 1.19652099e-10 -1.03129994e-05 -2.82854427e-01  1.61512296e+04
 -1.43332481e+02  1.14471259e-02  1.54769294e+02 -1.42840919e+02
  5.03759324e-01  1.55246697e+02 -1.43328771e+02 -2.97807174e-03
  1.54760039e+02 -1.42874290e+02  5.04219842e-01  1.55259683e+02
 -1.43352923e+02  2.06287308e-02  1.54767041e+02 -1.42833616e+02
  5.18133859e-01  1.55258051e+02 -1.43307210e+02  2.21869748e-02
  1.54759659e+02 -1.42851294e+02  5.06275385e-01  1.55253121e+02
 -1.43336546e+02  2.86058629e-02  1.54764868e+02 -1.42854645e+02
  5.02891778e-01  1.55252748e+02 -1.43334199e+02  3.05160158e-02
  1.54761503e+02 -1.42831210e+02  5.10865274e-01  1.55240172e+02
 -1.43338929e+02  2.08247713e-02  1.54758764e+02 -1.42843300e+02
  5.00190452e-01  1.55244860e+02 -1.43362496e+02  2.11268100e-02
  1.54764884e+02 -1.42851507e+02  5.15746580e-01  1.55261044e+02
 -1.43344570e+02  1.58841778e-02  1.54758514e+02 -1.42830066e+02
  5.22375067e-01  1.55256902e+02 -1.43323142e+02  2.77699362e-02
  1.54759668e+02 -1.42830224e+02  4.87995737e-01  1.55253387e+02
 -1.43355737e+02  5.24489586e-03  1.54765882e+02 -1.42838841e+02
  4.98081467e-01  1.55242077e+02 -1.43385377e+02  2.05707351e-02
  1.54755950e+02 -1.42858514e+02  4.97176606e-01  1.55250699e+02
 -1.43335135e+02  2.38376268e-02  1.54754319e+02 -1.42880180e+02
  5.09020624e-01  1.55265295e+02]
Niter:  2 row:  224 ngroup:  26 nlines:  6392 gd:  6006
[ 1.19652099e-10 -1.03129994e-05 -2.82854427e-01  1.61512296e+04
 -1.43332481e+02  1.14471259e-02  1.54769294e+02 -1.42840919e+02
  5.03759324e-01  1.55246697e+02 -1.43328771e+02 -2.97807174e-03
  1.54760039e+02 -1.42874290e+02  5.04219842e-01  1.55259683e+02
 -1.43352923e+02  2.06287308e-02  1.54767041e+02 -1.42833616e+02
  5.18133859e-01  1.55258051e+02 -1.43307210e+02  2.21869748e-02
  1.54759659e+02 -1.42851294e+02  5.06275385e-01  1.55253121e+02
 -1.43336546e+02  2.86058629e-02  1.54764868e+02 -1.42854645e+02
  5.02891778e-01  1.55252748e+02 -1.43334199e+02  3.05160158e-02
  1.54761503e+02 -1.42831210e+02  5.10865274e-01  1.55240172e+02
 -1.43338929e+02  2.08247713e-02  1.54758764e+02 -1.42843300e+02
  5.00190452e-01  1.55244860e+02 -1.43362496e+02  2.11268100e-02
  1.54764884e+02 -1.42851507e+02  5.15746580e-01  1.55261044e+02
 -1.43344570e+02  1.58841778e-02  1.54758514e+02 -1.42830066e+02
  5.22375067e-01  1.55256902e+02 -1.43323142e+02  2.77699362e-02
  1.54759668e+02 -1.42830224e+02  4.87995737e-01  1.55253387e+02
 -1.43355737e+02  5.24489586e-03  1.54765882e+02 -1.42838841e+02
  4.98081467e-01  1.55242077e+02 -1.43385377e+02  2.05707351e-02
  1.54755950e+02 -1.42858514e+02  4.97176606e-01  1.55250699e+02
 -1.43335135e+02  2.38376268e-02  1.54754319e+02 -1.42880180e+02
  5.09020624e-01  1.55265295e+02]
res:  6006 -0.00024304243106598733 0.014613784705943544 0.023506523925678476
[ 1.19652111e-10 -1.03130004e-05 -2.82854455e-01  1.61512312e+04
 -1.43325529e+02  1.71433934e-02  1.54774023e+02 -1.42833966e+02
  5.06499154e-01  1.55251427e+02 -1.43321827e+02  2.72263472e-03
  1.54764767e+02 -1.42867327e+02  5.12965133e-01  1.55264420e+02
 -1.43345978e+02  2.63409162e-02  1.54771774e+02 -1.42826660e+02
  5.23836909e-01  1.55268792e+02 -1.43295408e+02  2.78939010e-02
  1.54764384e+02 -1.42848923e+02  5.08852910e-01  1.55257852e+02
 -1.43334707e+02  3.42956860e-02  1.54769589e+02 -1.42847668e+02
  5.08592248e-01  1.55257480e+02 -1.43333106e+02  3.90294014e-02
  1.54766236e+02 -1.42824240e+02  5.16549571e-01  1.55244898e+02
 -1.43331974e+02  2.65280001e-02  1.54763488e+02 -1.42840780e+02
  5.05903772e-01  1.55249588e+02 -1.43355559e+02  2.68354447e-02
  1.54769612e+02 -1.42839302e+02  5.21444525e-01  1.55265778e+02
 -1.43337638e+02  2.15835147e-02  1.54765284e+02 -1.42823160e+02
  5.28083024e-01  1.55261640e+02 -1.43321269e+02  3.34716744e-02
  1.54764387e+02 -1.42823272e+02  4.93707884e-01  1.55258121e+02
 -1.43348787e+02  4.40016727e-03  1.54770605e+02 -1.42831881e+02
  5.03787538e-01  1.55246806e+02 -1.43378448e+02  2.62615746e-02
  1.54760671e+02 -1.42851577e+02  5.02893528e-01  1.55255438e+02
 -1.43328189e+02  3.25925207e-02  1.54759049e+02 -1.42867898e+02
  5.11605240e-01  1.55270025e+02]
Niter:  3 row:  224 ngroup:  26 nlines:  6392 gd:  6008
[ 1.19652111e-10 -1.03130004e-05 -2.82854455e-01  1.61512312e+04
 -1.43325529e+02  1.71433934e-02  1.54774023e+02 -1.42833966e+02
  5.06499154e-01  1.55251427e+02 -1.43321827e+02  2.72263472e-03
  1.54764767e+02 -1.42867327e+02  5.12965133e-01  1.55264420e+02
 -1.43345978e+02  2.63409162e-02  1.54771774e+02 -1.42826660e+02
  5.23836909e-01  1.55268792e+02 -1.43295408e+02  2.78939010e-02
  1.54764384e+02 -1.42848923e+02  5.08852910e-01  1.55257852e+02
 -1.43334707e+02  3.42956860e-02  1.54769589e+02 -1.42847668e+02
  5.08592248e-01  1.55257480e+02 -1.43333106e+02  3.90294014e-02
  1.54766236e+02 -1.42824240e+02  5.16549571e-01  1.55244898e+02
 -1.43331974e+02  2.65280001e-02  1.54763488e+02 -1.42840780e+02
  5.05903772e-01  1.55249588e+02 -1.43355559e+02  2.68354447e-02
  1.54769612e+02 -1.42839302e+02  5.21444525e-01  1.55265778e+02
 -1.43337638e+02  2.15835147e-02  1.54765284e+02 -1.42823160e+02
  5.28083024e-01  1.55261640e+02 -1.43321269e+02  3.34716744e-02
  1.54764387e+02 -1.42823272e+02  4.93707884e-01  1.55258121e+02
 -1.43348787e+02  4.40016727e-03  1.54770605e+02 -1.42831881e+02
  5.03787538e-01  1.55246806e+02 -1.43378448e+02  2.62615746e-02
  1.54760671e+02 -1.42851577e+02  5.02893528e-01  1.55255438e+02
 -1.43328189e+02  3.25925207e-02  1.54759049e+02 -1.42867898e+02
  5.11605240e-01  1.55270025e+02]
res:  6008 -0.00031003345884528244 0.014583435903659847 0.023531057987208007
[ 1.19668842e-10 -1.03130004e-05 -2.82854455e-01  1.61512312e+04
 -1.43325529e+02  1.71433934e-02  1.54774023e+02 -1.42833966e+02
  5.06499154e-01  1.55251427e+02 -1.43321827e+02  2.72263472e-03
  1.54764767e+02 -1.42867327e+02  5.12965133e-01  1.55264420e+02
 -1.43345978e+02  2.63409162e-02  1.54771774e+02 -1.42826660e+02
  5.23836909e-01  1.55268792e+02 -1.43295408e+02  2.78939010e-02
  1.54764384e+02 -1.42848923e+02  5.08852910e-01  1.55257852e+02
 -1.43334707e+02  3.42956860e-02  1.54769589e+02 -1.42847668e+02
  5.08592248e-01  1.55257480e+02 -1.43333106e+02  3.90294014e-02
  1.54766236e+02 -1.42824240e+02  5.16549571e-01  1.55244898e+02
 -1.43331974e+02  2.65280001e-02  1.54763488e+02 -1.42840780e+02
  5.05903772e-01  1.55249588e+02 -1.43355559e+02  2.68354447e-02
  1.54769612e+02 -1.42839302e+02  5.21444525e-01  1.55265778e+02
 -1.43337638e+02  2.15835147e-02  1.54765284e+02 -1.42823160e+02
  5.28083024e-01  1.55261640e+02 -1.43321269e+02  3.34716744e-02
  1.54764387e+02 -1.42823272e+02  4.93707884e-01  1.55258121e+02
 -1.43348787e+02  4.40016727e-03  1.54770605e+02 -1.42831881e+02
  5.03787538e-01  1.55246806e+02 -1.43378448e+02  2.62615746e-02
  1.54760671e+02 -1.42851577e+02  5.02893528e-01  1.55255438e+02
 -1.43328189e+02  3.25925207e-02  1.54759049e+02 -1.42867898e+02
  5.11605240e-01  1.55270025e+02]
Niter:  4 row:  224 ngroup:  26 nlines:  6392 gd:  6010
[ 1.19668842e-10 -1.03130004e-05 -2.82854455e-01  1.61512312e+04
 -1.43325529e+02  1.71433934e-02  1.54774023e+02 -1.42833966e+02
  5.06499154e-01  1.55251427e+02 -1.43321827e+02  2.72263472e-03
  1.54764767e+02 -1.42867327e+02  5.12965133e-01  1.55264420e+02
 -1.43345978e+02  2.63409162e-02  1.54771774e+02 -1.42826660e+02
  5.23836909e-01  1.55268792e+02 -1.43295408e+02  2.78939010e-02
  1.54764384e+02 -1.42848923e+02  5.08852910e-01  1.55257852e+02
 -1.43334707e+02  3.42956860e-02  1.54769589e+02 -1.42847668e+02
  5.08592248e-01  1.55257480e+02 -1.43333106e+02  3.90294014e-02
  1.54766236e+02 -1.42824240e+02  5.16549571e-01  1.55244898e+02
 -1.43331974e+02  2.65280001e-02  1.54763488e+02 -1.42840780e+02
  5.05903772e-01  1.55249588e+02 -1.43355559e+02  2.68354447e-02
  1.54769612e+02 -1.42839302e+02  5.21444525e-01  1.55265778e+02
 -1.43337638e+02  2.15835147e-02  1.54765284e+02 -1.42823160e+02
  5.28083024e-01  1.55261640e+02 -1.43321269e+02  3.34716744e-02
  1.54764387e+02 -1.42823272e+02  4.93707884e-01  1.55258121e+02
 -1.43348787e+02  4.40016727e-03  1.54770605e+02 -1.42831881e+02
  5.03787538e-01  1.55246806e+02 -1.43378448e+02  2.62615746e-02
  1.54760671e+02 -1.42851577e+02  5.02893528e-01  1.55255438e+02
 -1.43328189e+02  3.25925207e-02  1.54759049e+02 -1.42867898e+02
  5.11605240e-01  1.55270025e+02]
res:  6010 -0.00023781161780789262 0.014612718960052007 0.023550304422308408
[ 1.19668854e-10 -1.03130014e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
Niter:  5 row:  224 ngroup:  26 nlines:  6392 gd:  6010
[ 1.19668854e-10 -1.03130014e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
res:  6010 -0.00027705265256372513 0.01461358645974542 0.02354958170083284
[ 1.19684712e-10 -1.03130014e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
Niter:  6 row:  224 ngroup:  26 nlines:  6392 gd:  6010
[ 1.19684712e-10 -1.03130014e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
res:  6010 -0.0001961009911610745 0.014614753391470003 0.023548677449785966
[ 1.19671729e-10 -1.03130130e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
Saving figure to  wave_resid_43670005_fiber224.png
Final values:
res:  -0.0001961009911610745 0.023548677449785966
pars:  [ 1.19671729e-10 -1.03130130e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
224 [ 1.19671729e-10 -1.03130130e-05 -2.82854483e-01  1.61512328e+04
 -1.43319280e+02  2.28454534e-02  1.54779427e+02 -1.42827717e+02
  5.12213315e-01  1.55256824e+02 -1.43315573e+02  8.41955928e-03
  1.54770171e+02 -1.42861083e+02  5.18660410e-01  1.55269813e+02
 -1.43339726e+02  3.20512775e-02  1.54777171e+02 -1.42820413e+02
  5.29542027e-01  1.55274201e+02 -1.43289162e+02  3.65351416e-02
  1.54769788e+02 -1.42847507e+02  5.11645778e-01  1.55263244e+02
 -1.43328458e+02  3.99923078e-02  1.54774998e+02 -1.42841418e+02
  5.14294087e-01  1.55262876e+02 -1.43326859e+02  4.47438351e-02
  1.54771631e+02 -1.42812827e+02  5.22232049e-01  1.55250299e+02
 -1.43325730e+02  3.22378110e-02  1.54768896e+02 -1.42834532e+02
  5.11623330e-01  1.55252950e+02 -1.43349304e+02  3.25533678e-02
  1.54775015e+02 -1.42833055e+02  5.27141214e-01  1.55271173e+02
 -1.43331383e+02  2.72786291e-02  1.54770687e+02 -1.42816897e+02
  5.33804029e-01  1.55267029e+02 -1.43315025e+02  3.91776759e-02
  1.54769798e+02 -1.42817018e+02  4.99423526e-01  1.55263516e+02
 -1.43342537e+02  1.00923619e-02  1.54776014e+02 -1.42825631e+02
  5.09494423e-01  1.55252198e+02 -1.43372188e+02  3.19575469e-02
  1.54766080e+02 -1.42845319e+02  5.08614634e-01  1.55260829e+02
 -1.43321938e+02  3.82997502e-02  1.54764447e+02 -1.42856498e+02
  5.17340812e-01  1.55275424e+02]
--- Row 226/300 row=225 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  225
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=225 ---
Niter:  0 row:  225 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -0.0011016463959094835 0.014307524004834704 0.030766455453886156
[ 1.21142399e-10 -1.03147356e-05 -2.82874338e-01  1.61512416e+04
 -1.43247793e+02  9.14906637e-14  1.54639442e+02]
Niter:  1 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.21142399e-10 -1.03147356e-05 -2.82874338e-01  1.61512416e+04
 -1.43247793e+02  9.14906637e-14  1.54639442e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Niter:  2 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Niter:  3 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Niter:  4 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Niter:  5 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Niter:  6 row:  225 ngroup:  1 nlines:  243 gd:  225
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
res:  225 -0.0018135330137738492 0.014267273581936024 0.02271881711762057
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
Final values:
res:  -0.0018135330137738492 0.02271881711762057
pars:  [ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
225 [ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02]
elapsed: 2.9 sec.
Niter:  0 row:  225 ngroup:  26 nlines:  6289 gd:  6289
[ 1.20900567e-10 -1.03150205e-05 -2.82870356e-01  1.61512413e+04
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02 -1.43290042e+02 -6.13593783e-10
  1.54654033e+02 -1.43290042e+02 -6.13593783e-10  1.54654033e+02
 -1.43290042e+02 -6.13593783e-10  1.54654033e+02 -1.43290042e+02
 -6.13593783e-10  1.54654033e+02]
res:  6289 -2.9537881346186623e-05 0.014584341461159056 0.03245195285565679
[ 1.20900579e-10 -1.03150195e-05 -2.82870328e-01  1.61512397e+04
 -1.43285758e+02 -6.80451624e-03  1.54646395e+02 -1.42786481e+02
  5.13986527e-01  1.55148138e+02 -1.43287571e+02 -2.56040977e-03
  1.54637357e+02 -1.42787464e+02  4.98048758e-01  1.55153020e+02
 -1.43269538e+02  1.47068988e-02  1.54657916e+02 -1.42794276e+02
  5.09709092e-01  1.55144147e+02 -1.43268637e+02 -1.05388575e-02
  1.54653916e+02 -1.42822985e+02  5.11064918e-01  1.55147441e+02
 -1.43253316e+02  1.61726069e-02  1.54648701e+02 -1.42775332e+02
  4.85614083e-01  1.55142477e+02 -1.43276305e+02  6.86823509e-03
  1.54640818e+02 -1.42783961e+02  4.90286245e-01  1.55148080e+02
 -1.43282210e+02  4.54142078e-03  1.54638483e+02 -1.42777260e+02
  4.85438813e-01  1.55165084e+02 -1.43283532e+02 -2.36837467e-02
  1.54652208e+02 -1.42800179e+02  5.07237056e-01  1.55139374e+02
 -1.43313185e+02  6.98841675e-03  1.54640553e+02 -1.42753535e+02
  5.06232423e-01  1.55146017e+02 -1.43295589e+02 -2.16219979e-02
  1.54643455e+02 -1.42804715e+02  4.67645033e-01  1.55141149e+02
 -1.43278837e+02  1.53639279e-02  1.54653839e+02 -1.42787030e+02
  4.85673121e-01  1.55145922e+02 -1.43307808e+02 -3.13812661e-03
  1.54642639e+02 -1.42782789e+02  4.88597947e-01  1.55134865e+02
 -1.43262860e+02  6.53820760e-03  1.54646665e+02 -1.42805105e+02
  4.84292958e-01  1.55143535e+02]
Niter:  1 row:  225 ngroup:  26 nlines:  6289 gd:  5864
[ 1.20900579e-10 -1.03150195e-05 -2.82870328e-01  1.61512397e+04
 -1.43285758e+02 -6.80451624e-03  1.54646395e+02 -1.42786481e+02
  5.13986527e-01  1.55148138e+02 -1.43287571e+02 -2.56040977e-03
  1.54637357e+02 -1.42787464e+02  4.98048758e-01  1.55153020e+02
 -1.43269538e+02  1.47068988e-02  1.54657916e+02 -1.42794276e+02
  5.09709092e-01  1.55144147e+02 -1.43268637e+02 -1.05388575e-02
  1.54653916e+02 -1.42822985e+02  5.11064918e-01  1.55147441e+02
 -1.43253316e+02  1.61726069e-02  1.54648701e+02 -1.42775332e+02
  4.85614083e-01  1.55142477e+02 -1.43276305e+02  6.86823509e-03
  1.54640818e+02 -1.42783961e+02  4.90286245e-01  1.55148080e+02
 -1.43282210e+02  4.54142078e-03  1.54638483e+02 -1.42777260e+02
  4.85438813e-01  1.55165084e+02 -1.43283532e+02 -2.36837467e-02
  1.54652208e+02 -1.42800179e+02  5.07237056e-01  1.55139374e+02
 -1.43313185e+02  6.98841675e-03  1.54640553e+02 -1.42753535e+02
  5.06232423e-01  1.55146017e+02 -1.43295589e+02 -2.16219979e-02
  1.54643455e+02 -1.42804715e+02  4.67645033e-01  1.55141149e+02
 -1.43278837e+02  1.53639279e-02  1.54653839e+02 -1.42787030e+02
  4.85673121e-01  1.55145922e+02 -1.43307808e+02 -3.13812661e-03
  1.54642639e+02 -1.42782789e+02  4.88597947e-01  1.55134865e+02
 -1.43262860e+02  6.53820760e-03  1.54646665e+02 -1.42805105e+02
  4.84292958e-01  1.55143535e+02]
res:  5864 -0.0005040544292569393 0.014473506562353577 0.023555903949784143
[ 1.20900591e-10 -1.03150185e-05 -2.82870300e-01  1.61512407e+04
 -1.43292878e+02 -5.12604775e-03  1.54650744e+02 -1.42796164e+02
  4.97555211e-01  1.55146977e+02 -1.43280080e+02 -3.62352177e-03
  1.54643018e+02 -1.42774308e+02  5.11192465e-01  1.55156415e+02
 -1.43278325e+02 -5.46611055e-03  1.54659407e+02 -1.42799663e+02
  4.98364537e-01  1.55145434e+02 -1.43261184e+02 -2.27600649e-02
  1.54656750e+02 -1.42821309e+02  4.93179225e-01  1.55152986e+02
 -1.43261334e+02  1.72026102e-03  1.54652213e+02 -1.42783136e+02
  4.80018369e-01  1.55147838e+02 -1.43282729e+02  7.52427932e-03
  1.54644116e+02 -1.42779922e+02  4.87460078e-01  1.55151477e+02
 -1.43284001e+02  5.22580490e-03  1.54646696e+02 -1.42771881e+02
  4.85736585e-01  1.55170194e+02 -1.43284390e+02 -1.49495946e-02
  1.54655739e+02 -1.42796321e+02  5.00043729e-01  1.55147585e+02
 -1.43299419e+02 -2.84507555e-03  1.54651042e+02 -1.42766311e+02
  5.03483597e-01  1.55149607e+02 -1.43295987e+02 -1.03261109e-02
  1.54650353e+02 -1.42793784e+02  4.75033720e-01  1.55148645e+02
 -1.43281373e+02  1.91928936e-03  1.54656682e+02 -1.42781283e+02
  4.88015513e-01  1.55152391e+02 -1.43295411e+02 -1.80141896e-02
  1.54651087e+02 -1.42788947e+02  4.81039824e-01  1.55139026e+02
 -1.43281728e+02 -8.82108653e-03  1.54658962e+02 -1.42804937e+02
  4.76613810e-01  1.55146933e+02]
Niter:  2 row:  225 ngroup:  26 nlines:  6289 gd:  5851
[ 1.20900591e-10 -1.03150185e-05 -2.82870300e-01  1.61512407e+04
 -1.43292878e+02 -5.12604775e-03  1.54650744e+02 -1.42796164e+02
  4.97555211e-01  1.55146977e+02 -1.43280080e+02 -3.62352177e-03
  1.54643018e+02 -1.42774308e+02  5.11192465e-01  1.55156415e+02
 -1.43278325e+02 -5.46611055e-03  1.54659407e+02 -1.42799663e+02
  4.98364537e-01  1.55145434e+02 -1.43261184e+02 -2.27600649e-02
  1.54656750e+02 -1.42821309e+02  4.93179225e-01  1.55152986e+02
 -1.43261334e+02  1.72026102e-03  1.54652213e+02 -1.42783136e+02
  4.80018369e-01  1.55147838e+02 -1.43282729e+02  7.52427932e-03
  1.54644116e+02 -1.42779922e+02  4.87460078e-01  1.55151477e+02
 -1.43284001e+02  5.22580490e-03  1.54646696e+02 -1.42771881e+02
  4.85736585e-01  1.55170194e+02 -1.43284390e+02 -1.49495946e-02
  1.54655739e+02 -1.42796321e+02  5.00043729e-01  1.55147585e+02
 -1.43299419e+02 -2.84507555e-03  1.54651042e+02 -1.42766311e+02
  5.03483597e-01  1.55149607e+02 -1.43295987e+02 -1.03261109e-02
  1.54650353e+02 -1.42793784e+02  4.75033720e-01  1.55148645e+02
 -1.43281373e+02  1.91928936e-03  1.54656682e+02 -1.42781283e+02
  4.88015513e-01  1.55152391e+02 -1.43295411e+02 -1.80141896e-02
  1.54651087e+02 -1.42788947e+02  4.81039824e-01  1.55139026e+02
 -1.43281728e+02 -8.82108653e-03  1.54658962e+02 -1.42804937e+02
  4.76613810e-01  1.55146933e+02]
res:  5851 -0.000720338712199009 0.014501011417451082 0.023339459919428592
[ 1.20900603e-10 -1.03150174e-05 -2.82870271e-01  1.61512422e+04
 -1.43287098e+02 -5.31258204e-05  1.54655347e+02 -1.42790396e+02
  4.98930014e-01  1.55149671e+02 -1.43274298e+02  1.45054292e-03
  1.54649702e+02 -1.42768521e+02  5.19676793e-01  1.55161014e+02
 -1.43272553e+02 -3.49613336e-03  1.54664011e+02 -1.42799259e+02
  4.96551984e-01  1.55150041e+02 -1.43255412e+02 -1.76850915e-02
  1.54661354e+02 -1.42815545e+02  4.92166714e-01  1.55157591e+02
 -1.43265573e+02 -9.91802929e-03  1.54656816e+02 -1.42782383e+02
  4.85100903e-01  1.55154391e+02 -1.43282105e+02  1.26024602e-02
  1.54648722e+02 -1.42774155e+02  4.92531889e-01  1.55156081e+02
 -1.43278229e+02  1.03062835e-02  1.54651298e+02 -1.42766104e+02
  4.90815307e-01  1.55174795e+02 -1.43278620e+02 -6.75014933e-03
  1.54660343e+02 -1.42785035e+02  5.02003413e-01  1.55152194e+02
 -1.43293644e+02 -4.21577989e-03  1.54657617e+02 -1.42760539e+02
  5.08565933e-01  1.55154211e+02 -1.43290216e+02 -5.24356645e-03
  1.54656997e+02 -1.42788001e+02  4.80111610e-01  1.55153253e+02
 -1.43275607e+02  6.99722287e-03  1.54661283e+02 -1.42770887e+02
  4.93088105e-01  1.55156998e+02 -1.43289638e+02 -1.90204845e-02
  1.54655693e+02 -1.42783187e+02  4.82787494e-01  1.55143630e+02
 -1.43280999e+02 -3.75052983e-03  1.54663565e+02 -1.42799164e+02
  4.78240867e-01  1.55151536e+02]
Niter:  3 row:  225 ngroup:  26 nlines:  6289 gd:  5850
[ 1.20900603e-10 -1.03150174e-05 -2.82870271e-01  1.61512422e+04
 -1.43287098e+02 -5.31258204e-05  1.54655347e+02 -1.42790396e+02
  4.98930014e-01  1.55149671e+02 -1.43274298e+02  1.45054292e-03
  1.54649702e+02 -1.42768521e+02  5.19676793e-01  1.55161014e+02
 -1.43272553e+02 -3.49613336e-03  1.54664011e+02 -1.42799259e+02
  4.96551984e-01  1.55150041e+02 -1.43255412e+02 -1.76850915e-02
  1.54661354e+02 -1.42815545e+02  4.92166714e-01  1.55157591e+02
 -1.43265573e+02 -9.91802929e-03  1.54656816e+02 -1.42782383e+02
  4.85100903e-01  1.55154391e+02 -1.43282105e+02  1.26024602e-02
  1.54648722e+02 -1.42774155e+02  4.92531889e-01  1.55156081e+02
 -1.43278229e+02  1.03062835e-02  1.54651298e+02 -1.42766104e+02
  4.90815307e-01  1.55174795e+02 -1.43278620e+02 -6.75014933e-03
  1.54660343e+02 -1.42785035e+02  5.02003413e-01  1.55152194e+02
 -1.43293644e+02 -4.21577989e-03  1.54657617e+02 -1.42760539e+02
  5.08565933e-01  1.55154211e+02 -1.43290216e+02 -5.24356645e-03
  1.54656997e+02 -1.42788001e+02  4.80111610e-01  1.55153253e+02
 -1.43275607e+02  6.99722287e-03  1.54661283e+02 -1.42770887e+02
  4.93088105e-01  1.55156998e+02 -1.43289638e+02 -1.90204845e-02
  1.54655693e+02 -1.42783187e+02  4.82787494e-01  1.55143630e+02
 -1.43280999e+02 -3.75052983e-03  1.54663565e+02 -1.42799164e+02
  4.78240867e-01  1.55151536e+02]
res:  5850 -0.0009219628573191585 0.014254251407692209 0.023292528391920878
[ 1.20947733e-10 -1.03146149e-05 -2.82870836e-01  1.61512406e+04
 -1.43283171e+02 -5.48472994e-03  1.54654749e+02 -1.42786671e+02
  4.93548440e-01  1.55148961e+02 -1.43270333e+02 -3.97742423e-03
  1.54649107e+02 -1.42764464e+02  5.14252582e-01  1.55160535e+02
 -1.43268772e+02 -8.89389585e-03  1.54663362e+02 -1.42795240e+02
  4.88764610e-01  1.55149243e+02 -1.43251619e+02 -2.30724625e-02
  1.54660709e+02 -1.42811928e+02  4.84415871e-01  1.55156903e+02
 -1.43261623e+02 -1.98770670e-02  1.54656149e+02 -1.42778301e+02
  4.79812760e-01  1.55153821e+02 -1.43278144e+02  7.22086948e-03
  1.54647998e+02 -1.42770462e+02  4.87088449e-01  1.55155428e+02
 -1.43274451e+02  4.93916528e-03  1.54650724e+02 -1.42762226e+02
  4.85450430e-01  1.55174252e+02 -1.43274857e+02 -1.21840865e-02
  1.54659684e+02 -1.42777219e+02  4.96643552e-01  1.55151347e+02
 -1.43289805e+02 -9.56331094e-03  1.54657034e+02 -1.42756781e+02
  5.03249133e-01  1.55153545e+02 -1.43286468e+02 -1.06117362e-02
  1.54656330e+02 -1.42784026e+02  4.74759146e-01  1.55152469e+02
 -1.43271929e+02  1.61760103e-03  1.54660699e+02 -1.42767112e+02
  4.87719972e-01  1.55156266e+02 -1.43285830e+02 -2.43991921e-02
  1.54654969e+02 -1.42779621e+02  4.77426146e-01  1.55143015e+02
 -1.43277041e+02 -9.21670743e-03  1.54662915e+02 -1.42795359e+02
  4.72865425e-01  1.55150905e+02]
Niter:  4 row:  225 ngroup:  26 nlines:  6289 gd:  5843
[ 1.20947733e-10 -1.03146149e-05 -2.82870836e-01  1.61512406e+04
 -1.43283171e+02 -5.48472994e-03  1.54654749e+02 -1.42786671e+02
  4.93548440e-01  1.55148961e+02 -1.43270333e+02 -3.97742423e-03
  1.54649107e+02 -1.42764464e+02  5.14252582e-01  1.55160535e+02
 -1.43268772e+02 -8.89389585e-03  1.54663362e+02 -1.42795240e+02
  4.88764610e-01  1.55149243e+02 -1.43251619e+02 -2.30724625e-02
  1.54660709e+02 -1.42811928e+02  4.84415871e-01  1.55156903e+02
 -1.43261623e+02 -1.98770670e-02  1.54656149e+02 -1.42778301e+02
  4.79812760e-01  1.55153821e+02 -1.43278144e+02  7.22086948e-03
  1.54647998e+02 -1.42770462e+02  4.87088449e-01  1.55155428e+02
 -1.43274451e+02  4.93916528e-03  1.54650724e+02 -1.42762226e+02
  4.85450430e-01  1.55174252e+02 -1.43274857e+02 -1.21840865e-02
  1.54659684e+02 -1.42777219e+02  4.96643552e-01  1.55151347e+02
 -1.43289805e+02 -9.56331094e-03  1.54657034e+02 -1.42756781e+02
  5.03249133e-01  1.55153545e+02 -1.43286468e+02 -1.06117362e-02
  1.54656330e+02 -1.42784026e+02  4.74759146e-01  1.55152469e+02
 -1.43271929e+02  1.61760103e-03  1.54660699e+02 -1.42767112e+02
  4.87719972e-01  1.55156266e+02 -1.43285830e+02 -2.43991921e-02
  1.54654969e+02 -1.42779621e+02  4.77426146e-01  1.55143015e+02
 -1.43277041e+02 -9.21670743e-03  1.54662915e+02 -1.42795359e+02
  4.72865425e-01  1.55150905e+02]
res:  5843 -0.0009059027306648204 0.014256956390454434 0.02319629659420516
[ 1.20947745e-10 -1.03146139e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
Niter:  5 row:  225 ngroup:  26 nlines:  6289 gd:  5843
[ 1.20947745e-10 -1.03146139e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
res:  5843 -0.0009338099407614209 0.01426358101889491 0.023196203077054892
[ 1.20953022e-10 -1.03146139e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
Niter:  6 row:  225 ngroup:  26 nlines:  6289 gd:  5843
[ 1.20953022e-10 -1.03146139e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
res:  5843 -0.0009237064623448532 0.014239166550396476 0.023196125761653395
[ 1.20947671e-10 -1.03146088e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
Saving figure to  wave_resid_43670005_fiber225.png
Final values:
res:  -0.0009237064623448532 0.023196125761653395
pars:  [ 1.20947671e-10 -1.03146088e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
225 [ 1.20947671e-10 -1.03146088e-05 -2.82870808e-01  1.61512409e+04
 -1.43282269e+02 -4.02633639e-03  1.54656313e+02 -1.42785773e+02
  4.95001977e-01  1.55150521e+02 -1.43269447e+02 -2.50617182e-03
  1.54650672e+02 -1.42763590e+02  5.15729108e-01  1.55162103e+02
 -1.43267859e+02 -7.43504184e-03  1.54664925e+02 -1.42794362e+02
  4.89252303e-01  1.55150802e+02 -1.43250716e+02 -2.16030287e-02
  1.54662272e+02 -1.42810989e+02  4.81750348e-01  1.55158465e+02
 -1.43260734e+02 -2.02715901e-02  1.54657711e+02 -1.42777425e+02
  4.81259891e-01  1.55155386e+02 -1.43277245e+02  8.68178267e-03
  1.54649558e+02 -1.42769537e+02  4.88551094e-01  1.55154810e+02
 -1.43268459e+02  6.40707519e-03  1.54652288e+02 -1.42761326e+02
  4.86917419e-01  1.55173720e+02 -1.43273948e+02 -1.07206125e-02
  1.54661247e+02 -1.42774977e+02  4.98097092e-01  1.55152904e+02
 -1.43288895e+02 -8.10885230e-03  1.54658599e+02 -1.42760460e+02
  5.04707239e-01  1.55155107e+02 -1.43285540e+02 -9.15263081e-03
  1.54657892e+02 -1.42783132e+02  4.79350815e-01  1.55154028e+02
 -1.43271016e+02  3.06816076e-03  1.54662263e+02 -1.42766197e+02
  4.89184570e-01  1.55157826e+02 -1.43284918e+02 -2.29356527e-02
  1.54656530e+02 -1.42778685e+02  4.78892301e-01  1.55146517e+02
 -1.43276157e+02 -7.75128894e-03  1.54664478e+02 -1.42794454e+02
  4.74321805e-01  1.55152468e+02]
--- Row 227/300 row=226 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  226
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=226 ---
Niter:  0 row:  226 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 0.0013687144200957846 0.014227103241864825 0.031268430959081335
[ 1.21828190e-10 -1.03142511e-05 -2.82877176e-01  1.61512302e+04
 -1.43245733e+02  2.28368242e-14  1.54667541e+02]
Niter:  1 row:  226 ngroup:  1 nlines:  235 gd:  220
[ 1.21828190e-10 -1.03142511e-05 -2.82877176e-01  1.61512302e+04
 -1.43245733e+02  2.28368242e-14  1.54667541e+02]
res:  220 -0.0018761725441436283 0.01473890589477378 0.023645167873850504
[ 1.21745079e-10 -1.03136458e-05 -2.82879667e-01  1.61512355e+04
 -1.43202025e+02  1.44292532e-11  1.54667750e+02]
Niter:  2 row:  226 ngroup:  1 nlines:  235 gd:  219
[ 1.21745079e-10 -1.03136458e-05 -2.82879667e-01  1.61512355e+04
 -1.43202025e+02  1.44292532e-11  1.54667750e+02]
res:  219 -0.001823136613893439 0.015113118777662748 0.02326959513526512
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
Niter:  3 row:  226 ngroup:  1 nlines:  235 gd:  219
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
res:  219 -0.001823136613893439 0.015113118777662748 0.02326959513526512
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
Niter:  4 row:  226 ngroup:  1 nlines:  235 gd:  219
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
res:  219 -0.001823136613893439 0.015113118777662748 0.02326959513526512
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
Niter:  5 row:  226 ngroup:  1 nlines:  235 gd:  219
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
res:  219 -0.001823136613893439 0.015113118777662748 0.02326959513526512
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
Niter:  6 row:  226 ngroup:  1 nlines:  235 gd:  219
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
res:  219 -0.001823136613893439 0.015113118777662748 0.02326959513526512
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
Final values:
res:  -0.001823136613893439 0.02326959513526512
pars:  [ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
226 [ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02]
elapsed: 2.9 sec.
Niter:  0 row:  226 ngroup:  26 nlines:  6302 gd:  6302
[ 1.21902068e-10 -1.03136840e-05 -2.82882047e-01  1.61512366e+04
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02 -1.43185011e+02 -1.06181205e-11
  1.54660335e+02 -1.43185011e+02 -1.06181205e-11  1.54660335e+02
 -1.43185011e+02 -1.06181205e-11  1.54660335e+02 -1.43185011e+02
 -1.06181205e-11  1.54660335e+02]
res:  6302 0.0006441736650231178 0.01420802074517269 0.03233235664680576
[ 1.21902055e-10 -1.03136851e-05 -2.82882018e-01  1.61512349e+04
 -1.43179735e+02  1.68384601e-02  1.54660658e+02 -1.42685970e+02
  5.05007358e-01  1.55145258e+02 -1.43183297e+02  3.09425334e-02
  1.54649123e+02 -1.42693438e+02  5.29248999e-01  1.55142657e+02
 -1.43175063e+02  3.49420494e-02  1.54661928e+02 -1.42672645e+02
  5.16909796e-01  1.55149376e+02 -1.43137770e+02  2.46399552e-02
  1.54654168e+02 -1.42679241e+02  5.22985323e-01  1.55144692e+02
 -1.43192167e+02  5.05682932e-02  1.54658167e+02 -1.42683933e+02
  5.10538271e-01  1.55151381e+02 -1.43171082e+02  2.28016193e-02
  1.54652362e+02 -1.42665338e+02  5.13468973e-01  1.55155138e+02
 -1.43176399e+02  3.41975280e-02  1.54641338e+02 -1.42685437e+02
  5.21807893e-01  1.55142722e+02 -1.43184777e+02  3.48454228e-02
  1.54651084e+02 -1.42696330e+02  5.31816883e-01  1.55147036e+02
 -1.43176368e+02  4.06470620e-02  1.54656996e+02 -1.42693210e+02
  5.32480410e-01  1.55147443e+02 -1.43158397e+02  2.84377699e-02
  1.54651031e+02 -1.42693215e+02  5.08334577e-01  1.55150190e+02
 -1.43192896e+02  3.83297006e-02  1.54637053e+02 -1.42680753e+02
  5.34740902e-01  1.55145797e+02 -1.43201897e+02  9.61148264e-03
  1.54646860e+02 -1.42704115e+02  4.87469595e-01  1.55151700e+02
 -1.43194258e+02  1.22583506e-02  1.54645607e+02 -1.42695463e+02
  5.05587767e-01  1.55143602e+02]
Niter:  1 row:  226 ngroup:  26 nlines:  6302 gd:  5849
[ 1.21902055e-10 -1.03136851e-05 -2.82882018e-01  1.61512349e+04
 -1.43179735e+02  1.68384601e-02  1.54660658e+02 -1.42685970e+02
  5.05007358e-01  1.55145258e+02 -1.43183297e+02  3.09425334e-02
  1.54649123e+02 -1.42693438e+02  5.29248999e-01  1.55142657e+02
 -1.43175063e+02  3.49420494e-02  1.54661928e+02 -1.42672645e+02
  5.16909796e-01  1.55149376e+02 -1.43137770e+02  2.46399552e-02
  1.54654168e+02 -1.42679241e+02  5.22985323e-01  1.55144692e+02
 -1.43192167e+02  5.05682932e-02  1.54658167e+02 -1.42683933e+02
  5.10538271e-01  1.55151381e+02 -1.43171082e+02  2.28016193e-02
  1.54652362e+02 -1.42665338e+02  5.13468973e-01  1.55155138e+02
 -1.43176399e+02  3.41975280e-02  1.54641338e+02 -1.42685437e+02
  5.21807893e-01  1.55142722e+02 -1.43184777e+02  3.48454228e-02
  1.54651084e+02 -1.42696330e+02  5.31816883e-01  1.55147036e+02
 -1.43176368e+02  4.06470620e-02  1.54656996e+02 -1.42693210e+02
  5.32480410e-01  1.55147443e+02 -1.43158397e+02  2.84377699e-02
  1.54651031e+02 -1.42693215e+02  5.08334577e-01  1.55150190e+02
 -1.43192896e+02  3.83297006e-02  1.54637053e+02 -1.42680753e+02
  5.34740902e-01  1.55145797e+02 -1.43201897e+02  9.61148264e-03
  1.54646860e+02 -1.42704115e+02  4.87469595e-01  1.55151700e+02
 -1.43194258e+02  1.22583506e-02  1.54645607e+02 -1.42695463e+02
  5.05587767e-01  1.55143602e+02]
res:  5849 -0.0007493154944313574 0.014109429650488892 0.02302242941086727
[ 1.21902043e-10 -1.03136861e-05 -2.82881990e-01  1.61512333e+04
 -1.43198994e+02 -8.09283709e-03  1.54650800e+02 -1.42709484e+02
  4.94638813e-01  1.55137464e+02 -1.43192889e+02  1.66860126e-02
  1.54639900e+02 -1.42682362e+02  5.21943744e-01  1.55143391e+02
 -1.43186814e+02  1.10521631e-02  1.54648551e+02 -1.42693250e+02
  5.02322020e-01  1.55139535e+02 -1.43147527e+02  5.96245169e-03
  1.54644266e+02 -1.42702805e+02  5.02834984e-01  1.55137327e+02
 -1.43199044e+02  2.60926426e-02  1.54650300e+02 -1.42680276e+02
  5.02900816e-01  1.55142106e+02 -1.43188855e+02  3.52221461e-03
  1.54647407e+02 -1.42682370e+02  4.92148112e-01  1.55140013e+02
 -1.43172286e+02  1.21964004e-02  1.54639793e+02 -1.42698860e+02
  5.05833438e-01  1.55135465e+02 -1.43196211e+02  9.46317338e-03
  1.54648252e+02 -1.42721665e+02  5.19092081e-01  1.55145070e+02
 -1.43200079e+02  1.00468952e-02  1.54651731e+02 -1.42701222e+02
  5.10491260e-01  1.55138025e+02 -1.43175859e+02  1.33254961e-02
  1.54648002e+02 -1.42689043e+02  4.93543939e-01  1.55141245e+02
 -1.43199898e+02  2.23962775e-02  1.54641463e+02 -1.42679306e+02
  5.16917362e-01  1.55136151e+02 -1.43190744e+02 -2.64368179e-02
  1.54640115e+02 -1.42699874e+02  4.65805160e-01  1.55133674e+02
 -1.43205917e+02 -1.62760662e-02  1.54641790e+02 -1.42708506e+02
  4.86085222e-01  1.55135718e+02]
Niter:  2 row:  226 ngroup:  26 nlines:  6302 gd:  5845
[ 1.21902043e-10 -1.03136861e-05 -2.82881990e-01  1.61512333e+04
 -1.43198994e+02 -8.09283709e-03  1.54650800e+02 -1.42709484e+02
  4.94638813e-01  1.55137464e+02 -1.43192889e+02  1.66860126e-02
  1.54639900e+02 -1.42682362e+02  5.21943744e-01  1.55143391e+02
 -1.43186814e+02  1.10521631e-02  1.54648551e+02 -1.42693250e+02
  5.02322020e-01  1.55139535e+02 -1.43147527e+02  5.96245169e-03
  1.54644266e+02 -1.42702805e+02  5.02834984e-01  1.55137327e+02
 -1.43199044e+02  2.60926426e-02  1.54650300e+02 -1.42680276e+02
  5.02900816e-01  1.55142106e+02 -1.43188855e+02  3.52221461e-03
  1.54647407e+02 -1.42682370e+02  4.92148112e-01  1.55140013e+02
 -1.43172286e+02  1.21964004e-02  1.54639793e+02 -1.42698860e+02
  5.05833438e-01  1.55135465e+02 -1.43196211e+02  9.46317338e-03
  1.54648252e+02 -1.42721665e+02  5.19092081e-01  1.55145070e+02
 -1.43200079e+02  1.00468952e-02  1.54651731e+02 -1.42701222e+02
  5.10491260e-01  1.55138025e+02 -1.43175859e+02  1.33254961e-02
  1.54648002e+02 -1.42689043e+02  4.93543939e-01  1.55141245e+02
 -1.43199898e+02  2.23962775e-02  1.54641463e+02 -1.42679306e+02
  5.16917362e-01  1.55136151e+02 -1.43190744e+02 -2.64368179e-02
  1.54640115e+02 -1.42699874e+02  4.65805160e-01  1.55133674e+02
 -1.43205917e+02 -1.62760662e-02  1.54641790e+02 -1.42708506e+02
  4.86085222e-01  1.55135718e+02]
res:  5845 -0.0008071141492109746 0.014177166134686559 0.02291584203497692
[ 1.21902031e-10 -1.03136871e-05 -2.82881962e-01  1.61512317e+04
 -1.43205986e+02 -1.70627319e-02  1.54646032e+02 -1.42716490e+02
  4.88943997e-01  1.55132705e+02 -1.43199910e+02  7.51890076e-03
  1.54635136e+02 -1.42679781e+02  5.16243529e-01  1.55138627e+02
 -1.43193791e+02  5.36032045e-03  1.54643787e+02 -1.42705528e+02
  4.93389345e-01  1.55134773e+02 -1.43150046e+02  2.67739591e-04
  1.54639497e+02 -1.42709805e+02  4.97141451e-01  1.55132560e+02
 -1.43206053e+02  1.43088430e-02  1.54645535e+02 -1.42682490e+02
  4.97214866e-01  1.55137345e+02 -1.43201274e+02 -2.18586415e-03
  1.54642639e+02 -1.42689359e+02  4.80258639e-01  1.55135232e+02
 -1.43179270e+02  3.25755686e-03  1.54635031e+02 -1.42705866e+02
  4.97237694e-01  1.55132585e+02 -1.43198432e+02 -1.60247339e-02
  1.54643496e+02 -1.42728658e+02  5.13390862e-01  1.55142043e+02
 -1.43207110e+02  7.46605466e-04  1.54646971e+02 -1.42708213e+02
  5.04791964e-01  1.55133248e+02 -1.43182848e+02  7.61016262e-03
  1.54645265e+02 -1.42696040e+02  4.87854974e-01  1.55136477e+02
 -1.43206899e+02  1.35358543e-02  1.54638477e+02 -1.42676522e+02
  5.11210037e-01  1.55131387e+02 -1.43192781e+02 -3.50858764e-02
  1.54635353e+02 -1.42706875e+02  4.57362921e-01  1.55128912e+02
 -1.43212907e+02 -2.49528031e-02  1.54637024e+02 -1.42715503e+02
  4.74246000e-01  1.55130954e+02]
Niter:  3 row:  226 ngroup:  26 nlines:  6302 gd:  5851
[ 1.21902031e-10 -1.03136871e-05 -2.82881962e-01  1.61512317e+04
 -1.43205986e+02 -1.70627319e-02  1.54646032e+02 -1.42716490e+02
  4.88943997e-01  1.55132705e+02 -1.43199910e+02  7.51890076e-03
  1.54635136e+02 -1.42679781e+02  5.16243529e-01  1.55138627e+02
 -1.43193791e+02  5.36032045e-03  1.54643787e+02 -1.42705528e+02
  4.93389345e-01  1.55134773e+02 -1.43150046e+02  2.67739591e-04
  1.54639497e+02 -1.42709805e+02  4.97141451e-01  1.55132560e+02
 -1.43206053e+02  1.43088430e-02  1.54645535e+02 -1.42682490e+02
  4.97214866e-01  1.55137345e+02 -1.43201274e+02 -2.18586415e-03
  1.54642639e+02 -1.42689359e+02  4.80258639e-01  1.55135232e+02
 -1.43179270e+02  3.25755686e-03  1.54635031e+02 -1.42705866e+02
  4.97237694e-01  1.55132585e+02 -1.43198432e+02 -1.60247339e-02
  1.54643496e+02 -1.42728658e+02  5.13390862e-01  1.55142043e+02
 -1.43207110e+02  7.46605466e-04  1.54646971e+02 -1.42708213e+02
  5.04791964e-01  1.55133248e+02 -1.43182848e+02  7.61016262e-03
  1.54645265e+02 -1.42696040e+02  4.87854974e-01  1.55136477e+02
 -1.43206899e+02  1.35358543e-02  1.54638477e+02 -1.42676522e+02
  5.11210037e-01  1.55131387e+02 -1.43192781e+02 -3.50858764e-02
  1.54635353e+02 -1.42706875e+02  4.57362921e-01  1.55128912e+02
 -1.43212907e+02 -2.49528031e-02  1.54637024e+02 -1.42715503e+02
  4.74246000e-01  1.55130954e+02]
res:  5851 -0.0008912834136935999 0.014120060967798054 0.022916943459894635
[ 1.21441168e-10 -1.03137627e-05 -2.82873751e-01  1.61512333e+04
 -1.43257265e+02 -9.59494218e-03  1.54689911e+02 -1.42767521e+02
  4.96129490e-01  1.55176545e+02 -1.43251919e+02  1.33937564e-02
  1.54679187e+02 -1.42731047e+02  5.23160904e-01  1.55182666e+02
 -1.43244297e+02  1.25586157e-02  1.54687604e+02 -1.42757095e+02
  5.00956835e-01  1.55178671e+02 -1.43200722e+02  7.21036603e-03
  1.54683335e+02 -1.42760954e+02  5.04445833e-01  1.55176607e+02
 -1.43257705e+02  2.07895151e-02  1.54689399e+02 -1.42733971e+02
  5.04803991e-01  1.55181230e+02 -1.43252457e+02  3.74244818e-03
  1.54686976e+02 -1.42740204e+02  4.87480042e-01  1.55179251e+02
 -1.43229805e+02  8.75522207e-03  1.54679331e+02 -1.42757508e+02
  5.04619758e-01  1.55176413e+02 -1.43246687e+02 -1.16555854e-02
  1.54687259e+02 -1.42779592e+02  5.19916535e-01  1.55185766e+02
 -1.43259177e+02  8.55588474e-03  1.54690877e+02 -1.42759018e+02
  5.11517779e-01  1.55177175e+02 -1.43233822e+02  1.35106846e-02
  1.54689155e+02 -1.42747532e+02  4.95044664e-01  1.55180364e+02
 -1.43258665e+02  2.12902294e-02  1.54682264e+02 -1.42726357e+02
  5.17447568e-01  1.55175257e+02 -1.43243803e+02 -2.86535837e-02
  1.54679633e+02 -1.42757949e+02  4.64494548e-01  1.55172766e+02
 -1.43263629e+02 -1.72750180e-02  1.54680913e+02 -1.42766373e+02
  4.81129064e-01  1.55174810e+02]
Niter:  4 row:  226 ngroup:  26 nlines:  6302 gd:  5855
[ 1.21441168e-10 -1.03137627e-05 -2.82873751e-01  1.61512333e+04
 -1.43257265e+02 -9.59494218e-03  1.54689911e+02 -1.42767521e+02
  4.96129490e-01  1.55176545e+02 -1.43251919e+02  1.33937564e-02
  1.54679187e+02 -1.42731047e+02  5.23160904e-01  1.55182666e+02
 -1.43244297e+02  1.25586157e-02  1.54687604e+02 -1.42757095e+02
  5.00956835e-01  1.55178671e+02 -1.43200722e+02  7.21036603e-03
  1.54683335e+02 -1.42760954e+02  5.04445833e-01  1.55176607e+02
 -1.43257705e+02  2.07895151e-02  1.54689399e+02 -1.42733971e+02
  5.04803991e-01  1.55181230e+02 -1.43252457e+02  3.74244818e-03
  1.54686976e+02 -1.42740204e+02  4.87480042e-01  1.55179251e+02
 -1.43229805e+02  8.75522207e-03  1.54679331e+02 -1.42757508e+02
  5.04619758e-01  1.55176413e+02 -1.43246687e+02 -1.16555854e-02
  1.54687259e+02 -1.42779592e+02  5.19916535e-01  1.55185766e+02
 -1.43259177e+02  8.55588474e-03  1.54690877e+02 -1.42759018e+02
  5.11517779e-01  1.55177175e+02 -1.43233822e+02  1.35106846e-02
  1.54689155e+02 -1.42747532e+02  4.95044664e-01  1.55180364e+02
 -1.43258665e+02  2.12902294e-02  1.54682264e+02 -1.42726357e+02
  5.17447568e-01  1.55175257e+02 -1.43243803e+02 -2.86535837e-02
  1.54679633e+02 -1.42757949e+02  4.64494548e-01  1.55172766e+02
 -1.43263629e+02 -1.72750180e-02  1.54680913e+02 -1.42766373e+02
  4.81129064e-01  1.55174810e+02]
res:  5855 -0.0008853125091263792 0.014149741987239395 0.022907544404440296
[ 1.21441156e-10 -1.03137637e-05 -2.82873779e-01  1.61512349e+04
 -1.43243300e+02 -1.43706006e-03  1.54692079e+02 -1.42754018e+02
  5.04285376e-01  1.55180645e+02 -1.43237739e+02  1.54295566e-02
  1.54683320e+02 -1.42722297e+02  5.28443266e-01  1.55184778e+02
 -1.43230892e+02  2.09626861e-02  1.54689795e+02 -1.42748351e+02
  5.09366821e-01  1.55180825e+02 -1.43187320e+02  5.36470040e-03
  1.54685480e+02 -1.42747381e+02  5.09693090e-01  1.55180741e+02
 -1.43243735e+02  2.61131992e-02  1.54691554e+02 -1.42720129e+02
  5.13146298e-01  1.55183396e+02 -1.43238650e+02  1.20969799e-02
  1.54690608e+02 -1.42726612e+02  4.98591488e-01  1.55181457e+02
 -1.43216356e+02  1.83795156e-02  1.54682860e+02 -1.42748863e+02
  5.15066109e-01  1.55180636e+02 -1.43235990e+02 -7.22541865e-03
  1.54691361e+02 -1.42765968e+02  5.25242940e-01  1.55187982e+02
 -1.43245164e+02  1.37198787e-02  1.54693024e+02 -1.42745414e+02
  5.16725852e-01  1.55179362e+02 -1.43220003e+02  1.59464823e-02
  1.54691305e+02 -1.42733276e+02  4.96821577e-01  1.55182534e+02
 -1.43244494e+02  2.93318360e-02  1.54684429e+02 -1.42709321e+02
  5.25858049e-01  1.55177435e+02 -1.43230318e+02 -2.22519487e-02
  1.54683252e+02 -1.42749325e+02  4.75725396e-01  1.55174937e+02
 -1.43255200e+02 -1.20583639e-02  1.54685037e+02 -1.42752836e+02
  4.92257923e-01  1.55176976e+02]
Niter:  5 row:  226 ngroup:  26 nlines:  6302 gd:  5855
[ 1.21441156e-10 -1.03137637e-05 -2.82873779e-01  1.61512349e+04
 -1.43243300e+02 -1.43706006e-03  1.54692079e+02 -1.42754018e+02
  5.04285376e-01  1.55180645e+02 -1.43237739e+02  1.54295566e-02
  1.54683320e+02 -1.42722297e+02  5.28443266e-01  1.55184778e+02
 -1.43230892e+02  2.09626861e-02  1.54689795e+02 -1.42748351e+02
  5.09366821e-01  1.55180825e+02 -1.43187320e+02  5.36470040e-03
  1.54685480e+02 -1.42747381e+02  5.09693090e-01  1.55180741e+02
 -1.43243735e+02  2.61131992e-02  1.54691554e+02 -1.42720129e+02
  5.13146298e-01  1.55183396e+02 -1.43238650e+02  1.20969799e-02
  1.54690608e+02 -1.42726612e+02  4.98591488e-01  1.55181457e+02
 -1.43216356e+02  1.83795156e-02  1.54682860e+02 -1.42748863e+02
  5.15066109e-01  1.55180636e+02 -1.43235990e+02 -7.22541865e-03
  1.54691361e+02 -1.42765968e+02  5.25242940e-01  1.55187982e+02
 -1.43245164e+02  1.37198787e-02  1.54693024e+02 -1.42745414e+02
  5.16725852e-01  1.55179362e+02 -1.43220003e+02  1.59464823e-02
  1.54691305e+02 -1.42733276e+02  4.96821577e-01  1.55182534e+02
 -1.43244494e+02  2.93318360e-02  1.54684429e+02 -1.42709321e+02
  5.25858049e-01  1.55177435e+02 -1.43230318e+02 -2.22519487e-02
  1.54683252e+02 -1.42749325e+02  4.75725396e-01  1.55174937e+02
 -1.43255200e+02 -1.20583639e-02  1.54685037e+02 -1.42752836e+02
  4.92257923e-01  1.55176976e+02]
res:  5855 -0.000720291924153571 0.013999018029608123 0.022869538147523058
[ 1.21195129e-10 -1.03143484e-05 -2.82873291e-01  1.61512365e+04
 -1.43239688e+02  3.65023168e-03  1.54680032e+02 -1.42750341e+02
  5.09349113e-01  1.55168344e+02 -1.43234004e+02  2.04905082e-02
  1.54670927e+02 -1.42718680e+02  5.33471144e-01  1.55172608e+02
 -1.43227375e+02  3.10174134e-02  1.54677513e+02 -1.42736757e+02
  5.14457107e-01  1.55168447e+02 -1.43183703e+02  1.04984976e-02
  1.54673469e+02 -1.42743783e+02  5.14777899e-01  1.55168509e+02
 -1.43240078e+02  3.11857044e-02  1.54679344e+02 -1.42716475e+02
  5.18259890e-01  1.55170998e+02 -1.43235131e+02  1.72072055e-02
  1.54678496e+02 -1.42723016e+02  5.03628923e-01  1.55170239e+02
 -1.43212746e+02  2.34869053e-02  1.54670584e+02 -1.42745159e+02
  5.20162763e-01  1.55169010e+02 -1.43232393e+02 -2.13619761e-03
  1.54678491e+02 -1.42762344e+02  5.30318271e-01  1.55175521e+02
 -1.43241406e+02  1.88593819e-02  1.54680558e+02 -1.42741775e+02
  5.21823080e-01  1.55167882e+02 -1.43216357e+02  2.10403905e-02
  1.54679378e+02 -1.42729569e+02  5.01873729e-01  1.55170504e+02
 -1.43240877e+02  3.44131633e-02  1.54672475e+02 -1.42705753e+02
  5.30890418e-01  1.55165180e+02 -1.43226675e+02 -1.71235790e-02
  1.54670642e+02 -1.42738079e+02  4.85361169e-01  1.55162589e+02
 -1.43251583e+02 -6.92049749e-03  1.54672682e+02 -1.42749187e+02
  4.97359658e-01  1.55164733e+02]
Niter:  6 row:  226 ngroup:  26 nlines:  6302 gd:  5859
[ 1.21195129e-10 -1.03143484e-05 -2.82873291e-01  1.61512365e+04
 -1.43239688e+02  3.65023168e-03  1.54680032e+02 -1.42750341e+02
  5.09349113e-01  1.55168344e+02 -1.43234004e+02  2.04905082e-02
  1.54670927e+02 -1.42718680e+02  5.33471144e-01  1.55172608e+02
 -1.43227375e+02  3.10174134e-02  1.54677513e+02 -1.42736757e+02
  5.14457107e-01  1.55168447e+02 -1.43183703e+02  1.04984976e-02
  1.54673469e+02 -1.42743783e+02  5.14777899e-01  1.55168509e+02
 -1.43240078e+02  3.11857044e-02  1.54679344e+02 -1.42716475e+02
  5.18259890e-01  1.55170998e+02 -1.43235131e+02  1.72072055e-02
  1.54678496e+02 -1.42723016e+02  5.03628923e-01  1.55170239e+02
 -1.43212746e+02  2.34869053e-02  1.54670584e+02 -1.42745159e+02
  5.20162763e-01  1.55169010e+02 -1.43232393e+02 -2.13619761e-03
  1.54678491e+02 -1.42762344e+02  5.30318271e-01  1.55175521e+02
 -1.43241406e+02  1.88593819e-02  1.54680558e+02 -1.42741775e+02
  5.21823080e-01  1.55167882e+02 -1.43216357e+02  2.10403905e-02
  1.54679378e+02 -1.42729569e+02  5.01873729e-01  1.55170504e+02
 -1.43240877e+02  3.44131633e-02  1.54672475e+02 -1.42705753e+02
  5.30890418e-01  1.55165180e+02 -1.43226675e+02 -1.71235790e-02
  1.54670642e+02 -1.42738079e+02  4.85361169e-01  1.55162589e+02
 -1.43251583e+02 -6.92049749e-03  1.54672682e+02 -1.42749187e+02
  4.97359658e-01  1.55164733e+02]
res:  5859 -0.0006270600570132956 0.014041075564819039 0.02290781443828338
[ 1.21183213e-10 -1.03143484e-05 -2.82873291e-01  1.61512365e+04
 -1.43239688e+02  3.65023168e-03  1.54680032e+02 -1.42750341e+02
  5.09349113e-01  1.55168344e+02 -1.43234004e+02  2.04905082e-02
  1.54670927e+02 -1.42718680e+02  5.33471144e-01  1.55172608e+02
 -1.43227375e+02  3.10174134e-02  1.54677513e+02 -1.42736757e+02
  5.14457107e-01  1.55168447e+02 -1.43183703e+02  1.04984976e-02
  1.54673469e+02 -1.42743783e+02  5.14777899e-01  1.55168509e+02
 -1.43240078e+02  3.11857044e-02  1.54679344e+02 -1.42716475e+02
  5.18259890e-01  1.55170998e+02 -1.43235131e+02  1.72072055e-02
  1.54678496e+02 -1.42723016e+02  5.03628923e-01  1.55170239e+02
 -1.43212746e+02  2.34869053e-02  1.54670584e+02 -1.42745159e+02
  5.20162763e-01  1.55169010e+02 -1.43232393e+02 -2.13619761e-03
  1.54678491e+02 -1.42762344e+02  5.30318271e-01  1.55175521e+02
 -1.43241406e+02  1.88593819e-02  1.54680558e+02 -1.42741775e+02
  5.21823080e-01  1.55167882e+02 -1.43216357e+02  2.10403905e-02
  1.54679378e+02 -1.42729569e+02  5.01873729e-01  1.55170504e+02
 -1.43240877e+02  3.44131633e-02  1.54672475e+02 -1.42705753e+02
  5.30890418e-01  1.55165180e+02 -1.43226675e+02 -1.71235790e-02
  1.54670642e+02 -1.42738079e+02  4.85361169e-01  1.55162589e+02
 -1.43251583e+02 -6.92049749e-03  1.54672682e+02 -1.42749187e+02
  4.97359658e-01  1.55164733e+02]
Saving figure to  wave_resid_43670005_fiber226.png
Final values:
res:  -0.0006270600570132956 0.02290781443828338
pars:  [ 1.21183213e-10 -1.03143484e-05 -2.82873291e-01  1.61512365e+04
 -1.43239688e+02  3.65023168e-03  1.54680032e+02 -1.42750341e+02
  5.09349113e-01  1.55168344e+02 -1.43234004e+02  2.04905082e-02
  1.54670927e+02 -1.42718680e+02  5.33471144e-01  1.55172608e+02
 -1.43227375e+02  3.10174134e-02  1.54677513e+02 -1.42736757e+02
  5.14457107e-01  1.55168447e+02 -1.43183703e+02  1.04984976e-02
  1.54673469e+02 -1.42743783e+02  5.14777899e-01  1.55168509e+02
 -1.43240078e+02  3.11857044e-02  1.54679344e+02 -1.42716475e+02
  5.18259890e-01  1.55170998e+02 -1.43235131e+02  1.72072055e-02
  1.54678496e+02 -1.42723016e+02  5.03628923e-01  1.55170239e+02
 -1.43212746e+02  2.34869053e-02  1.54670584e+02 -1.42745159e+02
  5.20162763e-01  1.55169010e+02 -1.43232393e+02 -2.13619761e-03
  1.54678491e+02 -1.42762344e+02  5.30318271e-01  1.55175521e+02
 -1.43241406e+02  1.88593819e-02  1.54680558e+02 -1.42741775e+02
  5.21823080e-01  1.55167882e+02 -1.43216357e+02  2.10403905e-02
  1.54679378e+02 -1.42729569e+02  5.01873729e-01  1.55170504e+02
 -1.43240877e+02  3.44131633e-02  1.54672475e+02 -1.42705753e+02
  5.30890418e-01  1.55165180e+02 -1.43226675e+02 -1.71235790e-02
  1.54670642e+02 -1.42738079e+02  4.85361169e-01  1.55162589e+02
 -1.43251583e+02 -6.92049749e-03  1.54672682e+02 -1.42749187e+02
  4.97359658e-01  1.55164733e+02]
226 [ 1.21183213e-10 -1.03143484e-05 -2.82873291e-01  1.61512365e+04
 -1.43239688e+02  3.65023168e-03  1.54680032e+02 -1.42750341e+02
  5.09349113e-01  1.55168344e+02 -1.43234004e+02  2.04905082e-02
  1.54670927e+02 -1.42718680e+02  5.33471144e-01  1.55172608e+02
 -1.43227375e+02  3.10174134e-02  1.54677513e+02 -1.42736757e+02
  5.14457107e-01  1.55168447e+02 -1.43183703e+02  1.04984976e-02
  1.54673469e+02 -1.42743783e+02  5.14777899e-01  1.55168509e+02
 -1.43240078e+02  3.11857044e-02  1.54679344e+02 -1.42716475e+02
  5.18259890e-01  1.55170998e+02 -1.43235131e+02  1.72072055e-02
  1.54678496e+02 -1.42723016e+02  5.03628923e-01  1.55170239e+02
 -1.43212746e+02  2.34869053e-02  1.54670584e+02 -1.42745159e+02
  5.20162763e-01  1.55169010e+02 -1.43232393e+02 -2.13619761e-03
  1.54678491e+02 -1.42762344e+02  5.30318271e-01  1.55175521e+02
 -1.43241406e+02  1.88593819e-02  1.54680558e+02 -1.42741775e+02
  5.21823080e-01  1.55167882e+02 -1.43216357e+02  2.10403905e-02
  1.54679378e+02 -1.42729569e+02  5.01873729e-01  1.55170504e+02
 -1.43240877e+02  3.44131633e-02  1.54672475e+02 -1.42705753e+02
  5.30890418e-01  1.55165180e+02 -1.43226675e+02 -1.71235790e-02
  1.54670642e+02 -1.42738079e+02  4.85361169e-01  1.55162589e+02
 -1.43251583e+02 -6.92049749e-03  1.54672682e+02 -1.42749187e+02
  4.97359658e-01  1.55164733e+02]
--- Row 228/300 row=227 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  227
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=227 ---
Niter:  0 row:  227 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0007710659383519669 0.013770765135632246 0.028367791284252947
[ 1.21116915e-10 -1.03146031e-05 -2.82868750e-01  1.61512511e+04
 -1.43246829e+02  2.01792782e-14  1.54691392e+02]
Niter:  1 row:  227 ngroup:  1 nlines:  238 gd:  220
[ 1.21116915e-10 -1.03146031e-05 -2.82868750e-01  1.61512511e+04
 -1.43246829e+02  2.01792782e-14  1.54691392e+02]
res:  220 -0.00017775899868865963 0.01363290354856872 0.021333089102181478
[ 1.20614952e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Niter:  2 row:  227 ngroup:  1 nlines:  238 gd:  221
[ 1.20614952e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
res:  221 -0.0002039760611296515 0.01355594963843032 0.021661826866455357
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Niter:  3 row:  227 ngroup:  1 nlines:  238 gd:  220
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
res:  220 -0.00017776973163563525 0.013632904559926828 0.021333089102282734
[ 1.20614955e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Niter:  4 row:  227 ngroup:  1 nlines:  238 gd:  221
[ 1.20614955e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
res:  221 -0.00020397605203470448 0.013555949627516384 0.021661826866418897
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Niter:  5 row:  227 ngroup:  1 nlines:  238 gd:  220
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
res:  220 -0.00017776972345018294 0.013632904557198344 0.021333089102157397
[ 1.20614955e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Niter:  6 row:  227 ngroup:  1 nlines:  238 gd:  221
[ 1.20614955e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
res:  221 -0.00020397604384925216 0.013555949615692953 0.021661826866507517
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
Final values:
res:  -0.00020397604384925216 0.021661826866507517
pars:  [ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
227 [ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02]
elapsed: 2.9 sec.
Niter:  0 row:  227 ngroup:  26 nlines:  6259 gd:  6259
[ 1.20623311e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02 -1.43262611e+02  5.30727106e-12
  1.54701235e+02 -1.43262611e+02  5.30727106e-12  1.54701235e+02
 -1.43262611e+02  5.30727106e-12  1.54701235e+02 -1.43262611e+02
  5.30727106e-12  1.54701235e+02]
res:  6259 -0.00023622700064152014 0.014023361860381556 0.030557539592236945
[ 1.20623323e-10 -1.03140829e-05 -2.82864417e-01  1.61512485e+04
 -1.43265411e+02 -8.32670770e-03  1.54701249e+02 -1.42771910e+02
  5.14703105e-01  1.55196873e+02 -1.43275850e+02  8.73050603e-03
  1.54696893e+02 -1.42782420e+02  4.81448787e-01  1.55198430e+02
 -1.43272135e+02 -1.73358269e-03  1.54699586e+02 -1.42764779e+02
  5.10249918e-01  1.55190807e+02 -1.43257902e+02  1.12653861e-02
  1.54701108e+02 -1.42788246e+02  5.04215752e-01  1.55192860e+02
 -1.43236580e+02  1.29158536e-02  1.54713547e+02 -1.42786530e+02
  5.02113595e-01  1.55187956e+02 -1.43283114e+02  3.26029400e-03
  1.54696418e+02 -1.42752568e+02  5.02098992e-01  1.55187476e+02
 -1.43260028e+02  9.78699053e-04  1.54705101e+02 -1.42781771e+02
  5.07279498e-01  1.55200417e+02 -1.43278743e+02  1.63456025e-02
  1.54694084e+02 -1.42777333e+02  4.88940814e-01  1.55200432e+02
 -1.43275377e+02  1.40173648e-02  1.54696136e+02 -1.42772200e+02
  4.95012277e-01  1.55189564e+02 -1.43278886e+02  1.30779975e-03
  1.54697665e+02 -1.42769029e+02  5.02718421e-01  1.55189046e+02
 -1.43243436e+02  2.88948282e-02  1.54691362e+02 -1.42782824e+02
  5.00271583e-01  1.55195321e+02 -1.43287471e+02  1.88215688e-02
  1.54694014e+02 -1.42791178e+02  5.02601024e-01  1.55185131e+02
 -1.43270933e+02  1.09940810e-02  1.54683910e+02 -1.42776392e+02
  5.05166781e-01  1.55195437e+02]
Niter:  1 row:  227 ngroup:  26 nlines:  6259 gd:  5865
[ 1.20623323e-10 -1.03140829e-05 -2.82864417e-01  1.61512485e+04
 -1.43265411e+02 -8.32670770e-03  1.54701249e+02 -1.42771910e+02
  5.14703105e-01  1.55196873e+02 -1.43275850e+02  8.73050603e-03
  1.54696893e+02 -1.42782420e+02  4.81448787e-01  1.55198430e+02
 -1.43272135e+02 -1.73358269e-03  1.54699586e+02 -1.42764779e+02
  5.10249918e-01  1.55190807e+02 -1.43257902e+02  1.12653861e-02
  1.54701108e+02 -1.42788246e+02  5.04215752e-01  1.55192860e+02
 -1.43236580e+02  1.29158536e-02  1.54713547e+02 -1.42786530e+02
  5.02113595e-01  1.55187956e+02 -1.43283114e+02  3.26029400e-03
  1.54696418e+02 -1.42752568e+02  5.02098992e-01  1.55187476e+02
 -1.43260028e+02  9.78699053e-04  1.54705101e+02 -1.42781771e+02
  5.07279498e-01  1.55200417e+02 -1.43278743e+02  1.63456025e-02
  1.54694084e+02 -1.42777333e+02  4.88940814e-01  1.55200432e+02
 -1.43275377e+02  1.40173648e-02  1.54696136e+02 -1.42772200e+02
  4.95012277e-01  1.55189564e+02 -1.43278886e+02  1.30779975e-03
  1.54697665e+02 -1.42769029e+02  5.02718421e-01  1.55189046e+02
 -1.43243436e+02  2.88948282e-02  1.54691362e+02 -1.42782824e+02
  5.00271583e-01  1.55195321e+02 -1.43287471e+02  1.88215688e-02
  1.54694014e+02 -1.42791178e+02  5.02601024e-01  1.55185131e+02
 -1.43270933e+02  1.09940810e-02  1.54683910e+02 -1.42776392e+02
  5.05166781e-01  1.55195437e+02]
res:  5865 -0.0009323697886429727 0.014061761197808664 0.022988225050416426
[ 1.20623335e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43253201e+02  4.82466684e-07  1.54701566e+02 -1.42766163e+02
  5.19240788e-01  1.55196627e+02 -1.43268106e+02  9.50870317e-03
  1.54703889e+02 -1.42772382e+02  4.85615954e-01  1.55211579e+02
 -1.43258392e+02 -5.42009858e-03  1.54703409e+02 -1.42765648e+02
  4.92394646e-01  1.55199484e+02 -1.43245817e+02  6.23396349e-03
  1.54703827e+02 -1.42771083e+02  4.92350976e-01  1.55193474e+02
 -1.43241188e+02  1.12107036e-02  1.54718087e+02 -1.42771833e+02
  5.05264091e-01  1.55194830e+02 -1.43275167e+02  7.68812719e-04
  1.54705440e+02 -1.42755995e+02  4.97356978e-01  1.55195240e+02
 -1.43253035e+02  1.23074802e-04  1.54707359e+02 -1.42775592e+02
  5.07018490e-01  1.55209458e+02 -1.43272151e+02  1.72685525e-03
  1.54698867e+02 -1.42755084e+02  4.92290218e-01  1.55205200e+02
 -1.43268388e+02  1.49481894e-02  1.54700908e+02 -1.42769377e+02
  4.86777731e-01  1.55189766e+02 -1.43265946e+02  3.67181684e-03
  1.54702707e+02 -1.42752622e+02  5.06035750e-01  1.55191474e+02
 -1.43242223e+02  9.33347448e-03  1.54699370e+02 -1.42769878e+02
  4.94476636e-01  1.55202014e+02 -1.43290670e+02  1.44201706e-02
  1.54693988e+02 -1.42793236e+02  5.03893337e-01  1.55182460e+02
 -1.43252044e+02 -4.00515653e-03  1.54692896e+02 -1.42768849e+02
  4.98731177e-01  1.55200586e+02]
Niter:  2 row:  227 ngroup:  26 nlines:  6259 gd:  5863
[ 1.20623335e-10 -1.03140819e-05 -2.82864445e-01  1.61512502e+04
 -1.43253201e+02  4.82466684e-07  1.54701566e+02 -1.42766163e+02
  5.19240788e-01  1.55196627e+02 -1.43268106e+02  9.50870317e-03
  1.54703889e+02 -1.42772382e+02  4.85615954e-01  1.55211579e+02
 -1.43258392e+02 -5.42009858e-03  1.54703409e+02 -1.42765648e+02
  4.92394646e-01  1.55199484e+02 -1.43245817e+02  6.23396349e-03
  1.54703827e+02 -1.42771083e+02  4.92350976e-01  1.55193474e+02
 -1.43241188e+02  1.12107036e-02  1.54718087e+02 -1.42771833e+02
  5.05264091e-01  1.55194830e+02 -1.43275167e+02  7.68812719e-04
  1.54705440e+02 -1.42755995e+02  4.97356978e-01  1.55195240e+02
 -1.43253035e+02  1.23074802e-04  1.54707359e+02 -1.42775592e+02
  5.07018490e-01  1.55209458e+02 -1.43272151e+02  1.72685525e-03
  1.54698867e+02 -1.42755084e+02  4.92290218e-01  1.55205200e+02
 -1.43268388e+02  1.49481894e-02  1.54700908e+02 -1.42769377e+02
  4.86777731e-01  1.55189766e+02 -1.43265946e+02  3.67181684e-03
  1.54702707e+02 -1.42752622e+02  5.06035750e-01  1.55191474e+02
 -1.43242223e+02  9.33347448e-03  1.54699370e+02 -1.42769878e+02
  4.94476636e-01  1.55202014e+02 -1.43290670e+02  1.44201706e-02
  1.54693988e+02 -1.42793236e+02  5.03893337e-01  1.55182460e+02
 -1.43252044e+02 -4.00515653e-03  1.54692896e+02 -1.42768849e+02
  4.98731177e-01  1.55200586e+02]
res:  5863 -0.0009683827884146012 0.01413754958230129 0.022939457805061562
[ 1.20623347e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246204e+02  5.69825526e-03  1.54706334e+02 -1.42759189e+02
  5.24925528e-01  1.55199443e+02 -1.43261121e+02  1.52051484e-02
  1.54708659e+02 -1.42765404e+02  4.91313647e-01  1.55216339e+02
 -1.43251422e+02 -2.94440906e-03  1.54708174e+02 -1.42758649e+02
  4.92018676e-01  1.55206296e+02 -1.43238817e+02  1.19281240e-02
  1.54708592e+02 -1.42764092e+02  4.98040029e-01  1.55198248e+02
 -1.43234184e+02  1.68847186e-02  1.54722852e+02 -1.42759924e+02
  5.10965865e-01  1.55199592e+02 -1.43268146e+02  9.41211263e-05
  1.54710208e+02 -1.42749026e+02  4.96387508e-01  1.55200008e+02
 -1.43246042e+02  5.82519508e-03  1.54712121e+02 -1.42768586e+02
  5.12734199e-01  1.55214209e+02 -1.43265179e+02  6.73628845e-04
  1.54703635e+02 -1.42748078e+02  4.94977855e-01  1.55209967e+02
 -1.43261398e+02  1.74659451e-02  1.54705680e+02 -1.42762385e+02
  4.89282227e-01  1.55194537e+02 -1.43258950e+02  9.36772078e-03
  1.54709384e+02 -1.42745597e+02  5.11747776e-01  1.55196247e+02
 -1.43235220e+02  1.50401271e-02  1.54704136e+02 -1.42762863e+02
  4.96903861e-01  1.55206779e+02 -1.43283697e+02  1.71061684e-02
  1.54698760e+02 -1.42786206e+02  5.09604831e-01  1.55187224e+02
 -1.43240145e+02 -1.50775259e-03  1.54699589e+02 -1.42761862e+02
  5.01286051e-01  1.55205352e+02]
Niter:  3 row:  227 ngroup:  26 nlines:  6259 gd:  5865
[ 1.20623347e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246204e+02  5.69825526e-03  1.54706334e+02 -1.42759189e+02
  5.24925528e-01  1.55199443e+02 -1.43261121e+02  1.52051484e-02
  1.54708659e+02 -1.42765404e+02  4.91313647e-01  1.55216339e+02
 -1.43251422e+02 -2.94440906e-03  1.54708174e+02 -1.42758649e+02
  4.92018676e-01  1.55206296e+02 -1.43238817e+02  1.19281240e-02
  1.54708592e+02 -1.42764092e+02  4.98040029e-01  1.55198248e+02
 -1.43234184e+02  1.68847186e-02  1.54722852e+02 -1.42759924e+02
  5.10965865e-01  1.55199592e+02 -1.43268146e+02  9.41211263e-05
  1.54710208e+02 -1.42749026e+02  4.96387508e-01  1.55200008e+02
 -1.43246042e+02  5.82519508e-03  1.54712121e+02 -1.42768586e+02
  5.12734199e-01  1.55214209e+02 -1.43265179e+02  6.73628845e-04
  1.54703635e+02 -1.42748078e+02  4.94977855e-01  1.55209967e+02
 -1.43261398e+02  1.74659451e-02  1.54705680e+02 -1.42762385e+02
  4.89282227e-01  1.55194537e+02 -1.43258950e+02  9.36772078e-03
  1.54709384e+02 -1.42745597e+02  5.11747776e-01  1.55196247e+02
 -1.43235220e+02  1.50401271e-02  1.54704136e+02 -1.42762863e+02
  4.96903861e-01  1.55206779e+02 -1.43283697e+02  1.71061684e-02
  1.54698760e+02 -1.42786206e+02  5.09604831e-01  1.55187224e+02
 -1.43240145e+02 -1.50775259e-03  1.54699589e+02 -1.42761862e+02
  5.01286051e-01  1.55205352e+02]
res:  5865 -0.0009900701752485475 0.014138864913547877 0.022963941284341472
[ 1.20626893e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246204e+02  5.69825526e-03  1.54706334e+02 -1.42759189e+02
  5.24925528e-01  1.55199443e+02 -1.43261121e+02  1.52051484e-02
  1.54708659e+02 -1.42765404e+02  4.91313647e-01  1.55216339e+02
 -1.43251422e+02 -2.94440906e-03  1.54708174e+02 -1.42758649e+02
  4.92018676e-01  1.55206296e+02 -1.43238817e+02  1.19281240e-02
  1.54708592e+02 -1.42764092e+02  4.98040029e-01  1.55198248e+02
 -1.43234184e+02  1.68847186e-02  1.54722852e+02 -1.42759924e+02
  5.10965865e-01  1.55199592e+02 -1.43268146e+02  9.41211263e-05
  1.54710208e+02 -1.42749026e+02  4.96387508e-01  1.55200008e+02
 -1.43246042e+02  5.82519508e-03  1.54712121e+02 -1.42768586e+02
  5.12734199e-01  1.55214209e+02 -1.43265179e+02  6.73628845e-04
  1.54703635e+02 -1.42748078e+02  4.94977855e-01  1.55209967e+02
 -1.43261398e+02  1.74659451e-02  1.54705680e+02 -1.42762385e+02
  4.89282227e-01  1.55194537e+02 -1.43258950e+02  9.36772078e-03
  1.54709384e+02 -1.42745597e+02  5.11747776e-01  1.55196247e+02
 -1.43235220e+02  1.50401271e-02  1.54704136e+02 -1.42762863e+02
  4.96903861e-01  1.55206779e+02 -1.43283697e+02  1.71061684e-02
  1.54698760e+02 -1.42786206e+02  5.09604831e-01  1.55187224e+02
 -1.43240145e+02 -1.50775259e-03  1.54699589e+02 -1.42761862e+02
  5.01286051e-01  1.55205352e+02]
Niter:  4 row:  227 ngroup:  26 nlines:  6259 gd:  5865
[ 1.20626893e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246204e+02  5.69825526e-03  1.54706334e+02 -1.42759189e+02
  5.24925528e-01  1.55199443e+02 -1.43261121e+02  1.52051484e-02
  1.54708659e+02 -1.42765404e+02  4.91313647e-01  1.55216339e+02
 -1.43251422e+02 -2.94440906e-03  1.54708174e+02 -1.42758649e+02
  4.92018676e-01  1.55206296e+02 -1.43238817e+02  1.19281240e-02
  1.54708592e+02 -1.42764092e+02  4.98040029e-01  1.55198248e+02
 -1.43234184e+02  1.68847186e-02  1.54722852e+02 -1.42759924e+02
  5.10965865e-01  1.55199592e+02 -1.43268146e+02  9.41211263e-05
  1.54710208e+02 -1.42749026e+02  4.96387508e-01  1.55200008e+02
 -1.43246042e+02  5.82519508e-03  1.54712121e+02 -1.42768586e+02
  5.12734199e-01  1.55214209e+02 -1.43265179e+02  6.73628845e-04
  1.54703635e+02 -1.42748078e+02  4.94977855e-01  1.55209967e+02
 -1.43261398e+02  1.74659451e-02  1.54705680e+02 -1.42762385e+02
  4.89282227e-01  1.55194537e+02 -1.43258950e+02  9.36772078e-03
  1.54709384e+02 -1.42745597e+02  5.11747776e-01  1.55196247e+02
 -1.43235220e+02  1.50401271e-02  1.54704136e+02 -1.42762863e+02
  4.96903861e-01  1.55206779e+02 -1.43283697e+02  1.71061684e-02
  1.54698760e+02 -1.42786206e+02  5.09604831e-01  1.55187224e+02
 -1.43240145e+02 -1.50775259e-03  1.54699589e+02 -1.42761862e+02
  5.01286051e-01  1.55205352e+02]
res:  5865 -0.0009900342774926685 0.014138886263026507 0.022963939604389506
[ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
Niter:  5 row:  227 ngroup:  26 nlines:  6259 gd:  5865
[ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
res:  5865 -0.0009900342774926685 0.014138886263026507 0.022963939604389506
[ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
Niter:  6 row:  227 ngroup:  26 nlines:  6259 gd:  5865
[ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
res:  5865 -0.0009900342774926685 0.014138886263026507 0.022963939604389506
[ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
Saving figure to  wave_resid_43670005_fiber227.png
Final values:
res:  -0.0009900342774926685 0.022963939604389506
pars:  [ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
227 [ 1.20626905e-10 -1.03140809e-05 -2.82864474e-01  1.61512518e+04
 -1.43246195e+02  5.70631281e-03  1.54706341e+02 -1.42759180e+02
  5.24933575e-01  1.55199450e+02 -1.43261112e+02  1.52132040e-02
  1.54708667e+02 -1.42765395e+02  4.91321704e-01  1.55216346e+02
 -1.43251413e+02 -2.93634761e-03  1.54708181e+02 -1.42758640e+02
  4.92026725e-01  1.55206303e+02 -1.43238808e+02  1.19361750e-02
  1.54708599e+02 -1.42764083e+02  4.98048077e-01  1.55198255e+02
 -1.43234175e+02  1.68927489e-02  1.54722859e+02 -1.42759915e+02
  5.10974749e-01  1.55199599e+02 -1.43268137e+02  1.02182733e-04
  1.54710215e+02 -1.42749017e+02  4.96394702e-01  1.55200016e+02
 -1.43246033e+02  5.83326132e-03  1.54712129e+02 -1.42768577e+02
  5.12742274e-01  1.55214216e+02 -1.43265170e+02  6.81693624e-04
  1.54703642e+02 -1.42748069e+02  4.94985912e-01  1.55209975e+02
 -1.43261389e+02  1.74739965e-02  1.54705688e+02 -1.42762376e+02
  4.89289564e-01  1.55194544e+02 -1.43258941e+02  9.37577710e-03
  1.54709391e+02 -1.42745588e+02  5.11755849e-01  1.55196255e+02
 -1.43235211e+02  1.50481907e-02  1.54704143e+02 -1.42762854e+02
  4.96911943e-01  1.55206786e+02 -1.43283688e+02  1.71142310e-02
  1.54698767e+02 -1.42786197e+02  5.09612900e-01  1.55187232e+02
 -1.43240135e+02 -1.49967862e-03  1.54699596e+02 -1.42761853e+02
  5.01294125e-01  1.55205360e+02]
--- Row 229/300 row=228 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  228
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=228 ---
Niter:  0 row:  228 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0024125529762386577 0.014017655990755884 0.03452772933121984
[ 1.21429808e-10 -1.03138749e-05 -2.82879229e-01  1.61512395e+04
 -1.43158103e+02 -4.04031527e-14  1.54622916e+02]
Niter:  1 row:  228 ngroup:  1 nlines:  245 gd:  223
[ 1.21429808e-10 -1.03138749e-05 -2.82879229e-01  1.61512395e+04
 -1.43158103e+02 -4.04031527e-14  1.54622916e+02]
res:  223 -0.0019806230175163364 0.013626726937218336 0.02268226409114912
[ 1.21597502e-10 -1.03139358e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
Niter:  2 row:  228 ngroup:  1 nlines:  245 gd:  222
[ 1.21597502e-10 -1.03139358e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
res:  222 -0.0017765588563634083 0.013656300248840125 0.022291599173161415
[ 1.21588267e-10 -1.03139358e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
Niter:  3 row:  228 ngroup:  1 nlines:  245 gd:  222
[ 1.21588267e-10 -1.03139358e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
res:  222 -0.0019915389857487753 0.013665115322510246 0.022292082143840736
[ 1.21594437e-10 -1.03139259e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
Niter:  4 row:  228 ngroup:  1 nlines:  245 gd:  222
[ 1.21594437e-10 -1.03139259e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
res:  222 -0.001878102972113993 0.0136616155396041 0.02229162476271433
[ 1.21586859e-10 -1.03139259e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
Niter:  5 row:  228 ngroup:  1 nlines:  245 gd:  222
[ 1.21586859e-10 -1.03139259e-05 -2.82874361e-01  1.61512428e+04
 -1.43224693e+02 -6.77007575e-12  1.54663496e+02]
res:  222 -0.0019838509997498477 0.013620720814287779 0.022280265567804308
[ 1.21651686e-10 -1.03141226e-05 -2.82874385e-01  1.61512429e+04
 -1.43235577e+02  1.23974441e-08  1.54662677e+02]
Niter:  6 row:  228 ngroup:  1 nlines:  245 gd:  223
[ 1.21651686e-10 -1.03141226e-05 -2.82874385e-01  1.61512429e+04
 -1.43235577e+02  1.23974441e-08  1.54662677e+02]
res:  223 -0.0020111032426939346 0.013621170237456681 0.022640750295213365
[ 1.21608359e-10 -1.03140794e-05 -2.82873822e-01  1.61512420e+04
 -1.43241414e+02  1.23785913e-08  1.54662763e+02]
Final values:
res:  -0.0020111032426939346 0.022640750295213365
pars:  [ 1.21608359e-10 -1.03140794e-05 -2.82873822e-01  1.61512420e+04
 -1.43241414e+02  1.23785913e-08  1.54662763e+02]
228 [ 1.21608359e-10 -1.03140794e-05 -2.82873822e-01  1.61512420e+04
 -1.43241414e+02  1.23785913e-08  1.54662763e+02]
elapsed: 2.9 sec.
Niter:  0 row:  228 ngroup:  26 nlines:  6345 gd:  6345
[ 1.21608359e-10 -1.03140794e-05 -2.82873822e-01  1.61512420e+04
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02 -1.43241414e+02  1.23785913e-08
  1.54662763e+02 -1.43241414e+02  1.23785913e-08  1.54662763e+02
 -1.43241414e+02  1.23785913e-08  1.54662763e+02 -1.43241414e+02
  1.23785913e-08  1.54662763e+02]
res:  6345 0.00013013253919780254 0.014079246910114307 0.030991546066692438
[ 1.21608347e-10 -1.03140804e-05 -2.82873850e-01  1.61512436e+04
 -1.43198151e+02  1.46026443e-02  1.54675954e+02 -1.42745245e+02
  4.91232955e-01  1.55164623e+02 -1.43231420e+02 -1.22619173e-02
  1.54671698e+02 -1.42719259e+02  5.10665068e-01  1.55164995e+02
 -1.43226709e+02  2.37139138e-02  1.54670675e+02 -1.42739715e+02
  5.07463063e-01  1.55156134e+02 -1.43213120e+02  1.43120345e-02
  1.54668270e+02 -1.42722691e+02  5.13466599e-01  1.55167292e+02
 -1.43211132e+02  3.73918753e-02  1.54665318e+02 -1.42720666e+02
  4.80980679e-01  1.55157488e+02 -1.43216224e+02  1.53766400e-02
  1.54672484e+02 -1.42729593e+02  4.72277397e-01  1.55158994e+02
 -1.43255271e+02 -5.76323813e-03  1.54663423e+02 -1.42730766e+02
  4.92206130e-01  1.55174406e+02 -1.43218271e+02  8.74745427e-03
  1.54672772e+02 -1.42735592e+02  5.21016122e-01  1.55156327e+02
 -1.43232804e+02 -4.49888023e-03  1.54666698e+02 -1.42696531e+02
  5.16801445e-01  1.55173537e+02 -1.43244101e+02  6.68276962e-03
  1.54662264e+02 -1.42724786e+02  4.92300173e-01  1.55166978e+02
 -1.43246039e+02  1.62011576e-02  1.54659479e+02 -1.42729079e+02
  4.96004218e-01  1.55168700e+02 -1.43260759e+02  1.30200395e-02
  1.54664254e+02 -1.42727501e+02  4.85570997e-01  1.55153595e+02
 -1.43237583e+02  8.21145854e-03  1.54666852e+02 -1.42732244e+02
  4.99241303e-01  1.55160957e+02]
Niter:  1 row:  228 ngroup:  26 nlines:  6345 gd:  5928
[ 1.21608347e-10 -1.03140804e-05 -2.82873850e-01  1.61512436e+04
 -1.43198151e+02  1.46026443e-02  1.54675954e+02 -1.42745245e+02
  4.91232955e-01  1.55164623e+02 -1.43231420e+02 -1.22619173e-02
  1.54671698e+02 -1.42719259e+02  5.10665068e-01  1.55164995e+02
 -1.43226709e+02  2.37139138e-02  1.54670675e+02 -1.42739715e+02
  5.07463063e-01  1.55156134e+02 -1.43213120e+02  1.43120345e-02
  1.54668270e+02 -1.42722691e+02  5.13466599e-01  1.55167292e+02
 -1.43211132e+02  3.73918753e-02  1.54665318e+02 -1.42720666e+02
  4.80980679e-01  1.55157488e+02 -1.43216224e+02  1.53766400e-02
  1.54672484e+02 -1.42729593e+02  4.72277397e-01  1.55158994e+02
 -1.43255271e+02 -5.76323813e-03  1.54663423e+02 -1.42730766e+02
  4.92206130e-01  1.55174406e+02 -1.43218271e+02  8.74745427e-03
  1.54672772e+02 -1.42735592e+02  5.21016122e-01  1.55156327e+02
 -1.43232804e+02 -4.49888023e-03  1.54666698e+02 -1.42696531e+02
  5.16801445e-01  1.55173537e+02 -1.43244101e+02  6.68276962e-03
  1.54662264e+02 -1.42724786e+02  4.92300173e-01  1.55166978e+02
 -1.43246039e+02  1.62011576e-02  1.54659479e+02 -1.42729079e+02
  4.96004218e-01  1.55168700e+02 -1.43260759e+02  1.30200395e-02
  1.54664254e+02 -1.42727501e+02  4.85570997e-01  1.55153595e+02
 -1.43237583e+02  8.21145854e-03  1.54666852e+02 -1.42732244e+02
  4.99241303e-01  1.55160957e+02]
res:  5928 -0.000816366147773806 0.01398135542331147 0.023081280800899284
[ 1.21608334e-10 -1.03140814e-05 -2.82873878e-01  1.61512452e+04
 -1.43221891e+02  1.14043957e-02  1.54672241e+02 -1.42737287e+02
  4.89111439e-01  1.55166641e+02 -1.43232999e+02 -1.63389708e-02
  1.54678461e+02 -1.42720666e+02  4.86411702e-01  1.55169397e+02
 -1.43217610e+02  1.95655256e-02  1.54675646e+02 -1.42703054e+02
  5.09103142e-01  1.55160614e+02 -1.43204481e+02  9.43856090e-03
  1.54668446e+02 -1.42733085e+02  5.08041223e-01  1.55163172e+02
 -1.43202559e+02  2.61622222e-02  1.54670047e+02 -1.42700898e+02
  4.85776926e-01  1.55154918e+02 -1.43203747e+02  1.35933672e-02
  1.54675006e+02 -1.42741324e+02  4.88178402e-01  1.55155640e+02
 -1.43249295e+02  2.47782367e-03  1.54670639e+02 -1.42723813e+02
  5.00475691e-01  1.55170717e+02 -1.43224164e+02  1.61252209e-02
  1.54673155e+02 -1.42737275e+02  5.21298490e-01  1.55165197e+02
 -1.43219862e+02  8.54712283e-03  1.54678306e+02 -1.42694348e+02
  5.13020496e-01  1.55171053e+02 -1.43238836e+02  1.42620514e-02
  1.54672716e+02 -1.42721132e+02  4.73821830e-01  1.55167457e+02
 -1.43223932e+02  1.68287786e-02  1.54665585e+02 -1.42720058e+02
  4.97497932e-01  1.55170496e+02 -1.43243727e+02  7.79555929e-03
  1.54666561e+02 -1.42734130e+02  4.90937306e-01  1.55158151e+02
 -1.43235740e+02  5.70725240e-03  1.54669110e+02 -1.42719187e+02
  5.02091384e-01  1.55166795e+02]
Niter:  2 row:  228 ngroup:  26 nlines:  6345 gd:  5919
[ 1.21608334e-10 -1.03140814e-05 -2.82873878e-01  1.61512452e+04
 -1.43221891e+02  1.14043957e-02  1.54672241e+02 -1.42737287e+02
  4.89111439e-01  1.55166641e+02 -1.43232999e+02 -1.63389708e-02
  1.54678461e+02 -1.42720666e+02  4.86411702e-01  1.55169397e+02
 -1.43217610e+02  1.95655256e-02  1.54675646e+02 -1.42703054e+02
  5.09103142e-01  1.55160614e+02 -1.43204481e+02  9.43856090e-03
  1.54668446e+02 -1.42733085e+02  5.08041223e-01  1.55163172e+02
 -1.43202559e+02  2.61622222e-02  1.54670047e+02 -1.42700898e+02
  4.85776926e-01  1.55154918e+02 -1.43203747e+02  1.35933672e-02
  1.54675006e+02 -1.42741324e+02  4.88178402e-01  1.55155640e+02
 -1.43249295e+02  2.47782367e-03  1.54670639e+02 -1.42723813e+02
  5.00475691e-01  1.55170717e+02 -1.43224164e+02  1.61252209e-02
  1.54673155e+02 -1.42737275e+02  5.21298490e-01  1.55165197e+02
 -1.43219862e+02  8.54712283e-03  1.54678306e+02 -1.42694348e+02
  5.13020496e-01  1.55171053e+02 -1.43238836e+02  1.42620514e-02
  1.54672716e+02 -1.42721132e+02  4.73821830e-01  1.55167457e+02
 -1.43223932e+02  1.68287786e-02  1.54665585e+02 -1.42720058e+02
  4.97497932e-01  1.55170496e+02 -1.43243727e+02  7.79555929e-03
  1.54666561e+02 -1.42734130e+02  4.90937306e-01  1.55158151e+02
 -1.43235740e+02  5.70725240e-03  1.54669110e+02 -1.42719187e+02
  5.02091384e-01  1.55166795e+02]
res:  5919 -0.0008579387140343897 0.014004271000885637 0.022950668588472854
[ 1.21608322e-10 -1.03140825e-05 -2.82873907e-01  1.61512468e+04
 -1.43220504e+02  1.40368751e-02  1.54676979e+02 -1.42730335e+02
  4.94804265e-01  1.55171376e+02 -1.43226048e+02 -1.06313286e-02
  1.54684947e+02 -1.42713710e+02  4.86202435e-01  1.55174131e+02
 -1.43210636e+02  2.52724265e-02  1.54680369e+02 -1.42690362e+02
  5.14809824e-01  1.55165350e+02 -1.43197521e+02  1.51293398e-02
  1.54671273e+02 -1.42726148e+02  5.13756006e-01  1.55165905e+02
 -1.43195583e+02  2.87409365e-02  1.54674777e+02 -1.42693922e+02
  4.91466585e-01  1.55159656e+02 -1.43191640e+02  1.92940929e-02
  1.54679735e+02 -1.42734368e+02  4.97162725e-01  1.55160379e+02
 -1.43242347e+02  8.16776109e-03  1.54675376e+02 -1.42716846e+02
  5.06194714e-01  1.55175444e+02 -1.43217215e+02  2.18201553e-02
  1.54675802e+02 -1.42735085e+02  5.26989399e-01  1.55169929e+02
 -1.43208359e+02  1.42262843e-02  1.54683034e+02 -1.42687403e+02
  5.18728970e-01  1.55175793e+02 -1.43227049e+02  1.99779825e-02
  1.54679524e+02 -1.42714189e+02  4.79512740e-01  1.55172195e+02
 -1.43212355e+02  2.25184984e-02  1.54670304e+02 -1.42713114e+02
  5.03234403e-01  1.55175223e+02 -1.43236773e+02  1.02436866e-02
  1.54671285e+02 -1.42727159e+02  5.02897697e-01  1.55164807e+02
 -1.43228770e+02  1.13855999e-02  1.54673840e+02 -1.42712215e+02
  5.07789273e-01  1.55171528e+02]
Niter:  3 row:  228 ngroup:  26 nlines:  6345 gd:  5919
[ 1.21608322e-10 -1.03140825e-05 -2.82873907e-01  1.61512468e+04
 -1.43220504e+02  1.40368751e-02  1.54676979e+02 -1.42730335e+02
  4.94804265e-01  1.55171376e+02 -1.43226048e+02 -1.06313286e-02
  1.54684947e+02 -1.42713710e+02  4.86202435e-01  1.55174131e+02
 -1.43210636e+02  2.52724265e-02  1.54680369e+02 -1.42690362e+02
  5.14809824e-01  1.55165350e+02 -1.43197521e+02  1.51293398e-02
  1.54671273e+02 -1.42726148e+02  5.13756006e-01  1.55165905e+02
 -1.43195583e+02  2.87409365e-02  1.54674777e+02 -1.42693922e+02
  4.91466585e-01  1.55159656e+02 -1.43191640e+02  1.92940929e-02
  1.54679735e+02 -1.42734368e+02  4.97162725e-01  1.55160379e+02
 -1.43242347e+02  8.16776109e-03  1.54675376e+02 -1.42716846e+02
  5.06194714e-01  1.55175444e+02 -1.43217215e+02  2.18201553e-02
  1.54675802e+02 -1.42735085e+02  5.26989399e-01  1.55169929e+02
 -1.43208359e+02  1.42262843e-02  1.54683034e+02 -1.42687403e+02
  5.18728970e-01  1.55175793e+02 -1.43227049e+02  1.99779825e-02
  1.54679524e+02 -1.42714189e+02  4.79512740e-01  1.55172195e+02
 -1.43212355e+02  2.25184984e-02  1.54670304e+02 -1.42713114e+02
  5.03234403e-01  1.55175223e+02 -1.43236773e+02  1.02436866e-02
  1.54671285e+02 -1.42727159e+02  5.02897697e-01  1.55164807e+02
 -1.43228770e+02  1.13855999e-02  1.54673840e+02 -1.42712215e+02
  5.07789273e-01  1.55171528e+02]
res:  5919 -0.00047561436258547474 0.013916950574639486 0.022931106826355192
[ 1.21532674e-10 -1.03140825e-05 -2.82873907e-01  1.61512468e+04
 -1.43220504e+02  1.40368751e-02  1.54676979e+02 -1.42730335e+02
  4.94804265e-01  1.55171376e+02 -1.43226048e+02 -1.06313286e-02
  1.54684947e+02 -1.42713710e+02  4.86202435e-01  1.55174131e+02
 -1.43210636e+02  2.52724265e-02  1.54680369e+02 -1.42690362e+02
  5.14809824e-01  1.55165350e+02 -1.43197521e+02  1.51293398e-02
  1.54671273e+02 -1.42726148e+02  5.13756006e-01  1.55165905e+02
 -1.43195583e+02  2.87409365e-02  1.54674777e+02 -1.42693922e+02
  4.91466585e-01  1.55159656e+02 -1.43191640e+02  1.92940929e-02
  1.54679735e+02 -1.42734368e+02  4.97162725e-01  1.55160379e+02
 -1.43242347e+02  8.16776109e-03  1.54675376e+02 -1.42716846e+02
  5.06194714e-01  1.55175444e+02 -1.43217215e+02  2.18201553e-02
  1.54675802e+02 -1.42735085e+02  5.26989399e-01  1.55169929e+02
 -1.43208359e+02  1.42262843e-02  1.54683034e+02 -1.42687403e+02
  5.18728970e-01  1.55175793e+02 -1.43227049e+02  1.99779825e-02
  1.54679524e+02 -1.42714189e+02  4.79512740e-01  1.55172195e+02
 -1.43212355e+02  2.25184984e-02  1.54670304e+02 -1.42713114e+02
  5.03234403e-01  1.55175223e+02 -1.43236773e+02  1.02436866e-02
  1.54671285e+02 -1.42727159e+02  5.02897697e-01  1.55164807e+02
 -1.43228770e+02  1.13855999e-02  1.54673840e+02 -1.42712215e+02
  5.07789273e-01  1.55171528e+02]
Niter:  4 row:  228 ngroup:  26 nlines:  6345 gd:  5914
[ 1.21532674e-10 -1.03140825e-05 -2.82873907e-01  1.61512468e+04
 -1.43220504e+02  1.40368751e-02  1.54676979e+02 -1.42730335e+02
  4.94804265e-01  1.55171376e+02 -1.43226048e+02 -1.06313286e-02
  1.54684947e+02 -1.42713710e+02  4.86202435e-01  1.55174131e+02
 -1.43210636e+02  2.52724265e-02  1.54680369e+02 -1.42690362e+02
  5.14809824e-01  1.55165350e+02 -1.43197521e+02  1.51293398e-02
  1.54671273e+02 -1.42726148e+02  5.13756006e-01  1.55165905e+02
 -1.43195583e+02  2.87409365e-02  1.54674777e+02 -1.42693922e+02
  4.91466585e-01  1.55159656e+02 -1.43191640e+02  1.92940929e-02
  1.54679735e+02 -1.42734368e+02  4.97162725e-01  1.55160379e+02
 -1.43242347e+02  8.16776109e-03  1.54675376e+02 -1.42716846e+02
  5.06194714e-01  1.55175444e+02 -1.43217215e+02  2.18201553e-02
  1.54675802e+02 -1.42735085e+02  5.26989399e-01  1.55169929e+02
 -1.43208359e+02  1.42262843e-02  1.54683034e+02 -1.42687403e+02
  5.18728970e-01  1.55175793e+02 -1.43227049e+02  1.99779825e-02
  1.54679524e+02 -1.42714189e+02  4.79512740e-01  1.55172195e+02
 -1.43212355e+02  2.25184984e-02  1.54670304e+02 -1.42713114e+02
  5.03234403e-01  1.55175223e+02 -1.43236773e+02  1.02436866e-02
  1.54671285e+02 -1.42727159e+02  5.02897697e-01  1.55164807e+02
 -1.43228770e+02  1.13855999e-02  1.54673840e+02 -1.42712215e+02
  5.07789273e-01  1.55171528e+02]
res:  5914 -0.0008023081136343535 0.013957310038676951 0.022855767793699102
[ 1.21532661e-10 -1.03140835e-05 -2.82873879e-01  1.61512452e+04
 -1.43224231e+02  5.16008310e-03  1.54669300e+02 -1.42734162e+02
  4.89098583e-01  1.55165588e+02 -1.43229872e+02 -1.63471576e-02
  1.54677085e+02 -1.42717513e+02  4.80498599e-01  1.55166362e+02
 -1.43214352e+02  1.67375011e-02  1.54672535e+02 -1.42694031e+02
  5.09094909e-01  1.55157624e+02 -1.43201296e+02  6.29990559e-03
  1.54663457e+02 -1.42730031e+02  5.08040133e-01  1.55160178e+02
 -1.43199283e+02  2.30427135e-02  1.54666992e+02 -1.42697648e+02
  4.85762974e-01  1.55151952e+02 -1.43195394e+02  1.35822129e-02
  1.54671960e+02 -1.42738167e+02  4.91461016e-01  1.55152681e+02
 -1.43246176e+02  2.46888299e-03  1.54667656e+02 -1.42720622e+02
  5.00480450e-01  1.55167643e+02 -1.43221062e+02  1.61194940e-02
  1.54670084e+02 -1.42738990e+02  5.21289027e-01  1.55164062e+02
 -1.43212128e+02  8.52808580e-03  1.54675220e+02 -1.42691256e+02
  5.13012627e-01  1.55168110e+02 -1.43230810e+02  1.42605677e-02
  1.54671744e+02 -1.42718050e+02  4.73805902e-01  1.55166329e+02
 -1.43216182e+02  1.39465425e-02  1.54664400e+02 -1.42716973e+02
  4.97498827e-01  1.55167417e+02 -1.43240579e+02  4.53964684e-03
  1.54663432e+02 -1.42730883e+02  5.00244920e-01  1.55157061e+02
 -1.43232520e+02  5.69359866e-03  1.54666057e+02 -1.42715951e+02
  5.02087069e-01  1.55163765e+02]
Niter:  5 row:  228 ngroup:  26 nlines:  6345 gd:  5913
[ 1.21532661e-10 -1.03140835e-05 -2.82873879e-01  1.61512452e+04
 -1.43224231e+02  5.16008310e-03  1.54669300e+02 -1.42734162e+02
  4.89098583e-01  1.55165588e+02 -1.43229872e+02 -1.63471576e-02
  1.54677085e+02 -1.42717513e+02  4.80498599e-01  1.55166362e+02
 -1.43214352e+02  1.67375011e-02  1.54672535e+02 -1.42694031e+02
  5.09094909e-01  1.55157624e+02 -1.43201296e+02  6.29990559e-03
  1.54663457e+02 -1.42730031e+02  5.08040133e-01  1.55160178e+02
 -1.43199283e+02  2.30427135e-02  1.54666992e+02 -1.42697648e+02
  4.85762974e-01  1.55151952e+02 -1.43195394e+02  1.35822129e-02
  1.54671960e+02 -1.42738167e+02  4.91461016e-01  1.55152681e+02
 -1.43246176e+02  2.46888299e-03  1.54667656e+02 -1.42720622e+02
  5.00480450e-01  1.55167643e+02 -1.43221062e+02  1.61194940e-02
  1.54670084e+02 -1.42738990e+02  5.21289027e-01  1.55164062e+02
 -1.43212128e+02  8.52808580e-03  1.54675220e+02 -1.42691256e+02
  5.13012627e-01  1.55168110e+02 -1.43230810e+02  1.42605677e-02
  1.54671744e+02 -1.42718050e+02  4.73805902e-01  1.55166329e+02
 -1.43216182e+02  1.39465425e-02  1.54664400e+02 -1.42716973e+02
  4.97498827e-01  1.55167417e+02 -1.43240579e+02  4.53964684e-03
  1.54663432e+02 -1.42730883e+02  5.00244920e-01  1.55157061e+02
 -1.43232520e+02  5.69359866e-03  1.54666057e+02 -1.42715951e+02
  5.02087069e-01  1.55163765e+02]
res:  5913 -0.0005097153461974813 0.013950904225566774 0.022832599778132012
[ 1.21473031e-10 -1.03140835e-05 -2.82873879e-01  1.61512452e+04
 -1.43224231e+02  5.16008310e-03  1.54669300e+02 -1.42734162e+02
  4.89098583e-01  1.55165588e+02 -1.43229872e+02 -1.63471576e-02
  1.54677085e+02 -1.42717513e+02  4.80498599e-01  1.55166362e+02
 -1.43214352e+02  1.67375011e-02  1.54672535e+02 -1.42694031e+02
  5.09094909e-01  1.55157624e+02 -1.43201296e+02  6.29990559e-03
  1.54663457e+02 -1.42730031e+02  5.08040133e-01  1.55160178e+02
 -1.43199283e+02  2.30427135e-02  1.54666992e+02 -1.42697648e+02
  4.85762974e-01  1.55151952e+02 -1.43195394e+02  1.35822129e-02
  1.54671960e+02 -1.42738167e+02  4.91461016e-01  1.55152681e+02
 -1.43246176e+02  2.46888299e-03  1.54667656e+02 -1.42720622e+02
  5.00480450e-01  1.55167643e+02 -1.43221062e+02  1.61194940e-02
  1.54670084e+02 -1.42738990e+02  5.21289027e-01  1.55164062e+02
 -1.43212128e+02  8.52808580e-03  1.54675220e+02 -1.42691256e+02
  5.13012627e-01  1.55168110e+02 -1.43230810e+02  1.42605677e-02
  1.54671744e+02 -1.42718050e+02  4.73805902e-01  1.55166329e+02
 -1.43216182e+02  1.39465425e-02  1.54664400e+02 -1.42716973e+02
  4.97498827e-01  1.55167417e+02 -1.43240579e+02  4.53964684e-03
  1.54663432e+02 -1.42730883e+02  5.00244920e-01  1.55157061e+02
 -1.43232520e+02  5.69359866e-03  1.54666057e+02 -1.42715951e+02
  5.02087069e-01  1.55163765e+02]
Niter:  6 row:  228 ngroup:  26 nlines:  6345 gd:  5910
[ 1.21473031e-10 -1.03140835e-05 -2.82873879e-01  1.61512452e+04
 -1.43224231e+02  5.16008310e-03  1.54669300e+02 -1.42734162e+02
  4.89098583e-01  1.55165588e+02 -1.43229872e+02 -1.63471576e-02
  1.54677085e+02 -1.42717513e+02  4.80498599e-01  1.55166362e+02
 -1.43214352e+02  1.67375011e-02  1.54672535e+02 -1.42694031e+02
  5.09094909e-01  1.55157624e+02 -1.43201296e+02  6.29990559e-03
  1.54663457e+02 -1.42730031e+02  5.08040133e-01  1.55160178e+02
 -1.43199283e+02  2.30427135e-02  1.54666992e+02 -1.42697648e+02
  4.85762974e-01  1.55151952e+02 -1.43195394e+02  1.35822129e-02
  1.54671960e+02 -1.42738167e+02  4.91461016e-01  1.55152681e+02
 -1.43246176e+02  2.46888299e-03  1.54667656e+02 -1.42720622e+02
  5.00480450e-01  1.55167643e+02 -1.43221062e+02  1.61194940e-02
  1.54670084e+02 -1.42738990e+02  5.21289027e-01  1.55164062e+02
 -1.43212128e+02  8.52808580e-03  1.54675220e+02 -1.42691256e+02
  5.13012627e-01  1.55168110e+02 -1.43230810e+02  1.42605677e-02
  1.54671744e+02 -1.42718050e+02  4.73805902e-01  1.55166329e+02
 -1.43216182e+02  1.39465425e-02  1.54664400e+02 -1.42716973e+02
  4.97498827e-01  1.55167417e+02 -1.43240579e+02  4.53964684e-03
  1.54663432e+02 -1.42730883e+02  5.00244920e-01  1.55157061e+02
 -1.43232520e+02  5.69359866e-03  1.54666057e+02 -1.42715951e+02
  5.02087069e-01  1.55163765e+02]
res:  5910 -0.0004708300057245651 0.014021546554431552 0.022760214079195405
[ 1.21296661e-10 -1.03139687e-05 -2.82870461e-01  1.61512468e+04
 -1.43238655e+02  1.16223159e-02  1.54693234e+02 -1.42748261e+02
  4.95809151e-01  1.55189471e+02 -1.43244106e+02 -9.98943118e-03
  1.54700991e+02 -1.42731748e+02  4.87248700e-01  1.55190328e+02
 -1.43228682e+02  2.31677937e-02  1.54696443e+02 -1.42708627e+02
  5.15409500e-01  1.55181465e+02 -1.43215577e+02  1.31611975e-02
  1.54687376e+02 -1.42744131e+02  5.14273888e-01  1.55184014e+02
 -1.43213680e+02  2.96917243e-02  1.54690833e+02 -1.42712108e+02
  4.92469300e-01  1.55175800e+02 -1.43209777e+02  2.00042261e-02
  1.54695904e+02 -1.42752450e+02  4.98291738e-01  1.55176571e+02
 -1.43260375e+02  9.15805262e-03  1.54691519e+02 -1.42735083e+02
  5.06549752e-01  1.55191518e+02 -1.43235319e+02  2.28163856e-02
  1.54693993e+02 -1.42753197e+02  5.28025858e-01  1.55187925e+02
 -1.43226060e+02  1.54739277e-02  1.54699093e+02 -1.42705082e+02
  5.19318570e-01  1.55191967e+02 -1.43245038e+02  2.04490549e-02
  1.54695705e+02 -1.42732156e+02  4.80416163e-01  1.55190146e+02
 -1.43230350e+02  2.08259297e-02  1.54688320e+02 -1.42731122e+02
  5.03235326e-01  1.55191278e+02 -1.43254757e+02  1.10155181e-02
  1.54687347e+02 -1.42745273e+02  5.06987553e-01  1.55180923e+02
 -1.43246788e+02  1.26882097e-02  1.54689942e+02 -1.42730266e+02
  5.08606043e-01  1.55187627e+02]
Saving figure to  wave_resid_43670005_fiber228.png
Final values:
res:  -0.0004708300057245651 0.022760214079195405
pars:  [ 1.21296661e-10 -1.03139687e-05 -2.82870461e-01  1.61512468e+04
 -1.43238655e+02  1.16223159e-02  1.54693234e+02 -1.42748261e+02
  4.95809151e-01  1.55189471e+02 -1.43244106e+02 -9.98943118e-03
  1.54700991e+02 -1.42731748e+02  4.87248700e-01  1.55190328e+02
 -1.43228682e+02  2.31677937e-02  1.54696443e+02 -1.42708627e+02
  5.15409500e-01  1.55181465e+02 -1.43215577e+02  1.31611975e-02
  1.54687376e+02 -1.42744131e+02  5.14273888e-01  1.55184014e+02
 -1.43213680e+02  2.96917243e-02  1.54690833e+02 -1.42712108e+02
  4.92469300e-01  1.55175800e+02 -1.43209777e+02  2.00042261e-02
  1.54695904e+02 -1.42752450e+02  4.98291738e-01  1.55176571e+02
 -1.43260375e+02  9.15805262e-03  1.54691519e+02 -1.42735083e+02
  5.06549752e-01  1.55191518e+02 -1.43235319e+02  2.28163856e-02
  1.54693993e+02 -1.42753197e+02  5.28025858e-01  1.55187925e+02
 -1.43226060e+02  1.54739277e-02  1.54699093e+02 -1.42705082e+02
  5.19318570e-01  1.55191967e+02 -1.43245038e+02  2.04490549e-02
  1.54695705e+02 -1.42732156e+02  4.80416163e-01  1.55190146e+02
 -1.43230350e+02  2.08259297e-02  1.54688320e+02 -1.42731122e+02
  5.03235326e-01  1.55191278e+02 -1.43254757e+02  1.10155181e-02
  1.54687347e+02 -1.42745273e+02  5.06987553e-01  1.55180923e+02
 -1.43246788e+02  1.26882097e-02  1.54689942e+02 -1.42730266e+02
  5.08606043e-01  1.55187627e+02]
228 [ 1.21296661e-10 -1.03139687e-05 -2.82870461e-01  1.61512468e+04
 -1.43238655e+02  1.16223159e-02  1.54693234e+02 -1.42748261e+02
  4.95809151e-01  1.55189471e+02 -1.43244106e+02 -9.98943118e-03
  1.54700991e+02 -1.42731748e+02  4.87248700e-01  1.55190328e+02
 -1.43228682e+02  2.31677937e-02  1.54696443e+02 -1.42708627e+02
  5.15409500e-01  1.55181465e+02 -1.43215577e+02  1.31611975e-02
  1.54687376e+02 -1.42744131e+02  5.14273888e-01  1.55184014e+02
 -1.43213680e+02  2.96917243e-02  1.54690833e+02 -1.42712108e+02
  4.92469300e-01  1.55175800e+02 -1.43209777e+02  2.00042261e-02
  1.54695904e+02 -1.42752450e+02  4.98291738e-01  1.55176571e+02
 -1.43260375e+02  9.15805262e-03  1.54691519e+02 -1.42735083e+02
  5.06549752e-01  1.55191518e+02 -1.43235319e+02  2.28163856e-02
  1.54693993e+02 -1.42753197e+02  5.28025858e-01  1.55187925e+02
 -1.43226060e+02  1.54739277e-02  1.54699093e+02 -1.42705082e+02
  5.19318570e-01  1.55191967e+02 -1.43245038e+02  2.04490549e-02
  1.54695705e+02 -1.42732156e+02  4.80416163e-01  1.55190146e+02
 -1.43230350e+02  2.08259297e-02  1.54688320e+02 -1.42731122e+02
  5.03235326e-01  1.55191278e+02 -1.43254757e+02  1.10155181e-02
  1.54687347e+02 -1.42745273e+02  5.06987553e-01  1.55180923e+02
 -1.43246788e+02  1.26882097e-02  1.54689942e+02 -1.42730266e+02
  5.08606043e-01  1.55187627e+02]
--- Row 230/300 row=229 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  229
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=229 ---
Niter:  0 row:  229 ngroup:  1 nlines:  232 gd:  232
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  232 -0.0005483766381075839 0.012889333747807541 0.02540391233944665
[ 1.20318811e-10 -1.03144950e-05 -2.82859637e-01  1.61512436e+04
 -1.43289205e+02  4.49548089e-14  1.54700453e+02]
Niter:  1 row:  229 ngroup:  1 nlines:  232 gd:  221
[ 1.20318811e-10 -1.03144950e-05 -2.82859637e-01  1.61512436e+04
 -1.43289205e+02  4.49548089e-14  1.54700453e+02]
res:  221 -0.003796869237703504 0.01241540480441472 0.019879719067498434
[ 1.20688698e-10 -1.03146067e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
Niter:  2 row:  229 ngroup:  1 nlines:  232 gd:  222
[ 1.20688698e-10 -1.03146067e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
res:  222 -0.0038594401767113595 0.012484206312365131 0.020265763925058446
[ 1.20696930e-10 -1.03146067e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
Niter:  3 row:  229 ngroup:  1 nlines:  232 gd:  222
[ 1.20696930e-10 -1.03146067e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
res:  222 -0.0037899527978879632 0.012372024230899115 0.02026625175180427
[ 1.20691480e-10 -1.03146157e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
Niter:  4 row:  229 ngroup:  1 nlines:  232 gd:  222
[ 1.20691480e-10 -1.03146157e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
res:  222 -0.003842496295874298 0.012467681835005351 0.020265756984366737
[ 1.20698393e-10 -1.03146157e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
Niter:  5 row:  229 ngroup:  1 nlines:  232 gd:  222
[ 1.20698393e-10 -1.03146157e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
res:  222 -0.003784099319091183 0.012367789849122346 0.020266148879763447
[ 1.20693815e-10 -1.03146233e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
Niter:  6 row:  229 ngroup:  1 nlines:  232 gd:  222
[ 1.20693815e-10 -1.03146233e-05 -2.82864782e-01  1.61512490e+04
 -1.43254504e+02 -1.73744194e-11  1.54690272e+02]
res:  222 -0.0035916203296437743 0.01268677168081922 0.020255453795013208
[ 1.20640199e-10 -1.03144446e-05 -2.82864729e-01  1.61512489e+04
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02]
Final values:
res:  -0.0035916203296437743 0.020255453795013208
pars:  [ 1.20640199e-10 -1.03144446e-05 -2.82864729e-01  1.61512489e+04
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02]
229 [ 1.20640199e-10 -1.03144446e-05 -2.82864729e-01  1.61512489e+04
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02]
elapsed: 2.9 sec.
Niter:  0 row:  229 ngroup:  26 nlines:  6216 gd:  6216
[ 1.20640199e-10 -1.03144446e-05 -2.82864729e-01  1.61512489e+04
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02 -1.43244886e+02 -2.59630141e-09
  1.54691132e+02 -1.43244886e+02 -2.59630141e-09  1.54691132e+02
 -1.43244886e+02 -2.59630141e-09  1.54691132e+02 -1.43244886e+02
 -2.59630141e-09  1.54691132e+02]
res:  6216 -5.002515081287129e-05 0.014071191597395227 0.030801635278434658
[ 1.20640211e-10 -1.03144456e-05 -2.82864701e-01  1.61512473e+04
 -1.43244767e+02  1.37525808e-02  1.54690678e+02 -1.42725942e+02
  5.17010807e-01  1.55193703e+02 -1.43232926e+02  2.30212602e-02
  1.54681003e+02 -1.42710299e+02  5.32602572e-01  1.55186466e+02
 -1.43239946e+02  3.14979725e-02  1.54697059e+02 -1.42755648e+02
  5.06957669e-01  1.55181534e+02 -1.43205969e+02  1.41534743e-02
  1.54687530e+02 -1.42700560e+02  5.07824224e-01  1.55185477e+02
 -1.43211741e+02  5.45603831e-03  1.54696599e+02 -1.42739320e+02
  5.15592905e-01  1.55180311e+02 -1.43234845e+02  1.13994483e-02
  1.54683932e+02 -1.42732579e+02  5.15181774e-01  1.55187494e+02
 -1.43249039e+02  2.95739330e-02  1.54681498e+02 -1.42743446e+02
  4.96509002e-01  1.55188352e+02 -1.43223904e+02  7.91296243e-03
  1.54692214e+02 -1.42731960e+02  5.16377553e-01  1.55182598e+02
 -1.43217860e+02  3.16539660e-02  1.54691014e+02 -1.42712679e+02
  4.89088747e-01  1.55187514e+02 -1.43251688e+02  2.47637538e-02
  1.54686991e+02 -1.42733181e+02  4.80314619e-01  1.55170712e+02
 -1.43233528e+02  5.94098181e-03  1.54694244e+02 -1.42763216e+02
  5.22550924e-01  1.55191772e+02 -1.43263039e+02 -1.84414583e-04
  1.54676445e+02 -1.42762409e+02  5.01179303e-01  1.55180603e+02
 -1.43254419e+02  1.08027896e-02  1.54686490e+02 -1.42754781e+02
  5.17542611e-01  1.55180893e+02]
Niter:  1 row:  229 ngroup:  26 nlines:  6216 gd:  5803
[ 1.20640211e-10 -1.03144456e-05 -2.82864701e-01  1.61512473e+04
 -1.43244767e+02  1.37525808e-02  1.54690678e+02 -1.42725942e+02
  5.17010807e-01  1.55193703e+02 -1.43232926e+02  2.30212602e-02
  1.54681003e+02 -1.42710299e+02  5.32602572e-01  1.55186466e+02
 -1.43239946e+02  3.14979725e-02  1.54697059e+02 -1.42755648e+02
  5.06957669e-01  1.55181534e+02 -1.43205969e+02  1.41534743e-02
  1.54687530e+02 -1.42700560e+02  5.07824224e-01  1.55185477e+02
 -1.43211741e+02  5.45603831e-03  1.54696599e+02 -1.42739320e+02
  5.15592905e-01  1.55180311e+02 -1.43234845e+02  1.13994483e-02
  1.54683932e+02 -1.42732579e+02  5.15181774e-01  1.55187494e+02
 -1.43249039e+02  2.95739330e-02  1.54681498e+02 -1.42743446e+02
  4.96509002e-01  1.55188352e+02 -1.43223904e+02  7.91296243e-03
  1.54692214e+02 -1.42731960e+02  5.16377553e-01  1.55182598e+02
 -1.43217860e+02  3.16539660e-02  1.54691014e+02 -1.42712679e+02
  4.89088747e-01  1.55187514e+02 -1.43251688e+02  2.47637538e-02
  1.54686991e+02 -1.42733181e+02  4.80314619e-01  1.55170712e+02
 -1.43233528e+02  5.94098181e-03  1.54694244e+02 -1.42763216e+02
  5.22550924e-01  1.55191772e+02 -1.43263039e+02 -1.84414583e-04
  1.54676445e+02 -1.42762409e+02  5.01179303e-01  1.55180603e+02
 -1.43254419e+02  1.08027896e-02  1.54686490e+02 -1.42754781e+02
  5.17542611e-01  1.55180893e+02]
res:  5803 -0.0006582004079973558 0.013890861817344557 0.022755757816928703
[ 1.20640223e-10 -1.03144466e-05 -2.82864673e-01  1.61512457e+04
 -1.43263347e+02 -1.14235311e-02  1.54681615e+02 -1.42732734e+02
  5.01980779e-01  1.55184070e+02 -1.43255581e+02  6.55823097e-03
  1.54678734e+02 -1.42725575e+02  5.22970389e-01  1.55186993e+02
 -1.43242958e+02  2.30005984e-02  1.54692286e+02 -1.42765290e+02
  4.82567820e-01  1.55179249e+02 -1.43219528e+02 -9.67045422e-03
  1.54684282e+02 -1.42729963e+02  5.01448161e-01  1.55178517e+02
 -1.43235527e+02  3.46416483e-03  1.54691960e+02 -1.42748204e+02
  5.00850142e-01  1.55175537e+02 -1.43253172e+02  1.36144349e-03
  1.54686794e+02 -1.42735714e+02  5.01709867e-01  1.55184831e+02
 -1.43261476e+02  2.90217820e-03  1.54674666e+02 -1.42756338e+02
  4.94519468e-01  1.55183119e+02 -1.43243425e+02 -7.53298291e-03
  1.54687556e+02 -1.42751983e+02  5.10548943e-01  1.55177821e+02
 -1.43238670e+02  5.86487254e-03  1.54692734e+02 -1.42713126e+02
  4.88390269e-01  1.55178218e+02 -1.43263783e+02  5.44968175e-03
  1.54686527e+02 -1.42740179e+02  4.78695598e-01  1.55167563e+02
 -1.43241985e+02 -1.63255078e-03  1.54683616e+02 -1.42764280e+02
  5.08026351e-01  1.55183173e+02 -1.43281756e+02  1.69121845e-03
  1.54679005e+02 -1.42765694e+02  4.92424647e-01  1.55177917e+02
 -1.43249163e+02  8.77277418e-03  1.54681892e+02 -1.42757358e+02
  5.03420223e-01  1.55180238e+02]
Niter:  2 row:  229 ngroup:  26 nlines:  6216 gd:  5790
[ 1.20640223e-10 -1.03144466e-05 -2.82864673e-01  1.61512457e+04
 -1.43263347e+02 -1.14235311e-02  1.54681615e+02 -1.42732734e+02
  5.01980779e-01  1.55184070e+02 -1.43255581e+02  6.55823097e-03
  1.54678734e+02 -1.42725575e+02  5.22970389e-01  1.55186993e+02
 -1.43242958e+02  2.30005984e-02  1.54692286e+02 -1.42765290e+02
  4.82567820e-01  1.55179249e+02 -1.43219528e+02 -9.67045422e-03
  1.54684282e+02 -1.42729963e+02  5.01448161e-01  1.55178517e+02
 -1.43235527e+02  3.46416483e-03  1.54691960e+02 -1.42748204e+02
  5.00850142e-01  1.55175537e+02 -1.43253172e+02  1.36144349e-03
  1.54686794e+02 -1.42735714e+02  5.01709867e-01  1.55184831e+02
 -1.43261476e+02  2.90217820e-03  1.54674666e+02 -1.42756338e+02
  4.94519468e-01  1.55183119e+02 -1.43243425e+02 -7.53298291e-03
  1.54687556e+02 -1.42751983e+02  5.10548943e-01  1.55177821e+02
 -1.43238670e+02  5.86487254e-03  1.54692734e+02 -1.42713126e+02
  4.88390269e-01  1.55178218e+02 -1.43263783e+02  5.44968175e-03
  1.54686527e+02 -1.42740179e+02  4.78695598e-01  1.55167563e+02
 -1.43241985e+02 -1.63255078e-03  1.54683616e+02 -1.42764280e+02
  5.08026351e-01  1.55183173e+02 -1.43281756e+02  1.69121845e-03
  1.54679005e+02 -1.42765694e+02  4.92424647e-01  1.55177917e+02
 -1.43249163e+02  8.77277418e-03  1.54681892e+02 -1.42757358e+02
  5.03420223e-01  1.55180238e+02]
res:  5790 -0.0006765703119526734 0.013911602972257242 0.022567599422288143
[ 1.20640236e-10 -1.03144456e-05 -2.82864645e-01  1.61512441e+04
 -1.43270309e+02 -1.71340637e-02  1.54676889e+02 -1.42739657e+02
  4.96269939e-01  1.55177299e+02 -1.43267772e+02 -2.44808860e-03
  1.54674005e+02 -1.42732507e+02  5.17283862e-01  1.55182264e+02
 -1.43249923e+02  1.72894057e-02  1.54687545e+02 -1.42772259e+02
  4.74123307e-01  1.55174516e+02 -1.43226486e+02 -2.20596315e-02
  1.54679555e+02 -1.42742332e+02  4.95745952e-01  1.55173786e+02
 -1.43242498e+02 -2.22400378e-03  1.54687224e+02 -1.42750268e+02
  4.95152852e-01  1.55170794e+02 -1.43264756e+02 -4.34449046e-03
  1.54682060e+02 -1.42742669e+02  4.96011884e-01  1.55180099e+02
 -1.43268435e+02 -5.72780753e-03  1.54669934e+02 -1.42758814e+02
  4.88833976e-01  1.55178385e+02 -1.43250388e+02 -1.32473118e-02
  1.54682827e+02 -1.42758941e+02  5.10663428e-01  1.55174830e+02
 -1.43245609e+02 -6.12724350e-03  1.54688006e+02 -1.42714810e+02
  4.82690565e-01  1.55173483e+02 -1.43270729e+02 -3.32529846e-03
  1.54681793e+02 -1.42747139e+02  4.72996204e-01  1.55164681e+02
 -1.43248949e+02 -4.22421384e-03  1.54678881e+02 -1.42771232e+02
  4.99230471e-01  1.55178440e+02 -1.43288725e+02 -4.02856296e-03
  1.54676268e+02 -1.42772646e+02  4.86751941e-01  1.55173194e+02
 -1.43256116e+02  9.20563343e-03  1.54675124e+02 -1.42764333e+02
  4.97715025e-01  1.55175502e+02]
Niter:  3 row:  229 ngroup:  26 nlines:  6216 gd:  5795
[ 1.20640236e-10 -1.03144456e-05 -2.82864645e-01  1.61512441e+04
 -1.43270309e+02 -1.71340637e-02  1.54676889e+02 -1.42739657e+02
  4.96269939e-01  1.55177299e+02 -1.43267772e+02 -2.44808860e-03
  1.54674005e+02 -1.42732507e+02  5.17283862e-01  1.55182264e+02
 -1.43249923e+02  1.72894057e-02  1.54687545e+02 -1.42772259e+02
  4.74123307e-01  1.55174516e+02 -1.43226486e+02 -2.20596315e-02
  1.54679555e+02 -1.42742332e+02  4.95745952e-01  1.55173786e+02
 -1.43242498e+02 -2.22400378e-03  1.54687224e+02 -1.42750268e+02
  4.95152852e-01  1.55170794e+02 -1.43264756e+02 -4.34449046e-03
  1.54682060e+02 -1.42742669e+02  4.96011884e-01  1.55180099e+02
 -1.43268435e+02 -5.72780753e-03  1.54669934e+02 -1.42758814e+02
  4.88833976e-01  1.55178385e+02 -1.43250388e+02 -1.32473118e-02
  1.54682827e+02 -1.42758941e+02  5.10663428e-01  1.55174830e+02
 -1.43245609e+02 -6.12724350e-03  1.54688006e+02 -1.42714810e+02
  4.82690565e-01  1.55173483e+02 -1.43270729e+02 -3.32529846e-03
  1.54681793e+02 -1.42747139e+02  4.72996204e-01  1.55164681e+02
 -1.43248949e+02 -4.22421384e-03  1.54678881e+02 -1.42771232e+02
  4.99230471e-01  1.55178440e+02 -1.43288725e+02 -4.02856296e-03
  1.54676268e+02 -1.42772646e+02  4.86751941e-01  1.55173194e+02
 -1.43256116e+02  9.20563343e-03  1.54675124e+02 -1.42764333e+02
  4.97715025e-01  1.55175502e+02]
res:  5795 -0.0008934547531680437 0.01396018179548264 0.022626012764430537
[ 1.20663573e-10 -1.03144456e-05 -2.82864645e-01  1.61512441e+04
 -1.43270309e+02 -1.71340637e-02  1.54676889e+02 -1.42739657e+02
  4.96269939e-01  1.55177299e+02 -1.43267772e+02 -2.44808860e-03
  1.54674005e+02 -1.42732507e+02  5.17283862e-01  1.55182264e+02
 -1.43249923e+02  1.72894057e-02  1.54687545e+02 -1.42772259e+02
  4.74123307e-01  1.55174516e+02 -1.43226486e+02 -2.20596315e-02
  1.54679555e+02 -1.42742332e+02  4.95745952e-01  1.55173786e+02
 -1.43242498e+02 -2.22400378e-03  1.54687224e+02 -1.42750268e+02
  4.95152852e-01  1.55170794e+02 -1.43264756e+02 -4.34449046e-03
  1.54682060e+02 -1.42742669e+02  4.96011884e-01  1.55180099e+02
 -1.43268435e+02 -5.72780753e-03  1.54669934e+02 -1.42758814e+02
  4.88833976e-01  1.55178385e+02 -1.43250388e+02 -1.32473118e-02
  1.54682827e+02 -1.42758941e+02  5.10663428e-01  1.55174830e+02
 -1.43245609e+02 -6.12724350e-03  1.54688006e+02 -1.42714810e+02
  4.82690565e-01  1.55173483e+02 -1.43270729e+02 -3.32529846e-03
  1.54681793e+02 -1.42747139e+02  4.72996204e-01  1.55164681e+02
 -1.43248949e+02 -4.22421384e-03  1.54678881e+02 -1.42771232e+02
  4.99230471e-01  1.55178440e+02 -1.43288725e+02 -4.02856296e-03
  1.54676268e+02 -1.42772646e+02  4.86751941e-01  1.55173194e+02
 -1.43256116e+02  9.20563343e-03  1.54675124e+02 -1.42764333e+02
  4.97715025e-01  1.55175502e+02]
Niter:  4 row:  229 ngroup:  26 nlines:  6216 gd:  5794
[ 1.20663573e-10 -1.03144456e-05 -2.82864645e-01  1.61512441e+04
 -1.43270309e+02 -1.71340637e-02  1.54676889e+02 -1.42739657e+02
  4.96269939e-01  1.55177299e+02 -1.43267772e+02 -2.44808860e-03
  1.54674005e+02 -1.42732507e+02  5.17283862e-01  1.55182264e+02
 -1.43249923e+02  1.72894057e-02  1.54687545e+02 -1.42772259e+02
  4.74123307e-01  1.55174516e+02 -1.43226486e+02 -2.20596315e-02
  1.54679555e+02 -1.42742332e+02  4.95745952e-01  1.55173786e+02
 -1.43242498e+02 -2.22400378e-03  1.54687224e+02 -1.42750268e+02
  4.95152852e-01  1.55170794e+02 -1.43264756e+02 -4.34449046e-03
  1.54682060e+02 -1.42742669e+02  4.96011884e-01  1.55180099e+02
 -1.43268435e+02 -5.72780753e-03  1.54669934e+02 -1.42758814e+02
  4.88833976e-01  1.55178385e+02 -1.43250388e+02 -1.32473118e-02
  1.54682827e+02 -1.42758941e+02  5.10663428e-01  1.55174830e+02
 -1.43245609e+02 -6.12724350e-03  1.54688006e+02 -1.42714810e+02
  4.82690565e-01  1.55173483e+02 -1.43270729e+02 -3.32529846e-03
  1.54681793e+02 -1.42747139e+02  4.72996204e-01  1.55164681e+02
 -1.43248949e+02 -4.22421384e-03  1.54678881e+02 -1.42771232e+02
  4.99230471e-01  1.55178440e+02 -1.43288725e+02 -4.02856296e-03
  1.54676268e+02 -1.42772646e+02  4.86751941e-01  1.55173194e+02
 -1.43256116e+02  9.20563343e-03  1.54675124e+02 -1.42764333e+02
  4.97715025e-01  1.55175502e+02]
res:  5794 -0.0007670082959521096 0.013870737189790816 0.02261040921797847
[ 1.20663585e-10 -1.03144446e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
Niter:  5 row:  229 ngroup:  26 nlines:  6216 gd:  5795
[ 1.20663585e-10 -1.03144446e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
res:  5795 -0.0008757043378864182 0.013868657243619964 0.02262170293223966
[ 1.20677093e-10 -1.03144446e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
Niter:  6 row:  229 ngroup:  26 nlines:  6216 gd:  5795
[ 1.20677093e-10 -1.03144446e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
res:  5795 -0.0008246459547081031 0.013900409609050257 0.02262165899780139
[ 1.20677361e-10 -1.03144575e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
Saving figure to  wave_resid_43670005_fiber229.png
Final values:
res:  -0.0008246459547081031 0.02262165899780139
pars:  [ 1.20677361e-10 -1.03144575e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
229 [ 1.20677361e-10 -1.03144575e-05 -2.82864616e-01  1.61512425e+04
 -1.43278267e+02 -2.28408029e-02  1.54673112e+02 -1.42747508e+02
  4.90558827e-01  1.55173443e+02 -1.43275824e+02 -1.14748085e-02
  1.54670214e+02 -1.42740384e+02  5.11602324e-01  1.55178467e+02
 -1.43257891e+02  1.15826472e-02  1.54683701e+02 -1.42780233e+02
  4.68406310e-01  1.55170709e+02 -1.43234432e+02 -2.77577421e-02
  1.54675767e+02 -1.42750347e+02  4.90042915e-01  1.55169983e+02
 -1.43250479e+02 -7.91528173e-03  1.54683396e+02 -1.42758272e+02
  4.89460181e-01  1.55166936e+02 -1.43272694e+02 -1.00517950e-02
  1.54678250e+02 -1.42750612e+02  4.90314879e-01  1.55174234e+02
 -1.43276377e+02 -1.43893479e-02  1.54666125e+02 -1.42766750e+02
  4.83151471e-01  1.55174567e+02 -1.43258349e+02 -1.89633446e-02
  1.54679032e+02 -1.42766889e+02  5.04965696e-01  1.55170983e+02
 -1.43253505e+02 -1.47342250e-02  1.54684216e+02 -1.42718232e+02
  4.76990947e-01  1.55169667e+02 -1.43278644e+02 -9.04445793e-03
  1.54677974e+02 -1.42755089e+02  4.67303607e-01  1.55160908e+02
 -1.43256911e+02 -9.92219275e-03  1.54675061e+02 -1.42779160e+02
  4.93534046e-01  1.55174631e+02 -1.43296693e+02 -9.74015263e-03
  1.54672455e+02 -1.42780589e+02  4.81077185e-01  1.55169422e+02
 -1.43264059e+02  6.81576883e-03  1.54671296e+02 -1.42772313e+02
  4.92015703e-01  1.55171672e+02]
--- Row 231/300 row=230 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  230
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=230 ---
Niter:  0 row:  230 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0007113892925190157 0.013853114023731905 0.03510652730127025
[ 1.20616744e-10 -1.03143553e-05 -2.82858681e-01  1.61512412e+04
 -1.43293784e+02 -1.26853270e-13  1.54693072e+02]
Niter:  1 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20616744e-10 -1.03143553e-05 -2.82858681e-01  1.61512412e+04
 -1.43293784e+02 -1.26853270e-13  1.54693072e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Niter:  2 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Niter:  3 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Niter:  4 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Niter:  5 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Niter:  6 row:  230 ngroup:  1 nlines:  240 gd:  218
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
res:  218 0.0003587992614484392 0.013596402951407072 0.022211383778631202
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
Final values:
res:  0.0003587992614484392 0.022211383778631202
pars:  [ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
230 [ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02]
elapsed: 2.9 sec.
Niter:  0 row:  230 ngroup:  26 nlines:  6309 gd:  6309
[ 1.20011956e-10 -1.03136490e-05 -2.82853174e-01  1.61512439e+04
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02 -1.43289259e+02  2.64148586e-11
  1.54728767e+02 -1.43289259e+02  2.64148586e-11  1.54728767e+02
 -1.43289259e+02  2.64148586e-11  1.54728767e+02 -1.43289259e+02
  2.64148586e-11  1.54728767e+02]
res:  6309 -0.0006043288994987961 0.014018064681295073 0.031500549102503154
[ 1.20011968e-10 -1.03136500e-05 -2.82853202e-01  1.61512455e+04
 -1.43284852e+02  1.60751365e-02  1.54730580e+02 -1.42790548e+02
  4.90716178e-01  1.55225896e+02 -1.43276602e+02 -1.59680832e-02
  1.54727323e+02 -1.42778409e+02  5.07404531e-01  1.55230789e+02
 -1.43311960e+02  3.47906425e-03  1.54743210e+02 -1.42806869e+02
  4.84387725e-01  1.55218941e+02 -1.43278736e+02  9.12097220e-03
  1.54729666e+02 -1.42795932e+02  4.84048313e-01  1.55219478e+02
 -1.43263210e+02 -1.92353929e-02  1.54735041e+02 -1.42828379e+02
  4.97097073e-01  1.55228780e+02 -1.43298261e+02  1.13009732e-02
  1.54741124e+02 -1.42786056e+02  4.87349304e-01  1.55222172e+02
 -1.43299209e+02  7.56235777e-03  1.54733740e+02 -1.42827609e+02
  4.82962348e-01  1.55225421e+02 -1.43330825e+02  2.12920062e-03
  1.54727779e+02 -1.42822054e+02  4.84091872e-01  1.55224170e+02
 -1.43281413e+02  7.18154688e-03  1.54730663e+02 -1.42803246e+02
  5.02122826e-01  1.55229055e+02 -1.43300737e+02 -9.48802080e-03
  1.54724067e+02 -1.42797656e+02  4.96903986e-01  1.55229738e+02
 -1.43325022e+02 -1.17832365e-02  1.54727934e+02 -1.42814853e+02
  4.79614736e-01  1.55227640e+02 -1.43313615e+02 -3.57734198e-04
  1.54730625e+02 -1.42834942e+02  4.68030314e-01  1.55227137e+02
 -1.43321482e+02 -8.47206161e-03  1.54719351e+02 -1.42834151e+02
  5.00776458e-01  1.55225514e+02]
Niter:  1 row:  230 ngroup:  26 nlines:  6309 gd:  5862
[ 1.20011968e-10 -1.03136500e-05 -2.82853202e-01  1.61512455e+04
 -1.43284852e+02  1.60751365e-02  1.54730580e+02 -1.42790548e+02
  4.90716178e-01  1.55225896e+02 -1.43276602e+02 -1.59680832e-02
  1.54727323e+02 -1.42778409e+02  5.07404531e-01  1.55230789e+02
 -1.43311960e+02  3.47906425e-03  1.54743210e+02 -1.42806869e+02
  4.84387725e-01  1.55218941e+02 -1.43278736e+02  9.12097220e-03
  1.54729666e+02 -1.42795932e+02  4.84048313e-01  1.55219478e+02
 -1.43263210e+02 -1.92353929e-02  1.54735041e+02 -1.42828379e+02
  4.97097073e-01  1.55228780e+02 -1.43298261e+02  1.13009732e-02
  1.54741124e+02 -1.42786056e+02  4.87349304e-01  1.55222172e+02
 -1.43299209e+02  7.56235777e-03  1.54733740e+02 -1.42827609e+02
  4.82962348e-01  1.55225421e+02 -1.43330825e+02  2.12920062e-03
  1.54727779e+02 -1.42822054e+02  4.84091872e-01  1.55224170e+02
 -1.43281413e+02  7.18154688e-03  1.54730663e+02 -1.42803246e+02
  5.02122826e-01  1.55229055e+02 -1.43300737e+02 -9.48802080e-03
  1.54724067e+02 -1.42797656e+02  4.96903986e-01  1.55229738e+02
 -1.43325022e+02 -1.17832365e-02  1.54727934e+02 -1.42814853e+02
  4.79614736e-01  1.55227640e+02 -1.43313615e+02 -3.57734198e-04
  1.54730625e+02 -1.42834942e+02  4.68030314e-01  1.55227137e+02
 -1.43321482e+02 -8.47206161e-03  1.54719351e+02 -1.42834151e+02
  5.00776458e-01  1.55225514e+02]
res:  5862 -0.0007100088441802654 0.014136834337477922 0.02256965746310941
[ 1.20011980e-10 -1.03136511e-05 -2.82853230e-01  1.61512471e+04
 -1.43275375e+02  1.13737167e-02  1.54738232e+02 -1.42800929e+02
  4.91341506e-01  1.55237089e+02 -1.43293642e+02 -9.72716917e-03
  1.54734045e+02 -1.42771560e+02  4.98156827e-01  1.55229154e+02
 -1.43305981e+02  5.12585303e-03  1.54747688e+02 -1.42787216e+02
  4.90407444e-01  1.55221849e+02 -1.43282523e+02 -2.99344936e-03
  1.54731502e+02 -1.42786734e+02  4.76687519e-01  1.55225353e+02
 -1.43274900e+02 -8.94292080e-03  1.54738165e+02 -1.42810054e+02
  4.98775966e-01  1.55227859e+02 -1.43285151e+02  2.22389937e-03
  1.54743147e+02 -1.42779685e+02  5.03910189e-01  1.55227040e+02
 -1.43288173e+02  2.99866421e-03  1.54742246e+02 -1.42822035e+02
  4.85781095e-01  1.55230146e+02 -1.43311196e+02  3.28734288e-03
  1.54738833e+02 -1.42794396e+02  4.86779552e-01  1.55231212e+02
 -1.43292064e+02  4.15941164e-04  1.54732594e+02 -1.42795782e+02
  5.03476651e-01  1.55237749e+02 -1.43291418e+02  7.35169008e-03
  1.54733165e+02 -1.42791909e+02  5.00202316e-01  1.55229086e+02
 -1.43315350e+02  6.81426050e-03  1.54737001e+02 -1.42820791e+02
  4.89797423e-01  1.55230015e+02 -1.43301331e+02  8.54319505e-03
  1.54735316e+02 -1.42826953e+02  4.89080548e-01  1.55237330e+02
 -1.43302406e+02 -1.28635277e-02  1.54728213e+02 -1.42826716e+02
  4.95646067e-01  1.55234688e+02]
Niter:  2 row:  230 ngroup:  26 nlines:  6309 gd:  5860
[ 1.20011980e-10 -1.03136511e-05 -2.82853230e-01  1.61512471e+04
 -1.43275375e+02  1.13737167e-02  1.54738232e+02 -1.42800929e+02
  4.91341506e-01  1.55237089e+02 -1.43293642e+02 -9.72716917e-03
  1.54734045e+02 -1.42771560e+02  4.98156827e-01  1.55229154e+02
 -1.43305981e+02  5.12585303e-03  1.54747688e+02 -1.42787216e+02
  4.90407444e-01  1.55221849e+02 -1.43282523e+02 -2.99344936e-03
  1.54731502e+02 -1.42786734e+02  4.76687519e-01  1.55225353e+02
 -1.43274900e+02 -8.94292080e-03  1.54738165e+02 -1.42810054e+02
  4.98775966e-01  1.55227859e+02 -1.43285151e+02  2.22389937e-03
  1.54743147e+02 -1.42779685e+02  5.03910189e-01  1.55227040e+02
 -1.43288173e+02  2.99866421e-03  1.54742246e+02 -1.42822035e+02
  4.85781095e-01  1.55230146e+02 -1.43311196e+02  3.28734288e-03
  1.54738833e+02 -1.42794396e+02  4.86779552e-01  1.55231212e+02
 -1.43292064e+02  4.15941164e-04  1.54732594e+02 -1.42795782e+02
  5.03476651e-01  1.55237749e+02 -1.43291418e+02  7.35169008e-03
  1.54733165e+02 -1.42791909e+02  5.00202316e-01  1.55229086e+02
 -1.43315350e+02  6.81426050e-03  1.54737001e+02 -1.42820791e+02
  4.89797423e-01  1.55230015e+02 -1.43301331e+02  8.54319505e-03
  1.54735316e+02 -1.42826953e+02  4.89080548e-01  1.55237330e+02
 -1.43302406e+02 -1.28635277e-02  1.54728213e+02 -1.42826716e+02
  4.95646067e-01  1.55234688e+02]
res:  5860 -0.0007772684366500471 0.01417136791314988 0.022518152924034356
[ 1.20011992e-10 -1.03136521e-05 -2.82853259e-01  1.61512487e+04
 -1.43268433e+02  1.70654950e-02  1.54742964e+02 -1.42799185e+02
  4.94018697e-01  1.55241825e+02 -1.43286697e+02 -4.02768069e-03
  1.54738775e+02 -1.42764578e+02  5.01068897e-01  1.55233890e+02
 -1.43299017e+02  1.08278532e-02  1.54752415e+02 -1.42780242e+02
  4.96109978e-01  1.55226582e+02 -1.43275551e+02 -6.80984796e-03
  1.54736229e+02 -1.42779760e+02  4.79166624e-01  1.55230083e+02
 -1.43273088e+02 -2.22732305e-04  1.54740931e+02 -1.42803076e+02
  5.01264300e-01  1.55232585e+02 -1.43278178e+02  4.38094399e-03
  1.54747878e+02 -1.42772738e+02  5.09607073e-01  1.55231776e+02
 -1.43281181e+02  5.09118144e-03  1.54746973e+02 -1.42815087e+02
  4.91474952e-01  1.55234871e+02 -1.43299249e+02  8.98178122e-03
  1.54745447e+02 -1.42787407e+02  4.92475127e-01  1.55235942e+02
 -1.43285108e+02 -7.34262260e-04  1.54737319e+02 -1.42788831e+02
  5.09174198e-01  1.55242474e+02 -1.43284470e+02  1.30272405e-02
  1.54739885e+02 -1.42784956e+02  5.05901505e-01  1.55233824e+02
 -1.43308373e+02  1.25045002e-02  1.54741725e+02 -1.42813868e+02
  4.95475625e-01  1.55232927e+02 -1.43294380e+02  1.42383029e-02
  1.54740040e+02 -1.42819993e+02  4.97548704e-01  1.55242058e+02
 -1.43295422e+02 -7.17491135e-03  1.54732944e+02 -1.42819755e+02
  5.01344256e-01  1.55239420e+02]
Niter:  3 row:  230 ngroup:  26 nlines:  6309 gd:  5863
[ 1.20011992e-10 -1.03136521e-05 -2.82853259e-01  1.61512487e+04
 -1.43268433e+02  1.70654950e-02  1.54742964e+02 -1.42799185e+02
  4.94018697e-01  1.55241825e+02 -1.43286697e+02 -4.02768069e-03
  1.54738775e+02 -1.42764578e+02  5.01068897e-01  1.55233890e+02
 -1.43299017e+02  1.08278532e-02  1.54752415e+02 -1.42780242e+02
  4.96109978e-01  1.55226582e+02 -1.43275551e+02 -6.80984796e-03
  1.54736229e+02 -1.42779760e+02  4.79166624e-01  1.55230083e+02
 -1.43273088e+02 -2.22732305e-04  1.54740931e+02 -1.42803076e+02
  5.01264300e-01  1.55232585e+02 -1.43278178e+02  4.38094399e-03
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  4.91474952e-01  1.55234871e+02 -1.43299249e+02  8.98178122e-03
  1.54745447e+02 -1.42787407e+02  4.92475127e-01  1.55235942e+02
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  5.09174198e-01  1.55242474e+02 -1.43284470e+02  1.30272405e-02
  1.54739885e+02 -1.42784956e+02  5.05901505e-01  1.55233824e+02
 -1.43308373e+02  1.25045002e-02  1.54741725e+02 -1.42813868e+02
  4.95475625e-01  1.55232927e+02 -1.43294380e+02  1.42383029e-02
  1.54740040e+02 -1.42819993e+02  4.97548704e-01  1.55242058e+02
 -1.43295422e+02 -7.17491135e-03  1.54732944e+02 -1.42819755e+02
  5.01344256e-01  1.55239420e+02]
res:  5863 -0.0009009667119244114 0.014158117031911388 0.022551955221324336
[ 1.20038918e-10 -1.03136521e-05 -2.82853259e-01  1.61512487e+04
 -1.43268433e+02  1.70654950e-02  1.54742964e+02 -1.42799185e+02
  4.94018697e-01  1.55241825e+02 -1.43286697e+02 -4.02768069e-03
  1.54738775e+02 -1.42764578e+02  5.01068897e-01  1.55233890e+02
 -1.43299017e+02  1.08278532e-02  1.54752415e+02 -1.42780242e+02
  4.96109978e-01  1.55226582e+02 -1.43275551e+02 -6.80984796e-03
  1.54736229e+02 -1.42779760e+02  4.79166624e-01  1.55230083e+02
 -1.43273088e+02 -2.22732305e-04  1.54740931e+02 -1.42803076e+02
  5.01264300e-01  1.55232585e+02 -1.43278178e+02  4.38094399e-03
  1.54747878e+02 -1.42772738e+02  5.09607073e-01  1.55231776e+02
 -1.43281181e+02  5.09118144e-03  1.54746973e+02 -1.42815087e+02
  4.91474952e-01  1.55234871e+02 -1.43299249e+02  8.98178122e-03
  1.54745447e+02 -1.42787407e+02  4.92475127e-01  1.55235942e+02
 -1.43285108e+02 -7.34262260e-04  1.54737319e+02 -1.42788831e+02
  5.09174198e-01  1.55242474e+02 -1.43284470e+02  1.30272405e-02
  1.54739885e+02 -1.42784956e+02  5.05901505e-01  1.55233824e+02
 -1.43308373e+02  1.25045002e-02  1.54741725e+02 -1.42813868e+02
  4.95475625e-01  1.55232927e+02 -1.43294380e+02  1.42383029e-02
  1.54740040e+02 -1.42819993e+02  4.97548704e-01  1.55242058e+02
 -1.43295422e+02 -7.17491135e-03  1.54732944e+02 -1.42819755e+02
  5.01344256e-01  1.55239420e+02]
Niter:  4 row:  230 ngroup:  26 nlines:  6309 gd:  5863
[ 1.20038918e-10 -1.03136521e-05 -2.82853259e-01  1.61512487e+04
 -1.43268433e+02  1.70654950e-02  1.54742964e+02 -1.42799185e+02
  4.94018697e-01  1.55241825e+02 -1.43286697e+02 -4.02768069e-03
  1.54738775e+02 -1.42764578e+02  5.01068897e-01  1.55233890e+02
 -1.43299017e+02  1.08278532e-02  1.54752415e+02 -1.42780242e+02
  4.96109978e-01  1.55226582e+02 -1.43275551e+02 -6.80984796e-03
  1.54736229e+02 -1.42779760e+02  4.79166624e-01  1.55230083e+02
 -1.43273088e+02 -2.22732305e-04  1.54740931e+02 -1.42803076e+02
  5.01264300e-01  1.55232585e+02 -1.43278178e+02  4.38094399e-03
  1.54747878e+02 -1.42772738e+02  5.09607073e-01  1.55231776e+02
 -1.43281181e+02  5.09118144e-03  1.54746973e+02 -1.42815087e+02
  4.91474952e-01  1.55234871e+02 -1.43299249e+02  8.98178122e-03
  1.54745447e+02 -1.42787407e+02  4.92475127e-01  1.55235942e+02
 -1.43285108e+02 -7.34262260e-04  1.54737319e+02 -1.42788831e+02
  5.09174198e-01  1.55242474e+02 -1.43284470e+02  1.30272405e-02
  1.54739885e+02 -1.42784956e+02  5.05901505e-01  1.55233824e+02
 -1.43308373e+02  1.25045002e-02  1.54741725e+02 -1.42813868e+02
  4.95475625e-01  1.55232927e+02 -1.43294380e+02  1.42383029e-02
  1.54740040e+02 -1.42819993e+02  4.97548704e-01  1.55242058e+02
 -1.43295422e+02 -7.17491135e-03  1.54732944e+02 -1.42819755e+02
  5.01344256e-01  1.55239420e+02]
res:  5863 -0.0008152556147251744 0.014124322875431972 0.022546251373914545
[ 1.20038930e-10 -1.03136531e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
Niter:  5 row:  230 ngroup:  26 nlines:  6309 gd:  5863
[ 1.20038930e-10 -1.03136531e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
res:  5863 -0.0009092741765925894 0.014124044784693979 0.022544695841261196
[ 1.20060465e-10 -1.03136531e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
Niter:  6 row:  230 ngroup:  26 nlines:  6309 gd:  5863
[ 1.20060465e-10 -1.03136531e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
res:  5863 -0.0007130062913347501 0.014116396087047178 0.022543352048606424
[ 1.20047399e-10 -1.03136787e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
Saving figure to  wave_resid_43670005_fiber230.png
Final values:
res:  -0.0007130062913347501 0.022543352048606424
pars:  [ 1.20047399e-10 -1.03136787e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
230 [ 1.20047399e-10 -1.03136787e-05 -2.82853287e-01  1.61512504e+04
 -1.43262598e+02  2.27584287e-02  1.54748761e+02 -1.42793375e+02
  4.99730859e-01  1.55247612e+02 -1.43280866e+02  1.67820423e-03
  1.54744576e+02 -1.42758783e+02  5.06773811e-01  1.55239681e+02
 -1.43293196e+02  1.65329266e-02  1.54758228e+02 -1.42774439e+02
  5.01813760e-01  1.55232378e+02 -1.43269734e+02 -1.09505010e-03
  1.54740113e+02 -1.42773957e+02  4.84876975e-01  1.55235887e+02
 -1.43267228e+02  8.72163651e-03  1.54746733e+02 -1.42797287e+02
  5.06967974e-01  1.55238401e+02 -1.43272366e+02  7.15974077e-03
  1.54753682e+02 -1.42766907e+02  5.15305663e-01  1.55237563e+02
 -1.43275386e+02  7.73368447e-03  1.54752788e+02 -1.42809243e+02
  4.97172114e-01  1.55240686e+02 -1.43288231e+02  1.46699688e-02
  1.54751253e+02 -1.42781621e+02  4.98178080e-01  1.55241753e+02
 -1.43279285e+02  1.35175639e-03  1.54743132e+02 -1.42783002e+02
  5.14873302e-01  1.55248286e+02 -1.43278634e+02  1.87053105e-02
  1.54745704e+02 -1.42779138e+02  5.11606267e-01  1.55239609e+02
 -1.43302568e+02  1.81956123e-02  1.54747540e+02 -1.42808007e+02
  5.01162955e-01  1.55238720e+02 -1.43288560e+02  1.99336421e-02
  1.54745860e+02 -1.42814178e+02  5.06373363e-01  1.55247871e+02
 -1.43289628e+02 -1.48007888e-03  1.54738747e+02 -1.42813938e+02
  5.07046953e-01  1.55245221e+02]
--- Row 232/300 row=231 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  231
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=231 ---
Niter:  0 row:  231 ngroup:  1 nlines:  248 gd:  248
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  248 -0.0014184243527779472 0.01600673149823706 0.036381059148282456
[ 1.21203667e-10 -1.03138008e-05 -2.82868134e-01  1.61512477e+04
 -1.43171781e+02 -2.22963049e-14  1.54692295e+02]
Niter:  1 row:  231 ngroup:  1 nlines:  248 gd:  229
[ 1.21203667e-10 -1.03138008e-05 -2.82868134e-01  1.61512477e+04
 -1.43171781e+02 -2.22963049e-14  1.54692295e+02]
res:  229 0.0003143315279885428 0.015419324709000648 0.02456317822416509
[ 1.20492462e-10 -1.03136126e-05 -2.82859930e-01  1.61512433e+04
 -1.43224859e+02 -5.40058243e-12  1.54719253e+02]
Niter:  2 row:  231 ngroup:  1 nlines:  248 gd:  227
[ 1.20492462e-10 -1.03136126e-05 -2.82859930e-01  1.61512433e+04
 -1.43224859e+02 -5.40058243e-12  1.54719253e+02]
res:  227 0.000697283177942154 0.0152930837830354 0.023687000666751994
[ 1.20265094e-10 -1.03137715e-05 -2.82857670e-01  1.61512423e+04
 -1.43241125e+02  6.27622667e-11  1.54722317e+02]
Niter:  3 row:  231 ngroup:  1 nlines:  248 gd:  226
[ 1.20265094e-10 -1.03137715e-05 -2.82857670e-01  1.61512423e+04
 -1.43241125e+02  6.27622667e-11  1.54722317e+02]
res:  226 0.0007787984704918927 0.015480412119359244 0.023292493535919268
[ 1.20207044e-10 -1.03137210e-05 -2.82856881e-01  1.61512413e+04
 -1.43248539e+02  2.42551809e-11  1.54723169e+02]
Niter:  4 row:  231 ngroup:  1 nlines:  248 gd:  225
[ 1.20207044e-10 -1.03137210e-05 -2.82856881e-01  1.61512413e+04
 -1.43248539e+02  2.42551809e-11  1.54723169e+02]
res:  225 0.0009730869860504754 0.015015476607914024 0.02287138019278668
[ 1.20090873e-10 -1.03136609e-05 -2.82855180e-01  1.61512403e+04
 -1.43261157e+02 -8.16532800e-11  1.54727942e+02]
Niter:  5 row:  231 ngroup:  1 nlines:  248 gd:  227
[ 1.20090873e-10 -1.03136609e-05 -2.82855180e-01  1.61512403e+04
 -1.43261157e+02 -8.16532800e-11  1.54727942e+02]
res:  227 0.0010025292131103924 0.015423938839376206 0.023636079097169686
[ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02]
Niter:  6 row:  231 ngroup:  1 nlines:  248 gd:  227
[ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02]
res:  227 0.0010025290876001236 0.01542393895033456 0.023636079097155874
[ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02]
Final values:
res:  0.0010025290876001236 0.023636079097155874
pars:  [ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02]
231 [ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02]
elapsed: 2.9 sec.
Niter:  0 row:  231 ngroup:  26 nlines:  6292 gd:  6292
[ 1.20074927e-10 -1.03138510e-05 -2.82854041e-01  1.61512394e+04
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
  1.54729173e+02 -1.43282714e+02 -1.66185581e-10  1.54729173e+02
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
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 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
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 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
  1.54729173e+02 -1.43282714e+02 -1.66185581e-10  1.54729173e+02
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
  1.54729173e+02 -1.43282714e+02 -1.66185581e-10  1.54729173e+02
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02 -1.43282714e+02 -1.66185581e-10
  1.54729173e+02 -1.43282714e+02 -1.66185581e-10  1.54729173e+02
 -1.43282714e+02 -1.66185581e-10  1.54729173e+02 -1.43282714e+02
 -1.66185581e-10  1.54729173e+02]
res:  6292 -0.0008953353726610658 0.013971419437439181 0.031929104720586056
[ 1.20074939e-10 -1.03138521e-05 -2.82854069e-01  1.61512410e+04
 -1.43272948e+02 -2.39680251e-02  1.54720828e+02 -1.42775027e+02
  4.83881469e-01  1.55220950e+02 -1.43285566e+02  7.29262393e-03
  1.54718310e+02 -1.42769229e+02  4.89301100e-01  1.55209103e+02
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  4.88795928e-01  1.55227452e+02 -1.43251374e+02 -4.65871070e-03
  1.54716588e+02 -1.42763003e+02  5.05320417e-01  1.55219614e+02
 -1.43248816e+02 -1.22343176e-03  1.54715512e+02 -1.42773221e+02
  4.78223742e-01  1.55225135e+02 -1.43271488e+02 -4.00693554e-03
  1.54718453e+02 -1.42762758e+02  4.82766325e-01  1.55225637e+02
 -1.43278650e+02 -9.99414122e-03  1.54724080e+02 -1.42782744e+02
  4.76536007e-01  1.55221852e+02 -1.43277409e+02 -7.82282174e-03
  1.54720016e+02 -1.42765927e+02  4.77702023e-01  1.55228227e+02
 -1.43252379e+02  2.58046175e-03  1.54724655e+02 -1.42781979e+02
  4.95399719e-01  1.55219284e+02 -1.43275534e+02  1.73086793e-03
  1.54715433e+02 -1.42769481e+02  5.12495670e-01  1.55228974e+02
 -1.43263425e+02  6.30923076e-03  1.54713678e+02 -1.42774864e+02
  4.77894894e-01  1.55214762e+02 -1.43272197e+02 -1.16372300e-02
  1.54717875e+02 -1.42800337e+02  4.84902517e-01  1.55215412e+02
 -1.43292477e+02  6.38854917e-03  1.54721943e+02 -1.42797440e+02
  4.72427569e-01  1.55211263e+02]
Niter:  1 row:  231 ngroup:  26 nlines:  6292 gd:  5837
[ 1.20074939e-10 -1.03138521e-05 -2.82854069e-01  1.61512410e+04
 -1.43272948e+02 -2.39680251e-02  1.54720828e+02 -1.42775027e+02
  4.83881469e-01  1.55220950e+02 -1.43285566e+02  7.29262393e-03
  1.54718310e+02 -1.42769229e+02  4.89301100e-01  1.55209103e+02
 -1.43259648e+02  2.86507777e-03  1.54726107e+02 -1.42755045e+02
  4.88795928e-01  1.55227452e+02 -1.43251374e+02 -4.65871070e-03
  1.54716588e+02 -1.42763003e+02  5.05320417e-01  1.55219614e+02
 -1.43248816e+02 -1.22343176e-03  1.54715512e+02 -1.42773221e+02
  4.78223742e-01  1.55225135e+02 -1.43271488e+02 -4.00693554e-03
  1.54718453e+02 -1.42762758e+02  4.82766325e-01  1.55225637e+02
 -1.43278650e+02 -9.99414122e-03  1.54724080e+02 -1.42782744e+02
  4.76536007e-01  1.55221852e+02 -1.43277409e+02 -7.82282174e-03
  1.54720016e+02 -1.42765927e+02  4.77702023e-01  1.55228227e+02
 -1.43252379e+02  2.58046175e-03  1.54724655e+02 -1.42781979e+02
  4.95399719e-01  1.55219284e+02 -1.43275534e+02  1.73086793e-03
  1.54715433e+02 -1.42769481e+02  5.12495670e-01  1.55228974e+02
 -1.43263425e+02  6.30923076e-03  1.54713678e+02 -1.42774864e+02
  4.77894894e-01  1.55214762e+02 -1.43272197e+02 -1.16372300e-02
  1.54717875e+02 -1.42800337e+02  4.84902517e-01  1.55215412e+02
 -1.43292477e+02  6.38854917e-03  1.54721943e+02 -1.42797440e+02
  4.72427569e-01  1.55211263e+02]
res:  5837 -0.0007115968001016881 0.0140521615585385 0.023005865777639092
[ 1.20074951e-10 -1.03138531e-05 -2.82854098e-01  1.61512426e+04
 -1.43263468e+02  4.34934156e-03  1.54736683e+02 -1.42761148e+02
  4.87352325e-01  1.55227572e+02 -1.43266269e+02  3.33205878e-03
  1.54727634e+02 -1.42762030e+02  4.91032635e-01  1.55215874e+02
 -1.43251452e+02  7.51681044e-03  1.54726902e+02 -1.42736930e+02
  4.85060036e-01  1.55234230e+02 -1.43260722e+02 -1.04040551e-02
  1.54720983e+02 -1.42760593e+02  4.99727595e-01  1.55230337e+02
 -1.43254512e+02  4.93135851e-03  1.54729418e+02 -1.42774306e+02
  4.99122969e-01  1.55229907e+02 -1.43261688e+02 -1.79065223e-03
  1.54720592e+02 -1.42762484e+02  4.77919591e-01  1.55225004e+02
 -1.43281438e+02  6.96212010e-03  1.54728815e+02 -1.42766593e+02
  4.87587477e-01  1.55221325e+02 -1.43264532e+02 -1.13508412e-02
  1.54722328e+02 -1.42752441e+02  4.89691648e-01  1.55228913e+02
 -1.43251758e+02  9.76553919e-03  1.54725006e+02 -1.42763506e+02
  5.00579747e-01  1.55224012e+02 -1.43263601e+02  1.37233663e-02
  1.54724786e+02 -1.42762280e+02  5.25014611e-01  1.55233881e+02
 -1.43271447e+02  8.01217042e-03  1.54722896e+02 -1.42761021e+02
  4.90965997e-01  1.55226088e+02 -1.43268698e+02  1.43656241e-04
  1.54722615e+02 -1.42779280e+02  4.99921152e-01  1.55219938e+02
 -1.43285406e+02  4.19338619e-03  1.54726647e+02 -1.42776836e+02
  4.89164171e-01  1.55213683e+02]
Niter:  2 row:  231 ngroup:  26 nlines:  6292 gd:  5834
[ 1.20074951e-10 -1.03138531e-05 -2.82854098e-01  1.61512426e+04
 -1.43263468e+02  4.34934156e-03  1.54736683e+02 -1.42761148e+02
  4.87352325e-01  1.55227572e+02 -1.43266269e+02  3.33205878e-03
  1.54727634e+02 -1.42762030e+02  4.91032635e-01  1.55215874e+02
 -1.43251452e+02  7.51681044e-03  1.54726902e+02 -1.42736930e+02
  4.85060036e-01  1.55234230e+02 -1.43260722e+02 -1.04040551e-02
  1.54720983e+02 -1.42760593e+02  4.99727595e-01  1.55230337e+02
 -1.43254512e+02  4.93135851e-03  1.54729418e+02 -1.42774306e+02
  4.99122969e-01  1.55229907e+02 -1.43261688e+02 -1.79065223e-03
  1.54720592e+02 -1.42762484e+02  4.77919591e-01  1.55225004e+02
 -1.43281438e+02  6.96212010e-03  1.54728815e+02 -1.42766593e+02
  4.87587477e-01  1.55221325e+02 -1.43264532e+02 -1.13508412e-02
  1.54722328e+02 -1.42752441e+02  4.89691648e-01  1.55228913e+02
 -1.43251758e+02  9.76553919e-03  1.54725006e+02 -1.42763506e+02
  5.00579747e-01  1.55224012e+02 -1.43263601e+02  1.37233663e-02
  1.54724786e+02 -1.42762280e+02  5.25014611e-01  1.55233881e+02
 -1.43271447e+02  8.01217042e-03  1.54722896e+02 -1.42761021e+02
  4.90965997e-01  1.55226088e+02 -1.43268698e+02  1.43656241e-04
  1.54722615e+02 -1.42779280e+02  4.99921152e-01  1.55219938e+02
 -1.43285406e+02  4.19338619e-03  1.54726647e+02 -1.42776836e+02
  4.89164171e-01  1.55213683e+02]
res:  5834 -0.0007135264522730722 0.014070357517994125 0.022949101736738534
[ 1.20074963e-10 -1.03138541e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129315e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247346e-03
  1.54725725e+02 -1.42753645e+02  4.96734029e-01  1.55235067e+02
 -1.43247551e+02  1.06357036e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479467e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562211e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
Niter:  3 row:  231 ngroup:  26 nlines:  6292 gd:  5836
[ 1.20074963e-10 -1.03138541e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
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 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247346e-03
  1.54725725e+02 -1.42753645e+02  4.96734029e-01  1.55235067e+02
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  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479467e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562211e-03
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 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
res:  5836 -0.0007875831033743452 0.014074857394007267 0.022971975463207766
[ 1.20086669e-10 -1.03138541e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129315e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247346e-03
  1.54725725e+02 -1.42753645e+02  4.96734029e-01  1.55235067e+02
 -1.43247551e+02  1.06357036e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479467e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562211e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
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  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
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 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
Niter:  4 row:  231 ngroup:  26 nlines:  6292 gd:  5836
[ 1.20086669e-10 -1.03138541e-05 -2.82854126e-01  1.61512442e+04
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  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562211e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
res:  5836 -0.0007835900705686072 0.01407166512490221 0.022971944890433846
[ 1.20086669e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
Niter:  5 row:  231 ngroup:  26 nlines:  6292 gd:  5836
[ 1.20086669e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
res:  5836 -0.0007851091631891904 0.014072090875743015 0.022971945092703245
[ 1.20086828e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
Niter:  6 row:  231 ngroup:  26 nlines:  6292 gd:  5836
[ 1.20086828e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
res:  5836 -0.000783576118919882 0.014071649227844318 0.02297194472014645
[ 1.20086670e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
Saving figure to  wave_resid_43670005_fiber231.png
Final values:
res:  -0.000783576118919882 0.02297194472014645
pars:  [ 1.20086670e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
231 [ 1.20086670e-10 -1.03138551e-05 -2.82854126e-01  1.61512442e+04
 -1.43256514e+02  1.32553642e-02  1.54741406e+02 -1.42754216e+02
  4.93066938e-01  1.55232306e+02 -1.43259311e+02  5.76129314e-03
  1.54732363e+02 -1.42755055e+02  4.96757231e-01  1.55220610e+02
 -1.43244482e+02  1.31953241e-02  1.54731634e+02 -1.42729967e+02
  4.87782392e-01  1.55238960e+02 -1.43253786e+02 -8.20247347e-03
  1.54725725e+02 -1.42753645e+02  4.96734025e-01  1.55235067e+02
 -1.43247551e+02  1.06357037e-02  1.54736050e+02 -1.42767319e+02
  5.07806630e-01  1.55234639e+02 -1.43254723e+02  3.90479466e-03
  1.54725323e+02 -1.42755525e+02  4.83598327e-01  1.55229730e+02
 -1.43274448e+02  1.55495550e-02  1.54733551e+02 -1.42759642e+02
  4.93277577e-01  1.55222312e+02 -1.43252336e+02 -8.52562660e-03
  1.54727067e+02 -1.42745487e+02  4.95388875e-01  1.55233649e+02
 -1.43244810e+02  2.18577652e-02  1.54729738e+02 -1.42756541e+02
  5.06284484e-01  1.55228740e+02 -1.43256658e+02  1.94212811e-02
  1.54729518e+02 -1.42755329e+02  5.30724473e-01  1.55238614e+02
 -1.43264502e+02  1.37065296e-02  1.54727629e+02 -1.42748962e+02
  4.96656394e-01  1.55230820e+02 -1.43261740e+02  5.85291073e-03
  1.54727354e+02 -1.42772312e+02  5.08599249e-01  1.55224682e+02
 -1.43278452e+02  9.90332815e-03  1.54731386e+02 -1.42769888e+02
  4.97704915e-01  1.55218421e+02]
--- Row 233/300 row=232 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  232
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=232 ---
Niter:  0 row:  232 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -0.0006375299344654195 0.014908431912772357 0.03467993594409466
[ 1.21032643e-10 -1.03151647e-05 -2.82862686e-01  1.61512381e+04
 -1.43232776e+02 -1.05765495e-13  1.54695191e+02]
Niter:  1 row:  232 ngroup:  1 nlines:  243 gd:  223
[ 1.21032643e-10 -1.03151647e-05 -2.82862686e-01  1.61512381e+04
 -1.43232776e+02 -1.05765495e-13  1.54695191e+02]
res:  223 -4.3790543713839725e-05 0.014450434528043843 0.024041587346276934
[ 1.20918953e-10 -1.03149343e-05 -2.82860252e-01  1.61512371e+04
 -1.43234676e+02  5.68272403e-11  1.54704066e+02]
Niter:  2 row:  232 ngroup:  1 nlines:  243 gd:  222
[ 1.20918953e-10 -1.03149343e-05 -2.82860252e-01  1.61512371e+04
 -1.43234676e+02  5.68272403e-11  1.54704066e+02]
res:  222 1.332493411609903e-06 0.013962513825390488 0.023696523241420773
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
Niter:  3 row:  232 ngroup:  1 nlines:  243 gd:  222
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
res:  222 1.3324824976734817e-06 0.013962513810838573 0.023696523241347568
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
Niter:  4 row:  232 ngroup:  1 nlines:  243 gd:  222
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
res:  222 1.3324824976734817e-06 0.013962513810838573 0.023696523241347568
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
Niter:  5 row:  232 ngroup:  1 nlines:  243 gd:  222
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
res:  222 1.3324824976734817e-06 0.013962513810838573 0.023696523241347568
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
Niter:  6 row:  232 ngroup:  1 nlines:  243 gd:  222
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
res:  222 1.3324824976734817e-06 0.013962513810838573 0.023696523241347568
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
Final values:
res:  1.3324824976734817e-06 0.023696523241347568
pars:  [ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
232 [ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02]
elapsed: 2.9 sec.
Niter:  0 row:  232 ngroup:  26 nlines:  6329 gd:  6329
[ 1.20898171e-10 -1.03148996e-05 -2.82860022e-01  1.61512361e+04
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02 -1.43239210e+02 -5.27447666e-11
  1.54702346e+02 -1.43239210e+02 -5.27447666e-11  1.54702346e+02
 -1.43239210e+02 -5.27447666e-11  1.54702346e+02 -1.43239210e+02
 -5.27447666e-11  1.54702346e+02]
res:  6329 -0.0001681496560195228 0.014290153501860914 0.031537982692928186
[ 1.20898158e-10 -1.03148986e-05 -2.82860051e-01  1.61512377e+04
 -1.43247696e+02 -1.10728481e-03  1.54710340e+02 -1.42750681e+02
  5.17805603e-01  1.55207855e+02 -1.43261342e+02  1.33799983e-02
  1.54701512e+02 -1.42749928e+02  4.97785274e-01  1.55206353e+02
 -1.43240447e+02  1.15520666e-02  1.54702146e+02 -1.42758723e+02
  5.00356443e-01  1.55200844e+02 -1.43224286e+02  3.86031954e-02
  1.54713567e+02 -1.42750215e+02  4.99931424e-01  1.55189986e+02
 -1.43257565e+02  4.11755600e-02  1.54709388e+02 -1.42775978e+02
  4.91342701e-01  1.55203963e+02 -1.43263107e+02  1.10422417e-02
  1.54713996e+02 -1.42723664e+02  4.99389418e-01  1.55191126e+02
 -1.43283845e+02  2.34309998e-03  1.54694224e+02 -1.42737985e+02
  4.73438908e-01  1.55197050e+02 -1.43257229e+02  3.06873284e-02
  1.54698411e+02 -1.42738872e+02  5.15314864e-01  1.55196407e+02
 -1.43260397e+02  2.30576218e-02  1.54702848e+02 -1.42747285e+02
  4.97705585e-01  1.55208641e+02 -1.43274682e+02  2.03855461e-03
  1.54703452e+02 -1.42759191e+02  4.90449636e-01  1.55203398e+02
 -1.43252527e+02  1.70607439e-02  1.54698186e+02 -1.42740919e+02
  4.99636290e-01  1.55202792e+02 -1.43275778e+02 -1.86770608e-03
  1.54709437e+02 -1.42763669e+02  4.77284923e-01  1.55192554e+02
 -1.43259245e+02  4.18637665e-03  1.54690192e+02 -1.42769037e+02
  4.97958797e-01  1.55194400e+02]
Niter:  1 row:  232 ngroup:  26 nlines:  6329 gd:  5931
[ 1.20898158e-10 -1.03148986e-05 -2.82860051e-01  1.61512377e+04
 -1.43247696e+02 -1.10728481e-03  1.54710340e+02 -1.42750681e+02
  5.17805603e-01  1.55207855e+02 -1.43261342e+02  1.33799983e-02
  1.54701512e+02 -1.42749928e+02  4.97785274e-01  1.55206353e+02
 -1.43240447e+02  1.15520666e-02  1.54702146e+02 -1.42758723e+02
  5.00356443e-01  1.55200844e+02 -1.43224286e+02  3.86031954e-02
  1.54713567e+02 -1.42750215e+02  4.99931424e-01  1.55189986e+02
 -1.43257565e+02  4.11755600e-02  1.54709388e+02 -1.42775978e+02
  4.91342701e-01  1.55203963e+02 -1.43263107e+02  1.10422417e-02
  1.54713996e+02 -1.42723664e+02  4.99389418e-01  1.55191126e+02
 -1.43283845e+02  2.34309998e-03  1.54694224e+02 -1.42737985e+02
  4.73438908e-01  1.55197050e+02 -1.43257229e+02  3.06873284e-02
  1.54698411e+02 -1.42738872e+02  5.15314864e-01  1.55196407e+02
 -1.43260397e+02  2.30576218e-02  1.54702848e+02 -1.42747285e+02
  4.97705585e-01  1.55208641e+02 -1.43274682e+02  2.03855461e-03
  1.54703452e+02 -1.42759191e+02  4.90449636e-01  1.55203398e+02
 -1.43252527e+02  1.70607439e-02  1.54698186e+02 -1.42740919e+02
  4.99636290e-01  1.55202792e+02 -1.43275778e+02 -1.86770608e-03
  1.54709437e+02 -1.42763669e+02  4.77284923e-01  1.55192554e+02
 -1.43259245e+02  4.18637665e-03  1.54690192e+02 -1.42769037e+02
  4.97958797e-01  1.55194400e+02]
res:  5931 -0.0006626930517086294 0.014260532267144299 0.023327172942171376
[ 1.20898146e-10 -1.03148976e-05 -2.82860079e-01  1.61512393e+04
 -1.43225187e+02  1.13504327e-02  1.54711883e+02 -1.42754495e+02
  5.19087627e-01  1.55205483e+02 -1.43248134e+02  6.17917228e-03
  1.54712201e+02 -1.42737664e+02  4.91090877e-01  1.55212277e+02
 -1.43233442e+02  1.46917942e-02  1.54709649e+02 -1.42743673e+02
  4.94738480e-01  1.55203306e+02 -1.43224413e+02  2.49741557e-02
  1.54715798e+02 -1.42746840e+02  4.93343561e-01  1.55193173e+02
 -1.43238903e+02  2.21724992e-02  1.54711628e+02 -1.42754982e+02
  4.97325132e-01  1.55200608e+02 -1.43244598e+02  1.28588406e-02
  1.54716576e+02 -1.42713473e+02  4.87330201e-01  1.55202752e+02
 -1.43276634e+02  6.51098362e-03  1.54701069e+02 -1.42735500e+02
  4.83648966e-01  1.55199557e+02 -1.43261222e+02  2.46413420e-02
  1.54702945e+02 -1.42737386e+02  5.16662062e-01  1.55202118e+02
 -1.43258607e+02  1.82005682e-02  1.54707081e+02 -1.42730631e+02
  5.01940586e-01  1.55211110e+02 -1.43262696e+02 -5.22423804e-03
  1.54706344e+02 -1.42751998e+02  4.90828786e-01  1.55205560e+02
 -1.43238566e+02  4.75527164e-03  1.54703594e+02 -1.42740328e+02
  4.97287115e-01  1.55205233e+02 -1.43268774e+02 -1.08082566e-03
  1.54709560e+02 -1.42762182e+02  4.82827170e-01  1.55194516e+02
 -1.43242478e+02  1.15694449e-02  1.54697225e+02 -1.42763313e+02
  5.00396908e-01  1.55203359e+02]
Niter:  2 row:  232 ngroup:  26 nlines:  6329 gd:  5925
[ 1.20898146e-10 -1.03148976e-05 -2.82860079e-01  1.61512393e+04
 -1.43225187e+02  1.13504327e-02  1.54711883e+02 -1.42754495e+02
  5.19087627e-01  1.55205483e+02 -1.43248134e+02  6.17917228e-03
  1.54712201e+02 -1.42737664e+02  4.91090877e-01  1.55212277e+02
 -1.43233442e+02  1.46917942e-02  1.54709649e+02 -1.42743673e+02
  4.94738480e-01  1.55203306e+02 -1.43224413e+02  2.49741557e-02
  1.54715798e+02 -1.42746840e+02  4.93343561e-01  1.55193173e+02
 -1.43238903e+02  2.21724992e-02  1.54711628e+02 -1.42754982e+02
  4.97325132e-01  1.55200608e+02 -1.43244598e+02  1.28588406e-02
  1.54716576e+02 -1.42713473e+02  4.87330201e-01  1.55202752e+02
 -1.43276634e+02  6.51098362e-03  1.54701069e+02 -1.42735500e+02
  4.83648966e-01  1.55199557e+02 -1.43261222e+02  2.46413420e-02
  1.54702945e+02 -1.42737386e+02  5.16662062e-01  1.55202118e+02
 -1.43258607e+02  1.82005682e-02  1.54707081e+02 -1.42730631e+02
  5.01940586e-01  1.55211110e+02 -1.43262696e+02 -5.22423804e-03
  1.54706344e+02 -1.42751998e+02  4.90828786e-01  1.55205560e+02
 -1.43238566e+02  4.75527164e-03  1.54703594e+02 -1.42740328e+02
  4.97287115e-01  1.55205233e+02 -1.43268774e+02 -1.08082566e-03
  1.54709560e+02 -1.42762182e+02  4.82827170e-01  1.55194516e+02
 -1.43242478e+02  1.15694449e-02  1.54697225e+02 -1.42763313e+02
  5.00396908e-01  1.55203359e+02]
res:  5925 -0.0006484622008429142 0.014418539733014768 0.02322718995904504
[ 1.20898134e-10 -1.03148965e-05 -2.82860107e-01  1.61512409e+04
 -1.43218176e+02  1.70264424e-02  1.54716652e+02 -1.42752543e+02
  5.24803749e-01  1.55210241e+02 -1.43241120e+02  5.83739160e-03
  1.54718853e+02 -1.42730659e+02  4.93833070e-01  1.55217042e+02
 -1.43226438e+02  1.73213088e-02  1.54714414e+02 -1.42736660e+02
  5.00456706e-01  1.55208068e+02 -1.43222026e+02  2.75914553e-02
  1.54720557e+02 -1.42739862e+02  4.96133514e-01  1.55197939e+02
 -1.43226709e+02  2.78682886e-02  1.54716392e+02 -1.42747954e+02
  5.03026859e-01  1.55205362e+02 -1.43232303e+02  1.85561657e-02
  1.54721338e+02 -1.42706494e+02  4.85992646e-01  1.55207515e+02
 -1.43269633e+02  1.21924290e-02  1.54707829e+02 -1.42728498e+02
  4.92161054e-01  1.55204321e+02 -1.43254208e+02  2.71948445e-02
  1.54707706e+02 -1.42730387e+02  5.22346375e-01  1.55206879e+02
 -1.43251604e+02  2.39019972e-02  1.54711853e+02 -1.42713981e+02
  5.07611068e-01  1.55215871e+02 -1.43255701e+02 -2.74959052e-03
  1.54711108e+02 -1.42744999e+02  4.96517696e-01  1.55210324e+02
 -1.43226547e+02  1.04382709e-02  1.54710291e+02 -1.42733319e+02
  5.02978324e-01  1.55209998e+02 -1.43261770e+02  4.59887746e-03
  1.54714321e+02 -1.42755189e+02  4.88530764e-01  1.55199279e+02
 -1.43235477e+02  1.72627502e-02  1.54701977e+02 -1.42756304e+02
  5.03159781e-01  1.55208121e+02]
Niter:  3 row:  232 ngroup:  26 nlines:  6329 gd:  5926
[ 1.20898134e-10 -1.03148965e-05 -2.82860107e-01  1.61512409e+04
 -1.43218176e+02  1.70264424e-02  1.54716652e+02 -1.42752543e+02
  5.24803749e-01  1.55210241e+02 -1.43241120e+02  5.83739160e-03
  1.54718853e+02 -1.42730659e+02  4.93833070e-01  1.55217042e+02
 -1.43226438e+02  1.73213088e-02  1.54714414e+02 -1.42736660e+02
  5.00456706e-01  1.55208068e+02 -1.43222026e+02  2.75914553e-02
  1.54720557e+02 -1.42739862e+02  4.96133514e-01  1.55197939e+02
 -1.43226709e+02  2.78682886e-02  1.54716392e+02 -1.42747954e+02
  5.03026859e-01  1.55205362e+02 -1.43232303e+02  1.85561657e-02
  1.54721338e+02 -1.42706494e+02  4.85992646e-01  1.55207515e+02
 -1.43269633e+02  1.21924290e-02  1.54707829e+02 -1.42728498e+02
  4.92161054e-01  1.55204321e+02 -1.43254208e+02  2.71948445e-02
  1.54707706e+02 -1.42730387e+02  5.22346375e-01  1.55206879e+02
 -1.43251604e+02  2.39019972e-02  1.54711853e+02 -1.42713981e+02
  5.07611068e-01  1.55215871e+02 -1.43255701e+02 -2.74959052e-03
  1.54711108e+02 -1.42744999e+02  4.96517696e-01  1.55210324e+02
 -1.43226547e+02  1.04382709e-02  1.54710291e+02 -1.42733319e+02
  5.02978324e-01  1.55209998e+02 -1.43261770e+02  4.59887746e-03
  1.54714321e+02 -1.42755189e+02  4.88530764e-01  1.55199279e+02
 -1.43235477e+02  1.72627502e-02  1.54701977e+02 -1.42756304e+02
  5.03159781e-01  1.55208121e+02]
res:  5926 -0.000873868732014671 0.014429532386202482 0.0232165772717692
[ 1.20694502e-10 -1.03144836e-05 -2.82859986e-01  1.61512393e+04
 -1.43208468e+02  1.16430493e-02  1.54710703e+02 -1.42743046e+02
  5.19455718e-01  1.55204127e+02 -1.43231279e+02  4.70207750e-04
  1.54712794e+02 -1.42720957e+02  4.84837208e-01  1.55210955e+02
 -1.43216859e+02  1.19749982e-02  1.54708388e+02 -1.42726882e+02
  4.95095805e-01  1.55202001e+02 -1.43212216e+02  2.22139665e-02
  1.54714426e+02 -1.42730894e+02  4.90792796e-01  1.55191942e+02
 -1.43216602e+02  2.24907709e-02  1.54710350e+02 -1.42737806e+02
  4.97649824e-01  1.55199154e+02 -1.43221697e+02  1.32039256e-02
  1.54715247e+02 -1.42697452e+02  4.80634885e-01  1.55201447e+02
 -1.43260053e+02  6.83092864e-03  1.54701714e+02 -1.42718969e+02
  4.86797352e-01  1.55198301e+02 -1.43244365e+02  2.18208331e-02
  1.54701618e+02 -1.42720866e+02  5.16971831e-01  1.55200802e+02
 -1.43242006e+02  1.85311020e-02  1.54705927e+02 -1.42704468e+02
  5.02285385e-01  1.55209813e+02 -1.43246427e+02 -8.13780205e-03
  1.54705072e+02 -1.42735610e+02  4.91166913e-01  1.55204282e+02
 -1.43216510e+02  5.04983235e-03  1.54704209e+02 -1.42723589e+02
  4.97608767e-01  1.55203951e+02 -1.43252184e+02 -7.59924101e-04
  1.54708220e+02 -1.42745847e+02  4.83185509e-01  1.55193235e+02
 -1.43226138e+02  1.18859727e-02  1.54695780e+02 -1.42746595e+02
  4.97798856e-01  1.55202057e+02]
Niter:  4 row:  232 ngroup:  26 nlines:  6329 gd:  5927
[ 1.20694502e-10 -1.03144836e-05 -2.82859986e-01  1.61512393e+04
 -1.43208468e+02  1.16430493e-02  1.54710703e+02 -1.42743046e+02
  5.19455718e-01  1.55204127e+02 -1.43231279e+02  4.70207750e-04
  1.54712794e+02 -1.42720957e+02  4.84837208e-01  1.55210955e+02
 -1.43216859e+02  1.19749982e-02  1.54708388e+02 -1.42726882e+02
  4.95095805e-01  1.55202001e+02 -1.43212216e+02  2.22139665e-02
  1.54714426e+02 -1.42730894e+02  4.90792796e-01  1.55191942e+02
 -1.43216602e+02  2.24907709e-02  1.54710350e+02 -1.42737806e+02
  4.97649824e-01  1.55199154e+02 -1.43221697e+02  1.32039256e-02
  1.54715247e+02 -1.42697452e+02  4.80634885e-01  1.55201447e+02
 -1.43260053e+02  6.83092864e-03  1.54701714e+02 -1.42718969e+02
  4.86797352e-01  1.55198301e+02 -1.43244365e+02  2.18208331e-02
  1.54701618e+02 -1.42720866e+02  5.16971831e-01  1.55200802e+02
 -1.43242006e+02  1.85311020e-02  1.54705927e+02 -1.42704468e+02
  5.02285385e-01  1.55209813e+02 -1.43246427e+02 -8.13780205e-03
  1.54705072e+02 -1.42735610e+02  4.91166913e-01  1.55204282e+02
 -1.43216510e+02  5.04983235e-03  1.54704209e+02 -1.42723589e+02
  4.97608767e-01  1.55203951e+02 -1.43252184e+02 -7.59924101e-04
  1.54708220e+02 -1.42745847e+02  4.83185509e-01  1.55193235e+02
 -1.43226138e+02  1.18859727e-02  1.54695780e+02 -1.42746595e+02
  4.97798856e-01  1.55202057e+02]
res:  5927 -0.0008280518668470904 0.014461224189290078 0.023226965300289663
[ 1.20694514e-10 -1.03144847e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
Niter:  5 row:  232 ngroup:  26 nlines:  6329 gd:  5927
[ 1.20694514e-10 -1.03144847e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
res:  5927 -0.0008479411208099918 0.01446024158212822 0.02322685818651862
[ 1.20699956e-10 -1.03144847e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
Niter:  6 row:  232 ngroup:  26 nlines:  6329 gd:  5926
[ 1.20699956e-10 -1.03144847e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
res:  5926 -0.0008399865691899322 0.014458562451181933 0.02321450216589675
[ 1.20698505e-10 -1.03144856e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
Saving figure to  wave_resid_43670005_fiber232.png
Final values:
res:  -0.0008399865691899322 0.02321450216589675
pars:  [ 1.20698505e-10 -1.03144856e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
232 [ 1.20698505e-10 -1.03144856e-05 -2.82859957e-01  1.61512377e+04
 -1.43216477e+02  6.15719654e-03  1.54706437e+02 -1.42751080e+02
  5.13902689e-01  1.55199885e+02 -1.43239322e+02 -5.04138290e-03
  1.54708545e+02 -1.42729034e+02  4.80109119e-01  1.55206703e+02
 -1.43224849e+02  6.44633151e-03  1.54704129e+02 -1.42734919e+02
  4.89551922e-01  1.55199712e+02 -1.43220257e+02  1.67163386e-02
  1.54710190e+02 -1.42738860e+02  4.85264508e-01  1.55187683e+02
 -1.43224714e+02  1.69618035e-02  1.54706091e+02 -1.42745892e+02
  4.92127147e-01  1.55194926e+02 -1.43229867e+02  7.67955825e-03
  1.54711000e+02 -1.42705426e+02  4.75162500e-01  1.55197196e+02
 -1.43268079e+02  1.32242035e-03  1.54697471e+02 -1.42726972e+02
  4.81265407e-01  1.55194046e+02 -1.43252408e+02  1.62964936e-02
  1.54697371e+02 -1.42728855e+02  5.11463693e-01  1.55196556e+02
 -1.43250072e+02  1.30024070e-02  1.54701655e+02 -1.42712466e+02
  4.99923598e-01  1.55205562e+02 -1.43254379e+02 -1.36528642e-02
  1.54700818e+02 -1.42743597e+02  4.85657125e-01  1.55200026e+02
 -1.43224602e+02 -4.57498523e-04  1.54699960e+02 -1.42731617e+02
  4.92094269e-01  1.55199691e+02 -1.43260184e+02 -6.26348277e-03
  1.54703974e+02 -1.42753843e+02  4.77651166e-01  1.55188982e+02
 -1.43238413e+02  6.36630117e-03  1.54691554e+02 -1.42754632e+02
  4.92278553e-01  1.55197805e+02]
--- Row 234/300 row=233 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  233
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=233 ---
Niter:  0 row:  233 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 -0.0005427407286333619 0.012391671756631695 0.030278292860723165
[ 1.20888519e-10 -1.03145764e-05 -2.82863290e-01  1.61512316e+04
 -1.43220659e+02 -1.35647153e-13  1.54671469e+02]
Niter:  1 row:  233 ngroup:  1 nlines:  243 gd:  224
[ 1.20888519e-10 -1.03145764e-05 -2.82863290e-01  1.61512316e+04
 -1.43220659e+02 -1.35647153e-13  1.54671469e+02]
res:  224 -0.0008670441820868291 0.012690228173596552 0.020830391440821664
[ 1.21090973e-10 -1.03143080e-05 -2.82862857e-01  1.61512308e+04
 -1.43232432e+02 -1.00878746e-11  1.54681332e+02]
Niter:  2 row:  233 ngroup:  1 nlines:  243 gd:  223
[ 1.21090973e-10 -1.03143080e-05 -2.82862857e-01  1.61512308e+04
 -1.43232432e+02 -1.00878746e-11  1.54681332e+02]
res:  223 -0.0009366091690026224 0.012523988267275854 0.020536125795043544
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
Niter:  3 row:  233 ngroup:  1 nlines:  243 gd:  223
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
res:  223 -0.0009366091690026224 0.012523988267275854 0.020536125795043544
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
Niter:  4 row:  233 ngroup:  1 nlines:  243 gd:  223
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
res:  223 -0.0009366091690026224 0.012523988267275854 0.020536125795043544
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
Niter:  5 row:  233 ngroup:  1 nlines:  243 gd:  223
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
res:  223 -0.0009366091690026224 0.012523988267275854 0.020536125795043544
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
Niter:  6 row:  233 ngroup:  1 nlines:  243 gd:  223
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
res:  223 -0.0009366091690026224 0.012523988267275854 0.020536125795043544
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
Final values:
res:  -0.0009366091690026224 0.020536125795043544
pars:  [ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
233 [ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02]
elapsed: 2.9 sec.
Niter:  0 row:  233 ngroup:  26 nlines:  6342 gd:  6342
[ 1.21129282e-10 -1.03143463e-05 -2.82863352e-01  1.61512316e+04
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02 -1.43227091e+02 -1.78981502e-11
  1.54681414e+02 -1.43227091e+02 -1.78981502e-11  1.54681414e+02
 -1.43227091e+02 -1.78981502e-11  1.54681414e+02 -1.43227091e+02
 -1.78981502e-11  1.54681414e+02]
res:  6342 -0.00022870742941449862 0.013815905115734495 0.030775956646794108
[ 1.21129270e-10 -1.03143473e-05 -2.82863380e-01  1.61512332e+04
 -1.43220169e+02  6.19306849e-03  1.54688654e+02 -1.42722242e+02
  4.97650434e-01  1.55183776e+02 -1.43236849e+02 -3.47102607e-03
  1.54683713e+02 -1.42724556e+02  4.91235598e-01  1.55183644e+02
 -1.43227560e+02 -2.21462207e-03  1.54689007e+02 -1.42722963e+02
  4.91967554e-01  1.55179440e+02 -1.43184449e+02 -8.88097323e-03
  1.54699053e+02 -1.42712852e+02  4.88834996e-01  1.55180670e+02
 -1.43199709e+02 -2.31880738e-02  1.54684890e+02 -1.42754634e+02
  4.87084755e-01  1.55181421e+02 -1.43235357e+02 -1.55115839e-02
  1.54692561e+02 -1.42723667e+02  5.02752640e-01  1.55193959e+02
 -1.43214415e+02 -1.85958079e-02  1.54687296e+02 -1.42735236e+02
  4.83021545e-01  1.55188829e+02 -1.43235342e+02 -1.90980529e-02
  1.54683114e+02 -1.42728497e+02  4.93774511e-01  1.55186493e+02
 -1.43227552e+02 -1.13265213e-02  1.54692941e+02 -1.42755120e+02
  4.83059094e-01  1.55183936e+02 -1.43241651e+02 -8.72634192e-03
  1.54685811e+02 -1.42729737e+02  4.81418467e-01  1.55180929e+02
 -1.43239570e+02 -1.39902875e-02  1.54689532e+02 -1.42736606e+02
  4.86367724e-01  1.55179972e+02 -1.43248648e+02 -2.83827709e-02
  1.54672285e+02 -1.42749124e+02  4.82022599e-01  1.55171802e+02
 -1.43221663e+02 -8.91125790e-03  1.54679646e+02 -1.42753111e+02
  4.84592997e-01  1.55182090e+02]
Niter:  1 row:  233 ngroup:  26 nlines:  6342 gd:  5883
[ 1.21129270e-10 -1.03143473e-05 -2.82863380e-01  1.61512332e+04
 -1.43220169e+02  6.19306849e-03  1.54688654e+02 -1.42722242e+02
  4.97650434e-01  1.55183776e+02 -1.43236849e+02 -3.47102607e-03
  1.54683713e+02 -1.42724556e+02  4.91235598e-01  1.55183644e+02
 -1.43227560e+02 -2.21462207e-03  1.54689007e+02 -1.42722963e+02
  4.91967554e-01  1.55179440e+02 -1.43184449e+02 -8.88097323e-03
  1.54699053e+02 -1.42712852e+02  4.88834996e-01  1.55180670e+02
 -1.43199709e+02 -2.31880738e-02  1.54684890e+02 -1.42754634e+02
  4.87084755e-01  1.55181421e+02 -1.43235357e+02 -1.55115839e-02
  1.54692561e+02 -1.42723667e+02  5.02752640e-01  1.55193959e+02
 -1.43214415e+02 -1.85958079e-02  1.54687296e+02 -1.42735236e+02
  4.83021545e-01  1.55188829e+02 -1.43235342e+02 -1.90980529e-02
  1.54683114e+02 -1.42728497e+02  4.93774511e-01  1.55186493e+02
 -1.43227552e+02 -1.13265213e-02  1.54692941e+02 -1.42755120e+02
  4.83059094e-01  1.55183936e+02 -1.43241651e+02 -8.72634192e-03
  1.54685811e+02 -1.42729737e+02  4.81418467e-01  1.55180929e+02
 -1.43239570e+02 -1.39902875e-02  1.54689532e+02 -1.42736606e+02
  4.86367724e-01  1.55179972e+02 -1.43248648e+02 -2.83827709e-02
  1.54672285e+02 -1.42749124e+02  4.82022599e-01  1.55171802e+02
 -1.43221663e+02 -8.91125790e-03  1.54679646e+02 -1.42753111e+02
  4.84592997e-01  1.55182090e+02]
res:  5883 -0.0009655057547206525 0.013722651197895175 0.02216169421843886
[ 1.21129258e-10 -1.03143483e-05 -2.82863409e-01  1.61512348e+04
 -1.43213179e+02  8.66549779e-03  1.54690887e+02 -1.42720769e+02
  4.73971491e-01  1.55188651e+02 -1.43234829e+02 -1.02593933e-02
  1.54690731e+02 -1.42716025e+02  4.81525077e-01  1.55181711e+02
 -1.43202466e+02 -4.27694224e-03  1.54691642e+02 -1.42710832e+02
  4.76501308e-01  1.55179707e+02 -1.43189890e+02 -6.16011826e-03
  1.54698609e+02 -1.42716731e+02  4.90550041e-01  1.55184812e+02
 -1.43187768e+02 -6.86781991e-03  1.54691778e+02 -1.42732608e+02
  4.82444185e-01  1.55188350e+02 -1.43230382e+02 -4.29792381e-03
  1.54687489e+02 -1.42710604e+02  4.84351931e-01  1.55194532e+02
 -1.43218447e+02 -1.73218057e-02  1.54691596e+02 -1.42734702e+02
  4.91526366e-01  1.55191338e+02 -1.43239677e+02 -3.27093060e-02
  1.54690027e+02 -1.42721535e+02  4.88827590e-01  1.55192260e+02
 -1.43230042e+02 -2.98172592e-03  1.54694305e+02 -1.42742932e+02
  4.66089358e-01  1.55188913e+02 -1.43240075e+02  5.83218330e-03
  1.54694852e+02 -1.42735942e+02  4.70358385e-01  1.55183358e+02
 -1.43236028e+02 -2.58203259e-02  1.54694033e+02 -1.42728179e+02
  4.91480234e-01  1.55190967e+02 -1.43235540e+02 -2.36135733e-02
  1.54677537e+02 -1.42742515e+02  4.79698578e-01  1.55176418e+02
 -1.43201038e+02 -7.45899287e-03  1.54684176e+02 -1.42743199e+02
  4.65184652e-01  1.55185855e+02]
Niter:  2 row:  233 ngroup:  26 nlines:  6342 gd:  5883
[ 1.21129258e-10 -1.03143483e-05 -2.82863409e-01  1.61512348e+04
 -1.43213179e+02  8.66549779e-03  1.54690887e+02 -1.42720769e+02
  4.73971491e-01  1.55188651e+02 -1.43234829e+02 -1.02593933e-02
  1.54690731e+02 -1.42716025e+02  4.81525077e-01  1.55181711e+02
 -1.43202466e+02 -4.27694224e-03  1.54691642e+02 -1.42710832e+02
  4.76501308e-01  1.55179707e+02 -1.43189890e+02 -6.16011826e-03
  1.54698609e+02 -1.42716731e+02  4.90550041e-01  1.55184812e+02
 -1.43187768e+02 -6.86781991e-03  1.54691778e+02 -1.42732608e+02
  4.82444185e-01  1.55188350e+02 -1.43230382e+02 -4.29792381e-03
  1.54687489e+02 -1.42710604e+02  4.84351931e-01  1.55194532e+02
 -1.43218447e+02 -1.73218057e-02  1.54691596e+02 -1.42734702e+02
  4.91526366e-01  1.55191338e+02 -1.43239677e+02 -3.27093060e-02
  1.54690027e+02 -1.42721535e+02  4.88827590e-01  1.55192260e+02
 -1.43230042e+02 -2.98172592e-03  1.54694305e+02 -1.42742932e+02
  4.66089358e-01  1.55188913e+02 -1.43240075e+02  5.83218330e-03
  1.54694852e+02 -1.42735942e+02  4.70358385e-01  1.55183358e+02
 -1.43236028e+02 -2.58203259e-02  1.54694033e+02 -1.42728179e+02
  4.91480234e-01  1.55190967e+02 -1.43235540e+02 -2.36135733e-02
  1.54677537e+02 -1.42742515e+02  4.79698578e-01  1.55176418e+02
 -1.43201038e+02 -7.45899287e-03  1.54684176e+02 -1.42743199e+02
  4.65184652e-01  1.55185855e+02]
res:  5883 -0.0009517693797533866 0.013828307187395694 0.022135539792693126
[ 1.21129246e-10 -1.03143494e-05 -2.82863437e-01  1.61512365e+04
 -1.43206224e+02  1.43819348e-02  1.54695623e+02 -1.42713800e+02
  4.77236281e-01  1.55193390e+02 -1.43227867e+02 -7.96297450e-03
  1.54695464e+02 -1.42709080e+02  4.87225006e-01  1.55184480e+02
 -1.43195498e+02  1.43916136e-03  1.54696370e+02 -1.42703879e+02
  4.79458675e-01  1.55184438e+02 -1.43182929e+02 -4.54627901e-04
  1.54703348e+02 -1.42709784e+02  4.96241765e-01  1.55189551e+02
 -1.43180826e+02  5.09537896e-03  1.54696510e+02 -1.42725642e+02
  4.88143791e-01  1.55194933e+02 -1.43223411e+02  4.62340422e-03
  1.54692216e+02 -1.42703638e+02  4.90049875e-01  1.55199261e+02
 -1.43211491e+02 -1.16234097e-02  1.54696323e+02 -1.42727750e+02
  4.97239298e-01  1.55196080e+02 -1.43232748e+02 -3.02284481e-02
  1.54694754e+02 -1.42714573e+02  4.94530041e-01  1.55198834e+02
 -1.43227535e+02  2.72990299e-03  1.54699028e+02 -1.42735977e+02
  4.69167806e-01  1.55195455e+02 -1.43233136e+02  1.15261673e-02
  1.54699582e+02 -1.42728977e+02  4.66899235e-01  1.55188096e+02
 -1.43229078e+02 -2.31498834e-02  1.54698765e+02 -1.42716759e+02
  5.00292179e-01  1.55195696e+02 -1.43228585e+02 -1.79151681e-02
  1.54682268e+02 -1.42730637e+02  4.85395088e-01  1.55181156e+02
 -1.43194094e+02 -1.77041263e-03  1.54688918e+02 -1.42736252e+02
  4.70874826e-01  1.55190589e+02]
Niter:  3 row:  233 ngroup:  26 nlines:  6342 gd:  5884
[ 1.21129246e-10 -1.03143494e-05 -2.82863437e-01  1.61512365e+04
 -1.43206224e+02  1.43819348e-02  1.54695623e+02 -1.42713800e+02
  4.77236281e-01  1.55193390e+02 -1.43227867e+02 -7.96297450e-03
  1.54695464e+02 -1.42709080e+02  4.87225006e-01  1.55184480e+02
 -1.43195498e+02  1.43916136e-03  1.54696370e+02 -1.42703879e+02
  4.79458675e-01  1.55184438e+02 -1.43182929e+02 -4.54627901e-04
  1.54703348e+02 -1.42709784e+02  4.96241765e-01  1.55189551e+02
 -1.43180826e+02  5.09537896e-03  1.54696510e+02 -1.42725642e+02
  4.88143791e-01  1.55194933e+02 -1.43223411e+02  4.62340422e-03
  1.54692216e+02 -1.42703638e+02  4.90049875e-01  1.55199261e+02
 -1.43211491e+02 -1.16234097e-02  1.54696323e+02 -1.42727750e+02
  4.97239298e-01  1.55196080e+02 -1.43232748e+02 -3.02284481e-02
  1.54694754e+02 -1.42714573e+02  4.94530041e-01  1.55198834e+02
 -1.43227535e+02  2.72990299e-03  1.54699028e+02 -1.42735977e+02
  4.69167806e-01  1.55195455e+02 -1.43233136e+02  1.15261673e-02
  1.54699582e+02 -1.42728977e+02  4.66899235e-01  1.55188096e+02
 -1.43229078e+02 -2.31498834e-02  1.54698765e+02 -1.42716759e+02
  5.00292179e-01  1.55195696e+02 -1.43228585e+02 -1.79151681e-02
  1.54682268e+02 -1.42730637e+02  4.85395088e-01  1.55181156e+02
 -1.43194094e+02 -1.77041263e-03  1.54688918e+02 -1.42736252e+02
  4.70874826e-01  1.55190589e+02]
res:  5884 -0.0008467043771815952 0.013797503257592325 0.022143990057557995
[ 1.21093477e-10 -1.03143494e-05 -2.82863437e-01  1.61512365e+04
 -1.43206224e+02  1.43819348e-02  1.54695623e+02 -1.42713800e+02
  4.77236281e-01  1.55193390e+02 -1.43227867e+02 -7.96297450e-03
  1.54695464e+02 -1.42709080e+02  4.87225006e-01  1.55184480e+02
 -1.43195498e+02  1.43916136e-03  1.54696370e+02 -1.42703879e+02
  4.79458675e-01  1.55184438e+02 -1.43182929e+02 -4.54627901e-04
  1.54703348e+02 -1.42709784e+02  4.96241765e-01  1.55189551e+02
 -1.43180826e+02  5.09537896e-03  1.54696510e+02 -1.42725642e+02
  4.88143791e-01  1.55194933e+02 -1.43223411e+02  4.62340422e-03
  1.54692216e+02 -1.42703638e+02  4.90049875e-01  1.55199261e+02
 -1.43211491e+02 -1.16234097e-02  1.54696323e+02 -1.42727750e+02
  4.97239298e-01  1.55196080e+02 -1.43232748e+02 -3.02284481e-02
  1.54694754e+02 -1.42714573e+02  4.94530041e-01  1.55198834e+02
 -1.43227535e+02  2.72990299e-03  1.54699028e+02 -1.42735977e+02
  4.69167806e-01  1.55195455e+02 -1.43233136e+02  1.15261673e-02
  1.54699582e+02 -1.42728977e+02  4.66899235e-01  1.55188096e+02
 -1.43229078e+02 -2.31498834e-02  1.54698765e+02 -1.42716759e+02
  5.00292179e-01  1.55195696e+02 -1.43228585e+02 -1.79151681e-02
  1.54682268e+02 -1.42730637e+02  4.85395088e-01  1.55181156e+02
 -1.43194094e+02 -1.77041263e-03  1.54688918e+02 -1.42736252e+02
  4.70874826e-01  1.55190589e+02]
Niter:  4 row:  233 ngroup:  26 nlines:  6342 gd:  5890
[ 1.21093477e-10 -1.03143494e-05 -2.82863437e-01  1.61512365e+04
 -1.43206224e+02  1.43819348e-02  1.54695623e+02 -1.42713800e+02
  4.77236281e-01  1.55193390e+02 -1.43227867e+02 -7.96297450e-03
  1.54695464e+02 -1.42709080e+02  4.87225006e-01  1.55184480e+02
 -1.43195498e+02  1.43916136e-03  1.54696370e+02 -1.42703879e+02
  4.79458675e-01  1.55184438e+02 -1.43182929e+02 -4.54627901e-04
  1.54703348e+02 -1.42709784e+02  4.96241765e-01  1.55189551e+02
 -1.43180826e+02  5.09537896e-03  1.54696510e+02 -1.42725642e+02
  4.88143791e-01  1.55194933e+02 -1.43223411e+02  4.62340422e-03
  1.54692216e+02 -1.42703638e+02  4.90049875e-01  1.55199261e+02
 -1.43211491e+02 -1.16234097e-02  1.54696323e+02 -1.42727750e+02
  4.97239298e-01  1.55196080e+02 -1.43232748e+02 -3.02284481e-02
  1.54694754e+02 -1.42714573e+02  4.94530041e-01  1.55198834e+02
 -1.43227535e+02  2.72990299e-03  1.54699028e+02 -1.42735977e+02
  4.69167806e-01  1.55195455e+02 -1.43233136e+02  1.15261673e-02
  1.54699582e+02 -1.42728977e+02  4.66899235e-01  1.55188096e+02
 -1.43229078e+02 -2.31498834e-02  1.54698765e+02 -1.42716759e+02
  5.00292179e-01  1.55195696e+02 -1.43228585e+02 -1.79151681e-02
  1.54682268e+02 -1.42730637e+02  4.85395088e-01  1.55181156e+02
 -1.43194094e+02 -1.77041263e-03  1.54688918e+02 -1.42736252e+02
  4.70874826e-01  1.55190589e+02]
res:  5890 -0.0010172576185141224 0.013844439118656737 0.022213211316590195
[ 1.21093465e-10 -1.03143504e-05 -2.82863465e-01  1.61512381e+04
 -1.43197770e+02  1.68943962e-02  1.54698966e+02 -1.42705281e+02
  4.82955943e-01  1.55196750e+02 -1.43219386e+02 -2.27275247e-03
  1.54698784e+02 -1.42700655e+02  4.92925492e-01  1.55187780e+02
 -1.43186995e+02  7.15345181e-03  1.54699666e+02 -1.42695423e+02
  4.85162467e-01  1.55187759e+02 -1.43174455e+02  5.25446534e-03
  1.54706705e+02 -1.42701353e+02  5.01937195e-01  1.55192925e+02
 -1.43172418e+02  1.07722495e-02  1.54699837e+02 -1.42717153e+02
  4.93838570e-01  1.55198208e+02 -1.43205223e+02  1.03071923e-02
  1.54695514e+02 -1.42695144e+02  4.92826369e-01  1.55204442e+02
 -1.43203028e+02 -5.93111786e-03  1.54699598e+02 -1.42719313e+02
  5.02951337e-01  1.55199462e+02 -1.43224371e+02 -2.45204956e-02
  1.54698054e+02 -1.42706094e+02  5.00228140e-01  1.55202194e+02
 -1.43219078e+02  8.42824513e-03  1.54702305e+02 -1.42727522e+02
  4.74860952e-01  1.55200815e+02 -1.43229132e+02  1.72189954e-02
  1.54702886e+02 -1.42720483e+02  4.72599230e-01  1.55191452e+02
 -1.43220639e+02 -1.74645753e-02  1.54702090e+02 -1.42708274e+02
  5.05995393e-01  1.55198992e+02 -1.43220134e+02 -1.22093745e-02
  1.54685592e+02 -1.42722114e+02  4.91085587e-01  1.55184500e+02
 -1.43185678e+02  3.91458308e-03  1.54692295e+02 -1.42727821e+02
  4.76569763e-01  1.55193922e+02]
Niter:  5 row:  233 ngroup:  26 nlines:  6342 gd:  5888
[ 1.21093465e-10 -1.03143504e-05 -2.82863465e-01  1.61512381e+04
 -1.43197770e+02  1.68943962e-02  1.54698966e+02 -1.42705281e+02
  4.82955943e-01  1.55196750e+02 -1.43219386e+02 -2.27275247e-03
  1.54698784e+02 -1.42700655e+02  4.92925492e-01  1.55187780e+02
 -1.43186995e+02  7.15345181e-03  1.54699666e+02 -1.42695423e+02
  4.85162467e-01  1.55187759e+02 -1.43174455e+02  5.25446534e-03
  1.54706705e+02 -1.42701353e+02  5.01937195e-01  1.55192925e+02
 -1.43172418e+02  1.07722495e-02  1.54699837e+02 -1.42717153e+02
  4.93838570e-01  1.55198208e+02 -1.43205223e+02  1.03071923e-02
  1.54695514e+02 -1.42695144e+02  4.92826369e-01  1.55204442e+02
 -1.43203028e+02 -5.93111786e-03  1.54699598e+02 -1.42719313e+02
  5.02951337e-01  1.55199462e+02 -1.43224371e+02 -2.45204956e-02
  1.54698054e+02 -1.42706094e+02  5.00228140e-01  1.55202194e+02
 -1.43219078e+02  8.42824513e-03  1.54702305e+02 -1.42727522e+02
  4.74860952e-01  1.55200815e+02 -1.43229132e+02  1.72189954e-02
  1.54702886e+02 -1.42720483e+02  4.72599230e-01  1.55191452e+02
 -1.43220639e+02 -1.74645753e-02  1.54702090e+02 -1.42708274e+02
  5.05995393e-01  1.55198992e+02 -1.43220134e+02 -1.22093745e-02
  1.54685592e+02 -1.42722114e+02  4.91085587e-01  1.55184500e+02
 -1.43185678e+02  3.91458308e-03  1.54692295e+02 -1.42727821e+02
  4.76569763e-01  1.55193922e+02]
res:  5888 -0.0007713309960308834 0.013993659593324992 0.022182780743340905
[ 1.21102526e-10 -1.03149470e-05 -2.82864996e-01  1.61512397e+04
 -1.43188483e+02  2.18382602e-02  1.54683524e+02 -1.42696056e+02
  4.88012895e-01  1.55181396e+02 -1.43210127e+02  2.54665545e-03
  1.54683220e+02 -1.42691357e+02  4.97776815e-01  1.55172057e+02
 -1.43177749e+02  1.22180690e-02  1.54683937e+02 -1.42686157e+02
  4.90037120e-01  1.55172170e+02 -1.43165178e+02  1.01828868e-02
  1.54691361e+02 -1.42692061e+02  5.06712974e-01  1.55177629e+02
 -1.43163100e+02  1.54775124e-02  1.54684280e+02 -1.42707891e+02
  4.98647751e-01  1.55182337e+02 -1.43187375e+02  1.50301827e-02
  1.54679790e+02 -1.42685893e+02  4.97670532e-01  1.55188661e+02
 -1.43193765e+02 -1.15467882e-03  1.54683782e+02 -1.42710007e+02
  5.07916164e-01  1.55184235e+02 -1.43215061e+02 -1.95990350e-02
  1.54682329e+02 -1.42696826e+02  5.05106740e-01  1.55186854e+02
 -1.43209774e+02  1.33389518e-02  1.54686436e+02 -1.42718242e+02
  4.79689272e-01  1.55188861e+02 -1.43219816e+02  2.20213350e-02
  1.54687219e+02 -1.42711239e+02  4.77470145e-01  1.55176094e+02
 -1.43211346e+02 -1.28077508e-02  1.54686529e+02 -1.42699029e+02
  5.10911612e-01  1.55183288e+02 -1.43210842e+02 -7.34201136e-03
  1.54670008e+02 -1.42712883e+02  4.95892098e-01  1.55169085e+02
 -1.43176369e+02  8.64303355e-03  1.54677058e+02 -1.42718524e+02
  4.81349513e-01  1.55178427e+02]
Niter:  6 row:  233 ngroup:  26 nlines:  6342 gd:  5900
[ 1.21102526e-10 -1.03149470e-05 -2.82864996e-01  1.61512397e+04
 -1.43188483e+02  2.18382602e-02  1.54683524e+02 -1.42696056e+02
  4.88012895e-01  1.55181396e+02 -1.43210127e+02  2.54665545e-03
  1.54683220e+02 -1.42691357e+02  4.97776815e-01  1.55172057e+02
 -1.43177749e+02  1.22180690e-02  1.54683937e+02 -1.42686157e+02
  4.90037120e-01  1.55172170e+02 -1.43165178e+02  1.01828868e-02
  1.54691361e+02 -1.42692061e+02  5.06712974e-01  1.55177629e+02
 -1.43163100e+02  1.54775124e-02  1.54684280e+02 -1.42707891e+02
  4.98647751e-01  1.55182337e+02 -1.43187375e+02  1.50301827e-02
  1.54679790e+02 -1.42685893e+02  4.97670532e-01  1.55188661e+02
 -1.43193765e+02 -1.15467882e-03  1.54683782e+02 -1.42710007e+02
  5.07916164e-01  1.55184235e+02 -1.43215061e+02 -1.95990350e-02
  1.54682329e+02 -1.42696826e+02  5.05106740e-01  1.55186854e+02
 -1.43209774e+02  1.33389518e-02  1.54686436e+02 -1.42718242e+02
  4.79689272e-01  1.55188861e+02 -1.43219816e+02  2.20213350e-02
  1.54687219e+02 -1.42711239e+02  4.77470145e-01  1.55176094e+02
 -1.43211346e+02 -1.28077508e-02  1.54686529e+02 -1.42699029e+02
  5.10911612e-01  1.55183288e+02 -1.43210842e+02 -7.34201136e-03
  1.54670008e+02 -1.42712883e+02  4.95892098e-01  1.55169085e+02
 -1.43176369e+02  8.64303355e-03  1.54677058e+02 -1.42718524e+02
  4.81349513e-01  1.55178427e+02]
res:  5900 -0.0007448954929714091 0.013991528766382544 0.022322317563594256
[ 1.21093706e-10 -1.03149470e-05 -2.82864996e-01  1.61512397e+04
 -1.43188483e+02  2.18382602e-02  1.54683524e+02 -1.42696056e+02
  4.88012895e-01  1.55181396e+02 -1.43210127e+02  2.54665545e-03
  1.54683220e+02 -1.42691357e+02  4.97776815e-01  1.55172057e+02
 -1.43177749e+02  1.22180690e-02  1.54683937e+02 -1.42686157e+02
  4.90037120e-01  1.55172170e+02 -1.43165178e+02  1.01828868e-02
  1.54691361e+02 -1.42692061e+02  5.06712974e-01  1.55177629e+02
 -1.43163100e+02  1.54775124e-02  1.54684280e+02 -1.42707891e+02
  4.98647751e-01  1.55182337e+02 -1.43187375e+02  1.50301827e-02
  1.54679790e+02 -1.42685893e+02  4.97670532e-01  1.55188661e+02
 -1.43193765e+02 -1.15467882e-03  1.54683782e+02 -1.42710007e+02
  5.07916164e-01  1.55184235e+02 -1.43215061e+02 -1.95990350e-02
  1.54682329e+02 -1.42696826e+02  5.05106740e-01  1.55186854e+02
 -1.43209774e+02  1.33389518e-02  1.54686436e+02 -1.42718242e+02
  4.79689272e-01  1.55188861e+02 -1.43219816e+02  2.20213350e-02
  1.54687219e+02 -1.42711239e+02  4.77470145e-01  1.55176094e+02
 -1.43211346e+02 -1.28077508e-02  1.54686529e+02 -1.42699029e+02
  5.10911612e-01  1.55183288e+02 -1.43210842e+02 -7.34201136e-03
  1.54670008e+02 -1.42712883e+02  4.95892098e-01  1.55169085e+02
 -1.43176369e+02  8.64303355e-03  1.54677058e+02 -1.42718524e+02
  4.81349513e-01  1.55178427e+02]
Saving figure to  wave_resid_43670005_fiber233.png
Final values:
res:  -0.0007448954929714091 0.022322317563594256
pars:  [ 1.21093706e-10 -1.03149470e-05 -2.82864996e-01  1.61512397e+04
 -1.43188483e+02  2.18382602e-02  1.54683524e+02 -1.42696056e+02
  4.88012895e-01  1.55181396e+02 -1.43210127e+02  2.54665545e-03
  1.54683220e+02 -1.42691357e+02  4.97776815e-01  1.55172057e+02
 -1.43177749e+02  1.22180690e-02  1.54683937e+02 -1.42686157e+02
  4.90037120e-01  1.55172170e+02 -1.43165178e+02  1.01828868e-02
  1.54691361e+02 -1.42692061e+02  5.06712974e-01  1.55177629e+02
 -1.43163100e+02  1.54775124e-02  1.54684280e+02 -1.42707891e+02
  4.98647751e-01  1.55182337e+02 -1.43187375e+02  1.50301827e-02
  1.54679790e+02 -1.42685893e+02  4.97670532e-01  1.55188661e+02
 -1.43193765e+02 -1.15467882e-03  1.54683782e+02 -1.42710007e+02
  5.07916164e-01  1.55184235e+02 -1.43215061e+02 -1.95990350e-02
  1.54682329e+02 -1.42696826e+02  5.05106740e-01  1.55186854e+02
 -1.43209774e+02  1.33389518e-02  1.54686436e+02 -1.42718242e+02
  4.79689272e-01  1.55188861e+02 -1.43219816e+02  2.20213350e-02
  1.54687219e+02 -1.42711239e+02  4.77470145e-01  1.55176094e+02
 -1.43211346e+02 -1.28077508e-02  1.54686529e+02 -1.42699029e+02
  5.10911612e-01  1.55183288e+02 -1.43210842e+02 -7.34201136e-03
  1.54670008e+02 -1.42712883e+02  4.95892098e-01  1.55169085e+02
 -1.43176369e+02  8.64303355e-03  1.54677058e+02 -1.42718524e+02
  4.81349513e-01  1.55178427e+02]
233 [ 1.21093706e-10 -1.03149470e-05 -2.82864996e-01  1.61512397e+04
 -1.43188483e+02  2.18382602e-02  1.54683524e+02 -1.42696056e+02
  4.88012895e-01  1.55181396e+02 -1.43210127e+02  2.54665545e-03
  1.54683220e+02 -1.42691357e+02  4.97776815e-01  1.55172057e+02
 -1.43177749e+02  1.22180690e-02  1.54683937e+02 -1.42686157e+02
  4.90037120e-01  1.55172170e+02 -1.43165178e+02  1.01828868e-02
  1.54691361e+02 -1.42692061e+02  5.06712974e-01  1.55177629e+02
 -1.43163100e+02  1.54775124e-02  1.54684280e+02 -1.42707891e+02
  4.98647751e-01  1.55182337e+02 -1.43187375e+02  1.50301827e-02
  1.54679790e+02 -1.42685893e+02  4.97670532e-01  1.55188661e+02
 -1.43193765e+02 -1.15467882e-03  1.54683782e+02 -1.42710007e+02
  5.07916164e-01  1.55184235e+02 -1.43215061e+02 -1.95990350e-02
  1.54682329e+02 -1.42696826e+02  5.05106740e-01  1.55186854e+02
 -1.43209774e+02  1.33389518e-02  1.54686436e+02 -1.42718242e+02
  4.79689272e-01  1.55188861e+02 -1.43219816e+02  2.20213350e-02
  1.54687219e+02 -1.42711239e+02  4.77470145e-01  1.55176094e+02
 -1.43211346e+02 -1.28077508e-02  1.54686529e+02 -1.42699029e+02
  5.10911612e-01  1.55183288e+02 -1.43210842e+02 -7.34201136e-03
  1.54670008e+02 -1.42712883e+02  4.95892098e-01  1.55169085e+02
 -1.43176369e+02  8.64303355e-03  1.54677058e+02 -1.42718524e+02
  4.81349513e-01  1.55178427e+02]
--- Row 235/300 row=234 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  234
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=234 ---
Niter:  0 row:  234 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.0011598904293350643 0.013392515730629384 0.031749311825309996
[ 1.21004547e-10 -1.03148976e-05 -2.82862988e-01  1.61512071e+04
 -1.43203476e+02  2.70138811e-14  1.54667687e+02]
Niter:  1 row:  234 ngroup:  1 nlines:  246 gd:  222
[ 1.21004547e-10 -1.03148976e-05 -2.82862988e-01  1.61512071e+04
 -1.43203476e+02  2.70138811e-14  1.54667687e+02]
res:  222 0.0009744661792865372 0.013292101702063519 0.0202549316964907
[ 1.21339046e-10 -1.03150628e-05 -2.82869373e-01  1.61512106e+04
 -1.43134731e+02  1.27977908e-11  1.54643526e+02]
Niter:  2 row:  234 ngroup:  1 nlines:  246 gd:  223
[ 1.21339046e-10 -1.03150628e-05 -2.82869373e-01  1.61512106e+04
 -1.43134731e+02  1.27977908e-11  1.54643526e+02]
res:  223 0.0010562692641542526 0.013297756445354025 0.02052949034406973
[ 1.21468811e-10 -1.03150853e-05 -2.82871363e-01  1.61512113e+04
 -1.43120855e+02  1.26471647e-10  1.54636975e+02]
Niter:  3 row:  234 ngroup:  1 nlines:  246 gd:  223
[ 1.21468811e-10 -1.03150853e-05 -2.82871363e-01  1.61512113e+04
 -1.43120855e+02  1.26471647e-10  1.54636975e+02]
res:  223 0.0010741880696514272 0.012910883242511773 0.020523611480183664
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
Niter:  4 row:  234 ngroup:  1 nlines:  246 gd:  223
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
res:  223 0.0010741880723799113 0.012910883240692783 0.02052361148015966
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
Niter:  5 row:  234 ngroup:  1 nlines:  246 gd:  223
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
res:  223 0.0010741880723799113 0.012910883240692783 0.02052361148015966
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
Niter:  6 row:  234 ngroup:  1 nlines:  246 gd:  223
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
res:  223 0.0010741880723799113 0.012910883240692783 0.02052361148015966
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
Final values:
res:  0.0010741880723799113 0.02052361148015966
pars:  [ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
234 [ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02]
elapsed: 2.9 sec.
Niter:  0 row:  234 ngroup:  26 nlines:  6405 gd:  6405
[ 1.21563773e-10 -1.03151542e-05 -2.82872660e-01  1.61512129e+04
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02 -1.43108477e+02  6.83003408e-11
  1.54635741e+02 -1.43108477e+02  6.83003408e-11  1.54635741e+02
 -1.43108477e+02  6.83003408e-11  1.54635741e+02 -1.43108477e+02
  6.83003408e-11  1.54635741e+02]
res:  6405 4.475209971133154e-05 0.014185446563715232 0.03218174393466779
[ 1.21563785e-10 -1.03151552e-05 -2.82872632e-01  1.61512113e+04
 -1.43134075e+02  1.51397445e-02  1.54632675e+02 -1.42645333e+02
  5.06024111e-01  1.55125011e+02 -1.43126436e+02  8.74208252e-04
  1.54620166e+02 -1.42620564e+02  4.78700821e-01  1.55131776e+02
 -1.43152391e+02  1.13352492e-02  1.54637867e+02 -1.42669249e+02
  4.93039103e-01  1.55123043e+02 -1.43127618e+02 -1.06437448e-02
  1.54618773e+02 -1.42638351e+02  4.84186588e-01  1.55110923e+02
 -1.43136642e+02  7.05654140e-03  1.54622848e+02 -1.42636076e+02
  4.91943638e-01  1.55122573e+02 -1.43130724e+02 -2.01009513e-02
  1.54634324e+02 -1.42626268e+02  4.83621427e-01  1.55114246e+02
 -1.43133602e+02 -5.83941317e-03  1.54618457e+02 -1.42629111e+02
  4.92804936e-01  1.55127085e+02 -1.43130539e+02  1.59015980e-03
  1.54626832e+02 -1.42661718e+02  4.94148415e-01  1.55121097e+02
 -1.43145536e+02 -3.10961354e-03  1.54637549e+02 -1.42633706e+02
  4.95959910e-01  1.55125213e+02 -1.43142384e+02 -1.59144408e-02
  1.54620765e+02 -1.42630648e+02  4.98049684e-01  1.55121444e+02
 -1.43155873e+02  1.83007950e-02  1.54631058e+02 -1.42648395e+02
  4.88256558e-01  1.55124237e+02 -1.43149832e+02  7.51514586e-03
  1.54632312e+02 -1.42645594e+02  4.90562823e-01  1.55124466e+02
 -1.43125023e+02 -2.42057522e-02  1.54614580e+02 -1.42649014e+02
  4.91341828e-01  1.55104366e+02]
Niter:  1 row:  234 ngroup:  26 nlines:  6405 gd:  5954
[ 1.21563785e-10 -1.03151552e-05 -2.82872632e-01  1.61512113e+04
 -1.43134075e+02  1.51397445e-02  1.54632675e+02 -1.42645333e+02
  5.06024111e-01  1.55125011e+02 -1.43126436e+02  8.74208252e-04
  1.54620166e+02 -1.42620564e+02  4.78700821e-01  1.55131776e+02
 -1.43152391e+02  1.13352492e-02  1.54637867e+02 -1.42669249e+02
  4.93039103e-01  1.55123043e+02 -1.43127618e+02 -1.06437448e-02
  1.54618773e+02 -1.42638351e+02  4.84186588e-01  1.55110923e+02
 -1.43136642e+02  7.05654140e-03  1.54622848e+02 -1.42636076e+02
  4.91943638e-01  1.55122573e+02 -1.43130724e+02 -2.01009513e-02
  1.54634324e+02 -1.42626268e+02  4.83621427e-01  1.55114246e+02
 -1.43133602e+02 -5.83941317e-03  1.54618457e+02 -1.42629111e+02
  4.92804936e-01  1.55127085e+02 -1.43130539e+02  1.59015980e-03
  1.54626832e+02 -1.42661718e+02  4.94148415e-01  1.55121097e+02
 -1.43145536e+02 -3.10961354e-03  1.54637549e+02 -1.42633706e+02
  4.95959910e-01  1.55125213e+02 -1.43142384e+02 -1.59144408e-02
  1.54620765e+02 -1.42630648e+02  4.98049684e-01  1.55121444e+02
 -1.43155873e+02  1.83007950e-02  1.54631058e+02 -1.42648395e+02
  4.88256558e-01  1.55124237e+02 -1.43149832e+02  7.51514586e-03
  1.54632312e+02 -1.42645594e+02  4.90562823e-01  1.55124466e+02
 -1.43125023e+02 -2.42057522e-02  1.54614580e+02 -1.42649014e+02
  4.91341828e-01  1.55104366e+02]
res:  5954 -0.00011138843728986103 0.014203128252120223 0.02311748988513006
[ 1.21563798e-10 -1.03151542e-05 -2.82872603e-01  1.61512097e+04
 -1.43132007e+02 -2.46019574e-03  1.54626238e+02 -1.42640022e+02
  4.85009351e-01  1.55123079e+02 -1.43139626e+02 -2.17991622e-02
  1.54623625e+02 -1.42645809e+02  4.68275162e-01  1.55131055e+02
 -1.43154148e+02 -1.30101249e-02  1.54630957e+02 -1.42662927e+02
  4.77822595e-01  1.55120607e+02 -1.43133086e+02 -1.63393406e-02
  1.54613664e+02 -1.42664439e+02  4.82812811e-01  1.55110928e+02
 -1.43143754e+02 -8.50909159e-03  1.54623023e+02 -1.42653690e+02
  4.85308797e-01  1.55115012e+02 -1.43137665e+02 -3.04230155e-02
  1.54633746e+02 -1.42627202e+02  4.66968711e-01  1.55108244e+02
 -1.43140073e+02 -1.27974258e-02  1.54613807e+02 -1.42636024e+02
  4.86911250e-01  1.55119807e+02 -1.43136709e+02 -8.54967356e-03
  1.54620844e+02 -1.42655595e+02  4.84457593e-01  1.55118105e+02
 -1.43163349e+02 -1.96663989e-02  1.54634796e+02 -1.42639836e+02
  5.01583523e-01  1.55118964e+02 -1.43144686e+02 -3.01429140e-02
  1.54620278e+02 -1.42626493e+02  4.94682154e-01  1.55116689e+02
 -1.43158971e+02  1.10795538e-03  1.54628231e+02 -1.42659822e+02
  4.68093766e-01  1.55116642e+02 -1.43154560e+02 -2.21849362e-02
  1.54621386e+02 -1.42648492e+02  4.79302877e-01  1.55119530e+02
 -1.43125934e+02 -3.62089698e-02  1.54611966e+02 -1.42666368e+02
  4.73975205e-01  1.55102355e+02]
Niter:  2 row:  234 ngroup:  26 nlines:  6405 gd:  5955
[ 1.21563798e-10 -1.03151542e-05 -2.82872603e-01  1.61512097e+04
 -1.43132007e+02 -2.46019574e-03  1.54626238e+02 -1.42640022e+02
  4.85009351e-01  1.55123079e+02 -1.43139626e+02 -2.17991622e-02
  1.54623625e+02 -1.42645809e+02  4.68275162e-01  1.55131055e+02
 -1.43154148e+02 -1.30101249e-02  1.54630957e+02 -1.42662927e+02
  4.77822595e-01  1.55120607e+02 -1.43133086e+02 -1.63393406e-02
  1.54613664e+02 -1.42664439e+02  4.82812811e-01  1.55110928e+02
 -1.43143754e+02 -8.50909159e-03  1.54623023e+02 -1.42653690e+02
  4.85308797e-01  1.55115012e+02 -1.43137665e+02 -3.04230155e-02
  1.54633746e+02 -1.42627202e+02  4.66968711e-01  1.55108244e+02
 -1.43140073e+02 -1.27974258e-02  1.54613807e+02 -1.42636024e+02
  4.86911250e-01  1.55119807e+02 -1.43136709e+02 -8.54967356e-03
  1.54620844e+02 -1.42655595e+02  4.84457593e-01  1.55118105e+02
 -1.43163349e+02 -1.96663989e-02  1.54634796e+02 -1.42639836e+02
  5.01583523e-01  1.55118964e+02 -1.43144686e+02 -3.01429140e-02
  1.54620278e+02 -1.42626493e+02  4.94682154e-01  1.55116689e+02
 -1.43158971e+02  1.10795538e-03  1.54628231e+02 -1.42659822e+02
  4.68093766e-01  1.55116642e+02 -1.43154560e+02 -2.21849362e-02
  1.54621386e+02 -1.42648492e+02  4.79302877e-01  1.55119530e+02
 -1.43125934e+02 -3.62089698e-02  1.54611966e+02 -1.42666368e+02
  4.73975205e-01  1.55102355e+02]
res:  5955 -0.00020316923837526701 0.014065376333746826 0.023093325339005977
[ 1.21563810e-10 -1.03151531e-05 -2.82872575e-01  1.61512081e+04
 -1.43133943e+02 -1.12564689e-02  1.54621503e+02 -1.42647001e+02
  4.79311477e-01  1.55118350e+02 -1.43146586e+02 -3.65093340e-02
  1.54618898e+02 -1.42652749e+02  4.59477210e-01  1.55126331e+02
 -1.43161106e+02 -2.16954225e-02  1.54626224e+02 -1.42653109e+02
  4.68868397e-01  1.55115875e+02 -1.43140030e+02 -2.20391834e-02
  1.54608943e+02 -1.42671382e+02  4.77122352e-01  1.55106200e+02
 -1.43150713e+02 -2.07565876e-02  1.54618296e+02 -1.42665973e+02
  4.79620954e-01  1.55110290e+02 -1.43144605e+02 -3.93124856e-02
  1.54629026e+02 -1.42634159e+02  4.61261694e-01  1.55103520e+02
 -1.43147029e+02 -1.84991944e-02  1.54609084e+02 -1.42642982e+02
  4.81211140e-01  1.55115081e+02 -1.43143675e+02 -1.42625189e-02
  1.54616129e+02 -1.42657347e+02  4.78770565e-01  1.55113379e+02
 -1.43170309e+02 -2.86369541e-02  1.54630074e+02 -1.42646788e+02
  4.98819321e-01  1.55114233e+02 -1.43151640e+02 -3.58368912e-02
  1.54615558e+02 -1.42633436e+02  4.88965507e-01  1.55113913e+02
 -1.43165931e+02 -1.09593269e-02  1.54623506e+02 -1.42666750e+02
  4.56569695e-01  1.55111905e+02 -1.43157185e+02 -3.42551877e-02
  1.54616654e+02 -1.42655447e+02  4.73608886e-01  1.55114799e+02
 -1.43132903e+02 -4.19149695e-02  1.54607244e+02 -1.42673315e+02
  4.65007362e-01  1.55097622e+02]
Niter:  3 row:  234 ngroup:  26 nlines:  6405 gd:  5950
[ 1.21563810e-10 -1.03151531e-05 -2.82872575e-01  1.61512081e+04
 -1.43133943e+02 -1.12564689e-02  1.54621503e+02 -1.42647001e+02
  4.79311477e-01  1.55118350e+02 -1.43146586e+02 -3.65093340e-02
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 -1.43161106e+02 -2.16954225e-02  1.54626224e+02 -1.42653109e+02
  4.68868397e-01  1.55115875e+02 -1.43140030e+02 -2.20391834e-02
  1.54608943e+02 -1.42671382e+02  4.77122352e-01  1.55106200e+02
 -1.43150713e+02 -2.07565876e-02  1.54618296e+02 -1.42665973e+02
  4.79620954e-01  1.55110290e+02 -1.43144605e+02 -3.93124856e-02
  1.54629026e+02 -1.42634159e+02  4.61261694e-01  1.55103520e+02
 -1.43147029e+02 -1.84991944e-02  1.54609084e+02 -1.42642982e+02
  4.81211140e-01  1.55115081e+02 -1.43143675e+02 -1.42625189e-02
  1.54616129e+02 -1.42657347e+02  4.78770565e-01  1.55113379e+02
 -1.43170309e+02 -2.86369541e-02  1.54630074e+02 -1.42646788e+02
  4.98819321e-01  1.55114233e+02 -1.43151640e+02 -3.58368912e-02
  1.54615558e+02 -1.42633436e+02  4.88965507e-01  1.55113913e+02
 -1.43165931e+02 -1.09593269e-02  1.54623506e+02 -1.42666750e+02
  4.56569695e-01  1.55111905e+02 -1.43157185e+02 -3.42551877e-02
  1.54616654e+02 -1.42655447e+02  4.73608886e-01  1.55114799e+02
 -1.43132903e+02 -4.19149695e-02  1.54607244e+02 -1.42673315e+02
  4.65007362e-01  1.55097622e+02]
res:  5950 -0.0007190551768871956 0.013882663302865694 0.022890361211287794
[ 1.21123597e-10 -1.03150791e-05 -2.82862104e-01  1.61512097e+04
 -1.43202844e+02 -5.22526115e-03  1.54682181e+02 -1.42716309e+02
  4.86662085e-01  1.55179037e+02 -1.43215367e+02 -3.03701028e-02
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 -1.43229899e+02 -1.55815885e-02  1.54686769e+02 -1.42725311e+02
  4.75481756e-01  1.55176495e+02 -1.43207829e+02 -1.51721672e-02
  1.54669824e+02 -1.42739124e+02  4.84652845e-01  1.55166802e+02
 -1.43219273e+02 -1.36974931e-02  1.54678952e+02 -1.42735524e+02
  4.87067040e-01  1.55171121e+02 -1.43212169e+02 -3.40358182e-02
  1.54689726e+02 -1.42702914e+02  4.67474866e-01  1.55164478e+02
 -1.43215826e+02 -1.18353801e-02  1.54669807e+02 -1.42711377e+02
  4.88190435e-01  1.55175816e+02 -1.43212512e+02 -8.60151969e-03
  1.54677075e+02 -1.42727038e+02  4.87223371e-01  1.55174117e+02
 -1.43239157e+02 -2.32388538e-02  1.54690828e+02 -1.42714693e+02
  5.05258903e-01  1.55174807e+02 -1.43219555e+02 -2.85559313e-02
  1.54676307e+02 -1.42701378e+02  4.94651112e-01  1.55174486e+02
 -1.43235246e+02 -4.05707414e-03  1.54684286e+02 -1.42734492e+02
  4.62962864e-01  1.55172544e+02 -1.43224571e+02 -2.75977025e-02
  1.54677284e+02 -1.42724311e+02  4.80783528e-01  1.55175465e+02
 -1.43201920e+02 -3.56628496e-02  1.54668055e+02 -1.42740966e+02
  4.72194995e-01  1.55158139e+02]
Niter:  4 row:  234 ngroup:  26 nlines:  6405 gd:  5917
[ 1.21123597e-10 -1.03150791e-05 -2.82862104e-01  1.61512097e+04
 -1.43202844e+02 -5.22526115e-03  1.54682181e+02 -1.42716309e+02
  4.86662085e-01  1.55179037e+02 -1.43215367e+02 -3.03701028e-02
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  4.75481756e-01  1.55176495e+02 -1.43207829e+02 -1.51721672e-02
  1.54669824e+02 -1.42739124e+02  4.84652845e-01  1.55166802e+02
 -1.43219273e+02 -1.36974931e-02  1.54678952e+02 -1.42735524e+02
  4.87067040e-01  1.55171121e+02 -1.43212169e+02 -3.40358182e-02
  1.54689726e+02 -1.42702914e+02  4.67474866e-01  1.55164478e+02
 -1.43215826e+02 -1.18353801e-02  1.54669807e+02 -1.42711377e+02
  4.88190435e-01  1.55175816e+02 -1.43212512e+02 -8.60151969e-03
  1.54677075e+02 -1.42727038e+02  4.87223371e-01  1.55174117e+02
 -1.43239157e+02 -2.32388538e-02  1.54690828e+02 -1.42714693e+02
  5.05258903e-01  1.55174807e+02 -1.43219555e+02 -2.85559313e-02
  1.54676307e+02 -1.42701378e+02  4.94651112e-01  1.55174486e+02
 -1.43235246e+02 -4.05707414e-03  1.54684286e+02 -1.42734492e+02
  4.62962864e-01  1.55172544e+02 -1.43224571e+02 -2.75977025e-02
  1.54677284e+02 -1.42724311e+02  4.80783528e-01  1.55175465e+02
 -1.43201920e+02 -3.56628496e-02  1.54668055e+02 -1.42740966e+02
  4.72194995e-01  1.55158139e+02]
res:  5917 -0.00037182480809860863 0.013788330677925842 0.0223884474504905
[ 1.21123585e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
Niter:  5 row:  234 ngroup:  26 nlines:  6405 gd:  5911
[ 1.21123585e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
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  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
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  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
res:  5911 -0.00026667620841180906 0.013757863373029977 0.022312057800658962
[ 1.21100190e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
Niter:  6 row:  234 ngroup:  26 nlines:  6405 gd:  5915
[ 1.21100190e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
res:  5915 -0.0002477408379490953 0.013741254771957756 0.02236086824701914
[ 1.21097963e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
Saving figure to  wave_resid_43670005_fiber234.png
Final values:
res:  -0.0002477408379490953 0.02236086824701914
pars:  [ 1.21097963e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
234 [ 1.21097963e-10 -1.03150780e-05 -2.82862132e-01  1.61512113e+04
 -1.43188964e+02 -3.70581801e-04  1.54686105e+02 -1.42702232e+02
  4.88406639e-01  1.55183118e+02 -1.43201053e+02 -2.84399486e-02
  1.54685687e+02 -1.42712037e+02  4.73513771e-01  1.55191227e+02
 -1.43210708e+02 -3.99034328e-03  1.54690836e+02 -1.42703788e+02
  4.80710625e-01  1.55180567e+02 -1.43194013e+02 -6.66391599e-03
  1.54673866e+02 -1.42725266e+02  4.95850794e-01  1.55170915e+02
 -1.43205151e+02 -8.92440849e-03  1.54681108e+02 -1.42731047e+02
  4.95142299e-01  1.55175256e+02 -1.43198476e+02 -2.61228952e-02
  1.54693892e+02 -1.42693913e+02  4.78571935e-01  1.55170232e+02
 -1.43201503e+02 -3.71727253e-03  1.54673916e+02 -1.42697429e+02
  4.96545624e-01  1.55181706e+02 -1.43193803e+02 -3.30035948e-03
  1.54683015e+02 -1.42712252e+02  4.95210086e-01  1.55179984e+02
 -1.43224831e+02 -2.75986274e-02  1.54694900e+02 -1.42701096e+02
  5.10341352e-01  1.55180691e+02 -1.43205960e+02 -2.00920505e-02
  1.54680409e+02 -1.42687340e+02  5.06218751e-01  1.55178271e+02
 -1.43220510e+02  3.50665967e-03  1.54688411e+02 -1.42716109e+02
  4.70962474e-01  1.55176524e+02 -1.43211178e+02 -2.57659559e-02
  1.54681311e+02 -1.42709816e+02  4.85094460e-01  1.55177747e+02
 -1.43192546e+02 -3.34192170e-02  1.54672096e+02 -1.42732034e+02
  4.77404406e-01  1.55163966e+02]
--- Row 236/300 row=235 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  235
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=235 ---
Niter:  0 row:  235 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.001956322511432518 0.015078588751748612 0.030856906239931665
[ 1.21700124e-10 -1.03158233e-05 -2.82873434e-01  1.61512149e+04
 -1.43106085e+02 -9.94999996e-08  1.54632628e+02]
Niter:  1 row:  235 ngroup:  1 nlines:  242 gd:  228
[ 1.21700124e-10 -1.03158233e-05 -2.82873434e-01  1.61512149e+04
 -1.43106085e+02 -9.94999996e-08  1.54632628e+02]
res:  228 -0.0012771197625625064 0.014587674225367664 0.024128160248393517
[ 1.21158926e-10 -1.03151586e-05 -2.82865661e-01  1.61512160e+04
 -1.43142537e+02 -9.94998251e-08  1.54669630e+02]
Niter:  2 row:  235 ngroup:  1 nlines:  242 gd:  225
[ 1.21158926e-10 -1.03151586e-05 -2.82865661e-01  1.61512160e+04
 -1.43142537e+02 -9.94998251e-08  1.54669630e+02]
res:  225 -0.001993887276512396 0.014276961286668666 0.023063336291537596
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
Niter:  3 row:  235 ngroup:  1 nlines:  242 gd:  225
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
res:  225 -0.001993887276512396 0.014276961286668666 0.023063336291537596
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
Niter:  4 row:  235 ngroup:  1 nlines:  242 gd:  225
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
res:  225 -0.001993887276512396 0.014276961286668666 0.023063336291537596
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
Niter:  5 row:  235 ngroup:  1 nlines:  242 gd:  225
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
res:  225 -0.001993887276512396 0.014276961286668666 0.023063336291537596
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
Niter:  6 row:  235 ngroup:  1 nlines:  242 gd:  225
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
res:  225 -0.001993887276512396 0.014276961286668666 0.023063336291537596
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
Final values:
res:  -0.001993887276512396 0.023063336291537596
pars:  [ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
235 [ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02]
elapsed: 2.9 sec.
Niter:  0 row:  235 ngroup:  26 nlines:  6287 gd:  6287
[ 1.21152518e-10 -1.03146779e-05 -2.82865976e-01  1.61512150e+04
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02 -1.43140141e+02 -9.95805831e-08
  1.54669632e+02 -1.43140141e+02 -9.95805831e-08  1.54669632e+02
 -1.43140141e+02 -9.95805831e-08  1.54669632e+02 -1.43140141e+02
 -9.95805831e-08  1.54669632e+02]
res:  6287 0.00025263806674047373 0.014343731774715707 0.031362677313139374
[ 1.21152530e-10 -1.03146789e-05 -2.82865948e-01  1.61512133e+04
 -1.43132248e+02 -4.06381558e-03  1.54675747e+02 -1.42641640e+02
  5.01646444e-01  1.55166639e+02 -1.43172524e+02 -2.41201282e-03
  1.54669743e+02 -1.42658621e+02  5.27466725e-01  1.55172430e+02
 -1.43154858e+02  8.55616808e-04  1.54677804e+02 -1.42654850e+02
  4.98537755e-01  1.55172551e+02 -1.43131663e+02  9.47424099e-03
  1.54664273e+02 -1.42638886e+02  5.05509984e-01  1.55163240e+02
 -1.43139097e+02 -2.58050888e-03  1.54664917e+02 -1.42648000e+02
  4.96384571e-01  1.55167474e+02 -1.43146387e+02  8.94598641e-03
  1.54682562e+02 -1.42635365e+02  5.06822175e-01  1.55158087e+02
 -1.43151924e+02  2.83519994e-03  1.54668403e+02 -1.42646674e+02
  5.02619299e-01  1.55169398e+02 -1.43139902e+02  8.15734148e-03
  1.54675149e+02 -1.42654424e+02  5.06358991e-01  1.55168885e+02
 -1.43148264e+02  1.23474575e-02  1.54680190e+02 -1.42610523e+02
  4.98716522e-01  1.55163297e+02 -1.43145272e+02  9.14598131e-05
  1.54674600e+02 -1.42659389e+02  4.90196448e-01  1.55166518e+02
 -1.43172121e+02  4.44685712e-03  1.54671291e+02 -1.42645130e+02
  4.97379266e-01  1.55174929e+02 -1.43144015e+02 -1.98965517e-03
  1.54670198e+02 -1.42661719e+02  4.95189139e-01  1.55156799e+02
 -1.43142094e+02  1.54883334e-02  1.54667051e+02 -1.42636938e+02
  4.94225954e-01  1.55173331e+02]
Niter:  1 row:  235 ngroup:  26 nlines:  6287 gd:  5860
[ 1.21152530e-10 -1.03146789e-05 -2.82865948e-01  1.61512133e+04
 -1.43132248e+02 -4.06381558e-03  1.54675747e+02 -1.42641640e+02
  5.01646444e-01  1.55166639e+02 -1.43172524e+02 -2.41201282e-03
  1.54669743e+02 -1.42658621e+02  5.27466725e-01  1.55172430e+02
 -1.43154858e+02  8.55616808e-04  1.54677804e+02 -1.42654850e+02
  4.98537755e-01  1.55172551e+02 -1.43131663e+02  9.47424099e-03
  1.54664273e+02 -1.42638886e+02  5.05509984e-01  1.55163240e+02
 -1.43139097e+02 -2.58050888e-03  1.54664917e+02 -1.42648000e+02
  4.96384571e-01  1.55167474e+02 -1.43146387e+02  8.94598641e-03
  1.54682562e+02 -1.42635365e+02  5.06822175e-01  1.55158087e+02
 -1.43151924e+02  2.83519994e-03  1.54668403e+02 -1.42646674e+02
  5.02619299e-01  1.55169398e+02 -1.43139902e+02  8.15734148e-03
  1.54675149e+02 -1.42654424e+02  5.06358991e-01  1.55168885e+02
 -1.43148264e+02  1.23474575e-02  1.54680190e+02 -1.42610523e+02
  4.98716522e-01  1.55163297e+02 -1.43145272e+02  9.14598131e-05
  1.54674600e+02 -1.42659389e+02  4.90196448e-01  1.55166518e+02
 -1.43172121e+02  4.44685712e-03  1.54671291e+02 -1.42645130e+02
  4.97379266e-01  1.55174929e+02 -1.43144015e+02 -1.98965517e-03
  1.54670198e+02 -1.42661719e+02  4.95189139e-01  1.55156799e+02
 -1.43142094e+02  1.54883334e-02  1.54667051e+02 -1.42636938e+02
  4.94225954e-01  1.55173331e+02]
res:  5860 -0.0003937247620342532 0.01403854912132374 0.02281086305605638
[ 1.21152518e-10 -1.03146799e-05 -2.82865919e-01  1.61512117e+04
 -1.43154078e+02 -1.14246069e-02  1.54662298e+02 -1.42633467e+02
  4.91683716e-01  1.55168163e+02 -1.43164804e+02 -7.96964052e-03
  1.54671377e+02 -1.42652134e+02  5.01939231e-01  1.55167498e+02
 -1.43160595e+02 -5.15209004e-03  1.54668334e+02 -1.42652377e+02
  4.72188560e-01  1.55163544e+02 -1.43142821e+02 -3.49512770e-03
  1.54661453e+02 -1.42651978e+02  4.93291256e-01  1.55151984e+02
 -1.43144757e+02 -8.49760936e-03  1.54655714e+02 -1.42647134e+02
  4.85445281e-01  1.55161884e+02 -1.43147902e+02 -3.32897633e-03
  1.54671953e+02 -1.42636492e+02  5.02630586e-01  1.55153489e+02
 -1.43159788e+02  7.31484823e-03  1.54663390e+02 -1.42661054e+02
  4.82987536e-01  1.55164461e+02 -1.43152619e+02  3.38801952e-03
  1.54672316e+02 -1.42668635e+02  4.85913646e-01  1.55166130e+02
 -1.43165601e+02  1.02512544e-02  1.54673268e+02 -1.42637318e+02
  4.88546780e-01  1.55164299e+02 -1.43146567e+02 -5.44253053e-03
  1.54666867e+02 -1.42659201e+02  4.90698833e-01  1.55154824e+02
 -1.43179093e+02 -5.21831361e-03  1.54662466e+02 -1.42646421e+02
  4.87256653e-01  1.55170616e+02 -1.43151188e+02 -1.70439650e-02
  1.54661674e+02 -1.42664881e+02  4.76595250e-01  1.55151852e+02
 -1.43156122e+02 -1.21645964e-02  1.54659690e+02 -1.42653351e+02
  4.94156310e-01  1.55160164e+02]
Niter:  2 row:  235 ngroup:  26 nlines:  6287 gd:  5835
[ 1.21152518e-10 -1.03146799e-05 -2.82865919e-01  1.61512117e+04
 -1.43154078e+02 -1.14246069e-02  1.54662298e+02 -1.42633467e+02
  4.91683716e-01  1.55168163e+02 -1.43164804e+02 -7.96964052e-03
  1.54671377e+02 -1.42652134e+02  5.01939231e-01  1.55167498e+02
 -1.43160595e+02 -5.15209004e-03  1.54668334e+02 -1.42652377e+02
  4.72188560e-01  1.55163544e+02 -1.43142821e+02 -3.49512770e-03
  1.54661453e+02 -1.42651978e+02  4.93291256e-01  1.55151984e+02
 -1.43144757e+02 -8.49760936e-03  1.54655714e+02 -1.42647134e+02
  4.85445281e-01  1.55161884e+02 -1.43147902e+02 -3.32897633e-03
  1.54671953e+02 -1.42636492e+02  5.02630586e-01  1.55153489e+02
 -1.43159788e+02  7.31484823e-03  1.54663390e+02 -1.42661054e+02
  4.82987536e-01  1.55164461e+02 -1.43152619e+02  3.38801952e-03
  1.54672316e+02 -1.42668635e+02  4.85913646e-01  1.55166130e+02
 -1.43165601e+02  1.02512544e-02  1.54673268e+02 -1.42637318e+02
  4.88546780e-01  1.55164299e+02 -1.43146567e+02 -5.44253053e-03
  1.54666867e+02 -1.42659201e+02  4.90698833e-01  1.55154824e+02
 -1.43179093e+02 -5.21831361e-03  1.54662466e+02 -1.42646421e+02
  4.87256653e-01  1.55170616e+02 -1.43151188e+02 -1.70439650e-02
  1.54661674e+02 -1.42664881e+02  4.76595250e-01  1.55151852e+02
 -1.43156122e+02 -1.21645964e-02  1.54659690e+02 -1.42653351e+02
  4.94156310e-01  1.55160164e+02]
res:  5835 -0.00046795778689556755 0.014039030496860505 0.022451457178311946
[ 1.21152505e-10 -1.03146810e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746461e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532970e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264343e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699910e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
Niter:  3 row:  235 ngroup:  26 nlines:  6287 gd:  5832
[ 1.21152505e-10 -1.03146810e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746461e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532970e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264343e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699910e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
res:  5832 -0.00044120539132563863 0.013981499329020153 0.02241270763702274
[ 1.21142612e-10 -1.03146810e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746461e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532970e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264343e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699910e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
Niter:  4 row:  235 ngroup:  26 nlines:  6287 gd:  5832
[ 1.21142612e-10 -1.03146810e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746461e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532970e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264343e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699910e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
res:  5832 -0.0004342648826423101 0.013985644656713703 0.0224126823432048
[ 1.21142612e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
Niter:  5 row:  235 ngroup:  26 nlines:  6287 gd:  5832
[ 1.21142612e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
res:  5832 -0.0004355162600404583 0.013984400055051083 0.022412681718011036
[ 1.21142761e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
Niter:  6 row:  235 ngroup:  26 nlines:  6287 gd:  5832
[ 1.21142761e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
res:  5832 -0.0004342501597420778 0.013985659337777179 0.02241268221511492
[ 1.21142612e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
Saving figure to  wave_resid_43670005_fiber235.png
Final values:
res:  -0.0004342501597420778 0.02241268221511492
pars:  [ 1.21142612e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
235 [ 1.21142612e-10 -1.03146820e-05 -2.82865891e-01  1.61512101e+04
 -1.43161046e+02 -1.71367034e-02  1.54655338e+02 -1.42630310e+02
  4.85964746e-01  1.55163391e+02 -1.43162128e+02 -1.36637500e-02
  1.54666604e+02 -1.42653616e+02  4.90036712e-01  1.55164673e+02
 -1.43167582e+02 -1.08512569e-02  1.54663570e+02 -1.42659381e+02
  4.59837667e-01  1.55158776e+02 -1.43149819e+02 -9.19746462e-03
  1.54656684e+02 -1.42663418e+02  4.84488640e-01  1.55147230e+02
 -1.43151758e+02 -1.07581443e-02  1.54650953e+02 -1.42649022e+02
  4.79762761e-01  1.55157122e+02 -1.43149916e+02 -1.23822459e-02
  1.54667184e+02 -1.42643519e+02  4.99973114e-01  1.55148729e+02
 -1.43166769e+02  4.84532971e-03  1.54658630e+02 -1.42677653e+02
  4.77296281e-01  1.55159699e+02 -1.43165102e+02 -2.32258398e-03
  1.54667546e+02 -1.42675641e+02  4.80186931e-01  1.55161367e+02
 -1.43172602e+02  4.57264342e-03  1.54668500e+02 -1.42644322e+02
  4.82851811e-01  1.55159534e+02 -1.43148775e+02 -8.08699013e-03
  1.54662110e+02 -1.42666229e+02  4.84979713e-01  1.55150051e+02
 -1.43186065e+02 -1.09151086e-02  1.54657703e+02 -1.42648493e+02
  4.81570139e-01  1.55165848e+02 -1.43158199e+02 -2.90444129e-02
  1.54656913e+02 -1.42667194e+02  4.67630726e-01  1.55147092e+02
 -1.43168728e+02 -1.78515742e-02  1.54652993e+02 -1.42660363e+02
  4.88456913e-01  1.55155408e+02]
--- Row 237/300 row=236 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  236
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=236 ---
Niter:  0 row:  236 ngroup:  1 nlines:  252 gd:  252
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  252 0.0008301030893562711 0.01629938900259731 0.032228915981700454
[ 1.20986687e-10 -1.03143950e-05 -2.82858193e-01  1.61511947e+04
 -1.43183716e+02 -2.85237969e-14  1.54700512e+02]
Niter:  1 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.20986687e-10 -1.03143950e-05 -2.82858193e-01  1.61511947e+04
 -1.43183716e+02 -2.85237969e-14  1.54700512e+02]
res:  239 -0.0006964535386941861 0.01634897946860292 0.025571014261614424
[ 1.21252445e-10 -1.03139274e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
Niter:  2 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.21252445e-10 -1.03139274e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
res:  239 -0.0009736734946272918 0.01644218974161049 0.0255550823438323
[ 1.21284352e-10 -1.03139274e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
Niter:  3 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.21284352e-10 -1.03139274e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
res:  239 -0.0006468419414886739 0.016467557836222113 0.02555739290688556
[ 1.21265548e-10 -1.03139662e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
Niter:  4 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.21265548e-10 -1.03139662e-05 -2.82861265e-01  1.61511960e+04
 -1.43153228e+02 -7.21633149e-12  1.54691148e+02]
res:  239 -0.00042148262855334906 0.015944663255140767 0.025534555688972078
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
Niter:  5 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
res:  239 -0.00042148262855334906 0.015944663255140767 0.025534555688972078
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
Niter:  6 row:  236 ngroup:  1 nlines:  252 gd:  239
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
res:  239 -0.00042148262855334906 0.015944663255140767 0.025534555688972078
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
Final values:
res:  -0.00042148262855334906 0.025534555688972078
pars:  [ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
236 [ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02]
elapsed: 2.9 sec.
Niter:  0 row:  236 ngroup:  26 nlines:  6425 gd:  6425
[ 1.21186476e-10 -1.03138034e-05 -2.82860818e-01  1.61511959e+04
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02 -1.43140966e+02 -3.21822543e-09
  1.54693421e+02 -1.43140966e+02 -3.21822543e-09  1.54693421e+02
 -1.43140966e+02 -3.21822543e-09  1.54693421e+02 -1.43140966e+02
 -3.21822543e-09  1.54693421e+02]
res:  6425 0.0001713305446173763 0.013589769368991256 0.030489070569254276
[ 1.21186464e-10 -1.03138044e-05 -2.82860846e-01  1.61511975e+04
 -1.43148876e+02  1.05127224e-02  1.54708420e+02 -1.42655011e+02
  5.02471589e-01  1.55214177e+02 -1.43154756e+02 -4.33966374e-03
  1.54711730e+02 -1.42649493e+02  4.98127003e-01  1.55210516e+02
 -1.43178804e+02  1.85957422e-02  1.54706591e+02 -1.42657497e+02
  5.10907952e-01  1.55215061e+02 -1.43147303e+02  9.71400644e-03
  1.54716645e+02 -1.42672324e+02  5.07311827e-01  1.55204628e+02
 -1.43164154e+02  1.98606274e-02  1.54718712e+02 -1.42636304e+02
  4.89111887e-01  1.55207764e+02 -1.43161603e+02  2.48407922e-02
  1.54709233e+02 -1.42648349e+02  5.01176129e-01  1.55200320e+02
 -1.43162112e+02 -9.44100648e-04  1.54711548e+02 -1.42649305e+02
  5.17104591e-01  1.55213067e+02 -1.43165638e+02  6.69038730e-03
  1.54711462e+02 -1.42690241e+02  4.87356838e-01  1.55208640e+02
 -1.43155020e+02  1.80636863e-02  1.54714174e+02 -1.42655123e+02
  4.98303278e-01  1.55217235e+02 -1.43167280e+02 -1.48138641e-02
  1.54704001e+02 -1.42671463e+02  4.93715613e-01  1.55206719e+02
 -1.43194171e+02 -4.64370056e-03  1.54706660e+02 -1.42672999e+02
  4.94006954e-01  1.55213364e+02 -1.43169312e+02 -4.77060095e-03
  1.54705316e+02 -1.42692179e+02  5.04770001e-01  1.55197955e+02
 -1.43151814e+02  4.00476700e-03  1.54710963e+02 -1.42666799e+02
  4.89365704e-01  1.55199405e+02]
Niter:  1 row:  236 ngroup:  26 nlines:  6425 gd:  5976
[ 1.21186464e-10 -1.03138044e-05 -2.82860846e-01  1.61511975e+04
 -1.43148876e+02  1.05127224e-02  1.54708420e+02 -1.42655011e+02
  5.02471589e-01  1.55214177e+02 -1.43154756e+02 -4.33966374e-03
  1.54711730e+02 -1.42649493e+02  4.98127003e-01  1.55210516e+02
 -1.43178804e+02  1.85957422e-02  1.54706591e+02 -1.42657497e+02
  5.10907952e-01  1.55215061e+02 -1.43147303e+02  9.71400644e-03
  1.54716645e+02 -1.42672324e+02  5.07311827e-01  1.55204628e+02
 -1.43164154e+02  1.98606274e-02  1.54718712e+02 -1.42636304e+02
  4.89111887e-01  1.55207764e+02 -1.43161603e+02  2.48407922e-02
  1.54709233e+02 -1.42648349e+02  5.01176129e-01  1.55200320e+02
 -1.43162112e+02 -9.44100648e-04  1.54711548e+02 -1.42649305e+02
  5.17104591e-01  1.55213067e+02 -1.43165638e+02  6.69038730e-03
  1.54711462e+02 -1.42690241e+02  4.87356838e-01  1.55208640e+02
 -1.43155020e+02  1.80636863e-02  1.54714174e+02 -1.42655123e+02
  4.98303278e-01  1.55217235e+02 -1.43167280e+02 -1.48138641e-02
  1.54704001e+02 -1.42671463e+02  4.93715613e-01  1.55206719e+02
 -1.43194171e+02 -4.64370056e-03  1.54706660e+02 -1.42672999e+02
  4.94006954e-01  1.55213364e+02 -1.43169312e+02 -4.77060095e-03
  1.54705316e+02 -1.42692179e+02  5.04770001e-01  1.55197955e+02
 -1.43151814e+02  4.00476700e-03  1.54710963e+02 -1.42666799e+02
  4.89365704e-01  1.55199405e+02]
res:  5976 -0.00032908027606026735 0.013603928186057601 0.022103661681974193
[ 1.21186452e-10 -1.03138054e-05 -2.82860874e-01  1.61511991e+04
 -1.43142182e+02  8.31888368e-03  1.54706500e+02 -1.42659368e+02
  4.92517107e-01  1.55220565e+02 -1.43140717e+02 -4.25527673e-03
  1.54719141e+02 -1.42648342e+02  4.99684956e-01  1.55217019e+02
 -1.43163056e+02  1.14900055e-02  1.54720934e+02 -1.42646430e+02
  5.02938821e-01  1.55215258e+02 -1.43145359e+02  2.62381475e-03
  1.54718761e+02 -1.42675802e+02  5.07600965e-01  1.55204141e+02
 -1.43172930e+02  1.15940899e-02  1.54726080e+02 -1.42639261e+02
  4.94714421e-01  1.55212014e+02 -1.43147092e+02  1.56471216e-02
  1.54711468e+02 -1.42645772e+02  5.00727243e-01  1.55207185e+02
 -1.43154142e+02  6.60917895e-03  1.54718213e+02 -1.42641038e+02
  5.08488073e-01  1.55219640e+02 -1.43174778e+02  2.75707461e-03
  1.54718942e+02 -1.42688945e+02  4.87717340e-01  1.55208671e+02
 -1.43154729e+02  1.08198846e-02  1.54718407e+02 -1.42650044e+02
  5.03731195e-01  1.55223480e+02 -1.43167842e+02 -5.37613995e-03
  1.54709174e+02 -1.42661074e+02  4.99675068e-01  1.55213808e+02
 -1.43185862e+02 -8.21605138e-03  1.54710465e+02 -1.42672270e+02
  4.94375689e-01  1.55216015e+02 -1.43168675e+02 -1.16092832e-03
  1.54710038e+02 -1.42680161e+02  5.01447635e-01  1.55206998e+02
 -1.43132779e+02  7.68627772e-04  1.54710215e+02 -1.42678122e+02
  4.95380450e-01  1.55212800e+02]
Niter:  2 row:  236 ngroup:  26 nlines:  6425 gd:  5986
[ 1.21186452e-10 -1.03138054e-05 -2.82860874e-01  1.61511991e+04
 -1.43142182e+02  8.31888368e-03  1.54706500e+02 -1.42659368e+02
  4.92517107e-01  1.55220565e+02 -1.43140717e+02 -4.25527673e-03
  1.54719141e+02 -1.42648342e+02  4.99684956e-01  1.55217019e+02
 -1.43163056e+02  1.14900055e-02  1.54720934e+02 -1.42646430e+02
  5.02938821e-01  1.55215258e+02 -1.43145359e+02  2.62381475e-03
  1.54718761e+02 -1.42675802e+02  5.07600965e-01  1.55204141e+02
 -1.43172930e+02  1.15940899e-02  1.54726080e+02 -1.42639261e+02
  4.94714421e-01  1.55212014e+02 -1.43147092e+02  1.56471216e-02
  1.54711468e+02 -1.42645772e+02  5.00727243e-01  1.55207185e+02
 -1.43154142e+02  6.60917895e-03  1.54718213e+02 -1.42641038e+02
  5.08488073e-01  1.55219640e+02 -1.43174778e+02  2.75707461e-03
  1.54718942e+02 -1.42688945e+02  4.87717340e-01  1.55208671e+02
 -1.43154729e+02  1.08198846e-02  1.54718407e+02 -1.42650044e+02
  5.03731195e-01  1.55223480e+02 -1.43167842e+02 -5.37613995e-03
  1.54709174e+02 -1.42661074e+02  4.99675068e-01  1.55213808e+02
 -1.43185862e+02 -8.21605138e-03  1.54710465e+02 -1.42672270e+02
  4.94375689e-01  1.55216015e+02 -1.43168675e+02 -1.16092832e-03
  1.54710038e+02 -1.42680161e+02  5.01447635e-01  1.55206998e+02
 -1.43132779e+02  7.68627772e-04  1.54710215e+02 -1.42678122e+02
  4.95380450e-01  1.55212800e+02]
res:  5986 -0.0003460928473941749 0.013587011249910574 0.022204830494483786
[ 1.21186440e-10 -1.03138064e-05 -2.82860903e-01  1.61512008e+04
 -1.43130458e+02  1.40275121e-02  1.54711226e+02 -1.42661647e+02
  4.95296930e-01  1.55225294e+02 -1.43133757e+02  1.44969492e-03
  1.54723864e+02 -1.42641381e+02  5.02382342e-01  1.55221749e+02
 -1.43151376e+02  1.41634318e-02  1.54725660e+02 -1.42639468e+02
  5.02978608e-01  1.55219984e+02 -1.43138417e+02  8.30446919e-03
  1.54721610e+02 -1.42668856e+02  5.13316925e-01  1.55208875e+02
 -1.43165994e+02  1.45838422e-02  1.54730804e+02 -1.42632299e+02
  5.00423739e-01  1.55216733e+02 -1.43140136e+02  2.13514622e-02
  1.54716195e+02 -1.42638841e+02  5.06420480e-01  1.55211917e+02
 -1.43147191e+02  1.23126760e-02  1.54724804e+02 -1.42634074e+02
  5.14173870e-01  1.55224369e+02 -1.43167841e+02  5.61423381e-03
  1.54723673e+02 -1.42681965e+02  4.93425891e-01  1.55211617e+02
 -1.43147797e+02  1.34187824e-02  1.54723122e+02 -1.42643093e+02
  5.09441252e-01  1.55230044e+02 -1.43160871e+02  3.11886523e-03
  1.54713901e+02 -1.42649243e+02  5.05358108e-01  1.55218541e+02
 -1.43178914e+02 -2.51310743e-03  1.54715198e+02 -1.42665337e+02
  5.00070897e-01  1.55220737e+02 -1.43161721e+02  1.74747667e-03
  1.54714768e+02 -1.42668984e+02  5.07155209e-01  1.55211727e+02
 -1.43125813e+02  6.47489860e-03  1.54714942e+02 -1.42671183e+02
  5.03857829e-01  1.55219459e+02]
Niter:  3 row:  236 ngroup:  26 nlines:  6425 gd:  5985
[ 1.21186440e-10 -1.03138064e-05 -2.82860903e-01  1.61512008e+04
 -1.43130458e+02  1.40275121e-02  1.54711226e+02 -1.42661647e+02
  4.95296930e-01  1.55225294e+02 -1.43133757e+02  1.44969492e-03
  1.54723864e+02 -1.42641381e+02  5.02382342e-01  1.55221749e+02
 -1.43151376e+02  1.41634318e-02  1.54725660e+02 -1.42639468e+02
  5.02978608e-01  1.55219984e+02 -1.43138417e+02  8.30446919e-03
  1.54721610e+02 -1.42668856e+02  5.13316925e-01  1.55208875e+02
 -1.43165994e+02  1.45838422e-02  1.54730804e+02 -1.42632299e+02
  5.00423739e-01  1.55216733e+02 -1.43140136e+02  2.13514622e-02
  1.54716195e+02 -1.42638841e+02  5.06420480e-01  1.55211917e+02
 -1.43147191e+02  1.23126760e-02  1.54724804e+02 -1.42634074e+02
  5.14173870e-01  1.55224369e+02 -1.43167841e+02  5.61423381e-03
  1.54723673e+02 -1.42681965e+02  4.93425891e-01  1.55211617e+02
 -1.43147797e+02  1.34187824e-02  1.54723122e+02 -1.42643093e+02
  5.09441252e-01  1.55230044e+02 -1.43160871e+02  3.11886523e-03
  1.54713901e+02 -1.42649243e+02  5.05358108e-01  1.55218541e+02
 -1.43178914e+02 -2.51310743e-03  1.54715198e+02 -1.42665337e+02
  5.00070897e-01  1.55220737e+02 -1.43161721e+02  1.74747667e-03
  1.54714768e+02 -1.42668984e+02  5.07155209e-01  1.55211727e+02
 -1.43125813e+02  6.47489860e-03  1.54714942e+02 -1.42671183e+02
  5.03857829e-01  1.55219459e+02]
res:  5985 -0.00020855858565482777 0.013440249724226305 0.02208759591704017
[ 1.21049828e-10 -1.03144023e-05 -2.82860738e-01  1.61512024e+04
 -1.43133224e+02  1.91545306e-02  1.54703029e+02 -1.42663974e+02
  5.00393199e-01  1.55217258e+02 -1.43136331e+02  6.57142848e-03
  1.54715641e+02 -1.42643960e+02  5.07489439e-01  1.55213725e+02
 -1.43153851e+02  1.92689314e-02  1.54717514e+02 -1.42641953e+02
  5.08122795e-01  1.55211808e+02 -1.43140638e+02  1.34405941e-02
  1.54713716e+02 -1.42671408e+02  5.18431934e-01  1.55201021e+02
 -1.43168327e+02  1.97174790e-02  1.54722604e+02 -1.42634854e+02
  5.05525205e-01  1.55208334e+02 -1.43142596e+02  2.64770420e-02
  1.54708060e+02 -1.42641060e+02  5.11551594e-01  1.55203966e+02
 -1.43149660e+02  1.74712610e-02  1.54716659e+02 -1.42636638e+02
  5.19288634e-01  1.55216274e+02 -1.43170153e+02  1.07189663e-02
  1.54715641e+02 -1.42684769e+02  4.98544483e-01  1.55203752e+02
 -1.43150155e+02  1.68476012e-02  1.54714553e+02 -1.42645557e+02
  5.14514670e-01  1.55221897e+02 -1.43163618e+02  8.21794904e-03
  1.54705738e+02 -1.42651569e+02  5.10473356e-01  1.55210630e+02
 -1.43181380e+02  2.63730615e-03  1.54707250e+02 -1.42667636e+02
  5.05177865e-01  1.55212443e+02 -1.43164152e+02  6.89781718e-03
  1.54706761e+02 -1.42671295e+02  5.12267104e-01  1.55203676e+02
 -1.43128443e+02  1.15983493e-02  1.54706828e+02 -1.42673485e+02
  5.09001401e-01  1.55211510e+02]
Niter:  4 row:  236 ngroup:  26 nlines:  6425 gd:  5974
[ 1.21049828e-10 -1.03144023e-05 -2.82860738e-01  1.61512024e+04
 -1.43133224e+02  1.91545306e-02  1.54703029e+02 -1.42663974e+02
  5.00393199e-01  1.55217258e+02 -1.43136331e+02  6.57142848e-03
  1.54715641e+02 -1.42643960e+02  5.07489439e-01  1.55213725e+02
 -1.43153851e+02  1.92689314e-02  1.54717514e+02 -1.42641953e+02
  5.08122795e-01  1.55211808e+02 -1.43140638e+02  1.34405941e-02
  1.54713716e+02 -1.42671408e+02  5.18431934e-01  1.55201021e+02
 -1.43168327e+02  1.97174790e-02  1.54722604e+02 -1.42634854e+02
  5.05525205e-01  1.55208334e+02 -1.43142596e+02  2.64770420e-02
  1.54708060e+02 -1.42641060e+02  5.11551594e-01  1.55203966e+02
 -1.43149660e+02  1.74712610e-02  1.54716659e+02 -1.42636638e+02
  5.19288634e-01  1.55216274e+02 -1.43170153e+02  1.07189663e-02
  1.54715641e+02 -1.42684769e+02  4.98544483e-01  1.55203752e+02
 -1.43150155e+02  1.68476012e-02  1.54714553e+02 -1.42645557e+02
  5.14514670e-01  1.55221897e+02 -1.43163618e+02  8.21794904e-03
  1.54705738e+02 -1.42651569e+02  5.10473356e-01  1.55210630e+02
 -1.43181380e+02  2.63730615e-03  1.54707250e+02 -1.42667636e+02
  5.05177865e-01  1.55212443e+02 -1.43164152e+02  6.89781718e-03
  1.54706761e+02 -1.42671295e+02  5.12267104e-01  1.55203676e+02
 -1.43128443e+02  1.15983493e-02  1.54706828e+02 -1.42673485e+02
  5.09001401e-01  1.55211510e+02]
res:  5974 -0.00016221154146478511 0.013498012011041283 0.02193743539102151
[ 1.21049816e-10 -1.03144033e-05 -2.82860767e-01  1.61512040e+04
 -1.43123261e+02  2.47412297e-02  1.54705099e+02 -1.42654338e+02
  5.05965094e-01  1.55219217e+02 -1.43126548e+02  1.21566236e-02
  1.54721248e+02 -1.42638600e+02  5.13059747e-01  1.55219294e+02
 -1.43144175e+02  2.48343801e-02  1.54721270e+02 -1.42632276e+02
  5.13706878e-01  1.55217476e+02 -1.43135586e+02  1.90002850e-02
  1.54719444e+02 -1.42661597e+02  5.24022393e-01  1.55206680e+02
 -1.43158709e+02  2.52782638e-02  1.54728101e+02 -1.42625102e+02
  5.11116186e-01  1.55215851e+02 -1.43132920e+02  3.20647007e-02
  1.54713745e+02 -1.42631534e+02  5.17112038e-01  1.55207773e+02
 -1.43139954e+02  2.30405110e-02  1.54720415e+02 -1.42626892e+02
  5.24845913e-01  1.55220043e+02 -1.43160560e+02  1.63019946e-02
  1.54719427e+02 -1.42674842e+02  5.04125975e-01  1.55209348e+02
 -1.43140469e+02  2.08342817e-02  1.54720342e+02 -1.42635866e+02
  5.20100777e-01  1.55223779e+02 -1.43153708e+02  1.37916908e-02
  1.54709499e+02 -1.42641963e+02  5.16042157e-01  1.55214428e+02
 -1.43171655e+02  8.21415170e-03  1.54711048e+02 -1.42658029e+02
  5.10759402e-01  1.55214400e+02 -1.43154503e+02  1.24625265e-02
  1.54710539e+02 -1.42661725e+02  5.14984777e-01  1.55209474e+02
 -1.43118618e+02  1.71824375e-02  1.54710589e+02 -1.42663907e+02
  5.14570934e-01  1.55215315e+02]
Niter:  5 row:  236 ngroup:  26 nlines:  6425 gd:  5974
[ 1.21049816e-10 -1.03144033e-05 -2.82860767e-01  1.61512040e+04
 -1.43123261e+02  2.47412297e-02  1.54705099e+02 -1.42654338e+02
  5.05965094e-01  1.55219217e+02 -1.43126548e+02  1.21566236e-02
  1.54721248e+02 -1.42638600e+02  5.13059747e-01  1.55219294e+02
 -1.43144175e+02  2.48343801e-02  1.54721270e+02 -1.42632276e+02
  5.13706878e-01  1.55217476e+02 -1.43135586e+02  1.90002850e-02
  1.54719444e+02 -1.42661597e+02  5.24022393e-01  1.55206680e+02
 -1.43158709e+02  2.52782638e-02  1.54728101e+02 -1.42625102e+02
  5.11116186e-01  1.55215851e+02 -1.43132920e+02  3.20647007e-02
  1.54713745e+02 -1.42631534e+02  5.17112038e-01  1.55207773e+02
 -1.43139954e+02  2.30405110e-02  1.54720415e+02 -1.42626892e+02
  5.24845913e-01  1.55220043e+02 -1.43160560e+02  1.63019946e-02
  1.54719427e+02 -1.42674842e+02  5.04125975e-01  1.55209348e+02
 -1.43140469e+02  2.08342817e-02  1.54720342e+02 -1.42635866e+02
  5.20100777e-01  1.55223779e+02 -1.43153708e+02  1.37916908e-02
  1.54709499e+02 -1.42641963e+02  5.16042157e-01  1.55214428e+02
 -1.43171655e+02  8.21415170e-03  1.54711048e+02 -1.42658029e+02
  5.10759402e-01  1.55214400e+02 -1.43154503e+02  1.24625265e-02
  1.54710539e+02 -1.42661725e+02  5.14984777e-01  1.55209474e+02
 -1.43118618e+02  1.71824375e-02  1.54710589e+02 -1.42663907e+02
  5.14570934e-01  1.55215315e+02]
res:  5974 -0.0002779779097181745 0.013604601110273506 0.021921038472999702
[ 1.20836855e-10 -1.03148282e-05 -2.82858940e-01  1.61512056e+04
 -1.43130125e+02  3.00155659e-02  1.54706430e+02 -1.42661106e+02
  5.11413690e-01  1.55220609e+02 -1.43133428e+02  1.74524843e-02
  1.54722541e+02 -1.42645458e+02  5.18529134e-01  1.55220742e+02
 -1.43151107e+02  3.02967506e-02  1.54722599e+02 -1.42639198e+02
  5.18908259e-01  1.55218772e+02 -1.43142473e+02  2.45426155e-02
  1.54721073e+02 -1.42668444e+02  5.29216973e-01  1.55208162e+02
 -1.43165534e+02  3.08047635e-02  1.54729303e+02 -1.42632005e+02
  5.16323813e-01  1.55217139e+02 -1.43139804e+02  3.73507440e-02
  1.54715213e+02 -1.42638313e+02  5.22581188e-01  1.55209317e+02
 -1.43146811e+02  2.83553969e-02  1.54721754e+02 -1.42633840e+02
  5.30383409e-01  1.55221404e+02 -1.43167384e+02  2.15561397e-02
  1.54720875e+02 -1.42681877e+02  5.09425081e-01  1.55210927e+02
 -1.43147184e+02  2.64303241e-02  1.54721421e+02 -1.42642761e+02
  5.25320639e-01  1.55225099e+02 -1.43160675e+02  1.91673746e-02
  1.54710819e+02 -1.42648782e+02  5.21536986e-01  1.55216006e+02
 -1.43178465e+02  1.35267834e-02  1.54712573e+02 -1.42664794e+02
  5.16136198e-01  1.55215557e+02 -1.43161403e+02  1.79523210e-02
  1.54712018e+02 -1.42668570e+02  5.20286485e-01  1.55211035e+02
 -1.43125495e+02  2.25068337e-02  1.54711956e+02 -1.42670729e+02
  5.20037854e-01  1.55216837e+02]
Niter:  6 row:  236 ngroup:  26 nlines:  6425 gd:  5984
[ 1.20836855e-10 -1.03148282e-05 -2.82858940e-01  1.61512056e+04
 -1.43130125e+02  3.00155659e-02  1.54706430e+02 -1.42661106e+02
  5.11413690e-01  1.55220609e+02 -1.43133428e+02  1.74524843e-02
  1.54722541e+02 -1.42645458e+02  5.18529134e-01  1.55220742e+02
 -1.43151107e+02  3.02967506e-02  1.54722599e+02 -1.42639198e+02
  5.18908259e-01  1.55218772e+02 -1.43142473e+02  2.45426155e-02
  1.54721073e+02 -1.42668444e+02  5.29216973e-01  1.55208162e+02
 -1.43165534e+02  3.08047635e-02  1.54729303e+02 -1.42632005e+02
  5.16323813e-01  1.55217139e+02 -1.43139804e+02  3.73507440e-02
  1.54715213e+02 -1.42638313e+02  5.22581188e-01  1.55209317e+02
 -1.43146811e+02  2.83553969e-02  1.54721754e+02 -1.42633840e+02
  5.30383409e-01  1.55221404e+02 -1.43167384e+02  2.15561397e-02
  1.54720875e+02 -1.42681877e+02  5.09425081e-01  1.55210927e+02
 -1.43147184e+02  2.64303241e-02  1.54721421e+02 -1.42642761e+02
  5.25320639e-01  1.55225099e+02 -1.43160675e+02  1.91673746e-02
  1.54710819e+02 -1.42648782e+02  5.21536986e-01  1.55216006e+02
 -1.43178465e+02  1.35267834e-02  1.54712573e+02 -1.42664794e+02
  5.16136198e-01  1.55215557e+02 -1.43161403e+02  1.79523210e-02
  1.54712018e+02 -1.42668570e+02  5.20286485e-01  1.55211035e+02
 -1.43125495e+02  2.25068337e-02  1.54711956e+02 -1.42670729e+02
  5.20037854e-01  1.55216837e+02]
res:  5984 -0.00027762078934756573 0.013603701412648661 0.02203448035560144
[ 1.20828784e-10 -1.03148282e-05 -2.82858940e-01  1.61512056e+04
 -1.43130125e+02  3.00155659e-02  1.54706430e+02 -1.42661106e+02
  5.11413690e-01  1.55220609e+02 -1.43133428e+02  1.74524843e-02
  1.54722541e+02 -1.42645458e+02  5.18529134e-01  1.55220742e+02
 -1.43151107e+02  3.02967506e-02  1.54722599e+02 -1.42639198e+02
  5.18908259e-01  1.55218772e+02 -1.43142473e+02  2.45426155e-02
  1.54721073e+02 -1.42668444e+02  5.29216973e-01  1.55208162e+02
 -1.43165534e+02  3.08047635e-02  1.54729303e+02 -1.42632005e+02
  5.16323813e-01  1.55217139e+02 -1.43139804e+02  3.73507440e-02
  1.54715213e+02 -1.42638313e+02  5.22581188e-01  1.55209317e+02
 -1.43146811e+02  2.83553969e-02  1.54721754e+02 -1.42633840e+02
  5.30383409e-01  1.55221404e+02 -1.43167384e+02  2.15561397e-02
  1.54720875e+02 -1.42681877e+02  5.09425081e-01  1.55210927e+02
 -1.43147184e+02  2.64303241e-02  1.54721421e+02 -1.42642761e+02
  5.25320639e-01  1.55225099e+02 -1.43160675e+02  1.91673746e-02
  1.54710819e+02 -1.42648782e+02  5.21536986e-01  1.55216006e+02
 -1.43178465e+02  1.35267834e-02  1.54712573e+02 -1.42664794e+02
  5.16136198e-01  1.55215557e+02 -1.43161403e+02  1.79523210e-02
  1.54712018e+02 -1.42668570e+02  5.20286485e-01  1.55211035e+02
 -1.43125495e+02  2.25068337e-02  1.54711956e+02 -1.42670729e+02
  5.20037854e-01  1.55216837e+02]
Saving figure to  wave_resid_43670005_fiber236.png
Final values:
res:  -0.00027762078934756573 0.02203448035560144
pars:  [ 1.20828784e-10 -1.03148282e-05 -2.82858940e-01  1.61512056e+04
 -1.43130125e+02  3.00155659e-02  1.54706430e+02 -1.42661106e+02
  5.11413690e-01  1.55220609e+02 -1.43133428e+02  1.74524843e-02
  1.54722541e+02 -1.42645458e+02  5.18529134e-01  1.55220742e+02
 -1.43151107e+02  3.02967506e-02  1.54722599e+02 -1.42639198e+02
  5.18908259e-01  1.55218772e+02 -1.43142473e+02  2.45426155e-02
  1.54721073e+02 -1.42668444e+02  5.29216973e-01  1.55208162e+02
 -1.43165534e+02  3.08047635e-02  1.54729303e+02 -1.42632005e+02
  5.16323813e-01  1.55217139e+02 -1.43139804e+02  3.73507440e-02
  1.54715213e+02 -1.42638313e+02  5.22581188e-01  1.55209317e+02
 -1.43146811e+02  2.83553969e-02  1.54721754e+02 -1.42633840e+02
  5.30383409e-01  1.55221404e+02 -1.43167384e+02  2.15561397e-02
  1.54720875e+02 -1.42681877e+02  5.09425081e-01  1.55210927e+02
 -1.43147184e+02  2.64303241e-02  1.54721421e+02 -1.42642761e+02
  5.25320639e-01  1.55225099e+02 -1.43160675e+02  1.91673746e-02
  1.54710819e+02 -1.42648782e+02  5.21536986e-01  1.55216006e+02
 -1.43178465e+02  1.35267834e-02  1.54712573e+02 -1.42664794e+02
  5.16136198e-01  1.55215557e+02 -1.43161403e+02  1.79523210e-02
  1.54712018e+02 -1.42668570e+02  5.20286485e-01  1.55211035e+02
 -1.43125495e+02  2.25068337e-02  1.54711956e+02 -1.42670729e+02
  5.20037854e-01  1.55216837e+02]
236 [ 1.20828784e-10 -1.03148282e-05 -2.82858940e-01  1.61512056e+04
 -1.43130125e+02  3.00155659e-02  1.54706430e+02 -1.42661106e+02
  5.11413690e-01  1.55220609e+02 -1.43133428e+02  1.74524843e-02
  1.54722541e+02 -1.42645458e+02  5.18529134e-01  1.55220742e+02
 -1.43151107e+02  3.02967506e-02  1.54722599e+02 -1.42639198e+02
  5.18908259e-01  1.55218772e+02 -1.43142473e+02  2.45426155e-02
  1.54721073e+02 -1.42668444e+02  5.29216973e-01  1.55208162e+02
 -1.43165534e+02  3.08047635e-02  1.54729303e+02 -1.42632005e+02
  5.16323813e-01  1.55217139e+02 -1.43139804e+02  3.73507440e-02
  1.54715213e+02 -1.42638313e+02  5.22581188e-01  1.55209317e+02
 -1.43146811e+02  2.83553969e-02  1.54721754e+02 -1.42633840e+02
  5.30383409e-01  1.55221404e+02 -1.43167384e+02  2.15561397e-02
  1.54720875e+02 -1.42681877e+02  5.09425081e-01  1.55210927e+02
 -1.43147184e+02  2.64303241e-02  1.54721421e+02 -1.42642761e+02
  5.25320639e-01  1.55225099e+02 -1.43160675e+02  1.91673746e-02
  1.54710819e+02 -1.42648782e+02  5.21536986e-01  1.55216006e+02
 -1.43178465e+02  1.35267834e-02  1.54712573e+02 -1.42664794e+02
  5.16136198e-01  1.55215557e+02 -1.43161403e+02  1.79523210e-02
  1.54712018e+02 -1.42668570e+02  5.20286485e-01  1.55211035e+02
 -1.43125495e+02  2.25068337e-02  1.54711956e+02 -1.42670729e+02
  5.20037854e-01  1.55216837e+02]
--- Row 238/300 row=237 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  237
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=237 ---
Niter:  0 row:  237 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -0.0007370030089077773 0.015195323480838852 0.029390698662376175
[ 1.21388246e-10 -1.03173119e-05 -2.82862813e-01  1.61511895e+04
 -1.43134048e+02 -1.18499400e-13  1.54661127e+02]
Niter:  1 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21388246e-10 -1.03173119e-05 -2.82862813e-01  1.61511895e+04
 -1.43134048e+02 -1.18499400e-13  1.54661127e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Niter:  2 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Niter:  3 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Niter:  4 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Niter:  5 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Niter:  6 row:  237 ngroup:  1 nlines:  240 gd:  228
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
res:  228 0.0015481971204280853 0.015777027611875383 0.022843496830104632
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
Final values:
res:  0.0015481971204280853 0.022843496830104632
pars:  [ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
237 [ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02]
elapsed: 2.9 sec.
Niter:  0 row:  237 ngroup:  26 nlines:  6250 gd:  6250
[ 1.21334815e-10 -1.03169016e-05 -2.82863304e-01  1.61511863e+04
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02 -1.43128677e+02 -2.12312842e-11
  1.54656126e+02 -1.43128677e+02 -2.12312842e-11  1.54656126e+02
 -1.43128677e+02 -2.12312842e-11  1.54656126e+02 -1.43128677e+02
 -2.12312842e-11  1.54656126e+02]
res:  6250 0.0002608259501357679 0.014944856009606156 0.03159943862203899
[ 1.21334827e-10 -1.03169005e-05 -2.82863276e-01  1.61511846e+04
 -1.43142211e+02 -1.67958702e-02  1.54647120e+02 -1.42689332e+02
  5.00064833e-01  1.55147382e+02 -1.43169665e+02  9.66460519e-03
  1.54642938e+02 -1.42688564e+02  5.01880778e-01  1.55137047e+02
 -1.43169205e+02 -1.52041488e-02  1.54660349e+02 -1.42700227e+02
  5.04211703e-01  1.55143659e+02 -1.43149063e+02  1.31140696e-02
  1.54636749e+02 -1.42656893e+02  4.87956550e-01  1.55146764e+02
 -1.43161640e+02 -1.13562521e-02  1.54654942e+02 -1.42678805e+02
  4.92035326e-01  1.55141905e+02 -1.43150410e+02  2.15948533e-02
  1.54656223e+02 -1.42662004e+02  4.82874237e-01  1.55149383e+02
 -1.43170537e+02 -6.35838771e-03  1.54647911e+02 -1.42656511e+02
  5.20292699e-01  1.55148238e+02 -1.43176857e+02  1.85892214e-03
  1.54652324e+02 -1.42666935e+02  5.11934636e-01  1.55154538e+02
 -1.43167945e+02 -7.61690575e-03  1.54649425e+02 -1.42681708e+02
  4.97586602e-01  1.55162375e+02 -1.43159589e+02 -1.18784738e-02
  1.54652870e+02 -1.42669226e+02  4.89212164e-01  1.55157534e+02
 -1.43182728e+02 -7.53528835e-03  1.54647501e+02 -1.42670749e+02
  4.89962821e-01  1.55136125e+02 -1.43173873e+02 -1.24371523e-02
  1.54636745e+02 -1.42690227e+02  5.04307305e-01  1.55138129e+02
 -1.43163990e+02 -1.63686638e-02  1.54635422e+02 -1.42688242e+02
  4.79243237e-01  1.55134759e+02]
Niter:  1 row:  237 ngroup:  26 nlines:  6250 gd:  5884
[ 1.21334827e-10 -1.03169005e-05 -2.82863276e-01  1.61511846e+04
 -1.43142211e+02 -1.67958702e-02  1.54647120e+02 -1.42689332e+02
  5.00064833e-01  1.55147382e+02 -1.43169665e+02  9.66460519e-03
  1.54642938e+02 -1.42688564e+02  5.01880778e-01  1.55137047e+02
 -1.43169205e+02 -1.52041488e-02  1.54660349e+02 -1.42700227e+02
  5.04211703e-01  1.55143659e+02 -1.43149063e+02  1.31140696e-02
  1.54636749e+02 -1.42656893e+02  4.87956550e-01  1.55146764e+02
 -1.43161640e+02 -1.13562521e-02  1.54654942e+02 -1.42678805e+02
  4.92035326e-01  1.55141905e+02 -1.43150410e+02  2.15948533e-02
  1.54656223e+02 -1.42662004e+02  4.82874237e-01  1.55149383e+02
 -1.43170537e+02 -6.35838771e-03  1.54647911e+02 -1.42656511e+02
  5.20292699e-01  1.55148238e+02 -1.43176857e+02  1.85892214e-03
  1.54652324e+02 -1.42666935e+02  5.11934636e-01  1.55154538e+02
 -1.43167945e+02 -7.61690575e-03  1.54649425e+02 -1.42681708e+02
  4.97586602e-01  1.55162375e+02 -1.43159589e+02 -1.18784738e-02
  1.54652870e+02 -1.42669226e+02  4.89212164e-01  1.55157534e+02
 -1.43182728e+02 -7.53528835e-03  1.54647501e+02 -1.42670749e+02
  4.89962821e-01  1.55136125e+02 -1.43173873e+02 -1.24371523e-02
  1.54636745e+02 -1.42690227e+02  5.04307305e-01  1.55138129e+02
 -1.43163990e+02 -1.63686638e-02  1.54635422e+02 -1.42688242e+02
  4.79243237e-01  1.55134759e+02]
res:  5884 7.402881965390407e-05 0.014785460670282191 0.02367605580747576
[ 1.21334839e-10 -1.03168995e-05 -2.82863247e-01  1.61511830e+04
 -1.43142625e+02 -1.14000472e-02  1.54646664e+02 -1.42703746e+02
  4.98333016e-01  1.55138695e+02 -1.43169856e+02 -1.75251738e-03
  1.54638217e+02 -1.42695410e+02  4.99103182e-01  1.55135083e+02
 -1.43180855e+02 -1.96611498e-02  1.54648990e+02 -1.42691646e+02
  4.81173408e-01  1.55138936e+02 -1.43159299e+02  3.79271368e-03
  1.54639315e+02 -1.42672566e+02  4.71479073e-01  1.55144133e+02
 -1.43179373e+02 -1.41579512e-02  1.54645344e+02 -1.42683830e+02
  4.85683669e-01  1.55136820e+02 -1.43151895e+02  4.04227279e-03
  1.54646602e+02 -1.42655609e+02  4.74173043e-01  1.55142554e+02
 -1.43179895e+02 -1.30861619e-02  1.54653308e+02 -1.42699196e+02
  5.07429268e-01  1.55139030e+02 -1.43183911e+02 -5.92618560e-03
  1.54640093e+02 -1.42668249e+02  5.03354127e-01  1.55154158e+02
 -1.43174913e+02 -2.29317351e-02  1.54642042e+02 -1.42680382e+02
  4.98453956e-01  1.55153120e+02 -1.43166517e+02 -1.36284148e-02
  1.54642855e+02 -1.42681096e+02  4.71178934e-01  1.55150768e+02
 -1.43183466e+02 -2.12438320e-02  1.54643882e+02 -1.42671726e+02
  4.79111094e-01  1.55135436e+02 -1.43186225e+02 -1.20859617e-02
  1.54634226e+02 -1.42703325e+02  4.94977419e-01  1.55135335e+02
 -1.43176566e+02 -2.28445566e-02  1.54638816e+02 -1.42697672e+02
  4.70950109e-01  1.55132419e+02]
Niter:  2 row:  237 ngroup:  26 nlines:  6250 gd:  5872
[ 1.21334839e-10 -1.03168995e-05 -2.82863247e-01  1.61511830e+04
 -1.43142625e+02 -1.14000472e-02  1.54646664e+02 -1.42703746e+02
  4.98333016e-01  1.55138695e+02 -1.43169856e+02 -1.75251738e-03
  1.54638217e+02 -1.42695410e+02  4.99103182e-01  1.55135083e+02
 -1.43180855e+02 -1.96611498e-02  1.54648990e+02 -1.42691646e+02
  4.81173408e-01  1.55138936e+02 -1.43159299e+02  3.79271368e-03
  1.54639315e+02 -1.42672566e+02  4.71479073e-01  1.55144133e+02
 -1.43179373e+02 -1.41579512e-02  1.54645344e+02 -1.42683830e+02
  4.85683669e-01  1.55136820e+02 -1.43151895e+02  4.04227279e-03
  1.54646602e+02 -1.42655609e+02  4.74173043e-01  1.55142554e+02
 -1.43179895e+02 -1.30861619e-02  1.54653308e+02 -1.42699196e+02
  5.07429268e-01  1.55139030e+02 -1.43183911e+02 -5.92618560e-03
  1.54640093e+02 -1.42668249e+02  5.03354127e-01  1.55154158e+02
 -1.43174913e+02 -2.29317351e-02  1.54642042e+02 -1.42680382e+02
  4.98453956e-01  1.55153120e+02 -1.43166517e+02 -1.36284148e-02
  1.54642855e+02 -1.42681096e+02  4.71178934e-01  1.55150768e+02
 -1.43183466e+02 -2.12438320e-02  1.54643882e+02 -1.42671726e+02
  4.79111094e-01  1.55135436e+02 -1.43186225e+02 -1.20859617e-02
  1.54634226e+02 -1.42703325e+02  4.94977419e-01  1.55135335e+02
 -1.43176566e+02 -2.28445566e-02  1.54638816e+02 -1.42697672e+02
  4.70950109e-01  1.55132419e+02]
res:  5872 7.132581777113955e-05 0.014717093667968584 0.023491370211733396
[ 1.21334851e-10 -1.03168985e-05 -2.82863219e-01  1.61511814e+04
 -1.43149598e+02 -1.70996261e-02  1.54641933e+02 -1.42715972e+02
  4.92623184e-01  1.55131841e+02 -1.43176805e+02 -7.42370067e-03
  1.54633496e+02 -1.42702365e+02  4.96584203e-01  1.55130356e+02
 -1.43187785e+02 -2.53524441e-02  1.54644252e+02 -1.42698594e+02
  4.75488104e-01  1.55134213e+02 -1.43166279e+02 -1.89817892e-03
  1.54634588e+02 -1.42689427e+02  4.65782025e-01  1.55139404e+02
 -1.43186314e+02 -1.98665499e-02  1.54640622e+02 -1.42690812e+02
  4.79987708e-01  1.55134132e+02 -1.43158843e+02 -1.62847484e-03
  1.54641872e+02 -1.42662590e+02  4.68457967e-01  1.55137819e+02
 -1.43191514e+02 -1.87806593e-02  1.54648575e+02 -1.42706165e+02
  4.92195729e-01  1.55134296e+02 -1.43190864e+02 -1.16070220e-02
  1.54635363e+02 -1.42675202e+02  4.97677836e-01  1.55149437e+02
 -1.43181880e+02 -3.23399661e-02  1.54637309e+02 -1.42675791e+02
  4.95954106e-01  1.55148395e+02 -1.43173446e+02 -1.93042492e-02
  1.54638123e+02 -1.42688049e+02  4.62374788e-01  1.55146048e+02
 -1.43190439e+02 -2.69313955e-02  1.54639142e+02 -1.42678698e+02
  4.70311993e-01  1.55130708e+02 -1.43193171e+02 -8.38579589e-03
  1.54629495e+02 -1.42715978e+02  4.89275189e-01  1.55130614e+02
 -1.43183505e+02 -2.85205963e-02  1.54636180e+02 -1.42704637e+02
  4.61865470e-01  1.55127688e+02]
Niter:  3 row:  237 ngroup:  26 nlines:  6250 gd:  5868
[ 1.21334851e-10 -1.03168985e-05 -2.82863219e-01  1.61511814e+04
 -1.43149598e+02 -1.70996261e-02  1.54641933e+02 -1.42715972e+02
  4.92623184e-01  1.55131841e+02 -1.43176805e+02 -7.42370067e-03
  1.54633496e+02 -1.42702365e+02  4.96584203e-01  1.55130356e+02
 -1.43187785e+02 -2.53524441e-02  1.54644252e+02 -1.42698594e+02
  4.75488104e-01  1.55134213e+02 -1.43166279e+02 -1.89817892e-03
  1.54634588e+02 -1.42689427e+02  4.65782025e-01  1.55139404e+02
 -1.43186314e+02 -1.98665499e-02  1.54640622e+02 -1.42690812e+02
  4.79987708e-01  1.55134132e+02 -1.43158843e+02 -1.62847484e-03
  1.54641872e+02 -1.42662590e+02  4.68457967e-01  1.55137819e+02
 -1.43191514e+02 -1.87806593e-02  1.54648575e+02 -1.42706165e+02
  4.92195729e-01  1.55134296e+02 -1.43190864e+02 -1.16070220e-02
  1.54635363e+02 -1.42675202e+02  4.97677836e-01  1.55149437e+02
 -1.43181880e+02 -3.23399661e-02  1.54637309e+02 -1.42675791e+02
  4.95954106e-01  1.55148395e+02 -1.43173446e+02 -1.93042492e-02
  1.54638123e+02 -1.42688049e+02  4.62374788e-01  1.55146048e+02
 -1.43190439e+02 -2.69313955e-02  1.54639142e+02 -1.42678698e+02
  4.70311993e-01  1.55130708e+02 -1.43193171e+02 -8.38579589e-03
  1.54629495e+02 -1.42715978e+02  4.89275189e-01  1.55130614e+02
 -1.43183505e+02 -2.85205963e-02  1.54636180e+02 -1.42704637e+02
  4.61865470e-01  1.55127688e+02]
res:  5868 -0.0010867112505366094 0.014102706178164226 0.02328016198952249
[ 1.20749073e-10 -1.03157535e-05 -2.82854439e-01  1.61511803e+04
 -1.43190174e+02 -2.26020647e-02  1.54692247e+02 -1.42757173e+02
  4.89292994e-01  1.55182418e+02 -1.43217610e+02 -1.16249082e-02
  1.54684092e+02 -1.42743210e+02  4.94720148e-01  1.55180850e+02
 -1.43228710e+02 -3.04390816e-02  1.54694573e+02 -1.42739378e+02
  4.71110427e-01  1.55184732e+02 -1.43206755e+02 -7.10484207e-03
  1.54685118e+02 -1.42739413e+02  4.60338723e-01  1.55189846e+02
 -1.43227111e+02 -2.59981868e-02  1.54691243e+02 -1.42731268e+02
  4.74789108e-01  1.55184524e+02 -1.43200150e+02 -5.49423189e-03
  1.54692295e+02 -1.42703209e+02  4.61860262e-01  1.55188058e+02
 -1.43232319e+02 -2.40364482e-02  1.54698845e+02 -1.42747105e+02
  4.86958178e-01  1.55184548e+02 -1.43231514e+02 -1.57288559e-02
  1.54685846e+02 -1.42716030e+02  4.93586907e-01  1.55200151e+02
 -1.43222337e+02 -3.72255790e-02  1.54687669e+02 -1.42716789e+02
  4.90135898e-01  1.55199043e+02 -1.43214686e+02 -2.35062158e-02
  1.54688618e+02 -1.42728631e+02  4.56413631e-01  1.55196736e+02
 -1.43230817e+02 -3.17149482e-02  1.54689293e+02 -1.42719598e+02
  4.65569797e-01  1.55181161e+02 -1.43233886e+02 -1.16245274e-02
  1.54680000e+02 -1.42757207e+02  4.80461054e-01  1.55181315e+02
 -1.43224563e+02 -3.29157872e-02  1.54686743e+02 -1.42745141e+02
  4.57101430e-01  1.55178140e+02]
Niter:  4 row:  237 ngroup:  26 nlines:  6250 gd:  5798
[ 1.20749073e-10 -1.03157535e-05 -2.82854439e-01  1.61511803e+04
 -1.43190174e+02 -2.26020647e-02  1.54692247e+02 -1.42757173e+02
  4.89292994e-01  1.55182418e+02 -1.43217610e+02 -1.16249082e-02
  1.54684092e+02 -1.42743210e+02  4.94720148e-01  1.55180850e+02
 -1.43228710e+02 -3.04390816e-02  1.54694573e+02 -1.42739378e+02
  4.71110427e-01  1.55184732e+02 -1.43206755e+02 -7.10484207e-03
  1.54685118e+02 -1.42739413e+02  4.60338723e-01  1.55189846e+02
 -1.43227111e+02 -2.59981868e-02  1.54691243e+02 -1.42731268e+02
  4.74789108e-01  1.55184524e+02 -1.43200150e+02 -5.49423189e-03
  1.54692295e+02 -1.42703209e+02  4.61860262e-01  1.55188058e+02
 -1.43232319e+02 -2.40364482e-02  1.54698845e+02 -1.42747105e+02
  4.86958178e-01  1.55184548e+02 -1.43231514e+02 -1.57288559e-02
  1.54685846e+02 -1.42716030e+02  4.93586907e-01  1.55200151e+02
 -1.43222337e+02 -3.72255790e-02  1.54687669e+02 -1.42716789e+02
  4.90135898e-01  1.55199043e+02 -1.43214686e+02 -2.35062158e-02
  1.54688618e+02 -1.42728631e+02  4.56413631e-01  1.55196736e+02
 -1.43230817e+02 -3.17149482e-02  1.54689293e+02 -1.42719598e+02
  4.65569797e-01  1.55181161e+02 -1.43233886e+02 -1.16245274e-02
  1.54680000e+02 -1.42757207e+02  4.80461054e-01  1.55181315e+02
 -1.43224563e+02 -3.29157872e-02  1.54686743e+02 -1.42745141e+02
  4.57101430e-01  1.55178140e+02]
res:  5798 -0.00020864573980361456 0.014184511451276194 0.022297358705818313
[ 1.20749061e-10 -1.03157524e-05 -2.82854468e-01  1.61511819e+04
 -1.43170096e+02 -1.40369471e-02  1.54696219e+02 -1.42747426e+02
  5.02209821e-01  1.55188256e+02 -1.43202870e+02 -2.57716883e-03
  1.54686269e+02 -1.42723100e+02  5.04476315e-01  1.55188563e+02
 -1.43208970e+02 -1.78688105e-02  1.54700465e+02 -1.42724459e+02
  4.80243636e-01  1.55194232e+02 -1.43196828e+02  2.09110288e-03
  1.54694883e+02 -1.42726100e+02  4.69538543e-01  1.55195724e+02
 -1.43212566e+02 -1.72296019e-02  1.54695183e+02 -1.42721664e+02
  4.83973765e-01  1.55190364e+02 -1.43185563e+02  6.93734691e-03
  1.54703844e+02 -1.42688352e+02  4.67976277e-01  1.55193922e+02
 -1.43222667e+02 -1.16827173e-02  1.54704520e+02 -1.42743529e+02
  4.95985450e-01  1.55192265e+02 -1.43221568e+02 -6.60546862e-03
  1.54693693e+02 -1.42701331e+02  4.98941484e-01  1.55205917e+02
 -1.43212781e+02 -2.18347298e-02  1.54693563e+02 -1.42696082e+02
  5.05388159e-01  1.55202891e+02 -1.43200173e+02 -1.08730908e-02
  1.54694443e+02 -1.42723769e+02  4.68441013e-01  1.55200569e+02
 -1.43221283e+02 -2.25531081e-02  1.54695194e+02 -1.42704646e+02
  4.74410304e-01  1.55186981e+02 -1.43229487e+02 -2.17383182e-03
  1.54685852e+02 -1.42736499e+02  4.88509343e-01  1.55185141e+02
 -1.43209851e+02 -1.43577237e-02  1.54692577e+02 -1.42730514e+02
  4.72442606e-01  1.55183961e+02]
Niter:  5 row:  237 ngroup:  26 nlines:  6250 gd:  5813
[ 1.20749061e-10 -1.03157524e-05 -2.82854468e-01  1.61511819e+04
 -1.43170096e+02 -1.40369471e-02  1.54696219e+02 -1.42747426e+02
  5.02209821e-01  1.55188256e+02 -1.43202870e+02 -2.57716883e-03
  1.54686269e+02 -1.42723100e+02  5.04476315e-01  1.55188563e+02
 -1.43208970e+02 -1.78688105e-02  1.54700465e+02 -1.42724459e+02
  4.80243636e-01  1.55194232e+02 -1.43196828e+02  2.09110288e-03
  1.54694883e+02 -1.42726100e+02  4.69538543e-01  1.55195724e+02
 -1.43212566e+02 -1.72296019e-02  1.54695183e+02 -1.42721664e+02
  4.83973765e-01  1.55190364e+02 -1.43185563e+02  6.93734691e-03
  1.54703844e+02 -1.42688352e+02  4.67976277e-01  1.55193922e+02
 -1.43222667e+02 -1.16827173e-02  1.54704520e+02 -1.42743529e+02
  4.95985450e-01  1.55192265e+02 -1.43221568e+02 -6.60546862e-03
  1.54693693e+02 -1.42701331e+02  4.98941484e-01  1.55205917e+02
 -1.43212781e+02 -2.18347298e-02  1.54693563e+02 -1.42696082e+02
  5.05388159e-01  1.55202891e+02 -1.43200173e+02 -1.08730908e-02
  1.54694443e+02 -1.42723769e+02  4.68441013e-01  1.55200569e+02
 -1.43221283e+02 -2.25531081e-02  1.54695194e+02 -1.42704646e+02
  4.74410304e-01  1.55186981e+02 -1.43229487e+02 -2.17383182e-03
  1.54685852e+02 -1.42736499e+02  4.88509343e-01  1.55185141e+02
 -1.43209851e+02 -1.43577237e-02  1.54692577e+02 -1.42730514e+02
  4.72442606e-01  1.55183961e+02]
res:  5813 -8.446343508694554e-05 0.014114403462372138 0.022479627202261307
[ 1.20777478e-10 -1.03154166e-05 -2.82855805e-01  1.61511803e+04
 -1.43159525e+02 -1.95562870e-02  1.54688556e+02 -1.42737387e+02
  4.96635175e-01  1.55180629e+02 -1.43192821e+02 -5.15627105e-03
  1.54678664e+02 -1.42712813e+02  4.98748609e-01  1.55180942e+02
 -1.43199159e+02 -2.35632734e-02  1.54692737e+02 -1.42714376e+02
  4.74446804e-01  1.55184990e+02 -1.43186377e+02 -3.59109046e-03
  1.54687247e+02 -1.42715626e+02  4.63922855e-01  1.55188085e+02
 -1.43202683e+02 -2.27707104e-02  1.54687575e+02 -1.42706065e+02
  4.78356073e-01  1.55182705e+02 -1.43175592e+02  1.08015005e-03
  1.54696207e+02 -1.42677806e+02  4.59490496e-01  1.55186247e+02
 -1.43208080e+02 -1.43235904e-02  1.54695176e+02 -1.42732818e+02
  4.93194326e-01  1.55184610e+02 -1.43211564e+02 -1.24249987e-02
  1.54687864e+02 -1.42691238e+02  4.93171436e-01  1.55198321e+02
 -1.43202338e+02 -2.46904289e-02  1.54685873e+02 -1.42685639e+02
  4.99716363e-01  1.55195246e+02 -1.43190490e+02 -1.66715334e-02
  1.54686756e+02 -1.42713751e+02  4.62984228e-01  1.55192982e+02
 -1.43210732e+02 -2.82486749e-02  1.54687464e+02 -1.42694222e+02
  4.71559899e-01  1.55179337e+02 -1.43219442e+02 -7.49213677e-03
  1.54678176e+02 -1.42720281e+02  4.76831110e-01  1.55177535e+02
 -1.43199959e+02 -2.02575780e-02  1.54684937e+02 -1.42720250e+02
  4.69804960e-01  1.55176290e+02]
Niter:  6 row:  237 ngroup:  26 nlines:  6250 gd:  5812
[ 1.20777478e-10 -1.03154166e-05 -2.82855805e-01  1.61511803e+04
 -1.43159525e+02 -1.95562870e-02  1.54688556e+02 -1.42737387e+02
  4.96635175e-01  1.55180629e+02 -1.43192821e+02 -5.15627105e-03
  1.54678664e+02 -1.42712813e+02  4.98748609e-01  1.55180942e+02
 -1.43199159e+02 -2.35632734e-02  1.54692737e+02 -1.42714376e+02
  4.74446804e-01  1.55184990e+02 -1.43186377e+02 -3.59109046e-03
  1.54687247e+02 -1.42715626e+02  4.63922855e-01  1.55188085e+02
 -1.43202683e+02 -2.27707104e-02  1.54687575e+02 -1.42706065e+02
  4.78356073e-01  1.55182705e+02 -1.43175592e+02  1.08015005e-03
  1.54696207e+02 -1.42677806e+02  4.59490496e-01  1.55186247e+02
 -1.43208080e+02 -1.43235904e-02  1.54695176e+02 -1.42732818e+02
  4.93194326e-01  1.55184610e+02 -1.43211564e+02 -1.24249987e-02
  1.54687864e+02 -1.42691238e+02  4.93171436e-01  1.55198321e+02
 -1.43202338e+02 -2.46904289e-02  1.54685873e+02 -1.42685639e+02
  4.99716363e-01  1.55195246e+02 -1.43190490e+02 -1.66715334e-02
  1.54686756e+02 -1.42713751e+02  4.62984228e-01  1.55192982e+02
 -1.43210732e+02 -2.82486749e-02  1.54687464e+02 -1.42694222e+02
  4.71559899e-01  1.55179337e+02 -1.43219442e+02 -7.49213677e-03
  1.54678176e+02 -1.42720281e+02  4.76831110e-01  1.55177535e+02
 -1.43199959e+02 -2.02575780e-02  1.54684937e+02 -1.42720250e+02
  4.69804960e-01  1.55176290e+02]
res:  5812 -0.00010394249147793744 0.014123122205091931 0.02246335276707106
[ 1.20781087e-10 -1.03154166e-05 -2.82855805e-01  1.61511803e+04
 -1.43159525e+02 -1.95562870e-02  1.54688556e+02 -1.42737387e+02
  4.96635175e-01  1.55180629e+02 -1.43192821e+02 -5.15627105e-03
  1.54678664e+02 -1.42712813e+02  4.98748609e-01  1.55180942e+02
 -1.43199159e+02 -2.35632734e-02  1.54692737e+02 -1.42714376e+02
  4.74446804e-01  1.55184990e+02 -1.43186377e+02 -3.59109046e-03
  1.54687247e+02 -1.42715626e+02  4.63922855e-01  1.55188085e+02
 -1.43202683e+02 -2.27707104e-02  1.54687575e+02 -1.42706065e+02
  4.78356073e-01  1.55182705e+02 -1.43175592e+02  1.08015005e-03
  1.54696207e+02 -1.42677806e+02  4.59490496e-01  1.55186247e+02
 -1.43208080e+02 -1.43235904e-02  1.54695176e+02 -1.42732818e+02
  4.93194326e-01  1.55184610e+02 -1.43211564e+02 -1.24249987e-02
  1.54687864e+02 -1.42691238e+02  4.93171436e-01  1.55198321e+02
 -1.43202338e+02 -2.46904289e-02  1.54685873e+02 -1.42685639e+02
  4.99716363e-01  1.55195246e+02 -1.43190490e+02 -1.66715334e-02
  1.54686756e+02 -1.42713751e+02  4.62984228e-01  1.55192982e+02
 -1.43210732e+02 -2.82486749e-02  1.54687464e+02 -1.42694222e+02
  4.71559899e-01  1.55179337e+02 -1.43219442e+02 -7.49213677e-03
  1.54678176e+02 -1.42720281e+02  4.76831110e-01  1.55177535e+02
 -1.43199959e+02 -2.02575780e-02  1.54684937e+02 -1.42720250e+02
  4.69804960e-01  1.55176290e+02]
Saving figure to  wave_resid_43670005_fiber237.png
Final values:
res:  -0.00010394249147793744 0.02246335276707106
pars:  [ 1.20781087e-10 -1.03154166e-05 -2.82855805e-01  1.61511803e+04
 -1.43159525e+02 -1.95562870e-02  1.54688556e+02 -1.42737387e+02
  4.96635175e-01  1.55180629e+02 -1.43192821e+02 -5.15627105e-03
  1.54678664e+02 -1.42712813e+02  4.98748609e-01  1.55180942e+02
 -1.43199159e+02 -2.35632734e-02  1.54692737e+02 -1.42714376e+02
  4.74446804e-01  1.55184990e+02 -1.43186377e+02 -3.59109046e-03
  1.54687247e+02 -1.42715626e+02  4.63922855e-01  1.55188085e+02
 -1.43202683e+02 -2.27707104e-02  1.54687575e+02 -1.42706065e+02
  4.78356073e-01  1.55182705e+02 -1.43175592e+02  1.08015005e-03
  1.54696207e+02 -1.42677806e+02  4.59490496e-01  1.55186247e+02
 -1.43208080e+02 -1.43235904e-02  1.54695176e+02 -1.42732818e+02
  4.93194326e-01  1.55184610e+02 -1.43211564e+02 -1.24249987e-02
  1.54687864e+02 -1.42691238e+02  4.93171436e-01  1.55198321e+02
 -1.43202338e+02 -2.46904289e-02  1.54685873e+02 -1.42685639e+02
  4.99716363e-01  1.55195246e+02 -1.43190490e+02 -1.66715334e-02
  1.54686756e+02 -1.42713751e+02  4.62984228e-01  1.55192982e+02
 -1.43210732e+02 -2.82486749e-02  1.54687464e+02 -1.42694222e+02
  4.71559899e-01  1.55179337e+02 -1.43219442e+02 -7.49213677e-03
  1.54678176e+02 -1.42720281e+02  4.76831110e-01  1.55177535e+02
 -1.43199959e+02 -2.02575780e-02  1.54684937e+02 -1.42720250e+02
  4.69804960e-01  1.55176290e+02]
237 [ 1.20781087e-10 -1.03154166e-05 -2.82855805e-01  1.61511803e+04
 -1.43159525e+02 -1.95562870e-02  1.54688556e+02 -1.42737387e+02
  4.96635175e-01  1.55180629e+02 -1.43192821e+02 -5.15627105e-03
  1.54678664e+02 -1.42712813e+02  4.98748609e-01  1.55180942e+02
 -1.43199159e+02 -2.35632734e-02  1.54692737e+02 -1.42714376e+02
  4.74446804e-01  1.55184990e+02 -1.43186377e+02 -3.59109046e-03
  1.54687247e+02 -1.42715626e+02  4.63922855e-01  1.55188085e+02
 -1.43202683e+02 -2.27707104e-02  1.54687575e+02 -1.42706065e+02
  4.78356073e-01  1.55182705e+02 -1.43175592e+02  1.08015005e-03
  1.54696207e+02 -1.42677806e+02  4.59490496e-01  1.55186247e+02
 -1.43208080e+02 -1.43235904e-02  1.54695176e+02 -1.42732818e+02
  4.93194326e-01  1.55184610e+02 -1.43211564e+02 -1.24249987e-02
  1.54687864e+02 -1.42691238e+02  4.93171436e-01  1.55198321e+02
 -1.43202338e+02 -2.46904289e-02  1.54685873e+02 -1.42685639e+02
  4.99716363e-01  1.55195246e+02 -1.43190490e+02 -1.66715334e-02
  1.54686756e+02 -1.42713751e+02  4.62984228e-01  1.55192982e+02
 -1.43210732e+02 -2.82486749e-02  1.54687464e+02 -1.42694222e+02
  4.71559899e-01  1.55179337e+02 -1.43219442e+02 -7.49213677e-03
  1.54678176e+02 -1.42720281e+02  4.76831110e-01  1.55177535e+02
 -1.43199959e+02 -2.02575780e-02  1.54684937e+02 -1.42720250e+02
  4.69804960e-01  1.55176290e+02]
--- Row 239/300 row=238 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  238
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=238 ---
Niter:  0 row:  238 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.002429181708066608 0.014210977784387069 0.03395638027229814
[ 1.21101169e-10 -1.03149674e-05 -2.82862844e-01  1.61511705e+04
 -1.43121277e+02 -9.63551420e-14  1.54656978e+02]
Niter:  1 row:  238 ngroup:  1 nlines:  245 gd:  222
[ 1.21101169e-10 -1.03149674e-05 -2.82862844e-01  1.61511705e+04
 -1.43121277e+02 -9.63551420e-14  1.54656978e+02]
res:  222 3.382162867637817e-05 0.01397028462815797 0.0215441860855295
[ 1.21064902e-10 -1.03142516e-05 -2.82861353e-01  1.61511765e+04
 -1.43095707e+02  2.23382540e-12  1.54695106e+02]
Niter:  2 row:  238 ngroup:  1 nlines:  245 gd:  220
[ 1.21064902e-10 -1.03142516e-05 -2.82861353e-01  1.61511765e+04
 -1.43095707e+02  2.23382540e-12  1.54695106e+02]
res:  220 0.00018871858083002735 0.013102107510349015 0.02078215264436347
[ 1.20958104e-10 -1.03141806e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
Niter:  3 row:  238 ngroup:  1 nlines:  245 gd:  219
[ 1.20958104e-10 -1.03141806e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
res:  219 0.00023159250304161105 0.013099282865368878 0.02044878139156876
[ 1.20976712e-10 -1.03141806e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
Niter:  4 row:  238 ngroup:  1 nlines:  245 gd:  219
[ 1.20976712e-10 -1.03141806e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
res:  219 0.00032840682251844555 0.013107502280035987 0.020449318745139222
[ 1.20966135e-10 -1.03142039e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
Niter:  5 row:  238 ngroup:  1 nlines:  245 gd:  219
[ 1.20966135e-10 -1.03142039e-05 -2.82859567e-01  1.61511774e+04
 -1.43101019e+02  3.10440641e-12  1.54709006e+02]
res:  219 0.00042802971984201577 0.013207873083956656 0.020445273596605855
[ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02]
Niter:  6 row:  238 ngroup:  1 nlines:  245 gd:  219
[ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02]
res:  219 0.00042802971984201577 0.013207873083956656 0.020445273596605855
[ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02]
Final values:
res:  0.00042802971984201577 0.020445273596605855
pars:  [ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02]
238 [ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02]
elapsed: 2.9 sec.
Niter:  0 row:  238 ngroup:  26 nlines:  6379 gd:  6379
[ 1.20936362e-10 -1.03142029e-05 -2.82859170e-01  1.61511774e+04
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02 -1.43099388e+02 -2.51309757e-09
  1.54710492e+02 -1.43099388e+02 -2.51309757e-09  1.54710492e+02
 -1.43099388e+02 -2.51309757e-09  1.54710492e+02 -1.43099388e+02
 -2.51309757e-09  1.54710492e+02]
res:  6379 0.0007613112356921192 0.014030744307092391 0.03359272823086471
[ 1.20936374e-10 -1.03142039e-05 -2.82859142e-01  1.61511758e+04
 -1.43111058e+02  1.96530330e-02  1.54703981e+02 -1.42614892e+02
  5.24769073e-01  1.55205562e+02 -1.43111496e+02 -6.88826633e-03
  1.54710177e+02 -1.42621539e+02  5.15263411e-01  1.55208619e+02
 -1.43102480e+02  1.62249381e-02  1.54705255e+02 -1.42620307e+02
  5.16501126e-01  1.55195629e+02 -1.43087010e+02  2.01780561e-02
  1.54716660e+02 -1.42654773e+02  5.24938542e-01  1.55201833e+02
 -1.43119538e+02  2.10920268e-02  1.54701486e+02 -1.42590114e+02
  5.07482050e-01  1.55208699e+02 -1.43121756e+02  9.92774395e-03
  1.54708290e+02 -1.42611294e+02  5.11013495e-01  1.55201092e+02
 -1.43108411e+02  1.01912719e-02  1.54709351e+02 -1.42602892e+02
  4.92928389e-01  1.55196952e+02 -1.43112898e+02  1.62424649e-02
  1.54709863e+02 -1.42617853e+02  5.06921429e-01  1.55202902e+02
 -1.43094744e+02  2.28426044e-02  1.54707941e+02 -1.42616126e+02
  5.08871763e-01  1.55214781e+02 -1.43128059e+02  9.85047393e-03
  1.54701355e+02 -1.42613320e+02  5.03707078e-01  1.55213811e+02
 -1.43139974e+02 -1.39796256e-02  1.54698631e+02 -1.42597186e+02
  5.02998754e-01  1.55215814e+02 -1.43112663e+02  1.85346682e-02
  1.54699766e+02 -1.42628594e+02  4.93951885e-01  1.55191697e+02
 -1.43114037e+02  2.10732504e-04  1.54693272e+02 -1.42617290e+02
  5.00795014e-01  1.55199225e+02]
Niter:  1 row:  238 ngroup:  26 nlines:  6379 gd:  5857
[ 1.20936374e-10 -1.03142039e-05 -2.82859142e-01  1.61511758e+04
 -1.43111058e+02  1.96530330e-02  1.54703981e+02 -1.42614892e+02
  5.24769073e-01  1.55205562e+02 -1.43111496e+02 -6.88826633e-03
  1.54710177e+02 -1.42621539e+02  5.15263411e-01  1.55208619e+02
 -1.43102480e+02  1.62249381e-02  1.54705255e+02 -1.42620307e+02
  5.16501126e-01  1.55195629e+02 -1.43087010e+02  2.01780561e-02
  1.54716660e+02 -1.42654773e+02  5.24938542e-01  1.55201833e+02
 -1.43119538e+02  2.10920268e-02  1.54701486e+02 -1.42590114e+02
  5.07482050e-01  1.55208699e+02 -1.43121756e+02  9.92774395e-03
  1.54708290e+02 -1.42611294e+02  5.11013495e-01  1.55201092e+02
 -1.43108411e+02  1.01912719e-02  1.54709351e+02 -1.42602892e+02
  4.92928389e-01  1.55196952e+02 -1.43112898e+02  1.62424649e-02
  1.54709863e+02 -1.42617853e+02  5.06921429e-01  1.55202902e+02
 -1.43094744e+02  2.28426044e-02  1.54707941e+02 -1.42616126e+02
  5.08871763e-01  1.55214781e+02 -1.43128059e+02  9.85047393e-03
  1.54701355e+02 -1.42613320e+02  5.03707078e-01  1.55213811e+02
 -1.43139974e+02 -1.39796256e-02  1.54698631e+02 -1.42597186e+02
  5.02998754e-01  1.55215814e+02 -1.43112663e+02  1.85346682e-02
  1.54699766e+02 -1.42628594e+02  4.93951885e-01  1.55191697e+02
 -1.43114037e+02  2.10732504e-04  1.54693272e+02 -1.42617290e+02
  5.00795014e-01  1.55199225e+02]
res:  5857 1.1098236427642405e-05 0.014061010822842945 0.023235636956634432
[ 1.20936362e-10 -1.03142049e-05 -2.82859114e-01  1.61511742e+04
 -1.43117855e+02 -4.59072976e-03  1.54699018e+02 -1.42619413e+02
  5.12015657e-01  1.55201349e+02 -1.43125251e+02 -1.72745289e-02
  1.54709207e+02 -1.42627239e+02  4.93802968e-01  1.55199547e+02
 -1.43120963e+02  8.96504903e-03  1.54704501e+02 -1.42619581e+02
  4.98183734e-01  1.55190730e+02 -1.43111656e+02 -1.60151596e-02
  1.54707001e+02 -1.42643846e+02  4.92927269e-01  1.55198181e+02
 -1.43131443e+02  4.75302493e-03  1.54693365e+02 -1.42615810e+02
  4.93106275e-01  1.55206438e+02 -1.43133961e+02  5.64544583e-03
  1.54698015e+02 -1.42615786e+02  4.90991646e-01  1.55195640e+02
 -1.43115403e+02  5.81997173e-03  1.54703455e+02 -1.42616494e+02
  4.89662887e-01  1.55197775e+02 -1.43125214e+02 -1.53081568e-02
  1.54702647e+02 -1.42613432e+02  5.02514103e-01  1.55194032e+02
 -1.43117937e+02  1.03585021e-02  1.54705214e+02 -1.42618093e+02
  5.04198870e-01  1.55210165e+02 -1.43142018e+02 -4.59225403e-03
  1.54691713e+02 -1.42620834e+02  4.94647384e-01  1.55213430e+02
 -1.43141250e+02 -3.43142129e-02  1.54696483e+02 -1.42598066e+02
  4.83379714e-01  1.55209450e+02 -1.43118676e+02 -1.54497676e-03
  1.54693781e+02 -1.42645070e+02  4.86684503e-01  1.55186147e+02
 -1.43121015e+02 -4.74798366e-03  1.54691059e+02 -1.42623354e+02
  4.89945120e-01  1.55194570e+02]
Niter:  2 row:  238 ngroup:  26 nlines:  6379 gd:  5854
[ 1.20936362e-10 -1.03142049e-05 -2.82859114e-01  1.61511742e+04
 -1.43117855e+02 -4.59072976e-03  1.54699018e+02 -1.42619413e+02
  5.12015657e-01  1.55201349e+02 -1.43125251e+02 -1.72745289e-02
  1.54709207e+02 -1.42627239e+02  4.93802968e-01  1.55199547e+02
 -1.43120963e+02  8.96504903e-03  1.54704501e+02 -1.42619581e+02
  4.98183734e-01  1.55190730e+02 -1.43111656e+02 -1.60151596e-02
  1.54707001e+02 -1.42643846e+02  4.92927269e-01  1.55198181e+02
 -1.43131443e+02  4.75302493e-03  1.54693365e+02 -1.42615810e+02
  4.93106275e-01  1.55206438e+02 -1.43133961e+02  5.64544583e-03
  1.54698015e+02 -1.42615786e+02  4.90991646e-01  1.55195640e+02
 -1.43115403e+02  5.81997173e-03  1.54703455e+02 -1.42616494e+02
  4.89662887e-01  1.55197775e+02 -1.43125214e+02 -1.53081568e-02
  1.54702647e+02 -1.42613432e+02  5.02514103e-01  1.55194032e+02
 -1.43117937e+02  1.03585021e-02  1.54705214e+02 -1.42618093e+02
  5.04198870e-01  1.55210165e+02 -1.43142018e+02 -4.59225403e-03
  1.54691713e+02 -1.42620834e+02  4.94647384e-01  1.55213430e+02
 -1.43141250e+02 -3.43142129e-02  1.54696483e+02 -1.42598066e+02
  4.83379714e-01  1.55209450e+02 -1.43118676e+02 -1.54497676e-03
  1.54693781e+02 -1.42645070e+02  4.86684503e-01  1.55186147e+02
 -1.43121015e+02 -4.74798366e-03  1.54691059e+02 -1.42623354e+02
  4.89945120e-01  1.55194570e+02]
res:  5854 5.320834861777257e-05 0.014088502512095147 0.02316998261838702
[ 1.20936350e-10 -1.03142060e-05 -2.82859085e-01  1.61511726e+04
 -1.43124857e+02 -1.71268772e-02  1.54694258e+02 -1.42626407e+02
  5.03075327e-01  1.55196587e+02 -1.43132246e+02 -2.29841572e-02
  1.54704442e+02 -1.42634214e+02  4.81660519e-01  1.55194778e+02
 -1.43132642e+02  3.26218726e-03  1.54701687e+02 -1.42626583e+02
  4.88697314e-01  1.55187743e+02 -1.43118661e+02 -2.17117241e-02
  1.54702237e+02 -1.42635118e+02  4.83516296e-01  1.55195451e+02
 -1.43138442e+02 -4.18189824e-03  1.54688606e+02 -1.42622780e+02
  4.87400798e-01  1.55205402e+02 -1.43140946e+02 -5.42701488e-05
  1.54693257e+02 -1.42622788e+02  4.82095933e-01  1.55190870e+02
 -1.43122395e+02  1.26475340e-04  1.54698698e+02 -1.42623488e+02
  4.83965550e-01  1.55198417e+02 -1.43132200e+02 -2.10083310e-02
  1.54697881e+02 -1.42615362e+02  4.96800981e-01  1.55189267e+02
 -1.43124922e+02  4.66612678e-03  1.54700451e+02 -1.42625070e+02
  4.98501924e-01  1.55205401e+02 -1.43149001e+02 -1.02894313e-02
  1.54686945e+02 -1.42627802e+02  4.88943788e-01  1.55208668e+02
 -1.43148232e+02 -4.00118079e-02  1.54691727e+02 -1.42600018e+02
  4.71102882e-01  1.55204684e+02 -1.43125665e+02 -1.06976619e-02
  1.54689020e+02 -1.42652063e+02  4.80986318e-01  1.55181371e+02
 -1.43128024e+02 -1.04442113e-02  1.54686296e+02 -1.42630344e+02
  4.84242664e-01  1.55191633e+02]
Niter:  3 row:  238 ngroup:  26 nlines:  6379 gd:  5856
[ 1.20936350e-10 -1.03142060e-05 -2.82859085e-01  1.61511726e+04
 -1.43124857e+02 -1.71268772e-02  1.54694258e+02 -1.42626407e+02
  5.03075327e-01  1.55196587e+02 -1.43132246e+02 -2.29841572e-02
  1.54704442e+02 -1.42634214e+02  4.81660519e-01  1.55194778e+02
 -1.43132642e+02  3.26218726e-03  1.54701687e+02 -1.42626583e+02
  4.88697314e-01  1.55187743e+02 -1.43118661e+02 -2.17117241e-02
  1.54702237e+02 -1.42635118e+02  4.83516296e-01  1.55195451e+02
 -1.43138442e+02 -4.18189824e-03  1.54688606e+02 -1.42622780e+02
  4.87400798e-01  1.55205402e+02 -1.43140946e+02 -5.42701488e-05
  1.54693257e+02 -1.42622788e+02  4.82095933e-01  1.55190870e+02
 -1.43122395e+02  1.26475340e-04  1.54698698e+02 -1.42623488e+02
  4.83965550e-01  1.55198417e+02 -1.43132200e+02 -2.10083310e-02
  1.54697881e+02 -1.42615362e+02  4.96800981e-01  1.55189267e+02
 -1.43124922e+02  4.66612678e-03  1.54700451e+02 -1.42625070e+02
  4.98501924e-01  1.55205401e+02 -1.43149001e+02 -1.02894313e-02
  1.54686945e+02 -1.42627802e+02  4.88943788e-01  1.55208668e+02
 -1.43148232e+02 -4.00118079e-02  1.54691727e+02 -1.42600018e+02
  4.71102882e-01  1.55204684e+02 -1.43125665e+02 -1.06976619e-02
  1.54689020e+02 -1.42652063e+02  4.80986318e-01  1.55181371e+02
 -1.43128024e+02 -1.04442113e-02  1.54686296e+02 -1.42630344e+02
  4.84242664e-01  1.55191633e+02]
res:  5856 0.0001834539489209419 0.01403321399629931 0.023129294341167336
[ 1.20781223e-10 -1.03147049e-05 -2.82856920e-01  1.61511742e+04
 -1.43139470e+02 -1.18882962e-02  1.54699877e+02 -1.42640884e+02
  5.06062068e-01  1.55202321e+02 -1.43146775e+02 -1.78259661e-02
  1.54710173e+02 -1.42648448e+02  4.87218682e-01  1.55200681e+02
 -1.43147085e+02  8.56363319e-03  1.54707496e+02 -1.42641214e+02
  4.93926396e-01  1.55193633e+02 -1.43133313e+02 -1.64049666e-02
  1.54708011e+02 -1.42649993e+02  4.86655553e-01  1.55202833e+02
 -1.43153022e+02  1.05650606e-03  1.54694204e+02 -1.42636929e+02
  4.92634346e-01  1.55211180e+02 -1.43155344e+02  5.25283156e-03
  1.54698829e+02 -1.42637386e+02  4.87324926e-01  1.55196738e+02
 -1.43136857e+02  5.52462404e-03  1.54704254e+02 -1.42637960e+02
  4.89310073e-01  1.55204246e+02 -1.43146576e+02 -1.56617316e-02
  1.54703642e+02 -1.42630066e+02  5.01930487e-01  1.55195037e+02
 -1.43139304e+02  1.00467516e-02  1.54706156e+02 -1.42639332e+02
  5.03794867e-01  1.55211180e+02 -1.43163341e+02 -4.93700304e-03
  1.54692756e+02 -1.42641934e+02  4.91760390e-01  1.55214374e+02
 -1.43162576e+02 -3.45980997e-02  1.54697257e+02 -1.42614522e+02
  4.76632757e-01  1.55210528e+02 -1.43140109e+02 -5.33726729e-03
  1.54694679e+02 -1.42666525e+02  4.86309140e-01  1.55187384e+02
 -1.43142719e+02 -5.06166577e-03  1.54691982e+02 -1.42644777e+02
  4.89425203e-01  1.55197386e+02]
Niter:  4 row:  238 ngroup:  26 nlines:  6379 gd:  5843
[ 1.20781223e-10 -1.03147049e-05 -2.82856920e-01  1.61511742e+04
 -1.43139470e+02 -1.18882962e-02  1.54699877e+02 -1.42640884e+02
  5.06062068e-01  1.55202321e+02 -1.43146775e+02 -1.78259661e-02
  1.54710173e+02 -1.42648448e+02  4.87218682e-01  1.55200681e+02
 -1.43147085e+02  8.56363319e-03  1.54707496e+02 -1.42641214e+02
  4.93926396e-01  1.55193633e+02 -1.43133313e+02 -1.64049666e-02
  1.54708011e+02 -1.42649993e+02  4.86655553e-01  1.55202833e+02
 -1.43153022e+02  1.05650606e-03  1.54694204e+02 -1.42636929e+02
  4.92634346e-01  1.55211180e+02 -1.43155344e+02  5.25283156e-03
  1.54698829e+02 -1.42637386e+02  4.87324926e-01  1.55196738e+02
 -1.43136857e+02  5.52462404e-03  1.54704254e+02 -1.42637960e+02
  4.89310073e-01  1.55204246e+02 -1.43146576e+02 -1.56617316e-02
  1.54703642e+02 -1.42630066e+02  5.01930487e-01  1.55195037e+02
 -1.43139304e+02  1.00467516e-02  1.54706156e+02 -1.42639332e+02
  5.03794867e-01  1.55211180e+02 -1.43163341e+02 -4.93700304e-03
  1.54692756e+02 -1.42641934e+02  4.91760390e-01  1.55214374e+02
 -1.43162576e+02 -3.45980997e-02  1.54697257e+02 -1.42614522e+02
  4.76632757e-01  1.55210528e+02 -1.43140109e+02 -5.33726729e-03
  1.54694679e+02 -1.42666525e+02  4.86309140e-01  1.55187384e+02
 -1.43142719e+02 -5.06166577e-03  1.54691982e+02 -1.42644777e+02
  4.89425203e-01  1.55197386e+02]
res:  5843 0.00010694058619264979 0.013999073647937621 0.022958446435163003
[ 1.20781211e-10 -1.03147059e-05 -2.82856891e-01  1.61511726e+04
 -1.43146029e+02 -1.76308186e-02  1.54694847e+02 -1.42643047e+02
  4.99417017e-01  1.55197292e+02 -1.43153318e+02 -2.35722552e-02
  1.54705142e+02 -1.42655005e+02  4.77986897e-01  1.55195651e+02
 -1.43153639e+02  2.82980615e-03  1.54702464e+02 -1.42647771e+02
  4.88178631e-01  1.55186783e+02 -1.43145203e+02 -2.21380815e-02
  1.54702982e+02 -1.42656548e+02  4.83259460e-01  1.55198384e+02
 -1.43164742e+02 -4.68169363e-03  1.54689174e+02 -1.42643477e+02
  4.86889950e-01  1.55206150e+02 -1.43161889e+02 -4.82997847e-04
  1.54693799e+02 -1.42643951e+02  4.81580777e-01  1.55191706e+02
 -1.43143426e+02 -2.03260502e-04  1.54699226e+02 -1.42644508e+02
  4.83577517e-01  1.55201118e+02 -1.43153139e+02 -2.13981264e-02
  1.54698611e+02 -1.42636627e+02  4.96176397e-01  1.55192044e+02
 -1.43145851e+02  4.31172309e-03  1.54701125e+02 -1.42645873e+02
  4.98056485e-01  1.55208140e+02 -1.43169898e+02 -1.06748986e-02
  1.54687725e+02 -1.42648455e+02  4.85083005e-01  1.55209344e+02
 -1.43164118e+02 -4.03264313e-02  1.54692229e+02 -1.42626291e+02
  4.70912555e-01  1.55207440e+02 -1.43146666e+02 -1.10753411e-02
  1.54689649e+02 -1.42673073e+02  4.73757982e-01  1.55182350e+02
 -1.43154377e+02 -1.07948511e-02  1.54686952e+02 -1.42651336e+02
  4.83670967e-01  1.55192356e+02]
Niter:  5 row:  238 ngroup:  26 nlines:  6379 gd:  5841
[ 1.20781211e-10 -1.03147059e-05 -2.82856891e-01  1.61511726e+04
 -1.43146029e+02 -1.76308186e-02  1.54694847e+02 -1.42643047e+02
  4.99417017e-01  1.55197292e+02 -1.43153318e+02 -2.35722552e-02
  1.54705142e+02 -1.42655005e+02  4.77986897e-01  1.55195651e+02
 -1.43153639e+02  2.82980615e-03  1.54702464e+02 -1.42647771e+02
  4.88178631e-01  1.55186783e+02 -1.43145203e+02 -2.21380815e-02
  1.54702982e+02 -1.42656548e+02  4.83259460e-01  1.55198384e+02
 -1.43164742e+02 -4.68169363e-03  1.54689174e+02 -1.42643477e+02
  4.86889950e-01  1.55206150e+02 -1.43161889e+02 -4.82997847e-04
  1.54693799e+02 -1.42643951e+02  4.81580777e-01  1.55191706e+02
 -1.43143426e+02 -2.03260502e-04  1.54699226e+02 -1.42644508e+02
  4.83577517e-01  1.55201118e+02 -1.43153139e+02 -2.13981264e-02
  1.54698611e+02 -1.42636627e+02  4.96176397e-01  1.55192044e+02
 -1.43145851e+02  4.31172309e-03  1.54701125e+02 -1.42645873e+02
  4.98056485e-01  1.55208140e+02 -1.43169898e+02 -1.06748986e-02
  1.54687725e+02 -1.42648455e+02  4.85083005e-01  1.55209344e+02
 -1.43164118e+02 -4.03264313e-02  1.54692229e+02 -1.42626291e+02
  4.70912555e-01  1.55207440e+02 -1.43146666e+02 -1.10753411e-02
  1.54689649e+02 -1.42673073e+02  4.73757982e-01  1.55182350e+02
 -1.43154377e+02 -1.07948511e-02  1.54686952e+02 -1.42651336e+02
  4.83670967e-01  1.55192356e+02]
res:  5841 -7.432220081682317e-05 0.014255780737585155 0.02293159230287053
[ 1.20679603e-10 -1.03152056e-05 -2.82855318e-01  1.61511742e+04
 -1.43157257e+02 -1.24232432e-02  1.54697962e+02 -1.42654024e+02
  5.04699580e-01  1.55200511e+02 -1.43164464e+02 -1.84280828e-02
  1.54708370e+02 -1.42665873e+02  4.83355626e-01  1.55199033e+02
 -1.43164716e+02  8.06344867e-03  1.54705767e+02 -1.42659009e+02
  4.93381230e-01  1.55190120e+02 -1.43165751e+02 -1.68846789e-02
  1.54706238e+02 -1.42668015e+02  4.88620221e-01  1.55201752e+02
 -1.43176077e+02  5.12670331e-04  1.54692274e+02 -1.42654276e+02
  4.92105515e-01  1.55209417e+02 -1.43172901e+02  4.77296652e-03
  1.54696873e+02 -1.42655169e+02  4.86775703e-01  1.55195061e+02
 -1.43154512e+02  5.10307704e-03  1.54702282e+02 -1.42655615e+02
  4.88854206e-01  1.55204451e+02 -1.43164146e+02 -1.61190284e-02
  1.54701867e+02 -1.42647942e+02  5.01316433e-01  1.55195374e+02
 -1.43156860e+02  9.61965487e-03  1.54704327e+02 -1.42656771e+02
  5.03293532e-01  1.55211429e+02 -1.43180868e+02 -5.38209703e-03
  1.54691029e+02 -1.42659238e+02  4.90295584e-01  1.55212543e+02
 -1.43175017e+02 -3.50008898e-02  1.54695261e+02 -1.42637559e+02
  4.76300598e-01  1.55214268e+02 -1.43157723e+02 -5.77860272e-03
  1.54692803e+02 -1.42684170e+02  4.78955375e-01  1.55185844e+02
 -1.43165807e+02 -5.48246527e-03  1.54690132e+02 -1.42662395e+02
  4.88848452e-01  1.55195600e+02]
Niter:  6 row:  238 ngroup:  26 nlines:  6379 gd:  5859
[ 1.20679603e-10 -1.03152056e-05 -2.82855318e-01  1.61511742e+04
 -1.43157257e+02 -1.24232432e-02  1.54697962e+02 -1.42654024e+02
  5.04699580e-01  1.55200511e+02 -1.43164464e+02 -1.84280828e-02
  1.54708370e+02 -1.42665873e+02  4.83355626e-01  1.55199033e+02
 -1.43164716e+02  8.06344867e-03  1.54705767e+02 -1.42659009e+02
  4.93381230e-01  1.55190120e+02 -1.43165751e+02 -1.68846789e-02
  1.54706238e+02 -1.42668015e+02  4.88620221e-01  1.55201752e+02
 -1.43176077e+02  5.12670331e-04  1.54692274e+02 -1.42654276e+02
  4.92105515e-01  1.55209417e+02 -1.43172901e+02  4.77296652e-03
  1.54696873e+02 -1.42655169e+02  4.86775703e-01  1.55195061e+02
 -1.43154512e+02  5.10307704e-03  1.54702282e+02 -1.42655615e+02
  4.88854206e-01  1.55204451e+02 -1.43164146e+02 -1.61190284e-02
  1.54701867e+02 -1.42647942e+02  5.01316433e-01  1.55195374e+02
 -1.43156860e+02  9.61965487e-03  1.54704327e+02 -1.42656771e+02
  5.03293532e-01  1.55211429e+02 -1.43180868e+02 -5.38209703e-03
  1.54691029e+02 -1.42659238e+02  4.90295584e-01  1.55212543e+02
 -1.43175017e+02 -3.50008898e-02  1.54695261e+02 -1.42637559e+02
  4.76300598e-01  1.55214268e+02 -1.43157723e+02 -5.77860272e-03
  1.54692803e+02 -1.42684170e+02  4.78955375e-01  1.55185844e+02
 -1.43165807e+02 -5.48246527e-03  1.54690132e+02 -1.42662395e+02
  4.88848452e-01  1.55195600e+02]
res:  5859 -3.803840809268877e-05 0.014250226620788453 0.023151308844876706
[ 1.20675244e-10 -1.03152056e-05 -2.82855318e-01  1.61511742e+04
 -1.43157257e+02 -1.24232432e-02  1.54697962e+02 -1.42654024e+02
  5.04699580e-01  1.55200511e+02 -1.43164464e+02 -1.84280828e-02
  1.54708370e+02 -1.42665873e+02  4.83355626e-01  1.55199033e+02
 -1.43164716e+02  8.06344867e-03  1.54705767e+02 -1.42659009e+02
  4.93381230e-01  1.55190120e+02 -1.43165751e+02 -1.68846789e-02
  1.54706238e+02 -1.42668015e+02  4.88620221e-01  1.55201752e+02
 -1.43176077e+02  5.12670331e-04  1.54692274e+02 -1.42654276e+02
  4.92105515e-01  1.55209417e+02 -1.43172901e+02  4.77296652e-03
  1.54696873e+02 -1.42655169e+02  4.86775703e-01  1.55195061e+02
 -1.43154512e+02  5.10307704e-03  1.54702282e+02 -1.42655615e+02
  4.88854206e-01  1.55204451e+02 -1.43164146e+02 -1.61190284e-02
  1.54701867e+02 -1.42647942e+02  5.01316433e-01  1.55195374e+02
 -1.43156860e+02  9.61965487e-03  1.54704327e+02 -1.42656771e+02
  5.03293532e-01  1.55211429e+02 -1.43180868e+02 -5.38209703e-03
  1.54691029e+02 -1.42659238e+02  4.90295584e-01  1.55212543e+02
 -1.43175017e+02 -3.50008898e-02  1.54695261e+02 -1.42637559e+02
  4.76300598e-01  1.55214268e+02 -1.43157723e+02 -5.77860272e-03
  1.54692803e+02 -1.42684170e+02  4.78955375e-01  1.55185844e+02
 -1.43165807e+02 -5.48246527e-03  1.54690132e+02 -1.42662395e+02
  4.88848452e-01  1.55195600e+02]
Saving figure to  wave_resid_43670005_fiber238.png
Final values:
res:  -3.803840809268877e-05 0.023151308844876706
pars:  [ 1.20675244e-10 -1.03152056e-05 -2.82855318e-01  1.61511742e+04
 -1.43157257e+02 -1.24232432e-02  1.54697962e+02 -1.42654024e+02
  5.04699580e-01  1.55200511e+02 -1.43164464e+02 -1.84280828e-02
  1.54708370e+02 -1.42665873e+02  4.83355626e-01  1.55199033e+02
 -1.43164716e+02  8.06344867e-03  1.54705767e+02 -1.42659009e+02
  4.93381230e-01  1.55190120e+02 -1.43165751e+02 -1.68846789e-02
  1.54706238e+02 -1.42668015e+02  4.88620221e-01  1.55201752e+02
 -1.43176077e+02  5.12670331e-04  1.54692274e+02 -1.42654276e+02
  4.92105515e-01  1.55209417e+02 -1.43172901e+02  4.77296652e-03
  1.54696873e+02 -1.42655169e+02  4.86775703e-01  1.55195061e+02
 -1.43154512e+02  5.10307704e-03  1.54702282e+02 -1.42655615e+02
  4.88854206e-01  1.55204451e+02 -1.43164146e+02 -1.61190284e-02
  1.54701867e+02 -1.42647942e+02  5.01316433e-01  1.55195374e+02
 -1.43156860e+02  9.61965487e-03  1.54704327e+02 -1.42656771e+02
  5.03293532e-01  1.55211429e+02 -1.43180868e+02 -5.38209703e-03
  1.54691029e+02 -1.42659238e+02  4.90295584e-01  1.55212543e+02
 -1.43175017e+02 -3.50008898e-02  1.54695261e+02 -1.42637559e+02
  4.76300598e-01  1.55214268e+02 -1.43157723e+02 -5.77860272e-03
  1.54692803e+02 -1.42684170e+02  4.78955375e-01  1.55185844e+02
 -1.43165807e+02 -5.48246527e-03  1.54690132e+02 -1.42662395e+02
  4.88848452e-01  1.55195600e+02]
238 [ 1.20675244e-10 -1.03152056e-05 -2.82855318e-01  1.61511742e+04
 -1.43157257e+02 -1.24232432e-02  1.54697962e+02 -1.42654024e+02
  5.04699580e-01  1.55200511e+02 -1.43164464e+02 -1.84280828e-02
  1.54708370e+02 -1.42665873e+02  4.83355626e-01  1.55199033e+02
 -1.43164716e+02  8.06344867e-03  1.54705767e+02 -1.42659009e+02
  4.93381230e-01  1.55190120e+02 -1.43165751e+02 -1.68846789e-02
  1.54706238e+02 -1.42668015e+02  4.88620221e-01  1.55201752e+02
 -1.43176077e+02  5.12670331e-04  1.54692274e+02 -1.42654276e+02
  4.92105515e-01  1.55209417e+02 -1.43172901e+02  4.77296652e-03
  1.54696873e+02 -1.42655169e+02  4.86775703e-01  1.55195061e+02
 -1.43154512e+02  5.10307704e-03  1.54702282e+02 -1.42655615e+02
  4.88854206e-01  1.55204451e+02 -1.43164146e+02 -1.61190284e-02
  1.54701867e+02 -1.42647942e+02  5.01316433e-01  1.55195374e+02
 -1.43156860e+02  9.61965487e-03  1.54704327e+02 -1.42656771e+02
  5.03293532e-01  1.55211429e+02 -1.43180868e+02 -5.38209703e-03
  1.54691029e+02 -1.42659238e+02  4.90295584e-01  1.55212543e+02
 -1.43175017e+02 -3.50008898e-02  1.54695261e+02 -1.42637559e+02
  4.76300598e-01  1.55214268e+02 -1.43157723e+02 -5.77860272e-03
  1.54692803e+02 -1.42684170e+02  4.78955375e-01  1.55185844e+02
 -1.43165807e+02 -5.48246527e-03  1.54690132e+02 -1.42662395e+02
  4.88848452e-01  1.55195600e+02]
--- Row 240/300 row=239 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  239
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=239 ---
Niter:  0 row:  239 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.002051565964393376 0.014396817164197273 0.029682694636742862
[ 1.21038005e-10 -1.03139652e-05 -2.82860481e-01  1.61511530e+04
 -1.43119139e+02  8.12862914e-14  1.54685668e+02]
Niter:  1 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21038005e-10 -1.03139652e-05 -2.82860481e-01  1.61511530e+04
 -1.43119139e+02  8.12862914e-14  1.54685668e+02]
res:  228 0.0007330090620598639 0.013803072661175975 0.022134382152208535
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Niter:  2 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
res:  228 0.0007330090656978427 0.013803072571136 0.022134382152142303
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Niter:  3 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
res:  228 0.0007330090656978427 0.013803072571136 0.022134382152142303
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Niter:  4 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
res:  228 0.0007330090656978427 0.013803072571136 0.022134382152142303
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Niter:  5 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
res:  228 0.0007330090656978427 0.013803072571136 0.022134382152142303
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Niter:  6 row:  239 ngroup:  1 nlines:  244 gd:  228
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
res:  228 0.0007330090656978427 0.013803072571136 0.022134382152142303
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
Final values:
res:  0.0007330090656978427 0.022134382152142303
pars:  [ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
239 [ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02]
elapsed: 2.9 sec.
Niter:  0 row:  239 ngroup:  26 nlines:  6370 gd:  6370
[ 1.21079475e-10 -1.03137238e-05 -2.82861761e-01  1.61511554e+04
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02 -1.43109732e+02  3.19526497e-12
  1.54689108e+02 -1.43109732e+02  3.19526497e-12  1.54689108e+02
 -1.43109732e+02  3.19526497e-12  1.54689108e+02 -1.43109732e+02
  3.19526497e-12  1.54689108e+02]
res:  6370 0.0009484174115641508 0.014246338860175456 0.032261431746204286
[ 1.21079487e-10 -1.03137248e-05 -2.82861733e-01  1.61511538e+04
 -1.43104318e+02  3.10709444e-03  1.54684687e+02 -1.42604446e+02
  5.03800890e-01  1.55177081e+02 -1.43104380e+02 -4.04163773e-03
  1.54673662e+02 -1.42615274e+02  4.98050883e-01  1.55174512e+02
 -1.43094079e+02  2.96002803e-03  1.54676880e+02 -1.42642247e+02
  5.01050647e-01  1.55175971e+02 -1.43078141e+02 -1.35744581e-02
  1.54687799e+02 -1.42607298e+02  4.90122884e-01  1.55183815e+02
 -1.43107817e+02 -2.23653714e-03  1.54689202e+02 -1.42603584e+02
  4.73518954e-01  1.55178243e+02 -1.43096912e+02  4.45970899e-03
  1.54680261e+02 -1.42618577e+02  5.01819368e-01  1.55172189e+02
 -1.43109043e+02 -6.83549445e-03  1.54691384e+02 -1.42607567e+02
  4.94145059e-01  1.55180452e+02 -1.43109667e+02 -8.16483933e-04
  1.54684789e+02 -1.42589446e+02  4.96660206e-01  1.55179180e+02
 -1.43102007e+02  1.14091303e-02  1.54683316e+02 -1.42618371e+02
  4.91125189e-01  1.55188383e+02 -1.43108022e+02 -1.73221462e-02
  1.54673675e+02 -1.42601313e+02  5.00688681e-01  1.55178038e+02
 -1.43115711e+02 -1.44637785e-02  1.54683190e+02 -1.42586944e+02
  5.07152768e-01  1.55180315e+02 -1.43127216e+02 -2.90852240e-02
  1.54674746e+02 -1.42617301e+02  4.93731181e-01  1.55186068e+02
 -1.43123792e+02 -1.95407274e-02  1.54680397e+02 -1.42619478e+02
  5.09255603e-01  1.55174869e+02]
Niter:  1 row:  239 ngroup:  26 nlines:  6370 gd:  5919
[ 1.21079487e-10 -1.03137248e-05 -2.82861733e-01  1.61511538e+04
 -1.43104318e+02  3.10709444e-03  1.54684687e+02 -1.42604446e+02
  5.03800890e-01  1.55177081e+02 -1.43104380e+02 -4.04163773e-03
  1.54673662e+02 -1.42615274e+02  4.98050883e-01  1.55174512e+02
 -1.43094079e+02  2.96002803e-03  1.54676880e+02 -1.42642247e+02
  5.01050647e-01  1.55175971e+02 -1.43078141e+02 -1.35744581e-02
  1.54687799e+02 -1.42607298e+02  4.90122884e-01  1.55183815e+02
 -1.43107817e+02 -2.23653714e-03  1.54689202e+02 -1.42603584e+02
  4.73518954e-01  1.55178243e+02 -1.43096912e+02  4.45970899e-03
  1.54680261e+02 -1.42618577e+02  5.01819368e-01  1.55172189e+02
 -1.43109043e+02 -6.83549445e-03  1.54691384e+02 -1.42607567e+02
  4.94145059e-01  1.55180452e+02 -1.43109667e+02 -8.16483933e-04
  1.54684789e+02 -1.42589446e+02  4.96660206e-01  1.55179180e+02
 -1.43102007e+02  1.14091303e-02  1.54683316e+02 -1.42618371e+02
  4.91125189e-01  1.55188383e+02 -1.43108022e+02 -1.73221462e-02
  1.54673675e+02 -1.42601313e+02  5.00688681e-01  1.55178038e+02
 -1.43115711e+02 -1.44637785e-02  1.54683190e+02 -1.42586944e+02
  5.07152768e-01  1.55180315e+02 -1.43127216e+02 -2.90852240e-02
  1.54674746e+02 -1.42617301e+02  4.93731181e-01  1.55186068e+02
 -1.43123792e+02 -1.95407274e-02  1.54680397e+02 -1.42619478e+02
  5.09255603e-01  1.55174869e+02]
res:  5919 -0.0003125003950117389 0.014197000577041763 0.022421835114183223
[ 1.21079499e-10 -1.03137259e-05 -2.82861705e-01  1.61511522e+04
 -1.43123699e+02 -1.14165064e-02  1.54679574e+02 -1.42610249e+02
  4.96810384e-01  1.55170605e+02 -1.43110341e+02 -3.47020900e-02
  1.54666786e+02 -1.42628947e+02  4.77362821e-01  1.55171981e+02
 -1.43101813e+02 -3.62722848e-03  1.54668107e+02 -1.42623454e+02
  4.82290294e-01  1.55162729e+02 -1.43107823e+02 -2.69866304e-02
  1.54685411e+02 -1.42612116e+02  4.83770281e-01  1.55174435e+02
 -1.43119592e+02 -1.21049836e-02  1.54682808e+02 -1.42617896e+02
  4.70598601e-01  1.55175440e+02 -1.43099761e+02 -6.90832503e-03
  1.54675466e+02 -1.42634576e+02  4.73172817e-01  1.55164838e+02
 -1.43125677e+02 -2.94127211e-02  1.54682026e+02 -1.42601612e+02
  4.81068614e-01  1.55177026e+02 -1.43122267e+02 -1.62972342e-02
  1.54681505e+02 -1.42591084e+02  4.77790190e-01  1.55171734e+02
 -1.43126549e+02 -1.34844415e-02  1.54674215e+02 -1.42629003e+02
  4.83588801e-01  1.55183492e+02 -1.43109508e+02 -2.26452763e-02
  1.54663306e+02 -1.42609937e+02  4.81982892e-01  1.55171059e+02
 -1.43124396e+02 -2.05848310e-02  1.54679403e+02 -1.42599610e+02
  4.93333801e-01  1.55175670e+02 -1.43140126e+02 -4.76669593e-02
  1.54663652e+02 -1.42618572e+02  4.69360277e-01  1.55178730e+02
 -1.43124820e+02 -3.07337936e-02  1.54673593e+02 -1.42637829e+02
  4.94379409e-01  1.55167475e+02]
Niter:  2 row:  239 ngroup:  26 nlines:  6370 gd:  5917
[ 1.21079499e-10 -1.03137259e-05 -2.82861705e-01  1.61511522e+04
 -1.43123699e+02 -1.14165064e-02  1.54679574e+02 -1.42610249e+02
  4.96810384e-01  1.55170605e+02 -1.43110341e+02 -3.47020900e-02
  1.54666786e+02 -1.42628947e+02  4.77362821e-01  1.55171981e+02
 -1.43101813e+02 -3.62722848e-03  1.54668107e+02 -1.42623454e+02
  4.82290294e-01  1.55162729e+02 -1.43107823e+02 -2.69866304e-02
  1.54685411e+02 -1.42612116e+02  4.83770281e-01  1.55174435e+02
 -1.43119592e+02 -1.21049836e-02  1.54682808e+02 -1.42617896e+02
  4.70598601e-01  1.55175440e+02 -1.43099761e+02 -6.90832503e-03
  1.54675466e+02 -1.42634576e+02  4.73172817e-01  1.55164838e+02
 -1.43125677e+02 -2.94127211e-02  1.54682026e+02 -1.42601612e+02
  4.81068614e-01  1.55177026e+02 -1.43122267e+02 -1.62972342e-02
  1.54681505e+02 -1.42591084e+02  4.77790190e-01  1.55171734e+02
 -1.43126549e+02 -1.34844415e-02  1.54674215e+02 -1.42629003e+02
  4.83588801e-01  1.55183492e+02 -1.43109508e+02 -2.26452763e-02
  1.54663306e+02 -1.42609937e+02  4.81982892e-01  1.55171059e+02
 -1.43124396e+02 -2.05848310e-02  1.54679403e+02 -1.42599610e+02
  4.93333801e-01  1.55175670e+02 -1.43140126e+02 -4.76669593e-02
  1.54663652e+02 -1.42618572e+02  4.69360277e-01  1.55178730e+02
 -1.43124820e+02 -3.07337936e-02  1.54673593e+02 -1.42637829e+02
  4.94379409e-01  1.55167475e+02]
res:  5917 -0.00039954732346814126 0.01417523955933575 0.02236132456031592
[ 1.21079511e-10 -1.03137269e-05 -2.82861676e-01  1.61511506e+04
 -1.43130683e+02 -1.71275611e-02  1.54674806e+02 -1.42617233e+02
  4.91094150e-01  1.55165848e+02 -1.43117324e+02 -4.63725516e-02
  1.54662020e+02 -1.42635972e+02  4.68442428e-01  1.55167217e+02
 -1.43108809e+02 -9.32139389e-03  1.54663346e+02 -1.42630446e+02
  4.73716175e-01  1.55157964e+02 -1.43119810e+02 -3.27070794e-02
  1.54682503e+02 -1.42619094e+02  4.78081020e-01  1.55169681e+02
 -1.43126574e+02 -1.47268257e-02  1.54678044e+02 -1.42629869e+02
  4.68158235e-01  1.55170669e+02 -1.43101501e+02 -1.26091851e-02
  1.54670713e+02 -1.42641569e+02  4.64642025e-01  1.55160076e+02
 -1.43132669e+02 -4.09562318e-02  1.54677259e+02 -1.42608609e+02
  4.75367837e-01  1.55172266e+02 -1.43129253e+02 -2.52696688e-02
  1.54676741e+02 -1.42598070e+02  4.69070525e-01  1.55166973e+02
 -1.43138754e+02 -3.21269355e-02  1.54669451e+02 -1.42635994e+02
  4.77879737e-01  1.55178730e+02 -1.43116494e+02 -2.83416970e-02
  1.54658549e+02 -1.42616921e+02  4.73269588e-01  1.55166301e+02
 -1.43131387e+02 -2.62834223e-02  1.54676538e+02 -1.42606580e+02
  4.84449623e-01  1.55170903e+02 -1.43147107e+02 -5.33575798e-02
  1.54658887e+02 -1.42620409e+02  4.63659201e-01  1.55173961e+02
 -1.43131819e+02 -3.64453887e-02  1.54668830e+02 -1.42644796e+02
  4.88692936e-01  1.55162716e+02]
Niter:  3 row:  239 ngroup:  26 nlines:  6370 gd:  5915
[ 1.21079511e-10 -1.03137269e-05 -2.82861676e-01  1.61511506e+04
 -1.43130683e+02 -1.71275611e-02  1.54674806e+02 -1.42617233e+02
  4.91094150e-01  1.55165848e+02 -1.43117324e+02 -4.63725516e-02
  1.54662020e+02 -1.42635972e+02  4.68442428e-01  1.55167217e+02
 -1.43108809e+02 -9.32139389e-03  1.54663346e+02 -1.42630446e+02
  4.73716175e-01  1.55157964e+02 -1.43119810e+02 -3.27070794e-02
  1.54682503e+02 -1.42619094e+02  4.78081020e-01  1.55169681e+02
 -1.43126574e+02 -1.47268257e-02  1.54678044e+02 -1.42629869e+02
  4.68158235e-01  1.55170669e+02 -1.43101501e+02 -1.26091851e-02
  1.54670713e+02 -1.42641569e+02  4.64642025e-01  1.55160076e+02
 -1.43132669e+02 -4.09562318e-02  1.54677259e+02 -1.42608609e+02
  4.75367837e-01  1.55172266e+02 -1.43129253e+02 -2.52696688e-02
  1.54676741e+02 -1.42598070e+02  4.69070525e-01  1.55166973e+02
 -1.43138754e+02 -3.21269355e-02  1.54669451e+02 -1.42635994e+02
  4.77879737e-01  1.55178730e+02 -1.43116494e+02 -2.83416970e-02
  1.54658549e+02 -1.42616921e+02  4.73269588e-01  1.55166301e+02
 -1.43131387e+02 -2.62834223e-02  1.54676538e+02 -1.42606580e+02
  4.84449623e-01  1.55170903e+02 -1.43147107e+02 -5.33575798e-02
  1.54658887e+02 -1.42620409e+02  4.63659201e-01  1.55173961e+02
 -1.43131819e+02 -3.64453887e-02  1.54668830e+02 -1.42644796e+02
  4.88692936e-01  1.55162716e+02]
res:  5915 -0.0008510726902386523 0.013833582912411657 0.022280637359840642
[ 1.20707410e-10 -1.03137773e-05 -2.82853481e-01  1.61511522e+04
 -1.43183119e+02 -1.08458335e-02  1.54720997e+02 -1.42669997e+02
  4.97265393e-01  1.55212131e+02 -1.43169966e+02 -3.99751765e-02
  1.54708310e+02 -1.42690238e+02  4.74007108e-01  1.55213578e+02
 -1.43161506e+02 -2.20622549e-03  1.54709598e+02 -1.42683685e+02
  4.79760413e-01  1.55204242e+02 -1.43171932e+02 -2.71141961e-02
  1.54728868e+02 -1.42671328e+02  4.85376832e-01  1.55215511e+02
 -1.43178909e+02 -8.78263842e-03  1.54724286e+02 -1.42681943e+02
  4.73751714e-01  1.55217454e+02 -1.43155223e+02 -5.69091951e-03
  1.54717013e+02 -1.42694347e+02  4.71105899e-01  1.55206216e+02
 -1.43185656e+02 -3.54323552e-02  1.54723539e+02 -1.42661778e+02
  4.82026596e-01  1.55218511e+02 -1.43182178e+02 -1.94986934e-02
  1.54723061e+02 -1.42650444e+02  4.75877858e-01  1.55213304e+02
 -1.43191607e+02 -2.55043818e-02  1.54715739e+02 -1.42689139e+02
  4.83960566e-01  1.55225036e+02 -1.43169134e+02 -2.14842627e-02
  1.54704876e+02 -1.42668640e+02  4.79507726e-01  1.55212642e+02
 -1.43183911e+02 -1.97072748e-02  1.54722728e+02 -1.42658821e+02
  4.90871451e-01  1.55217258e+02 -1.43199280e+02 -4.59224819e-02
  1.54705143e+02 -1.42673078e+02  4.70283903e-01  1.55220274e+02
 -1.43184739e+02 -3.04555790e-02  1.54715088e+02 -1.42697086e+02
  4.96127137e-01  1.55209199e+02]
Niter:  4 row:  239 ngroup:  26 nlines:  6370 gd:  5887
[ 1.20707410e-10 -1.03137773e-05 -2.82853481e-01  1.61511522e+04
 -1.43183119e+02 -1.08458335e-02  1.54720997e+02 -1.42669997e+02
  4.97265393e-01  1.55212131e+02 -1.43169966e+02 -3.99751765e-02
  1.54708310e+02 -1.42690238e+02  4.74007108e-01  1.55213578e+02
 -1.43161506e+02 -2.20622549e-03  1.54709598e+02 -1.42683685e+02
  4.79760413e-01  1.55204242e+02 -1.43171932e+02 -2.71141961e-02
  1.54728868e+02 -1.42671328e+02  4.85376832e-01  1.55215511e+02
 -1.43178909e+02 -8.78263842e-03  1.54724286e+02 -1.42681943e+02
  4.73751714e-01  1.55217454e+02 -1.43155223e+02 -5.69091951e-03
  1.54717013e+02 -1.42694347e+02  4.71105899e-01  1.55206216e+02
 -1.43185656e+02 -3.54323552e-02  1.54723539e+02 -1.42661778e+02
  4.82026596e-01  1.55218511e+02 -1.43182178e+02 -1.94986934e-02
  1.54723061e+02 -1.42650444e+02  4.75877858e-01  1.55213304e+02
 -1.43191607e+02 -2.55043818e-02  1.54715739e+02 -1.42689139e+02
  4.83960566e-01  1.55225036e+02 -1.43169134e+02 -2.14842627e-02
  1.54704876e+02 -1.42668640e+02  4.79507726e-01  1.55212642e+02
 -1.43183911e+02 -1.97072748e-02  1.54722728e+02 -1.42658821e+02
  4.90871451e-01  1.55217258e+02 -1.43199280e+02 -4.59224819e-02
  1.54705143e+02 -1.42673078e+02  4.70283903e-01  1.55220274e+02
 -1.43184739e+02 -3.04555790e-02  1.54715088e+02 -1.42697086e+02
  4.96127137e-01  1.55209199e+02]
res:  5887 -0.0004068903281222447 0.013951892153272638 0.021867099483056627
[ 1.20707398e-10 -1.03137784e-05 -2.82853510e-01  1.61511538e+04
 -1.43170755e+02 -2.55347015e-03  1.54724608e+02 -1.42657484e+02
  5.05701477e-01  1.55215789e+02 -1.43157679e+02 -2.88397064e-02
  1.54711931e+02 -1.42677123e+02  4.82426942e-01  1.55217152e+02
 -1.43149296e+02 -4.82923320e-04  1.54713226e+02 -1.42670753e+02
  4.88187023e-01  1.55205925e+02 -1.43159416e+02 -1.26735080e-02
  1.54732490e+02 -1.42659098e+02  4.89927260e-01  1.55221364e+02
 -1.43162124e+02 -5.63365144e-04  1.54729751e+02 -1.42674833e+02
  4.85064233e-01  1.55222467e+02 -1.43147968e+02  5.87048539e-03
  1.54720700e+02 -1.42677445e+02  4.82377894e-01  1.55211642e+02
 -1.43172994e+02 -2.60496529e-02  1.54727145e+02 -1.42649085e+02
  4.87307018e-01  1.55222140e+02 -1.43169531e+02 -1.10023081e-02
  1.54726668e+02 -1.42638285e+02  4.84052327e-01  1.55216912e+02
 -1.43179181e+02 -2.08951070e-02  1.54719376e+02 -1.42676342e+02
  4.89285975e-01  1.55228659e+02 -1.43156741e+02 -1.62018624e-02
  1.54708530e+02 -1.42656967e+02  4.87722290e-01  1.55216281e+02
 -1.43171729e+02 -1.44082017e-02  1.54726382e+02 -1.42646497e+02
  4.96179127e-01  1.55220799e+02 -1.43187246e+02 -4.07152514e-02
  1.54708781e+02 -1.42656168e+02  4.75595283e-01  1.55223862e+02
 -1.43172399e+02 -2.19426200e-02  1.54718755e+02 -1.42684654e+02
  5.04326317e-01  1.55214677e+02]
Niter:  5 row:  239 ngroup:  26 nlines:  6370 gd:  5893
[ 1.20707398e-10 -1.03137784e-05 -2.82853510e-01  1.61511538e+04
 -1.43170755e+02 -2.55347015e-03  1.54724608e+02 -1.42657484e+02
  5.05701477e-01  1.55215789e+02 -1.43157679e+02 -2.88397064e-02
  1.54711931e+02 -1.42677123e+02  4.82426942e-01  1.55217152e+02
 -1.43149296e+02 -4.82923320e-04  1.54713226e+02 -1.42670753e+02
  4.88187023e-01  1.55205925e+02 -1.43159416e+02 -1.26735080e-02
  1.54732490e+02 -1.42659098e+02  4.89927260e-01  1.55221364e+02
 -1.43162124e+02 -5.63365144e-04  1.54729751e+02 -1.42674833e+02
  4.85064233e-01  1.55222467e+02 -1.43147968e+02  5.87048539e-03
  1.54720700e+02 -1.42677445e+02  4.82377894e-01  1.55211642e+02
 -1.43172994e+02 -2.60496529e-02  1.54727145e+02 -1.42649085e+02
  4.87307018e-01  1.55222140e+02 -1.43169531e+02 -1.10023081e-02
  1.54726668e+02 -1.42638285e+02  4.84052327e-01  1.55216912e+02
 -1.43179181e+02 -2.08951070e-02  1.54719376e+02 -1.42676342e+02
  4.89285975e-01  1.55228659e+02 -1.43156741e+02 -1.62018624e-02
  1.54708530e+02 -1.42656967e+02  4.87722290e-01  1.55216281e+02
 -1.43171729e+02 -1.44082017e-02  1.54726382e+02 -1.42646497e+02
  4.96179127e-01  1.55220799e+02 -1.43187246e+02 -4.07152514e-02
  1.54708781e+02 -1.42656168e+02  4.75595283e-01  1.55223862e+02
 -1.43172399e+02 -2.19426200e-02  1.54718755e+02 -1.42684654e+02
  5.04326317e-01  1.55214677e+02]
res:  5893 -0.0003498843670968199 0.014003288903040811 0.021929243994597516
[ 1.20682223e-10 -1.03143749e-05 -2.82854553e-01  1.61511554e+04
 -1.43164201e+02 -2.11121861e-03  1.54711212e+02 -1.42650904e+02
  5.10661297e-01  1.55202024e+02 -1.43151080e+02 -2.37877174e-02
  1.54698512e+02 -1.42670701e+02  4.87509761e-01  1.55203657e+02
 -1.43142787e+02  4.54019438e-03  1.54699606e+02 -1.42664201e+02
  4.93221800e-01  1.55192450e+02 -1.43152777e+02 -7.63410282e-03
  1.54718847e+02 -1.42652516e+02  4.94847869e-01  1.55207630e+02
 -1.43155541e+02  4.55186842e-03  1.54713483e+02 -1.42668130e+02
  4.90190294e-01  1.55209184e+02 -1.43141550e+02  1.55503570e-02
  1.54706798e+02 -1.42663472e+02  4.87324047e-01  1.55197988e+02
 -1.43166452e+02 -2.10624601e-02  1.54713779e+02 -1.42642567e+02
  4.97060158e-01  1.55208465e+02 -1.43162952e+02 -5.78921655e-03
  1.54713174e+02 -1.42631744e+02  4.89063664e-01  1.55203314e+02
 -1.43172627e+02 -1.58150561e-02  1.54705867e+02 -1.42669780e+02
  4.89460424e-01  1.55215110e+02 -1.43150185e+02 -1.12486103e-02
  1.54694793e+02 -1.42650401e+02  4.92713154e-01  1.55202603e+02
 -1.43165200e+02 -9.37167859e-03  1.54712960e+02 -1.42639863e+02
  5.01192581e-01  1.55207405e+02 -1.43180679e+02 -3.57913399e-02
  1.54695330e+02 -1.42649632e+02  4.80583795e-01  1.55210555e+02
 -1.43165893e+02 -1.68627237e-02  1.54705250e+02 -1.42678002e+02
  5.09201306e-01  1.55200941e+02]
Niter:  6 row:  239 ngroup:  26 nlines:  6370 gd:  5904
[ 1.20682223e-10 -1.03143749e-05 -2.82854553e-01  1.61511554e+04
 -1.43164201e+02 -2.11121861e-03  1.54711212e+02 -1.42650904e+02
  5.10661297e-01  1.55202024e+02 -1.43151080e+02 -2.37877174e-02
  1.54698512e+02 -1.42670701e+02  4.87509761e-01  1.55203657e+02
 -1.43142787e+02  4.54019438e-03  1.54699606e+02 -1.42664201e+02
  4.93221800e-01  1.55192450e+02 -1.43152777e+02 -7.63410282e-03
  1.54718847e+02 -1.42652516e+02  4.94847869e-01  1.55207630e+02
 -1.43155541e+02  4.55186842e-03  1.54713483e+02 -1.42668130e+02
  4.90190294e-01  1.55209184e+02 -1.43141550e+02  1.55503570e-02
  1.54706798e+02 -1.42663472e+02  4.87324047e-01  1.55197988e+02
 -1.43166452e+02 -2.10624601e-02  1.54713779e+02 -1.42642567e+02
  4.97060158e-01  1.55208465e+02 -1.43162952e+02 -5.78921655e-03
  1.54713174e+02 -1.42631744e+02  4.89063664e-01  1.55203314e+02
 -1.43172627e+02 -1.58150561e-02  1.54705867e+02 -1.42669780e+02
  4.89460424e-01  1.55215110e+02 -1.43150185e+02 -1.12486103e-02
  1.54694793e+02 -1.42650401e+02  4.92713154e-01  1.55202603e+02
 -1.43165200e+02 -9.37167859e-03  1.54712960e+02 -1.42639863e+02
  5.01192581e-01  1.55207405e+02 -1.43180679e+02 -3.57913399e-02
  1.54695330e+02 -1.42649632e+02  4.80583795e-01  1.55210555e+02
 -1.43165893e+02 -1.68627237e-02  1.54705250e+02 -1.42678002e+02
  5.09201306e-01  1.55200941e+02]
res:  5904 -0.0003546991320035886 0.01402724593936 0.02206829339604813
[ 1.20686042e-10 -1.03143749e-05 -2.82854553e-01  1.61511554e+04
 -1.43164201e+02 -2.11121861e-03  1.54711212e+02 -1.42650904e+02
  5.10661297e-01  1.55202024e+02 -1.43151080e+02 -2.37877174e-02
  1.54698512e+02 -1.42670701e+02  4.87509761e-01  1.55203657e+02
 -1.43142787e+02  4.54019438e-03  1.54699606e+02 -1.42664201e+02
  4.93221800e-01  1.55192450e+02 -1.43152777e+02 -7.63410282e-03
  1.54718847e+02 -1.42652516e+02  4.94847869e-01  1.55207630e+02
 -1.43155541e+02  4.55186842e-03  1.54713483e+02 -1.42668130e+02
  4.90190294e-01  1.55209184e+02 -1.43141550e+02  1.55503570e-02
  1.54706798e+02 -1.42663472e+02  4.87324047e-01  1.55197988e+02
 -1.43166452e+02 -2.10624601e-02  1.54713779e+02 -1.42642567e+02
  4.97060158e-01  1.55208465e+02 -1.43162952e+02 -5.78921655e-03
  1.54713174e+02 -1.42631744e+02  4.89063664e-01  1.55203314e+02
 -1.43172627e+02 -1.58150561e-02  1.54705867e+02 -1.42669780e+02
  4.89460424e-01  1.55215110e+02 -1.43150185e+02 -1.12486103e-02
  1.54694793e+02 -1.42650401e+02  4.92713154e-01  1.55202603e+02
 -1.43165200e+02 -9.37167859e-03  1.54712960e+02 -1.42639863e+02
  5.01192581e-01  1.55207405e+02 -1.43180679e+02 -3.57913399e-02
  1.54695330e+02 -1.42649632e+02  4.80583795e-01  1.55210555e+02
 -1.43165893e+02 -1.68627237e-02  1.54705250e+02 -1.42678002e+02
  5.09201306e-01  1.55200941e+02]
Saving figure to  wave_resid_43670005_fiber239.png
Final values:
res:  -0.0003546991320035886 0.02206829339604813
pars:  [ 1.20686042e-10 -1.03143749e-05 -2.82854553e-01  1.61511554e+04
 -1.43164201e+02 -2.11121861e-03  1.54711212e+02 -1.42650904e+02
  5.10661297e-01  1.55202024e+02 -1.43151080e+02 -2.37877174e-02
  1.54698512e+02 -1.42670701e+02  4.87509761e-01  1.55203657e+02
 -1.43142787e+02  4.54019438e-03  1.54699606e+02 -1.42664201e+02
  4.93221800e-01  1.55192450e+02 -1.43152777e+02 -7.63410282e-03
  1.54718847e+02 -1.42652516e+02  4.94847869e-01  1.55207630e+02
 -1.43155541e+02  4.55186842e-03  1.54713483e+02 -1.42668130e+02
  4.90190294e-01  1.55209184e+02 -1.43141550e+02  1.55503570e-02
  1.54706798e+02 -1.42663472e+02  4.87324047e-01  1.55197988e+02
 -1.43166452e+02 -2.10624601e-02  1.54713779e+02 -1.42642567e+02
  4.97060158e-01  1.55208465e+02 -1.43162952e+02 -5.78921655e-03
  1.54713174e+02 -1.42631744e+02  4.89063664e-01  1.55203314e+02
 -1.43172627e+02 -1.58150561e-02  1.54705867e+02 -1.42669780e+02
  4.89460424e-01  1.55215110e+02 -1.43150185e+02 -1.12486103e-02
  1.54694793e+02 -1.42650401e+02  4.92713154e-01  1.55202603e+02
 -1.43165200e+02 -9.37167859e-03  1.54712960e+02 -1.42639863e+02
  5.01192581e-01  1.55207405e+02 -1.43180679e+02 -3.57913399e-02
  1.54695330e+02 -1.42649632e+02  4.80583795e-01  1.55210555e+02
 -1.43165893e+02 -1.68627237e-02  1.54705250e+02 -1.42678002e+02
  5.09201306e-01  1.55200941e+02]
239 [ 1.20686042e-10 -1.03143749e-05 -2.82854553e-01  1.61511554e+04
 -1.43164201e+02 -2.11121861e-03  1.54711212e+02 -1.42650904e+02
  5.10661297e-01  1.55202024e+02 -1.43151080e+02 -2.37877174e-02
  1.54698512e+02 -1.42670701e+02  4.87509761e-01  1.55203657e+02
 -1.43142787e+02  4.54019438e-03  1.54699606e+02 -1.42664201e+02
  4.93221800e-01  1.55192450e+02 -1.43152777e+02 -7.63410282e-03
  1.54718847e+02 -1.42652516e+02  4.94847869e-01  1.55207630e+02
 -1.43155541e+02  4.55186842e-03  1.54713483e+02 -1.42668130e+02
  4.90190294e-01  1.55209184e+02 -1.43141550e+02  1.55503570e-02
  1.54706798e+02 -1.42663472e+02  4.87324047e-01  1.55197988e+02
 -1.43166452e+02 -2.10624601e-02  1.54713779e+02 -1.42642567e+02
  4.97060158e-01  1.55208465e+02 -1.43162952e+02 -5.78921655e-03
  1.54713174e+02 -1.42631744e+02  4.89063664e-01  1.55203314e+02
 -1.43172627e+02 -1.58150561e-02  1.54705867e+02 -1.42669780e+02
  4.89460424e-01  1.55215110e+02 -1.43150185e+02 -1.12486103e-02
  1.54694793e+02 -1.42650401e+02  4.92713154e-01  1.55202603e+02
 -1.43165200e+02 -9.37167859e-03  1.54712960e+02 -1.42639863e+02
  5.01192581e-01  1.55207405e+02 -1.43180679e+02 -3.57913399e-02
  1.54695330e+02 -1.42649632e+02  4.80583795e-01  1.55210555e+02
 -1.43165893e+02 -1.68627237e-02  1.54705250e+02 -1.42678002e+02
  5.09201306e-01  1.55200941e+02]
--- Row 241/300 row=240 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  240
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=240 ---
Niter:  0 row:  240 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.002085012084535265 0.016809979890240356 0.03194135670863327
[ 1.20768678e-10 -1.03149740e-05 -2.82854922e-01  1.61512420e+04
 -1.43165302e+02 -9.91839832e-14  1.54662627e+02]
Niter:  1 row:  240 ngroup:  1 nlines:  244 gd:  230
[ 1.20768678e-10 -1.03149740e-05 -2.82854922e-01  1.61512420e+04
 -1.43165302e+02 -9.91839832e-14  1.54662627e+02]
res:  230 -0.000723355725313013 0.015137121826228395 0.022367353750431192
[ 1.20719415e-10 -1.03146349e-05 -2.82853786e-01  1.61512533e+04
 -1.43131961e+02 -5.57137487e-12  1.54712531e+02]
Niter:  2 row:  240 ngroup:  1 nlines:  244 gd:  229
[ 1.20719415e-10 -1.03146349e-05 -2.82853786e-01  1.61512533e+04
 -1.43131961e+02 -5.57137487e-12  1.54712531e+02]
res:  229 -0.0006940344028407708 0.014493059548840392 0.021819562189904412
[ 1.20831404e-10 -1.03146973e-05 -2.82855388e-01  1.61512544e+04
 -1.43119778e+02 -1.62983361e-11  1.54708416e+02]
Niter:  3 row:  240 ngroup:  1 nlines:  244 gd:  228
[ 1.20831404e-10 -1.03146973e-05 -2.82855388e-01  1.61512544e+04
 -1.43119778e+02 -1.62983361e-11  1.54708416e+02]
res:  228 -0.0006410007144950214 0.014366187992891355 0.021372065176628943
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
Niter:  4 row:  240 ngroup:  1 nlines:  244 gd:  228
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
res:  228 -0.0006410007144950214 0.014366187992891355 0.021372065176628943
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
Niter:  5 row:  240 ngroup:  1 nlines:  244 gd:  228
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
res:  228 -0.0006410007144950214 0.014366187992891355 0.021372065176628943
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
Niter:  6 row:  240 ngroup:  1 nlines:  244 gd:  228
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
res:  228 -0.0006410007144950214 0.014366187992891355 0.021372065176628943
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
Final values:
res:  -0.0006410007144950214 0.021372065176628943
pars:  [ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
240 [ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02]
elapsed: 2.9 sec.
Niter:  0 row:  240 ngroup:  26 nlines:  6304 gd:  6304
[ 1.20851814e-10 -1.03147344e-05 -2.82855598e-01  1.61512554e+04
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02 -1.43115336e+02 -2.51628542e-11
  1.54710265e+02 -1.43115336e+02 -2.51628542e-11  1.54710265e+02
 -1.43115336e+02 -2.51628542e-11  1.54710265e+02 -1.43115336e+02
 -2.51628542e-11  1.54710265e+02]
res:  6304 0.0003600553627620684 0.014035911834071158 0.031190498257018966
[ 1.20851826e-10 -1.03147354e-05 -2.82855570e-01  1.61512538e+04
 -1.43111811e+02  4.16996117e-02  1.54700814e+02 -1.42600946e+02
  5.08778554e-01  1.55207295e+02 -1.43093161e+02  1.40048328e-02
  1.54703686e+02 -1.42612421e+02  5.03282022e-01  1.55199907e+02
 -1.43130773e+02  9.71997378e-03  1.54712220e+02 -1.42589242e+02
  4.94004900e-01  1.55202505e+02 -1.43091087e+02  1.13348978e-02
  1.54697830e+02 -1.42623461e+02  4.74958562e-01  1.55202733e+02
 -1.43112856e+02 -7.55114508e-04  1.54708597e+02 -1.42598459e+02
  5.08091339e-01  1.55203971e+02 -1.43106770e+02  1.93975268e-02
  1.54713382e+02 -1.42594618e+02  4.98753060e-01  1.55202980e+02
 -1.43110999e+02  6.09321969e-03  1.54701299e+02 -1.42607882e+02
  4.88862622e-01  1.55209961e+02 -1.43100688e+02  2.60616413e-02
  1.54704067e+02 -1.42603655e+02  5.00542921e-01  1.55194347e+02
 -1.43091342e+02  1.63387937e-02  1.54708065e+02 -1.42605217e+02
  5.27219449e-01  1.55207268e+02 -1.43108390e+02 -1.05496388e-02
  1.54704568e+02 -1.42611391e+02  4.91397172e-01  1.55196230e+02
 -1.43106821e+02  1.55195005e-03  1.54695907e+02 -1.42612972e+02
  5.16757467e-01  1.55206159e+02 -1.43114473e+02 -5.94257352e-03
  1.54703098e+02 -1.42638890e+02  5.16195961e-01  1.55196922e+02
 -1.43118377e+02  2.51938956e-03  1.54694841e+02 -1.42621777e+02
  5.04119393e-01  1.55189813e+02]
Niter:  1 row:  240 ngroup:  26 nlines:  6304 gd:  5904
[ 1.20851826e-10 -1.03147354e-05 -2.82855570e-01  1.61512538e+04
 -1.43111811e+02  4.16996117e-02  1.54700814e+02 -1.42600946e+02
  5.08778554e-01  1.55207295e+02 -1.43093161e+02  1.40048328e-02
  1.54703686e+02 -1.42612421e+02  5.03282022e-01  1.55199907e+02
 -1.43130773e+02  9.71997378e-03  1.54712220e+02 -1.42589242e+02
  4.94004900e-01  1.55202505e+02 -1.43091087e+02  1.13348978e-02
  1.54697830e+02 -1.42623461e+02  4.74958562e-01  1.55202733e+02
 -1.43112856e+02 -7.55114508e-04  1.54708597e+02 -1.42598459e+02
  5.08091339e-01  1.55203971e+02 -1.43106770e+02  1.93975268e-02
  1.54713382e+02 -1.42594618e+02  4.98753060e-01  1.55202980e+02
 -1.43110999e+02  6.09321969e-03  1.54701299e+02 -1.42607882e+02
  4.88862622e-01  1.55209961e+02 -1.43100688e+02  2.60616413e-02
  1.54704067e+02 -1.42603655e+02  5.00542921e-01  1.55194347e+02
 -1.43091342e+02  1.63387937e-02  1.54708065e+02 -1.42605217e+02
  5.27219449e-01  1.55207268e+02 -1.43108390e+02 -1.05496388e-02
  1.54704568e+02 -1.42611391e+02  4.91397172e-01  1.55196230e+02
 -1.43106821e+02  1.55195005e-03  1.54695907e+02 -1.42612972e+02
  5.16757467e-01  1.55206159e+02 -1.43114473e+02 -5.94257352e-03
  1.54703098e+02 -1.42638890e+02  5.16195961e-01  1.55196922e+02
 -1.43118377e+02  2.51938956e-03  1.54694841e+02 -1.42621777e+02
  5.04119393e-01  1.55189813e+02]
res:  5904 -0.00026049164353025844 0.014015092961017217 0.022704854511386853
[ 1.20851838e-10 -1.03147365e-05 -2.82855542e-01  1.61512521e+04
 -1.43129264e+02 -7.91717332e-03  1.54700743e+02 -1.42606519e+02
  4.72310782e-01  1.55197215e+02 -1.43111425e+02  1.25411269e-02
  1.54691838e+02 -1.42618854e+02  4.82665831e-01  1.55193011e+02
 -1.43131766e+02  3.26554093e-03  1.54705550e+02 -1.42596529e+02
  4.77669573e-01  1.55195864e+02 -1.43085263e+02  1.79519540e-02
  1.54703590e+02 -1.42624081e+02  4.80602123e-01  1.55195636e+02
 -1.43119832e+02 -1.42608404e-02  1.54701052e+02 -1.42617210e+02
  5.00067641e-01  1.55199630e+02 -1.43130993e+02  2.42015843e-03
  1.54707897e+02 -1.42606361e+02  4.82666829e-01  1.55191525e+02
 -1.43116160e+02  8.11692831e-03  1.54691893e+02 -1.42602692e+02
  4.78431715e-01  1.55203466e+02 -1.43102254e+02  3.36324136e-03
  1.54701835e+02 -1.42604721e+02  4.97342989e-01  1.55192669e+02
 -1.43085322e+02 -9.17283620e-03  1.54706405e+02 -1.42604831e+02
  4.91547136e-01  1.55202079e+02 -1.43105400e+02 -2.29688640e-02
  1.54701829e+02 -1.42616159e+02  4.70139690e-01  1.55193376e+02
 -1.43115776e+02 -7.95570792e-03  1.54698567e+02 -1.42619917e+02
  4.88542471e-01  1.55202067e+02 -1.43126720e+02 -1.43605986e-02
  1.54696181e+02 -1.42645321e+02  4.99143900e-01  1.55187296e+02
 -1.43119395e+02  1.94836710e-03  1.54696349e+02 -1.42628763e+02
  4.90583660e-01  1.55185341e+02]
Niter:  2 row:  240 ngroup:  26 nlines:  6304 gd:  5894
[ 1.20851838e-10 -1.03147365e-05 -2.82855542e-01  1.61512521e+04
 -1.43129264e+02 -7.91717332e-03  1.54700743e+02 -1.42606519e+02
  4.72310782e-01  1.55197215e+02 -1.43111425e+02  1.25411269e-02
  1.54691838e+02 -1.42618854e+02  4.82665831e-01  1.55193011e+02
 -1.43131766e+02  3.26554093e-03  1.54705550e+02 -1.42596529e+02
  4.77669573e-01  1.55195864e+02 -1.43085263e+02  1.79519540e-02
  1.54703590e+02 -1.42624081e+02  4.80602123e-01  1.55195636e+02
 -1.43119832e+02 -1.42608404e-02  1.54701052e+02 -1.42617210e+02
  5.00067641e-01  1.55199630e+02 -1.43130993e+02  2.42015843e-03
  1.54707897e+02 -1.42606361e+02  4.82666829e-01  1.55191525e+02
 -1.43116160e+02  8.11692831e-03  1.54691893e+02 -1.42602692e+02
  4.78431715e-01  1.55203466e+02 -1.43102254e+02  3.36324136e-03
  1.54701835e+02 -1.42604721e+02  4.97342989e-01  1.55192669e+02
 -1.43085322e+02 -9.17283620e-03  1.54706405e+02 -1.42604831e+02
  4.91547136e-01  1.55202079e+02 -1.43105400e+02 -2.29688640e-02
  1.54701829e+02 -1.42616159e+02  4.70139690e-01  1.55193376e+02
 -1.43115776e+02 -7.95570792e-03  1.54698567e+02 -1.42619917e+02
  4.88542471e-01  1.55202067e+02 -1.43126720e+02 -1.43605986e-02
  1.54696181e+02 -1.42645321e+02  4.99143900e-01  1.55187296e+02
 -1.43119395e+02  1.94836710e-03  1.54696349e+02 -1.42628763e+02
  4.90583660e-01  1.55185341e+02]
res:  5894 -0.00029371621440077433 0.014006192981469212 0.022534833208024404
[ 1.20851850e-10 -1.03147375e-05 -2.82855513e-01  1.61512505e+04
 -1.43136227e+02 -1.70994138e-02  1.54697966e+02 -1.42613510e+02
  4.63777231e-01  1.55192449e+02 -1.43122823e+02  6.82986679e-03
  1.54687072e+02 -1.42625838e+02  4.73214687e-01  1.55188248e+02
 -1.43138775e+02 -2.45323323e-03  1.54700785e+02 -1.42603532e+02
  4.65341371e-01  1.55191102e+02 -1.43092259e+02  1.83334288e-02
  1.54698841e+02 -1.42631095e+02  4.77877947e-01  1.55190873e+02
 -1.43126808e+02 -2.28617885e-02  1.54696294e+02 -1.42624194e+02
  4.90992177e-01  1.55194859e+02 -1.43137977e+02 -6.36921269e-03
  1.54703133e+02 -1.42618069e+02  4.76957842e-01  1.55186762e+02
 -1.43123169e+02  2.42087780e-03  1.54687127e+02 -1.42609686e+02
  4.72722453e-01  1.55198705e+02 -1.43109261e+02 -5.39141491e-03
  1.54700895e+02 -1.42606570e+02  4.94543238e-01  1.55187905e+02
 -1.43092333e+02 -1.79638232e-02  1.54701631e+02 -1.42606762e+02
  4.79900523e-01  1.55197319e+02 -1.43112394e+02 -2.86860779e-02
  1.54697064e+02 -1.42623169e+02  4.61429998e-01  1.55188606e+02
 -1.43117785e+02 -1.36664254e-02  1.54693811e+02 -1.42626928e+02
  4.73500077e-01  1.55197297e+02 -1.43133704e+02 -2.00777640e-02
  1.54691419e+02 -1.42646903e+02  4.87280364e-01  1.55182528e+02
 -1.43126378e+02 -3.75846991e-03  1.54693471e+02 -1.42635749e+02
  4.84862952e-01  1.55180577e+02]
Niter:  3 row:  240 ngroup:  26 nlines:  6304 gd:  5893
[ 1.20851850e-10 -1.03147375e-05 -2.82855513e-01  1.61512505e+04
 -1.43136227e+02 -1.70994138e-02  1.54697966e+02 -1.42613510e+02
  4.63777231e-01  1.55192449e+02 -1.43122823e+02  6.82986679e-03
  1.54687072e+02 -1.42625838e+02  4.73214687e-01  1.55188248e+02
 -1.43138775e+02 -2.45323323e-03  1.54700785e+02 -1.42603532e+02
  4.65341371e-01  1.55191102e+02 -1.43092259e+02  1.83334288e-02
  1.54698841e+02 -1.42631095e+02  4.77877947e-01  1.55190873e+02
 -1.43126808e+02 -2.28617885e-02  1.54696294e+02 -1.42624194e+02
  4.90992177e-01  1.55194859e+02 -1.43137977e+02 -6.36921269e-03
  1.54703133e+02 -1.42618069e+02  4.76957842e-01  1.55186762e+02
 -1.43123169e+02  2.42087780e-03  1.54687127e+02 -1.42609686e+02
  4.72722453e-01  1.55198705e+02 -1.43109261e+02 -5.39141491e-03
  1.54700895e+02 -1.42606570e+02  4.94543238e-01  1.55187905e+02
 -1.43092333e+02 -1.79638232e-02  1.54701631e+02 -1.42606762e+02
  4.79900523e-01  1.55197319e+02 -1.43112394e+02 -2.86860779e-02
  1.54697064e+02 -1.42623169e+02  4.61429998e-01  1.55188606e+02
 -1.43117785e+02 -1.36664254e-02  1.54693811e+02 -1.42626928e+02
  4.73500077e-01  1.55197297e+02 -1.43133704e+02 -2.00777640e-02
  1.54691419e+02 -1.42646903e+02  4.87280364e-01  1.55182528e+02
 -1.43126378e+02 -3.75846991e-03  1.54693471e+02 -1.42635749e+02
  4.84862952e-01  1.55180577e+02]
res:  5893 -0.0004575353532345616 0.01393765606371744 0.022449193062480322
[ 1.20821529e-10 -1.03150752e-05 -2.82852853e-01  1.61512521e+04
 -1.43156587e+02 -1.13342898e-02  1.54713725e+02 -1.42634527e+02
  4.69120797e-01  1.55208211e+02 -1.43143545e+02  1.23976706e-02
  1.54702834e+02 -1.42646619e+02  4.77311179e-01  1.55203999e+02
 -1.43160301e+02  3.01165490e-03  1.54716583e+02 -1.42624825e+02
  4.71130499e-01  1.55206863e+02 -1.43113361e+02  2.52785362e-02
  1.54714564e+02 -1.42652681e+02  4.83439055e-01  1.55206643e+02
 -1.43147537e+02 -1.73932363e-02  1.54712042e+02 -1.42644977e+02
  4.96811341e-01  1.55210632e+02 -1.43158973e+02 -1.82866647e-03
  1.54718879e+02 -1.42639317e+02  4.82519274e-01  1.55202514e+02
 -1.43144630e+02  8.25647499e-03  1.54702895e+02 -1.42630733e+02
  4.78319860e-01  1.55214464e+02 -1.43130639e+02 -1.13977794e-03
  1.54716631e+02 -1.42627980e+02  5.01186480e-01  1.55203682e+02
 -1.43113736e+02 -1.22845743e-02  1.54717389e+02 -1.42627495e+02
  4.85420488e-01  1.55213052e+02 -1.43133343e+02 -2.32431197e-02
  1.54712823e+02 -1.42644579e+02  4.65463530e-01  1.55204371e+02
 -1.43137134e+02 -8.04895669e-03  1.54709574e+02 -1.42648422e+02
  4.79291666e-01  1.55213068e+02 -1.43154509e+02 -1.45909275e-02
  1.54707205e+02 -1.42667993e+02  4.92860865e-01  1.55198290e+02
 -1.43147172e+02  1.97829113e-03  1.54709201e+02 -1.42656575e+02
  4.90287772e-01  1.55196351e+02]
Niter:  4 row:  240 ngroup:  26 nlines:  6304 gd:  5892
[ 1.20821529e-10 -1.03150752e-05 -2.82852853e-01  1.61512521e+04
 -1.43156587e+02 -1.13342898e-02  1.54713725e+02 -1.42634527e+02
  4.69120797e-01  1.55208211e+02 -1.43143545e+02  1.23976706e-02
  1.54702834e+02 -1.42646619e+02  4.77311179e-01  1.55203999e+02
 -1.43160301e+02  3.01165490e-03  1.54716583e+02 -1.42624825e+02
  4.71130499e-01  1.55206863e+02 -1.43113361e+02  2.52785362e-02
  1.54714564e+02 -1.42652681e+02  4.83439055e-01  1.55206643e+02
 -1.43147537e+02 -1.73932363e-02  1.54712042e+02 -1.42644977e+02
  4.96811341e-01  1.55210632e+02 -1.43158973e+02 -1.82866647e-03
  1.54718879e+02 -1.42639317e+02  4.82519274e-01  1.55202514e+02
 -1.43144630e+02  8.25647499e-03  1.54702895e+02 -1.42630733e+02
  4.78319860e-01  1.55214464e+02 -1.43130639e+02 -1.13977794e-03
  1.54716631e+02 -1.42627980e+02  5.01186480e-01  1.55203682e+02
 -1.43113736e+02 -1.22845743e-02  1.54717389e+02 -1.42627495e+02
  4.85420488e-01  1.55213052e+02 -1.43133343e+02 -2.32431197e-02
  1.54712823e+02 -1.42644579e+02  4.65463530e-01  1.55204371e+02
 -1.43137134e+02 -8.04895669e-03  1.54709574e+02 -1.42648422e+02
  4.79291666e-01  1.55213068e+02 -1.43154509e+02 -1.45909275e-02
  1.54707205e+02 -1.42667993e+02  4.92860865e-01  1.55198290e+02
 -1.43147172e+02  1.97829113e-03  1.54709201e+02 -1.42656575e+02
  4.90287772e-01  1.55196351e+02]
res:  5892 -0.00038637183934042696 0.01386733712752175 0.02242900222458646
[ 1.20821541e-10 -1.03150763e-05 -2.82852825e-01  1.61512505e+04
 -1.43163040e+02 -1.72828107e-02  1.54709625e+02 -1.42640947e+02
  4.63178562e-01  1.55202208e+02 -1.43145804e+02  6.43179986e-03
  1.54698716e+02 -1.42653122e+02  4.69417064e-01  1.55199895e+02
 -1.43166625e+02 -2.93544404e-03  1.54712460e+02 -1.42636600e+02
  4.65179390e-01  1.55202761e+02 -1.43119809e+02  2.09857010e-02
  1.54710542e+02 -1.42659045e+02  4.77496089e-01  1.55202539e+02
 -1.43153906e+02 -2.05676431e-02  1.54707974e+02 -1.42651474e+02
  4.90853505e-01  1.55206492e+02 -1.43165247e+02 -6.55420133e-03
  1.54714782e+02 -1.42650596e+02  4.76575140e-01  1.55198417e+02
 -1.43151024e+02  2.30165093e-03  1.54698778e+02 -1.42637182e+02
  4.72374357e-01  1.55210376e+02 -1.43137065e+02 -8.84034959e-03
  1.54712535e+02 -1.42634406e+02  4.96838317e-01  1.55199560e+02
 -1.43120227e+02 -1.82260955e-02  1.54713238e+02 -1.42639193e+02
  4.79477378e-01  1.55208980e+02 -1.43139909e+02 -2.91958690e-02
  1.54708721e+02 -1.42651042e+02  4.57563846e-01  1.55200241e+02
 -1.43141529e+02 -1.39915035e-02  1.54705509e+02 -1.42654823e+02
  4.73348506e-01  1.55208940e+02 -1.43160982e+02 -1.44942727e-02
  1.54703099e+02 -1.42679488e+02  4.89893678e-01  1.55194157e+02
 -1.43153621e+02 -3.98352385e-03  1.54705154e+02 -1.42663083e+02
  4.84349516e-01  1.55192249e+02]
Niter:  5 row:  240 ngroup:  26 nlines:  6304 gd:  5890
[ 1.20821541e-10 -1.03150763e-05 -2.82852825e-01  1.61512505e+04
 -1.43163040e+02 -1.72828107e-02  1.54709625e+02 -1.42640947e+02
  4.63178562e-01  1.55202208e+02 -1.43145804e+02  6.43179986e-03
  1.54698716e+02 -1.42653122e+02  4.69417064e-01  1.55199895e+02
 -1.43166625e+02 -2.93544404e-03  1.54712460e+02 -1.42636600e+02
  4.65179390e-01  1.55202761e+02 -1.43119809e+02  2.09857010e-02
  1.54710542e+02 -1.42659045e+02  4.77496089e-01  1.55202539e+02
 -1.43153906e+02 -2.05676431e-02  1.54707974e+02 -1.42651474e+02
  4.90853505e-01  1.55206492e+02 -1.43165247e+02 -6.55420133e-03
  1.54714782e+02 -1.42650596e+02  4.76575140e-01  1.55198417e+02
 -1.43151024e+02  2.30165093e-03  1.54698778e+02 -1.42637182e+02
  4.72374357e-01  1.55210376e+02 -1.43137065e+02 -8.84034959e-03
  1.54712535e+02 -1.42634406e+02  4.96838317e-01  1.55199560e+02
 -1.43120227e+02 -1.82260955e-02  1.54713238e+02 -1.42639193e+02
  4.79477378e-01  1.55208980e+02 -1.43139909e+02 -2.91958690e-02
  1.54708721e+02 -1.42651042e+02  4.57563846e-01  1.55200241e+02
 -1.43141529e+02 -1.39915035e-02  1.54705509e+02 -1.42654823e+02
  4.73348506e-01  1.55208940e+02 -1.43160982e+02 -1.44942727e-02
  1.54703099e+02 -1.42679488e+02  4.89893678e-01  1.55194157e+02
 -1.43153621e+02 -3.98352385e-03  1.54705154e+02 -1.42663083e+02
  4.84349516e-01  1.55192249e+02]
res:  5890 -0.000138278537633596 0.013933369669757667 0.022383340049079777
[ 1.20890527e-10 -1.03155002e-05 -2.82853156e-01  1.61512521e+04
 -1.43163768e+02 -1.20082953e-02  1.54708143e+02 -1.42642053e+02
  4.68489733e-01  1.55200761e+02 -1.43146853e+02  1.17629028e-02
  1.54697274e+02 -1.42654124e+02  4.74720353e-01  1.55198422e+02
 -1.43167958e+02  2.37960000e-03  1.54710993e+02 -1.42638019e+02
  4.70470125e-01  1.55201275e+02 -1.43120937e+02  2.62850926e-02
  1.54708923e+02 -1.42660439e+02  4.82763362e-01  1.55201060e+02
 -1.43154788e+02 -1.52488611e-02  1.54706439e+02 -1.42652435e+02
  4.96111404e-01  1.55205094e+02 -1.43166280e+02 -1.28082417e-03
  1.54713314e+02 -1.42651696e+02  4.81866221e-01  1.55196936e+02
 -1.43152346e+02  7.58187932e-03  1.54697330e+02 -1.42638301e+02
  4.77671487e-01  1.55208879e+02 -1.43138344e+02 -3.57381674e-03
  1.54711072e+02 -1.42635701e+02  5.02121921e-01  1.55198092e+02
 -1.43121544e+02 -1.29567238e-02  1.54711863e+02 -1.42640210e+02
  4.84811703e-01  1.55207475e+02 -1.43141030e+02 -2.38916915e-02
  1.54707257e+02 -1.42652368e+02  4.62878074e-01  1.55198832e+02
 -1.43138546e+02 -8.69533777e-03  1.54703951e+02 -1.42656196e+02
  4.78577119e-01  1.55207529e+02 -1.43161981e+02 -9.20023029e-03
  1.54703214e+02 -1.42680447e+02  4.95151524e-01  1.55192732e+02
 -1.43154645e+02  1.35779903e-03  1.54703588e+02 -1.42664132e+02
  4.89666490e-01  1.55190771e+02]
Niter:  6 row:  240 ngroup:  26 nlines:  6304 gd:  5892
[ 1.20890527e-10 -1.03155002e-05 -2.82853156e-01  1.61512521e+04
 -1.43163768e+02 -1.20082953e-02  1.54708143e+02 -1.42642053e+02
  4.68489733e-01  1.55200761e+02 -1.43146853e+02  1.17629028e-02
  1.54697274e+02 -1.42654124e+02  4.74720353e-01  1.55198422e+02
 -1.43167958e+02  2.37960000e-03  1.54710993e+02 -1.42638019e+02
  4.70470125e-01  1.55201275e+02 -1.43120937e+02  2.62850926e-02
  1.54708923e+02 -1.42660439e+02  4.82763362e-01  1.55201060e+02
 -1.43154788e+02 -1.52488611e-02  1.54706439e+02 -1.42652435e+02
  4.96111404e-01  1.55205094e+02 -1.43166280e+02 -1.28082417e-03
  1.54713314e+02 -1.42651696e+02  4.81866221e-01  1.55196936e+02
 -1.43152346e+02  7.58187932e-03  1.54697330e+02 -1.42638301e+02
  4.77671487e-01  1.55208879e+02 -1.43138344e+02 -3.57381674e-03
  1.54711072e+02 -1.42635701e+02  5.02121921e-01  1.55198092e+02
 -1.43121544e+02 -1.29567238e-02  1.54711863e+02 -1.42640210e+02
  4.84811703e-01  1.55207475e+02 -1.43141030e+02 -2.38916915e-02
  1.54707257e+02 -1.42652368e+02  4.62878074e-01  1.55198832e+02
 -1.43138546e+02 -8.69533777e-03  1.54703951e+02 -1.42656196e+02
  4.78577119e-01  1.55207529e+02 -1.43161981e+02 -9.20023029e-03
  1.54703214e+02 -1.42680447e+02  4.95151524e-01  1.55192732e+02
 -1.43154645e+02  1.35779903e-03  1.54703588e+02 -1.42664132e+02
  4.89666490e-01  1.55190771e+02]
res:  5892 -0.00013298804151418153 0.013937473134319589 0.02240746658723091
[ 1.20890131e-10 -1.03155002e-05 -2.82853156e-01  1.61512521e+04
 -1.43163768e+02 -1.20082953e-02  1.54708143e+02 -1.42642053e+02
  4.68489733e-01  1.55200761e+02 -1.43146853e+02  1.17629028e-02
  1.54697274e+02 -1.42654124e+02  4.74720353e-01  1.55198422e+02
 -1.43167958e+02  2.37960000e-03  1.54710993e+02 -1.42638019e+02
  4.70470125e-01  1.55201275e+02 -1.43120937e+02  2.62850926e-02
  1.54708923e+02 -1.42660439e+02  4.82763362e-01  1.55201060e+02
 -1.43154788e+02 -1.52488611e-02  1.54706439e+02 -1.42652435e+02
  4.96111404e-01  1.55205094e+02 -1.43166280e+02 -1.28082417e-03
  1.54713314e+02 -1.42651696e+02  4.81866221e-01  1.55196936e+02
 -1.43152346e+02  7.58187932e-03  1.54697330e+02 -1.42638301e+02
  4.77671487e-01  1.55208879e+02 -1.43138344e+02 -3.57381674e-03
  1.54711072e+02 -1.42635701e+02  5.02121921e-01  1.55198092e+02
 -1.43121544e+02 -1.29567238e-02  1.54711863e+02 -1.42640210e+02
  4.84811703e-01  1.55207475e+02 -1.43141030e+02 -2.38916915e-02
  1.54707257e+02 -1.42652368e+02  4.62878074e-01  1.55198832e+02
 -1.43138546e+02 -8.69533777e-03  1.54703951e+02 -1.42656196e+02
  4.78577119e-01  1.55207529e+02 -1.43161981e+02 -9.20023029e-03
  1.54703214e+02 -1.42680447e+02  4.95151524e-01  1.55192732e+02
 -1.43154645e+02  1.35779903e-03  1.54703588e+02 -1.42664132e+02
  4.89666490e-01  1.55190771e+02]
Saving figure to  wave_resid_43670005_fiber240.png
Final values:
res:  -0.00013298804151418153 0.02240746658723091
pars:  [ 1.20890131e-10 -1.03155002e-05 -2.82853156e-01  1.61512521e+04
 -1.43163768e+02 -1.20082953e-02  1.54708143e+02 -1.42642053e+02
  4.68489733e-01  1.55200761e+02 -1.43146853e+02  1.17629028e-02
  1.54697274e+02 -1.42654124e+02  4.74720353e-01  1.55198422e+02
 -1.43167958e+02  2.37960000e-03  1.54710993e+02 -1.42638019e+02
  4.70470125e-01  1.55201275e+02 -1.43120937e+02  2.62850926e-02
  1.54708923e+02 -1.42660439e+02  4.82763362e-01  1.55201060e+02
 -1.43154788e+02 -1.52488611e-02  1.54706439e+02 -1.42652435e+02
  4.96111404e-01  1.55205094e+02 -1.43166280e+02 -1.28082417e-03
  1.54713314e+02 -1.42651696e+02  4.81866221e-01  1.55196936e+02
 -1.43152346e+02  7.58187932e-03  1.54697330e+02 -1.42638301e+02
  4.77671487e-01  1.55208879e+02 -1.43138344e+02 -3.57381674e-03
  1.54711072e+02 -1.42635701e+02  5.02121921e-01  1.55198092e+02
 -1.43121544e+02 -1.29567238e-02  1.54711863e+02 -1.42640210e+02
  4.84811703e-01  1.55207475e+02 -1.43141030e+02 -2.38916915e-02
  1.54707257e+02 -1.42652368e+02  4.62878074e-01  1.55198832e+02
 -1.43138546e+02 -8.69533777e-03  1.54703951e+02 -1.42656196e+02
  4.78577119e-01  1.55207529e+02 -1.43161981e+02 -9.20023029e-03
  1.54703214e+02 -1.42680447e+02  4.95151524e-01  1.55192732e+02
 -1.43154645e+02  1.35779903e-03  1.54703588e+02 -1.42664132e+02
  4.89666490e-01  1.55190771e+02]
240 [ 1.20890131e-10 -1.03155002e-05 -2.82853156e-01  1.61512521e+04
 -1.43163768e+02 -1.20082953e-02  1.54708143e+02 -1.42642053e+02
  4.68489733e-01  1.55200761e+02 -1.43146853e+02  1.17629028e-02
  1.54697274e+02 -1.42654124e+02  4.74720353e-01  1.55198422e+02
 -1.43167958e+02  2.37960000e-03  1.54710993e+02 -1.42638019e+02
  4.70470125e-01  1.55201275e+02 -1.43120937e+02  2.62850926e-02
  1.54708923e+02 -1.42660439e+02  4.82763362e-01  1.55201060e+02
 -1.43154788e+02 -1.52488611e-02  1.54706439e+02 -1.42652435e+02
  4.96111404e-01  1.55205094e+02 -1.43166280e+02 -1.28082417e-03
  1.54713314e+02 -1.42651696e+02  4.81866221e-01  1.55196936e+02
 -1.43152346e+02  7.58187932e-03  1.54697330e+02 -1.42638301e+02
  4.77671487e-01  1.55208879e+02 -1.43138344e+02 -3.57381674e-03
  1.54711072e+02 -1.42635701e+02  5.02121921e-01  1.55198092e+02
 -1.43121544e+02 -1.29567238e-02  1.54711863e+02 -1.42640210e+02
  4.84811703e-01  1.55207475e+02 -1.43141030e+02 -2.38916915e-02
  1.54707257e+02 -1.42652368e+02  4.62878074e-01  1.55198832e+02
 -1.43138546e+02 -8.69533777e-03  1.54703951e+02 -1.42656196e+02
  4.78577119e-01  1.55207529e+02 -1.43161981e+02 -9.20023029e-03
  1.54703214e+02 -1.42680447e+02  4.95151524e-01  1.55192732e+02
 -1.43154645e+02  1.35779903e-03  1.54703588e+02 -1.42664132e+02
  4.89666490e-01  1.55190771e+02]
--- Row 242/300 row=241 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  241
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=241 ---
Niter:  0 row:  241 ngroup:  1 nlines:  234 gd:  234
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  234 -0.00011433751933509484 0.012295399018512398 0.02826674489572682
[ 1.20548502e-10 -1.03165876e-05 -2.82849835e-01  1.61513320e+04
 -1.43125839e+02  6.57402536e-14  1.54698379e+02]
Niter:  1 row:  241 ngroup:  1 nlines:  234 gd:  215
[ 1.20548502e-10 -1.03165876e-05 -2.82849835e-01  1.61513320e+04
 -1.43125839e+02  6.57402536e-14  1.54698379e+02]
res:  215 0.00027625763596006436 0.012597974839991366 0.02004130198868907
[ 1.20749742e-10 -1.03159819e-05 -2.82853313e-01  1.61513328e+04
 -1.43091335e+02  7.32987275e-12  1.54694641e+02]
Niter:  2 row:  241 ngroup:  1 nlines:  234 gd:  216
[ 1.20749742e-10 -1.03159819e-05 -2.82853313e-01  1.61513328e+04
 -1.43091335e+02  7.32987275e-12  1.54694641e+02]
res:  216 0.00015454363165190443 0.012658630228543188 0.020330728295406834
[ 1.20758211e-10 -1.03159819e-05 -2.82853313e-01  1.61513328e+04
 -1.43091335e+02  7.32987275e-12  1.54694641e+02]
Niter:  3 row:  241 ngroup:  1 nlines:  234 gd:  217
[ 1.20758211e-10 -1.03159819e-05 -2.82853313e-01  1.61513328e+04
 -1.43091335e+02  7.32987275e-12  1.54694641e+02]
res:  217 0.0008076165167949512 0.012930699938806356 0.02061367233256486
[ 1.20821018e-10 -1.03159155e-05 -2.82855034e-01  1.61513319e+04
 -1.43077667e+02  1.27535947e-11  1.54684145e+02]
Niter:  4 row:  241 ngroup:  1 nlines:  234 gd:  215
[ 1.20821018e-10 -1.03159155e-05 -2.82855034e-01  1.61513319e+04
 -1.43077667e+02  1.27535947e-11  1.54684145e+02]
res:  215 0.00020564115948218387 0.012650009741264512 0.01996293033743886
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
Niter:  5 row:  241 ngroup:  1 nlines:  234 gd:  215
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
res:  215 0.00020564115948218387 0.012650009741264512 0.01996293033743886
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
Niter:  6 row:  241 ngroup:  1 nlines:  234 gd:  215
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
res:  215 0.00020564115948218387 0.012650009741264512 0.01996293033743886
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
Final values:
res:  0.00020564115948218387 0.01996293033743886
pars:  [ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
241 [ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02]
elapsed: 2.9 sec.
Niter:  0 row:  241 ngroup:  26 nlines:  6229 gd:  6229
[ 1.21044386e-10 -1.03157316e-05 -2.82857111e-01  1.61513327e+04
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02 -1.43062990e+02 -6.01639733e-13
  1.54682216e+02 -1.43062990e+02 -6.01639733e-13  1.54682216e+02
 -1.43062990e+02 -6.01639733e-13  1.54682216e+02 -1.43062990e+02
 -6.01639733e-13  1.54682216e+02]
res:  6229 0.00037901559880992863 0.014228385602109483 0.03140929204760013
[ 1.21044398e-10 -1.03157326e-05 -2.82857083e-01  1.61513311e+04
 -1.43075517e+02 -2.19850631e-03  1.54679340e+02 -1.42596093e+02
  5.14008999e-01  1.55188223e+02 -1.43072214e+02  4.69692089e-03
  1.54669696e+02 -1.42572287e+02  5.00497743e-01  1.55179108e+02
 -1.43055654e+02  8.00090028e-03  1.54678800e+02 -1.42575130e+02
  4.95788607e-01  1.55184250e+02 -1.43053864e+02  1.29310898e-03
  1.54677309e+02 -1.42586705e+02  5.14399079e-01  1.55173940e+02
 -1.43088732e+02 -7.48800677e-03  1.54682493e+02 -1.42608902e+02
  5.05977431e-01  1.55180497e+02 -1.43083959e+02 -7.33789035e-03
  1.54687595e+02 -1.42574292e+02  4.78257578e-01  1.55187544e+02
 -1.43073464e+02  9.94329766e-03  1.54684140e+02 -1.42557664e+02
  5.19563297e-01  1.55169109e+02 -1.43082630e+02 -5.30491184e-03
  1.54684156e+02 -1.42603128e+02  4.88988743e-01  1.55178352e+02
 -1.43082457e+02  1.12786740e-02  1.54684508e+02 -1.42589519e+02
  4.83891166e-01  1.55175249e+02 -1.43073719e+02 -4.28381503e-03
  1.54681989e+02 -1.42594325e+02  4.92284553e-01  1.55182771e+02
 -1.43084805e+02  3.14007200e-04  1.54670736e+02 -1.42600181e+02
  4.89115275e-01  1.55186756e+02 -1.43081085e+02 -2.51712392e-03
  1.54670503e+02 -1.42581472e+02  4.76071422e-01  1.55170937e+02
 -1.43089145e+02  4.20942458e-03  1.54673030e+02 -1.42558494e+02
  4.88905343e-01  1.55159349e+02]
Niter:  1 row:  241 ngroup:  26 nlines:  6229 gd:  5813
[ 1.21044398e-10 -1.03157326e-05 -2.82857083e-01  1.61513311e+04
 -1.43075517e+02 -2.19850631e-03  1.54679340e+02 -1.42596093e+02
  5.14008999e-01  1.55188223e+02 -1.43072214e+02  4.69692089e-03
  1.54669696e+02 -1.42572287e+02  5.00497743e-01  1.55179108e+02
 -1.43055654e+02  8.00090028e-03  1.54678800e+02 -1.42575130e+02
  4.95788607e-01  1.55184250e+02 -1.43053864e+02  1.29310898e-03
  1.54677309e+02 -1.42586705e+02  5.14399079e-01  1.55173940e+02
 -1.43088732e+02 -7.48800677e-03  1.54682493e+02 -1.42608902e+02
  5.05977431e-01  1.55180497e+02 -1.43083959e+02 -7.33789035e-03
  1.54687595e+02 -1.42574292e+02  4.78257578e-01  1.55187544e+02
 -1.43073464e+02  9.94329766e-03  1.54684140e+02 -1.42557664e+02
  5.19563297e-01  1.55169109e+02 -1.43082630e+02 -5.30491184e-03
  1.54684156e+02 -1.42603128e+02  4.88988743e-01  1.55178352e+02
 -1.43082457e+02  1.12786740e-02  1.54684508e+02 -1.42589519e+02
  4.83891166e-01  1.55175249e+02 -1.43073719e+02 -4.28381503e-03
  1.54681989e+02 -1.42594325e+02  4.92284553e-01  1.55182771e+02
 -1.43084805e+02  3.14007200e-04  1.54670736e+02 -1.42600181e+02
  4.89115275e-01  1.55186756e+02 -1.43081085e+02 -2.51712392e-03
  1.54670503e+02 -1.42581472e+02  4.76071422e-01  1.55170937e+02
 -1.43089145e+02  4.20942458e-03  1.54673030e+02 -1.42558494e+02
  4.88905343e-01  1.55159349e+02]
res:  5813 -0.0006482409444288351 0.014043503626453457 0.023061884242872553
[ 1.21044410e-10 -1.03157336e-05 -2.82857055e-01  1.61513294e+04
 -1.43087224e+02 -8.72187783e-03  1.54676590e+02 -1.42611363e+02
  5.00506584e-01  1.55174372e+02 -1.43079204e+02 -6.39144492e-03
  1.54665069e+02 -1.42578800e+02  4.87860810e-01  1.55166692e+02
 -1.43068895e+02 -1.17374771e-02  1.54670798e+02 -1.42587261e+02
  4.70800718e-01  1.55181793e+02 -1.43064559e+02 -1.94272975e-02
  1.54674871e+02 -1.42588002e+02  5.02789326e-01  1.55171340e+02
 -1.43089936e+02 -8.60977677e-03  1.54675556e+02 -1.42599117e+02
  4.87688072e-01  1.55174951e+02 -1.43095991e+02 -2.49568282e-02
  1.54676315e+02 -1.42586644e+02  4.71114361e-01  1.55168986e+02
 -1.43067045e+02 -1.16533546e-02  1.54677082e+02 -1.42570418e+02
  4.90520116e-01  1.55166608e+02 -1.43104338e+02 -1.57124699e-02
  1.54679391e+02 -1.42597205e+02  4.74498025e-01  1.55172973e+02
 -1.43089436e+02 -1.40055546e-02  1.54674070e+02 -1.42590692e+02
  4.79178278e-01  1.55169949e+02 -1.43085695e+02 -1.38647198e-02
  1.54675610e+02 -1.42594012e+02  4.86454145e-01  1.55167579e+02
 -1.43091797e+02 -4.86583145e-03  1.54667119e+02 -1.42612161e+02
  4.79600499e-01  1.55176087e+02 -1.43081889e+02 -1.41200792e-02
  1.54662668e+02 -1.42607245e+02  4.67692918e-01  1.55168441e+02
 -1.43103029e+02 -1.24971228e-02  1.54668156e+02 -1.42569894e+02
  4.68290553e-01  1.55158833e+02]
Niter:  2 row:  241 ngroup:  26 nlines:  6229 gd:  5802
[ 1.21044410e-10 -1.03157336e-05 -2.82857055e-01  1.61513294e+04
 -1.43087224e+02 -8.72187783e-03  1.54676590e+02 -1.42611363e+02
  5.00506584e-01  1.55174372e+02 -1.43079204e+02 -6.39144492e-03
  1.54665069e+02 -1.42578800e+02  4.87860810e-01  1.55166692e+02
 -1.43068895e+02 -1.17374771e-02  1.54670798e+02 -1.42587261e+02
  4.70800718e-01  1.55181793e+02 -1.43064559e+02 -1.94272975e-02
  1.54674871e+02 -1.42588002e+02  5.02789326e-01  1.55171340e+02
 -1.43089936e+02 -8.60977677e-03  1.54675556e+02 -1.42599117e+02
  4.87688072e-01  1.55174951e+02 -1.43095991e+02 -2.49568282e-02
  1.54676315e+02 -1.42586644e+02  4.71114361e-01  1.55168986e+02
 -1.43067045e+02 -1.16533546e-02  1.54677082e+02 -1.42570418e+02
  4.90520116e-01  1.55166608e+02 -1.43104338e+02 -1.57124699e-02
  1.54679391e+02 -1.42597205e+02  4.74498025e-01  1.55172973e+02
 -1.43089436e+02 -1.40055546e-02  1.54674070e+02 -1.42590692e+02
  4.79178278e-01  1.55169949e+02 -1.43085695e+02 -1.38647198e-02
  1.54675610e+02 -1.42594012e+02  4.86454145e-01  1.55167579e+02
 -1.43091797e+02 -4.86583145e-03  1.54667119e+02 -1.42612161e+02
  4.79600499e-01  1.55176087e+02 -1.43081889e+02 -1.41200792e-02
  1.54662668e+02 -1.42607245e+02  4.67692918e-01  1.55168441e+02
 -1.43103029e+02 -1.24971228e-02  1.54668156e+02 -1.42569894e+02
  4.68290553e-01  1.55158833e+02]
res:  5802 -0.0006817922403570265 0.014074330239964183 0.0228978454008514
[ 1.21044422e-10 -1.03157347e-05 -2.82857027e-01  1.61513278e+04
 -1.43089062e+02 -1.44317821e-02  1.54671829e+02 -1.42623538e+02
  4.94810331e-01  1.55169606e+02 -1.43086194e+02 -1.20860366e-02
  1.54660300e+02 -1.42581371e+02  4.82168180e-01  1.55161934e+02
 -1.43075916e+02 -1.74538569e-02  1.54666036e+02 -1.42594264e+02
  4.61954791e-01  1.55177033e+02 -1.43071541e+02 -2.82756262e-02
  1.54672000e+02 -1.42595011e+02  4.93768191e-01  1.55168473e+02
 -1.43096932e+02 -1.43080623e-02  1.54674842e+02 -1.42606133e+02
  4.78625363e-01  1.55172112e+02 -1.43102955e+02 -3.06686714e-02
  1.54671550e+02 -1.42593648e+02  4.65400567e-01  1.55164230e+02
 -1.43074070e+02 -1.73674837e-02  1.54672319e+02 -1.42577414e+02
  4.75299037e-01  1.55161849e+02 -1.43111322e+02 -2.14025655e-02
  1.54674625e+02 -1.42598963e+02  4.68784374e-01  1.55168211e+02
 -1.43091177e+02 -2.32072337e-02  1.54669303e+02 -1.42597672e+02
  4.73470091e-01  1.55165191e+02 -1.43092699e+02 -1.95756470e-02
  1.54670844e+02 -1.42596205e+02  4.80765139e-01  1.55162818e+02
 -1.43098789e+02 -1.05715121e-02  1.54662356e+02 -1.42619137e+02
  4.73924487e-01  1.55169219e+02 -1.43083748e+02 -1.98203180e-02
  1.54657913e+02 -1.42614229e+02  4.61970054e-01  1.55163677e+02
 -1.43110011e+02 -1.81754334e-02  1.54663392e+02 -1.42576883e+02
  4.62590164e-01  1.55154071e+02]
Niter:  3 row:  241 ngroup:  26 nlines:  6229 gd:  5798
[ 1.21044422e-10 -1.03157347e-05 -2.82857027e-01  1.61513278e+04
 -1.43089062e+02 -1.44317821e-02  1.54671829e+02 -1.42623538e+02
  4.94810331e-01  1.55169606e+02 -1.43086194e+02 -1.20860366e-02
  1.54660300e+02 -1.42581371e+02  4.82168180e-01  1.55161934e+02
 -1.43075916e+02 -1.74538569e-02  1.54666036e+02 -1.42594264e+02
  4.61954791e-01  1.55177033e+02 -1.43071541e+02 -2.82756262e-02
  1.54672000e+02 -1.42595011e+02  4.93768191e-01  1.55168473e+02
 -1.43096932e+02 -1.43080623e-02  1.54674842e+02 -1.42606133e+02
  4.78625363e-01  1.55172112e+02 -1.43102955e+02 -3.06686714e-02
  1.54671550e+02 -1.42593648e+02  4.65400567e-01  1.55164230e+02
 -1.43074070e+02 -1.73674837e-02  1.54672319e+02 -1.42577414e+02
  4.75299037e-01  1.55161849e+02 -1.43111322e+02 -2.14025655e-02
  1.54674625e+02 -1.42598963e+02  4.68784374e-01  1.55168211e+02
 -1.43091177e+02 -2.32072337e-02  1.54669303e+02 -1.42597672e+02
  4.73470091e-01  1.55165191e+02 -1.43092699e+02 -1.95756470e-02
  1.54670844e+02 -1.42596205e+02  4.80765139e-01  1.55162818e+02
 -1.43098789e+02 -1.05715121e-02  1.54662356e+02 -1.42619137e+02
  4.73924487e-01  1.55169219e+02 -1.43083748e+02 -1.98203180e-02
  1.54657913e+02 -1.42614229e+02  4.61970054e-01  1.55163677e+02
 -1.43110011e+02 -1.81754334e-02  1.54663392e+02 -1.42576883e+02
  4.62590164e-01  1.55154071e+02]
res:  5798 -0.0007539444541180274 0.013983978729811497 0.022796605822616927
[ 1.21089019e-10 -1.03161154e-05 -2.82855779e-01  1.61513294e+04
 -1.43101812e+02 -8.94282173e-03  1.54680346e+02 -1.42635391e+02
  5.00382180e-01  1.55178129e+02 -1.43098757e+02 -6.48498014e-03
  1.54668842e+02 -1.42593775e+02  4.87744949e-01  1.55170438e+02
 -1.43089137e+02 -1.20773604e-02  1.54674559e+02 -1.42607086e+02
  4.65739331e-01  1.55185542e+02 -1.43083927e+02 -2.46741773e-02
  1.54680503e+02 -1.42607987e+02  4.97420667e-01  1.55176965e+02
 -1.43109640e+02 -8.75598184e-03  1.54683377e+02 -1.42619271e+02
  4.84082416e-01  1.55180627e+02 -1.43114986e+02 -2.52176245e-02
  1.54680069e+02 -1.42606510e+02  4.70820162e-01  1.55172728e+02
 -1.43087284e+02 -1.19447355e-02  1.54680833e+02 -1.42590089e+02
  4.80739202e-01  1.55170347e+02 -1.43123713e+02 -1.57028255e-02
  1.54683145e+02 -1.42611435e+02  4.74230425e-01  1.55176723e+02
 -1.43103757e+02 -1.77153641e-02  1.54677835e+02 -1.42610080e+02
  4.78946016e-01  1.55173691e+02 -1.43105485e+02 -1.41744205e-02
  1.54679376e+02 -1.42603009e+02  4.86391931e-01  1.55171333e+02
 -1.43111337e+02 -5.06744047e-03  1.54670870e+02 -1.42631425e+02
  4.79680647e-01  1.55177763e+02 -1.43093963e+02 -1.42419605e-02
  1.54666406e+02 -1.42626664e+02  4.67302457e-01  1.55172193e+02
 -1.43122395e+02 -1.24258561e-02  1.54671908e+02 -1.42589399e+02
  4.68145521e-01  1.55162584e+02]
Niter:  4 row:  241 ngroup:  26 nlines:  6229 gd:  5803
[ 1.21089019e-10 -1.03161154e-05 -2.82855779e-01  1.61513294e+04
 -1.43101812e+02 -8.94282173e-03  1.54680346e+02 -1.42635391e+02
  5.00382180e-01  1.55178129e+02 -1.43098757e+02 -6.48498014e-03
  1.54668842e+02 -1.42593775e+02  4.87744949e-01  1.55170438e+02
 -1.43089137e+02 -1.20773604e-02  1.54674559e+02 -1.42607086e+02
  4.65739331e-01  1.55185542e+02 -1.43083927e+02 -2.46741773e-02
  1.54680503e+02 -1.42607987e+02  4.97420667e-01  1.55176965e+02
 -1.43109640e+02 -8.75598184e-03  1.54683377e+02 -1.42619271e+02
  4.84082416e-01  1.55180627e+02 -1.43114986e+02 -2.52176245e-02
  1.54680069e+02 -1.42606510e+02  4.70820162e-01  1.55172728e+02
 -1.43087284e+02 -1.19447355e-02  1.54680833e+02 -1.42590089e+02
  4.80739202e-01  1.55170347e+02 -1.43123713e+02 -1.57028255e-02
  1.54683145e+02 -1.42611435e+02  4.74230425e-01  1.55176723e+02
 -1.43103757e+02 -1.77153641e-02  1.54677835e+02 -1.42610080e+02
  4.78946016e-01  1.55173691e+02 -1.43105485e+02 -1.41744205e-02
  1.54679376e+02 -1.42603009e+02  4.86391931e-01  1.55171333e+02
 -1.43111337e+02 -5.06744047e-03  1.54670870e+02 -1.42631425e+02
  4.79680647e-01  1.55177763e+02 -1.43093963e+02 -1.42419605e-02
  1.54666406e+02 -1.42626664e+02  4.67302457e-01  1.55172193e+02
 -1.43122395e+02 -1.24258561e-02  1.54671908e+02 -1.42589399e+02
  4.68145521e-01  1.55162584e+02]
res:  5803 -0.0006552280501637142 0.014050718295038678 0.022856691647491746
[ 1.21089031e-10 -1.03161165e-05 -2.82855751e-01  1.61513278e+04
 -1.43109107e+02 -1.48458050e-02  1.54676140e+02 -1.42642214e+02
  4.94485601e-01  1.55173908e+02 -1.43105696e+02 -1.23841789e-02
  1.54664600e+02 -1.42600737e+02  4.81843373e-01  1.55166248e+02
 -1.43096050e+02 -1.79767261e-02  1.54670345e+02 -1.42614018e+02
  4.61431596e-01  1.55181345e+02 -1.43086533e+02 -3.20157990e-02
  1.54676311e+02 -1.42614910e+02  4.90134122e-01  1.55172787e+02
 -1.43116531e+02 -1.46659614e-02  1.54679148e+02 -1.42626160e+02
  4.78182759e-01  1.55176430e+02 -1.43121899e+02 -3.11332132e-02
  1.54675854e+02 -1.42613427e+02  4.64900801e-01  1.55168545e+02
 -1.43094265e+02 -1.78766266e-02  1.54676626e+02 -1.42597050e+02
  4.74824520e-01  1.55166161e+02 -1.43130688e+02 -2.16006303e-02
  1.54678929e+02 -1.42618300e+02  4.68311866e-01  1.55172520e+02
 -1.43110662e+02 -2.36325657e-02  1.54673603e+02 -1.42616960e+02
  4.73043294e-01  1.55169505e+02 -1.43112480e+02 -2.00714527e-02
  1.54675149e+02 -1.42605725e+02  4.80495075e-01  1.55167127e+02
 -1.43118305e+02 -1.09769967e-02  1.54666664e+02 -1.42638368e+02
  4.73790755e-01  1.55173514e+02 -1.43098827e+02 -2.01621911e-02
  1.54662231e+02 -1.42633578e+02  4.61382225e-01  1.55167980e+02
 -1.43129358e+02 -1.83192122e-02  1.54667699e+02 -1.42592222e+02
  4.62244581e-01  1.55158378e+02]
Niter:  5 row:  241 ngroup:  26 nlines:  6229 gd:  5802
[ 1.21089031e-10 -1.03161165e-05 -2.82855751e-01  1.61513278e+04
 -1.43109107e+02 -1.48458050e-02  1.54676140e+02 -1.42642214e+02
  4.94485601e-01  1.55173908e+02 -1.43105696e+02 -1.23841789e-02
  1.54664600e+02 -1.42600737e+02  4.81843373e-01  1.55166248e+02
 -1.43096050e+02 -1.79767261e-02  1.54670345e+02 -1.42614018e+02
  4.61431596e-01  1.55181345e+02 -1.43086533e+02 -3.20157990e-02
  1.54676311e+02 -1.42614910e+02  4.90134122e-01  1.55172787e+02
 -1.43116531e+02 -1.46659614e-02  1.54679148e+02 -1.42626160e+02
  4.78182759e-01  1.55176430e+02 -1.43121899e+02 -3.11332132e-02
  1.54675854e+02 -1.42613427e+02  4.64900801e-01  1.55168545e+02
 -1.43094265e+02 -1.78766266e-02  1.54676626e+02 -1.42597050e+02
  4.74824520e-01  1.55166161e+02 -1.43130688e+02 -2.16006303e-02
  1.54678929e+02 -1.42618300e+02  4.68311866e-01  1.55172520e+02
 -1.43110662e+02 -2.36325657e-02  1.54673603e+02 -1.42616960e+02
  4.73043294e-01  1.55169505e+02 -1.43112480e+02 -2.00714527e-02
  1.54675149e+02 -1.42605725e+02  4.80495075e-01  1.55167127e+02
 -1.43118305e+02 -1.09769967e-02  1.54666664e+02 -1.42638368e+02
  4.73790755e-01  1.55173514e+02 -1.43098827e+02 -2.01621911e-02
  1.54662231e+02 -1.42633578e+02  4.61382225e-01  1.55167980e+02
 -1.43129358e+02 -1.83192122e-02  1.54667699e+02 -1.42592222e+02
  4.62244581e-01  1.55158378e+02]
res:  5802 -0.00048481858539162204 0.014069473187191761 0.022832109271289213
[ 1.21198286e-10 -1.03165550e-05 -2.82856647e-01  1.61513294e+04
 -1.43107440e+02 -9.58654367e-03  1.54672205e+02 -1.42640008e+02
  4.99632230e-01  1.55170026e+02 -1.43103997e+02 -7.16144135e-03
  1.54660732e+02 -1.42598938e+02  4.86992285e-01  1.55162290e+02
 -1.43094739e+02 -1.26708950e-02  1.54666422e+02 -1.42612461e+02
  4.66713235e-01  1.55177406e+02 -1.43084802e+02 -2.67211619e-02
  1.54672369e+02 -1.42613475e+02  4.91588638e-01  1.55168837e+02
 -1.43114862e+02 -9.46188666e-03  1.54675241e+02 -1.42624761e+02
  4.83447820e-01  1.55172455e+02 -1.43119825e+02 -2.58159478e-02
  1.54671964e+02 -1.42611894e+02  4.70201162e-01  1.55164586e+02
 -1.43092949e+02 -1.25748193e-02  1.54672717e+02 -1.42595450e+02
  4.80128039e-01  1.55162223e+02 -1.43128884e+02 -1.64463257e-02
  1.54675041e+02 -1.42616506e+02  4.73593940e-01  1.55168600e+02
 -1.43115146e+02 -1.83528331e-02  1.54669729e+02 -1.42615119e+02
  4.78305254e-01  1.55165555e+02 -1.43110932e+02 -1.47682048e-02
  1.54671257e+02 -1.42604018e+02  4.85610453e-01  1.55163203e+02
 -1.43116582e+02 -9.90119496e-03  1.54662751e+02 -1.42636528e+02
  4.78848002e-01  1.55169674e+02 -1.43097424e+02 -1.49249156e-02
  1.54658250e+02 -1.42631753e+02  4.66747465e-01  1.55164093e+02
 -1.43127583e+02 -1.32006061e-02  1.54663793e+02 -1.42590623e+02
  4.67433583e-01  1.55154467e+02]
Niter:  6 row:  241 ngroup:  26 nlines:  6229 gd:  5800
[ 1.21198286e-10 -1.03165550e-05 -2.82856647e-01  1.61513294e+04
 -1.43107440e+02 -9.58654367e-03  1.54672205e+02 -1.42640008e+02
  4.99632230e-01  1.55170026e+02 -1.43103997e+02 -7.16144135e-03
  1.54660732e+02 -1.42598938e+02  4.86992285e-01  1.55162290e+02
 -1.43094739e+02 -1.26708950e-02  1.54666422e+02 -1.42612461e+02
  4.66713235e-01  1.55177406e+02 -1.43084802e+02 -2.67211619e-02
  1.54672369e+02 -1.42613475e+02  4.91588638e-01  1.55168837e+02
 -1.43114862e+02 -9.46188666e-03  1.54675241e+02 -1.42624761e+02
  4.83447820e-01  1.55172455e+02 -1.43119825e+02 -2.58159478e-02
  1.54671964e+02 -1.42611894e+02  4.70201162e-01  1.55164586e+02
 -1.43092949e+02 -1.25748193e-02  1.54672717e+02 -1.42595450e+02
  4.80128039e-01  1.55162223e+02 -1.43128884e+02 -1.64463257e-02
  1.54675041e+02 -1.42616506e+02  4.73593940e-01  1.55168600e+02
 -1.43115146e+02 -1.83528331e-02  1.54669729e+02 -1.42615119e+02
  4.78305254e-01  1.55165555e+02 -1.43110932e+02 -1.47682048e-02
  1.54671257e+02 -1.42604018e+02  4.85610453e-01  1.55163203e+02
 -1.43116582e+02 -9.90119496e-03  1.54662751e+02 -1.42636528e+02
  4.78848002e-01  1.55169674e+02 -1.43097424e+02 -1.49249156e-02
  1.54658250e+02 -1.42631753e+02  4.66747465e-01  1.55164093e+02
 -1.43127583e+02 -1.32006061e-02  1.54663793e+02 -1.42590623e+02
  4.67433583e-01  1.55154467e+02]
res:  5800 -0.0004702019869000651 0.014086799399592564 0.02280300454505907
[ 1.21195166e-10 -1.03165550e-05 -2.82856647e-01  1.61513294e+04
 -1.43107440e+02 -9.58654367e-03  1.54672205e+02 -1.42640008e+02
  4.99632230e-01  1.55170026e+02 -1.43103997e+02 -7.16144135e-03
  1.54660732e+02 -1.42598938e+02  4.86992285e-01  1.55162290e+02
 -1.43094739e+02 -1.26708950e-02  1.54666422e+02 -1.42612461e+02
  4.66713235e-01  1.55177406e+02 -1.43084802e+02 -2.67211619e-02
  1.54672369e+02 -1.42613475e+02  4.91588638e-01  1.55168837e+02
 -1.43114862e+02 -9.46188666e-03  1.54675241e+02 -1.42624761e+02
  4.83447820e-01  1.55172455e+02 -1.43119825e+02 -2.58159478e-02
  1.54671964e+02 -1.42611894e+02  4.70201162e-01  1.55164586e+02
 -1.43092949e+02 -1.25748193e-02  1.54672717e+02 -1.42595450e+02
  4.80128039e-01  1.55162223e+02 -1.43128884e+02 -1.64463257e-02
  1.54675041e+02 -1.42616506e+02  4.73593940e-01  1.55168600e+02
 -1.43115146e+02 -1.83528331e-02  1.54669729e+02 -1.42615119e+02
  4.78305254e-01  1.55165555e+02 -1.43110932e+02 -1.47682048e-02
  1.54671257e+02 -1.42604018e+02  4.85610453e-01  1.55163203e+02
 -1.43116582e+02 -9.90119496e-03  1.54662751e+02 -1.42636528e+02
  4.78848002e-01  1.55169674e+02 -1.43097424e+02 -1.49249156e-02
  1.54658250e+02 -1.42631753e+02  4.66747465e-01  1.55164093e+02
 -1.43127583e+02 -1.32006061e-02  1.54663793e+02 -1.42590623e+02
  4.67433583e-01  1.55154467e+02]
Saving figure to  wave_resid_43670005_fiber241.png
Final values:
res:  -0.0004702019869000651 0.02280300454505907
pars:  [ 1.21195166e-10 -1.03165550e-05 -2.82856647e-01  1.61513294e+04
 -1.43107440e+02 -9.58654367e-03  1.54672205e+02 -1.42640008e+02
  4.99632230e-01  1.55170026e+02 -1.43103997e+02 -7.16144135e-03
  1.54660732e+02 -1.42598938e+02  4.86992285e-01  1.55162290e+02
 -1.43094739e+02 -1.26708950e-02  1.54666422e+02 -1.42612461e+02
  4.66713235e-01  1.55177406e+02 -1.43084802e+02 -2.67211619e-02
  1.54672369e+02 -1.42613475e+02  4.91588638e-01  1.55168837e+02
 -1.43114862e+02 -9.46188666e-03  1.54675241e+02 -1.42624761e+02
  4.83447820e-01  1.55172455e+02 -1.43119825e+02 -2.58159478e-02
  1.54671964e+02 -1.42611894e+02  4.70201162e-01  1.55164586e+02
 -1.43092949e+02 -1.25748193e-02  1.54672717e+02 -1.42595450e+02
  4.80128039e-01  1.55162223e+02 -1.43128884e+02 -1.64463257e-02
  1.54675041e+02 -1.42616506e+02  4.73593940e-01  1.55168600e+02
 -1.43115146e+02 -1.83528331e-02  1.54669729e+02 -1.42615119e+02
  4.78305254e-01  1.55165555e+02 -1.43110932e+02 -1.47682048e-02
  1.54671257e+02 -1.42604018e+02  4.85610453e-01  1.55163203e+02
 -1.43116582e+02 -9.90119496e-03  1.54662751e+02 -1.42636528e+02
  4.78848002e-01  1.55169674e+02 -1.43097424e+02 -1.49249156e-02
  1.54658250e+02 -1.42631753e+02  4.66747465e-01  1.55164093e+02
 -1.43127583e+02 -1.32006061e-02  1.54663793e+02 -1.42590623e+02
  4.67433583e-01  1.55154467e+02]
241 [ 1.21195166e-10 -1.03165550e-05 -2.82856647e-01  1.61513294e+04
 -1.43107440e+02 -9.58654367e-03  1.54672205e+02 -1.42640008e+02
  4.99632230e-01  1.55170026e+02 -1.43103997e+02 -7.16144135e-03
  1.54660732e+02 -1.42598938e+02  4.86992285e-01  1.55162290e+02
 -1.43094739e+02 -1.26708950e-02  1.54666422e+02 -1.42612461e+02
  4.66713235e-01  1.55177406e+02 -1.43084802e+02 -2.67211619e-02
  1.54672369e+02 -1.42613475e+02  4.91588638e-01  1.55168837e+02
 -1.43114862e+02 -9.46188666e-03  1.54675241e+02 -1.42624761e+02
  4.83447820e-01  1.55172455e+02 -1.43119825e+02 -2.58159478e-02
  1.54671964e+02 -1.42611894e+02  4.70201162e-01  1.55164586e+02
 -1.43092949e+02 -1.25748193e-02  1.54672717e+02 -1.42595450e+02
  4.80128039e-01  1.55162223e+02 -1.43128884e+02 -1.64463257e-02
  1.54675041e+02 -1.42616506e+02  4.73593940e-01  1.55168600e+02
 -1.43115146e+02 -1.83528331e-02  1.54669729e+02 -1.42615119e+02
  4.78305254e-01  1.55165555e+02 -1.43110932e+02 -1.47682048e-02
  1.54671257e+02 -1.42604018e+02  4.85610453e-01  1.55163203e+02
 -1.43116582e+02 -9.90119496e-03  1.54662751e+02 -1.42636528e+02
  4.78848002e-01  1.55169674e+02 -1.43097424e+02 -1.49249156e-02
  1.54658250e+02 -1.42631753e+02  4.66747465e-01  1.55164093e+02
 -1.43127583e+02 -1.32006061e-02  1.54663793e+02 -1.42590623e+02
  4.67433583e-01  1.55154467e+02]
--- Row 243/300 row=242 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  242
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=242 ---
Niter:  0 row:  242 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 -0.0003093824097959441 0.012123118325689575 0.02748821475998562
[ 1.21079149e-10 -1.03162932e-05 -2.82855885e-01  1.61513187e+04
 -1.43086465e+02  1.80558455e-14  1.54681805e+02]
Niter:  1 row:  242 ngroup:  1 nlines:  238 gd:  222
[ 1.21079149e-10 -1.03162932e-05 -2.82855885e-01  1.61513187e+04
 -1.43086465e+02  1.80558455e-14  1.54681805e+02]
res:  222 -0.0004692555176006863 0.012132385839322524 0.020516673942301708
[ 1.20687901e-10 -1.03158156e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Niter:  2 row:  242 ngroup:  1 nlines:  238 gd:  223
[ 1.20687901e-10 -1.03158156e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
res:  223 -0.0004842677217311575 0.012204915674374206 0.020775371720270316
[ 1.20682954e-10 -1.03158156e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Niter:  3 row:  242 ngroup:  1 nlines:  238 gd:  223
[ 1.20682954e-10 -1.03158156e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
res:  223 -0.0005094580819786643 0.012124001358643 0.02077561301343731
[ 1.20686450e-10 -1.03158107e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Niter:  4 row:  242 ngroup:  1 nlines:  238 gd:  223
[ 1.20686450e-10 -1.03158107e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
res:  223 -0.0005222854942985578 0.012185975602733379 0.020775417327554096
[ 1.20682223e-10 -1.03158107e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Niter:  5 row:  242 ngroup:  1 nlines:  238 gd:  223
[ 1.20682223e-10 -1.03158107e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
res:  223 -0.0005439100968942512 0.012116645063542819 0.020775618358645522
[ 1.20685217e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Niter:  6 row:  242 ngroup:  1 nlines:  238 gd:  223
[ 1.20685217e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
res:  223 -0.0005548973349505104 0.012169728712251526 0.02077546403317827
[ 1.20681597e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
Final values:
res:  -0.0005548973349505104 0.02077546403317827
pars:  [ 1.20681597e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
242 [ 1.20681597e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02]
elapsed: 3.0 sec.
Niter:  0 row:  242 ngroup:  26 nlines:  6360 gd:  6360
[ 1.20681597e-10 -1.03158064e-05 -2.82850480e-01  1.61513167e+04
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02 -1.43121707e+02  9.74863359e-12
  1.54702584e+02 -1.43121707e+02  9.74863359e-12  1.54702584e+02
 -1.43121707e+02  9.74863359e-12  1.54702584e+02 -1.43121707e+02
  9.74863359e-12  1.54702584e+02]
res:  6360 -0.0003094917265116237 0.01376819213055569 0.031002112831541393
[ 1.20681609e-10 -1.03158075e-05 -2.82850452e-01  1.61513151e+04
 -1.43123242e+02 -1.20211856e-02  1.54699473e+02 -1.42623491e+02
  4.92589009e-01  1.55215978e+02 -1.43117887e+02  9.10521671e-03
  1.54700740e+02 -1.42637138e+02  4.89631506e-01  1.55203579e+02
 -1.43119813e+02 -5.04143184e-03  1.54711352e+02 -1.42641352e+02
  5.03180051e-01  1.55197666e+02 -1.43118733e+02 -1.91673632e-02
  1.54704339e+02 -1.42638838e+02  4.96056975e-01  1.55205267e+02
 -1.43120926e+02 -8.23100582e-03  1.54703787e+02 -1.42630508e+02
  4.88347317e-01  1.55213167e+02 -1.43135268e+02  1.67903164e-02
  1.54703679e+02 -1.42650544e+02  4.81788182e-01  1.55205791e+02
 -1.43126530e+02 -2.83114814e-02  1.54709863e+02 -1.42640754e+02
  5.02316042e-01  1.55210043e+02 -1.43144154e+02 -2.30203918e-02
  1.54704362e+02 -1.42627270e+02  4.81105235e-01  1.55193534e+02
 -1.43134103e+02 -1.29134111e-02  1.54716353e+02 -1.42616080e+02
  4.85691345e-01  1.55205714e+02 -1.43135209e+02 -1.26837345e-02
  1.54700873e+02 -1.42647213e+02  4.79737404e-01  1.55210196e+02
 -1.43148939e+02 -1.18805160e-02  1.54700289e+02 -1.42634250e+02
  4.77805527e-01  1.55203502e+02 -1.43141183e+02 -1.31994267e-02
  1.54697464e+02 -1.42638650e+02  4.77882023e-01  1.55197373e+02
 -1.43108743e+02 -1.43255490e-02  1.54700034e+02 -1.42624654e+02
  4.63098983e-01  1.55196283e+02]
Niter:  1 row:  242 ngroup:  26 nlines:  6360 gd:  5918
[ 1.20681609e-10 -1.03158075e-05 -2.82850452e-01  1.61513151e+04
 -1.43123242e+02 -1.20211856e-02  1.54699473e+02 -1.42623491e+02
  4.92589009e-01  1.55215978e+02 -1.43117887e+02  9.10521671e-03
  1.54700740e+02 -1.42637138e+02  4.89631506e-01  1.55203579e+02
 -1.43119813e+02 -5.04143184e-03  1.54711352e+02 -1.42641352e+02
  5.03180051e-01  1.55197666e+02 -1.43118733e+02 -1.91673632e-02
  1.54704339e+02 -1.42638838e+02  4.96056975e-01  1.55205267e+02
 -1.43120926e+02 -8.23100582e-03  1.54703787e+02 -1.42630508e+02
  4.88347317e-01  1.55213167e+02 -1.43135268e+02  1.67903164e-02
  1.54703679e+02 -1.42650544e+02  4.81788182e-01  1.55205791e+02
 -1.43126530e+02 -2.83114814e-02  1.54709863e+02 -1.42640754e+02
  5.02316042e-01  1.55210043e+02 -1.43144154e+02 -2.30203918e-02
  1.54704362e+02 -1.42627270e+02  4.81105235e-01  1.55193534e+02
 -1.43134103e+02 -1.29134111e-02  1.54716353e+02 -1.42616080e+02
  4.85691345e-01  1.55205714e+02 -1.43135209e+02 -1.26837345e-02
  1.54700873e+02 -1.42647213e+02  4.79737404e-01  1.55210196e+02
 -1.43148939e+02 -1.18805160e-02  1.54700289e+02 -1.42634250e+02
  4.77805527e-01  1.55203502e+02 -1.43141183e+02 -1.31994267e-02
  1.54697464e+02 -1.42638650e+02  4.77882023e-01  1.55197373e+02
 -1.43108743e+02 -1.43255490e-02  1.54700034e+02 -1.42624654e+02
  4.63098983e-01  1.55196283e+02]
res:  5918 -0.0006902598533997661 0.013778691461084236 0.02208790376506754
[ 1.20681621e-10 -1.03158064e-05 -2.82850424e-01  1.61513135e+04
 -1.43135165e+02 -1.13913421e-02  1.54694856e+02 -1.42634041e+02
  4.65068117e-01  1.55210963e+02 -1.43124857e+02 -1.43676628e-02
  1.54696868e+02 -1.42637707e+02  4.76614541e-01  1.55200386e+02
 -1.43126823e+02 -2.06755241e-02  1.54706959e+02 -1.42647741e+02
  4.81217824e-01  1.55192338e+02 -1.43128741e+02 -3.24682410e-02
  1.54701312e+02 -1.42642509e+02  4.87656499e-01  1.55197114e+02
 -1.43135676e+02 -1.87458580e-02  1.54706179e+02 -1.42629732e+02
  4.80982647e-01  1.55205593e+02 -1.43137255e+02 -8.14634144e-03
  1.54696667e+02 -1.42651614e+02  4.66067107e-01  1.55193772e+02
 -1.43139803e+02 -2.16873761e-02  1.54707988e+02 -1.42648103e+02
  4.89950744e-01  1.55207011e+02 -1.43138302e+02 -2.72813243e-02
  1.54695351e+02 -1.42627995e+02  4.75207126e-01  1.55190607e+02
 -1.43145463e+02 -2.37634420e-02  1.54707750e+02 -1.42624197e+02
  4.77356106e-01  1.55200983e+02 -1.43147100e+02 -2.55158671e-02
  1.54697495e+02 -1.42659560e+02  4.81300446e-01  1.55204771e+02
 -1.43167985e+02 -1.99679713e-02  1.54693234e+02 -1.42637013e+02
  4.77964140e-01  1.55194721e+02 -1.43153111e+02 -2.29822853e-02
  1.54690512e+02 -1.42639924e+02  4.70718060e-01  1.55193978e+02
 -1.43122419e+02 -2.18458447e-02  1.54695265e+02 -1.42633777e+02
  4.56354468e-01  1.55194500e+02]
Niter:  2 row:  242 ngroup:  26 nlines:  6360 gd:  5922
[ 1.20681621e-10 -1.03158064e-05 -2.82850424e-01  1.61513135e+04
 -1.43135165e+02 -1.13913421e-02  1.54694856e+02 -1.42634041e+02
  4.65068117e-01  1.55210963e+02 -1.43124857e+02 -1.43676628e-02
  1.54696868e+02 -1.42637707e+02  4.76614541e-01  1.55200386e+02
 -1.43126823e+02 -2.06755241e-02  1.54706959e+02 -1.42647741e+02
  4.81217824e-01  1.55192338e+02 -1.43128741e+02 -3.24682410e-02
  1.54701312e+02 -1.42642509e+02  4.87656499e-01  1.55197114e+02
 -1.43135676e+02 -1.87458580e-02  1.54706179e+02 -1.42629732e+02
  4.80982647e-01  1.55205593e+02 -1.43137255e+02 -8.14634144e-03
  1.54696667e+02 -1.42651614e+02  4.66067107e-01  1.55193772e+02
 -1.43139803e+02 -2.16873761e-02  1.54707988e+02 -1.42648103e+02
  4.89950744e-01  1.55207011e+02 -1.43138302e+02 -2.72813243e-02
  1.54695351e+02 -1.42627995e+02  4.75207126e-01  1.55190607e+02
 -1.43145463e+02 -2.37634420e-02  1.54707750e+02 -1.42624197e+02
  4.77356106e-01  1.55200983e+02 -1.43147100e+02 -2.55158671e-02
  1.54697495e+02 -1.42659560e+02  4.81300446e-01  1.55204771e+02
 -1.43167985e+02 -1.99679713e-02  1.54693234e+02 -1.42637013e+02
  4.77964140e-01  1.55194721e+02 -1.43153111e+02 -2.29822853e-02
  1.54690512e+02 -1.42639924e+02  4.70718060e-01  1.55193978e+02
 -1.43122419e+02 -2.18458447e-02  1.54695265e+02 -1.42633777e+02
  4.56354468e-01  1.55194500e+02]
res:  5922 -0.0007373848966381047 0.013765534039521299 0.02211980954612207
[ 1.20681633e-10 -1.03158054e-05 -2.82850395e-01  1.61513119e+04
 -1.43142118e+02 -1.40591939e-02  1.54690120e+02 -1.42640994e+02
  4.52981756e-01  1.55206231e+02 -1.43131827e+02 -2.30646104e-02
  1.54692141e+02 -1.42644679e+02  4.70914893e-01  1.55197494e+02
 -1.43133793e+02 -2.94131480e-02  1.54702233e+02 -1.42654694e+02
  4.72490707e-01  1.55187607e+02 -1.43140184e+02 -3.81707824e-02
  1.54696601e+02 -1.42645036e+02  4.81930779e-01  1.55190608e+02
 -1.43142627e+02 -2.44381212e-02  1.54703316e+02 -1.42636683e+02
  4.75279339e-01  1.55200861e+02 -1.43144227e+02 -1.38469107e-02
  1.54691934e+02 -1.42658548e+02  4.57559643e-01  1.55189041e+02
 -1.43146745e+02 -2.43695464e-02  1.54703266e+02 -1.42655036e+02
  4.84240585e-01  1.55202277e+02 -1.43145261e+02 -3.29746577e-02
  1.54686946e+02 -1.42634946e+02  4.69492353e-01  1.55185874e+02
 -1.43152416e+02 -2.94743356e-02  1.54703019e+02 -1.42631177e+02
  4.71663304e-01  1.55196254e+02 -1.43154057e+02 -3.12212879e-02
  1.54692758e+02 -1.42666513e+02  4.75600534e-01  1.55200045e+02
 -1.43174926e+02 -2.56612030e-02  1.54688507e+02 -1.42643952e+02
  4.72251185e-01  1.55189996e+02 -1.43160056e+02 -2.86855343e-02
  1.54685784e+02 -1.42646852e+02  4.67668366e-01  1.55189255e+02
 -1.43129365e+02 -2.75437798e-02  1.54690536e+02 -1.42640760e+02
  4.50666923e-01  1.55189779e+02]
Niter:  3 row:  242 ngroup:  26 nlines:  6360 gd:  5922
[ 1.20681633e-10 -1.03158054e-05 -2.82850395e-01  1.61513119e+04
 -1.43142118e+02 -1.40591939e-02  1.54690120e+02 -1.42640994e+02
  4.52981756e-01  1.55206231e+02 -1.43131827e+02 -2.30646104e-02
  1.54692141e+02 -1.42644679e+02  4.70914893e-01  1.55197494e+02
 -1.43133793e+02 -2.94131480e-02  1.54702233e+02 -1.42654694e+02
  4.72490707e-01  1.55187607e+02 -1.43140184e+02 -3.81707824e-02
  1.54696601e+02 -1.42645036e+02  4.81930779e-01  1.55190608e+02
 -1.43142627e+02 -2.44381212e-02  1.54703316e+02 -1.42636683e+02
  4.75279339e-01  1.55200861e+02 -1.43144227e+02 -1.38469107e-02
  1.54691934e+02 -1.42658548e+02  4.57559643e-01  1.55189041e+02
 -1.43146745e+02 -2.43695464e-02  1.54703266e+02 -1.42655036e+02
  4.84240585e-01  1.55202277e+02 -1.43145261e+02 -3.29746577e-02
  1.54686946e+02 -1.42634946e+02  4.69492353e-01  1.55185874e+02
 -1.43152416e+02 -2.94743356e-02  1.54703019e+02 -1.42631177e+02
  4.71663304e-01  1.55196254e+02 -1.43154057e+02 -3.12212879e-02
  1.54692758e+02 -1.42666513e+02  4.75600534e-01  1.55200045e+02
 -1.43174926e+02 -2.56612030e-02  1.54688507e+02 -1.42643952e+02
  4.72251185e-01  1.55189996e+02 -1.43160056e+02 -2.86855343e-02
  1.54685784e+02 -1.42646852e+02  4.67668366e-01  1.55189255e+02
 -1.43129365e+02 -2.75437798e-02  1.54690536e+02 -1.42640760e+02
  4.50666923e-01  1.55189779e+02]
res:  5922 -0.000963849601248512 0.013812626156322949 0.02211274570478665
[ 1.20725980e-10 -1.03158054e-05 -2.82850395e-01  1.61513119e+04
 -1.43142118e+02 -1.40591939e-02  1.54690120e+02 -1.42640994e+02
  4.52981756e-01  1.55206231e+02 -1.43131827e+02 -2.30646104e-02
  1.54692141e+02 -1.42644679e+02  4.70914893e-01  1.55197494e+02
 -1.43133793e+02 -2.94131480e-02  1.54702233e+02 -1.42654694e+02
  4.72490707e-01  1.55187607e+02 -1.43140184e+02 -3.81707824e-02
  1.54696601e+02 -1.42645036e+02  4.81930779e-01  1.55190608e+02
 -1.43142627e+02 -2.44381212e-02  1.54703316e+02 -1.42636683e+02
  4.75279339e-01  1.55200861e+02 -1.43144227e+02 -1.38469107e-02
  1.54691934e+02 -1.42658548e+02  4.57559643e-01  1.55189041e+02
 -1.43146745e+02 -2.43695464e-02  1.54703266e+02 -1.42655036e+02
  4.84240585e-01  1.55202277e+02 -1.43145261e+02 -3.29746577e-02
  1.54686946e+02 -1.42634946e+02  4.69492353e-01  1.55185874e+02
 -1.43152416e+02 -2.94743356e-02  1.54703019e+02 -1.42631177e+02
  4.71663304e-01  1.55196254e+02 -1.43154057e+02 -3.12212879e-02
  1.54692758e+02 -1.42666513e+02  4.75600534e-01  1.55200045e+02
 -1.43174926e+02 -2.56612030e-02  1.54688507e+02 -1.42643952e+02
  4.72251185e-01  1.55189996e+02 -1.43160056e+02 -2.86855343e-02
  1.54685784e+02 -1.42646852e+02  4.67668366e-01  1.55189255e+02
 -1.43129365e+02 -2.75437798e-02  1.54690536e+02 -1.42640760e+02
  4.50666923e-01  1.55189779e+02]
Niter:  4 row:  242 ngroup:  26 nlines:  6360 gd:  5925
[ 1.20725980e-10 -1.03158054e-05 -2.82850395e-01  1.61513119e+04
 -1.43142118e+02 -1.40591939e-02  1.54690120e+02 -1.42640994e+02
  4.52981756e-01  1.55206231e+02 -1.43131827e+02 -2.30646104e-02
  1.54692141e+02 -1.42644679e+02  4.70914893e-01  1.55197494e+02
 -1.43133793e+02 -2.94131480e-02  1.54702233e+02 -1.42654694e+02
  4.72490707e-01  1.55187607e+02 -1.43140184e+02 -3.81707824e-02
  1.54696601e+02 -1.42645036e+02  4.81930779e-01  1.55190608e+02
 -1.43142627e+02 -2.44381212e-02  1.54703316e+02 -1.42636683e+02
  4.75279339e-01  1.55200861e+02 -1.43144227e+02 -1.38469107e-02
  1.54691934e+02 -1.42658548e+02  4.57559643e-01  1.55189041e+02
 -1.43146745e+02 -2.43695464e-02  1.54703266e+02 -1.42655036e+02
  4.84240585e-01  1.55202277e+02 -1.43145261e+02 -3.29746577e-02
  1.54686946e+02 -1.42634946e+02  4.69492353e-01  1.55185874e+02
 -1.43152416e+02 -2.94743356e-02  1.54703019e+02 -1.42631177e+02
  4.71663304e-01  1.55196254e+02 -1.43154057e+02 -3.12212879e-02
  1.54692758e+02 -1.42666513e+02  4.75600534e-01  1.55200045e+02
 -1.43174926e+02 -2.56612030e-02  1.54688507e+02 -1.42643952e+02
  4.72251185e-01  1.55189996e+02 -1.43160056e+02 -2.86855343e-02
  1.54685784e+02 -1.42646852e+02  4.67668366e-01  1.55189255e+02
 -1.43129365e+02 -2.75437798e-02  1.54690536e+02 -1.42640760e+02
  4.50666923e-01  1.55189779e+02]
res:  5925 -0.0007262766057465342 0.013635637871630024 0.022145888705361768
[ 1.20725992e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
Niter:  5 row:  242 ngroup:  26 nlines:  6360 gd:  5919
[ 1.20725992e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
res:  5919 -0.0007912298751762137 0.013721941090807377 0.022069897201877714
[ 1.20754373e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
Niter:  6 row:  242 ngroup:  26 nlines:  6360 gd:  5922
[ 1.20754373e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
res:  5922 -0.0008118687765090726 0.013722108235015185 0.022106310512523285
[ 1.20755999e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
Saving figure to  wave_resid_43670005_fiber242.png
Final values:
res:  -0.0008118687765090726 0.022106310512523285
pars:  [ 1.20755999e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
242 [ 1.20755999e-10 -1.03158044e-05 -2.82850367e-01  1.61513103e+04
 -1.43150920e+02 -1.68074275e-02  1.54687116e+02 -1.42649795e+02
  4.47289880e-01  1.55203252e+02 -1.43140697e+02 -2.87567587e-02
  1.54689182e+02 -1.42653559e+02  4.65208584e-01  1.55194534e+02
 -1.43142677e+02 -3.51236473e-02  1.54699295e+02 -1.42663488e+02
  4.66791831e-01  1.55184638e+02 -1.43149124e+02 -4.38712128e-02
  1.54693765e+02 -1.42653982e+02  4.76213083e-01  1.55187661e+02
 -1.43151411e+02 -3.01358444e-02  1.54700357e+02 -1.42645477e+02
  4.69579603e-01  1.55197870e+02 -1.43153126e+02 -1.95508163e-02
  1.54688944e+02 -1.42667266e+02  4.51860071e-01  1.55186067e+02
 -1.43155514e+02 -3.00846529e-02  1.54700356e+02 -1.42663747e+02
  4.78530865e-01  1.55199279e+02 -1.43154103e+02 -3.86691601e-02
  1.54683999e+02 -1.42643743e+02  4.63778977e-01  1.55182877e+02
 -1.43161208e+02 -3.51803041e-02  1.54700035e+02 -1.42640085e+02
  4.65975363e-01  1.55193291e+02 -1.43162879e+02 -3.69318711e-02
  1.54689739e+02 -1.42675316e+02  4.69904366e-01  1.55197095e+02
 -1.43183674e+02 -3.13513636e-02  1.54685544e+02 -1.42652688e+02
  4.69382430e-01  1.55187064e+02 -1.43168817e+02 -3.43892642e-02
  1.54682822e+02 -1.42655555e+02  4.61977313e-01  1.55186331e+02
 -1.43133670e+02 -3.32383191e-02  1.54687591e+02 -1.42649708e+02
  4.44987483e-01  1.55186883e+02]
--- Row 244/300 row=243 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  243
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=243 ---
Niter:  0 row:  243 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0001566400987940142 0.01319147870526649 0.03318057966193038
[ 1.20529263e-10 -1.03165086e-05 -2.82847308e-01  1.61513421e+04
 -1.43163707e+02  8.12806820e-14  1.54690662e+02]
Niter:  1 row:  243 ngroup:  1 nlines:  241 gd:  225
[ 1.20529263e-10 -1.03165086e-05 -2.82847308e-01  1.61513421e+04
 -1.43163707e+02  8.12806820e-14  1.54690662e+02]
res:  225 0.00017960110562853515 0.013143626056262292 0.022031581586896862
[ 1.20306398e-10 -1.03158789e-05 -2.82845109e-01  1.61513464e+04
 -1.43137678e+02 -2.17940303e-11  1.54721768e+02]
Niter:  2 row:  243 ngroup:  1 nlines:  241 gd:  222
[ 1.20306398e-10 -1.03158789e-05 -2.82845109e-01  1.61513464e+04
 -1.43137678e+02 -2.17940303e-11  1.54721768e+02]
res:  222 0.00037829213215445634 0.01339952582566184 0.02099322256899653
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
Niter:  3 row:  243 ngroup:  1 nlines:  241 gd:  222
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
res:  222 0.00037829213215445634 0.01339952582566184 0.02099322256899653
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
Niter:  4 row:  243 ngroup:  1 nlines:  241 gd:  222
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
res:  222 0.00037829213215445634 0.01339952582566184 0.02099322256899653
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
Niter:  5 row:  243 ngroup:  1 nlines:  241 gd:  222
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
res:  222 0.00037829213215445634 0.01339952582566184 0.02099322256899653
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
Niter:  6 row:  243 ngroup:  1 nlines:  241 gd:  222
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
res:  222 0.00037829213215445634 0.01339952582566184 0.02099322256899653
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
Final values:
res:  0.00037829213215445634 0.02099322256899653
pars:  [ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
243 [ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02]
elapsed: 2.9 sec.
Niter:  0 row:  243 ngroup:  26 nlines:  6277 gd:  6277
[ 1.20326898e-10 -1.03159979e-05 -2.82845091e-01  1.61513473e+04
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02 -1.43127588e+02  3.27845463e-11
  1.54723535e+02 -1.43127588e+02  3.27845463e-11  1.54723535e+02
 -1.43127588e+02  3.27845463e-11  1.54723535e+02 -1.43127588e+02
  3.27845463e-11  1.54723535e+02]
res:  6277 0.0010696422759792767 0.014245175896576256 0.03145801065743039
[ 1.20326910e-10 -1.03159968e-05 -2.82845063e-01  1.61513457e+04
 -1.43150850e+02  1.33007439e-02  1.54716957e+02 -1.42622383e+02
  5.09844091e-01  1.55225463e+02 -1.43145640e+02 -4.69411367e-03
  1.54712088e+02 -1.42638029e+02  4.94554977e-01  1.55209618e+02
 -1.43141349e+02 -1.02311038e-02  1.54718951e+02 -1.42628611e+02
  4.80282690e-01  1.55216037e+02 -1.43130054e+02  3.64817389e-02
  1.54716703e+02 -1.42636062e+02  5.13832145e-01  1.55227133e+02
 -1.43108524e+02  7.30135504e-03  1.54715021e+02 -1.42631041e+02
  5.07968830e-01  1.55214928e+02 -1.43123627e+02  2.87597981e-02
  1.54729140e+02 -1.42632813e+02  5.09941433e-01  1.55229123e+02
 -1.43123539e+02  8.62731932e-04  1.54715604e+02 -1.42645783e+02
  4.83077135e-01  1.55224532e+02 -1.43134703e+02  1.40355681e-02
  1.54720361e+02 -1.42628754e+02  4.79118325e-01  1.55208272e+02
 -1.43111684e+02 -2.66594185e-03  1.54722956e+02 -1.42616832e+02
  5.27622801e-01  1.55228553e+02 -1.43120902e+02 -5.77075992e-03
  1.54710870e+02 -1.42627647e+02  5.05318930e-01  1.55221864e+02
 -1.43144284e+02 -1.04867261e-03  1.54710945e+02 -1.42645829e+02
  4.89773377e-01  1.55220827e+02 -1.43132902e+02  2.28554403e-02
  1.54716476e+02 -1.42652001e+02  5.03792601e-01  1.55222618e+02
 -1.43140074e+02 -2.72171247e-02  1.54716987e+02 -1.42627814e+02
  4.94594441e-01  1.55226459e+02]
Niter:  1 row:  243 ngroup:  26 nlines:  6277 gd:  5897
[ 1.20326910e-10 -1.03159968e-05 -2.82845063e-01  1.61513457e+04
 -1.43150850e+02  1.33007439e-02  1.54716957e+02 -1.42622383e+02
  5.09844091e-01  1.55225463e+02 -1.43145640e+02 -4.69411367e-03
  1.54712088e+02 -1.42638029e+02  4.94554977e-01  1.55209618e+02
 -1.43141349e+02 -1.02311038e-02  1.54718951e+02 -1.42628611e+02
  4.80282690e-01  1.55216037e+02 -1.43130054e+02  3.64817389e-02
  1.54716703e+02 -1.42636062e+02  5.13832145e-01  1.55227133e+02
 -1.43108524e+02  7.30135504e-03  1.54715021e+02 -1.42631041e+02
  5.07968830e-01  1.55214928e+02 -1.43123627e+02  2.87597981e-02
  1.54729140e+02 -1.42632813e+02  5.09941433e-01  1.55229123e+02
 -1.43123539e+02  8.62731932e-04  1.54715604e+02 -1.42645783e+02
  4.83077135e-01  1.55224532e+02 -1.43134703e+02  1.40355681e-02
  1.54720361e+02 -1.42628754e+02  4.79118325e-01  1.55208272e+02
 -1.43111684e+02 -2.66594185e-03  1.54722956e+02 -1.42616832e+02
  5.27622801e-01  1.55228553e+02 -1.43120902e+02 -5.77075992e-03
  1.54710870e+02 -1.42627647e+02  5.05318930e-01  1.55221864e+02
 -1.43144284e+02 -1.04867261e-03  1.54710945e+02 -1.42645829e+02
  4.89773377e-01  1.55220827e+02 -1.43132902e+02  2.28554403e-02
  1.54716476e+02 -1.42652001e+02  5.03792601e-01  1.55222618e+02
 -1.43140074e+02 -2.72171247e-02  1.54716987e+02 -1.42627814e+02
  4.94594441e-01  1.55226459e+02]
res:  5897 -0.00025879338318191003 0.013997288411701447 0.022442199979418275
[ 1.20326922e-10 -1.03159958e-05 -2.82845034e-01  1.61513441e+04
 -1.43151063e+02 -8.40982184e-03  1.54712138e+02 -1.42629356e+02
  4.88140203e-01  1.55217935e+02 -1.43152609e+02 -2.89571802e-02
  1.54711817e+02 -1.42644956e+02  4.73234188e-01  1.55203298e+02
 -1.43148291e+02 -2.10518395e-02  1.54706987e+02 -1.42640428e+02
  4.65231876e-01  1.55211030e+02 -1.43147608e+02  1.15986344e-02
  1.54713229e+02 -1.42643011e+02  4.94500169e-01  1.55217371e+02
 -1.43119990e+02 -1.09613550e-02  1.54719110e+02 -1.42637997e+02
  4.86629765e-01  1.55203131e+02 -1.43135459e+02 -4.43455905e-03
  1.54720272e+02 -1.42633257e+02  4.87967034e-01  1.55210908e+02
 -1.43137118e+02 -1.24473634e-02  1.54707483e+02 -1.42652727e+02
  4.90396549e-01  1.55213563e+02 -1.43141645e+02 -8.40277779e-03
  1.54715663e+02 -1.42635889e+02  4.71859641e-01  1.55207951e+02
 -1.43119096e+02 -2.23071575e-02  1.54715459e+02 -1.42623787e+02
  5.03556261e-01  1.55228057e+02 -1.43127833e+02 -1.21394811e-02
  1.54714997e+02 -1.42640592e+02  4.74073935e-01  1.55214805e+02
 -1.43156409e+02 -1.76949192e-02  1.54706221e+02 -1.42652747e+02
  4.74739941e-01  1.55217323e+02 -1.43139413e+02 -6.65564547e-03
  1.54713691e+02 -1.42648543e+02  4.76635229e-01  1.55206954e+02
 -1.43141969e+02 -4.42892114e-02  1.54714760e+02 -1.42649917e+02
  4.73117814e-01  1.55215676e+02]
Niter:  2 row:  243 ngroup:  26 nlines:  6277 gd:  5885
[ 1.20326922e-10 -1.03159958e-05 -2.82845034e-01  1.61513441e+04
 -1.43151063e+02 -8.40982184e-03  1.54712138e+02 -1.42629356e+02
  4.88140203e-01  1.55217935e+02 -1.43152609e+02 -2.89571802e-02
  1.54711817e+02 -1.42644956e+02  4.73234188e-01  1.55203298e+02
 -1.43148291e+02 -2.10518395e-02  1.54706987e+02 -1.42640428e+02
  4.65231876e-01  1.55211030e+02 -1.43147608e+02  1.15986344e-02
  1.54713229e+02 -1.42643011e+02  4.94500169e-01  1.55217371e+02
 -1.43119990e+02 -1.09613550e-02  1.54719110e+02 -1.42637997e+02
  4.86629765e-01  1.55203131e+02 -1.43135459e+02 -4.43455905e-03
  1.54720272e+02 -1.42633257e+02  4.87967034e-01  1.55210908e+02
 -1.43137118e+02 -1.24473634e-02  1.54707483e+02 -1.42652727e+02
  4.90396549e-01  1.55213563e+02 -1.43141645e+02 -8.40277779e-03
  1.54715663e+02 -1.42635889e+02  4.71859641e-01  1.55207951e+02
 -1.43119096e+02 -2.23071575e-02  1.54715459e+02 -1.42623787e+02
  5.03556261e-01  1.55228057e+02 -1.43127833e+02 -1.21394811e-02
  1.54714997e+02 -1.42640592e+02  4.74073935e-01  1.55214805e+02
 -1.43156409e+02 -1.76949192e-02  1.54706221e+02 -1.42652747e+02
  4.74739941e-01  1.55217323e+02 -1.43139413e+02 -6.65564547e-03
  1.54713691e+02 -1.42648543e+02  4.76635229e-01  1.55206954e+02
 -1.43141969e+02 -4.42892114e-02  1.54714760e+02 -1.42649917e+02
  4.73117814e-01  1.55215676e+02]
res:  5885 -0.00033342975621053483 0.014034159903530963 0.022246035400385934
[ 1.20326934e-10 -1.03159948e-05 -2.82845006e-01  1.61513425e+04
 -1.43158023e+02 -1.41226047e-02  1.54707408e+02 -1.42636329e+02
  4.76208981e-01  1.55213202e+02 -1.43159579e+02 -3.76701051e-02
  1.54707089e+02 -1.42651884e+02  4.67533370e-01  1.55198569e+02
 -1.43155234e+02 -2.67665327e-02  1.54702254e+02 -1.42647379e+02
  4.59530164e-01  1.55206307e+02 -1.43165136e+02  2.77462931e-03
  1.54708494e+02 -1.42649961e+02  4.88803374e-01  1.55212645e+02
 -1.43126937e+02 -1.66733128e-02  1.54714378e+02 -1.42640068e+02
  4.80920356e-01  1.55198398e+02 -1.43142414e+02 -1.36260106e-02
  1.54715543e+02 -1.42640223e+02  4.78901345e-01  1.55206182e+02
 -1.43144077e+02 -2.14348375e-02  1.54702750e+02 -1.42654595e+02
  4.84692166e-01  1.55208826e+02 -1.43148586e+02 -1.73251444e-02
  1.54714968e+02 -1.42642842e+02  4.66151469e-01  1.55205150e+02
 -1.43126036e+02 -2.80037650e-02  1.54710727e+02 -1.42626026e+02
  4.97850849e-01  1.55223326e+02 -1.43134764e+02 -1.78492167e-02
  1.54712079e+02 -1.42647549e+02  4.59108789e-01  1.55210079e+02
 -1.43163380e+02 -2.34004745e-02  1.54703428e+02 -1.42654583e+02
  4.69017437e-01  1.55214551e+02 -1.43146391e+02 -2.26076267e-02
  1.54708968e+02 -1.42655495e+02  4.64929266e-01  1.55200224e+02
 -1.43148933e+02 -4.99876514e-02  1.54710029e+02 -1.42661293e+02
  4.61645126e-01  1.55210949e+02]
Niter:  3 row:  243 ngroup:  26 nlines:  6277 gd:  5885
[ 1.20326934e-10 -1.03159948e-05 -2.82845006e-01  1.61513425e+04
 -1.43158023e+02 -1.41226047e-02  1.54707408e+02 -1.42636329e+02
  4.76208981e-01  1.55213202e+02 -1.43159579e+02 -3.76701051e-02
  1.54707089e+02 -1.42651884e+02  4.67533370e-01  1.55198569e+02
 -1.43155234e+02 -2.67665327e-02  1.54702254e+02 -1.42647379e+02
  4.59530164e-01  1.55206307e+02 -1.43165136e+02  2.77462931e-03
  1.54708494e+02 -1.42649961e+02  4.88803374e-01  1.55212645e+02
 -1.43126937e+02 -1.66733128e-02  1.54714378e+02 -1.42640068e+02
  4.80920356e-01  1.55198398e+02 -1.43142414e+02 -1.36260106e-02
  1.54715543e+02 -1.42640223e+02  4.78901345e-01  1.55206182e+02
 -1.43144077e+02 -2.14348375e-02  1.54702750e+02 -1.42654595e+02
  4.84692166e-01  1.55208826e+02 -1.43148586e+02 -1.73251444e-02
  1.54714968e+02 -1.42642842e+02  4.66151469e-01  1.55205150e+02
 -1.43126036e+02 -2.80037650e-02  1.54710727e+02 -1.42626026e+02
  4.97850849e-01  1.55223326e+02 -1.43134764e+02 -1.78492167e-02
  1.54712079e+02 -1.42647549e+02  4.59108789e-01  1.55210079e+02
 -1.43163380e+02 -2.34004745e-02  1.54703428e+02 -1.42654583e+02
  4.69017437e-01  1.55214551e+02 -1.43146391e+02 -2.26076267e-02
  1.54708968e+02 -1.42655495e+02  4.64929266e-01  1.55200224e+02
 -1.43148933e+02 -4.99876514e-02  1.54710029e+02 -1.42661293e+02
  4.61645126e-01  1.55210949e+02]
res:  5885 -0.00041928080827347003 0.01407175842905417 0.02223637795658705
[ 1.20366075e-10 -1.03159948e-05 -2.82845006e-01  1.61513425e+04
 -1.43158023e+02 -1.41226047e-02  1.54707408e+02 -1.42636329e+02
  4.76208981e-01  1.55213202e+02 -1.43159579e+02 -3.76701051e-02
  1.54707089e+02 -1.42651884e+02  4.67533370e-01  1.55198569e+02
 -1.43155234e+02 -2.67665327e-02  1.54702254e+02 -1.42647379e+02
  4.59530164e-01  1.55206307e+02 -1.43165136e+02  2.77462931e-03
  1.54708494e+02 -1.42649961e+02  4.88803374e-01  1.55212645e+02
 -1.43126937e+02 -1.66733128e-02  1.54714378e+02 -1.42640068e+02
  4.80920356e-01  1.55198398e+02 -1.43142414e+02 -1.36260106e-02
  1.54715543e+02 -1.42640223e+02  4.78901345e-01  1.55206182e+02
 -1.43144077e+02 -2.14348375e-02  1.54702750e+02 -1.42654595e+02
  4.84692166e-01  1.55208826e+02 -1.43148586e+02 -1.73251444e-02
  1.54714968e+02 -1.42642842e+02  4.66151469e-01  1.55205150e+02
 -1.43126036e+02 -2.80037650e-02  1.54710727e+02 -1.42626026e+02
  4.97850849e-01  1.55223326e+02 -1.43134764e+02 -1.78492167e-02
  1.54712079e+02 -1.42647549e+02  4.59108789e-01  1.55210079e+02
 -1.43163380e+02 -2.34004745e-02  1.54703428e+02 -1.42654583e+02
  4.69017437e-01  1.55214551e+02 -1.43146391e+02 -2.26076267e-02
  1.54708968e+02 -1.42655495e+02  4.64929266e-01  1.55200224e+02
 -1.43148933e+02 -4.99876514e-02  1.54710029e+02 -1.42661293e+02
  4.61645126e-01  1.55210949e+02]
Niter:  4 row:  243 ngroup:  26 nlines:  6277 gd:  5886
[ 1.20366075e-10 -1.03159948e-05 -2.82845006e-01  1.61513425e+04
 -1.43158023e+02 -1.41226047e-02  1.54707408e+02 -1.42636329e+02
  4.76208981e-01  1.55213202e+02 -1.43159579e+02 -3.76701051e-02
  1.54707089e+02 -1.42651884e+02  4.67533370e-01  1.55198569e+02
 -1.43155234e+02 -2.67665327e-02  1.54702254e+02 -1.42647379e+02
  4.59530164e-01  1.55206307e+02 -1.43165136e+02  2.77462931e-03
  1.54708494e+02 -1.42649961e+02  4.88803374e-01  1.55212645e+02
 -1.43126937e+02 -1.66733128e-02  1.54714378e+02 -1.42640068e+02
  4.80920356e-01  1.55198398e+02 -1.43142414e+02 -1.36260106e-02
  1.54715543e+02 -1.42640223e+02  4.78901345e-01  1.55206182e+02
 -1.43144077e+02 -2.14348375e-02  1.54702750e+02 -1.42654595e+02
  4.84692166e-01  1.55208826e+02 -1.43148586e+02 -1.73251444e-02
  1.54714968e+02 -1.42642842e+02  4.66151469e-01  1.55205150e+02
 -1.43126036e+02 -2.80037650e-02  1.54710727e+02 -1.42626026e+02
  4.97850849e-01  1.55223326e+02 -1.43134764e+02 -1.78492167e-02
  1.54712079e+02 -1.42647549e+02  4.59108789e-01  1.55210079e+02
 -1.43163380e+02 -2.34004745e-02  1.54703428e+02 -1.42654583e+02
  4.69017437e-01  1.55214551e+02 -1.43146391e+02 -2.26076267e-02
  1.54708968e+02 -1.42655495e+02  4.64929266e-01  1.55200224e+02
 -1.43148933e+02 -4.99876514e-02  1.54710029e+02 -1.42661293e+02
  4.61645126e-01  1.55210949e+02]
res:  5886 -0.00036985663973609917 0.013899610936277895 0.022243691852082838
[ 1.20366087e-10 -1.03159938e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
Niter:  5 row:  243 ngroup:  26 nlines:  6277 gd:  5886
[ 1.20366087e-10 -1.03159938e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
res:  5886 -0.00043457377068989445 0.013974384610264678 0.0222405309019706
[ 1.20396237e-10 -1.03159938e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
Niter:  6 row:  243 ngroup:  26 nlines:  6277 gd:  5886
[ 1.20396237e-10 -1.03159938e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
res:  5886 -0.0005194929763092659 0.01393708327668719 0.02223961629155502
[ 1.20387046e-10 -1.03159627e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
Saving figure to  wave_resid_43670005_fiber243.png
Final values:
res:  -0.0005194929763092659 0.02223961629155502
pars:  [ 1.20387046e-10 -1.03159627e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
243 [ 1.20387046e-10 -1.03159627e-05 -2.82845034e-01  1.61513441e+04
 -1.43152689e+02 -8.40267766e-03  1.54713733e+02 -1.42631010e+02
  4.75915143e-01  1.55219505e+02 -1.43154256e+02 -3.19570944e-02
  1.54713415e+02 -1.42646483e+02  4.73237733e-01  1.55204900e+02
 -1.43149860e+02 -2.10499665e-02  1.54708544e+02 -1.42642020e+02
  4.65240308e-01  1.55212661e+02 -1.43159787e+02  8.48778999e-03
  1.54714788e+02 -1.42644599e+02  4.94510131e-01  1.55218972e+02
 -1.43121577e+02 -1.09565460e-02  1.54720682e+02 -1.42634729e+02
  4.86634558e-01  1.55204701e+02 -1.43137057e+02 -7.90911376e-03
  1.54721869e+02 -1.42634903e+02  4.84590956e-01  1.55212522e+02
 -1.43138732e+02 -1.57255795e-02  1.54709048e+02 -1.42644087e+02
  4.90400939e-01  1.55213190e+02 -1.43143221e+02 -1.16143448e-02
  1.54721267e+02 -1.42637495e+02  4.71864021e-01  1.55211512e+02
 -1.43120653e+02 -2.23003603e-02  1.54717035e+02 -1.42620668e+02
  5.03560657e-01  1.55229643e+02 -1.43129357e+02 -1.21319673e-02
  1.54718424e+02 -1.42642203e+02  4.61628935e-01  1.55216417e+02
 -1.43158056e+02 -1.76909817e-02  1.54709743e+02 -1.42649177e+02
  4.74742157e-01  1.55220907e+02 -1.43141075e+02 -2.01137658e-02
  1.54715313e+02 -1.42650139e+02  4.67692241e-01  1.55206545e+02
 -1.43143593e+02 -4.42850041e-02  1.54716340e+02 -1.42655976e+02
  4.67350802e-01  1.55217281e+02]
--- Row 245/300 row=244 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  244
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=244 ---
Niter:  0 row:  244 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -0.0025379299349879147 0.01537121704313904 0.0333426435462191
[ 1.20508404e-10 -1.03145919e-05 -2.82842937e-01  1.61513556e+04
 -1.43124272e+02  5.00612369e-14  1.54757254e+02]
Niter:  1 row:  244 ngroup:  1 nlines:  247 gd:  226
[ 1.20508404e-10 -1.03145919e-05 -2.82842937e-01  1.61513556e+04
 -1.43124272e+02  5.00612369e-14  1.54757254e+02]
res:  226 -0.002211891900515184 0.015610817154083634 0.02192262168448315
[ 1.20643028e-10 -1.03144637e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
Niter:  2 row:  244 ngroup:  1 nlines:  247 gd:  227
[ 1.20643028e-10 -1.03144637e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
res:  227 -0.0022120105859357864 0.015379176409624051 0.022247707235773864
[ 1.20696111e-10 -1.03144637e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
Niter:  3 row:  244 ngroup:  1 nlines:  247 gd:  227
[ 1.20696111e-10 -1.03144637e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
res:  227 -0.002213038460467942 0.015903075247479137 0.022246031989119477
[ 1.20675278e-10 -1.03144008e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
Niter:  4 row:  244 ngroup:  1 nlines:  247 gd:  227
[ 1.20675278e-10 -1.03144008e-05 -2.82844077e-01  1.61513541e+04
 -1.43125907e+02 -8.43654459e-13  1.54755258e+02]
res:  227 -0.001989282724025543 0.016060272566392086 0.022241074623526095
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
Niter:  5 row:  244 ngroup:  1 nlines:  247 gd:  227
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
res:  227 -0.001989282724025543 0.016060272566392086 0.022241074623428076
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
Niter:  6 row:  244 ngroup:  1 nlines:  247 gd:  227
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
res:  227 -0.001989282724025543 0.016060272566392086 0.022241074623428076
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
Final values:
res:  -0.001989282724025543 0.022241074623428076
pars:  [ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
244 [ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02]
elapsed: 2.9 sec.
Niter:  0 row:  244 ngroup:  26 nlines:  6378 gd:  6378
[ 1.20741381e-10 -1.03142519e-05 -2.82844421e-01  1.61513541e+04
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02 -1.43123553e+02 -2.91705951e-09
  1.54758007e+02 -1.43123553e+02 -2.91705951e-09  1.54758007e+02
 -1.43123553e+02 -2.91705951e-09  1.54758007e+02 -1.43123553e+02
 -2.91705951e-09  1.54758007e+02]
res:  6378 -0.00039944014679349493 0.015104035424883477 0.03282182700332533
[ 1.20741369e-10 -1.03142529e-05 -2.82844449e-01  1.61513557e+04
 -1.43116563e+02  5.20251818e-04  1.54761462e+02 -1.42598880e+02
  5.20297987e-01  1.55270626e+02 -1.43103022e+02  2.30696408e-03
  1.54775461e+02 -1.42602513e+02  5.26075973e-01  1.55271524e+02
 -1.43102024e+02 -1.76766870e-03  1.54768256e+02 -1.42601177e+02
  4.93936144e-01  1.55265843e+02 -1.43091841e+02  1.73838589e-02
  1.54763072e+02 -1.42612677e+02  4.96916559e-01  1.55269453e+02
 -1.43085224e+02  7.62123080e-03  1.54773575e+02 -1.42593313e+02
  5.16823842e-01  1.55271041e+02 -1.43087450e+02  1.04365380e-02
  1.54764091e+02 -1.42614701e+02  5.13821115e-01  1.55254708e+02
 -1.43109240e+02  8.30814444e-03  1.54777736e+02 -1.42604637e+02
  5.01262332e-01  1.55273767e+02 -1.43113111e+02  1.80101654e-02
  1.54776491e+02 -1.42605834e+02  5.32045051e-01  1.55275525e+02
 -1.43114413e+02 -7.87277246e-04  1.54778599e+02 -1.42602995e+02
  5.44365017e-01  1.55278920e+02 -1.43083984e+02  2.11588078e-02
  1.54767234e+02 -1.42600933e+02  5.05799747e-01  1.55274916e+02
 -1.43106549e+02  5.87624154e-03  1.54772280e+02 -1.42602001e+02
  5.23509696e-01  1.55272015e+02 -1.43092968e+02  7.16900989e-03
  1.54756633e+02 -1.42606963e+02  5.01101183e-01  1.55264162e+02
 -1.43106352e+02  6.47959245e-03  1.54765881e+02 -1.42628541e+02
  4.97644844e-01  1.55264872e+02]
Niter:  1 row:  244 ngroup:  26 nlines:  6378 gd:  5988
[ 1.20741369e-10 -1.03142529e-05 -2.82844449e-01  1.61513557e+04
 -1.43116563e+02  5.20251818e-04  1.54761462e+02 -1.42598880e+02
  5.20297987e-01  1.55270626e+02 -1.43103022e+02  2.30696408e-03
  1.54775461e+02 -1.42602513e+02  5.26075973e-01  1.55271524e+02
 -1.43102024e+02 -1.76766870e-03  1.54768256e+02 -1.42601177e+02
  4.93936144e-01  1.55265843e+02 -1.43091841e+02  1.73838589e-02
  1.54763072e+02 -1.42612677e+02  4.96916559e-01  1.55269453e+02
 -1.43085224e+02  7.62123080e-03  1.54773575e+02 -1.42593313e+02
  5.16823842e-01  1.55271041e+02 -1.43087450e+02  1.04365380e-02
  1.54764091e+02 -1.42614701e+02  5.13821115e-01  1.55254708e+02
 -1.43109240e+02  8.30814444e-03  1.54777736e+02 -1.42604637e+02
  5.01262332e-01  1.55273767e+02 -1.43113111e+02  1.80101654e-02
  1.54776491e+02 -1.42605834e+02  5.32045051e-01  1.55275525e+02
 -1.43114413e+02 -7.87277246e-04  1.54778599e+02 -1.42602995e+02
  5.44365017e-01  1.55278920e+02 -1.43083984e+02  2.11588078e-02
  1.54767234e+02 -1.42600933e+02  5.05799747e-01  1.55274916e+02
 -1.43106549e+02  5.87624154e-03  1.54772280e+02 -1.42602001e+02
  5.23509696e-01  1.55272015e+02 -1.43092968e+02  7.16900989e-03
  1.54756633e+02 -1.42606963e+02  5.01101183e-01  1.55264162e+02
 -1.43106352e+02  6.47959245e-03  1.54765881e+02 -1.42628541e+02
  4.97644844e-01  1.55264872e+02]
res:  5988 -0.0006505313840534654 0.0150704664283694 0.02448800892387202
[ 1.20741357e-10 -1.03142540e-05 -2.82844478e-01  1.61513573e+04
 -1.43109670e+02  1.13792359e-02  1.54765445e+02 -1.42592299e+02
  5.24969030e-01  1.55277863e+02 -1.43101509e+02  1.27017248e-02
  1.54779571e+02 -1.42595550e+02  5.32817685e-01  1.55271354e+02
 -1.43095068e+02  3.74532918e-05  1.54774484e+02 -1.42605552e+02
  5.07296033e-01  1.55272316e+02 -1.43091201e+02  1.93425146e-02
  1.54769945e+02 -1.42605721e+02  4.98387906e-01  1.55274803e+02
 -1.43072723e+02  5.05305815e-03  1.54773604e+02 -1.42586355e+02
  5.32726457e-01  1.55274240e+02 -1.43080497e+02  9.16017173e-03
  1.54767087e+02 -1.42601427e+02  5.22330324e-01  1.55267179e+02
 -1.43107140e+02  1.75686714e-02  1.54783169e+02 -1.42597689e+02
  4.97600700e-01  1.55280126e+02 -1.43106966e+02  2.95904614e-02
  1.54778600e+02 -1.42615275e+02  5.31289866e-01  1.55278152e+02
 -1.43107473e+02  9.21644160e-03  1.54788358e+02 -1.42587410e+02
  5.14744395e-01  1.55286203e+02 -1.43077030e+02  2.77356024e-02
  1.54767803e+02 -1.42604542e+02  5.13701597e-01  1.55279118e+02
 -1.43099919e+02 -7.07648362e-04  1.54781519e+02 -1.42594432e+02
  5.19231070e-01  1.55273022e+02 -1.43086852e+02  3.37609827e-03
  1.54762847e+02 -1.42599870e+02  5.03600515e-01  1.55267757e+02
 -1.43101032e+02  1.34878605e-02  1.54767796e+02 -1.42623057e+02
  4.96604828e-01  1.55271518e+02]
Niter:  2 row:  244 ngroup:  26 nlines:  6378 gd:  5982
[ 1.20741357e-10 -1.03142540e-05 -2.82844478e-01  1.61513573e+04
 -1.43109670e+02  1.13792359e-02  1.54765445e+02 -1.42592299e+02
  5.24969030e-01  1.55277863e+02 -1.43101509e+02  1.27017248e-02
  1.54779571e+02 -1.42595550e+02  5.32817685e-01  1.55271354e+02
 -1.43095068e+02  3.74532918e-05  1.54774484e+02 -1.42605552e+02
  5.07296033e-01  1.55272316e+02 -1.43091201e+02  1.93425146e-02
  1.54769945e+02 -1.42605721e+02  4.98387906e-01  1.55274803e+02
 -1.43072723e+02  5.05305815e-03  1.54773604e+02 -1.42586355e+02
  5.32726457e-01  1.55274240e+02 -1.43080497e+02  9.16017173e-03
  1.54767087e+02 -1.42601427e+02  5.22330324e-01  1.55267179e+02
 -1.43107140e+02  1.75686714e-02  1.54783169e+02 -1.42597689e+02
  4.97600700e-01  1.55280126e+02 -1.43106966e+02  2.95904614e-02
  1.54778600e+02 -1.42615275e+02  5.31289866e-01  1.55278152e+02
 -1.43107473e+02  9.21644160e-03  1.54788358e+02 -1.42587410e+02
  5.14744395e-01  1.55286203e+02 -1.43077030e+02  2.77356024e-02
  1.54767803e+02 -1.42604542e+02  5.13701597e-01  1.55279118e+02
 -1.43099919e+02 -7.07648362e-04  1.54781519e+02 -1.42594432e+02
  5.19231070e-01  1.55273022e+02 -1.43086852e+02  3.37609827e-03
  1.54762847e+02 -1.42599870e+02  5.03600515e-01  1.55267757e+02
 -1.43101032e+02  1.34878605e-02  1.54767796e+02 -1.42623057e+02
  4.96604828e-01  1.55271518e+02]
res:  5982 -0.0006693195891784853 0.015055281443892454 0.024379871790327887
[ 1.20741345e-10 -1.03142550e-05 -2.82844506e-01  1.61513589e+04
 -1.43102729e+02  1.70714304e-02  1.54770173e+02 -1.42585359e+02
  5.30686825e-01  1.55284586e+02 -1.43094574e+02  1.84092499e-02
  1.54784304e+02 -1.42588586e+02  5.38517023e-01  1.55276088e+02
 -1.43088111e+02  5.73892897e-03  1.54781118e+02 -1.42603814e+02
  5.19435779e-01  1.55277044e+02 -1.43084263e+02  2.19628194e-02
  1.54774676e+02 -1.42598765e+02  5.01076478e-01  1.55279530e+02
 -1.43065757e+02  1.07328795e-02  1.54778338e+02 -1.42579397e+02
  5.38428198e-01  1.55278965e+02 -1.43073545e+02  1.48726711e-02
  1.54771824e+02 -1.42589388e+02  5.28023648e-01  1.55274100e+02
 -1.43100195e+02  2.32876617e-02  1.54787904e+02 -1.42590741e+02
  4.97536978e-01  1.55284848e+02 -1.43100009e+02  3.52979506e-02
  1.54783335e+02 -1.42613663e+02  5.36981686e-01  1.55282866e+02
 -1.43100531e+02  1.49188497e-02  1.54793087e+02 -1.42580467e+02
  5.06859396e-01  1.55290926e+02 -1.43070077e+02  3.34285383e-02
  1.54772531e+02 -1.42597587e+02  5.19405595e-01  1.55283848e+02
 -1.43092953e+02  4.98691019e-03  1.54786248e+02 -1.42587485e+02
  5.18916625e-01  1.55277740e+02 -1.43079889e+02  5.74106646e-03
  1.54767583e+02 -1.42592910e+02  5.09283310e-01  1.55272480e+02
 -1.43094081e+02  1.91870793e-02  1.54772520e+02 -1.42616099e+02
  4.98809358e-01  1.55276243e+02]
Niter:  3 row:  244 ngroup:  26 nlines:  6378 gd:  5981
[ 1.20741345e-10 -1.03142550e-05 -2.82844506e-01  1.61513589e+04
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  5.30686825e-01  1.55284586e+02 -1.43094574e+02  1.84092499e-02
  1.54784304e+02 -1.42588586e+02  5.38517023e-01  1.55276088e+02
 -1.43088111e+02  5.73892897e-03  1.54781118e+02 -1.42603814e+02
  5.19435779e-01  1.55277044e+02 -1.43084263e+02  2.19628194e-02
  1.54774676e+02 -1.42598765e+02  5.01076478e-01  1.55279530e+02
 -1.43065757e+02  1.07328795e-02  1.54778338e+02 -1.42579397e+02
  5.38428198e-01  1.55278965e+02 -1.43073545e+02  1.48726711e-02
  1.54771824e+02 -1.42589388e+02  5.28023648e-01  1.55274100e+02
 -1.43100195e+02  2.32876617e-02  1.54787904e+02 -1.42590741e+02
  4.97536978e-01  1.55284848e+02 -1.43100009e+02  3.52979506e-02
  1.54783335e+02 -1.42613663e+02  5.36981686e-01  1.55282866e+02
 -1.43100531e+02  1.49188497e-02  1.54793087e+02 -1.42580467e+02
  5.06859396e-01  1.55290926e+02 -1.43070077e+02  3.34285383e-02
  1.54772531e+02 -1.42597587e+02  5.19405595e-01  1.55283848e+02
 -1.43092953e+02  4.98691019e-03  1.54786248e+02 -1.42587485e+02
  5.18916625e-01  1.55277740e+02 -1.43079889e+02  5.74106646e-03
  1.54767583e+02 -1.42592910e+02  5.09283310e-01  1.55272480e+02
 -1.43094081e+02  1.91870793e-02  1.54772520e+02 -1.42616099e+02
  4.98809358e-01  1.55276243e+02]
res:  5981 -9.204901289194822e-05 0.014991733070019109 0.024295894019057858
[ 1.21049140e-10 -1.03151112e-05 -2.82849337e-01  1.61513603e+04
 -1.43080958e+02  2.20335787e-02  1.54740400e+02 -1.42563602e+02
  5.36359205e-01  1.55254741e+02 -1.43072793e+02  2.40148263e-02
  1.54754730e+02 -1.42567062e+02  5.43992547e-01  1.55246576e+02
 -1.43066513e+02  1.12180402e-02  1.54751408e+02 -1.42582140e+02
  5.24699867e-01  1.55247287e+02 -1.43062495e+02  2.73038620e-02
  1.54744989e+02 -1.42577184e+02  5.06602643e-01  1.55249793e+02
 -1.43044269e+02  1.55293144e-02  1.54748735e+02 -1.42557854e+02
  5.43683981e-01  1.55249151e+02 -1.43051875e+02  2.04905303e-02
  1.54742299e+02 -1.42567781e+02  5.33091028e-01  1.55244400e+02
 -1.43078454e+02  2.92711463e-02  1.54758338e+02 -1.42569144e+02
  5.03001360e-01  1.55254976e+02 -1.43078312e+02  4.09752956e-02
  1.54753767e+02 -1.42592105e+02  5.42071930e-01  1.55252807e+02
 -1.43078708e+02  2.02179166e-02  1.54763373e+02 -1.42558710e+02
  5.12271193e-01  1.55261099e+02 -1.43048521e+02  3.85514336e-02
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  5.21514833e-01  1.55247715e+02 -1.43058328e+02  1.12106254e-02
  1.54738074e+02 -1.42571308e+02  5.14145729e-01  1.55242620e+02
 -1.43072486e+02  2.45847346e-02  1.54742719e+02 -1.42594646e+02
  5.03997119e-01  1.55246464e+02]
Niter:  4 row:  244 ngroup:  26 nlines:  6378 gd:  5987
[ 1.21049140e-10 -1.03151112e-05 -2.82849337e-01  1.61513603e+04
 -1.43080958e+02  2.20335787e-02  1.54740400e+02 -1.42563602e+02
  5.36359205e-01  1.55254741e+02 -1.43072793e+02  2.40148263e-02
  1.54754730e+02 -1.42567062e+02  5.43992547e-01  1.55246576e+02
 -1.43066513e+02  1.12180402e-02  1.54751408e+02 -1.42582140e+02
  5.24699867e-01  1.55247287e+02 -1.43062495e+02  2.73038620e-02
  1.54744989e+02 -1.42577184e+02  5.06602643e-01  1.55249793e+02
 -1.43044269e+02  1.55293144e-02  1.54748735e+02 -1.42557854e+02
  5.43683981e-01  1.55249151e+02 -1.43051875e+02  2.04905303e-02
  1.54742299e+02 -1.42567781e+02  5.33091028e-01  1.55244400e+02
 -1.43078454e+02  2.92711463e-02  1.54758338e+02 -1.42569144e+02
  5.03001360e-01  1.55254976e+02 -1.43078312e+02  4.09752956e-02
  1.54753767e+02 -1.42592105e+02  5.42071930e-01  1.55252807e+02
 -1.43078708e+02  2.02179166e-02  1.54763373e+02 -1.42558710e+02
  5.12271193e-01  1.55261099e+02 -1.43048521e+02  3.85514336e-02
  1.54742760e+02 -1.42576009e+02  5.24956893e-01  1.55254189e+02
 -1.43071541e+02  1.01045861e-02  1.54756549e+02 -1.42565755e+02
  5.21514833e-01  1.55247715e+02 -1.43058328e+02  1.12106254e-02
  1.54738074e+02 -1.42571308e+02  5.14145729e-01  1.55242620e+02
 -1.43072486e+02  2.45847346e-02  1.54742719e+02 -1.42594646e+02
  5.03997119e-01  1.55246464e+02]
res:  5987 -0.0005220599505264545 0.015051447406221996 0.024360491193512423
[ 1.21049152e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
Niter:  5 row:  244 ngroup:  26 nlines:  6378 gd:  5988
[ 1.21049152e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
res:  5988 -0.00052622369639721 0.015050696147227427 0.024373417229240663
[ 1.21049848e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
Niter:  6 row:  244 ngroup:  26 nlines:  6378 gd:  5987
[ 1.21049848e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
res:  5987 -0.0005242609313427238 0.015051050285364909 0.0243598716267538
[ 1.21049520e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
Saving figure to  wave_resid_43670005_fiber244.png
Final values:
res:  -0.0005242609313427238 0.0243598716267538
pars:  [ 1.21049520e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
244 [ 1.21049520e-10 -1.03151122e-05 -2.82849309e-01  1.61513587e+04
 -1.43091726e+02  1.44856715e-02  1.54735034e+02 -1.42574449e+02
  5.25518788e-01  1.55249339e+02 -1.43083575e+02  1.64166456e-02
  1.54749336e+02 -1.42577900e+02  5.40045361e-01  1.55241173e+02
 -1.43077312e+02  3.63442493e-03  1.54746204e+02 -1.42592960e+02
  5.17130355e-01  1.55241919e+02 -1.43073256e+02  1.65105437e-02
  1.54741690e+02 -1.42588062e+02  4.99512487e-01  1.55244414e+02
 -1.43055111e+02  7.99230512e-03  1.54743348e+02 -1.42568707e+02
  5.36111040e-01  1.55243786e+02 -1.43062692e+02  1.28958983e-02
  1.54736878e+02 -1.42578674e+02  5.28789632e-01  1.55239028e+02
 -1.43089207e+02  2.16613896e-02  1.54752949e+02 -1.42579976e+02
  4.95427418e-01  1.55249602e+02 -1.43089167e+02  3.36034562e-02
  1.54748378e+02 -1.42602943e+02  5.34515183e-01  1.55247447e+02
 -1.43084826e+02  1.61416159e-02  1.54758004e+02 -1.42569509e+02
  5.04693620e-01  1.55255711e+02 -1.43059392e+02  2.81070737e-02
  1.54737386e+02 -1.42586829e+02  5.14478161e-01  1.55248797e+02
 -1.43082330e+02  2.53665258e-03  1.54751155e+02 -1.42576538e+02
  5.13581647e-01  1.55242348e+02 -1.43069166e+02  3.61244184e-03
  1.54732676e+02 -1.42582140e+02  5.06603711e-01  1.55235363e+02
 -1.43083325e+02  1.70087843e-02  1.54737335e+02 -1.42605469e+02
  4.99787597e-01  1.55243062e+02]
--- Row 246/300 row=245 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  245
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=245 ---
Niter:  0 row:  245 ngroup:  1 nlines:  231 gd:  231
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  231 0.0006911542732268572 0.013221183526184177 0.030741871898423034
[ 1.20253021e-10 -1.03157193e-05 -2.82841805e-01  1.61513865e+04
 -1.43124913e+02 -2.56388159e-14  1.54729541e+02]
Niter:  1 row:  245 ngroup:  1 nlines:  231 gd:  213
[ 1.20253021e-10 -1.03157193e-05 -2.82841805e-01  1.61513865e+04
 -1.43124913e+02 -2.56388159e-14  1.54729541e+02]
res:  213 -0.0006445873405027669 0.013021584400121355 0.02228198813905193
[ 1.20459925e-10 -1.03161262e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Niter:  2 row:  245 ngroup:  1 nlines:  231 gd:  214
[ 1.20459925e-10 -1.03161262e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
res:  214 -0.0005982164584565908 0.01303806847136002 0.022553462184486676
[ 1.20455829e-10 -1.03161262e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Niter:  3 row:  245 ngroup:  1 nlines:  231 gd:  214
[ 1.20455829e-10 -1.03161262e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
res:  214 -0.0006456304799939971 0.013036237549385987 0.022553705568380007
[ 1.20458767e-10 -1.03161223e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Niter:  4 row:  245 ngroup:  1 nlines:  231 gd:  214
[ 1.20458767e-10 -1.03161223e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
res:  214 -0.0006098880148783792 0.013050830988504458 0.022553506448564138
[ 1.20455141e-10 -1.03161223e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Niter:  5 row:  245 ngroup:  1 nlines:  231 gd:  214
[ 1.20455141e-10 -1.03161223e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
res:  214 -0.0006465555215982022 0.013049230237811571 0.022553717126621426
[ 1.20457741e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Niter:  6 row:  245 ngroup:  1 nlines:  231 gd:  214
[ 1.20457741e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
res:  214 -0.0006202377371664625 0.013062148122116923 0.02255355049827123
[ 1.20454531e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
Final values:
res:  -0.0006202377371664625 0.02255355049827123
pars:  [ 1.20454531e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
245 [ 1.20454531e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02]
elapsed: 2.9 sec.
Niter:  0 row:  245 ngroup:  26 nlines:  6165 gd:  6165
[ 1.20454531e-10 -1.03161188e-05 -2.82845704e-01  1.61513909e+04
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02 -1.43108662e+02 -1.19619035e-12
  1.54718555e+02 -1.43108662e+02 -1.19619035e-12  1.54718555e+02
 -1.43108662e+02 -1.19619035e-12  1.54718555e+02 -1.43108662e+02
 -1.19619035e-12  1.54718555e+02]
res:  6165 0.0006190422463987488 0.014213151269359514 0.031619518830873126
[ 1.20454543e-10 -1.03161178e-05 -2.82845676e-01  1.61513893e+04
 -1.43098180e+02  9.31200296e-03  1.54712718e+02 -1.42588486e+02
  5.33505730e-01  1.55209527e+02 -1.43096389e+02  5.90895605e-03
  1.54707291e+02 -1.42608452e+02  5.08062643e-01  1.55211633e+02
 -1.43088262e+02  1.82953045e-02  1.54721997e+02 -1.42586280e+02
  5.15904023e-01  1.55216258e+02 -1.43096798e+02  2.47699071e-02
  1.54706587e+02 -1.42589713e+02  4.91263107e-01  1.55215874e+02
 -1.43097923e+02  1.32897251e-02  1.54715319e+02 -1.42583614e+02
  5.12229398e-01  1.55214533e+02 -1.43097085e+02  2.91389988e-02
  1.54721926e+02 -1.42605947e+02  5.03305720e-01  1.55206238e+02
 -1.43111729e+02  4.69711358e-02  1.54713161e+02 -1.42606223e+02
  4.94216602e-01  1.55212271e+02 -1.43085603e+02 -9.67350213e-03
  1.54720696e+02 -1.42613990e+02  5.07388386e-01  1.55232602e+02
 -1.43077940e+02  2.70237483e-02  1.54714173e+02 -1.42581976e+02
  5.21324072e-01  1.55215095e+02 -1.43093492e+02  3.05882979e-02
  1.54712360e+02 -1.42599081e+02  5.16296183e-01  1.55198496e+02
 -1.43071640e+02  1.22830711e-02  1.54717920e+02 -1.42585356e+02
  5.04477041e-01  1.55220861e+02 -1.43123065e+02  1.08605062e-02
  1.54710589e+02 -1.42606531e+02  5.04024746e-01  1.55208165e+02
 -1.43111560e+02  3.97337116e-03  1.54719871e+02 -1.42613674e+02
  4.72814508e-01  1.55200867e+02]
Niter:  1 row:  245 ngroup:  26 nlines:  6165 gd:  5777
[ 1.20454543e-10 -1.03161178e-05 -2.82845676e-01  1.61513893e+04
 -1.43098180e+02  9.31200296e-03  1.54712718e+02 -1.42588486e+02
  5.33505730e-01  1.55209527e+02 -1.43096389e+02  5.90895605e-03
  1.54707291e+02 -1.42608452e+02  5.08062643e-01  1.55211633e+02
 -1.43088262e+02  1.82953045e-02  1.54721997e+02 -1.42586280e+02
  5.15904023e-01  1.55216258e+02 -1.43096798e+02  2.47699071e-02
  1.54706587e+02 -1.42589713e+02  4.91263107e-01  1.55215874e+02
 -1.43097923e+02  1.32897251e-02  1.54715319e+02 -1.42583614e+02
  5.12229398e-01  1.55214533e+02 -1.43097085e+02  2.91389988e-02
  1.54721926e+02 -1.42605947e+02  5.03305720e-01  1.55206238e+02
 -1.43111729e+02  4.69711358e-02  1.54713161e+02 -1.42606223e+02
  4.94216602e-01  1.55212271e+02 -1.43085603e+02 -9.67350213e-03
  1.54720696e+02 -1.42613990e+02  5.07388386e-01  1.55232602e+02
 -1.43077940e+02  2.70237483e-02  1.54714173e+02 -1.42581976e+02
  5.21324072e-01  1.55215095e+02 -1.43093492e+02  3.05882979e-02
  1.54712360e+02 -1.42599081e+02  5.16296183e-01  1.55198496e+02
 -1.43071640e+02  1.22830711e-02  1.54717920e+02 -1.42585356e+02
  5.04477041e-01  1.55220861e+02 -1.43123065e+02  1.08605062e-02
  1.54710589e+02 -1.42606531e+02  5.04024746e-01  1.55208165e+02
 -1.43111560e+02  3.97337116e-03  1.54719871e+02 -1.42613674e+02
  4.72814508e-01  1.55200867e+02]
res:  5777 -0.000854967942359508 0.014337794942548499 0.023008046659155464
[ 1.20454555e-10 -1.03161167e-05 -2.82845648e-01  1.61513877e+04
 -1.43121334e+02 -7.89980993e-03  1.54709020e+02 -1.42595450e+02
  5.07329904e-01  1.55202901e+02 -1.43103332e+02 -1.25690844e-02
  1.54705994e+02 -1.42602898e+02  4.86251157e-01  1.55212437e+02
 -1.43100523e+02 -1.06805674e-02  1.54711384e+02 -1.42598568e+02
  4.98267918e-01  1.55205685e+02 -1.43103828e+02 -3.95049196e-03
  1.54706309e+02 -1.42590996e+02  4.69180813e-01  1.55211504e+02
 -1.43109832e+02 -1.70999405e-02  1.54708140e+02 -1.42596251e+02
  4.90431967e-01  1.55205382e+02 -1.43109653e+02  6.23583673e-03
  1.54717748e+02 -1.42600978e+02  4.84355219e-01  1.55203317e+02
 -1.43123882e+02  1.66007051e-03  1.54710562e+02 -1.42623572e+02
  4.77528587e-01  1.55204006e+02 -1.43098219e+02 -2.44107653e-02
  1.54710893e+02 -1.42627939e+02  4.85410264e-01  1.55218256e+02
 -1.43079196e+02 -3.28032467e-03  1.54703411e+02 -1.42594143e+02
  4.90378185e-01  1.55209759e+02 -1.43105155e+02  3.78031500e-03
  1.54705445e+02 -1.42594850e+02  4.96121264e-01  1.55197060e+02
 -1.43078570e+02 -1.57890020e-02  1.54713201e+02 -1.42593222e+02
  4.78326510e-01  1.55220916e+02 -1.43124803e+02 -5.78607030e-03
  1.54708916e+02 -1.42620193e+02  4.82302879e-01  1.55202310e+02
 -1.43117627e+02 -1.64400615e-02  1.54716938e+02 -1.42620371e+02
  4.56794172e-01  1.55205819e+02]
Niter:  2 row:  245 ngroup:  26 nlines:  6165 gd:  5769
[ 1.20454555e-10 -1.03161167e-05 -2.82845648e-01  1.61513877e+04
 -1.43121334e+02 -7.89980993e-03  1.54709020e+02 -1.42595450e+02
  5.07329904e-01  1.55202901e+02 -1.43103332e+02 -1.25690844e-02
  1.54705994e+02 -1.42602898e+02  4.86251157e-01  1.55212437e+02
 -1.43100523e+02 -1.06805674e-02  1.54711384e+02 -1.42598568e+02
  4.98267918e-01  1.55205685e+02 -1.43103828e+02 -3.95049196e-03
  1.54706309e+02 -1.42590996e+02  4.69180813e-01  1.55211504e+02
 -1.43109832e+02 -1.70999405e-02  1.54708140e+02 -1.42596251e+02
  4.90431967e-01  1.55205382e+02 -1.43109653e+02  6.23583673e-03
  1.54717748e+02 -1.42600978e+02  4.84355219e-01  1.55203317e+02
 -1.43123882e+02  1.66007051e-03  1.54710562e+02 -1.42623572e+02
  4.77528587e-01  1.55204006e+02 -1.43098219e+02 -2.44107653e-02
  1.54710893e+02 -1.42627939e+02  4.85410264e-01  1.55218256e+02
 -1.43079196e+02 -3.28032467e-03  1.54703411e+02 -1.42594143e+02
  4.90378185e-01  1.55209759e+02 -1.43105155e+02  3.78031500e-03
  1.54705445e+02 -1.42594850e+02  4.96121264e-01  1.55197060e+02
 -1.43078570e+02 -1.57890020e-02  1.54713201e+02 -1.42593222e+02
  4.78326510e-01  1.55220916e+02 -1.43124803e+02 -5.78607030e-03
  1.54708916e+02 -1.42620193e+02  4.82302879e-01  1.55202310e+02
 -1.43117627e+02 -1.64400615e-02  1.54716938e+02 -1.42620371e+02
  4.56794172e-01  1.55205819e+02]
res:  5769 -0.0009151654958259314 0.014298709535069065 0.022844003937249825
[ 1.20454567e-10 -1.03161157e-05 -2.82845620e-01  1.61513861e+04
 -1.43134076e+02 -1.71046119e-02  1.54704303e+02 -1.42602413e+02
  4.98274215e-01  1.55200185e+02 -1.43110276e+02 -1.82683938e-02
  1.54701269e+02 -1.42609876e+02  4.80553617e-01  1.55207713e+02
 -1.43107469e+02 -2.25227313e-02  1.54706656e+02 -1.42605558e+02
  4.92565572e-01  1.55200955e+02 -1.43110789e+02 -1.27472763e-02
  1.54703675e+02 -1.42597957e+02  4.56916115e-01  1.55212957e+02
 -1.43116790e+02 -2.28040051e-02  1.54703405e+02 -1.42603199e+02
  4.81435098e-01  1.55200652e+02 -1.43116613e+02  5.32446913e-04
  1.54715003e+02 -1.42607953e+02  4.75334043e-01  1.55198595e+02
 -1.43130816e+02 -1.32489618e-02  1.54705830e+02 -1.42630507e+02
  4.68844656e-01  1.55199277e+02 -1.43105190e+02 -3.01282293e-02
  1.54706169e+02 -1.42634935e+02  4.79698762e-01  1.55213526e+02
 -1.43086148e+02 -1.53061839e-02  1.54698694e+02 -1.42601093e+02
  4.81346608e-01  1.55205038e+02 -1.43112096e+02 -1.14849929e-02
  1.54700718e+02 -1.42601805e+02  4.90393703e-01  1.55194154e+02
 -1.43085522e+02 -3.08083486e-02  1.54710512e+02 -1.42600188e+02
  4.62371077e-01  1.55216190e+02 -1.43131773e+02 -1.14765915e-02
  1.54706188e+02 -1.42627139e+02  4.76607148e-01  1.55197574e+02
 -1.43119575e+02 -2.21390143e-02  1.54712207e+02 -1.42627341e+02
  4.51083461e-01  1.55201101e+02]
Niter:  3 row:  245 ngroup:  26 nlines:  6165 gd:  5769
[ 1.20454567e-10 -1.03161157e-05 -2.82845620e-01  1.61513861e+04
 -1.43134076e+02 -1.71046119e-02  1.54704303e+02 -1.42602413e+02
  4.98274215e-01  1.55200185e+02 -1.43110276e+02 -1.82683938e-02
  1.54701269e+02 -1.42609876e+02  4.80553617e-01  1.55207713e+02
 -1.43107469e+02 -2.25227313e-02  1.54706656e+02 -1.42605558e+02
  4.92565572e-01  1.55200955e+02 -1.43110789e+02 -1.27472763e-02
  1.54703675e+02 -1.42597957e+02  4.56916115e-01  1.55212957e+02
 -1.43116790e+02 -2.28040051e-02  1.54703405e+02 -1.42603199e+02
  4.81435098e-01  1.55200652e+02 -1.43116613e+02  5.32446913e-04
  1.54715003e+02 -1.42607953e+02  4.75334043e-01  1.55198595e+02
 -1.43130816e+02 -1.32489618e-02  1.54705830e+02 -1.42630507e+02
  4.68844656e-01  1.55199277e+02 -1.43105190e+02 -3.01282293e-02
  1.54706169e+02 -1.42634935e+02  4.79698762e-01  1.55213526e+02
 -1.43086148e+02 -1.53061839e-02  1.54698694e+02 -1.42601093e+02
  4.81346608e-01  1.55205038e+02 -1.43112096e+02 -1.14849929e-02
  1.54700718e+02 -1.42601805e+02  4.90393703e-01  1.55194154e+02
 -1.43085522e+02 -3.08083486e-02  1.54710512e+02 -1.42600188e+02
  4.62371077e-01  1.55216190e+02 -1.43131773e+02 -1.14765915e-02
  1.54706188e+02 -1.42627139e+02  4.76607148e-01  1.55197574e+02
 -1.43119575e+02 -2.21390143e-02  1.54712207e+02 -1.42627341e+02
  4.51083461e-01  1.55201101e+02]
res:  5769 -0.0005812008785142098 0.014004620610648999 0.02279127983520934
[ 1.20917675e-10 -1.03156946e-05 -2.82848651e-01  1.61513845e+04
 -1.43128391e+02 -2.23966144e-02  1.54705875e+02 -1.42589947e+02
  4.87978631e-01  1.55203847e+02 -1.43104590e+02 -2.37263923e-02
  1.54702415e+02 -1.42604555e+02  4.75116261e-01  1.55208970e+02
 -1.43101874e+02 -2.78402797e-02  1.54707754e+02 -1.42600232e+02
  4.87151528e-01  1.55201839e+02 -1.43105432e+02 -2.28087302e-02
  1.54708001e+02 -1.42592647e+02  4.52017255e-01  1.55214061e+02
 -1.43111183e+02 -2.82280506e-02  1.54703920e+02 -1.42597656e+02
  4.75967302e-01  1.55201508e+02 -1.43111077e+02 -4.82715443e-03
  1.54716280e+02 -1.42602555e+02  4.69924716e-01  1.55199993e+02
 -1.43125055e+02 -1.86302752e-02  1.54706417e+02 -1.42624761e+02
  4.63527003e-01  1.55200200e+02 -1.43099838e+02 -3.53185438e-02
  1.54707467e+02 -1.42629602e+02  4.74529466e-01  1.55214437e+02
 -1.43080457e+02 -2.60062314e-02  1.54700284e+02 -1.42595539e+02
  4.71256202e-01  1.55206416e+02 -1.43106399e+02 -1.69268637e-02
  1.54701773e+02 -1.42596303e+02  4.85409716e-01  1.55194957e+02
 -1.43079959e+02 -3.60313886e-02  1.54711939e+02 -1.42594702e+02
  4.52320514e-01  1.55217410e+02 -1.43126305e+02 -1.70479303e-02
  1.54707229e+02 -1.42621551e+02  4.71062428e-01  1.55197986e+02
 -1.43114006e+02 -2.75805860e-02  1.54713013e+02 -1.42621873e+02
  4.45882967e-01  1.55202832e+02]
Niter:  4 row:  245 ngroup:  26 nlines:  6165 gd:  5758
[ 1.20917675e-10 -1.03156946e-05 -2.82848651e-01  1.61513845e+04
 -1.43128391e+02 -2.23966144e-02  1.54705875e+02 -1.42589947e+02
  4.87978631e-01  1.55203847e+02 -1.43104590e+02 -2.37263923e-02
  1.54702415e+02 -1.42604555e+02  4.75116261e-01  1.55208970e+02
 -1.43101874e+02 -2.78402797e-02  1.54707754e+02 -1.42600232e+02
  4.87151528e-01  1.55201839e+02 -1.43105432e+02 -2.28087302e-02
  1.54708001e+02 -1.42592647e+02  4.52017255e-01  1.55214061e+02
 -1.43111183e+02 -2.82280506e-02  1.54703920e+02 -1.42597656e+02
  4.75967302e-01  1.55201508e+02 -1.43111077e+02 -4.82715443e-03
  1.54716280e+02 -1.42602555e+02  4.69924716e-01  1.55199993e+02
 -1.43125055e+02 -1.86302752e-02  1.54706417e+02 -1.42624761e+02
  4.63527003e-01  1.55200200e+02 -1.43099838e+02 -3.53185438e-02
  1.54707467e+02 -1.42629602e+02  4.74529466e-01  1.55214437e+02
 -1.43080457e+02 -2.60062314e-02  1.54700284e+02 -1.42595539e+02
  4.71256202e-01  1.55206416e+02 -1.43106399e+02 -1.69268637e-02
  1.54701773e+02 -1.42596303e+02  4.85409716e-01  1.55194957e+02
 -1.43079959e+02 -3.60313886e-02  1.54711939e+02 -1.42594702e+02
  4.52320514e-01  1.55217410e+02 -1.43126305e+02 -1.70479303e-02
  1.54707229e+02 -1.42621551e+02  4.71062428e-01  1.55197986e+02
 -1.43114006e+02 -2.75805860e-02  1.54713013e+02 -1.42621873e+02
  4.45882967e-01  1.55202832e+02]
res:  5758 -0.0008523178366885986 0.013987645110319136 0.02261891323136376
[ 1.20917663e-10 -1.03156956e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
Niter:  5 row:  245 ngroup:  26 nlines:  6165 gd:  5757
[ 1.20917663e-10 -1.03156956e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
res:  5757 -0.0007467999384971336 0.013982741809741128 0.02260463695808711
[ 1.20906107e-10 -1.03156956e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
Niter:  6 row:  245 ngroup:  26 nlines:  6165 gd:  5757
[ 1.20906107e-10 -1.03156956e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
res:  5757 -0.0007257084544107784 0.013969520448881667 0.022604528499943488
[ 1.20908581e-10 -1.03157052e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
Saving figure to  wave_resid_43670005_fiber245.png
Final values:
res:  -0.0007257084544107784 0.022604528499943488
pars:  [ 1.20908581e-10 -1.03157052e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
245 [ 1.20908581e-10 -1.03157052e-05 -2.82848680e-01  1.61513861e+04
 -1.43120093e+02 -1.66598047e-02  1.54710980e+02 -1.42583971e+02
  4.95405595e-01  1.55206156e+02 -1.43096281e+02 -1.80071398e-02
  1.54705743e+02 -1.42596110e+02  4.80845334e-01  1.55212288e+02
 -1.43093547e+02 -2.21117363e-02  1.54711089e+02 -1.42591756e+02
  4.92881281e-01  1.55205193e+02 -1.43097042e+02 -1.53976055e-02
  1.54707937e+02 -1.42584255e+02  4.57772404e-01  1.55217396e+02
 -1.43102821e+02 -2.25018052e-02  1.54709116e+02 -1.42589322e+02
  4.81691600e-01  1.55204863e+02 -1.43102704e+02  9.06324729e-04
  1.54717567e+02 -1.42594126e+02  4.75649839e-01  1.55203298e+02
 -1.43116777e+02 -1.29031860e-02  1.54711793e+02 -1.42616484e+02
  4.69265775e-01  1.55203549e+02 -1.43091421e+02 -2.95756811e-02
  1.54710782e+02 -1.42621103e+02  4.77140443e-01  1.55217473e+02
 -1.43072125e+02 -2.13646692e-02  1.54698859e+02 -1.42587199e+02
  4.75479307e-01  1.55209722e+02 -1.43098101e+02 -1.40775496e-02
  1.54705109e+02 -1.42587943e+02  4.88201572e-01  1.55200177e+02
 -1.43071621e+02 -3.02872899e-02  1.54715240e+02 -1.42586309e+02
  4.56635630e-01  1.55222676e+02 -1.43117895e+02 -1.48183769e-02
  1.54708487e+02 -1.42613228e+02  4.76789558e-01  1.55201381e+02
 -1.43105671e+02 -2.18568732e-02  1.54714355e+02 -1.42613467e+02
  4.51628678e-01  1.55207981e+02]
--- Row 247/300 row=246 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  246
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=246 ---
Niter:  0 row:  246 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 0.0003036423559024115 0.014427660222281702 0.033821944942071164
[ 1.20651811e-10 -1.03151732e-05 -2.82843164e-01  1.61514058e+04
 -1.43106067e+02 -9.83326857e-14  1.54749073e+02]
Niter:  1 row:  246 ngroup:  1 nlines:  244 gd:  222
[ 1.20651811e-10 -1.03151732e-05 -2.82843164e-01  1.61514058e+04
 -1.43106067e+02 -9.83326857e-14  1.54749073e+02]
res:  222 0.00025348989220219664 0.013671619431988802 0.02263579418951977
[ 1.20170557e-10 -1.03149575e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
Niter:  2 row:  246 ngroup:  1 nlines:  244 gd:  221
[ 1.20170557e-10 -1.03149575e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
res:  221 0.0002198541797042708 0.013868535762412648 0.022298092729860428
[ 1.20217517e-10 -1.03149575e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
Niter:  3 row:  246 ngroup:  1 nlines:  244 gd:  221
[ 1.20217517e-10 -1.03149575e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
res:  221 9.548996968078427e-05 0.01369125510154845 0.02229678594946953
[ 1.20197667e-10 -1.03148998e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
Niter:  4 row:  246 ngroup:  1 nlines:  244 gd:  221
[ 1.20197667e-10 -1.03148998e-05 -2.82837339e-01  1.61514035e+04
 -1.43147863e+02  3.32914392e-11  1.54764632e+02]
res:  221 -9.137873348663561e-06 0.013768179866019636 0.022294078030234213
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
Niter:  5 row:  246 ngroup:  1 nlines:  244 gd:  221
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
res:  221 -9.137873348663561e-06 0.013768179866019636 0.022294078030234213
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
Niter:  6 row:  246 ngroup:  1 nlines:  244 gd:  221
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
res:  221 -9.137873348663561e-06 0.013768179866019636 0.022294078030234213
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
Final values:
res:  -9.137873348663561e-06 0.022294078030234213
pars:  [ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
246 [ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02]
elapsed: 2.9 sec.
Niter:  0 row:  246 ngroup:  26 nlines:  6306 gd:  6306
[ 1.20239066e-10 -1.03147818e-05 -2.82837502e-01  1.61514034e+04
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02 -1.43146391e+02 -2.99561496e-09
  1.54766898e+02 -1.43146391e+02 -2.99561496e-09  1.54766898e+02
 -1.43146391e+02 -2.99561496e-09  1.54766898e+02 -1.43146391e+02
 -2.99561496e-09  1.54766898e+02]
res:  6306 -5.588836120296037e-05 0.013897365169214027 0.033525450562546626
[ 1.20239054e-10 -1.03147828e-05 -2.82837530e-01  1.61514050e+04
 -1.43133604e+02 -2.19835195e-03  1.54774781e+02 -1.42612990e+02
  5.14237626e-01  1.55277379e+02 -1.43110291e+02  1.38200671e-02
  1.54771238e+02 -1.42616643e+02  5.06881482e-01  1.55271585e+02
 -1.43126542e+02 -2.47616154e-03  1.54771688e+02 -1.42626731e+02
  5.03519484e-01  1.55276083e+02 -1.43105739e+02  2.18226819e-03
  1.54778920e+02 -1.42630912e+02  4.89151155e-01  1.55273055e+02
 -1.43116387e+02  1.68250090e-02  1.54778629e+02 -1.42619780e+02
  4.82844361e-01  1.55281258e+02 -1.43124630e+02  2.75191524e-03
  1.54775026e+02 -1.42619067e+02  4.88357870e-01  1.55271314e+02
 -1.43116916e+02  2.05356313e-03  1.54779083e+02 -1.42642131e+02
  4.95065408e-01  1.55270483e+02 -1.43154725e+02  1.21852687e-02
  1.54777078e+02 -1.42612576e+02  5.06455676e-01  1.55279299e+02
 -1.43108095e+02  1.70350556e-02  1.54776914e+02 -1.42594402e+02
  4.79555737e-01  1.55286589e+02 -1.43114187e+02  8.56341687e-03
  1.54771652e+02 -1.42610543e+02  4.73724012e-01  1.55273255e+02
 -1.43132740e+02 -1.49363822e-02  1.54777089e+02 -1.42622409e+02
  4.92304709e-01  1.55277449e+02 -1.43124694e+02 -2.95397528e-02
  1.54768046e+02 -1.42629298e+02  4.70941918e-01  1.55280154e+02
 -1.43123978e+02  2.03342612e-02  1.54776097e+02 -1.42631932e+02
  5.02721279e-01  1.55277727e+02]
Niter:  1 row:  246 ngroup:  26 nlines:  6306 gd:  5821
[ 1.20239054e-10 -1.03147828e-05 -2.82837530e-01  1.61514050e+04
 -1.43133604e+02 -2.19835195e-03  1.54774781e+02 -1.42612990e+02
  5.14237626e-01  1.55277379e+02 -1.43110291e+02  1.38200671e-02
  1.54771238e+02 -1.42616643e+02  5.06881482e-01  1.55271585e+02
 -1.43126542e+02 -2.47616154e-03  1.54771688e+02 -1.42626731e+02
  5.03519484e-01  1.55276083e+02 -1.43105739e+02  2.18226819e-03
  1.54778920e+02 -1.42630912e+02  4.89151155e-01  1.55273055e+02
 -1.43116387e+02  1.68250090e-02  1.54778629e+02 -1.42619780e+02
  4.82844361e-01  1.55281258e+02 -1.43124630e+02  2.75191524e-03
  1.54775026e+02 -1.42619067e+02  4.88357870e-01  1.55271314e+02
 -1.43116916e+02  2.05356313e-03  1.54779083e+02 -1.42642131e+02
  4.95065408e-01  1.55270483e+02 -1.43154725e+02  1.21852687e-02
  1.54777078e+02 -1.42612576e+02  5.06455676e-01  1.55279299e+02
 -1.43108095e+02  1.70350556e-02  1.54776914e+02 -1.42594402e+02
  4.79555737e-01  1.55286589e+02 -1.43114187e+02  8.56341687e-03
  1.54771652e+02 -1.42610543e+02  4.73724012e-01  1.55273255e+02
 -1.43132740e+02 -1.49363822e-02  1.54777089e+02 -1.42622409e+02
  4.92304709e-01  1.55277449e+02 -1.43124694e+02 -2.95397528e-02
  1.54768046e+02 -1.42629298e+02  4.70941918e-01  1.55280154e+02
 -1.43123978e+02  2.03342612e-02  1.54776097e+02 -1.42631932e+02
  5.02721279e-01  1.55277727e+02]
res:  5821 -0.0006153965941848583 0.013939650647444068 0.022456930150285173
[ 1.20239042e-10 -1.03147839e-05 -2.82837558e-01  1.61514067e+04
 -1.43132500e+02  1.13470396e-02  1.54776363e+02 -1.42610619e+02
  5.03988979e-01  1.55284820e+02 -1.43119297e+02  2.68026417e-03
  1.54772630e+02 -1.42624148e+02  5.13488218e-01  1.55279622e+02
 -1.43119595e+02 -1.85673461e-02  1.54780238e+02 -1.42631992e+02
  4.80603932e-01  1.55281654e+02 -1.43109289e+02 -5.08592603e-03
  1.54781579e+02 -1.42622895e+02  5.05972195e-01  1.55286054e+02
 -1.43114072e+02  3.56489014e-03  1.54775812e+02 -1.42617414e+02
  5.09153217e-01  1.55287477e+02 -1.43122928e+02 -1.32562796e-02
  1.54785793e+02 -1.42617852e+02  5.03057092e-01  1.55268595e+02
 -1.43109961e+02 -1.58569310e-03  1.54783360e+02 -1.42640798e+02
  5.00261863e-01  1.55277096e+02 -1.43147782e+02  8.08623409e-03
  1.54779429e+02 -1.42605631e+02  5.13174106e-01  1.55283722e+02
 -1.43096274e+02  1.91782992e-02  1.54781867e+02 -1.42600670e+02
  4.91557532e-01  1.55285312e+02 -1.43112369e+02 -5.55195545e-03
  1.54779808e+02 -1.42608651e+02  4.89280231e-01  1.55277994e+02
 -1.43134094e+02 -5.73856474e-03  1.54782272e+02 -1.42597788e+02
  5.10661390e-01  1.55277624e+02 -1.43127495e+02 -1.68781176e-02
  1.54769539e+02 -1.42628043e+02  4.78335217e-01  1.55284239e+02
 -1.43126354e+02  3.98249966e-03  1.54778255e+02 -1.42612580e+02
  5.02195242e-01  1.55281810e+02]
Niter:  2 row:  246 ngroup:  26 nlines:  6306 gd:  5816
[ 1.20239042e-10 -1.03147839e-05 -2.82837558e-01  1.61514067e+04
 -1.43132500e+02  1.13470396e-02  1.54776363e+02 -1.42610619e+02
  5.03988979e-01  1.55284820e+02 -1.43119297e+02  2.68026417e-03
  1.54772630e+02 -1.42624148e+02  5.13488218e-01  1.55279622e+02
 -1.43119595e+02 -1.85673461e-02  1.54780238e+02 -1.42631992e+02
  4.80603932e-01  1.55281654e+02 -1.43109289e+02 -5.08592603e-03
  1.54781579e+02 -1.42622895e+02  5.05972195e-01  1.55286054e+02
 -1.43114072e+02  3.56489014e-03  1.54775812e+02 -1.42617414e+02
  5.09153217e-01  1.55287477e+02 -1.43122928e+02 -1.32562796e-02
  1.54785793e+02 -1.42617852e+02  5.03057092e-01  1.55268595e+02
 -1.43109961e+02 -1.58569310e-03  1.54783360e+02 -1.42640798e+02
  5.00261863e-01  1.55277096e+02 -1.43147782e+02  8.08623409e-03
  1.54779429e+02 -1.42605631e+02  5.13174106e-01  1.55283722e+02
 -1.43096274e+02  1.91782992e-02  1.54781867e+02 -1.42600670e+02
  4.91557532e-01  1.55285312e+02 -1.43112369e+02 -5.55195545e-03
  1.54779808e+02 -1.42608651e+02  4.89280231e-01  1.55277994e+02
 -1.43134094e+02 -5.73856474e-03  1.54782272e+02 -1.42597788e+02
  5.10661390e-01  1.55277624e+02 -1.43127495e+02 -1.68781176e-02
  1.54769539e+02 -1.42628043e+02  4.78335217e-01  1.55284239e+02
 -1.43126354e+02  3.98249966e-03  1.54778255e+02 -1.42612580e+02
  5.02195242e-01  1.55281810e+02]
res:  5816 -0.0006471076476373128 0.013992887761560269 0.022355876722888926
[ 1.20239029e-10 -1.03147849e-05 -2.82837587e-01  1.61514083e+04
 -1.43125555e+02  1.70231992e-02  1.54781096e+02 -1.42603669e+02
  5.09689851e-01  1.55289557e+02 -1.43117132e+02  8.37558047e-03
  1.54777361e+02 -1.42617201e+02  5.22053458e-01  1.55284351e+02
 -1.43112647e+02 -1.57059394e-02  1.54784963e+02 -1.42625059e+02
  4.83574243e-01  1.55286383e+02 -1.43102350e+02 -2.88049921e-03
  1.54786309e+02 -1.42615944e+02  5.14685010e-01  1.55292692e+02
 -1.43107119e+02  6.52372272e-03  1.54780537e+02 -1.42610458e+02
  5.14858453e-01  1.55292213e+02 -1.43115988e+02 -1.07951872e-02
  1.54792360e+02 -1.42610901e+02  5.11844037e-01  1.55273329e+02
 -1.43103007e+02  4.10324066e-03  1.54788085e+02 -1.42633851e+02
  5.05946581e-01  1.55283680e+02 -1.43140839e+02  1.37781445e-02
  1.54784158e+02 -1.42598686e+02  5.22180451e-01  1.55288454e+02
 -1.43089331e+02  2.19853986e-02  1.54786608e+02 -1.42598350e+02
  5.00614541e-01  1.55290040e+02 -1.43105412e+02 -1.33052074e-02
  1.54786359e+02 -1.42601730e+02  4.98117319e-01  1.55282716e+02
 -1.43127165e+02 -5.82821976e-05  1.54786998e+02 -1.42580244e+02
  5.19273596e-01  1.55282354e+02 -1.43120563e+02 -1.11921514e-02
  1.54774273e+02 -1.42621107e+02  4.84034544e-01  1.55288956e+02
 -1.43129740e+02  6.57728093e-03  1.54782988e+02 -1.42601039e+02
  5.07901721e-01  1.55286534e+02]
Niter:  3 row:  246 ngroup:  26 nlines:  6306 gd:  5818
[ 1.20239029e-10 -1.03147849e-05 -2.82837587e-01  1.61514083e+04
 -1.43125555e+02  1.70231992e-02  1.54781096e+02 -1.42603669e+02
  5.09689851e-01  1.55289557e+02 -1.43117132e+02  8.37558047e-03
  1.54777361e+02 -1.42617201e+02  5.22053458e-01  1.55284351e+02
 -1.43112647e+02 -1.57059394e-02  1.54784963e+02 -1.42625059e+02
  4.83574243e-01  1.55286383e+02 -1.43102350e+02 -2.88049921e-03
  1.54786309e+02 -1.42615944e+02  5.14685010e-01  1.55292692e+02
 -1.43107119e+02  6.52372272e-03  1.54780537e+02 -1.42610458e+02
  5.14858453e-01  1.55292213e+02 -1.43115988e+02 -1.07951872e-02
  1.54792360e+02 -1.42610901e+02  5.11844037e-01  1.55273329e+02
 -1.43103007e+02  4.10324066e-03  1.54788085e+02 -1.42633851e+02
  5.05946581e-01  1.55283680e+02 -1.43140839e+02  1.37781445e-02
  1.54784158e+02 -1.42598686e+02  5.22180451e-01  1.55288454e+02
 -1.43089331e+02  2.19853986e-02  1.54786608e+02 -1.42598350e+02
  5.00614541e-01  1.55290040e+02 -1.43105412e+02 -1.33052074e-02
  1.54786359e+02 -1.42601730e+02  4.98117319e-01  1.55282716e+02
 -1.43127165e+02 -5.82821976e-05  1.54786998e+02 -1.42580244e+02
  5.19273596e-01  1.55282354e+02 -1.43120563e+02 -1.11921514e-02
  1.54774273e+02 -1.42621107e+02  4.84034544e-01  1.55288956e+02
 -1.43129740e+02  6.57728093e-03  1.54782988e+02 -1.42601039e+02
  5.07901721e-01  1.55286534e+02]
res:  5818 -0.0005665333201250178 0.014020907688063744 0.02237834939951942
[ 1.20224414e-10 -1.03147849e-05 -2.82837587e-01  1.61514083e+04
 -1.43125555e+02  1.70231992e-02  1.54781096e+02 -1.42603669e+02
  5.09689851e-01  1.55289557e+02 -1.43117132e+02  8.37558047e-03
  1.54777361e+02 -1.42617201e+02  5.22053458e-01  1.55284351e+02
 -1.43112647e+02 -1.57059394e-02  1.54784963e+02 -1.42625059e+02
  4.83574243e-01  1.55286383e+02 -1.43102350e+02 -2.88049921e-03
  1.54786309e+02 -1.42615944e+02  5.14685010e-01  1.55292692e+02
 -1.43107119e+02  6.52372272e-03  1.54780537e+02 -1.42610458e+02
  5.14858453e-01  1.55292213e+02 -1.43115988e+02 -1.07951872e-02
  1.54792360e+02 -1.42610901e+02  5.11844037e-01  1.55273329e+02
 -1.43103007e+02  4.10324066e-03  1.54788085e+02 -1.42633851e+02
  5.05946581e-01  1.55283680e+02 -1.43140839e+02  1.37781445e-02
  1.54784158e+02 -1.42598686e+02  5.22180451e-01  1.55288454e+02
 -1.43089331e+02  2.19853986e-02  1.54786608e+02 -1.42598350e+02
  5.00614541e-01  1.55290040e+02 -1.43105412e+02 -1.33052074e-02
  1.54786359e+02 -1.42601730e+02  4.98117319e-01  1.55282716e+02
 -1.43127165e+02 -5.82821976e-05  1.54786998e+02 -1.42580244e+02
  5.19273596e-01  1.55282354e+02 -1.43120563e+02 -1.11921514e-02
  1.54774273e+02 -1.42621107e+02  4.84034544e-01  1.55288956e+02
 -1.43129740e+02  6.57728093e-03  1.54782988e+02 -1.42601039e+02
  5.07901721e-01  1.55286534e+02]
Niter:  4 row:  246 ngroup:  26 nlines:  6306 gd:  5821
[ 1.20224414e-10 -1.03147849e-05 -2.82837587e-01  1.61514083e+04
 -1.43125555e+02  1.70231992e-02  1.54781096e+02 -1.42603669e+02
  5.09689851e-01  1.55289557e+02 -1.43117132e+02  8.37558047e-03
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  4.83574243e-01  1.55286383e+02 -1.43102350e+02 -2.88049921e-03
  1.54786309e+02 -1.42615944e+02  5.14685010e-01  1.55292692e+02
 -1.43107119e+02  6.52372272e-03  1.54780537e+02 -1.42610458e+02
  5.14858453e-01  1.55292213e+02 -1.43115988e+02 -1.07951872e-02
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  5.05946581e-01  1.55283680e+02 -1.43140839e+02  1.37781445e-02
  1.54784158e+02 -1.42598686e+02  5.22180451e-01  1.55288454e+02
 -1.43089331e+02  2.19853986e-02  1.54786608e+02 -1.42598350e+02
  5.00614541e-01  1.55290040e+02 -1.43105412e+02 -1.33052074e-02
  1.54786359e+02 -1.42601730e+02  4.98117319e-01  1.55282716e+02
 -1.43127165e+02 -5.82821976e-05  1.54786998e+02 -1.42580244e+02
  5.19273596e-01  1.55282354e+02 -1.43120563e+02 -1.11921514e-02
  1.54774273e+02 -1.42621107e+02  4.84034544e-01  1.55288956e+02
 -1.43129740e+02  6.57728093e-03  1.54782988e+02 -1.42601039e+02
  5.07901721e-01  1.55286534e+02]
res:  5821 -0.0006507616371891345 0.013916812133174972 0.0224091726857339
[ 1.20224402e-10 -1.03147859e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
Niter:  5 row:  246 ngroup:  26 nlines:  6306 gd:  5818
[ 1.20224402e-10 -1.03147859e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
res:  5818 -0.0006354427541737095 0.013955852551589487 0.02237198714717596
[ 1.20217666e-10 -1.03147859e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
Niter:  6 row:  246 ngroup:  26 nlines:  6306 gd:  5818
[ 1.20217666e-10 -1.03147859e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
res:  5818 -0.0006264850098887109 0.01392523839695059 0.022371862358072928
[ 1.20224718e-10 -1.03147897e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
Saving figure to  wave_resid_43670005_fiber246.png
Final values:
res:  -0.0006264850098887109 0.022371862358072928
pars:  [ 1.20224718e-10 -1.03147897e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
246 [ 1.20224718e-10 -1.03147897e-05 -2.82837615e-01  1.61514099e+04
 -1.43118010e+02  2.26918705e-02  1.54785253e+02 -1.42596112e+02
  5.15396109e-01  1.55293723e+02 -1.43109577e+02  1.40705600e-02
  1.54781514e+02 -1.42609648e+02  5.27713062e-01  1.55288500e+02
 -1.43105097e+02 -9.99643979e-03  1.54789099e+02 -1.42617537e+02
  4.89278850e-01  1.55290526e+02 -1.43094817e+02  2.80532138e-03
  1.54790461e+02 -1.42608384e+02  5.20384513e-01  1.55296833e+02
 -1.43099558e+02  1.22092578e-02  1.54784673e+02 -1.42602887e+02
  5.20548508e-01  1.55296378e+02 -1.43108456e+02 -5.09269586e-03
  1.54796514e+02 -1.42603337e+02  5.17547262e-01  1.55277491e+02
 -1.43095439e+02  9.79092517e-03  1.54792224e+02 -1.42626299e+02
  5.11637056e-01  1.55287826e+02 -1.43133301e+02  1.94572263e-02
  1.54788305e+02 -1.42591144e+02  5.27876593e-01  1.55294567e+02
 -1.43081784e+02  2.76695987e-02  1.54790789e+02 -1.42590794e+02
  5.06305002e-01  1.55294179e+02 -1.43097838e+02 -1.40986519e-02
  1.54790493e+02 -1.42594230e+02  5.03805058e-01  1.55286839e+02
 -1.43119649e+02  5.61354058e-03  1.54791138e+02 -1.42572635e+02
  5.24989069e-01  1.55286504e+02 -1.43113045e+02 -5.51732984e-03
  1.54778436e+02 -1.42613578e+02  4.89739668e-01  1.55293068e+02
 -1.43126631e+02  9.09729326e-03  1.54787151e+02 -1.42593488e+02
  5.13606701e-01  1.55290664e+02]
--- Row 248/300 row=247 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  247
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=247 ---
Niter:  0 row:  247 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -8.19801362013095e-05 0.014283821743447334 0.03496948593586622
[ 1.20591280e-10 -1.03150089e-05 -2.82847468e-01  1.61514153e+04
 -1.43050860e+02  5.60682925e-14  1.54687748e+02]
Niter:  1 row:  247 ngroup:  1 nlines:  240 gd:  220
[ 1.20591280e-10 -1.03150089e-05 -2.82847468e-01  1.61514153e+04
 -1.43050860e+02  5.60682925e-14  1.54687748e+02]
res:  220 -0.0013135082044755109 0.013462610976603173 0.02128211126494772
[ 1.20502760e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044681e+02  6.33540971e-12  1.54719597e+02]
Niter:  2 row:  247 ngroup:  1 nlines:  240 gd:  219
[ 1.20502760e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044681e+02  6.33540971e-12  1.54719597e+02]
res:  219 -0.0008815062374196714 0.013362558020162396 0.020948478913810496
[ 1.20463162e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02 -5.31233903e-11  1.54719555e+02]
Niter:  3 row:  247 ngroup:  1 nlines:  240 gd:  220
[ 1.20463162e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02 -5.31233903e-11  1.54719555e+02]
res:  220 -0.0013134704568074085 0.013462631538459391 0.0212821112649553
[ 1.20502763e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044681e+02 -4.03802840e-11  1.54719598e+02]
Niter:  4 row:  247 ngroup:  1 nlines:  240 gd:  219
[ 1.20502763e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044681e+02 -4.03802840e-11  1.54719598e+02]
res:  219 -0.0008815068586045527 0.01336255509795592 0.020948478913733908
[ 1.20463162e-10 -1.03145173e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02 -3.55583475e-12  1.54719555e+02]
Niter:  5 row:  247 ngroup:  1 nlines:  240 gd:  220
[ 1.20463162e-10 -1.03145173e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02 -3.55583475e-12  1.54719555e+02]
res:  220 -0.0013134892924426822 0.01346260970694857 0.02128211126493764
[ 1.20502766e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044680e+02 -6.52630228e-11  1.54719597e+02]
Niter:  6 row:  247 ngroup:  1 nlines:  240 gd:  219
[ 1.20502766e-10 -1.03145563e-05 -2.82844749e-01  1.61514183e+04
 -1.43044680e+02 -6.52630228e-11  1.54719597e+02]
res:  219 -0.0008815073715595645 0.013362561151552654 0.020948478913867773
[ 1.20463163e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02  4.00962099e-11  1.54719555e+02]
Final values:
res:  -0.0008815073715595645 0.020948478913867773
pars:  [ 1.20463163e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02  4.00962099e-11  1.54719555e+02]
247 [ 1.20463163e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02  4.00962099e-11  1.54719555e+02]
elapsed: 2.9 sec.
Niter:  0 row:  247 ngroup:  26 nlines:  6231 gd:  6231
[ 1.20463163e-10 -1.03145172e-05 -2.82844233e-01  1.61514175e+04
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02 -1.43050214e+02  4.00962099e-11
  1.54719555e+02 -1.43050214e+02  4.00962099e-11  1.54719555e+02
 -1.43050214e+02  4.00962099e-11  1.54719555e+02 -1.43050214e+02
  4.00962099e-11  1.54719555e+02]
res:  6231 0.00024683226365596056 0.014170751077472232 0.031852678750669994
[ 1.20463175e-10 -1.03145183e-05 -2.82844205e-01  1.61514158e+04
 -1.43063487e+02  2.30251276e-03  1.54713974e+02 -1.42578871e+02
  5.21404176e-01  1.55225384e+02 -1.43051334e+02 -7.40498676e-03
  1.54723935e+02 -1.42582690e+02  4.90167841e-01  1.55220345e+02
 -1.43096974e+02  1.86313703e-02  1.54731338e+02 -1.42572140e+02
  4.94978510e-01  1.55215614e+02 -1.43061504e+02  3.33949838e-02
  1.54727372e+02 -1.42582513e+02  4.98250473e-01  1.55233330e+02
 -1.43077525e+02  2.15011702e-02  1.54727295e+02 -1.42574747e+02
  4.93702155e-01  1.55227428e+02 -1.43076532e+02  1.38936406e-02
  1.54725107e+02 -1.42556984e+02  4.91860255e-01  1.55219810e+02
 -1.43107264e+02  1.37670478e-02  1.54718706e+02 -1.42599662e+02
  5.08039075e-01  1.55233778e+02 -1.43076326e+02  8.34327985e-03
  1.54732685e+02 -1.42562917e+02  4.95524678e-01  1.55220082e+02
 -1.43051185e+02  1.78711804e-02  1.54730738e+02 -1.42582924e+02
  5.21817319e-01  1.55232738e+02 -1.43071581e+02 -3.49164329e-03
  1.54715418e+02 -1.42584339e+02  4.92019308e-01  1.55225309e+02
 -1.43069292e+02  3.14694202e-02  1.54717991e+02 -1.42565204e+02
  4.86077032e-01  1.55220711e+02 -1.43087121e+02  6.39059754e-03
  1.54726217e+02 -1.42588183e+02  4.99472491e-01  1.55231741e+02
 -1.43068269e+02 -7.37076169e-03  1.54726972e+02 -1.42576552e+02
  5.01405718e-01  1.55230857e+02]
Niter:  1 row:  247 ngroup:  26 nlines:  6231 gd:  5812
[ 1.20463175e-10 -1.03145183e-05 -2.82844205e-01  1.61514158e+04
 -1.43063487e+02  2.30251276e-03  1.54713974e+02 -1.42578871e+02
  5.21404176e-01  1.55225384e+02 -1.43051334e+02 -7.40498676e-03
  1.54723935e+02 -1.42582690e+02  4.90167841e-01  1.55220345e+02
 -1.43096974e+02  1.86313703e-02  1.54731338e+02 -1.42572140e+02
  4.94978510e-01  1.55215614e+02 -1.43061504e+02  3.33949838e-02
  1.54727372e+02 -1.42582513e+02  4.98250473e-01  1.55233330e+02
 -1.43077525e+02  2.15011702e-02  1.54727295e+02 -1.42574747e+02
  4.93702155e-01  1.55227428e+02 -1.43076532e+02  1.38936406e-02
  1.54725107e+02 -1.42556984e+02  4.91860255e-01  1.55219810e+02
 -1.43107264e+02  1.37670478e-02  1.54718706e+02 -1.42599662e+02
  5.08039075e-01  1.55233778e+02 -1.43076326e+02  8.34327985e-03
  1.54732685e+02 -1.42562917e+02  4.95524678e-01  1.55220082e+02
 -1.43051185e+02  1.78711804e-02  1.54730738e+02 -1.42582924e+02
  5.21817319e-01  1.55232738e+02 -1.43071581e+02 -3.49164329e-03
  1.54715418e+02 -1.42584339e+02  4.92019308e-01  1.55225309e+02
 -1.43069292e+02  3.14694202e-02  1.54717991e+02 -1.42565204e+02
  4.86077032e-01  1.55220711e+02 -1.43087121e+02  6.39059754e-03
  1.54726217e+02 -1.42588183e+02  4.99472491e-01  1.55231741e+02
 -1.43068269e+02 -7.37076169e-03  1.54726972e+02 -1.42576552e+02
  5.01405718e-01  1.55230857e+02]
res:  5812 -0.0006327881583274575 0.014214714561603614 0.02263375309870845
[ 1.20463187e-10 -1.03145193e-05 -2.82844176e-01  1.61514142e+04
 -1.43064247e+02 -1.43429549e-02  1.54710022e+02 -1.42588492e+02
  4.95910859e-01  1.55225343e+02 -1.43069027e+02 -1.49939452e-02
  1.54713855e+02 -1.42584147e+02  4.86348570e-01  1.55218561e+02
 -1.43105293e+02  4.24517702e-03  1.54726068e+02 -1.42583925e+02
  4.75098327e-01  1.55214073e+02 -1.43068494e+02  5.89698506e-03
  1.54720210e+02 -1.42585709e+02  4.87516661e-01  1.55228553e+02
 -1.43079086e+02  1.62399509e-03  1.54724663e+02 -1.42592938e+02
  4.74093602e-01  1.55223528e+02 -1.43082772e+02 -1.91756674e-02
  1.54713109e+02 -1.42565500e+02  4.82833772e-01  1.55220738e+02
 -1.43099050e+02  1.20898811e-02  1.54714273e+02 -1.42606626e+02
  4.85135637e-01  1.55223124e+02 -1.43072020e+02 -9.37587408e-03
  1.54719997e+02 -1.42564128e+02  4.79426385e-01  1.55212582e+02
 -1.43056066e+02 -2.22091386e-03  1.54723440e+02 -1.42584076e+02
  4.94899127e-01  1.55225058e+02 -1.43078580e+02 -4.78327598e-03
  1.54708712e+02 -1.42589604e+02  4.68032380e-01  1.55219690e+02
 -1.43076354e+02  5.56216265e-04  1.54709224e+02 -1.42580185e+02
  4.77391476e-01  1.55219353e+02 -1.43099051e+02 -2.32502892e-03
  1.54720524e+02 -1.42597221e+02  4.74313566e-01  1.55224186e+02
 -1.43074313e+02 -1.50598403e-02  1.54723337e+02 -1.42583540e+02
  4.85264719e-01  1.55230717e+02]
Niter:  2 row:  247 ngroup:  26 nlines:  6231 gd:  5806
[ 1.20463187e-10 -1.03145193e-05 -2.82844176e-01  1.61514142e+04
 -1.43064247e+02 -1.43429549e-02  1.54710022e+02 -1.42588492e+02
  4.95910859e-01  1.55225343e+02 -1.43069027e+02 -1.49939452e-02
  1.54713855e+02 -1.42584147e+02  4.86348570e-01  1.55218561e+02
 -1.43105293e+02  4.24517702e-03  1.54726068e+02 -1.42583925e+02
  4.75098327e-01  1.55214073e+02 -1.43068494e+02  5.89698506e-03
  1.54720210e+02 -1.42585709e+02  4.87516661e-01  1.55228553e+02
 -1.43079086e+02  1.62399509e-03  1.54724663e+02 -1.42592938e+02
  4.74093602e-01  1.55223528e+02 -1.43082772e+02 -1.91756674e-02
  1.54713109e+02 -1.42565500e+02  4.82833772e-01  1.55220738e+02
 -1.43099050e+02  1.20898811e-02  1.54714273e+02 -1.42606626e+02
  4.85135637e-01  1.55223124e+02 -1.43072020e+02 -9.37587408e-03
  1.54719997e+02 -1.42564128e+02  4.79426385e-01  1.55212582e+02
 -1.43056066e+02 -2.22091386e-03  1.54723440e+02 -1.42584076e+02
  4.94899127e-01  1.55225058e+02 -1.43078580e+02 -4.78327598e-03
  1.54708712e+02 -1.42589604e+02  4.68032380e-01  1.55219690e+02
 -1.43076354e+02  5.56216265e-04  1.54709224e+02 -1.42580185e+02
  4.77391476e-01  1.55219353e+02 -1.43099051e+02 -2.32502892e-03
  1.54720524e+02 -1.42597221e+02  4.74313566e-01  1.55224186e+02
 -1.43074313e+02 -1.50598403e-02  1.54723337e+02 -1.42583540e+02
  4.85264719e-01  1.55230717e+02]
res:  5806 -0.000712227396434173 0.014218542148228153 0.02252152725740311
[ 1.20463199e-10 -1.03145203e-05 -2.82844148e-01  1.61514126e+04
 -1.43071263e+02 -2.00471217e-02  1.54705256e+02 -1.42595474e+02
  4.84100732e-01  1.55222522e+02 -1.43081287e+02 -1.75136706e-02
  1.54709087e+02 -1.42591131e+02  4.83667660e-01  1.55213794e+02
 -1.43112299e+02 -1.46697589e-03  1.54721307e+02 -1.42590898e+02
  4.69407608e-01  1.55209296e+02 -1.43075485e+02 -3.16091006e-03
  1.54715444e+02 -1.42588007e+02  4.81828618e-01  1.55223784e+02
 -1.43086070e+02 -7.22068293e-03  1.54719902e+02 -1.42599928e+02
  4.65451036e-01  1.55218765e+02 -1.43089763e+02 -2.77086273e-02
  1.54708346e+02 -1.42572497e+02  4.77135724e-01  1.55217937e+02
 -1.43100372e+02  9.47476842e-03  1.54713609e+02 -1.42613590e+02
  4.79423146e-01  1.55216287e+02 -1.43079025e+02 -1.81862160e-02
  1.54715225e+02 -1.42571134e+02  4.70646275e-01  1.55207817e+02
 -1.43063057e+02 -7.92864439e-03  1.54718679e+02 -1.42591040e+02
  4.77597489e-01  1.55220292e+02 -1.43085580e+02 -6.99956450e-03
  1.54703938e+02 -1.42596617e+02  4.59174208e-01  1.55214921e+02
 -1.43083362e+02 -8.45525044e-03  1.54704454e+02 -1.42587170e+02
  4.71700646e-01  1.55214593e+02 -1.43106008e+02 -8.04064841e-03
  1.54715758e+02 -1.42604204e+02  4.62388942e-01  1.55219414e+02
 -1.43081302e+02 -2.07794480e-02  1.54718570e+02 -1.42590527e+02
  4.79546370e-01  1.55225950e+02]
Niter:  3 row:  247 ngroup:  26 nlines:  6231 gd:  5805
[ 1.20463199e-10 -1.03145203e-05 -2.82844148e-01  1.61514126e+04
 -1.43071263e+02 -2.00471217e-02  1.54705256e+02 -1.42595474e+02
  4.84100732e-01  1.55222522e+02 -1.43081287e+02 -1.75136706e-02
  1.54709087e+02 -1.42591131e+02  4.83667660e-01  1.55213794e+02
 -1.43112299e+02 -1.46697589e-03  1.54721307e+02 -1.42590898e+02
  4.69407608e-01  1.55209296e+02 -1.43075485e+02 -3.16091006e-03
  1.54715444e+02 -1.42588007e+02  4.81828618e-01  1.55223784e+02
 -1.43086070e+02 -7.22068293e-03  1.54719902e+02 -1.42599928e+02
  4.65451036e-01  1.55218765e+02 -1.43089763e+02 -2.77086273e-02
  1.54708346e+02 -1.42572497e+02  4.77135724e-01  1.55217937e+02
 -1.43100372e+02  9.47476842e-03  1.54713609e+02 -1.42613590e+02
  4.79423146e-01  1.55216287e+02 -1.43079025e+02 -1.81862160e-02
  1.54715225e+02 -1.42571134e+02  4.70646275e-01  1.55207817e+02
 -1.43063057e+02 -7.92864439e-03  1.54718679e+02 -1.42591040e+02
  4.77597489e-01  1.55220292e+02 -1.43085580e+02 -6.99956450e-03
  1.54703938e+02 -1.42596617e+02  4.59174208e-01  1.55214921e+02
 -1.43083362e+02 -8.45525044e-03  1.54704454e+02 -1.42587170e+02
  4.71700646e-01  1.55214593e+02 -1.43106008e+02 -8.04064841e-03
  1.54715758e+02 -1.42604204e+02  4.62388942e-01  1.55219414e+02
 -1.43081302e+02 -2.07794480e-02  1.54718570e+02 -1.42590527e+02
  4.79546370e-01  1.55225950e+02]
res:  5805 -0.0009158063039649278 0.014018531201145379 0.022392055836886002
[ 1.20728647e-10 -1.03149634e-05 -2.82845196e-01  1.61514142e+04
 -1.43073524e+02 -1.48893825e-02  1.54704622e+02 -1.42597128e+02
  4.89283018e-01  1.55221932e+02 -1.43083281e+02 -1.21309751e-02
  1.54708415e+02 -1.42592872e+02  4.88751723e-01  1.55213159e+02
 -1.43114399e+02  3.73830385e-03  1.54720696e+02 -1.42592384e+02
  4.74474948e-01  1.55208609e+02 -1.43077255e+02  5.07101924e-04
  1.54714818e+02 -1.42589730e+02  4.86917024e-01  1.55223131e+02
 -1.43087697e+02 -2.05063380e-03  1.54719278e+02 -1.42601813e+02
  4.69168107e-01  1.55218149e+02 -1.43091638e+02 -2.24717309e-02
  1.54707708e+02 -1.42574432e+02  4.82247435e-01  1.55217370e+02
 -1.43102763e+02  1.46014192e-02  1.54712960e+02 -1.42614956e+02
  4.84615657e-01  1.55215716e+02 -1.43081126e+02 -1.30853739e-02
  1.54714550e+02 -1.42573171e+02  4.75722564e-01  1.55207180e+02
 -1.43064916e+02 -2.75980417e-03  1.54718082e+02 -1.42592299e+02
  4.79890742e-01  1.55219676e+02 -1.43087575e+02 -5.76901215e-04
  1.54703260e+02 -1.42598864e+02  4.64321006e-01  1.55214301e+02
 -1.43085444e+02 -3.23892282e-03  1.54703786e+02 -1.42588812e+02
  4.76758792e-01  1.55214016e+02 -1.43107179e+02 -2.75443293e-03
  1.54715091e+02 -1.42605936e+02  4.67623396e-01  1.55218728e+02
 -1.43083102e+02 -1.55560926e-02  1.54717922e+02 -1.42592244e+02
  4.84756622e-01  1.55225316e+02]
Niter:  4 row:  247 ngroup:  26 nlines:  6231 gd:  5790
[ 1.20728647e-10 -1.03149634e-05 -2.82845196e-01  1.61514142e+04
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  4.89283018e-01  1.55221932e+02 -1.43083281e+02 -1.21309751e-02
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 -1.43114399e+02  3.73830385e-03  1.54720696e+02 -1.42592384e+02
  4.74474948e-01  1.55208609e+02 -1.43077255e+02  5.07101924e-04
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 -1.43064916e+02 -2.75980417e-03  1.54718082e+02 -1.42592299e+02
  4.79890742e-01  1.55219676e+02 -1.43087575e+02 -5.76901215e-04
  1.54703260e+02 -1.42598864e+02  4.64321006e-01  1.55214301e+02
 -1.43085444e+02 -3.23892282e-03  1.54703786e+02 -1.42588812e+02
  4.76758792e-01  1.55214016e+02 -1.43107179e+02 -2.75443293e-03
  1.54715091e+02 -1.42605936e+02  4.67623396e-01  1.55218728e+02
 -1.43083102e+02 -1.55560926e-02  1.54717922e+02 -1.42592244e+02
  4.84756622e-01  1.55225316e+02]
res:  5790 -0.0007698091358179227 0.013903834833399742 0.022183335242835667
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  4.68729655e-01  1.55205535e+02 -1.43086085e+02 -6.91705706e-03
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 -1.43096496e+02 -1.08213707e-02  1.54716311e+02 -1.42610654e+02
  4.61791323e-01  1.55215173e+02 -1.43100477e+02 -2.82532658e-02
  1.54704723e+02 -1.42583287e+02  4.76489449e-01  1.55212451e+02
 -1.43111701e+02  8.84444694e-03  1.54707868e+02 -1.42623693e+02
  4.78842624e-01  1.55212744e+02 -1.43090015e+02 -1.88399415e-02
  1.54711505e+02 -1.42582056e+02  4.69972998e-01  1.55204186e+02
 -1.43073750e+02 -8.53075202e-03  1.54715126e+02 -1.42601022e+02
  4.70879805e-01  1.55216679e+02 -1.43097292e+02 -4.68632340e-03
  1.54698057e+02 -1.42613269e+02  4.58552031e-01  1.55211290e+02
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  4.71011872e-01  1.55211065e+02 -1.43115884e+02 -1.17137014e-02
  1.54710076e+02 -1.42614747e+02  4.61849087e-01  1.55217560e+02
 -1.43091932e+02 -2.13245808e-02  1.54714909e+02 -1.42601062e+02
  4.78986061e-01  1.55222315e+02]
Niter:  5 row:  247 ngroup:  26 nlines:  6231 gd:  5787
[ 1.20728659e-10 -1.03149644e-05 -2.82845168e-01  1.61514126e+04
 -1.43082447e+02 -2.06448507e-02  1.54701622e+02 -1.42605925e+02
  4.83514162e-01  1.55218982e+02 -1.43092152e+02 -1.79320590e-02
  1.54705189e+02 -1.42601683e+02  4.83002985e-01  1.55210157e+02
 -1.43123289e+02 -2.04056477e-03  1.54717732e+02 -1.42601152e+02
  4.68729655e-01  1.55205535e+02 -1.43086085e+02 -6.91705706e-03
  1.54709806e+02 -1.42593745e+02  4.81179073e-01  1.55220107e+02
 -1.43096496e+02 -1.08213707e-02  1.54716311e+02 -1.42610654e+02
  4.61791323e-01  1.55215173e+02 -1.43100477e+02 -2.82532658e-02
  1.54704723e+02 -1.42583287e+02  4.76489449e-01  1.55212451e+02
 -1.43111701e+02  8.84444694e-03  1.54707868e+02 -1.42623693e+02
  4.78842624e-01  1.55212744e+02 -1.43090015e+02 -1.88399415e-02
  1.54711505e+02 -1.42582056e+02  4.69972998e-01  1.55204186e+02
 -1.43073750e+02 -8.53075202e-03  1.54715126e+02 -1.42601022e+02
  4.70879805e-01  1.55216679e+02 -1.43097292e+02 -4.68632340e-03
  1.54698057e+02 -1.42613269e+02  4.58552031e-01  1.55211290e+02
 -1.43094337e+02 -9.01098025e-03  1.54700755e+02 -1.42602725e+02
  4.71011872e-01  1.55211065e+02 -1.43115884e+02 -1.17137014e-02
  1.54710076e+02 -1.42614747e+02  4.61849087e-01  1.55217560e+02
 -1.43091932e+02 -2.13245808e-02  1.54714909e+02 -1.42601062e+02
  4.78986061e-01  1.55222315e+02]
res:  5787 -0.0006471215183410095 0.013817973107506987 0.022105841080077984
[ 1.20936394e-10 -1.03153869e-05 -2.82846456e-01  1.61514142e+04
 -1.43081374e+02 -1.53971512e-02  1.54698932e+02 -1.42604332e+02
  4.88800558e-01  1.55216312e+02 -1.43090852e+02 -1.23916394e-02
  1.54702462e+02 -1.42600173e+02  4.88163952e-01  1.55207466e+02
 -1.43122084e+02  3.28887470e-03  1.54715048e+02 -1.42599430e+02
  4.73872048e-01  1.55202829e+02 -1.43084607e+02 -1.67066676e-03
  1.54707131e+02 -1.42592213e+02  4.86334847e-01  1.55217410e+02
 -1.43094880e+02 -5.58783422e-03  1.54713615e+02 -1.42609279e+02
  4.61528399e-01  1.55212489e+02 -1.43099088e+02 -2.28954678e-02
  1.54702022e+02 -1.42581942e+02  4.81695907e-01  1.55209791e+02
 -1.43110740e+02  1.40620934e-02  1.54705160e+02 -1.42621864e+02
  4.84150811e-01  1.55210106e+02 -1.43088811e+02 -1.36550831e-02
  1.54708796e+02 -1.42580795e+02  4.75126149e-01  1.55201492e+02
 -1.43072333e+02 -3.25089599e-03  1.54712452e+02 -1.42599092e+02
  4.76159780e-01  1.55214007e+02 -1.43096112e+02  3.47618315e-04
  1.54695354e+02 -1.42616635e+02  4.61105093e-01  1.55208622e+02
 -1.43093120e+02 -3.68240443e-03  1.54698046e+02 -1.42601234e+02
  4.76144856e-01  1.55208411e+02 -1.43113887e+02 -6.32286080e-03
  1.54707358e+02 -1.42613240e+02  4.64279787e-01  1.55214827e+02
 -1.43090479e+02 -1.59889550e-02  1.54712210e+02 -1.42599535e+02
  4.84309752e-01  1.55219626e+02]
Niter:  6 row:  247 ngroup:  26 nlines:  6231 gd:  5783
[ 1.20936394e-10 -1.03153869e-05 -2.82846456e-01  1.61514142e+04
 -1.43081374e+02 -1.53971512e-02  1.54698932e+02 -1.42604332e+02
  4.88800558e-01  1.55216312e+02 -1.43090852e+02 -1.23916394e-02
  1.54702462e+02 -1.42600173e+02  4.88163952e-01  1.55207466e+02
 -1.43122084e+02  3.28887470e-03  1.54715048e+02 -1.42599430e+02
  4.73872048e-01  1.55202829e+02 -1.43084607e+02 -1.67066676e-03
  1.54707131e+02 -1.42592213e+02  4.86334847e-01  1.55217410e+02
 -1.43094880e+02 -5.58783422e-03  1.54713615e+02 -1.42609279e+02
  4.61528399e-01  1.55212489e+02 -1.43099088e+02 -2.28954678e-02
  1.54702022e+02 -1.42581942e+02  4.81695907e-01  1.55209791e+02
 -1.43110740e+02  1.40620934e-02  1.54705160e+02 -1.42621864e+02
  4.84150811e-01  1.55210106e+02 -1.43088811e+02 -1.36550831e-02
  1.54708796e+02 -1.42580795e+02  4.75126149e-01  1.55201492e+02
 -1.43072333e+02 -3.25089599e-03  1.54712452e+02 -1.42599092e+02
  4.76159780e-01  1.55214007e+02 -1.43096112e+02  3.47618315e-04
  1.54695354e+02 -1.42616635e+02  4.61105093e-01  1.55208622e+02
 -1.43093120e+02 -3.68240443e-03  1.54698046e+02 -1.42601234e+02
  4.76144856e-01  1.55208411e+02 -1.43113887e+02 -6.32286080e-03
  1.54707358e+02 -1.42613240e+02  4.64279787e-01  1.55214827e+02
 -1.43090479e+02 -1.59889550e-02  1.54712210e+02 -1.42599535e+02
  4.84309752e-01  1.55219626e+02]
res:  5783 -0.0006889470387250185 0.0138179651403334 0.02205216062863541
[ 1.20940467e-10 -1.03153869e-05 -2.82846456e-01  1.61514142e+04
 -1.43081374e+02 -1.53971512e-02  1.54698932e+02 -1.42604332e+02
  4.88800558e-01  1.55216312e+02 -1.43090852e+02 -1.23916394e-02
  1.54702462e+02 -1.42600173e+02  4.88163952e-01  1.55207466e+02
 -1.43122084e+02  3.28887470e-03  1.54715048e+02 -1.42599430e+02
  4.73872048e-01  1.55202829e+02 -1.43084607e+02 -1.67066676e-03
  1.54707131e+02 -1.42592213e+02  4.86334847e-01  1.55217410e+02
 -1.43094880e+02 -5.58783422e-03  1.54713615e+02 -1.42609279e+02
  4.61528399e-01  1.55212489e+02 -1.43099088e+02 -2.28954678e-02
  1.54702022e+02 -1.42581942e+02  4.81695907e-01  1.55209791e+02
 -1.43110740e+02  1.40620934e-02  1.54705160e+02 -1.42621864e+02
  4.84150811e-01  1.55210106e+02 -1.43088811e+02 -1.36550831e-02
  1.54708796e+02 -1.42580795e+02  4.75126149e-01  1.55201492e+02
 -1.43072333e+02 -3.25089599e-03  1.54712452e+02 -1.42599092e+02
  4.76159780e-01  1.55214007e+02 -1.43096112e+02  3.47618315e-04
  1.54695354e+02 -1.42616635e+02  4.61105093e-01  1.55208622e+02
 -1.43093120e+02 -3.68240443e-03  1.54698046e+02 -1.42601234e+02
  4.76144856e-01  1.55208411e+02 -1.43113887e+02 -6.32286080e-03
  1.54707358e+02 -1.42613240e+02  4.64279787e-01  1.55214827e+02
 -1.43090479e+02 -1.59889550e-02  1.54712210e+02 -1.42599535e+02
  4.84309752e-01  1.55219626e+02]
Saving figure to  wave_resid_43670005_fiber247.png
Final values:
res:  -0.0006889470387250185 0.02205216062863541
pars:  [ 1.20940467e-10 -1.03153869e-05 -2.82846456e-01  1.61514142e+04
 -1.43081374e+02 -1.53971512e-02  1.54698932e+02 -1.42604332e+02
  4.88800558e-01  1.55216312e+02 -1.43090852e+02 -1.23916394e-02
  1.54702462e+02 -1.42600173e+02  4.88163952e-01  1.55207466e+02
 -1.43122084e+02  3.28887470e-03  1.54715048e+02 -1.42599430e+02
  4.73872048e-01  1.55202829e+02 -1.43084607e+02 -1.67066676e-03
  1.54707131e+02 -1.42592213e+02  4.86334847e-01  1.55217410e+02
 -1.43094880e+02 -5.58783422e-03  1.54713615e+02 -1.42609279e+02
  4.61528399e-01  1.55212489e+02 -1.43099088e+02 -2.28954678e-02
  1.54702022e+02 -1.42581942e+02  4.81695907e-01  1.55209791e+02
 -1.43110740e+02  1.40620934e-02  1.54705160e+02 -1.42621864e+02
  4.84150811e-01  1.55210106e+02 -1.43088811e+02 -1.36550831e-02
  1.54708796e+02 -1.42580795e+02  4.75126149e-01  1.55201492e+02
 -1.43072333e+02 -3.25089599e-03  1.54712452e+02 -1.42599092e+02
  4.76159780e-01  1.55214007e+02 -1.43096112e+02  3.47618315e-04
  1.54695354e+02 -1.42616635e+02  4.61105093e-01  1.55208622e+02
 -1.43093120e+02 -3.68240443e-03  1.54698046e+02 -1.42601234e+02
  4.76144856e-01  1.55208411e+02 -1.43113887e+02 -6.32286080e-03
  1.54707358e+02 -1.42613240e+02  4.64279787e-01  1.55214827e+02
 -1.43090479e+02 -1.59889550e-02  1.54712210e+02 -1.42599535e+02
  4.84309752e-01  1.55219626e+02]
247 [ 1.20940467e-10 -1.03153869e-05 -2.82846456e-01  1.61514142e+04
 -1.43081374e+02 -1.53971512e-02  1.54698932e+02 -1.42604332e+02
  4.88800558e-01  1.55216312e+02 -1.43090852e+02 -1.23916394e-02
  1.54702462e+02 -1.42600173e+02  4.88163952e-01  1.55207466e+02
 -1.43122084e+02  3.28887470e-03  1.54715048e+02 -1.42599430e+02
  4.73872048e-01  1.55202829e+02 -1.43084607e+02 -1.67066676e-03
  1.54707131e+02 -1.42592213e+02  4.86334847e-01  1.55217410e+02
 -1.43094880e+02 -5.58783422e-03  1.54713615e+02 -1.42609279e+02
  4.61528399e-01  1.55212489e+02 -1.43099088e+02 -2.28954678e-02
  1.54702022e+02 -1.42581942e+02  4.81695907e-01  1.55209791e+02
 -1.43110740e+02  1.40620934e-02  1.54705160e+02 -1.42621864e+02
  4.84150811e-01  1.55210106e+02 -1.43088811e+02 -1.36550831e-02
  1.54708796e+02 -1.42580795e+02  4.75126149e-01  1.55201492e+02
 -1.43072333e+02 -3.25089599e-03  1.54712452e+02 -1.42599092e+02
  4.76159780e-01  1.55214007e+02 -1.43096112e+02  3.47618315e-04
  1.54695354e+02 -1.42616635e+02  4.61105093e-01  1.55208622e+02
 -1.43093120e+02 -3.68240443e-03  1.54698046e+02 -1.42601234e+02
  4.76144856e-01  1.55208411e+02 -1.43113887e+02 -6.32286080e-03
  1.54707358e+02 -1.42613240e+02  4.64279787e-01  1.55214827e+02
 -1.43090479e+02 -1.59889550e-02  1.54712210e+02 -1.42599535e+02
  4.84309752e-01  1.55219626e+02]
--- Row 249/300 row=248 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  248
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=248 ---
Niter:  0 row:  248 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.00024141076210071333 0.012265320228834753 0.03124925713547737
[ 1.20368287e-10 -1.03146679e-05 -2.82838618e-01  1.61514452e+04
 -1.43071603e+02  9.25920005e-15  1.54779854e+02]
Niter:  1 row:  248 ngroup:  1 nlines:  241 gd:  222
[ 1.20368287e-10 -1.03146679e-05 -2.82838618e-01  1.61514452e+04
 -1.43071603e+02  9.25920005e-15  1.54779854e+02]
res:  222 0.00018538259246270172 0.014459147398156347 0.02052303348169669
[ 1.20511224e-10 -1.03135880e-05 -2.82843073e-01  1.61514456e+04
 -1.43018499e+02 -1.16518303e-10  1.54771147e+02]
Niter:  2 row:  248 ngroup:  1 nlines:  241 gd:  227
[ 1.20511224e-10 -1.03135880e-05 -2.82843073e-01  1.61514456e+04
 -1.43018499e+02 -1.16518303e-10  1.54771147e+02]
res:  227 0.0005903838973608799 0.014137230416963575 0.02213362744514001
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
Niter:  3 row:  248 ngroup:  1 nlines:  241 gd:  227
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
res:  227 0.0005903838973608799 0.014137230416963575 0.02213362744514001
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
Niter:  4 row:  248 ngroup:  1 nlines:  241 gd:  227
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
res:  227 0.0005903838973608799 0.014137230416963575 0.02213362744514001
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
Niter:  5 row:  248 ngroup:  1 nlines:  241 gd:  227
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
res:  227 0.0005903838973608799 0.014137230416963575 0.02213362744514001
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
Niter:  6 row:  248 ngroup:  1 nlines:  241 gd:  227
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
res:  227 0.0005903838973608799 0.014137230416963575 0.02213362744514001
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
Final values:
res:  0.0005903838973608799 0.02213362744514001
pars:  [ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
248 [ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02]
elapsed: 2.9 sec.
Niter:  0 row:  248 ngroup:  26 nlines:  6312 gd:  6312
[ 1.20586870e-10 -1.03137237e-05 -2.82843066e-01  1.61514465e+04
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02 -1.43016042e+02 -5.66598522e-11
  1.54776355e+02 -1.43016042e+02 -5.66598522e-11  1.54776355e+02
 -1.43016042e+02 -5.66598522e-11  1.54776355e+02 -1.43016042e+02
 -5.66598522e-11  1.54776355e+02]
res:  6312 0.0007097762254488771 0.01464026590656431 0.03313492735757333
[ 1.20586882e-10 -1.03137247e-05 -2.82843038e-01  1.61514449e+04
 -1.43029726e+02  4.27467494e-04  1.54771832e+02 -1.42502172e+02
  5.04799462e-01  1.55263013e+02 -1.43017657e+02 -3.04342866e-03
  1.54760003e+02 -1.42527767e+02  5.01348907e-01  1.55258049e+02
 -1.43007859e+02  4.03828109e-03  1.54763551e+02 -1.42522052e+02
  5.08499680e-01  1.55260697e+02 -1.43037418e+02  2.42880559e-02
  1.54750534e+02 -1.42512943e+02  5.36947558e-01  1.55256135e+02
 -1.43054649e+02  6.73834894e-03  1.54764224e+02 -1.42551657e+02
  5.17282596e-01  1.55260585e+02 -1.43039817e+02  3.25849398e-02
  1.54767554e+02 -1.42526459e+02  5.04216508e-01  1.55265763e+02
 -1.43036963e+02 -2.21812403e-03  1.54755070e+02 -1.42524384e+02
  5.23980738e-01  1.55250393e+02 -1.43020698e+02  2.13294764e-02
  1.54774325e+02 -1.42527499e+02  5.07865836e-01  1.55271567e+02
 -1.43029591e+02  1.48045640e-02  1.54763826e+02 -1.42547148e+02
  5.24362339e-01  1.55258979e+02 -1.43037297e+02 -1.09585538e-02
  1.54764872e+02 -1.42531400e+02  4.87610312e-01  1.55260248e+02
 -1.43035858e+02 -2.25878449e-03  1.54761460e+02 -1.42541854e+02
  5.15588016e-01  1.55269024e+02 -1.43045822e+02 -7.47012921e-03
  1.54756265e+02 -1.42573540e+02  5.00117573e-01  1.55268314e+02
 -1.43040501e+02  8.23085341e-03  1.54754198e+02 -1.42535918e+02
  5.08437477e-01  1.55260777e+02]
Niter:  1 row:  248 ngroup:  26 nlines:  6312 gd:  5875
[ 1.20586882e-10 -1.03137247e-05 -2.82843038e-01  1.61514449e+04
 -1.43029726e+02  4.27467494e-04  1.54771832e+02 -1.42502172e+02
  5.04799462e-01  1.55263013e+02 -1.43017657e+02 -3.04342866e-03
  1.54760003e+02 -1.42527767e+02  5.01348907e-01  1.55258049e+02
 -1.43007859e+02  4.03828109e-03  1.54763551e+02 -1.42522052e+02
  5.08499680e-01  1.55260697e+02 -1.43037418e+02  2.42880559e-02
  1.54750534e+02 -1.42512943e+02  5.36947558e-01  1.55256135e+02
 -1.43054649e+02  6.73834894e-03  1.54764224e+02 -1.42551657e+02
  5.17282596e-01  1.55260585e+02 -1.43039817e+02  3.25849398e-02
  1.54767554e+02 -1.42526459e+02  5.04216508e-01  1.55265763e+02
 -1.43036963e+02 -2.21812403e-03  1.54755070e+02 -1.42524384e+02
  5.23980738e-01  1.55250393e+02 -1.43020698e+02  2.13294764e-02
  1.54774325e+02 -1.42527499e+02  5.07865836e-01  1.55271567e+02
 -1.43029591e+02  1.48045640e-02  1.54763826e+02 -1.42547148e+02
  5.24362339e-01  1.55258979e+02 -1.43037297e+02 -1.09585538e-02
  1.54764872e+02 -1.42531400e+02  4.87610312e-01  1.55260248e+02
 -1.43035858e+02 -2.25878449e-03  1.54761460e+02 -1.42541854e+02
  5.15588016e-01  1.55269024e+02 -1.43045822e+02 -7.47012921e-03
  1.54756265e+02 -1.42573540e+02  5.00117573e-01  1.55268314e+02
 -1.43040501e+02  8.23085341e-03  1.54754198e+02 -1.42535918e+02
  5.08437477e-01  1.55260777e+02]
res:  5875 -0.0002936125720225391 0.014598123537325591 0.023382555305969513
[ 1.20586894e-10 -1.03137258e-05 -2.82843010e-01  1.61514433e+04
 -1.43030036e+02 -1.14206076e-02  1.54766801e+02 -1.42509260e+02
  5.01739608e-01  1.55252343e+02 -1.43021932e+02 -2.30573368e-02
  1.54751348e+02 -1.42540142e+02  4.85983534e-01  1.55252939e+02
 -1.43021308e+02 -1.28751888e-02  1.54755492e+02 -1.42516185e+02
  4.90739836e-01  1.55254684e+02 -1.43043605e+02  4.01999898e-03
  1.54748737e+02 -1.42524925e+02  5.14717448e-01  1.55247010e+02
 -1.43047635e+02 -2.19228232e-04  1.54755393e+02 -1.42552908e+02
  5.15947422e-01  1.55258918e+02 -1.43046802e+02  1.04163686e-02
  1.54759567e+02 -1.42549396e+02  5.00402428e-01  1.55258372e+02
 -1.43038171e+02 -3.09625745e-02  1.54754718e+02 -1.42530583e+02
  4.97587710e-01  1.55243484e+02 -1.43038594e+02 -1.43939628e-02
  1.54770148e+02 -1.42534917e+02  4.85383318e-01  1.55264853e+02
 -1.43036567e+02 -6.54039056e-04  1.54758222e+02 -1.42541301e+02
  5.08991421e-01  1.55249387e+02 -1.43045889e+02 -1.91240690e-02
  1.54753439e+02 -1.42535797e+02  4.84587191e-01  1.55252349e+02
 -1.43041831e+02 -2.80227942e-02  1.54753081e+02 -1.42554862e+02
  4.87899116e-01  1.55264075e+02 -1.43058996e+02 -1.93883777e-02
  1.54754149e+02 -1.42573721e+02  4.77200292e-01  1.55255827e+02
 -1.43022334e+02 -2.12076038e-02  1.54751759e+02 -1.42543736e+02
  4.98169156e-01  1.55251420e+02]
Niter:  2 row:  248 ngroup:  26 nlines:  6312 gd:  5872
[ 1.20586894e-10 -1.03137258e-05 -2.82843010e-01  1.61514433e+04
 -1.43030036e+02 -1.14206076e-02  1.54766801e+02 -1.42509260e+02
  5.01739608e-01  1.55252343e+02 -1.43021932e+02 -2.30573368e-02
  1.54751348e+02 -1.42540142e+02  4.85983534e-01  1.55252939e+02
 -1.43021308e+02 -1.28751888e-02  1.54755492e+02 -1.42516185e+02
  4.90739836e-01  1.55254684e+02 -1.43043605e+02  4.01999898e-03
  1.54748737e+02 -1.42524925e+02  5.14717448e-01  1.55247010e+02
 -1.43047635e+02 -2.19228232e-04  1.54755393e+02 -1.42552908e+02
  5.15947422e-01  1.55258918e+02 -1.43046802e+02  1.04163686e-02
  1.54759567e+02 -1.42549396e+02  5.00402428e-01  1.55258372e+02
 -1.43038171e+02 -3.09625745e-02  1.54754718e+02 -1.42530583e+02
  4.97587710e-01  1.55243484e+02 -1.43038594e+02 -1.43939628e-02
  1.54770148e+02 -1.42534917e+02  4.85383318e-01  1.55264853e+02
 -1.43036567e+02 -6.54039056e-04  1.54758222e+02 -1.42541301e+02
  5.08991421e-01  1.55249387e+02 -1.43045889e+02 -1.91240690e-02
  1.54753439e+02 -1.42535797e+02  4.84587191e-01  1.55252349e+02
 -1.43041831e+02 -2.80227942e-02  1.54753081e+02 -1.42554862e+02
  4.87899116e-01  1.55264075e+02 -1.43058996e+02 -1.93883777e-02
  1.54754149e+02 -1.42573721e+02  4.77200292e-01  1.55255827e+02
 -1.43022334e+02 -2.12076038e-02  1.54751759e+02 -1.42543736e+02
  4.98169156e-01  1.55251420e+02]
res:  5872 -0.00036122254550718935 0.014554609731021628 0.023304770207593976
[ 1.20586906e-10 -1.03137268e-05 -2.82842981e-01  1.61514417e+04
 -1.43037032e+02 -1.71267650e-02  1.54762024e+02 -1.42516243e+02
  4.99302927e-01  1.55247575e+02 -1.43028953e+02 -2.87499634e-02
  1.54746582e+02 -1.42547150e+02  4.74269585e-01  1.55248174e+02
 -1.43028312e+02 -1.85803836e-02  1.54750728e+02 -1.42517378e+02
  4.82021353e-01  1.55249918e+02 -1.43045249e+02 -1.67824042e-03
  1.54743979e+02 -1.42531940e+02  5.05786053e-01  1.55242244e+02
 -1.43054637e+02 -5.92801621e-03  1.54750629e+02 -1.42559904e+02
  5.13708790e-01  1.55254150e+02 -1.43053787e+02  1.63217328e-03
  1.54754809e+02 -1.42556337e+02  5.01189741e-01  1.55253610e+02
 -1.43045154e+02 -3.96950295e-02  1.54751962e+02 -1.42537591e+02
  4.80027292e-01  1.55238717e+02 -1.43050682e+02 -2.69292887e-02
  1.54765391e+02 -1.42541901e+02  4.76962601e-01  1.55260090e+02
 -1.43043544e+02 -6.34400828e-03  1.54755339e+02 -1.42548290e+02
  5.03282410e-01  1.55244619e+02 -1.43052898e+02 -2.18853860e-02
  1.54748679e+02 -1.42542798e+02  4.78865064e-01  1.55247579e+02
 -1.43048845e+02 -3.71056143e-02  1.54748312e+02 -1.42561847e+02
  4.82193971e-01  1.55259306e+02 -1.43065972e+02 -2.50795826e-02
  1.54749384e+02 -1.42574996e+02  4.71523089e-01  1.55251063e+02
 -1.43029323e+02 -3.30534852e-02  1.54746998e+02 -1.42550698e+02
  4.92482685e-01  1.55246664e+02]
Niter:  3 row:  248 ngroup:  26 nlines:  6312 gd:  5867
[ 1.20586906e-10 -1.03137268e-05 -2.82842981e-01  1.61514417e+04
 -1.43037032e+02 -1.71267650e-02  1.54762024e+02 -1.42516243e+02
  4.99302927e-01  1.55247575e+02 -1.43028953e+02 -2.87499634e-02
  1.54746582e+02 -1.42547150e+02  4.74269585e-01  1.55248174e+02
 -1.43028312e+02 -1.85803836e-02  1.54750728e+02 -1.42517378e+02
  4.82021353e-01  1.55249918e+02 -1.43045249e+02 -1.67824042e-03
  1.54743979e+02 -1.42531940e+02  5.05786053e-01  1.55242244e+02
 -1.43054637e+02 -5.92801621e-03  1.54750629e+02 -1.42559904e+02
  5.13708790e-01  1.55254150e+02 -1.43053787e+02  1.63217328e-03
  1.54754809e+02 -1.42556337e+02  5.01189741e-01  1.55253610e+02
 -1.43045154e+02 -3.96950295e-02  1.54751962e+02 -1.42537591e+02
  4.80027292e-01  1.55238717e+02 -1.43050682e+02 -2.69292887e-02
  1.54765391e+02 -1.42541901e+02  4.76962601e-01  1.55260090e+02
 -1.43043544e+02 -6.34400828e-03  1.54755339e+02 -1.42548290e+02
  5.03282410e-01  1.55244619e+02 -1.43052898e+02 -2.18853860e-02
  1.54748679e+02 -1.42542798e+02  4.78865064e-01  1.55247579e+02
 -1.43048845e+02 -3.71056143e-02  1.54748312e+02 -1.42561847e+02
  4.82193971e-01  1.55259306e+02 -1.43065972e+02 -2.50795826e-02
  1.54749384e+02 -1.42574996e+02  4.71523089e-01  1.55251063e+02
 -1.43029323e+02 -3.30534852e-02  1.54746998e+02 -1.42550698e+02
  4.92482685e-01  1.55246664e+02]
res:  5867 -0.0005670594837283716 0.014356726661389985 0.023131257723396213
[ 1.20647278e-10 -1.03141038e-05 -2.82842508e-01  1.61514433e+04
 -1.43042701e+02 -1.17077503e-02  1.54765407e+02 -1.42521747e+02
  5.04730150e-01  1.55250878e+02 -1.43034952e+02 -2.32734869e-02
  1.54749875e+02 -1.42552991e+02  4.79722431e-01  1.55251458e+02
 -1.43034067e+02 -1.31691562e-02  1.54754008e+02 -1.42520926e+02
  4.87410944e-01  1.55253215e+02 -1.43050630e+02  3.79454911e-03
  1.54747208e+02 -1.42537894e+02  5.11146223e-01  1.55245535e+02
 -1.43060372e+02 -5.13155620e-04  1.54753907e+02 -1.42565595e+02
  5.19073410e-01  1.55257456e+02 -1.43059344e+02  7.11690365e-03
  1.54758044e+02 -1.42561238e+02  5.06592780e-01  1.55256874e+02
 -1.43050670e+02 -3.42515427e-02  1.54755251e+02 -1.42543399e+02
  4.85413550e-01  1.55242017e+02 -1.43056329e+02 -2.15197605e-02
  1.54768613e+02 -1.42547400e+02  4.81787557e-01  1.55263366e+02
 -1.43048920e+02 -8.85974920e-04  1.54758567e+02 -1.42553860e+02
  5.08663616e-01  1.55247926e+02 -1.43058737e+02 -1.64403634e-02
  1.54751527e+02 -1.42548560e+02  4.84222185e-01  1.55250898e+02
 -1.43054766e+02 -3.16614583e-02  1.54751633e+02 -1.42567412e+02
  4.87631588e-01  1.55262623e+02 -1.43071358e+02 -1.96102583e-02
  1.54752674e+02 -1.42580362e+02  4.77050662e-01  1.55254341e+02
 -1.43034911e+02 -2.90229087e-02  1.54750245e+02 -1.42555882e+02
  4.98625171e-01  1.55249882e+02]
Niter:  4 row:  248 ngroup:  26 nlines:  6312 gd:  5857
[ 1.20647278e-10 -1.03141038e-05 -2.82842508e-01  1.61514433e+04
 -1.43042701e+02 -1.17077503e-02  1.54765407e+02 -1.42521747e+02
  5.04730150e-01  1.55250878e+02 -1.43034952e+02 -2.32734869e-02
  1.54749875e+02 -1.42552991e+02  4.79722431e-01  1.55251458e+02
 -1.43034067e+02 -1.31691562e-02  1.54754008e+02 -1.42520926e+02
  4.87410944e-01  1.55253215e+02 -1.43050630e+02  3.79454911e-03
  1.54747208e+02 -1.42537894e+02  5.11146223e-01  1.55245535e+02
 -1.43060372e+02 -5.13155620e-04  1.54753907e+02 -1.42565595e+02
  5.19073410e-01  1.55257456e+02 -1.43059344e+02  7.11690365e-03
  1.54758044e+02 -1.42561238e+02  5.06592780e-01  1.55256874e+02
 -1.43050670e+02 -3.42515427e-02  1.54755251e+02 -1.42543399e+02
  4.85413550e-01  1.55242017e+02 -1.43056329e+02 -2.15197605e-02
  1.54768613e+02 -1.42547400e+02  4.81787557e-01  1.55263366e+02
 -1.43048920e+02 -8.85974920e-04  1.54758567e+02 -1.42553860e+02
  5.08663616e-01  1.55247926e+02 -1.43058737e+02 -1.64403634e-02
  1.54751527e+02 -1.42548560e+02  4.84222185e-01  1.55250898e+02
 -1.43054766e+02 -3.16614583e-02  1.54751633e+02 -1.42567412e+02
  4.87631588e-01  1.55262623e+02 -1.43071358e+02 -1.96102583e-02
  1.54752674e+02 -1.42580362e+02  4.77050662e-01  1.55254341e+02
 -1.43034911e+02 -2.90229087e-02  1.54750245e+02 -1.42555882e+02
  4.98625171e-01  1.55249882e+02]
res:  5857 -0.00045791472075507045 0.014317307250166778 0.022988610671620818
[ 1.20647290e-10 -1.03141049e-05 -2.82842480e-01  1.61514417e+04
 -1.43050720e+02 -1.75898956e-02  1.54761766e+02 -1.42529727e+02
  4.98857031e-01  1.55247300e+02 -1.43038153e+02 -3.22171269e-02
  1.54746302e+02 -1.42561025e+02  4.73869026e-01  1.55247892e+02
 -1.43042100e+02 -1.90391561e-02  1.54750442e+02 -1.42520693e+02
  4.81537003e-01  1.55247653e+02 -1.43064057e+02 -5.64354957e-03
  1.54743681e+02 -1.42545914e+02  5.05265957e-01  1.55241964e+02
 -1.43068417e+02 -6.38108604e-03  1.54750343e+02 -1.42573589e+02
  5.13194431e-01  1.55255869e+02 -1.43067326e+02  1.26064030e-03
  1.54754510e+02 -1.42569097e+02  5.00719825e-01  1.55253321e+02
 -1.43058628e+02 -4.01243320e-02  1.54751681e+02 -1.42551432e+02
  4.79550202e-01  1.55238440e+02 -1.43064318e+02 -2.73988163e-02
  1.54765092e+02 -1.42555377e+02  4.73736084e-01  1.55259803e+02
 -1.43056887e+02 -6.75083512e-03  1.54755040e+02 -1.42557155e+02
  4.99789137e-01  1.55244343e+02 -1.43066784e+02 -2.23056413e-02
  1.54744428e+02 -1.42556575e+02  4.78338713e-01  1.55245256e+02
 -1.43062814e+02 -3.75346858e-02  1.54748036e+02 -1.42565415e+02
  4.78502448e-01  1.55259034e+02 -1.43079312e+02 -2.54706452e-02
  1.54749102e+02 -1.42588282e+02  4.67751730e-01  1.55250780e+02
 -1.43042896e+02 -3.99611267e-02  1.54746707e+02 -1.42563810e+02
  4.95194307e-01  1.55246362e+02]
Niter:  5 row:  248 ngroup:  26 nlines:  6312 gd:  5854
[ 1.20647290e-10 -1.03141049e-05 -2.82842480e-01  1.61514417e+04
 -1.43050720e+02 -1.75898956e-02  1.54761766e+02 -1.42529727e+02
  4.98857031e-01  1.55247300e+02 -1.43038153e+02 -3.22171269e-02
  1.54746302e+02 -1.42561025e+02  4.73869026e-01  1.55247892e+02
 -1.43042100e+02 -1.90391561e-02  1.54750442e+02 -1.42520693e+02
  4.81537003e-01  1.55247653e+02 -1.43064057e+02 -5.64354957e-03
  1.54743681e+02 -1.42545914e+02  5.05265957e-01  1.55241964e+02
 -1.43068417e+02 -6.38108604e-03  1.54750343e+02 -1.42573589e+02
  5.13194431e-01  1.55255869e+02 -1.43067326e+02  1.26064030e-03
  1.54754510e+02 -1.42569097e+02  5.00719825e-01  1.55253321e+02
 -1.43058628e+02 -4.01243320e-02  1.54751681e+02 -1.42551432e+02
  4.79550202e-01  1.55238440e+02 -1.43064318e+02 -2.73988163e-02
  1.54765092e+02 -1.42555377e+02  4.73736084e-01  1.55259803e+02
 -1.43056887e+02 -6.75083512e-03  1.54755040e+02 -1.42557155e+02
  4.99789137e-01  1.55244343e+02 -1.43066784e+02 -2.23056413e-02
  1.54744428e+02 -1.42556575e+02  4.78338713e-01  1.55245256e+02
 -1.43062814e+02 -3.75346858e-02  1.54748036e+02 -1.42565415e+02
  4.78502448e-01  1.55259034e+02 -1.43079312e+02 -2.54706452e-02
  1.54749102e+02 -1.42588282e+02  4.67751730e-01  1.55250780e+02
 -1.43042896e+02 -3.99611267e-02  1.54746707e+02 -1.42563810e+02
  4.95194307e-01  1.55246362e+02]
res:  5854 -0.000447905290457129 0.014193569653798477 0.022865713474910673
[ 1.20700245e-10 -1.03145273e-05 -2.82842397e-01  1.61514433e+04
 -1.43054261e+02 -1.23277254e-02  1.54762267e+02 -1.42533113e+02
  5.04105990e-01  1.55247695e+02 -1.43041989e+02 -2.69464280e-02
  1.54746682e+02 -1.42564719e+02  4.79124168e-01  1.55248260e+02
 -1.43045721e+02 -1.38079266e-02  1.54750804e+02 -1.42524482e+02
  4.86783314e-01  1.55248041e+02 -1.43067433e+02 -1.49209173e-03
  1.54743973e+02 -1.42549695e+02  5.10512431e-01  1.55242342e+02
 -1.43072029e+02 -1.11780007e-03  1.54750703e+02 -1.42577136e+02
  5.18410223e-01  1.55256888e+02 -1.43070760e+02  6.52283494e-03
  1.54754807e+02 -1.42571907e+02  5.05953791e-01  1.55253661e+02
 -1.43062012e+02 -3.48746292e-02  1.54752057e+02 -1.42555095e+02
  4.84777274e-01  1.55238831e+02 -1.43067827e+02 -2.21623753e-02
  1.54765380e+02 -1.42558755e+02  4.79029533e-01  1.55260159e+02
 -1.43060153e+02 -1.51019040e-03  1.54755332e+02 -1.42560747e+02
  5.04162098e-01  1.55244745e+02 -1.43070482e+02 -1.70494886e-02
  1.54744795e+02 -1.42560196e+02  4.83560427e-01  1.55245676e+02
 -1.43066583e+02 -3.22800939e-02  1.54748452e+02 -1.42568942e+02
  4.83766552e-01  1.55259449e+02 -1.43082578e+02 -2.02153875e-02
  1.54749479e+02 -1.42591523e+02  4.73043513e-01  1.55251142e+02
 -1.43046354e+02 -3.47035639e-02  1.54747026e+02 -1.42566896e+02
  5.00440616e-01  1.55246638e+02]
Niter:  6 row:  248 ngroup:  26 nlines:  6312 gd:  5847
[ 1.20700245e-10 -1.03145273e-05 -2.82842397e-01  1.61514433e+04
 -1.43054261e+02 -1.23277254e-02  1.54762267e+02 -1.42533113e+02
  5.04105990e-01  1.55247695e+02 -1.43041989e+02 -2.69464280e-02
  1.54746682e+02 -1.42564719e+02  4.79124168e-01  1.55248260e+02
 -1.43045721e+02 -1.38079266e-02  1.54750804e+02 -1.42524482e+02
  4.86783314e-01  1.55248041e+02 -1.43067433e+02 -1.49209173e-03
  1.54743973e+02 -1.42549695e+02  5.10512431e-01  1.55242342e+02
 -1.43072029e+02 -1.11780007e-03  1.54750703e+02 -1.42577136e+02
  5.18410223e-01  1.55256888e+02 -1.43070760e+02  6.52283494e-03
  1.54754807e+02 -1.42571907e+02  5.05953791e-01  1.55253661e+02
 -1.43062012e+02 -3.48746292e-02  1.54752057e+02 -1.42555095e+02
  4.84777274e-01  1.55238831e+02 -1.43067827e+02 -2.21623753e-02
  1.54765380e+02 -1.42558755e+02  4.79029533e-01  1.55260159e+02
 -1.43060153e+02 -1.51019040e-03  1.54755332e+02 -1.42560747e+02
  5.04162098e-01  1.55244745e+02 -1.43070482e+02 -1.70494886e-02
  1.54744795e+02 -1.42560196e+02  4.83560427e-01  1.55245676e+02
 -1.43066583e+02 -3.22800939e-02  1.54748452e+02 -1.42568942e+02
  4.83766552e-01  1.55259449e+02 -1.43082578e+02 -2.02153875e-02
  1.54749479e+02 -1.42591523e+02  4.73043513e-01  1.55251142e+02
 -1.43046354e+02 -3.47035639e-02  1.54747026e+02 -1.42566896e+02
  5.00440616e-01  1.55246638e+02]
res:  5847 -0.00046808896422589896 0.013991530025123211 0.022718174959076385
[ 1.20744456e-10 -1.03149445e-05 -2.82842452e-01  1.61514449e+04
 -1.43056721e+02 -7.09160275e-03  1.54763029e+02 -1.42535427e+02
  5.07979758e-01  1.55247526e+02 -1.43044722e+02 -2.17238029e-02
  1.54746498e+02 -1.42567319e+02  4.84338049e-01  1.55248064e+02
 -1.43048254e+02 -8.60553065e-03  1.54750599e+02 -1.42527171e+02
  4.92009448e-01  1.55247863e+02 -1.43069731e+02  2.65957597e-03
  1.54743701e+02 -1.42552369e+02  5.15750503e-01  1.55242964e+02
 -1.43074559e+02  2.93679497e-03  1.54750497e+02 -1.42579596e+02
  5.23605196e-01  1.55257323e+02 -1.43073118e+02  1.17395798e-02
  1.54754539e+02 -1.42573673e+02  5.11166184e-01  1.55253436e+02
 -1.43064318e+02 -2.96580055e-02  1.54751868e+02 -1.42557664e+02
  4.88832674e-01  1.55238657e+02 -1.43072612e+02 -1.69523556e-02
  1.54765104e+02 -1.42561058e+02  4.83099547e-01  1.55259950e+02
 -1.43062352e+02  3.68584391e-03  1.54755059e+02 -1.42563248e+02
  5.08541323e-01  1.55244580e+02 -1.43073088e+02 -1.18290325e-02
  1.54744597e+02 -1.42562726e+02  4.88766460e-01  1.55245531e+02
 -1.43069253e+02 -2.70615476e-02  1.54748300e+02 -1.42571387e+02
  4.88999219e-01  1.55259299e+02 -1.43084773e+02 -1.50058173e-02
  1.54749291e+02 -1.42593694e+02  4.78285086e-01  1.55250940e+02
 -1.43048731e+02 -2.94807374e-02  1.54746781e+02 -1.42568925e+02
  5.05640063e-01  1.55246349e+02]
Saving figure to  wave_resid_43670005_fiber248.png
Final values:
res:  -0.00046808896422589896 0.022718174959076385
pars:  [ 1.20744456e-10 -1.03149445e-05 -2.82842452e-01  1.61514449e+04
 -1.43056721e+02 -7.09160275e-03  1.54763029e+02 -1.42535427e+02
  5.07979758e-01  1.55247526e+02 -1.43044722e+02 -2.17238029e-02
  1.54746498e+02 -1.42567319e+02  4.84338049e-01  1.55248064e+02
 -1.43048254e+02 -8.60553065e-03  1.54750599e+02 -1.42527171e+02
  4.92009448e-01  1.55247863e+02 -1.43069731e+02  2.65957597e-03
  1.54743701e+02 -1.42552369e+02  5.15750503e-01  1.55242964e+02
 -1.43074559e+02  2.93679497e-03  1.54750497e+02 -1.42579596e+02
  5.23605196e-01  1.55257323e+02 -1.43073118e+02  1.17395798e-02
  1.54754539e+02 -1.42573673e+02  5.11166184e-01  1.55253436e+02
 -1.43064318e+02 -2.96580055e-02  1.54751868e+02 -1.42557664e+02
  4.88832674e-01  1.55238657e+02 -1.43072612e+02 -1.69523556e-02
  1.54765104e+02 -1.42561058e+02  4.83099547e-01  1.55259950e+02
 -1.43062352e+02  3.68584391e-03  1.54755059e+02 -1.42563248e+02
  5.08541323e-01  1.55244580e+02 -1.43073088e+02 -1.18290325e-02
  1.54744597e+02 -1.42562726e+02  4.88766460e-01  1.55245531e+02
 -1.43069253e+02 -2.70615476e-02  1.54748300e+02 -1.42571387e+02
  4.88999219e-01  1.55259299e+02 -1.43084773e+02 -1.50058173e-02
  1.54749291e+02 -1.42593694e+02  4.78285086e-01  1.55250940e+02
 -1.43048731e+02 -2.94807374e-02  1.54746781e+02 -1.42568925e+02
  5.05640063e-01  1.55246349e+02]
248 [ 1.20744456e-10 -1.03149445e-05 -2.82842452e-01  1.61514449e+04
 -1.43056721e+02 -7.09160275e-03  1.54763029e+02 -1.42535427e+02
  5.07979758e-01  1.55247526e+02 -1.43044722e+02 -2.17238029e-02
  1.54746498e+02 -1.42567319e+02  4.84338049e-01  1.55248064e+02
 -1.43048254e+02 -8.60553065e-03  1.54750599e+02 -1.42527171e+02
  4.92009448e-01  1.55247863e+02 -1.43069731e+02  2.65957597e-03
  1.54743701e+02 -1.42552369e+02  5.15750503e-01  1.55242964e+02
 -1.43074559e+02  2.93679497e-03  1.54750497e+02 -1.42579596e+02
  5.23605196e-01  1.55257323e+02 -1.43073118e+02  1.17395798e-02
  1.54754539e+02 -1.42573673e+02  5.11166184e-01  1.55253436e+02
 -1.43064318e+02 -2.96580055e-02  1.54751868e+02 -1.42557664e+02
  4.88832674e-01  1.55238657e+02 -1.43072612e+02 -1.69523556e-02
  1.54765104e+02 -1.42561058e+02  4.83099547e-01  1.55259950e+02
 -1.43062352e+02  3.68584391e-03  1.54755059e+02 -1.42563248e+02
  5.08541323e-01  1.55244580e+02 -1.43073088e+02 -1.18290325e-02
  1.54744597e+02 -1.42562726e+02  4.88766460e-01  1.55245531e+02
 -1.43069253e+02 -2.70615476e-02  1.54748300e+02 -1.42571387e+02
  4.88999219e-01  1.55259299e+02 -1.43084773e+02 -1.50058173e-02
  1.54749291e+02 -1.42593694e+02  4.78285086e-01  1.55250940e+02
 -1.43048731e+02 -2.94807374e-02  1.54746781e+02 -1.42568925e+02
  5.05640063e-01  1.55246349e+02]
--- Row 250/300 row=249 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  249
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=249 ---
Niter:  0 row:  249 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.001237090487848036 0.01282467839155288 0.029656366836542925
[ 1.20087365e-10 -1.03148139e-05 -2.82830086e-01  1.61514528e+04
 -1.43157761e+02  1.01382788e-13  1.54788738e+02]
Niter:  1 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20087365e-10 -1.03148139e-05 -2.82830086e-01  1.61514528e+04
 -1.43157761e+02  1.01382788e-13  1.54788738e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Niter:  2 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Niter:  3 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Niter:  4 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Niter:  5 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Niter:  6 row:  249 ngroup:  1 nlines:  239 gd:  219
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
res:  219 -0.00021778933478344698 0.012196755389595637 0.01947451572435861
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
Final values:
res:  -0.00021778933478344698 0.01947451572435861
pars:  [ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
249 [ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02]
elapsed: 2.9 sec.
Niter:  0 row:  249 ngroup:  26 nlines:  6241 gd:  6241
[ 1.20124694e-10 -1.03144525e-05 -2.82830232e-01  1.61514543e+04
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02 -1.43151509e+02  1.23833453e-12
  1.54794481e+02 -1.43151509e+02  1.23833453e-12  1.54794481e+02
 -1.43151509e+02  1.23833453e-12  1.54794481e+02 -1.43151509e+02
  1.23833453e-12  1.54794481e+02]
res:  6241 0.00024571501671744045 0.014533412126183975 0.03343650080823869
[ 1.20124682e-10 -1.03144536e-05 -2.82830260e-01  1.61514559e+04
 -1.43139844e+02  1.12806641e-02  1.54803742e+02 -1.42640818e+02
  5.13667909e-01  1.55291691e+02 -1.43120806e+02  1.26279715e-02
  1.54803129e+02 -1.42624888e+02  4.93129849e-01  1.55296056e+02
 -1.43139696e+02 -2.10360917e-02  1.54789446e+02 -1.42643266e+02
  4.96341881e-01  1.55293631e+02 -1.43118887e+02  1.71052987e-02
  1.54805629e+02 -1.42648892e+02  5.17891695e-01  1.55294506e+02
 -1.43137538e+02  2.55224042e-02  1.54798904e+02 -1.42642575e+02
  5.06134798e-01  1.55287528e+02 -1.43143230e+02  1.09747272e-03
  1.54791275e+02 -1.42644825e+02  4.79720607e-01  1.55280712e+02
 -1.43113923e+02  1.68989142e-02  1.54794618e+02 -1.42660477e+02
  4.81711859e-01  1.55287232e+02 -1.43158233e+02 -1.08912895e-02
  1.54802100e+02 -1.42650381e+02  5.12106207e-01  1.55292528e+02
 -1.43152094e+02  3.15496485e-02  1.54801403e+02 -1.42634557e+02
  4.94752162e-01  1.55296527e+02 -1.43144322e+02 -1.05140375e-02
  1.54792663e+02 -1.42653700e+02  4.97070629e-01  1.55292375e+02
 -1.43146657e+02  1.51206667e-02  1.54793581e+02 -1.42647531e+02
  4.99119939e-01  1.55295577e+02 -1.43158503e+02 -5.72414063e-03
  1.54783544e+02 -1.42672587e+02  4.92234171e-01  1.55288970e+02
 -1.43143743e+02 -1.60573963e-02  1.54793052e+02 -1.42651910e+02
  4.87780866e-01  1.55290973e+02]
Niter:  1 row:  249 ngroup:  26 nlines:  6241 gd:  5810
[ 1.20124682e-10 -1.03144536e-05 -2.82830260e-01  1.61514559e+04
 -1.43139844e+02  1.12806641e-02  1.54803742e+02 -1.42640818e+02
  5.13667909e-01  1.55291691e+02 -1.43120806e+02  1.26279715e-02
  1.54803129e+02 -1.42624888e+02  4.93129849e-01  1.55296056e+02
 -1.43139696e+02 -2.10360917e-02  1.54789446e+02 -1.42643266e+02
  4.96341881e-01  1.55293631e+02 -1.43118887e+02  1.71052987e-02
  1.54805629e+02 -1.42648892e+02  5.17891695e-01  1.55294506e+02
 -1.43137538e+02  2.55224042e-02  1.54798904e+02 -1.42642575e+02
  5.06134798e-01  1.55287528e+02 -1.43143230e+02  1.09747272e-03
  1.54791275e+02 -1.42644825e+02  4.79720607e-01  1.55280712e+02
 -1.43113923e+02  1.68989142e-02  1.54794618e+02 -1.42660477e+02
  4.81711859e-01  1.55287232e+02 -1.43158233e+02 -1.08912895e-02
  1.54802100e+02 -1.42650381e+02  5.12106207e-01  1.55292528e+02
 -1.43152094e+02  3.15496485e-02  1.54801403e+02 -1.42634557e+02
  4.94752162e-01  1.55296527e+02 -1.43144322e+02 -1.05140375e-02
  1.54792663e+02 -1.42653700e+02  4.97070629e-01  1.55292375e+02
 -1.43146657e+02  1.51206667e-02  1.54793581e+02 -1.42647531e+02
  4.99119939e-01  1.55295577e+02 -1.43158503e+02 -5.72414063e-03
  1.54783544e+02 -1.42672587e+02  4.92234171e-01  1.55288970e+02
 -1.43143743e+02 -1.60573963e-02  1.54793052e+02 -1.42651910e+02
  4.87780866e-01  1.55290973e+02]
res:  5810 -0.0007941827607282903 0.01458291432572878 0.023444386058553413
[ 1.20124694e-10 -1.03144546e-05 -2.82830288e-01  1.61514575e+04
 -1.43132865e+02  1.48619680e-02  1.54803942e+02 -1.42633887e+02
  5.02401100e-01  1.55292372e+02 -1.43119444e+02  2.08791662e-03
  1.54799473e+02 -1.42612330e+02  4.99597606e-01  1.55297728e+02
 -1.43132145e+02 -8.25468193e-03  1.54793772e+02 -1.42648128e+02
  4.87958327e-01  1.55301198e+02 -1.43111961e+02  5.05281820e-03
  1.54801692e+02 -1.42646907e+02  5.10148582e-01  1.55299381e+02
 -1.43125161e+02  2.13702309e-02  1.54799055e+02 -1.42636501e+02
  4.97425062e-01  1.55294370e+02 -1.43136913e+02 -1.47260187e-02
  1.54797062e+02 -1.42643926e+02  4.85375941e-01  1.55285899e+02
 -1.43117479e+02  1.50750744e-02  1.54792790e+02 -1.42653628e+02
  4.97584059e-01  1.55292057e+02 -1.43159519e+02 -1.26904406e-02
  1.54804530e+02 -1.42650211e+02  4.90009175e-01  1.55292216e+02
 -1.43148453e+02  1.42859439e-02  1.54804967e+02 -1.42635046e+02
  5.04687098e-01  1.55296335e+02 -1.43137355e+02 -6.76274591e-03
  1.54795318e+02 -1.42647124e+02  5.04590162e-01  1.55289829e+02
 -1.43139720e+02 -2.14642863e-03  1.54795970e+02 -1.42640578e+02
  4.93453158e-01  1.55306251e+02 -1.43141543e+02 -9.88625767e-03
  1.54785627e+02 -1.42660073e+02  4.85367222e-01  1.55289770e+02
 -1.43136992e+02 -7.78371978e-03  1.54795623e+02 -1.42650832e+02
  5.04305430e-01  1.55297340e+02]
Niter:  2 row:  249 ngroup:  26 nlines:  6241 gd:  5807
[ 1.20124694e-10 -1.03144546e-05 -2.82830288e-01  1.61514575e+04
 -1.43132865e+02  1.48619680e-02  1.54803942e+02 -1.42633887e+02
  5.02401100e-01  1.55292372e+02 -1.43119444e+02  2.08791662e-03
  1.54799473e+02 -1.42612330e+02  4.99597606e-01  1.55297728e+02
 -1.43132145e+02 -8.25468193e-03  1.54793772e+02 -1.42648128e+02
  4.87958327e-01  1.55301198e+02 -1.43111961e+02  5.05281820e-03
  1.54801692e+02 -1.42646907e+02  5.10148582e-01  1.55299381e+02
 -1.43125161e+02  2.13702309e-02  1.54799055e+02 -1.42636501e+02
  4.97425062e-01  1.55294370e+02 -1.43136913e+02 -1.47260187e-02
  1.54797062e+02 -1.42643926e+02  4.85375941e-01  1.55285899e+02
 -1.43117479e+02  1.50750744e-02  1.54792790e+02 -1.42653628e+02
  4.97584059e-01  1.55292057e+02 -1.43159519e+02 -1.26904406e-02
  1.54804530e+02 -1.42650211e+02  4.90009175e-01  1.55292216e+02
 -1.43148453e+02  1.42859439e-02  1.54804967e+02 -1.42635046e+02
  5.04687098e-01  1.55296335e+02 -1.43137355e+02 -6.76274591e-03
  1.54795318e+02 -1.42647124e+02  5.04590162e-01  1.55289829e+02
 -1.43139720e+02 -2.14642863e-03  1.54795970e+02 -1.42640578e+02
  4.93453158e-01  1.55306251e+02 -1.43141543e+02 -9.88625767e-03
  1.54785627e+02 -1.42660073e+02  4.85367222e-01  1.55289770e+02
 -1.43136992e+02 -7.78371978e-03  1.54795623e+02 -1.42650832e+02
  5.04305430e-01  1.55297340e+02]
res:  5807 -0.0007563452563772444 0.014623397310060682 0.023374667078304164
[ 1.20124706e-10 -1.03144556e-05 -2.82830316e-01  1.61514591e+04
 -1.43125887e+02  2.05881198e-02  1.54808674e+02 -1.42626927e+02
  5.08106744e-01  1.55297101e+02 -1.43112482e+02 -2.81527323e-03
  1.54804207e+02 -1.42605370e+02  5.05338465e-01  1.55302461e+02
 -1.43125178e+02  1.02846498e-03  1.54798509e+02 -1.42641145e+02
  4.93676004e-01  1.55305927e+02 -1.43105035e+02  1.07306508e-02
  1.54806431e+02 -1.42639967e+02  5.15869712e-01  1.55304115e+02
 -1.43118187e+02  2.70682906e-02  1.54803789e+02 -1.42629547e+02
  4.99989640e-01  1.55299108e+02 -1.43129955e+02 -1.55794095e-02
  1.54801793e+02 -1.42636987e+02  4.91101744e-01  1.55292574e+02
 -1.43115778e+02  2.07523203e-02  1.54797520e+02 -1.42646651e+02
  5.03272804e-01  1.55296789e+02 -1.43152538e+02 -1.01841345e-02
  1.54809258e+02 -1.42643264e+02  4.88866094e-01  1.55296949e+02
 -1.43141491e+02  1.65785564e-02  1.54809693e+02 -1.42633196e+02
  5.13953230e-01  1.55301074e+02 -1.43130387e+02 -1.05610888e-03
  1.54800046e+02 -1.42640178e+02  5.10298472e-01  1.55294564e+02
 -1.43132782e+02 -2.78144668e-03  1.54800696e+02 -1.42633625e+02
  4.99170057e-01  1.55315285e+02 -1.43129710e+02 -7.58625103e-03
  1.54790364e+02 -1.42653099e+02  4.91082906e-01  1.55294502e+02
 -1.43130036e+02  5.04576330e-03  1.54800354e+02 -1.42643871e+02
  5.09993483e-01  1.55302073e+02]
Niter:  3 row:  249 ngroup:  26 nlines:  6241 gd:  5809
[ 1.20124706e-10 -1.03144556e-05 -2.82830316e-01  1.61514591e+04
 -1.43125887e+02  2.05881198e-02  1.54808674e+02 -1.42626927e+02
  5.08106744e-01  1.55297101e+02 -1.43112482e+02 -2.81527323e-03
  1.54804207e+02 -1.42605370e+02  5.05338465e-01  1.55302461e+02
 -1.43125178e+02  1.02846498e-03  1.54798509e+02 -1.42641145e+02
  4.93676004e-01  1.55305927e+02 -1.43105035e+02  1.07306508e-02
  1.54806431e+02 -1.42639967e+02  5.15869712e-01  1.55304115e+02
 -1.43118187e+02  2.70682906e-02  1.54803789e+02 -1.42629547e+02
  4.99989640e-01  1.55299108e+02 -1.43129955e+02 -1.55794095e-02
  1.54801793e+02 -1.42636987e+02  4.91101744e-01  1.55292574e+02
 -1.43115778e+02  2.07523203e-02  1.54797520e+02 -1.42646651e+02
  5.03272804e-01  1.55296789e+02 -1.43152538e+02 -1.01841345e-02
  1.54809258e+02 -1.42643264e+02  4.88866094e-01  1.55296949e+02
 -1.43141491e+02  1.65785564e-02  1.54809693e+02 -1.42633196e+02
  5.13953230e-01  1.55301074e+02 -1.43130387e+02 -1.05610888e-03
  1.54800046e+02 -1.42640178e+02  5.10298472e-01  1.55294564e+02
 -1.43132782e+02 -2.78144668e-03  1.54800696e+02 -1.42633625e+02
  4.99170057e-01  1.55315285e+02 -1.43129710e+02 -7.58625103e-03
  1.54790364e+02 -1.42653099e+02  4.91082906e-01  1.55294502e+02
 -1.43130036e+02  5.04576330e-03  1.54800354e+02 -1.42643871e+02
  5.09993483e-01  1.55302073e+02]
res:  5809 -0.0008715569747437257 0.014600281831008033 0.023396780456454543
[ 1.20147950e-10 -1.03144556e-05 -2.82830316e-01  1.61514591e+04
 -1.43125887e+02  2.05881198e-02  1.54808674e+02 -1.42626927e+02
  5.08106744e-01  1.55297101e+02 -1.43112482e+02 -2.81527323e-03
  1.54804207e+02 -1.42605370e+02  5.05338465e-01  1.55302461e+02
 -1.43125178e+02  1.02846498e-03  1.54798509e+02 -1.42641145e+02
  4.93676004e-01  1.55305927e+02 -1.43105035e+02  1.07306508e-02
  1.54806431e+02 -1.42639967e+02  5.15869712e-01  1.55304115e+02
 -1.43118187e+02  2.70682906e-02  1.54803789e+02 -1.42629547e+02
  4.99989640e-01  1.55299108e+02 -1.43129955e+02 -1.55794095e-02
  1.54801793e+02 -1.42636987e+02  4.91101744e-01  1.55292574e+02
 -1.43115778e+02  2.07523203e-02  1.54797520e+02 -1.42646651e+02
  5.03272804e-01  1.55296789e+02 -1.43152538e+02 -1.01841345e-02
  1.54809258e+02 -1.42643264e+02  4.88866094e-01  1.55296949e+02
 -1.43141491e+02  1.65785564e-02  1.54809693e+02 -1.42633196e+02
  5.13953230e-01  1.55301074e+02 -1.43130387e+02 -1.05610888e-03
  1.54800046e+02 -1.42640178e+02  5.10298472e-01  1.55294564e+02
 -1.43132782e+02 -2.78144668e-03  1.54800696e+02 -1.42633625e+02
  4.99170057e-01  1.55315285e+02 -1.43129710e+02 -7.58625103e-03
  1.54790364e+02 -1.42653099e+02  4.91082906e-01  1.55294502e+02
 -1.43130036e+02  5.04576330e-03  1.54800354e+02 -1.42643871e+02
  5.09993483e-01  1.55302073e+02]
Niter:  4 row:  249 ngroup:  26 nlines:  6241 gd:  5808
[ 1.20147950e-10 -1.03144556e-05 -2.82830316e-01  1.61514591e+04
 -1.43125887e+02  2.05881198e-02  1.54808674e+02 -1.42626927e+02
  5.08106744e-01  1.55297101e+02 -1.43112482e+02 -2.81527323e-03
  1.54804207e+02 -1.42605370e+02  5.05338465e-01  1.55302461e+02
 -1.43125178e+02  1.02846498e-03  1.54798509e+02 -1.42641145e+02
  4.93676004e-01  1.55305927e+02 -1.43105035e+02  1.07306508e-02
  1.54806431e+02 -1.42639967e+02  5.15869712e-01  1.55304115e+02
 -1.43118187e+02  2.70682906e-02  1.54803789e+02 -1.42629547e+02
  4.99989640e-01  1.55299108e+02 -1.43129955e+02 -1.55794095e-02
  1.54801793e+02 -1.42636987e+02  4.91101744e-01  1.55292574e+02
 -1.43115778e+02  2.07523203e-02  1.54797520e+02 -1.42646651e+02
  5.03272804e-01  1.55296789e+02 -1.43152538e+02 -1.01841345e-02
  1.54809258e+02 -1.42643264e+02  4.88866094e-01  1.55296949e+02
 -1.43141491e+02  1.65785564e-02  1.54809693e+02 -1.42633196e+02
  5.13953230e-01  1.55301074e+02 -1.43130387e+02 -1.05610888e-03
  1.54800046e+02 -1.42640178e+02  5.10298472e-01  1.55294564e+02
 -1.43132782e+02 -2.78144668e-03  1.54800696e+02 -1.42633625e+02
  4.99170057e-01  1.55315285e+02 -1.43129710e+02 -7.58625103e-03
  1.54790364e+02 -1.42653099e+02  4.91082906e-01  1.55294502e+02
 -1.43130036e+02  5.04576330e-03  1.54800354e+02 -1.42643871e+02
  5.09993483e-01  1.55302073e+02]
res:  5808 -0.0007591738012706628 0.014582811172658694 0.023376487215368315
[ 1.20147962e-10 -1.03144567e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
Niter:  5 row:  249 ngroup:  26 nlines:  6241 gd:  5808
[ 1.20147962e-10 -1.03144567e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
res:  5808 -0.0008606306382716866 0.014533129300616565 0.02337534717791313
[ 1.20167383e-10 -1.03144567e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
Niter:  6 row:  249 ngroup:  26 nlines:  6241 gd:  5808
[ 1.20167383e-10 -1.03144567e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
res:  5808 -0.0007407964076264761 0.01459504052218108 0.02337426730993511
[ 1.20156522e-10 -1.03144810e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
Saving figure to  wave_resid_43670005_fiber249.png
Final values:
res:  -0.0007407964076264761 0.02337426730993511
pars:  [ 1.20156522e-10 -1.03144810e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
249 [ 1.20156522e-10 -1.03144810e-05 -2.82830345e-01  1.61514607e+04
 -1.43119927e+02  2.63166019e-02  1.54814326e+02 -1.42620948e+02
  5.13815675e-01  1.55302753e+02 -1.43106502e+02  2.88245629e-03
  1.54809850e+02 -1.42599393e+02  5.11081496e-01  1.55308107e+02
 -1.43119213e+02  6.71464447e-03  1.54804152e+02 -1.42635190e+02
  4.99392125e-01  1.55311584e+02 -1.43099041e+02  1.64115328e-02
  1.54812069e+02 -1.42633975e+02  5.21587319e-01  1.55309758e+02
 -1.43112215e+02  3.27726964e-02  1.54809435e+02 -1.42623568e+02
  5.02454435e-01  1.55304741e+02 -1.43123981e+02 -1.32462215e-02
  1.54807442e+02 -1.42630997e+02  4.96827798e-01  1.55298232e+02
 -1.43115336e+02  2.64291713e-02  1.54803170e+02 -1.42640693e+02
  5.08965729e-01  1.55302438e+02 -1.43146572e+02 -4.47979436e-03
  1.54814919e+02 -1.42637284e+02  4.91164503e-01  1.55302595e+02
 -1.43135523e+02  2.22691331e-02  1.54815359e+02 -1.42627217e+02
  5.19639561e-01  1.55306713e+02 -1.43124417e+02  4.64957986e-03
  1.54805704e+02 -1.42634196e+02  5.16010569e-01  1.55300209e+02
 -1.43126790e+02  2.92196108e-03  1.54806358e+02 -1.42627639e+02
  5.04891451e-01  1.55320920e+02 -1.43123741e+02 -1.88732694e-03
  1.54796006e+02 -1.42647132e+02  4.96790207e-01  1.55300150e+02
 -1.43124060e+02  1.74637664e-02  1.54806005e+02 -1.42637893e+02
  5.19128799e-01  1.55307722e+02]
--- Row 251/300 row=250 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  250
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=250 ---
Niter:  0 row:  250 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 -0.001739070439725765 0.014260159893638047 0.033336900172812045
[ 1.20874309e-10 -1.03161865e-05 -2.82840420e-01  1.61514713e+04
 -1.43088111e+02 -9.94999998e-08  1.54728174e+02]
Niter:  1 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20874309e-10 -1.03161865e-05 -2.82840420e-01  1.61514713e+04
 -1.43088111e+02 -9.94999998e-08  1.54728174e+02]
res:  225 -0.0007962627114466159 0.013999271859574947 0.024981175181879593
[ 1.20783727e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Niter:  2 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20783727e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
res:  225 -0.0007962628242239589 0.013999272304317856 0.024981175181869045
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Niter:  3 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
res:  225 -0.0007962628242239589 0.013999272304317856 0.024981175181869045
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Niter:  4 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
res:  225 -0.0007962628242239589 0.013999272304317856 0.024981175181869045
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Niter:  5 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
res:  225 -0.0007962628242239589 0.013999272304317856 0.024981175181869045
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Niter:  6 row:  250 ngroup:  1 nlines:  238 gd:  225
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
res:  225 -0.0007962628242239589 0.013999272304317856 0.024981175181869045
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
Final values:
res:  -0.0007962628242239589 0.024981175181869045
pars:  [ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
250 [ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02]
elapsed: 2.9 sec.
Niter:  0 row:  250 ngroup:  26 nlines:  6248 gd:  6248
[ 1.20783728e-10 -1.03158387e-05 -2.82838601e-01  1.61514686e+04
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02 -1.43103968e+02 -9.94803802e-08
  1.54734337e+02 -1.43103968e+02 -9.94803802e-08  1.54734337e+02
 -1.43103968e+02 -9.94803802e-08  1.54734337e+02 -1.43103968e+02
 -9.94803802e-08  1.54734337e+02]
res:  6248 3.086606648139423e-05 0.013882079146242177 0.033645927000391
[ 1.20783715e-10 -1.03158376e-05 -2.82838629e-01  1.61514703e+04
 -1.43096970e+02 -3.28543757e-03  1.54739452e+02 -1.42598783e+02
  4.98211302e-01  1.55239764e+02 -1.43095235e+02 -1.49773121e-02
  1.54737049e+02 -1.42598960e+02  4.63700231e-01  1.55238146e+02
 -1.43093145e+02 -6.28480393e-03  1.54748288e+02 -1.42594915e+02
  4.98268585e-01  1.55239791e+02 -1.43056744e+02  1.04291151e-02
  1.54733805e+02 -1.42591671e+02  4.80421884e-01  1.55234103e+02
 -1.43079988e+02  8.89637671e-03  1.54736789e+02 -1.42582453e+02
  5.08075297e-01  1.55235063e+02 -1.43079355e+02 -9.37550959e-03
  1.54737013e+02 -1.42604917e+02  5.05791768e-01  1.55222340e+02
 -1.43102005e+02 -2.71767425e-02  1.54733686e+02 -1.42588768e+02
  5.00929976e-01  1.55239737e+02 -1.43086496e+02  1.28358020e-02
  1.54737876e+02 -1.42609748e+02  5.07012573e-01  1.55230465e+02
 -1.43101675e+02  5.04027511e-03  1.54739623e+02 -1.42586539e+02
  5.00447177e-01  1.55246386e+02 -1.43104954e+02 -1.54597119e-02
  1.54741605e+02 -1.42590155e+02  4.93284489e-01  1.55230062e+02
 -1.43116471e+02 -1.99155712e-02  1.54742998e+02 -1.42610578e+02
  4.91366443e-01  1.55252997e+02 -1.43097124e+02 -6.38251049e-03
  1.54743247e+02 -1.42624351e+02  4.99229936e-01  1.55232916e+02
 -1.43093565e+02  1.76688494e-03  1.54742938e+02 -1.42605694e+02
  4.91967085e-01  1.55238697e+02]
Niter:  1 row:  250 ngroup:  26 nlines:  6248 gd:  5750
[ 1.20783715e-10 -1.03158376e-05 -2.82838629e-01  1.61514703e+04
 -1.43096970e+02 -3.28543757e-03  1.54739452e+02 -1.42598783e+02
  4.98211302e-01  1.55239764e+02 -1.43095235e+02 -1.49773121e-02
  1.54737049e+02 -1.42598960e+02  4.63700231e-01  1.55238146e+02
 -1.43093145e+02 -6.28480393e-03  1.54748288e+02 -1.42594915e+02
  4.98268585e-01  1.55239791e+02 -1.43056744e+02  1.04291151e-02
  1.54733805e+02 -1.42591671e+02  4.80421884e-01  1.55234103e+02
 -1.43079988e+02  8.89637671e-03  1.54736789e+02 -1.42582453e+02
  5.08075297e-01  1.55235063e+02 -1.43079355e+02 -9.37550959e-03
  1.54737013e+02 -1.42604917e+02  5.05791768e-01  1.55222340e+02
 -1.43102005e+02 -2.71767425e-02  1.54733686e+02 -1.42588768e+02
  5.00929976e-01  1.55239737e+02 -1.43086496e+02  1.28358020e-02
  1.54737876e+02 -1.42609748e+02  5.07012573e-01  1.55230465e+02
 -1.43101675e+02  5.04027511e-03  1.54739623e+02 -1.42586539e+02
  5.00447177e-01  1.55246386e+02 -1.43104954e+02 -1.54597119e-02
  1.54741605e+02 -1.42590155e+02  4.93284489e-01  1.55230062e+02
 -1.43116471e+02 -1.99155712e-02  1.54742998e+02 -1.42610578e+02
  4.91366443e-01  1.55252997e+02 -1.43097124e+02 -6.38251049e-03
  1.54743247e+02 -1.42624351e+02  4.99229936e-01  1.55232916e+02
 -1.43093565e+02  1.76688494e-03  1.54742938e+02 -1.42605694e+02
  4.91967085e-01  1.55238697e+02]
res:  5750 -0.0005939431703154696 0.013829751366756682 0.022366297336057505
[ 1.20783728e-10 -1.03158366e-05 -2.82838657e-01  1.61514719e+04
 -1.43089972e+02  8.10711935e-03  1.54743855e+02 -1.42585809e+02
  4.94457536e-01  1.55237542e+02 -1.43088252e+02 -4.20869813e-03
  1.54739879e+02 -1.42604460e+02  4.78488653e-01  1.55243614e+02
 -1.43081176e+02 -1.05512877e-02  1.54750305e+02 -1.42593892e+02
  4.99394524e-01  1.55249931e+02 -1.43060747e+02  1.56755572e-03
  1.54738570e+02 -1.42584656e+02  4.91056150e-01  1.55235990e+02
 -1.43071240e+02 -1.33116333e-02  1.54736788e+02 -1.42581069e+02
  5.05112308e-01  1.55242803e+02 -1.43077503e+02 -5.92006832e-04
  1.54746282e+02 -1.42587892e+02  5.12390717e-01  1.55233413e+02
 -1.43088732e+02 -1.64410043e-02  1.54738455e+02 -1.42586577e+02
  4.93746917e-01  1.55242732e+02 -1.43079491e+02  1.55590775e-03
  1.54745057e+02 -1.42597152e+02  5.10455651e-01  1.55250706e+02
 -1.43094866e+02 -2.68169318e-03  1.54741441e+02 -1.42585775e+02
  5.15202518e-01  1.55252786e+02 -1.43097218e+02 -1.42661089e-02
  1.54739149e+02 -1.42595438e+02  4.88762963e-01  1.55235127e+02
 -1.43109516e+02 -3.42429714e-03  1.54743686e+02 -1.42596195e+02
  4.83948643e-01  1.55251172e+02 -1.43090142e+02 -3.37856440e-03
  1.54744932e+02 -1.42607284e+02  5.05679445e-01  1.55237760e+02
 -1.43092568e+02  2.95839024e-03  1.54735250e+02 -1.42593871e+02
  4.83949568e-01  1.55242183e+02]
Niter:  2 row:  250 ngroup:  26 nlines:  6248 gd:  5750
[ 1.20783728e-10 -1.03158366e-05 -2.82838657e-01  1.61514719e+04
 -1.43089972e+02  8.10711935e-03  1.54743855e+02 -1.42585809e+02
  4.94457536e-01  1.55237542e+02 -1.43088252e+02 -4.20869813e-03
  1.54739879e+02 -1.42604460e+02  4.78488653e-01  1.55243614e+02
 -1.43081176e+02 -1.05512877e-02  1.54750305e+02 -1.42593892e+02
  4.99394524e-01  1.55249931e+02 -1.43060747e+02  1.56755572e-03
  1.54738570e+02 -1.42584656e+02  4.91056150e-01  1.55235990e+02
 -1.43071240e+02 -1.33116333e-02  1.54736788e+02 -1.42581069e+02
  5.05112308e-01  1.55242803e+02 -1.43077503e+02 -5.92006832e-04
  1.54746282e+02 -1.42587892e+02  5.12390717e-01  1.55233413e+02
 -1.43088732e+02 -1.64410043e-02  1.54738455e+02 -1.42586577e+02
  4.93746917e-01  1.55242732e+02 -1.43079491e+02  1.55590775e-03
  1.54745057e+02 -1.42597152e+02  5.10455651e-01  1.55250706e+02
 -1.43094866e+02 -2.68169318e-03  1.54741441e+02 -1.42585775e+02
  5.15202518e-01  1.55252786e+02 -1.43097218e+02 -1.42661089e-02
  1.54739149e+02 -1.42595438e+02  4.88762963e-01  1.55235127e+02
 -1.43109516e+02 -3.42429714e-03  1.54743686e+02 -1.42596195e+02
  4.83948643e-01  1.55251172e+02 -1.43090142e+02 -3.37856440e-03
  1.54744932e+02 -1.42607284e+02  5.05679445e-01  1.55237760e+02
 -1.43092568e+02  2.95839024e-03  1.54735250e+02 -1.42593871e+02
  4.83949568e-01  1.55242183e+02]
res:  5750 -0.0005628732214972842 0.013815007680022973 0.022341671901630614
[ 1.20783740e-10 -1.03158356e-05 -2.82838686e-01  1.61514735e+04
 -1.43082975e+02  1.38179211e-02  1.54748615e+02 -1.42578813e+02
  5.00169952e-01  1.55242305e+02 -1.43081269e+02  1.48081827e-03
  1.54744656e+02 -1.42597432e+02  4.90423342e-01  1.55248382e+02
 -1.43069351e+02 -1.19908989e-02  1.54755070e+02 -1.42591872e+02
  5.05089039e-01  1.55256673e+02 -1.43053769e+02  2.74063502e-04
  1.54743335e+02 -1.42577641e+02  4.99984292e-01  1.55238789e+02
 -1.43064256e+02 -1.09477120e-02  1.54741551e+02 -1.42574078e+02
  5.04656034e-01  1.55249463e+02 -1.43070488e+02  1.19541634e-02
  1.54751049e+02 -1.42580889e+02  5.18076821e-01  1.55240082e+02
 -1.43081722e+02 -7.17281498e-03  1.54743223e+02 -1.42579580e+02
  4.99456263e-01  1.55247495e+02 -1.43072487e+02  7.25894732e-03
  1.54753496e+02 -1.42590158e+02  5.16148384e-01  1.55255476e+02
 -1.43087882e+02  3.02356206e-03  1.54746212e+02 -1.42578783e+02
  5.24076142e-01  1.55257550e+02 -1.43090241e+02 -8.55318263e-03
  1.54742143e+02 -1.42588440e+02  4.91708052e-01  1.55241823e+02
 -1.43102560e+02  2.27518430e-03  1.54748450e+02 -1.42584389e+02
  4.89678773e-01  1.55254111e+02 -1.43083161e+02  2.31506318e-03
  1.54749697e+02 -1.42600295e+02  5.11393100e-01  1.55242527e+02
 -1.43085579e+02  8.63948974e-03  1.54740019e+02 -1.42586881e+02
  4.86483468e-01  1.55246951e+02]
Niter:  3 row:  250 ngroup:  26 nlines:  6248 gd:  5752
[ 1.20783740e-10 -1.03158356e-05 -2.82838686e-01  1.61514735e+04
 -1.43082975e+02  1.38179211e-02  1.54748615e+02 -1.42578813e+02
  5.00169952e-01  1.55242305e+02 -1.43081269e+02  1.48081827e-03
  1.54744656e+02 -1.42597432e+02  4.90423342e-01  1.55248382e+02
 -1.43069351e+02 -1.19908989e-02  1.54755070e+02 -1.42591872e+02
  5.05089039e-01  1.55256673e+02 -1.43053769e+02  2.74063502e-04
  1.54743335e+02 -1.42577641e+02  4.99984292e-01  1.55238789e+02
 -1.43064256e+02 -1.09477120e-02  1.54741551e+02 -1.42574078e+02
  5.04656034e-01  1.55249463e+02 -1.43070488e+02  1.19541634e-02
  1.54751049e+02 -1.42580889e+02  5.18076821e-01  1.55240082e+02
 -1.43081722e+02 -7.17281498e-03  1.54743223e+02 -1.42579580e+02
  4.99456263e-01  1.55247495e+02 -1.43072487e+02  7.25894732e-03
  1.54753496e+02 -1.42590158e+02  5.16148384e-01  1.55255476e+02
 -1.43087882e+02  3.02356206e-03  1.54746212e+02 -1.42578783e+02
  5.24076142e-01  1.55257550e+02 -1.43090241e+02 -8.55318263e-03
  1.54742143e+02 -1.42588440e+02  4.91708052e-01  1.55241823e+02
 -1.43102560e+02  2.27518430e-03  1.54748450e+02 -1.42584389e+02
  4.89678773e-01  1.55254111e+02 -1.43083161e+02  2.31506318e-03
  1.54749697e+02 -1.42600295e+02  5.11393100e-01  1.55242527e+02
 -1.43085579e+02  8.63948974e-03  1.54740019e+02 -1.42586881e+02
  4.86483468e-01  1.55246951e+02]
res:  5752 -0.00026273962703271536 0.013900777400522202 0.02233865315969787
[ 1.21227300e-10 -1.03154579e-05 -2.82845099e-01  1.61514719e+04
 -1.43045589e+02  8.21655021e-03  1.54723539e+02 -1.42541288e+02
  4.94747879e-01  1.55217071e+02 -1.43044057e+02 -4.95304597e-03
  1.54718932e+02 -1.42559384e+02  4.84112058e-01  1.55222974e+02
 -1.43032447e+02 -2.21386204e-02  1.54729706e+02 -1.42553863e+02
  4.99002253e-01  1.55231341e+02 -1.43016714e+02 -5.41253570e-03
  1.54717996e+02 -1.42539743e+02  4.94979988e-01  1.55213507e+02
 -1.43027067e+02 -1.66107841e-02  1.54716336e+02 -1.42536826e+02
  4.98923554e-01  1.55224169e+02 -1.43032695e+02  5.85705998e-03
  1.54725621e+02 -1.42543342e+02  5.11592406e-01  1.55216757e+02
 -1.43044094e+02 -1.34162256e-02  1.54717748e+02 -1.42542205e+02
  4.93868916e-01  1.55222279e+02 -1.43034861e+02  1.31044672e-03
  1.54728281e+02 -1.42552824e+02  5.09811996e-01  1.55230058e+02
 -1.43050705e+02 -2.69807985e-03  1.54720613e+02 -1.42541497e+02
  5.18775925e-01  1.55232341e+02 -1.43052892e+02 -1.40143670e-02
  1.54716746e+02 -1.42550807e+02  4.86078019e-01  1.55216487e+02
 -1.43065876e+02 -3.58533501e-03  1.54723008e+02 -1.42546837e+02
  4.84778034e-01  1.55228747e+02 -1.43046096e+02 -3.86901151e-03
  1.54724316e+02 -1.42563097e+02  5.05885385e-01  1.55216997e+02
 -1.43048349e+02  1.92436343e-03  1.54714661e+02 -1.42549671e+02
  4.80850411e-01  1.55221492e+02]
Niter:  4 row:  250 ngroup:  26 nlines:  6248 gd:  5757
[ 1.21227300e-10 -1.03154579e-05 -2.82845099e-01  1.61514719e+04
 -1.43045589e+02  8.21655021e-03  1.54723539e+02 -1.42541288e+02
  4.94747879e-01  1.55217071e+02 -1.43044057e+02 -4.95304597e-03
  1.54718932e+02 -1.42559384e+02  4.84112058e-01  1.55222974e+02
 -1.43032447e+02 -2.21386204e-02  1.54729706e+02 -1.42553863e+02
  4.99002253e-01  1.55231341e+02 -1.43016714e+02 -5.41253570e-03
  1.54717996e+02 -1.42539743e+02  4.94979988e-01  1.55213507e+02
 -1.43027067e+02 -1.66107841e-02  1.54716336e+02 -1.42536826e+02
  4.98923554e-01  1.55224169e+02 -1.43032695e+02  5.85705998e-03
  1.54725621e+02 -1.42543342e+02  5.11592406e-01  1.55216757e+02
 -1.43044094e+02 -1.34162256e-02  1.54717748e+02 -1.42542205e+02
  4.93868916e-01  1.55222279e+02 -1.43034861e+02  1.31044672e-03
  1.54728281e+02 -1.42552824e+02  5.09811996e-01  1.55230058e+02
 -1.43050705e+02 -2.69807985e-03  1.54720613e+02 -1.42541497e+02
  5.18775925e-01  1.55232341e+02 -1.43052892e+02 -1.40143670e-02
  1.54716746e+02 -1.42550807e+02  4.86078019e-01  1.55216487e+02
 -1.43065876e+02 -3.58533501e-03  1.54723008e+02 -1.42546837e+02
  4.84778034e-01  1.55228747e+02 -1.43046096e+02 -3.86901151e-03
  1.54724316e+02 -1.42563097e+02  5.05885385e-01  1.55216997e+02
 -1.43048349e+02  1.92436343e-03  1.54714661e+02 -1.42549671e+02
  4.80850411e-01  1.55221492e+02]
res:  5757 -0.00031128937189350836 0.013793430715850263 0.022366493566163492
[ 1.21227312e-10 -1.03154590e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
  1.54713518e+02 -1.42548786e+02  4.89429475e-01  1.55209024e+02
 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
  1.54721153e+02 -1.42547375e+02  4.99888016e-01  1.55211981e+02
 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
Niter:  5 row:  250 ngroup:  26 nlines:  6248 gd:  5749
[ 1.21227312e-10 -1.03154590e-05 -2.82845071e-01  1.61514703e+04
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 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
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  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
res:  5749 -0.0003377340781298699 0.013773957206467458 0.022263287144855246
[ 1.21235394e-10 -1.03154590e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
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  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
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 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
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 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
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 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
Niter:  6 row:  250 ngroup:  26 nlines:  6248 gd:  5749
[ 1.21235394e-10 -1.03154590e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
  1.54713518e+02 -1.42548786e+02  4.89429475e-01  1.55209024e+02
 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
  1.54721153e+02 -1.42547375e+02  4.99888016e-01  1.55211981e+02
 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
res:  5749 -0.000306380322399491 0.013780367474282684 0.022263269082085053
[ 1.21234830e-10 -1.03154690e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
  1.54713518e+02 -1.42548786e+02  4.89429475e-01  1.55209024e+02
 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
  1.54721153e+02 -1.42547375e+02  4.99888016e-01  1.55211981e+02
 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
Saving figure to  wave_resid_43670005_fiber250.png
Final values:
res:  -0.000306380322399491 0.022263269082085053
pars:  [ 1.21234830e-10 -1.03154690e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
  1.54713518e+02 -1.42548786e+02  4.89429475e-01  1.55209024e+02
 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
  1.54721153e+02 -1.42547375e+02  4.99888016e-01  1.55211981e+02
 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
250 [ 1.21234830e-10 -1.03154690e-05 -2.82845071e-01  1.61514703e+04
 -1.43054580e+02  5.80643266e-03  1.54719062e+02 -1.42545380e+02
  4.89204719e-01  1.55210582e+02 -1.43053020e+02 -1.04325435e-02
  1.54714471e+02 -1.42568492e+02  4.75776141e-01  1.55218496e+02
 -1.43046270e+02 -2.68786794e-02  1.54725229e+02 -1.42557789e+02
  4.93494014e-01  1.55224820e+02 -1.43030350e+02 -1.09188075e-02
  1.54713518e+02 -1.42548786e+02  4.89429475e-01  1.55209024e+02
 -1.43035992e+02 -2.21226511e-02  1.54711852e+02 -1.42550126e+02
  4.93580262e-01  1.55219690e+02 -1.43041405e+02  3.75138745e-03
  1.54721153e+02 -1.42547375e+02  4.99888016e-01  1.55211981e+02
 -1.43053114e+02 -1.51814475e-02  1.54713259e+02 -1.42551195e+02
  4.88335786e-01  1.55217800e+02 -1.43043999e+02 -4.19673413e-03
  1.54725689e+02 -1.42561769e+02  5.04481130e-01  1.55225588e+02
 -1.43059667e+02 -8.22401041e-03  1.54716156e+02 -1.42550282e+02
  5.16696768e-01  1.55227849e+02 -1.43056745e+02 -2.27810968e-02
  1.54712273e+02 -1.42559938e+02  4.77575862e-01  1.55212012e+02
 -1.43074737e+02 -9.09428062e-03  1.54718538e+02 -1.42555920e+02
  4.76023042e-01  1.55226048e+02 -1.43054940e+02 -9.35032003e-03
  1.54719857e+02 -1.42572146e+02  5.03661894e-01  1.55212532e+02
 -1.43057400e+02 -3.04855307e-03  1.54710190e+02 -1.42558604e+02
  4.72329316e-01  1.55217024e+02]
--- Row 252/300 row=251 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  251
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=251 ---
Niter:  0 row:  251 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.0008900365937734023 0.0147365333241396 0.03346440480433542
[ 1.20716655e-10 -1.03142319e-05 -2.82834322e-01  1.61514877e+04
 -1.43097965e+02  1.86966297e-13  1.54766036e+02]
Niter:  1 row:  251 ngroup:  1 nlines:  242 gd:  228
[ 1.20716655e-10 -1.03142319e-05 -2.82834322e-01  1.61514877e+04
 -1.43097965e+02  1.86966297e-13  1.54766036e+02]
res:  228 0.000987922905551386 0.013415025574431638 0.02403720546546138
[ 1.20989482e-10 -1.03146348e-05 -2.82837955e-01  1.61514944e+04
 -1.43058074e+02 -2.03615151e-12  1.54771384e+02]
Niter:  2 row:  251 ngroup:  1 nlines:  242 gd:  223
[ 1.20989482e-10 -1.03146348e-05 -2.82837955e-01  1.61514944e+04
 -1.43058074e+02 -2.03615151e-12  1.54771384e+02]
res:  223 -0.0007385617382169585 0.014506411397633201 0.02202538232479046
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
Niter:  3 row:  251 ngroup:  1 nlines:  242 gd:  223
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
res:  223 -0.0007385617382169585 0.014506411397633201 0.02202538232479046
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
Niter:  4 row:  251 ngroup:  1 nlines:  242 gd:  223
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
res:  223 -0.0007385617382169585 0.014506411397633201 0.02202538232479046
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
Niter:  5 row:  251 ngroup:  1 nlines:  242 gd:  223
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
res:  223 -0.0007385617382169585 0.014506411397633201 0.02202538232479046
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
Niter:  6 row:  251 ngroup:  1 nlines:  242 gd:  223
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
res:  223 -0.0007385617382169585 0.014506411397633201 0.02202538232479046
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
Final values:
res:  -0.0007385617382169585 0.02202538232479046
pars:  [ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
251 [ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02]
elapsed: 3.0 sec.
Niter:  0 row:  251 ngroup:  26 nlines:  6221 gd:  6221
[ 1.21045645e-10 -1.03144938e-05 -2.82837602e-01  1.61514973e+04
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02 -1.43048509e+02 -2.63317372e-11
  1.54783259e+02 -1.43048509e+02 -2.63317372e-11  1.54783259e+02
 -1.43048509e+02 -2.63317372e-11  1.54783259e+02 -1.43048509e+02
 -2.63317372e-11  1.54783259e+02]
res:  6221 0.0005488044371304568 0.01396847498290299 0.03365356236680477
[ 1.21045633e-10 -1.03144948e-05 -2.82837630e-01  1.61514990e+04
 -1.43043137e+02  3.96744455e-02  1.54786331e+02 -1.42547034e+02
  5.17770720e-01  1.55285461e+02 -1.43062897e+02 -5.47240131e-03
  1.54782807e+02 -1.42532990e+02  5.28698944e-01  1.55285498e+02
 -1.43045620e+02  8.63596406e-03  1.54792169e+02 -1.42558316e+02
  4.87972813e-01  1.55284185e+02 -1.43029208e+02  3.20229021e-02
  1.54785998e+02 -1.42532744e+02  5.21352233e-01  1.55287275e+02
 -1.43031509e+02  6.98864215e-03  1.54790553e+02 -1.42548350e+02
  5.14122804e-01  1.55288389e+02 -1.43045459e+02  8.01042238e-03
  1.54794549e+02 -1.42543318e+02  5.22883797e-01  1.55281380e+02
 -1.43060074e+02  9.00830205e-03  1.54799238e+02 -1.42555176e+02
  5.05365327e-01  1.55292012e+02 -1.43063002e+02  2.83556342e-02
  1.54789914e+02 -1.42552335e+02  5.40305591e-01  1.55279726e+02
 -1.43037375e+02  8.26898539e-03  1.54800105e+02 -1.42533507e+02
  5.32717941e-01  1.55295823e+02 -1.43036104e+02  9.04091365e-03
  1.54791158e+02 -1.42541955e+02  5.06024416e-01  1.55279553e+02
 -1.43056481e+02  1.56404365e-02  1.54785098e+02 -1.42556937e+02
  5.20953780e-01  1.55299215e+02 -1.43047242e+02  3.19034762e-02
  1.54791335e+02 -1.42568834e+02  5.05721410e-01  1.55283480e+02
 -1.43075642e+02  2.17462908e-02  1.54792784e+02 -1.42578947e+02
  5.35565884e-01  1.55287194e+02]
Niter:  1 row:  251 ngroup:  26 nlines:  6221 gd:  5717
[ 1.21045633e-10 -1.03144948e-05 -2.82837630e-01  1.61514990e+04
 -1.43043137e+02  3.96744455e-02  1.54786331e+02 -1.42547034e+02
  5.17770720e-01  1.55285461e+02 -1.43062897e+02 -5.47240131e-03
  1.54782807e+02 -1.42532990e+02  5.28698944e-01  1.55285498e+02
 -1.43045620e+02  8.63596406e-03  1.54792169e+02 -1.42558316e+02
  4.87972813e-01  1.55284185e+02 -1.43029208e+02  3.20229021e-02
  1.54785998e+02 -1.42532744e+02  5.21352233e-01  1.55287275e+02
 -1.43031509e+02  6.98864215e-03  1.54790553e+02 -1.42548350e+02
  5.14122804e-01  1.55288389e+02 -1.43045459e+02  8.01042238e-03
  1.54794549e+02 -1.42543318e+02  5.22883797e-01  1.55281380e+02
 -1.43060074e+02  9.00830205e-03  1.54799238e+02 -1.42555176e+02
  5.05365327e-01  1.55292012e+02 -1.43063002e+02  2.83556342e-02
  1.54789914e+02 -1.42552335e+02  5.40305591e-01  1.55279726e+02
 -1.43037375e+02  8.26898539e-03  1.54800105e+02 -1.42533507e+02
  5.32717941e-01  1.55295823e+02 -1.43036104e+02  9.04091365e-03
  1.54791158e+02 -1.42541955e+02  5.06024416e-01  1.55279553e+02
 -1.43056481e+02  1.56404365e-02  1.54785098e+02 -1.42556937e+02
  5.20953780e-01  1.55299215e+02 -1.43047242e+02  3.19034762e-02
  1.54791335e+02 -1.42568834e+02  5.05721410e-01  1.55283480e+02
 -1.43075642e+02  2.17462908e-02  1.54792784e+02 -1.42578947e+02
  5.35565884e-01  1.55287194e+02]
res:  5717 -0.0007087517915351782 0.013904523011660785 0.022212410627396557
[ 1.21045621e-10 -1.03144958e-05 -2.82837658e-01  1.61515006e+04
 -1.43034533e+02  2.07077391e-02  1.54792720e+02 -1.42540083e+02
  5.08544261e-01  1.55286241e+02 -1.43056517e+02  1.89348618e-02
  1.54789163e+02 -1.42532659e+02  5.25146300e-01  1.55291366e+02
 -1.43037823e+02  6.95075187e-03  1.54791931e+02 -1.42561841e+02
  5.06616162e-01  1.55287527e+02 -1.43029492e+02  2.41979337e-02
  1.54791304e+02 -1.42536345e+02  5.14688687e-01  1.55289118e+02
 -1.43031151e+02  2.58107750e-02  1.54786355e+02 -1.42541417e+02
  5.08829655e-01  1.55289144e+02 -1.43039029e+02  1.45108171e-02
  1.54797502e+02 -1.42542550e+02  5.03307658e-01  1.55288392e+02
 -1.43058229e+02  3.16573133e-03  1.54791031e+02 -1.42543700e+02
  5.14643105e-01  1.55296197e+02 -1.43056024e+02  2.59557568e-02
  1.54792346e+02 -1.42555334e+02  5.21022321e-01  1.55287915e+02
 -1.43035279e+02  2.29442749e-03  1.54796728e+02 -1.42529145e+02
  5.20474507e-01  1.55293925e+02 -1.43033979e+02  1.61017535e-02
  1.54789211e+02 -1.42535013e+02  5.18767227e-01  1.55286557e+02
 -1.43049510e+02  1.41467314e-02  1.54790575e+02 -1.42552227e+02
  5.25963904e-01  1.55298673e+02 -1.43055689e+02  1.05930196e-02
  1.54787498e+02 -1.42557119e+02  5.04697423e-01  1.55282491e+02
 -1.43063767e+02  3.95340886e-03  1.54793900e+02 -1.42558742e+02
  5.24557826e-01  1.55287622e+02]
Niter:  2 row:  251 ngroup:  26 nlines:  6221 gd:  5707
[ 1.21045621e-10 -1.03144958e-05 -2.82837658e-01  1.61515006e+04
 -1.43034533e+02  2.07077391e-02  1.54792720e+02 -1.42540083e+02
  5.08544261e-01  1.55286241e+02 -1.43056517e+02  1.89348618e-02
  1.54789163e+02 -1.42532659e+02  5.25146300e-01  1.55291366e+02
 -1.43037823e+02  6.95075187e-03  1.54791931e+02 -1.42561841e+02
  5.06616162e-01  1.55287527e+02 -1.43029492e+02  2.41979337e-02
  1.54791304e+02 -1.42536345e+02  5.14688687e-01  1.55289118e+02
 -1.43031151e+02  2.58107750e-02  1.54786355e+02 -1.42541417e+02
  5.08829655e-01  1.55289144e+02 -1.43039029e+02  1.45108171e-02
  1.54797502e+02 -1.42542550e+02  5.03307658e-01  1.55288392e+02
 -1.43058229e+02  3.16573133e-03  1.54791031e+02 -1.42543700e+02
  5.14643105e-01  1.55296197e+02 -1.43056024e+02  2.59557568e-02
  1.54792346e+02 -1.42555334e+02  5.21022321e-01  1.55287915e+02
 -1.43035279e+02  2.29442749e-03  1.54796728e+02 -1.42529145e+02
  5.20474507e-01  1.55293925e+02 -1.43033979e+02  1.61017535e-02
  1.54789211e+02 -1.42535013e+02  5.18767227e-01  1.55286557e+02
 -1.43049510e+02  1.41467314e-02  1.54790575e+02 -1.42552227e+02
  5.25963904e-01  1.55298673e+02 -1.43055689e+02  1.05930196e-02
  1.54787498e+02 -1.42557119e+02  5.04697423e-01  1.55282491e+02
 -1.43063767e+02  3.95340886e-03  1.54793900e+02 -1.42558742e+02
  5.24557826e-01  1.55287622e+02]
res:  5707 -0.0007195825019152835 0.01401723481467343 0.022042556976841054
[ 1.21045608e-10 -1.03144969e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301337e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599253e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545102e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796255e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393216e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
Niter:  3 row:  251 ngroup:  26 nlines:  6221 gd:  5712
[ 1.21045608e-10 -1.03144969e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301337e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599253e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545102e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796255e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393216e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
res:  5712 -0.0006201784690347267 0.014028716646862449 0.022103627338821975
[ 1.21024394e-10 -1.03144969e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301337e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599253e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545102e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796255e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393216e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
Niter:  4 row:  251 ngroup:  26 nlines:  6221 gd:  5712
[ 1.21024394e-10 -1.03144969e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301337e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599253e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545102e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796255e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393216e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
res:  5712 -0.0006190302665345371 0.014027208453626372 0.022103475710166434
[ 1.21024394e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
Niter:  5 row:  251 ngroup:  26 nlines:  6221 gd:  5712
[ 1.21024394e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
res:  5712 -0.0006188938496052288 0.014026942491909722 0.022103478420903867
[ 1.21024543e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
Niter:  6 row:  251 ngroup:  26 nlines:  6221 gd:  5712
[ 1.21024543e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
res:  5712 -0.0006190290587255731 0.014027206510945689 0.022103475546703125
[ 1.21024394e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
Saving figure to  wave_resid_43670005_fiber251.png
Final values:
res:  -0.0006190290587255731 0.022103475546703125
pars:  [ 1.21024394e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
251 [ 1.21024394e-10 -1.03144979e-05 -2.82837687e-01  1.61515022e+04
 -1.43027545e+02  1.71018224e-02  1.54797450e+02 -1.42533132e+02
  5.14226836e-01  1.55290977e+02 -1.43044411e+02  2.46520523e-02
  1.54793900e+02 -1.42525719e+02  5.30848399e-01  1.55296093e+02
 -1.43030847e+02  1.26791798e-02  1.54796668e+02 -1.42554907e+02
  5.18372746e-01  1.55292249e+02 -1.43022543e+02  2.69449813e-02
  1.54796044e+02 -1.42529405e+02  5.17235027e-01  1.55293855e+02
 -1.43024182e+02  3.15089220e-02  1.54791087e+02 -1.42534485e+02
  5.11158653e-01  1.55295911e+02 -1.43032051e+02  2.02236820e-02
  1.54802241e+02 -1.42535572e+02  5.06301336e-01  1.55293132e+02
 -1.43051254e+02  8.84860918e-03  1.54793853e+02 -1.42531863e+02
  5.20324233e-01  1.55302950e+02 -1.43049045e+02  3.16599243e-02
  1.54797070e+02 -1.42548396e+02  5.20226376e-01  1.55294653e+02
 -1.43028334e+02  1.90540073e-03  1.54801459e+02 -1.42517423e+02
  5.16545100e-01  1.55298664e+02 -1.43027015e+02  2.17924341e-02
  1.54793955e+02 -1.42528071e+02  5.24462815e-01  1.55293330e+02
 -1.43042538e+02  1.98443827e-02  1.54795304e+02 -1.42545261e+02
  5.34796256e-01  1.55303413e+02 -1.43048722e+02  9.12416566e-03
  1.54790254e+02 -1.42545652e+02  5.10393215e-01  1.55287228e+02
 -1.43052076e+02  9.64798349e-03  1.54798637e+02 -1.42551808e+02
  5.30241736e-01  1.55292358e+02]
--- Row 253/300 row=252 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  252
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=252 ---
Niter:  0 row:  252 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.0005829045330756344 0.012709586169876275 0.029229191066755623
[ 1.21527508e-10 -1.03137682e-05 -2.82847562e-01  1.61514980e+04
 -1.42967443e+02 -5.44374813e-14  1.54738734e+02]
Niter:  1 row:  252 ngroup:  1 nlines:  239 gd:  216
[ 1.21527508e-10 -1.03137682e-05 -2.82847562e-01  1.61514980e+04
 -1.42967443e+02 -5.44374813e-14  1.54738734e+02]
res:  216 -0.0006831650425738189 0.012740841901177191 0.02031623894790684
[ 1.21404506e-10 -1.03150039e-05 -2.82847255e-01  1.61514989e+04
 -1.42985455e+02 -1.15451745e-10  1.54711575e+02]
Niter:  2 row:  252 ngroup:  1 nlines:  239 gd:  220
[ 1.21404506e-10 -1.03150039e-05 -2.82847255e-01  1.61514989e+04
 -1.42985455e+02 -1.15451745e-10  1.54711575e+02]
res:  220 -0.00036416058537724894 0.012282184441573918 0.02142498912096023
[ 1.21202858e-10 -1.03149288e-05 -2.82845303e-01  1.61514971e+04
 -1.42994886e+02 -1.55702997e-10  1.54711241e+02]
Niter:  3 row:  252 ngroup:  1 nlines:  239 gd:  216
[ 1.21202858e-10 -1.03149288e-05 -2.82845303e-01  1.61514971e+04
 -1.42994886e+02 -1.55702997e-10  1.54711241e+02]
res:  216 -0.0007265272724907845 0.012238321600307245 0.020189090215603882
[ 1.21170486e-10 -1.03152497e-05 -2.82843398e-01  1.61514972e+04
 -1.43024507e+02 -6.96566326e-10  1.54717875e+02]
Niter:  4 row:  252 ngroup:  1 nlines:  239 gd:  217
[ 1.21170486e-10 -1.03152497e-05 -2.82843398e-01  1.61514972e+04
 -1.43024507e+02 -6.96566326e-10  1.54717875e+02]
res:  217 -0.0004255700023350073 0.012078651190677192 0.020485122040729355
[ 1.21147631e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -7.08656220e-10  1.54716770e+02]
Niter:  5 row:  252 ngroup:  1 nlines:  239 gd:  216
[ 1.21147631e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -7.08656220e-10  1.54716770e+02]
res:  216 -0.0007266165666806046 0.012238219456776278 0.020189090215565995
[ 1.21170486e-10 -1.03152497e-05 -2.82843398e-01  1.61514972e+04
 -1.43024508e+02 -5.72839337e-10  1.54717875e+02]
Niter:  6 row:  252 ngroup:  1 nlines:  239 gd:  217
[ 1.21170486e-10 -1.03152497e-05 -2.82843398e-01  1.61514972e+04
 -1.43024508e+02 -5.72839337e-10  1.54717875e+02]
res:  217 -0.00042558841414575 0.012078672349161934 0.020485122040755224
[ 1.21147633e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02]
Final values:
res:  -0.00042558841414575 0.020485122040755224
pars:  [ 1.21147633e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02]
252 [ 1.21147633e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02]
elapsed: 2.9 sec.
Niter:  0 row:  252 ngroup:  26 nlines:  6287 gd:  6287
[ 1.21147633e-10 -1.03152163e-05 -2.82843127e-01  1.61514963e+04
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02 -1.43028747e+02 -6.75368042e-10
  1.54716769e+02 -1.43028747e+02 -6.75368042e-10  1.54716769e+02
 -1.43028747e+02 -6.75368042e-10  1.54716769e+02 -1.43028747e+02
 -6.75368042e-10  1.54716769e+02]
res:  6287 8.37949864944676e-05 0.013752666654909262 0.031831566372087595
[ 1.21147645e-10 -1.03152173e-05 -2.82843099e-01  1.61514947e+04
 -1.43030658e+02 -1.33183336e-02  1.54720311e+02 -1.42540307e+02
  4.87362982e-01  1.55204001e+02 -1.43021702e+02 -2.54861588e-02
  1.54711626e+02 -1.42522147e+02  5.05501960e-01  1.55211583e+02
 -1.43011609e+02 -6.32352990e-03  1.54719437e+02 -1.42534369e+02
  4.81451501e-01  1.55208324e+02 -1.43029459e+02 -1.25356704e-02
  1.54715875e+02 -1.42538301e+02  4.94805607e-01  1.55214299e+02
 -1.43062216e+02 -1.20144057e-02  1.54721310e+02 -1.42526347e+02
  4.82531554e-01  1.55215776e+02 -1.43015390e+02 -3.62000667e-03
  1.54721145e+02 -1.42534606e+02  4.80574025e-01  1.55204747e+02
 -1.43029833e+02 -3.67806805e-02  1.54710522e+02 -1.42532765e+02
  4.65244798e-01  1.55205176e+02 -1.43045019e+02 -3.72838503e-02
  1.54710239e+02 -1.42548290e+02  4.62115856e-01  1.55219906e+02
 -1.43028012e+02 -1.07486493e-02  1.54717644e+02 -1.42513417e+02
  4.89556285e-01  1.55223322e+02 -1.43036634e+02 -2.83214662e-02
  1.54708893e+02 -1.42550084e+02  4.74416289e-01  1.55198978e+02
 -1.43036992e+02 -2.23972471e-02  1.54707528e+02 -1.42513094e+02
  4.92548427e-01  1.55215385e+02 -1.43048038e+02 -2.64428470e-02
  1.54711404e+02 -1.42554046e+02  4.62624116e-01  1.55221344e+02
 -1.43050897e+02 -4.10120867e-02  1.54707204e+02 -1.42523680e+02
  5.01094961e-01  1.55208783e+02]
Niter:  1 row:  252 ngroup:  26 nlines:  6287 gd:  5827
[ 1.21147645e-10 -1.03152173e-05 -2.82843099e-01  1.61514947e+04
 -1.43030658e+02 -1.33183336e-02  1.54720311e+02 -1.42540307e+02
  4.87362982e-01  1.55204001e+02 -1.43021702e+02 -2.54861588e-02
  1.54711626e+02 -1.42522147e+02  5.05501960e-01  1.55211583e+02
 -1.43011609e+02 -6.32352990e-03  1.54719437e+02 -1.42534369e+02
  4.81451501e-01  1.55208324e+02 -1.43029459e+02 -1.25356704e-02
  1.54715875e+02 -1.42538301e+02  4.94805607e-01  1.55214299e+02
 -1.43062216e+02 -1.20144057e-02  1.54721310e+02 -1.42526347e+02
  4.82531554e-01  1.55215776e+02 -1.43015390e+02 -3.62000667e-03
  1.54721145e+02 -1.42534606e+02  4.80574025e-01  1.55204747e+02
 -1.43029833e+02 -3.67806805e-02  1.54710522e+02 -1.42532765e+02
  4.65244798e-01  1.55205176e+02 -1.43045019e+02 -3.72838503e-02
  1.54710239e+02 -1.42548290e+02  4.62115856e-01  1.55219906e+02
 -1.43028012e+02 -1.07486493e-02  1.54717644e+02 -1.42513417e+02
  4.89556285e-01  1.55223322e+02 -1.43036634e+02 -2.83214662e-02
  1.54708893e+02 -1.42550084e+02  4.74416289e-01  1.55198978e+02
 -1.43036992e+02 -2.23972471e-02  1.54707528e+02 -1.42513094e+02
  4.92548427e-01  1.55215385e+02 -1.43048038e+02 -2.64428470e-02
  1.54711404e+02 -1.42554046e+02  4.62624116e-01  1.55221344e+02
 -1.43050897e+02 -4.10120867e-02  1.54707204e+02 -1.42523680e+02
  5.01094961e-01  1.55208783e+02]
res:  5827 -0.00020647671772167087 0.013797323783364845 0.022157195965359727
[ 1.21147657e-10 -1.03152183e-05 -2.82843070e-01  1.61514931e+04
 -1.43037651e+02 -1.43107764e-02  1.54709102e+02 -1.42547284e+02
  4.85112788e-01  1.55198620e+02 -1.43031355e+02 -3.67500994e-02
  1.54705087e+02 -1.42525678e+02  4.83503872e-01  1.55205844e+02
 -1.43034117e+02 -2.12174309e-02  1.54714277e+02 -1.42534634e+02
  4.74260341e-01  1.55204777e+02 -1.43040927e+02 -3.11777186e-02
  1.54710011e+02 -1.42540174e+02  4.91176611e-01  1.55205354e+02
 -1.43063467e+02 -2.07977322e-02  1.54711652e+02 -1.42527970e+02
  4.93104915e-01  1.55213997e+02 -1.43027652e+02 -6.44997971e-03
  1.54710119e+02 -1.42541637e+02  4.61771550e-01  1.55206064e+02
 -1.43029885e+02 -4.34414334e-02  1.54705488e+02 -1.42551989e+02
  4.48754511e-01  1.55210867e+02 -1.43045472e+02 -2.64865444e-02
  1.54710410e+02 -1.42561377e+02  4.55382870e-01  1.55217115e+02
 -1.43038744e+02 -1.19031891e-02  1.54708006e+02 -1.42520840e+02
  4.62041163e-01  1.55218655e+02 -1.43046323e+02 -3.44108435e-02
  1.54703443e+02 -1.42551264e+02  4.60377529e-01  1.55193705e+02
 -1.43043970e+02 -2.70094498e-02  1.54709064e+02 -1.42520064e+02
  4.67576096e-01  1.55212860e+02 -1.43051415e+02 -3.56800601e-02
  1.54700669e+02 -1.42548949e+02  4.55687392e-01  1.55207539e+02
 -1.43051338e+02 -4.68059235e-02  1.54702154e+02 -1.42530662e+02
  4.84417695e-01  1.55199399e+02]
Niter:  2 row:  252 ngroup:  26 nlines:  6287 gd:  5822
[ 1.21147657e-10 -1.03152183e-05 -2.82843070e-01  1.61514931e+04
 -1.43037651e+02 -1.43107764e-02  1.54709102e+02 -1.42547284e+02
  4.85112788e-01  1.55198620e+02 -1.43031355e+02 -3.67500994e-02
  1.54705087e+02 -1.42525678e+02  4.83503872e-01  1.55205844e+02
 -1.43034117e+02 -2.12174309e-02  1.54714277e+02 -1.42534634e+02
  4.74260341e-01  1.55204777e+02 -1.43040927e+02 -3.11777186e-02
  1.54710011e+02 -1.42540174e+02  4.91176611e-01  1.55205354e+02
 -1.43063467e+02 -2.07977322e-02  1.54711652e+02 -1.42527970e+02
  4.93104915e-01  1.55213997e+02 -1.43027652e+02 -6.44997971e-03
  1.54710119e+02 -1.42541637e+02  4.61771550e-01  1.55206064e+02
 -1.43029885e+02 -4.34414334e-02  1.54705488e+02 -1.42551989e+02
  4.48754511e-01  1.55210867e+02 -1.43045472e+02 -2.64865444e-02
  1.54710410e+02 -1.42561377e+02  4.55382870e-01  1.55217115e+02
 -1.43038744e+02 -1.19031891e-02  1.54708006e+02 -1.42520840e+02
  4.62041163e-01  1.55218655e+02 -1.43046323e+02 -3.44108435e-02
  1.54703443e+02 -1.42551264e+02  4.60377529e-01  1.55193705e+02
 -1.43043970e+02 -2.70094498e-02  1.54709064e+02 -1.42520064e+02
  4.67576096e-01  1.55212860e+02 -1.43051415e+02 -3.56800601e-02
  1.54700669e+02 -1.42548949e+02  4.55687392e-01  1.55207539e+02
 -1.43051338e+02 -4.68059235e-02  1.54702154e+02 -1.42530662e+02
  4.84417695e-01  1.55199399e+02]
res:  5822 -0.00027589981436904054 0.013738755476879305 0.022068128511423556
[ 1.21147669e-10 -1.03152194e-05 -2.82843042e-01  1.61514915e+04
 -1.43044644e+02 -1.99959821e-02  1.54700551e+02 -1.42554261e+02
  4.79402154e-01  1.55193861e+02 -1.43038354e+02 -4.24591083e-02
  1.54700322e+02 -1.42532698e+02  4.74528866e-01  1.55201089e+02
 -1.43041104e+02 -2.68996660e-02  1.54709518e+02 -1.42537100e+02
  4.68548661e-01  1.55202014e+02 -1.43047911e+02 -3.68715342e-02
  1.54705250e+02 -1.42547176e+02  4.85479308e-01  1.55200596e+02
 -1.43065550e+02 -2.64878665e-02  1.54705010e+02 -1.42529840e+02
  4.87410159e-01  1.55209234e+02 -1.43034643e+02 -1.21595861e-02
  1.54705354e+02 -1.42548667e+02  4.49345463e-01  1.55201301e+02
 -1.43027123e+02 -4.91288634e-02  1.54700729e+02 -1.42558992e+02
  4.43045518e-01  1.55208076e+02 -1.43047667e+02 -2.87973523e-02
  1.54705639e+02 -1.42568352e+02  4.49682078e-01  1.55212351e+02
 -1.43045727e+02 -1.76015660e-02  1.54703241e+02 -1.42527826e+02
  4.53591183e-01  1.55213893e+02 -1.43053330e+02 -4.01079622e-02
  1.54698687e+02 -1.42552762e+02  4.51703304e-01  1.55188949e+02
 -1.43050948e+02 -3.27225344e-02  1.54706178e+02 -1.42527034e+02
  4.61874117e-01  1.55208092e+02 -1.43058394e+02 -4.13819714e-02
  1.54692116e+02 -1.42555957e+02  4.49998411e-01  1.55202776e+02
 -1.43058361e+02 -5.25062850e-02  1.54697380e+02 -1.42537644e+02
  4.69201104e-01  1.55192487e+02]
Niter:  3 row:  252 ngroup:  26 nlines:  6287 gd:  5814
[ 1.21147669e-10 -1.03152194e-05 -2.82843042e-01  1.61514915e+04
 -1.43044644e+02 -1.99959821e-02  1.54700551e+02 -1.42554261e+02
  4.79402154e-01  1.55193861e+02 -1.43038354e+02 -4.24591083e-02
  1.54700322e+02 -1.42532698e+02  4.74528866e-01  1.55201089e+02
 -1.43041104e+02 -2.68996660e-02  1.54709518e+02 -1.42537100e+02
  4.68548661e-01  1.55202014e+02 -1.43047911e+02 -3.68715342e-02
  1.54705250e+02 -1.42547176e+02  4.85479308e-01  1.55200596e+02
 -1.43065550e+02 -2.64878665e-02  1.54705010e+02 -1.42529840e+02
  4.87410159e-01  1.55209234e+02 -1.43034643e+02 -1.21595861e-02
  1.54705354e+02 -1.42548667e+02  4.49345463e-01  1.55201301e+02
 -1.43027123e+02 -4.91288634e-02  1.54700729e+02 -1.42558992e+02
  4.43045518e-01  1.55208076e+02 -1.43047667e+02 -2.87973523e-02
  1.54705639e+02 -1.42568352e+02  4.49682078e-01  1.55212351e+02
 -1.43045727e+02 -1.76015660e-02  1.54703241e+02 -1.42527826e+02
  4.53591183e-01  1.55213893e+02 -1.43053330e+02 -4.01079622e-02
  1.54698687e+02 -1.42552762e+02  4.51703304e-01  1.55188949e+02
 -1.43050948e+02 -3.27225344e-02  1.54706178e+02 -1.42527034e+02
  4.61874117e-01  1.55208092e+02 -1.43058394e+02 -4.13819714e-02
  1.54692116e+02 -1.42555957e+02  4.49998411e-01  1.55202776e+02
 -1.43058361e+02 -5.25062850e-02  1.54697380e+02 -1.42537644e+02
  4.69201104e-01  1.55192487e+02]
res:  5814 -0.0003552744874468772 0.013739985690335743 0.02196267317209336
[ 1.21162502e-10 -1.03152194e-05 -2.82843042e-01  1.61514915e+04
 -1.43044644e+02 -1.99959821e-02  1.54700551e+02 -1.42554261e+02
  4.79402154e-01  1.55193861e+02 -1.43038354e+02 -4.24591083e-02
  1.54700322e+02 -1.42532698e+02  4.74528866e-01  1.55201089e+02
 -1.43041104e+02 -2.68996660e-02  1.54709518e+02 -1.42537100e+02
  4.68548661e-01  1.55202014e+02 -1.43047911e+02 -3.68715342e-02
  1.54705250e+02 -1.42547176e+02  4.85479308e-01  1.55200596e+02
 -1.43065550e+02 -2.64878665e-02  1.54705010e+02 -1.42529840e+02
  4.87410159e-01  1.55209234e+02 -1.43034643e+02 -1.21595861e-02
  1.54705354e+02 -1.42548667e+02  4.49345463e-01  1.55201301e+02
 -1.43027123e+02 -4.91288634e-02  1.54700729e+02 -1.42558992e+02
  4.43045518e-01  1.55208076e+02 -1.43047667e+02 -2.87973523e-02
  1.54705639e+02 -1.42568352e+02  4.49682078e-01  1.55212351e+02
 -1.43045727e+02 -1.76015660e-02  1.54703241e+02 -1.42527826e+02
  4.53591183e-01  1.55213893e+02 -1.43053330e+02 -4.01079622e-02
  1.54698687e+02 -1.42552762e+02  4.51703304e-01  1.55188949e+02
 -1.43050948e+02 -3.27225344e-02  1.54706178e+02 -1.42527034e+02
  4.61874117e-01  1.55208092e+02 -1.43058394e+02 -4.13819714e-02
  1.54692116e+02 -1.42555957e+02  4.49998411e-01  1.55202776e+02
 -1.43058361e+02 -5.25062850e-02  1.54697380e+02 -1.42537644e+02
  4.69201104e-01  1.55192487e+02]
Niter:  4 row:  252 ngroup:  26 nlines:  6287 gd:  5814
[ 1.21162502e-10 -1.03152194e-05 -2.82843042e-01  1.61514915e+04
 -1.43044644e+02 -1.99959821e-02  1.54700551e+02 -1.42554261e+02
  4.79402154e-01  1.55193861e+02 -1.43038354e+02 -4.24591083e-02
  1.54700322e+02 -1.42532698e+02  4.74528866e-01  1.55201089e+02
 -1.43041104e+02 -2.68996660e-02  1.54709518e+02 -1.42537100e+02
  4.68548661e-01  1.55202014e+02 -1.43047911e+02 -3.68715342e-02
  1.54705250e+02 -1.42547176e+02  4.85479308e-01  1.55200596e+02
 -1.43065550e+02 -2.64878665e-02  1.54705010e+02 -1.42529840e+02
  4.87410159e-01  1.55209234e+02 -1.43034643e+02 -1.21595861e-02
  1.54705354e+02 -1.42548667e+02  4.49345463e-01  1.55201301e+02
 -1.43027123e+02 -4.91288634e-02  1.54700729e+02 -1.42558992e+02
  4.43045518e-01  1.55208076e+02 -1.43047667e+02 -2.87973523e-02
  1.54705639e+02 -1.42568352e+02  4.49682078e-01  1.55212351e+02
 -1.43045727e+02 -1.76015660e-02  1.54703241e+02 -1.42527826e+02
  4.53591183e-01  1.55213893e+02 -1.43053330e+02 -4.01079622e-02
  1.54698687e+02 -1.42552762e+02  4.51703304e-01  1.55188949e+02
 -1.43050948e+02 -3.27225344e-02  1.54706178e+02 -1.42527034e+02
  4.61874117e-01  1.55208092e+02 -1.43058394e+02 -4.13819714e-02
  1.54692116e+02 -1.42555957e+02  4.49998411e-01  1.55202776e+02
 -1.43058361e+02 -5.25062850e-02  1.54697380e+02 -1.42537644e+02
  4.69201104e-01  1.55192487e+02]
res:  5814 -0.0003139999262202764 0.013759491650489508 0.02195531960903609
[ 1.21162514e-10 -1.03152204e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
Niter:  5 row:  252 ngroup:  26 nlines:  6287 gd:  5814
[ 1.21162514e-10 -1.03152204e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
res:  5814 -0.0003133425234409515 0.013780590183159802 0.0219548074852851
[ 1.21172089e-10 -1.03152204e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
Niter:  6 row:  252 ngroup:  26 nlines:  6287 gd:  5814
[ 1.21172089e-10 -1.03152204e-05 -2.82843014e-01  1.61514899e+04
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  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
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 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
res:  5814 -0.0002645939111971529 0.013765065663392306 0.02195471410737304
[ 1.21169388e-10 -1.03152341e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
Saving figure to  wave_resid_43670005_fiber252.png
Final values:
res:  -0.0002645939111971529 0.02195471410737304
pars:  [ 1.21169388e-10 -1.03152341e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
252 [ 1.21169388e-10 -1.03152341e-05 -2.82843014e-01  1.61514899e+04
 -1.43047889e+02 -2.56818839e-02  1.54696402e+02 -1.42561845e+02
  4.73697004e-01  1.55189701e+02 -1.43045977e+02 -4.81599793e-02
  1.54696140e+02 -1.42540369e+02  4.68848733e-01  1.55196940e+02
 -1.43048708e+02 -3.25862360e-02  1.54705353e+02 -1.42544755e+02
  4.68860759e-01  1.55197838e+02 -1.43055508e+02 -4.25568896e-02
  1.54701081e+02 -1.42554812e+02  4.79782220e-01  1.55196435e+02
 -1.43073178e+02 -3.21841413e-02  1.54700867e+02 -1.42537501e+02
  4.81717308e-01  1.55205067e+02 -1.43052750e+02 -1.78683374e-02
  1.54701173e+02 -1.42556357e+02  4.40777604e-01  1.55197122e+02
 -1.43034760e+02 -5.48209813e-02  1.54696568e+02 -1.42566622e+02
  4.37332976e-01  1.55203878e+02 -1.43055259e+02 -3.45130382e-02
  1.54701438e+02 -1.42575932e+02  4.43980769e-01  1.55208173e+02
 -1.43053320e+02 -2.32962886e-02  1.54699057e+02 -1.42535425e+02
  4.47885718e-01  1.55209722e+02 -1.43060972e+02 -4.58066202e-02
  1.54694535e+02 -1.42560458e+02  4.43033293e-01  1.55184793e+02
 -1.43058529e+02 -3.84376071e-02  1.54703971e+02 -1.42529850e+02
  4.56173130e-01  1.55203904e+02 -1.43065982e+02 -4.70750881e-02
  1.54685952e+02 -1.42563605e+02  4.44313718e-01  1.55196600e+02
 -1.43066036e+02 -5.82068474e-02  1.54693172e+02 -1.42545235e+02
  4.57266839e-01  1.55186344e+02]
--- Row 254/300 row=253 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  253
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=253 ---
Niter:  0 row:  253 ngroup:  1 nlines:  230 gd:  230
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  230 0.0002772930292849196 0.014595806031138636 0.028506372449545056
[ 1.20667945e-10 -1.03146059e-05 -2.82833405e-01  1.61515121e+04
 -1.43069053e+02  5.97087515e-14  1.54764407e+02]
Niter:  1 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20667945e-10 -1.03146059e-05 -2.82833405e-01  1.61515121e+04
 -1.43069053e+02  5.97087515e-14  1.54764407e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Niter:  2 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Niter:  3 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Niter:  4 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Niter:  5 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Niter:  6 row:  253 ngroup:  1 nlines:  230 gd:  219
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
res:  219 -0.0015953021538734902 0.01390463572806766 0.02177684982197052
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
Final values:
res:  -0.0015953021538734902 0.02177684982197052
pars:  [ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
253 [ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02]
elapsed: 2.9 sec.
Niter:  0 row:  253 ngroup:  26 nlines:  6109 gd:  6109
[ 1.20317376e-10 -1.03144123e-05 -2.82826815e-01  1.61515128e+04
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02 -1.43098169e+02  1.45795743e-11
  1.54795646e+02 -1.43098169e+02  1.45795743e-11  1.54795646e+02
 -1.43098169e+02  1.45795743e-11  1.54795646e+02 -1.43098169e+02
  1.45795743e-11  1.54795646e+02]
res:  6109 1.4310971891973168e-05 0.014403985936951358 0.03156160137828579
[ 1.20317384e-10 -1.03144133e-05 -2.82826843e-01  1.61515144e+04
 -1.43098186e+02  8.25289999e-03  1.54804834e+02 -1.42601395e+02
  5.10844485e-01  1.55304102e+02 -1.43111582e+02  2.86761780e-03
  1.54805959e+02 -1.42606509e+02  4.95917277e-01  1.55313092e+02
 -1.43109480e+02 -1.36114818e-02  1.54804732e+02 -1.42602545e+02
  5.00318984e-01  1.55293469e+02 -1.43065982e+02 -1.77608025e-02
  1.54804890e+02 -1.42604912e+02  5.26303790e-01  1.55299194e+02
 -1.43122740e+02 -7.14790276e-03  1.54802160e+02 -1.42597601e+02
  5.03873307e-01  1.55300460e+02 -1.43102856e+02  2.79041552e-03
  1.54801536e+02 -1.42604798e+02  5.08035960e-01  1.55285952e+02
 -1.43126296e+02  7.98521535e-03  1.54810134e+02 -1.42611411e+02
  4.95900352e-01  1.55307123e+02 -1.43083582e+02  1.09526948e-03
  1.54796749e+02 -1.42623869e+02  5.08950711e-01  1.55305266e+02
 -1.43087903e+02 -1.40856477e-02  1.54801263e+02 -1.42606697e+02
  5.08943864e-01  1.55296819e+02 -1.43105345e+02 -1.50254891e-02
  1.54799382e+02 -1.42598649e+02  4.99111279e-01  1.55299151e+02
 -1.43108292e+02 -6.69608915e-03  1.54799828e+02 -1.42604633e+02
  5.04942060e-01  1.55301707e+02 -1.43116464e+02 -1.39524543e-02
  1.54797048e+02 -1.42637998e+02  4.83788075e-01  1.55290215e+02
 -1.43098709e+02  2.91601404e-03  1.54808355e+02 -1.42608272e+02
  5.00075103e-01  1.55298392e+02]
Niter:  1 row:  253 ngroup:  26 nlines:  6109 gd:  5732
[ 1.20317384e-10 -1.03144133e-05 -2.82826843e-01  1.61515144e+04
 -1.43098186e+02  8.25289999e-03  1.54804834e+02 -1.42601395e+02
  5.10844485e-01  1.55304102e+02 -1.43111582e+02  2.86761780e-03
  1.54805959e+02 -1.42606509e+02  4.95917277e-01  1.55313092e+02
 -1.43109480e+02 -1.36114818e-02  1.54804732e+02 -1.42602545e+02
  5.00318984e-01  1.55293469e+02 -1.43065982e+02 -1.77608025e-02
  1.54804890e+02 -1.42604912e+02  5.26303790e-01  1.55299194e+02
 -1.43122740e+02 -7.14790276e-03  1.54802160e+02 -1.42597601e+02
  5.03873307e-01  1.55300460e+02 -1.43102856e+02  2.79041552e-03
  1.54801536e+02 -1.42604798e+02  5.08035960e-01  1.55285952e+02
 -1.43126296e+02  7.98521535e-03  1.54810134e+02 -1.42611411e+02
  4.95900352e-01  1.55307123e+02 -1.43083582e+02  1.09526948e-03
  1.54796749e+02 -1.42623869e+02  5.08950711e-01  1.55305266e+02
 -1.43087903e+02 -1.40856477e-02  1.54801263e+02 -1.42606697e+02
  5.08943864e-01  1.55296819e+02 -1.43105345e+02 -1.50254891e-02
  1.54799382e+02 -1.42598649e+02  4.99111279e-01  1.55299151e+02
 -1.43108292e+02 -6.69608915e-03  1.54799828e+02 -1.42604633e+02
  5.04942060e-01  1.55301707e+02 -1.43116464e+02 -1.39524543e-02
  1.54797048e+02 -1.42637998e+02  4.83788075e-01  1.55290215e+02
 -1.43098709e+02  2.91601404e-03  1.54808355e+02 -1.42608272e+02
  5.00075103e-01  1.55298392e+02]
res:  5732 -0.0005752382894570474 0.014322544240712887 0.022764705905402548
[ 1.20317396e-10 -1.03144144e-05 -2.82826872e-01  1.61515160e+04
 -1.43084244e+02  1.13868950e-02  1.54805135e+02 -1.42593895e+02
  5.17971430e-01  1.55302110e+02 -1.43110307e+02  8.06146384e-03
  1.54810197e+02 -1.42587358e+02  4.84002125e-01  1.55314269e+02
 -1.43096670e+02  3.52554072e-03  1.54807375e+02 -1.42590170e+02
  5.00173728e-01  1.55302766e+02 -1.43064874e+02 -5.69626517e-03
  1.54811872e+02 -1.42591823e+02  5.17095306e-01  1.55303959e+02
 -1.43120704e+02 -6.20405031e-03  1.54810039e+02 -1.42601797e+02
  5.04150085e-01  1.55298861e+02 -1.43100909e+02  6.57632480e-03
  1.54806820e+02 -1.42597820e+02  5.00739050e-01  1.55292844e+02
 -1.43101014e+02  5.46667457e-04  1.54813742e+02 -1.42604425e+02
  5.06902977e-01  1.55303550e+02 -1.43095513e+02  6.74192976e-03
  1.54804831e+02 -1.42622895e+02  4.96748762e-01  1.55307935e+02
 -1.43086453e+02 -3.34519104e-03  1.54809593e+02 -1.42594350e+02
  5.18796439e-01  1.55306590e+02 -1.43122164e+02 -5.62161793e-03
  1.54801111e+02 -1.42609948e+02  4.92894605e-01  1.55296472e+02
 -1.43095323e+02 -7.70934460e-04  1.54801622e+02 -1.42609131e+02
  4.98374582e-01  1.55305048e+02 -1.43103886e+02 -1.63134982e-03
  1.54797521e+02 -1.42625468e+02  4.80423001e-01  1.55295058e+02
 -1.43090287e+02  8.15727285e-03  1.54810069e+02 -1.42595669e+02
  4.96689349e-01  1.55303231e+02]
Niter:  2 row:  253 ngroup:  26 nlines:  6109 gd:  5718
[ 1.20317396e-10 -1.03144144e-05 -2.82826872e-01  1.61515160e+04
 -1.43084244e+02  1.13868950e-02  1.54805135e+02 -1.42593895e+02
  5.17971430e-01  1.55302110e+02 -1.43110307e+02  8.06146384e-03
  1.54810197e+02 -1.42587358e+02  4.84002125e-01  1.55314269e+02
 -1.43096670e+02  3.52554072e-03  1.54807375e+02 -1.42590170e+02
  5.00173728e-01  1.55302766e+02 -1.43064874e+02 -5.69626517e-03
  1.54811872e+02 -1.42591823e+02  5.17095306e-01  1.55303959e+02
 -1.43120704e+02 -6.20405031e-03  1.54810039e+02 -1.42601797e+02
  5.04150085e-01  1.55298861e+02 -1.43100909e+02  6.57632480e-03
  1.54806820e+02 -1.42597820e+02  5.00739050e-01  1.55292844e+02
 -1.43101014e+02  5.46667457e-04  1.54813742e+02 -1.42604425e+02
  5.06902977e-01  1.55303550e+02 -1.43095513e+02  6.74192976e-03
  1.54804831e+02 -1.42622895e+02  4.96748762e-01  1.55307935e+02
 -1.43086453e+02 -3.34519104e-03  1.54809593e+02 -1.42594350e+02
  5.18796439e-01  1.55306590e+02 -1.43122164e+02 -5.62161793e-03
  1.54801111e+02 -1.42609948e+02  4.92894605e-01  1.55296472e+02
 -1.43095323e+02 -7.70934460e-04  1.54801622e+02 -1.42609131e+02
  4.98374582e-01  1.55305048e+02 -1.43103886e+02 -1.63134982e-03
  1.54797521e+02 -1.42625468e+02  4.80423001e-01  1.55295058e+02
 -1.43090287e+02  8.15727285e-03  1.54810069e+02 -1.42595669e+02
  4.96689349e-01  1.55303231e+02]
res:  5718 -0.0005161682856851257 0.014278714359534206 0.02255522181091822
[ 1.20317408e-10 -1.03144154e-05 -2.82826900e-01  1.61515177e+04
 -1.43077282e+02  1.70856346e-02  1.54809880e+02 -1.42586897e+02
  5.23671753e-01  1.55306848e+02 -1.43103355e+02  1.73526612e-02
  1.54816956e+02 -1.42580365e+02  4.89701048e-01  1.55319000e+02
 -1.43089696e+02  9.21538891e-03  1.54812116e+02 -1.42578187e+02
  5.02503272e-01  1.55309531e+02 -1.43057905e+02  6.35606021e-06
  1.54816613e+02 -1.42584854e+02  5.16292256e-01  1.55308697e+02
 -1.43113751e+02 -5.09831020e-04  1.54814776e+02 -1.42594815e+02
  5.09855641e-01  1.55303595e+02 -1.43093962e+02  1.22860253e-02
  1.54811557e+02 -1.42590843e+02  5.03143356e-01  1.55301616e+02
 -1.43094071e+02  3.06606616e-03  1.54816567e+02 -1.42597439e+02
  5.12612128e-01  1.55308290e+02 -1.43094162e+02  1.24526491e-02
  1.54809572e+02 -1.42615931e+02  4.99366815e-01  1.55312671e+02
 -1.43079491e+02  2.34517463e-03  1.54816388e+02 -1.42587405e+02
  5.24513480e-01  1.55311321e+02 -1.43115176e+02  7.03996159e-05
  1.54805843e+02 -1.42602949e+02  4.98598493e-01  1.55301215e+02
 -1.43088384e+02  4.92541610e-03  1.54806360e+02 -1.42602133e+02
  5.00900480e-01  1.55309783e+02 -1.43096923e+02  7.39248837e-03
  1.54802251e+02 -1.42618531e+02  4.82794190e-01  1.55299792e+02
 -1.43083335e+02  1.38511706e-02  1.54814800e+02 -1.42588698e+02
  5.02413802e-01  1.55307962e+02]
Niter:  3 row:  253 ngroup:  26 nlines:  6109 gd:  5713
[ 1.20317408e-10 -1.03144154e-05 -2.82826900e-01  1.61515177e+04
 -1.43077282e+02  1.70856346e-02  1.54809880e+02 -1.42586897e+02
  5.23671753e-01  1.55306848e+02 -1.43103355e+02  1.73526612e-02
  1.54816956e+02 -1.42580365e+02  4.89701048e-01  1.55319000e+02
 -1.43089696e+02  9.21538891e-03  1.54812116e+02 -1.42578187e+02
  5.02503272e-01  1.55309531e+02 -1.43057905e+02  6.35606021e-06
  1.54816613e+02 -1.42584854e+02  5.16292256e-01  1.55308697e+02
 -1.43113751e+02 -5.09831020e-04  1.54814776e+02 -1.42594815e+02
  5.09855641e-01  1.55303595e+02 -1.43093962e+02  1.22860253e-02
  1.54811557e+02 -1.42590843e+02  5.03143356e-01  1.55301616e+02
 -1.43094071e+02  3.06606616e-03  1.54816567e+02 -1.42597439e+02
  5.12612128e-01  1.55308290e+02 -1.43094162e+02  1.24526491e-02
  1.54809572e+02 -1.42615931e+02  4.99366815e-01  1.55312671e+02
 -1.43079491e+02  2.34517463e-03  1.54816388e+02 -1.42587405e+02
  5.24513480e-01  1.55311321e+02 -1.43115176e+02  7.03996159e-05
  1.54805843e+02 -1.42602949e+02  4.98598493e-01  1.55301215e+02
 -1.43088384e+02  4.92541610e-03  1.54806360e+02 -1.42602133e+02
  5.00900480e-01  1.55309783e+02 -1.43096923e+02  7.39248837e-03
  1.54802251e+02 -1.42618531e+02  4.82794190e-01  1.55299792e+02
 -1.43083335e+02  1.38511706e-02  1.54814800e+02 -1.42588698e+02
  5.02413802e-01  1.55307962e+02]
res:  5713 -0.0007364573048107559 0.014246034181269351 0.022483644871650683
[ 1.20352547e-10 -1.03144154e-05 -2.82826900e-01  1.61515177e+04
 -1.43077282e+02  1.70856346e-02  1.54809880e+02 -1.42586897e+02
  5.23671753e-01  1.55306848e+02 -1.43103355e+02  1.73526612e-02
  1.54816956e+02 -1.42580365e+02  4.89701048e-01  1.55319000e+02
 -1.43089696e+02  9.21538891e-03  1.54812116e+02 -1.42578187e+02
  5.02503272e-01  1.55309531e+02 -1.43057905e+02  6.35606021e-06
  1.54816613e+02 -1.42584854e+02  5.16292256e-01  1.55308697e+02
 -1.43113751e+02 -5.09831020e-04  1.54814776e+02 -1.42594815e+02
  5.09855641e-01  1.55303595e+02 -1.43093962e+02  1.22860253e-02
  1.54811557e+02 -1.42590843e+02  5.03143356e-01  1.55301616e+02
 -1.43094071e+02  3.06606616e-03  1.54816567e+02 -1.42597439e+02
  5.12612128e-01  1.55308290e+02 -1.43094162e+02  1.24526491e-02
  1.54809572e+02 -1.42615931e+02  4.99366815e-01  1.55312671e+02
 -1.43079491e+02  2.34517463e-03  1.54816388e+02 -1.42587405e+02
  5.24513480e-01  1.55311321e+02 -1.43115176e+02  7.03996159e-05
  1.54805843e+02 -1.42602949e+02  4.98598493e-01  1.55301215e+02
 -1.43088384e+02  4.92541610e-03  1.54806360e+02 -1.42602133e+02
  5.00900480e-01  1.55309783e+02 -1.43096923e+02  7.39248837e-03
  1.54802251e+02 -1.42618531e+02  4.82794190e-01  1.55299792e+02
 -1.43083335e+02  1.38511706e-02  1.54814800e+02 -1.42588698e+02
  5.02413802e-01  1.55307962e+02]
Niter:  4 row:  253 ngroup:  26 nlines:  6109 gd:  5712
[ 1.20352547e-10 -1.03144154e-05 -2.82826900e-01  1.61515177e+04
 -1.43077282e+02  1.70856346e-02  1.54809880e+02 -1.42586897e+02
  5.23671753e-01  1.55306848e+02 -1.43103355e+02  1.73526612e-02
  1.54816956e+02 -1.42580365e+02  4.89701048e-01  1.55319000e+02
 -1.43089696e+02  9.21538891e-03  1.54812116e+02 -1.42578187e+02
  5.02503272e-01  1.55309531e+02 -1.43057905e+02  6.35606021e-06
  1.54816613e+02 -1.42584854e+02  5.16292256e-01  1.55308697e+02
 -1.43113751e+02 -5.09831020e-04  1.54814776e+02 -1.42594815e+02
  5.09855641e-01  1.55303595e+02 -1.43093962e+02  1.22860253e-02
  1.54811557e+02 -1.42590843e+02  5.03143356e-01  1.55301616e+02
 -1.43094071e+02  3.06606616e-03  1.54816567e+02 -1.42597439e+02
  5.12612128e-01  1.55308290e+02 -1.43094162e+02  1.24526491e-02
  1.54809572e+02 -1.42615931e+02  4.99366815e-01  1.55312671e+02
 -1.43079491e+02  2.34517463e-03  1.54816388e+02 -1.42587405e+02
  5.24513480e-01  1.55311321e+02 -1.43115176e+02  7.03996159e-05
  1.54805843e+02 -1.42602949e+02  4.98598493e-01  1.55301215e+02
 -1.43088384e+02  4.92541610e-03  1.54806360e+02 -1.42602133e+02
  5.00900480e-01  1.55309783e+02 -1.43096923e+02  7.39248837e-03
  1.54802251e+02 -1.42618531e+02  4.82794190e-01  1.55299792e+02
 -1.43083335e+02  1.38511706e-02  1.54814800e+02 -1.42588698e+02
  5.02413802e-01  1.55307962e+02]
res:  5712 -0.0005494028700923081 0.0142216957610799 0.02246044324618787
[ 1.20352559e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
Niter:  5 row:  253 ngroup:  26 nlines:  6109 gd:  5711
[ 1.20352559e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
res:  5711 -0.0007515184333897196 0.014218329546565656 0.02244398789677696
[ 1.20381876e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
Niter:  6 row:  253 ngroup:  26 nlines:  6109 gd:  5712
[ 1.20381876e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
res:  5712 -0.0007476458340534009 0.014223655867681373 0.022457518470959063
[ 1.20383009e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
Saving figure to  wave_resid_43670005_fiber253.png
Final values:
res:  -0.0007476458340534009 0.022457518470959063
pars:  [ 1.20383009e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
253 [ 1.20383009e-10 -1.03144164e-05 -2.82826928e-01  1.61515193e+04
 -1.43071812e+02  2.27802657e-02  1.54815957e+02 -1.42581486e+02
  5.26225336e-01  1.55312957e+02 -1.43097866e+02  2.99159946e-02
  1.54823056e+02 -1.42574958e+02  4.95400738e-01  1.55325123e+02
 -1.43084251e+02  1.49109808e-02  1.54818199e+02 -1.42572733e+02
  5.08207181e-01  1.55315645e+02 -1.43052427e+02  9.13730095e-03
  1.54822699e+02 -1.42579402e+02  5.21995301e-01  1.55314800e+02
 -1.43108263e+02  5.18555024e-03  1.54820879e+02 -1.42589383e+02
  5.15551519e-01  1.55309706e+02 -1.43088470e+02  1.79917927e-02
  1.54817667e+02 -1.42580312e+02  5.08848816e-01  1.55307719e+02
 -1.43088570e+02  8.76380478e-03  1.54822695e+02 -1.42592002e+02
  5.18321801e-01  1.55312339e+02 -1.43088740e+02  1.81653017e-02
  1.54815662e+02 -1.42610465e+02  5.05072451e-01  1.55318778e+02
 -1.43074018e+02  8.04435829e-03  1.54822497e+02 -1.42581908e+02
  5.30235811e-01  1.55317442e+02 -1.43109736e+02  5.76795438e-03
  1.54811957e+02 -1.42597534e+02  5.04295046e-01  1.55307294e+02
 -1.43082861e+02  1.06262231e-02  1.54812459e+02 -1.42596730e+02
  5.06601504e-01  1.55315892e+02 -1.43091455e+02  1.30781717e-02
  1.54808380e+02 -1.42613010e+02  4.88507081e-01  1.55305906e+02
 -1.43077847e+02  1.95462292e-02  1.54820929e+02 -1.42583254e+02
  5.08132749e-01  1.55314084e+02]
--- Row 255/300 row=254 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  254
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=254 ---
Niter:  0 row:  254 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0006000532794132596 0.014067905154661275 0.03169360672419183
[ 1.21256904e-10 -1.03153782e-05 -2.82840467e-01  1.61515228e+04
 -1.43013864e+02  3.83699929e-14  1.54724454e+02]
Niter:  1 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21256904e-10 -1.03153782e-05 -2.82840467e-01  1.61515228e+04
 -1.43013864e+02  3.83699929e-14  1.54724454e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Niter:  2 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Niter:  3 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Niter:  4 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Niter:  5 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Niter:  6 row:  254 ngroup:  1 nlines:  241 gd:  225
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
res:  225 0.0012438846515578916 0.015103780215213192 0.023789005994489156
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
Final values:
res:  0.0012438846515578916 0.023789005994489156
pars:  [ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
254 [ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02]
elapsed: 2.9 sec.
Niter:  0 row:  254 ngroup:  26 nlines:  6227 gd:  6227
[ 1.21380688e-10 -1.03160803e-05 -2.82842003e-01  1.61515237e+04
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02 -1.43005777e+02  2.31401229e-10
  1.54711159e+02 -1.43005777e+02  2.31401229e-10  1.54711159e+02
 -1.43005777e+02  2.31401229e-10  1.54711159e+02 -1.43005777e+02
  2.31401229e-10  1.54711159e+02]
res:  6227 0.0011645574086287525 0.014699941477374523 0.032593958280712834
[ 1.21380700e-10 -1.03160793e-05 -2.82841975e-01  1.61515221e+04
 -1.43023885e+02 -3.34956726e-03  1.54705030e+02 -1.42524213e+02
  5.35518390e-01  1.55213201e+02 -1.43023314e+02 -2.12879125e-02
  1.54690223e+02 -1.42533405e+02  4.84486866e-01  1.55204073e+02
 -1.43003398e+02 -1.12335799e-02  1.54713045e+02 -1.42512606e+02
  4.65955783e-01  1.55200232e+02 -1.42992056e+02 -3.19980726e-02
  1.54702131e+02 -1.42514084e+02  4.81088270e-01  1.55203211e+02
 -1.43017759e+02  1.57404030e-03  1.54710369e+02 -1.42504670e+02
  4.78898019e-01  1.55206270e+02 -1.43023769e+02  5.21604678e-03
  1.54709760e+02 -1.42487551e+02  4.71103353e-01  1.55199701e+02
 -1.43031767e+02 -2.32610368e-02  1.54709902e+02 -1.42521629e+02
  4.70693004e-01  1.55208519e+02 -1.43030102e+02 -2.05820916e-02
  1.54705091e+02 -1.42539777e+02  4.94787211e-01  1.55209121e+02
 -1.43033279e+02 -1.68971479e-02  1.54696771e+02 -1.42537656e+02
  4.61032458e-01  1.55208703e+02 -1.43029541e+02 -1.59017136e-02
  1.54703139e+02 -1.42530531e+02  4.83264627e-01  1.55204430e+02
 -1.43017196e+02 -1.09675969e-02  1.54707913e+02 -1.42522872e+02
  4.97862919e-01  1.55210718e+02 -1.43023722e+02 -1.22740693e-02
  1.54696620e+02 -1.42520779e+02  4.75942138e-01  1.55188568e+02
 -1.43029886e+02  6.78534203e-03  1.54707564e+02 -1.42493264e+02
  4.70874531e-01  1.55209240e+02]
Niter:  1 row:  254 ngroup:  26 nlines:  6227 gd:  5834
[ 1.21380700e-10 -1.03160793e-05 -2.82841975e-01  1.61515221e+04
 -1.43023885e+02 -3.34956726e-03  1.54705030e+02 -1.42524213e+02
  5.35518390e-01  1.55213201e+02 -1.43023314e+02 -2.12879125e-02
  1.54690223e+02 -1.42533405e+02  4.84486866e-01  1.55204073e+02
 -1.43003398e+02 -1.12335799e-02  1.54713045e+02 -1.42512606e+02
  4.65955783e-01  1.55200232e+02 -1.42992056e+02 -3.19980726e-02
  1.54702131e+02 -1.42514084e+02  4.81088270e-01  1.55203211e+02
 -1.43017759e+02  1.57404030e-03  1.54710369e+02 -1.42504670e+02
  4.78898019e-01  1.55206270e+02 -1.43023769e+02  5.21604678e-03
  1.54709760e+02 -1.42487551e+02  4.71103353e-01  1.55199701e+02
 -1.43031767e+02 -2.32610368e-02  1.54709902e+02 -1.42521629e+02
  4.70693004e-01  1.55208519e+02 -1.43030102e+02 -2.05820916e-02
  1.54705091e+02 -1.42539777e+02  4.94787211e-01  1.55209121e+02
 -1.43033279e+02 -1.68971479e-02  1.54696771e+02 -1.42537656e+02
  4.61032458e-01  1.55208703e+02 -1.43029541e+02 -1.59017136e-02
  1.54703139e+02 -1.42530531e+02  4.83264627e-01  1.55204430e+02
 -1.43017196e+02 -1.09675969e-02  1.54707913e+02 -1.42522872e+02
  4.97862919e-01  1.55210718e+02 -1.43023722e+02 -1.22740693e-02
  1.54696620e+02 -1.42520779e+02  4.75942138e-01  1.55188568e+02
 -1.43029886e+02  6.78534203e-03  1.54707564e+02 -1.42493264e+02
  4.70874531e-01  1.55209240e+02]
res:  5834 -0.0004296645347494632 0.014771646609005984 0.023730078697655834
[ 1.21380712e-10 -1.03160783e-05 -2.82841947e-01  1.61515205e+04
 -1.43019700e+02 -1.14277813e-02  1.54701704e+02 -1.42537451e+02
  4.93403510e-01  1.55202717e+02 -1.43039678e+02 -4.22325725e-02
  1.54685879e+02 -1.42539581e+02  4.63649124e-01  1.55194445e+02
 -1.43022369e+02 -1.63692342e-02  1.54700991e+02 -1.42519804e+02
  4.49108547e-01  1.55188552e+02 -1.43004813e+02 -3.97241817e-02
  1.54697844e+02 -1.42521042e+02  4.69331241e-01  1.55196157e+02
 -1.43030335e+02 -1.65923375e-02  1.54705265e+02 -1.42511625e+02
  4.60583328e-01  1.55191848e+02 -1.43029692e+02 -2.88716970e-02
  1.54701739e+02 -1.42514324e+02  4.54988673e-01  1.55191116e+02
 -1.43049676e+02 -3.88036416e-02  1.54703722e+02 -1.42534190e+02
  4.40814308e-01  1.55193682e+02 -1.43030230e+02 -3.56133059e-02
  1.54694856e+02 -1.42544957e+02  4.71889926e-01  1.55198228e+02
 -1.43029896e+02 -1.87024478e-02  1.54694702e+02 -1.42536861e+02
  4.52761691e-01  1.55200359e+02 -1.43047944e+02 -3.61181034e-02
  1.54695684e+02 -1.42545116e+02  4.61443855e-01  1.55192850e+02
 -1.43033745e+02 -3.66772225e-02  1.54695283e+02 -1.42524731e+02
  4.73713309e-01  1.55195290e+02 -1.43023985e+02 -2.76161705e-02
  1.54691714e+02 -1.42539658e+02  4.58477396e-01  1.55179345e+02
 -1.43037219e+02 -3.04389839e-02  1.54697540e+02 -1.42519597e+02
  4.59729055e-01  1.55201186e+02]
Niter:  2 row:  254 ngroup:  26 nlines:  6227 gd:  5814
[ 1.21380712e-10 -1.03160783e-05 -2.82841947e-01  1.61515205e+04
 -1.43019700e+02 -1.14277813e-02  1.54701704e+02 -1.42537451e+02
  4.93403510e-01  1.55202717e+02 -1.43039678e+02 -4.22325725e-02
  1.54685879e+02 -1.42539581e+02  4.63649124e-01  1.55194445e+02
 -1.43022369e+02 -1.63692342e-02  1.54700991e+02 -1.42519804e+02
  4.49108547e-01  1.55188552e+02 -1.43004813e+02 -3.97241817e-02
  1.54697844e+02 -1.42521042e+02  4.69331241e-01  1.55196157e+02
 -1.43030335e+02 -1.65923375e-02  1.54705265e+02 -1.42511625e+02
  4.60583328e-01  1.55191848e+02 -1.43029692e+02 -2.88716970e-02
  1.54701739e+02 -1.42514324e+02  4.54988673e-01  1.55191116e+02
 -1.43049676e+02 -3.88036416e-02  1.54703722e+02 -1.42534190e+02
  4.40814308e-01  1.55193682e+02 -1.43030230e+02 -3.56133059e-02
  1.54694856e+02 -1.42544957e+02  4.71889926e-01  1.55198228e+02
 -1.43029896e+02 -1.87024478e-02  1.54694702e+02 -1.42536861e+02
  4.52761691e-01  1.55200359e+02 -1.43047944e+02 -3.61181034e-02
  1.54695684e+02 -1.42545116e+02  4.61443855e-01  1.55192850e+02
 -1.43033745e+02 -3.66772225e-02  1.54695283e+02 -1.42524731e+02
  4.73713309e-01  1.55195290e+02 -1.43023985e+02 -2.76161705e-02
  1.54691714e+02 -1.42539658e+02  4.58477396e-01  1.55179345e+02
 -1.43037219e+02 -3.04389839e-02  1.54697540e+02 -1.42519597e+02
  4.59729055e-01  1.55201186e+02]
res:  5814 -0.0004913704469799995 0.01484556731156772 0.02341113512714185
[ 1.21380724e-10 -1.03160772e-05 -2.82841918e-01  1.61515188e+04
 -1.43026661e+02 -1.71400965e-02  1.54696976e+02 -1.42544410e+02
  4.79887924e-01  1.55197989e+02 -1.43046612e+02 -5.16264131e-02
  1.54681150e+02 -1.42541706e+02  4.54626915e-01  1.55191719e+02
 -1.43029307e+02 -1.88124859e-02  1.54696264e+02 -1.42526772e+02
  4.43396992e-01  1.55183825e+02 -1.43011757e+02 -4.54324582e-02
  1.54695144e+02 -1.42528000e+02  4.63618028e-01  1.55191419e+02
 -1.43037296e+02 -2.57251005e-02  1.54700528e+02 -1.42518580e+02
  4.51679068e-01  1.55187114e+02 -1.43031681e+02 -3.45904384e-02
  1.54697014e+02 -1.42526118e+02  4.49267886e-01  1.55186386e+02
 -1.43056626e+02 -4.45184532e-02  1.54701185e+02 -1.42541134e+02
  4.27274807e-01  1.55186762e+02 -1.43037196e+02 -4.83807711e-02
  1.54690127e+02 -1.42546422e+02  4.66199528e-01  1.55193503e+02
 -1.43031384e+02 -2.43989732e-02  1.54689972e+02 -1.42539002e+02
  4.53978739e-01  1.55195630e+02 -1.43054868e+02 -4.18360894e-02
  1.54690949e+02 -1.42552062e+02  4.52099275e-01  1.55188117e+02
 -1.43040684e+02 -5.26458455e-02  1.54690548e+02 -1.42531658e+02
  4.57715054e-01  1.55190552e+02 -1.43025825e+02 -3.33436926e-02
  1.54686994e+02 -1.42546613e+02  4.45664432e-01  1.55174611e+02
 -1.43044193e+02 -3.98273970e-02  1.54692808e+02 -1.42526577e+02
  4.54029458e-01  1.55196455e+02]
Niter:  3 row:  254 ngroup:  26 nlines:  6227 gd:  5814
[ 1.21380724e-10 -1.03160772e-05 -2.82841918e-01  1.61515188e+04
 -1.43026661e+02 -1.71400965e-02  1.54696976e+02 -1.42544410e+02
  4.79887924e-01  1.55197989e+02 -1.43046612e+02 -5.16264131e-02
  1.54681150e+02 -1.42541706e+02  4.54626915e-01  1.55191719e+02
 -1.43029307e+02 -1.88124859e-02  1.54696264e+02 -1.42526772e+02
  4.43396992e-01  1.55183825e+02 -1.43011757e+02 -4.54324582e-02
  1.54695144e+02 -1.42528000e+02  4.63618028e-01  1.55191419e+02
 -1.43037296e+02 -2.57251005e-02  1.54700528e+02 -1.42518580e+02
  4.51679068e-01  1.55187114e+02 -1.43031681e+02 -3.45904384e-02
  1.54697014e+02 -1.42526118e+02  4.49267886e-01  1.55186386e+02
 -1.43056626e+02 -4.45184532e-02  1.54701185e+02 -1.42541134e+02
  4.27274807e-01  1.55186762e+02 -1.43037196e+02 -4.83807711e-02
  1.54690127e+02 -1.42546422e+02  4.66199528e-01  1.55193503e+02
 -1.43031384e+02 -2.43989732e-02  1.54689972e+02 -1.42539002e+02
  4.53978739e-01  1.55195630e+02 -1.43054868e+02 -4.18360894e-02
  1.54690949e+02 -1.42552062e+02  4.52099275e-01  1.55188117e+02
 -1.43040684e+02 -5.26458455e-02  1.54690548e+02 -1.42531658e+02
  4.57715054e-01  1.55190552e+02 -1.43025825e+02 -3.33436926e-02
  1.54686994e+02 -1.42546613e+02  4.45664432e-01  1.55174611e+02
 -1.43044193e+02 -3.98273970e-02  1.54692808e+02 -1.42526577e+02
  4.54029458e-01  1.55196455e+02]
res:  5814 -0.000521364312589867 0.014866444293147651 0.02340687446263718
[ 1.21410579e-10 -1.03160772e-05 -2.82841918e-01  1.61515188e+04
 -1.43026661e+02 -1.71400965e-02  1.54696976e+02 -1.42544410e+02
  4.79887924e-01  1.55197989e+02 -1.43046612e+02 -5.16264131e-02
  1.54681150e+02 -1.42541706e+02  4.54626915e-01  1.55191719e+02
 -1.43029307e+02 -1.88124859e-02  1.54696264e+02 -1.42526772e+02
  4.43396992e-01  1.55183825e+02 -1.43011757e+02 -4.54324582e-02
  1.54695144e+02 -1.42528000e+02  4.63618028e-01  1.55191419e+02
 -1.43037296e+02 -2.57251005e-02  1.54700528e+02 -1.42518580e+02
  4.51679068e-01  1.55187114e+02 -1.43031681e+02 -3.45904384e-02
  1.54697014e+02 -1.42526118e+02  4.49267886e-01  1.55186386e+02
 -1.43056626e+02 -4.45184532e-02  1.54701185e+02 -1.42541134e+02
  4.27274807e-01  1.55186762e+02 -1.43037196e+02 -4.83807711e-02
  1.54690127e+02 -1.42546422e+02  4.66199528e-01  1.55193503e+02
 -1.43031384e+02 -2.43989732e-02  1.54689972e+02 -1.42539002e+02
  4.53978739e-01  1.55195630e+02 -1.43054868e+02 -4.18360894e-02
  1.54690949e+02 -1.42552062e+02  4.52099275e-01  1.55188117e+02
 -1.43040684e+02 -5.26458455e-02  1.54690548e+02 -1.42531658e+02
  4.57715054e-01  1.55190552e+02 -1.43025825e+02 -3.33436926e-02
  1.54686994e+02 -1.42546613e+02  4.45664432e-01  1.55174611e+02
 -1.43044193e+02 -3.98273970e-02  1.54692808e+02 -1.42526577e+02
  4.54029458e-01  1.55196455e+02]
Niter:  4 row:  254 ngroup:  26 nlines:  6227 gd:  5818
[ 1.21410579e-10 -1.03160772e-05 -2.82841918e-01  1.61515188e+04
 -1.43026661e+02 -1.71400965e-02  1.54696976e+02 -1.42544410e+02
  4.79887924e-01  1.55197989e+02 -1.43046612e+02 -5.16264131e-02
  1.54681150e+02 -1.42541706e+02  4.54626915e-01  1.55191719e+02
 -1.43029307e+02 -1.88124859e-02  1.54696264e+02 -1.42526772e+02
  4.43396992e-01  1.55183825e+02 -1.43011757e+02 -4.54324582e-02
  1.54695144e+02 -1.42528000e+02  4.63618028e-01  1.55191419e+02
 -1.43037296e+02 -2.57251005e-02  1.54700528e+02 -1.42518580e+02
  4.51679068e-01  1.55187114e+02 -1.43031681e+02 -3.45904384e-02
  1.54697014e+02 -1.42526118e+02  4.49267886e-01  1.55186386e+02
 -1.43056626e+02 -4.45184532e-02  1.54701185e+02 -1.42541134e+02
  4.27274807e-01  1.55186762e+02 -1.43037196e+02 -4.83807711e-02
  1.54690127e+02 -1.42546422e+02  4.66199528e-01  1.55193503e+02
 -1.43031384e+02 -2.43989732e-02  1.54689972e+02 -1.42539002e+02
  4.53978739e-01  1.55195630e+02 -1.43054868e+02 -4.18360894e-02
  1.54690949e+02 -1.42552062e+02  4.52099275e-01  1.55188117e+02
 -1.43040684e+02 -5.26458455e-02  1.54690548e+02 -1.42531658e+02
  4.57715054e-01  1.55190552e+02 -1.43025825e+02 -3.33436926e-02
  1.54686994e+02 -1.42546613e+02  4.45664432e-01  1.55174611e+02
 -1.43044193e+02 -3.98273970e-02  1.54692808e+02 -1.42526577e+02
  4.54029458e-01  1.55196455e+02]
res:  5818 -0.0004878932286374038 0.014808070727667655 0.023456787961006885
[ 1.21410592e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
Niter:  5 row:  254 ngroup:  26 nlines:  6227 gd:  5812
[ 1.21410592e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
res:  5812 -0.0005335872792784357 0.01480812465888448 0.023372919203871304
[ 1.21428590e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
Niter:  6 row:  254 ngroup:  26 nlines:  6227 gd:  5811
[ 1.21428590e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
res:  5811 -0.0005525317646970507 0.014791613257330027 0.02335859388465126
[ 1.21434306e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
Saving figure to  wave_resid_43670005_fiber254.png
Final values:
res:  -0.0005525317646970507 0.02335859388465126
pars:  [ 1.21434306e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
254 [ 1.21434306e-10 -1.03160762e-05 -2.82841890e-01  1.61515172e+04
 -1.43034888e+02 -2.28511104e-02  1.54693450e+02 -1.42552626e+02
  4.74181695e-01  1.55194455e+02 -1.43054750e+02 -5.73160862e-02
  1.54677605e+02 -1.42549923e+02  4.48906950e-01  1.55186138e+02
 -1.43037453e+02 -2.45269552e-02  1.54692733e+02 -1.42535020e+02
  4.37685274e-01  1.55180295e+02 -1.43019930e+02 -5.11406114e-02
  1.54691633e+02 -1.42536223e+02  4.57913289e-01  1.55187837e+02
 -1.43045521e+02 -3.14427757e-02  1.54696952e+02 -1.42526787e+02
  4.45963750e-01  1.55183554e+02 -1.43039899e+02 -4.03142330e-02
  1.54693496e+02 -1.42534318e+02  4.43545854e-01  1.55182838e+02
 -1.43064813e+02 -5.02245786e-02  1.54697673e+02 -1.42549305e+02
  4.21544003e-01  1.55183166e+02 -1.43045441e+02 -5.41042266e-02
  1.54686591e+02 -1.42554548e+02  4.60503070e-01  1.55189989e+02
 -1.43039540e+02 -3.00894053e-02  1.54686430e+02 -1.42541919e+02
  4.51664517e-01  1.55192091e+02 -1.43062974e+02 -4.75621919e-02
  1.54687382e+02 -1.42560239e+02  4.46403291e-01  1.55182617e+02
 -1.43048840e+02 -5.83478912e-02  1.54686982e+02 -1.42539763e+02
  4.48716096e-01  1.55186968e+02 -1.43034035e+02 -4.26202874e-02
  1.54683501e+02 -1.42554821e+02  4.39957605e-01  1.55171042e+02
 -1.43052458e+02 -4.55375944e-02  1.54689252e+02 -1.42534866e+02
  4.48334497e-01  1.55192904e+02]
--- Row 256/300 row=255 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  255
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=255 ---
Niter:  0 row:  255 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0013519953954528319 0.013726471200243395 0.02972162848766181
[ 1.20740433e-10 -1.03155905e-05 -2.82835307e-01  1.61515307e+04
 -1.42997385e+02 -9.96742528e-14  1.54746602e+02]
Niter:  1 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.20740433e-10 -1.03155905e-05 -2.82835307e-01  1.61515307e+04
 -1.42997385e+02 -9.96742528e-14  1.54746602e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Niter:  2 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Niter:  3 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Niter:  4 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Niter:  5 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Niter:  6 row:  255 ngroup:  1 nlines:  238 gd:  222
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
res:  222 -0.00021352859675971558 0.013414898973678646 0.020530533454001753
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
Final values:
res:  -0.00021352859675971558 0.020530533454001753
pars:  [ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
255 [ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02]
elapsed: 2.9 sec.
Niter:  0 row:  255 ngroup:  26 nlines:  6201 gd:  6201
[ 1.21006687e-10 -1.03148835e-05 -2.82839423e-01  1.61515335e+04
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02 -1.42938868e+02  2.28928900e-11
  1.54745383e+02 -1.42938868e+02  2.28928900e-11  1.54745383e+02
 -1.42938868e+02  2.28928900e-11  1.54745383e+02 -1.42938868e+02
  2.28928900e-11  1.54745383e+02]
res:  6201 0.0005895991307625081 0.014834077510386123 0.03286763423121331
[ 1.21006699e-10 -1.03148845e-05 -2.82839395e-01  1.61515319e+04
 -1.42958482e+02  4.77729852e-03  1.54743615e+02 -1.42472360e+02
  5.13193034e-01  1.55232484e+02 -1.42955420e+02 -3.26419701e-03
  1.54742765e+02 -1.42459084e+02  5.12667112e-01  1.55245359e+02
 -1.42963278e+02 -5.25228375e-03  1.54760123e+02 -1.42457344e+02
  4.97366123e-01  1.55244973e+02 -1.42941521e+02  1.08304871e-02
  1.54743190e+02 -1.42459723e+02  4.95241451e-01  1.55245514e+02
 -1.42954944e+02  2.13403692e-02  1.54749246e+02 -1.42453960e+02
  5.01051184e-01  1.55248927e+02 -1.42949650e+02  2.17806312e-02
  1.54744411e+02 -1.42467268e+02  5.14283342e-01  1.55240555e+02
 -1.42929442e+02 -3.81206858e-03  1.54751561e+02 -1.42462010e+02
  5.06200564e-01  1.55258059e+02 -1.42948432e+02  1.38976145e-03
  1.54753155e+02 -1.42443064e+02  5.16181812e-01  1.55248342e+02
 -1.42973803e+02  3.98873360e-02  1.54756402e+02 -1.42436774e+02
  5.01503583e-01  1.55244985e+02 -1.42966950e+02 -1.54287446e-02
  1.54754319e+02 -1.42458719e+02  5.07471649e-01  1.55232977e+02
 -1.42948129e+02 -1.13038324e-02  1.54748487e+02 -1.42483836e+02
  4.91772516e-01  1.55238748e+02 -1.42934205e+02  4.89041954e-03
  1.54747450e+02 -1.42473733e+02  5.08418704e-01  1.55234751e+02
 -1.42945659e+02 -1.64702265e-03  1.54760629e+02 -1.42452713e+02
  5.01112655e-01  1.55242643e+02]
Niter:  1 row:  255 ngroup:  26 nlines:  6201 gd:  5808
[ 1.21006699e-10 -1.03148845e-05 -2.82839395e-01  1.61515319e+04
 -1.42958482e+02  4.77729852e-03  1.54743615e+02 -1.42472360e+02
  5.13193034e-01  1.55232484e+02 -1.42955420e+02 -3.26419701e-03
  1.54742765e+02 -1.42459084e+02  5.12667112e-01  1.55245359e+02
 -1.42963278e+02 -5.25228375e-03  1.54760123e+02 -1.42457344e+02
  4.97366123e-01  1.55244973e+02 -1.42941521e+02  1.08304871e-02
  1.54743190e+02 -1.42459723e+02  4.95241451e-01  1.55245514e+02
 -1.42954944e+02  2.13403692e-02  1.54749246e+02 -1.42453960e+02
  5.01051184e-01  1.55248927e+02 -1.42949650e+02  2.17806312e-02
  1.54744411e+02 -1.42467268e+02  5.14283342e-01  1.55240555e+02
 -1.42929442e+02 -3.81206858e-03  1.54751561e+02 -1.42462010e+02
  5.06200564e-01  1.55258059e+02 -1.42948432e+02  1.38976145e-03
  1.54753155e+02 -1.42443064e+02  5.16181812e-01  1.55248342e+02
 -1.42973803e+02  3.98873360e-02  1.54756402e+02 -1.42436774e+02
  5.01503583e-01  1.55244985e+02 -1.42966950e+02 -1.54287446e-02
  1.54754319e+02 -1.42458719e+02  5.07471649e-01  1.55232977e+02
 -1.42948129e+02 -1.13038324e-02  1.54748487e+02 -1.42483836e+02
  4.91772516e-01  1.55238748e+02 -1.42934205e+02  4.89041954e-03
  1.54747450e+02 -1.42473733e+02  5.08418704e-01  1.55234751e+02
 -1.42945659e+02 -1.64702265e-03  1.54760629e+02 -1.42452713e+02
  5.01112655e-01  1.55242643e+02]
res:  5808 -0.00034829256765078753 0.014801727627855144 0.024022663692476166
[ 1.21006711e-10 -1.03148855e-05 -2.82839366e-01  1.61515302e+04
 -1.42958591e+02 -1.14018839e-02  1.54733915e+02 -1.42463315e+02
  4.95731152e-01  1.55224566e+02 -1.42962416e+02 -8.49372659e-03
  1.54735338e+02 -1.42470756e+02  4.77418612e-01  1.55240138e+02
 -1.42980050e+02 -1.58587101e-02  1.54750882e+02 -1.42454123e+02
  4.72987550e-01  1.55238196e+02 -1.42948503e+02  3.61217464e-03
  1.54731495e+02 -1.42465667e+02  4.83210392e-01  1.55243839e+02
 -1.42961934e+02 -5.16003628e-03  1.54746350e+02 -1.42466287e+02
  4.93551590e-01  1.55244660e+02 -1.42968774e+02  3.21808720e-03
  1.54744850e+02 -1.42474264e+02  4.88370432e-01  1.55228791e+02
 -1.42947050e+02 -1.24170687e-02  1.54744986e+02 -1.42463187e+02
  4.83767838e-01  1.55243292e+02 -1.42954371e+02 -7.52863577e-03
  1.54753374e+02 -1.42470405e+02  4.86981403e-01  1.55240616e+02
 -1.42980797e+02  1.44717934e-02  1.54750297e+02 -1.42456167e+02
  4.94579813e-01  1.55240750e+02 -1.42968081e+02 -2.40781236e-02
  1.54749513e+02 -1.42459753e+02  4.84246503e-01  1.55227507e+02
 -1.42953941e+02 -1.75356473e-02  1.54742716e+02 -1.42487845e+02
  4.81574454e-01  1.55228868e+02 -1.42953927e+02 -9.76995060e-03
  1.54740123e+02 -1.42475457e+02  5.07015926e-01  1.55234786e+02
 -1.42952340e+02 -5.83152988e-03  1.54755468e+02 -1.42460288e+02
  4.89967375e-01  1.55240157e+02]
Niter:  2 row:  255 ngroup:  26 nlines:  6201 gd:  5790
[ 1.21006711e-10 -1.03148855e-05 -2.82839366e-01  1.61515302e+04
 -1.42958591e+02 -1.14018839e-02  1.54733915e+02 -1.42463315e+02
  4.95731152e-01  1.55224566e+02 -1.42962416e+02 -8.49372659e-03
  1.54735338e+02 -1.42470756e+02  4.77418612e-01  1.55240138e+02
 -1.42980050e+02 -1.58587101e-02  1.54750882e+02 -1.42454123e+02
  4.72987550e-01  1.55238196e+02 -1.42948503e+02  3.61217464e-03
  1.54731495e+02 -1.42465667e+02  4.83210392e-01  1.55243839e+02
 -1.42961934e+02 -5.16003628e-03  1.54746350e+02 -1.42466287e+02
  4.93551590e-01  1.55244660e+02 -1.42968774e+02  3.21808720e-03
  1.54744850e+02 -1.42474264e+02  4.88370432e-01  1.55228791e+02
 -1.42947050e+02 -1.24170687e-02  1.54744986e+02 -1.42463187e+02
  4.83767838e-01  1.55243292e+02 -1.42954371e+02 -7.52863577e-03
  1.54753374e+02 -1.42470405e+02  4.86981403e-01  1.55240616e+02
 -1.42980797e+02  1.44717934e-02  1.54750297e+02 -1.42456167e+02
  4.94579813e-01  1.55240750e+02 -1.42968081e+02 -2.40781236e-02
  1.54749513e+02 -1.42459753e+02  4.84246503e-01  1.55227507e+02
 -1.42953941e+02 -1.75356473e-02  1.54742716e+02 -1.42487845e+02
  4.81574454e-01  1.55228868e+02 -1.42953927e+02 -9.76995060e-03
  1.54740123e+02 -1.42475457e+02  5.07015926e-01  1.55234786e+02
 -1.42952340e+02 -5.83152988e-03  1.54755468e+02 -1.42460288e+02
  4.89967375e-01  1.55240157e+02]
res:  5790 -0.00045171553938416764 0.014759898618649459 0.02373700861327328
[ 1.21006723e-10 -1.03148866e-05 -2.82839338e-01  1.61515286e+04
 -1.42959906e+02 -1.71051535e-02  1.54729148e+02 -1.42470345e+02
  4.86093339e-01  1.55219795e+02 -1.42969413e+02 -1.41983961e-02
  1.54730574e+02 -1.42477754e+02  4.68628243e-01  1.55235374e+02
 -1.42987026e+02 -2.15845980e-02  1.54746119e+02 -1.42455666e+02
  4.63820033e-01  1.55233435e+02 -1.42955486e+02 -2.11732561e-03
  1.54726733e+02 -1.42466917e+02  4.73942907e-01  1.55241183e+02
 -1.42968924e+02 -1.84298544e-02  1.54741582e+02 -1.42473290e+02
  4.84337753e-01  1.55239893e+02 -1.42975772e+02 -2.50064027e-03
  1.54740080e+02 -1.42481259e+02  4.82668431e-01  1.55224023e+02
 -1.42954042e+02 -1.81137125e-02  1.54740224e+02 -1.42470216e+02
  4.78068729e-01  1.55238530e+02 -1.42961376e+02 -1.32120127e-02
  1.54750623e+02 -1.42477368e+02  4.73801015e-01  1.55235849e+02
 -1.42987790e+02 -5.17742814e-03  1.54745532e+02 -1.42463159e+02
  4.88864694e-01  1.55235998e+02 -1.42975094e+02 -2.97871969e-02
  1.54744750e+02 -1.42466763e+02  4.67610376e-01  1.55222743e+02
 -1.42960943e+02 -2.32450013e-02  1.54737947e+02 -1.42494827e+02
  4.75845476e-01  1.55224100e+02 -1.42960935e+02 -1.54824220e-02
  1.54735361e+02 -1.42482470e+02  5.01300230e-01  1.55230021e+02
 -1.42959319e+02 -1.15331049e-02  1.54750698e+02 -1.42467291e+02
  4.84258812e-01  1.55237357e+02]
Niter:  3 row:  255 ngroup:  26 nlines:  6201 gd:  5790
[ 1.21006723e-10 -1.03148866e-05 -2.82839338e-01  1.61515286e+04
 -1.42959906e+02 -1.71051535e-02  1.54729148e+02 -1.42470345e+02
  4.86093339e-01  1.55219795e+02 -1.42969413e+02 -1.41983961e-02
  1.54730574e+02 -1.42477754e+02  4.68628243e-01  1.55235374e+02
 -1.42987026e+02 -2.15845980e-02  1.54746119e+02 -1.42455666e+02
  4.63820033e-01  1.55233435e+02 -1.42955486e+02 -2.11732561e-03
  1.54726733e+02 -1.42466917e+02  4.73942907e-01  1.55241183e+02
 -1.42968924e+02 -1.84298544e-02  1.54741582e+02 -1.42473290e+02
  4.84337753e-01  1.55239893e+02 -1.42975772e+02 -2.50064027e-03
  1.54740080e+02 -1.42481259e+02  4.82668431e-01  1.55224023e+02
 -1.42954042e+02 -1.81137125e-02  1.54740224e+02 -1.42470216e+02
  4.78068729e-01  1.55238530e+02 -1.42961376e+02 -1.32120127e-02
  1.54750623e+02 -1.42477368e+02  4.73801015e-01  1.55235849e+02
 -1.42987790e+02 -5.17742814e-03  1.54745532e+02 -1.42463159e+02
  4.88864694e-01  1.55235998e+02 -1.42975094e+02 -2.97871969e-02
  1.54744750e+02 -1.42466763e+02  4.67610376e-01  1.55222743e+02
 -1.42960943e+02 -2.32450013e-02  1.54737947e+02 -1.42494827e+02
  4.75845476e-01  1.55224100e+02 -1.42960935e+02 -1.54824220e-02
  1.54735361e+02 -1.42482470e+02  5.01300230e-01  1.55230021e+02
 -1.42959319e+02 -1.15331049e-02  1.54750698e+02 -1.42467291e+02
  4.84258812e-01  1.55237357e+02]
res:  5790 -0.0007872928854339989 0.014432837804633891 0.023607255344458983
[ 1.20968414e-10 -1.03153407e-05 -2.82836004e-01  1.61515302e+04
 -1.42988516e+02 -1.15381881e-02  1.54747075e+02 -1.42499346e+02
  4.91483667e-01  1.55237759e+02 -1.42997497e+02 -8.68103780e-03
  1.54748521e+02 -1.42505968e+02  4.73457275e-01  1.55253339e+02
 -1.43014475e+02 -1.65368931e-02  1.54764049e+02 -1.42483959e+02
  4.69129097e-01  1.55251335e+02 -1.42983128e+02  2.88896372e-03
  1.54744635e+02 -1.42495559e+02  4.79067469e-01  1.55259103e+02
 -1.42996906e+02 -1.67161677e-02  1.54759523e+02 -1.42501616e+02
  4.87432709e-01  1.55257827e+02 -1.43003918e+02  2.81034143e-03
  1.54758036e+02 -1.42509289e+02  4.88220018e-01  1.55241951e+02
 -1.42981996e+02 -1.24959116e-02  1.54758148e+02 -1.42499240e+02
  4.83766719e-01  1.55256481e+02 -1.42989673e+02 -7.22589809e-03
  1.54768552e+02 -1.42504503e+02  4.77070803e-01  1.55253794e+02
 -1.43015721e+02 -3.10814522e-03  1.54763447e+02 -1.42491102e+02
  4.94177379e-01  1.55253940e+02 -1.43003666e+02 -2.43588942e-02
  1.54762681e+02 -1.42495291e+02  4.71061462e-01  1.55240691e+02
 -1.42989173e+02 -1.78170644e-02  1.54755897e+02 -1.42522508e+02
  4.80839707e-01  1.55242034e+02 -1.42989334e+02 -1.01485227e-02
  1.54753265e+02 -1.42510985e+02  5.06627999e-01  1.55247952e+02
 -1.42986869e+02 -6.01482878e-03  1.54768616e+02 -1.42495550e+02
  4.89608714e-01  1.55256405e+02]
Niter:  4 row:  255 ngroup:  26 nlines:  6201 gd:  5767
[ 1.20968414e-10 -1.03153407e-05 -2.82836004e-01  1.61515302e+04
 -1.42988516e+02 -1.15381881e-02  1.54747075e+02 -1.42499346e+02
  4.91483667e-01  1.55237759e+02 -1.42997497e+02 -8.68103780e-03
  1.54748521e+02 -1.42505968e+02  4.73457275e-01  1.55253339e+02
 -1.43014475e+02 -1.65368931e-02  1.54764049e+02 -1.42483959e+02
  4.69129097e-01  1.55251335e+02 -1.42983128e+02  2.88896372e-03
  1.54744635e+02 -1.42495559e+02  4.79067469e-01  1.55259103e+02
 -1.42996906e+02 -1.67161677e-02  1.54759523e+02 -1.42501616e+02
  4.87432709e-01  1.55257827e+02 -1.43003918e+02  2.81034143e-03
  1.54758036e+02 -1.42509289e+02  4.88220018e-01  1.55241951e+02
 -1.42981996e+02 -1.24959116e-02  1.54758148e+02 -1.42499240e+02
  4.83766719e-01  1.55256481e+02 -1.42989673e+02 -7.22589809e-03
  1.54768552e+02 -1.42504503e+02  4.77070803e-01  1.55253794e+02
 -1.43015721e+02 -3.10814522e-03  1.54763447e+02 -1.42491102e+02
  4.94177379e-01  1.55253940e+02 -1.43003666e+02 -2.43588942e-02
  1.54762681e+02 -1.42495291e+02  4.71061462e-01  1.55240691e+02
 -1.42989173e+02 -1.78170644e-02  1.54755897e+02 -1.42522508e+02
  4.80839707e-01  1.55242034e+02 -1.42989334e+02 -1.01485227e-02
  1.54753265e+02 -1.42510985e+02  5.06627999e-01  1.55247952e+02
 -1.42986869e+02 -6.01482878e-03  1.54768616e+02 -1.42495550e+02
  4.89608714e-01  1.55256405e+02]
res:  5767 -0.000757878071453888 0.014405975114641478 0.023279494608753348
[ 1.20968426e-10 -1.03153418e-05 -2.82835976e-01  1.61515286e+04
 -1.42995379e+02 -1.73806577e-02  1.54745144e+02 -1.42506304e+02
  4.85624094e-01  1.55235922e+02 -1.43004408e+02 -1.45372646e-02
  1.54744647e+02 -1.42518571e+02  4.67594461e-01  1.55249461e+02
 -1.43016606e+02 -2.25761973e-02  1.54762166e+02 -1.42490865e+02
  4.63280190e-01  1.55247501e+02 -1.42990088e+02 -6.47411475e-03
  1.54740785e+02 -1.42502395e+02  4.73202073e-01  1.55253129e+02
 -1.43003740e+02 -2.94884162e-02  1.54755630e+02 -1.42508483e+02
  4.76235643e-01  1.55251789e+02 -1.43010808e+02 -3.03836926e-03
  1.54754131e+02 -1.42516227e+02  4.82378870e-01  1.55238063e+02
 -1.42988900e+02 -1.50261633e-02  1.54754294e+02 -1.42501192e+02
  4.74155843e-01  1.55252617e+02 -1.42996621e+02 -9.50838739e-03
  1.54764669e+02 -1.42511370e+02  4.69571198e-01  1.55249904e+02
 -1.43022701e+02 -1.23383058e-02  1.54759579e+02 -1.42503275e+02
  4.84786234e-01  1.55248046e+02 -1.43010576e+02 -3.02001241e-02
  1.54758825e+02 -1.42502182e+02  4.63554881e-01  1.55234734e+02
 -1.42996119e+02 -2.36662775e-02  1.54752000e+02 -1.42529388e+02
  4.78272789e-01  1.55238149e+02 -1.43001659e+02 -1.60008933e-02
  1.54749420e+02 -1.42517972e+02  5.04010778e-01  1.55244071e+02
 -1.42993802e+02 -1.18567614e-02  1.54764732e+02 -1.42502476e+02
  4.86970741e-01  1.55251441e+02]
Niter:  5 row:  255 ngroup:  26 nlines:  6201 gd:  5762
[ 1.20968426e-10 -1.03153418e-05 -2.82835976e-01  1.61515286e+04
 -1.42995379e+02 -1.73806577e-02  1.54745144e+02 -1.42506304e+02
  4.85624094e-01  1.55235922e+02 -1.43004408e+02 -1.45372646e-02
  1.54744647e+02 -1.42518571e+02  4.67594461e-01  1.55249461e+02
 -1.43016606e+02 -2.25761973e-02  1.54762166e+02 -1.42490865e+02
  4.63280190e-01  1.55247501e+02 -1.42990088e+02 -6.47411475e-03
  1.54740785e+02 -1.42502395e+02  4.73202073e-01  1.55253129e+02
 -1.43003740e+02 -2.94884162e-02  1.54755630e+02 -1.42508483e+02
  4.76235643e-01  1.55251789e+02 -1.43010808e+02 -3.03836926e-03
  1.54754131e+02 -1.42516227e+02  4.82378870e-01  1.55238063e+02
 -1.42988900e+02 -1.50261633e-02  1.54754294e+02 -1.42501192e+02
  4.74155843e-01  1.55252617e+02 -1.42996621e+02 -9.50838739e-03
  1.54764669e+02 -1.42511370e+02  4.69571198e-01  1.55249904e+02
 -1.43022701e+02 -1.23383058e-02  1.54759579e+02 -1.42503275e+02
  4.84786234e-01  1.55248046e+02 -1.43010576e+02 -3.02001241e-02
  1.54758825e+02 -1.42502182e+02  4.63554881e-01  1.55234734e+02
 -1.42996119e+02 -2.36662775e-02  1.54752000e+02 -1.42529388e+02
  4.78272789e-01  1.55238149e+02 -1.43001659e+02 -1.60008933e-02
  1.54749420e+02 -1.42517972e+02  5.04010778e-01  1.55244071e+02
 -1.42993802e+02 -1.18567614e-02  1.54764732e+02 -1.42502476e+02
  4.86970741e-01  1.55251441e+02]
res:  5762 -0.0007577846208732808 0.014383352614459 0.023195556568406026
[ 1.20967273e-10 -1.03157490e-05 -2.82834580e-01  1.61515302e+04
 -1.43008869e+02 -1.18841572e-02  1.54753098e+02 -1.42520043e+02
  4.91045463e-01  1.55245884e+02 -1.43017530e+02 -9.04884723e-03
  1.54752608e+02 -1.42531905e+02  4.72789579e-01  1.55257428e+02
 -1.43029217e+02 -2.03478967e-02  1.54770100e+02 -1.42504152e+02
  4.68661173e-01  1.55255418e+02 -1.43002917e+02 -1.20574143e-03
  1.54748713e+02 -1.42515908e+02  4.78493690e-01  1.55261082e+02
 -1.43016809e+02 -2.40374254e-02  1.54763606e+02 -1.42521761e+02
  4.81531179e-01  1.55259773e+02 -1.43023973e+02  2.36510710e-03
  1.54762120e+02 -1.42529328e+02  4.87860472e-01  1.55246033e+02
 -1.43001936e+02 -9.50112434e-03  1.54762232e+02 -1.42514750e+02
  4.79646977e-01  1.55260568e+02 -1.43009892e+02 -3.85691426e-03
  1.54772634e+02 -1.42523869e+02  4.74834624e-01  1.55257877e+02
 -1.43035736e+02 -6.78618412e-03  1.54765608e+02 -1.42516396e+02
  4.90116935e-01  1.55255950e+02 -1.43024025e+02 -2.47697975e-02
  1.54766767e+02 -1.42515629e+02  4.68914516e-01  1.55242702e+02
 -1.43009349e+02 -1.82173107e-02  1.54759985e+02 -1.42542220e+02
  4.83572952e-01  1.55246118e+02 -1.43015225e+02 -1.06062104e-02
  1.54757345e+02 -1.42531395e+02  5.09426131e-01  1.55252027e+02
 -1.43006574e+02 -3.30397562e-03  1.54772703e+02 -1.42515729e+02
  4.95634557e-01  1.55259426e+02]
Niter:  6 row:  255 ngroup:  26 nlines:  6201 gd:  5761
[ 1.20967273e-10 -1.03157490e-05 -2.82834580e-01  1.61515302e+04
 -1.43008869e+02 -1.18841572e-02  1.54753098e+02 -1.42520043e+02
  4.91045463e-01  1.55245884e+02 -1.43017530e+02 -9.04884723e-03
  1.54752608e+02 -1.42531905e+02  4.72789579e-01  1.55257428e+02
 -1.43029217e+02 -2.03478967e-02  1.54770100e+02 -1.42504152e+02
  4.68661173e-01  1.55255418e+02 -1.43002917e+02 -1.20574143e-03
  1.54748713e+02 -1.42515908e+02  4.78493690e-01  1.55261082e+02
 -1.43016809e+02 -2.40374254e-02  1.54763606e+02 -1.42521761e+02
  4.81531179e-01  1.55259773e+02 -1.43023973e+02  2.36510710e-03
  1.54762120e+02 -1.42529328e+02  4.87860472e-01  1.55246033e+02
 -1.43001936e+02 -9.50112434e-03  1.54762232e+02 -1.42514750e+02
  4.79646977e-01  1.55260568e+02 -1.43009892e+02 -3.85691426e-03
  1.54772634e+02 -1.42523869e+02  4.74834624e-01  1.55257877e+02
 -1.43035736e+02 -6.78618412e-03  1.54765608e+02 -1.42516396e+02
  4.90116935e-01  1.55255950e+02 -1.43024025e+02 -2.47697975e-02
  1.54766767e+02 -1.42515629e+02  4.68914516e-01  1.55242702e+02
 -1.43009349e+02 -1.82173107e-02  1.54759985e+02 -1.42542220e+02
  4.83572952e-01  1.55246118e+02 -1.43015225e+02 -1.06062104e-02
  1.54757345e+02 -1.42531395e+02  5.09426131e-01  1.55252027e+02
 -1.43006574e+02 -3.30397562e-03  1.54772703e+02 -1.42515729e+02
  4.95634557e-01  1.55259426e+02]
res:  5761 -0.0007714264029345941 0.014386907179869013 0.02317669568520724
[ 1.20970700e-10 -1.03157490e-05 -2.82834580e-01  1.61515302e+04
 -1.43008869e+02 -1.18841572e-02  1.54753098e+02 -1.42520043e+02
  4.91045463e-01  1.55245884e+02 -1.43017530e+02 -9.04884723e-03
  1.54752608e+02 -1.42531905e+02  4.72789579e-01  1.55257428e+02
 -1.43029217e+02 -2.03478967e-02  1.54770100e+02 -1.42504152e+02
  4.68661173e-01  1.55255418e+02 -1.43002917e+02 -1.20574143e-03
  1.54748713e+02 -1.42515908e+02  4.78493690e-01  1.55261082e+02
 -1.43016809e+02 -2.40374254e-02  1.54763606e+02 -1.42521761e+02
  4.81531179e-01  1.55259773e+02 -1.43023973e+02  2.36510710e-03
  1.54762120e+02 -1.42529328e+02  4.87860472e-01  1.55246033e+02
 -1.43001936e+02 -9.50112434e-03  1.54762232e+02 -1.42514750e+02
  4.79646977e-01  1.55260568e+02 -1.43009892e+02 -3.85691426e-03
  1.54772634e+02 -1.42523869e+02  4.74834624e-01  1.55257877e+02
 -1.43035736e+02 -6.78618412e-03  1.54765608e+02 -1.42516396e+02
  4.90116935e-01  1.55255950e+02 -1.43024025e+02 -2.47697975e-02
  1.54766767e+02 -1.42515629e+02  4.68914516e-01  1.55242702e+02
 -1.43009349e+02 -1.82173107e-02  1.54759985e+02 -1.42542220e+02
  4.83572952e-01  1.55246118e+02 -1.43015225e+02 -1.06062104e-02
  1.54757345e+02 -1.42531395e+02  5.09426131e-01  1.55252027e+02
 -1.43006574e+02 -3.30397562e-03  1.54772703e+02 -1.42515729e+02
  4.95634557e-01  1.55259426e+02]
Saving figure to  wave_resid_43670005_fiber255.png
Final values:
res:  -0.0007714264029345941 0.02317669568520724
pars:  [ 1.20970700e-10 -1.03157490e-05 -2.82834580e-01  1.61515302e+04
 -1.43008869e+02 -1.18841572e-02  1.54753098e+02 -1.42520043e+02
  4.91045463e-01  1.55245884e+02 -1.43017530e+02 -9.04884723e-03
  1.54752608e+02 -1.42531905e+02  4.72789579e-01  1.55257428e+02
 -1.43029217e+02 -2.03478967e-02  1.54770100e+02 -1.42504152e+02
  4.68661173e-01  1.55255418e+02 -1.43002917e+02 -1.20574143e-03
  1.54748713e+02 -1.42515908e+02  4.78493690e-01  1.55261082e+02
 -1.43016809e+02 -2.40374254e-02  1.54763606e+02 -1.42521761e+02
  4.81531179e-01  1.55259773e+02 -1.43023973e+02  2.36510710e-03
  1.54762120e+02 -1.42529328e+02  4.87860472e-01  1.55246033e+02
 -1.43001936e+02 -9.50112434e-03  1.54762232e+02 -1.42514750e+02
  4.79646977e-01  1.55260568e+02 -1.43009892e+02 -3.85691426e-03
  1.54772634e+02 -1.42523869e+02  4.74834624e-01  1.55257877e+02
 -1.43035736e+02 -6.78618412e-03  1.54765608e+02 -1.42516396e+02
  4.90116935e-01  1.55255950e+02 -1.43024025e+02 -2.47697975e-02
  1.54766767e+02 -1.42515629e+02  4.68914516e-01  1.55242702e+02
 -1.43009349e+02 -1.82173107e-02  1.54759985e+02 -1.42542220e+02
  4.83572952e-01  1.55246118e+02 -1.43015225e+02 -1.06062104e-02
  1.54757345e+02 -1.42531395e+02  5.09426131e-01  1.55252027e+02
 -1.43006574e+02 -3.30397562e-03  1.54772703e+02 -1.42515729e+02
  4.95634557e-01  1.55259426e+02]
255 [ 1.20970700e-10 -1.03157490e-05 -2.82834580e-01  1.61515302e+04
 -1.43008869e+02 -1.18841572e-02  1.54753098e+02 -1.42520043e+02
  4.91045463e-01  1.55245884e+02 -1.43017530e+02 -9.04884723e-03
  1.54752608e+02 -1.42531905e+02  4.72789579e-01  1.55257428e+02
 -1.43029217e+02 -2.03478967e-02  1.54770100e+02 -1.42504152e+02
  4.68661173e-01  1.55255418e+02 -1.43002917e+02 -1.20574143e-03
  1.54748713e+02 -1.42515908e+02  4.78493690e-01  1.55261082e+02
 -1.43016809e+02 -2.40374254e-02  1.54763606e+02 -1.42521761e+02
  4.81531179e-01  1.55259773e+02 -1.43023973e+02  2.36510710e-03
  1.54762120e+02 -1.42529328e+02  4.87860472e-01  1.55246033e+02
 -1.43001936e+02 -9.50112434e-03  1.54762232e+02 -1.42514750e+02
  4.79646977e-01  1.55260568e+02 -1.43009892e+02 -3.85691426e-03
  1.54772634e+02 -1.42523869e+02  4.74834624e-01  1.55257877e+02
 -1.43035736e+02 -6.78618412e-03  1.54765608e+02 -1.42516396e+02
  4.90116935e-01  1.55255950e+02 -1.43024025e+02 -2.47697975e-02
  1.54766767e+02 -1.42515629e+02  4.68914516e-01  1.55242702e+02
 -1.43009349e+02 -1.82173107e-02  1.54759985e+02 -1.42542220e+02
  4.83572952e-01  1.55246118e+02 -1.43015225e+02 -1.06062104e-02
  1.54757345e+02 -1.42531395e+02  5.09426131e-01  1.55252027e+02
 -1.43006574e+02 -3.30397562e-03  1.54772703e+02 -1.42515729e+02
  4.95634557e-01  1.55259426e+02]
--- Row 257/300 row=256 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  256
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=256 ---
Niter:  0 row:  256 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 0.0011676107460516505 0.014553371413057903 0.037061770159216106
[ 1.21160714e-10 -1.03169048e-05 -2.82835511e-01  1.61515324e+04
 -1.43021417e+02  8.65576532e-14  1.54733798e+02]
Niter:  1 row:  256 ngroup:  1 nlines:  235 gd:  215
[ 1.21160714e-10 -1.03169048e-05 -2.82835511e-01  1.61515324e+04
 -1.43021417e+02  8.65576532e-14  1.54733798e+02]
res:  215 -0.0018122385408787522 0.014673355799459387 0.024063170568072906
[ 1.20745156e-10 -1.03156437e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
Niter:  2 row:  256 ngroup:  1 nlines:  235 gd:  216
[ 1.20745156e-10 -1.03156437e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
res:  216 -0.0017032760697475169 0.014634688013757113 0.024478924828145274
[ 1.20692552e-10 -1.03156437e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
Niter:  3 row:  256 ngroup:  1 nlines:  235 gd:  216
[ 1.20692552e-10 -1.03156437e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
res:  216 -0.0016574628698435845 0.01462629145316896 0.024477375573175024
[ 1.20714941e-10 -1.03157085e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
Niter:  4 row:  256 ngroup:  1 nlines:  235 gd:  216
[ 1.20714941e-10 -1.03157085e-05 -2.82829770e-01  1.61515364e+04
 -1.43018193e+02  1.39976513e-12  1.54788790e+02]
res:  216 -0.0017425821661163354 0.014792292980928323 0.024474178659513384
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
Niter:  5 row:  256 ngroup:  1 nlines:  235 gd:  216
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
res:  216 -0.0017425821661163354 0.014792292980928323 0.024474178659513384
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
Niter:  6 row:  256 ngroup:  1 nlines:  235 gd:  216
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
res:  216 -0.0017425821661163354 0.014792292980928323 0.024474178659513384
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
Final values:
res:  -0.0017425821661163354 0.024474178659513384
pars:  [ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
256 [ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02]
elapsed: 2.9 sec.
Niter:  0 row:  256 ngroup:  26 nlines:  6244 gd:  6244
[ 1.20670015e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02 -1.43019684e+02  1.54238822e-09
  1.54786119e+02 -1.43019684e+02  1.54238822e-09  1.54786119e+02
 -1.43019684e+02  1.54238822e-09  1.54786119e+02 -1.43019684e+02
  1.54238822e-09  1.54786119e+02]
res:  6244 0.0004943607600580435 0.014751951433936483 0.03681374990531916
[ 1.20670027e-10 -1.03158430e-05 -2.82829641e-01  1.61515381e+04
 -1.43008105e+02  2.11479123e-02  1.54788642e+02 -1.42476920e+02
  5.38231410e-01  1.55281174e+02 -1.42992311e+02  1.08021184e-02
  1.54782626e+02 -1.42502416e+02  5.45082245e-01  1.55287553e+02
 -1.42983899e+02  6.90264635e-03  1.54779067e+02 -1.42485517e+02
  5.21065762e-01  1.55277055e+02 -1.42970788e+02  4.01289803e-02
  1.54785573e+02 -1.42514375e+02  5.04232602e-01  1.55288334e+02
 -1.43000091e+02  5.16936689e-02  1.54792016e+02 -1.42523053e+02
  5.19557057e-01  1.55293001e+02 -1.43010988e+02  3.73455315e-03
  1.54793708e+02 -1.42522098e+02  5.29738367e-01  1.55286018e+02
 -1.42991497e+02  5.05088630e-02  1.54792695e+02 -1.42512129e+02
  4.99235052e-01  1.55291251e+02 -1.43001565e+02  4.12573345e-02
  1.54789087e+02 -1.42510773e+02  5.45537988e-01  1.55290834e+02
 -1.42983932e+02  1.56575522e-02  1.54788936e+02 -1.42535744e+02
  5.09070521e-01  1.55292456e+02 -1.43010107e+02  6.68166465e-04
  1.54783288e+02 -1.42516826e+02  5.06862259e-01  1.55285021e+02
 -1.43022503e+02  8.15682265e-03  1.54795430e+02 -1.42484978e+02
  5.30326429e-01  1.55289537e+02 -1.43023235e+02  3.91993349e-02
  1.54785684e+02 -1.42522624e+02  4.91563445e-01  1.55281842e+02
 -1.43010949e+02  3.52157237e-02  1.54786581e+02 -1.42501606e+02
  4.98904426e-01  1.55284409e+02]
Niter:  1 row:  256 ngroup:  26 nlines:  6244 gd:  5725
[ 1.20670027e-10 -1.03158430e-05 -2.82829641e-01  1.61515381e+04
 -1.43008105e+02  2.11479123e-02  1.54788642e+02 -1.42476920e+02
  5.38231410e-01  1.55281174e+02 -1.42992311e+02  1.08021184e-02
  1.54782626e+02 -1.42502416e+02  5.45082245e-01  1.55287553e+02
 -1.42983899e+02  6.90264635e-03  1.54779067e+02 -1.42485517e+02
  5.21065762e-01  1.55277055e+02 -1.42970788e+02  4.01289803e-02
  1.54785573e+02 -1.42514375e+02  5.04232602e-01  1.55288334e+02
 -1.43000091e+02  5.16936689e-02  1.54792016e+02 -1.42523053e+02
  5.19557057e-01  1.55293001e+02 -1.43010988e+02  3.73455315e-03
  1.54793708e+02 -1.42522098e+02  5.29738367e-01  1.55286018e+02
 -1.42991497e+02  5.05088630e-02  1.54792695e+02 -1.42512129e+02
  4.99235052e-01  1.55291251e+02 -1.43001565e+02  4.12573345e-02
  1.54789087e+02 -1.42510773e+02  5.45537988e-01  1.55290834e+02
 -1.42983932e+02  1.56575522e-02  1.54788936e+02 -1.42535744e+02
  5.09070521e-01  1.55292456e+02 -1.43010107e+02  6.68166465e-04
  1.54783288e+02 -1.42516826e+02  5.06862259e-01  1.55285021e+02
 -1.43022503e+02  8.15682265e-03  1.54795430e+02 -1.42484978e+02
  5.30326429e-01  1.55289537e+02 -1.43023235e+02  3.91993349e-02
  1.54785684e+02 -1.42522624e+02  4.91563445e-01  1.55281842e+02
 -1.43010949e+02  3.52157237e-02  1.54786581e+02 -1.42501606e+02
  4.98904426e-01  1.55284409e+02]
res:  5725 -0.000538981242243608 0.014892478525325714 0.024125168593784507
[ 1.20670039e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43014369e+02  2.36993228e-06  1.54783887e+02 -1.42481770e+02
  5.22157917e-01  1.55275099e+02 -1.42998919e+02  4.83242480e-03
  1.54774490e+02 -1.42526280e+02  5.29778392e-01  1.55280640e+02
 -1.42984000e+02  8.09618800e-03  1.54777524e+02 -1.42496089e+02
  5.05715362e-01  1.55277393e+02 -1.42985255e+02  3.06072231e-03
  1.54776318e+02 -1.42515199e+02  4.82371944e-01  1.55286395e+02
 -1.43013569e+02  3.50622570e-02  1.54782581e+02 -1.42524578e+02
  5.13061655e-01  1.55288344e+02 -1.43030119e+02  1.37710586e-02
  1.54783465e+02 -1.42522556e+02  4.99615423e-01  1.55278720e+02
 -1.43011309e+02  2.62431537e-02  1.54785405e+02 -1.42525123e+02
  4.95253352e-01  1.55281694e+02 -1.43021183e+02  2.95358652e-02
  1.54776024e+02 -1.42503006e+02  5.29102040e-01  1.55280560e+02
 -1.42996458e+02  1.23971359e-02  1.54786222e+02 -1.42532877e+02
  4.94453103e-01  1.55290521e+02 -1.43015773e+02 -1.04524342e-02
  1.54779463e+02 -1.42524406e+02  4.93925182e-01  1.55276598e+02
 -1.43029425e+02  7.66395844e-03  1.54791034e+02 -1.42503311e+02
  4.96841494e-01  1.55284680e+02 -1.43055582e+02  2.21238371e-03
  1.54782952e+02 -1.42524792e+02  4.66218443e-01  1.55277671e+02
 -1.43017910e+02  1.92334036e-02  1.54780333e+02 -1.42502429e+02
  5.04168501e-01  1.55282029e+02]
Niter:  2 row:  256 ngroup:  26 nlines:  6244 gd:  5726
[ 1.20670039e-10 -1.03158419e-05 -2.82829613e-01  1.61515365e+04
 -1.43014369e+02  2.36993228e-06  1.54783887e+02 -1.42481770e+02
  5.22157917e-01  1.55275099e+02 -1.42998919e+02  4.83242480e-03
  1.54774490e+02 -1.42526280e+02  5.29778392e-01  1.55280640e+02
 -1.42984000e+02  8.09618800e-03  1.54777524e+02 -1.42496089e+02
  5.05715362e-01  1.55277393e+02 -1.42985255e+02  3.06072231e-03
  1.54776318e+02 -1.42515199e+02  4.82371944e-01  1.55286395e+02
 -1.43013569e+02  3.50622570e-02  1.54782581e+02 -1.42524578e+02
  5.13061655e-01  1.55288344e+02 -1.43030119e+02  1.37710586e-02
  1.54783465e+02 -1.42522556e+02  4.99615423e-01  1.55278720e+02
 -1.43011309e+02  2.62431537e-02  1.54785405e+02 -1.42525123e+02
  4.95253352e-01  1.55281694e+02 -1.43021183e+02  2.95358652e-02
  1.54776024e+02 -1.42503006e+02  5.29102040e-01  1.55280560e+02
 -1.42996458e+02  1.23971359e-02  1.54786222e+02 -1.42532877e+02
  4.94453103e-01  1.55290521e+02 -1.43015773e+02 -1.04524342e-02
  1.54779463e+02 -1.42524406e+02  4.93925182e-01  1.55276598e+02
 -1.43029425e+02  7.66395844e-03  1.54791034e+02 -1.42503311e+02
  4.96841494e-01  1.55284680e+02 -1.43055582e+02  2.21238371e-03
  1.54782952e+02 -1.42524792e+02  4.66218443e-01  1.55277671e+02
 -1.43017910e+02  1.92334036e-02  1.54780333e+02 -1.42502429e+02
  5.04168501e-01  1.55282029e+02]
res:  5726 -0.0005939870261499891 0.014925528292224044 0.024098593500329748
[ 1.20670051e-10 -1.03158409e-05 -2.82829585e-01  1.61515348e+04
 -1.43021337e+02 -5.70409822e-03  1.54779158e+02 -1.42484092e+02
  5.12790691e-01  1.55270362e+02 -1.43000390e+02 -8.68760509e-04
  1.54769761e+02 -1.42533253e+02  5.24071778e-01  1.55275906e+02
 -1.42990972e+02  2.39056416e-03  1.54772795e+02 -1.42503063e+02
  4.89753814e-01  1.55272662e+02 -1.42992216e+02 -2.64279877e-03
  1.54771591e+02 -1.42522184e+02  4.73116675e-01  1.55281664e+02
 -1.43020525e+02  2.17573359e-02  1.54777849e+02 -1.42531543e+02
  5.10736242e-01  1.55285719e+02 -1.43037071e+02  1.80360596e-02
  1.54778736e+02 -1.42524258e+02  4.87081222e-01  1.55273975e+02
 -1.43018317e+02  2.05410800e-02  1.54780674e+02 -1.42532066e+02
  4.89557014e-01  1.55276963e+02 -1.43028157e+02  2.38254696e-02
  1.54771299e+02 -1.42509974e+02  5.16343833e-01  1.55275828e+02
 -1.43003397e+02  9.97414690e-03  1.54781483e+02 -1.42530247e+02
  4.81576345e-01  1.55285785e+02 -1.43022737e+02 -1.61734591e-02
  1.54774734e+02 -1.42531360e+02  4.84573228e-01  1.55271859e+02
 -1.43036388e+02  1.93224935e-03  1.54786303e+02 -1.42510270e+02
  4.83692270e-01  1.55281936e+02 -1.43062528e+02 -9.74919353e-03
  1.54778218e+02 -1.42531777e+02  4.57305952e-01  1.55272937e+02
 -1.43024871e+02  1.35282139e-02  1.54775597e+02 -1.42509372e+02
  4.98480863e-01  1.55277297e+02]
Niter:  3 row:  256 ngroup:  26 nlines:  6244 gd:  5727
[ 1.20670051e-10 -1.03158409e-05 -2.82829585e-01  1.61515348e+04
 -1.43021337e+02 -5.70409822e-03  1.54779158e+02 -1.42484092e+02
  5.12790691e-01  1.55270362e+02 -1.43000390e+02 -8.68760509e-04
  1.54769761e+02 -1.42533253e+02  5.24071778e-01  1.55275906e+02
 -1.42990972e+02  2.39056416e-03  1.54772795e+02 -1.42503063e+02
  4.89753814e-01  1.55272662e+02 -1.42992216e+02 -2.64279877e-03
  1.54771591e+02 -1.42522184e+02  4.73116675e-01  1.55281664e+02
 -1.43020525e+02  2.17573359e-02  1.54777849e+02 -1.42531543e+02
  5.10736242e-01  1.55285719e+02 -1.43037071e+02  1.80360596e-02
  1.54778736e+02 -1.42524258e+02  4.87081222e-01  1.55273975e+02
 -1.43018317e+02  2.05410800e-02  1.54780674e+02 -1.42532066e+02
  4.89557014e-01  1.55276963e+02 -1.43028157e+02  2.38254696e-02
  1.54771299e+02 -1.42509974e+02  5.16343833e-01  1.55275828e+02
 -1.43003397e+02  9.97414690e-03  1.54781483e+02 -1.42530247e+02
  4.81576345e-01  1.55285785e+02 -1.43022737e+02 -1.61734591e-02
  1.54774734e+02 -1.42531360e+02  4.84573228e-01  1.55271859e+02
 -1.43036388e+02  1.93224935e-03  1.54786303e+02 -1.42510270e+02
  4.83692270e-01  1.55281936e+02 -1.43062528e+02 -9.74919353e-03
  1.54778218e+02 -1.42531777e+02  4.57305952e-01  1.55272937e+02
 -1.43024871e+02  1.35282139e-02  1.54775597e+02 -1.42509372e+02
  4.98480863e-01  1.55277297e+02]
res:  5727 -0.000825993284706783 0.01490026890860463 0.024100465104448042
[ 1.20724112e-10 -1.03158409e-05 -2.82829585e-01  1.61515348e+04
 -1.43021337e+02 -5.70409822e-03  1.54779158e+02 -1.42484092e+02
  5.12790691e-01  1.55270362e+02 -1.43000390e+02 -8.68760509e-04
  1.54769761e+02 -1.42533253e+02  5.24071778e-01  1.55275906e+02
 -1.42990972e+02  2.39056416e-03  1.54772795e+02 -1.42503063e+02
  4.89753814e-01  1.55272662e+02 -1.42992216e+02 -2.64279877e-03
  1.54771591e+02 -1.42522184e+02  4.73116675e-01  1.55281664e+02
 -1.43020525e+02  2.17573359e-02  1.54777849e+02 -1.42531543e+02
  5.10736242e-01  1.55285719e+02 -1.43037071e+02  1.80360596e-02
  1.54778736e+02 -1.42524258e+02  4.87081222e-01  1.55273975e+02
 -1.43018317e+02  2.05410800e-02  1.54780674e+02 -1.42532066e+02
  4.89557014e-01  1.55276963e+02 -1.43028157e+02  2.38254696e-02
  1.54771299e+02 -1.42509974e+02  5.16343833e-01  1.55275828e+02
 -1.43003397e+02  9.97414690e-03  1.54781483e+02 -1.42530247e+02
  4.81576345e-01  1.55285785e+02 -1.43022737e+02 -1.61734591e-02
  1.54774734e+02 -1.42531360e+02  4.84573228e-01  1.55271859e+02
 -1.43036388e+02  1.93224935e-03  1.54786303e+02 -1.42510270e+02
  4.83692270e-01  1.55281936e+02 -1.43062528e+02 -9.74919353e-03
  1.54778218e+02 -1.42531777e+02  4.57305952e-01  1.55272937e+02
 -1.43024871e+02  1.35282139e-02  1.54775597e+02 -1.42509372e+02
  4.98480863e-01  1.55277297e+02]
Niter:  4 row:  256 ngroup:  26 nlines:  6244 gd:  5720
[ 1.20724112e-10 -1.03158409e-05 -2.82829585e-01  1.61515348e+04
 -1.43021337e+02 -5.70409822e-03  1.54779158e+02 -1.42484092e+02
  5.12790691e-01  1.55270362e+02 -1.43000390e+02 -8.68760509e-04
  1.54769761e+02 -1.42533253e+02  5.24071778e-01  1.55275906e+02
 -1.42990972e+02  2.39056416e-03  1.54772795e+02 -1.42503063e+02
  4.89753814e-01  1.55272662e+02 -1.42992216e+02 -2.64279877e-03
  1.54771591e+02 -1.42522184e+02  4.73116675e-01  1.55281664e+02
 -1.43020525e+02  2.17573359e-02  1.54777849e+02 -1.42531543e+02
  5.10736242e-01  1.55285719e+02 -1.43037071e+02  1.80360596e-02
  1.54778736e+02 -1.42524258e+02  4.87081222e-01  1.55273975e+02
 -1.43018317e+02  2.05410800e-02  1.54780674e+02 -1.42532066e+02
  4.89557014e-01  1.55276963e+02 -1.43028157e+02  2.38254696e-02
  1.54771299e+02 -1.42509974e+02  5.16343833e-01  1.55275828e+02
 -1.43003397e+02  9.97414690e-03  1.54781483e+02 -1.42530247e+02
  4.81576345e-01  1.55285785e+02 -1.43022737e+02 -1.61734591e-02
  1.54774734e+02 -1.42531360e+02  4.84573228e-01  1.55271859e+02
 -1.43036388e+02  1.93224935e-03  1.54786303e+02 -1.42510270e+02
  4.83692270e-01  1.55281936e+02 -1.43062528e+02 -9.74919353e-03
  1.54778218e+02 -1.42531777e+02  4.57305952e-01  1.55272937e+02
 -1.43024871e+02  1.35282139e-02  1.54775597e+02 -1.42509372e+02
  4.98480863e-01  1.55277297e+02]
res:  5720 -0.0005140144312463235 0.014815021398135286 0.023997849168164997
[ 1.20724124e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
Niter:  5 row:  256 ngroup:  26 nlines:  6244 gd:  5717
[ 1.20724124e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
res:  5717 -0.0007219212302516098 0.014770930932172632 0.023953470194373303
[ 1.20758162e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
Niter:  6 row:  256 ngroup:  26 nlines:  6244 gd:  5716
[ 1.20758162e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
res:  5716 -0.0007220158704512869 0.01477093992252776 0.023940156884349792
[ 1.20758147e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
Saving figure to  wave_resid_43670005_fiber256.png
Final values:
res:  -0.0007220158704512869 0.023940156884349792
pars:  [ 1.20758147e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
256 [ 1.20758147e-10 -1.03158399e-05 -2.82829556e-01  1.61515332e+04
 -1.43030643e+02 -1.14051136e-02  1.54776579e+02 -1.42493386e+02
  5.07048544e-01  1.55267725e+02 -1.43009772e+02 -6.57587521e-03
  1.54767189e+02 -1.42542555e+02  5.18360891e-01  1.55273286e+02
 -1.43000275e+02 -3.31185737e-03  1.54770216e+02 -1.42512381e+02
  4.84054568e-01  1.55270066e+02 -1.43001482e+02 -8.34910669e-03
  1.54769050e+02 -1.42531585e+02  4.67393394e-01  1.55279060e+02
 -1.43029749e+02  1.60526736e-02  1.54775249e+02 -1.42535935e+02
  5.08606859e-01  1.55280981e+02 -1.43046247e+02  1.23194219e-02
  1.54776154e+02 -1.42533442e+02  4.81374757e-01  1.55271273e+02
 -1.43027814e+02  1.48381702e-02  1.54778069e+02 -1.42541218e+02
  4.83868913e-01  1.55274359e+02 -1.43037482e+02  1.81285251e-02
  1.54768755e+02 -1.42519262e+02  5.10632931e-01  1.55270941e+02
 -1.43012556e+02  4.24476344e-03  1.54778826e+02 -1.42529010e+02
  4.75890964e-01  1.55283154e+02 -1.43027351e+02 -2.18923582e-02
  1.54772183e+02 -1.42540571e+02  4.75288714e-01  1.55269207e+02
 -1.43045654e+02 -3.80320933e-03  1.54783721e+02 -1.42519545e+02
  4.77993606e-01  1.55279286e+02 -1.43071709e+02 -1.54789535e-02
  1.54775602e+02 -1.42541156e+02  4.51589408e-01  1.55270317e+02
 -1.43034127e+02  7.83920264e-03  1.54772965e+02 -1.42518536e+02
  4.92795345e-01  1.55274705e+02]
--- Row 258/300 row=257 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  257
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=257 ---
Niter:  0 row:  257 ngroup:  1 nlines:  233 gd:  233
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  233 0.0005112412691232748 0.014828487073828 0.03474240072207272
[ 1.21107634e-10 -1.03153501e-05 -2.82835536e-01  1.61515246e+04
 -1.42977834e+02 -7.25220498e-14  1.54744498e+02]
Niter:  1 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.21107634e-10 -1.03153501e-05 -2.82835536e-01  1.61515246e+04
 -1.42977834e+02 -7.25220498e-14  1.54744498e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Niter:  2 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Niter:  3 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Niter:  4 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Niter:  5 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Niter:  6 row:  257 ngroup:  1 nlines:  233 gd:  216
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
res:  216 0.0009784370413399301 0.014429750131967012 0.020557442855003435
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
Final values:
res:  0.0009784370413399301 0.020557442855003435
pars:  [ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
257 [ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02]
elapsed: 2.9 sec.
Niter:  0 row:  257 ngroup:  26 nlines:  6192 gd:  6192
[ 1.20949988e-10 -1.03149923e-05 -2.82832473e-01  1.61515236e+04
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02 -1.42984691e+02  4.65579709e-11
  1.54755953e+02 -1.42984691e+02  4.65579709e-11  1.54755953e+02
 -1.42984691e+02  4.65579709e-11  1.54755953e+02 -1.42984691e+02
  4.65579709e-11  1.54755953e+02]
res:  6192 0.0006782148293495993 0.014420373284337984 0.03347088611649311
[ 1.20949976e-10 -1.03149933e-05 -2.82832445e-01  1.61515220e+04
 -1.43003098e+02 -8.72241852e-03  1.54756703e+02 -1.42508859e+02
  4.97469734e-01  1.55246164e+02 -1.42997925e+02 -5.85575227e-03
  1.54750991e+02 -1.42505961e+02  5.05472122e-01  1.55259169e+02
 -1.42979850e+02 -7.30693598e-03  1.54755670e+02 -1.42492353e+02
  4.87878315e-01  1.55255390e+02 -1.42973125e+02 -5.62233505e-03
  1.54760519e+02 -1.42491293e+02  4.96997700e-01  1.55245264e+02
 -1.42984131e+02  2.80831345e-02  1.54754121e+02 -1.42506278e+02
  4.75183579e-01  1.55262562e+02 -1.42982988e+02 -2.39740690e-02
  1.54758018e+02 -1.42469221e+02  5.08141683e-01  1.55243067e+02
 -1.43001550e+02 -3.25112977e-02  1.54748694e+02 -1.42488144e+02
  4.74212017e-01  1.55249586e+02 -1.42992584e+02 -2.30765236e-02
  1.54748082e+02 -1.42519575e+02  4.86241248e-01  1.55253250e+02
 -1.43024005e+02 -4.42435915e-02  1.54755937e+02 -1.42501704e+02
  4.84660255e-01  1.55257940e+02 -1.42999953e+02 -3.87303573e-02
  1.54751868e+02 -1.42464762e+02  4.75815865e-01  1.55236970e+02
 -1.43009764e+02 -4.22475240e-02  1.54764820e+02 -1.42482973e+02
  4.70341376e-01  1.55254466e+02 -1.43049687e+02 -1.39716660e-02
  1.54741225e+02 -1.42506174e+02  4.82511141e-01  1.55246167e+02
 -1.42995671e+02 -1.80911138e-02  1.54739514e+02 -1.42500574e+02
  4.78249526e-01  1.55241377e+02]
Niter:  1 row:  257 ngroup:  26 nlines:  6192 gd:  5767
[ 1.20949976e-10 -1.03149933e-05 -2.82832445e-01  1.61515220e+04
 -1.43003098e+02 -8.72241852e-03  1.54756703e+02 -1.42508859e+02
  4.97469734e-01  1.55246164e+02 -1.42997925e+02 -5.85575227e-03
  1.54750991e+02 -1.42505961e+02  5.05472122e-01  1.55259169e+02
 -1.42979850e+02 -7.30693598e-03  1.54755670e+02 -1.42492353e+02
  4.87878315e-01  1.55255390e+02 -1.42973125e+02 -5.62233505e-03
  1.54760519e+02 -1.42491293e+02  4.96997700e-01  1.55245264e+02
 -1.42984131e+02  2.80831345e-02  1.54754121e+02 -1.42506278e+02
  4.75183579e-01  1.55262562e+02 -1.42982988e+02 -2.39740690e-02
  1.54758018e+02 -1.42469221e+02  5.08141683e-01  1.55243067e+02
 -1.43001550e+02 -3.25112977e-02  1.54748694e+02 -1.42488144e+02
  4.74212017e-01  1.55249586e+02 -1.42992584e+02 -2.30765236e-02
  1.54748082e+02 -1.42519575e+02  4.86241248e-01  1.55253250e+02
 -1.43024005e+02 -4.42435915e-02  1.54755937e+02 -1.42501704e+02
  4.84660255e-01  1.55257940e+02 -1.42999953e+02 -3.87303573e-02
  1.54751868e+02 -1.42464762e+02  4.75815865e-01  1.55236970e+02
 -1.43009764e+02 -4.22475240e-02  1.54764820e+02 -1.42482973e+02
  4.70341376e-01  1.55254466e+02 -1.43049687e+02 -1.39716660e-02
  1.54741225e+02 -1.42506174e+02  4.82511141e-01  1.55246167e+02
 -1.42995671e+02 -1.80911138e-02  1.54739514e+02 -1.42500574e+02
  4.78249526e-01  1.55241377e+02]
res:  5767 -0.0006700890535284998 0.01438377453268913 0.022739918017990152
[ 1.20949988e-10 -1.03149943e-05 -2.82832473e-01  1.61515204e+04
 -1.42998239e+02 -1.14123822e-02  1.54746025e+02 -1.42515237e+02
  4.75940118e-01  1.55242063e+02 -1.42999075e+02 -2.41852371e-02
  1.54742118e+02 -1.42493627e+02  4.84664423e-01  1.55250909e+02
 -1.43000878e+02 -3.44048739e-02  1.54747973e+02 -1.42508436e+02
  4.68743087e-01  1.55252067e+02 -1.42985694e+02 -2.97049353e-02
  1.54750858e+02 -1.42491943e+02  4.69327352e-01  1.55242571e+02
 -1.43007013e+02 -1.53068354e-02  1.54749153e+02 -1.42512794e+02
  4.62214726e-01  1.55253099e+02 -1.42989461e+02 -5.27287663e-02
  1.54750825e+02 -1.42497534e+02  4.82555932e-01  1.55228327e+02
 -1.43000904e+02 -4.98701942e-02  1.54748020e+02 -1.42508107e+02
  4.55398023e-01  1.55239608e+02 -1.43002595e+02 -3.51600634e-02
  1.54737259e+02 -1.42528242e+02  4.65706196e-01  1.55252459e+02
 -1.43018926e+02 -4.17594788e-02  1.54745454e+02 -1.42505366e+02
  4.72396932e-01  1.55249850e+02 -1.43011572e+02 -4.51905703e-02
  1.54735349e+02 -1.42464877e+02  4.64933708e-01  1.55233351e+02
 -1.43021879e+02 -5.07944833e-02  1.54755413e+02 -1.42501939e+02
  4.60344114e-01  1.55243488e+02 -1.43044301e+02 -3.30115589e-02
  1.54733486e+02 -1.42512248e+02  4.64478218e-01  1.55243365e+02
 -1.43009146e+02 -2.64700335e-02  1.54733011e+02 -1.42500858e+02
  4.70971379e-01  1.55231142e+02]
Niter:  2 row:  257 ngroup:  26 nlines:  6192 gd:  5755
[ 1.20949988e-10 -1.03149943e-05 -2.82832473e-01  1.61515204e+04
 -1.42998239e+02 -1.14123822e-02  1.54746025e+02 -1.42515237e+02
  4.75940118e-01  1.55242063e+02 -1.42999075e+02 -2.41852371e-02
  1.54742118e+02 -1.42493627e+02  4.84664423e-01  1.55250909e+02
 -1.43000878e+02 -3.44048739e-02  1.54747973e+02 -1.42508436e+02
  4.68743087e-01  1.55252067e+02 -1.42985694e+02 -2.97049353e-02
  1.54750858e+02 -1.42491943e+02  4.69327352e-01  1.55242571e+02
 -1.43007013e+02 -1.53068354e-02  1.54749153e+02 -1.42512794e+02
  4.62214726e-01  1.55253099e+02 -1.42989461e+02 -5.27287663e-02
  1.54750825e+02 -1.42497534e+02  4.82555932e-01  1.55228327e+02
 -1.43000904e+02 -4.98701942e-02  1.54748020e+02 -1.42508107e+02
  4.55398023e-01  1.55239608e+02 -1.43002595e+02 -3.51600634e-02
  1.54737259e+02 -1.42528242e+02  4.65706196e-01  1.55252459e+02
 -1.43018926e+02 -4.17594788e-02  1.54745454e+02 -1.42505366e+02
  4.72396932e-01  1.55249850e+02 -1.43011572e+02 -4.51905703e-02
  1.54735349e+02 -1.42464877e+02  4.64933708e-01  1.55233351e+02
 -1.43021879e+02 -5.07944833e-02  1.54755413e+02 -1.42501939e+02
  4.60344114e-01  1.55243488e+02 -1.43044301e+02 -3.30115589e-02
  1.54733486e+02 -1.42512248e+02  4.64478218e-01  1.55243365e+02
 -1.43009146e+02 -2.64700335e-02  1.54733011e+02 -1.42500858e+02
  4.70971379e-01  1.55231142e+02]
res:  5755 -0.0007311043837034958 0.014321759708764148 0.022554617879287236
[ 1.20950000e-10 -1.03149954e-05 -2.82832501e-01  1.61515194e+04
 -1.43001995e+02 -1.47744313e-02  1.54742904e+02 -1.42513355e+02
  4.69599973e-01  1.55238943e+02 -1.43002831e+02 -3.12675263e-02
  1.54738998e+02 -1.42497388e+02  4.81299465e-01  1.55247790e+02
 -1.43004631e+02 -4.38525986e-02  1.54744854e+02 -1.42512178e+02
  4.65378523e-01  1.55251004e+02 -1.42989439e+02 -3.30711641e-02
  1.54747738e+02 -1.42495700e+02  4.65955144e-01  1.55239452e+02
 -1.43016192e+02 -2.20311508e-02  1.54748017e+02 -1.42516542e+02
  4.55628470e-01  1.55249979e+02 -1.42993207e+02 -5.60932182e-02
  1.54747706e+02 -1.42507140e+02  4.69073114e-01  1.55225209e+02
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  4.48382067e-01  1.55236489e+02 -1.43006347e+02 -3.85276082e-02
  1.54734141e+02 -1.42531991e+02  4.58622205e-01  1.55249340e+02
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  4.69032420e-01  1.55246732e+02 -1.43015322e+02 -4.85586286e-02
  1.54732229e+02 -1.42463812e+02  4.61567333e-01  1.55230232e+02
 -1.43020507e+02 -5.41511794e-02  1.54752295e+02 -1.42505692e+02
  4.59955417e-01  1.55240369e+02 -1.43043384e+02 -3.63725982e-02
  1.54730367e+02 -1.42516001e+02  4.57470588e-01  1.55240247e+02
 -1.43012891e+02 -2.98350523e-02  1.54731807e+02 -1.42504601e+02
  4.71009306e-01  1.55228022e+02]
Niter:  3 row:  257 ngroup:  26 nlines:  6192 gd:  5752
[ 1.20950000e-10 -1.03149954e-05 -2.82832501e-01  1.61515194e+04
 -1.43001995e+02 -1.47744313e-02  1.54742904e+02 -1.42513355e+02
  4.69599973e-01  1.55238943e+02 -1.43002831e+02 -3.12675263e-02
  1.54738998e+02 -1.42497388e+02  4.81299465e-01  1.55247790e+02
 -1.43004631e+02 -4.38525986e-02  1.54744854e+02 -1.42512178e+02
  4.65378523e-01  1.55251004e+02 -1.42989439e+02 -3.30711641e-02
  1.54747738e+02 -1.42495700e+02  4.65955144e-01  1.55239452e+02
 -1.43016192e+02 -2.20311508e-02  1.54748017e+02 -1.42516542e+02
  4.55628470e-01  1.55249979e+02 -1.42993207e+02 -5.60932182e-02
  1.54747706e+02 -1.42507140e+02  4.69073114e-01  1.55225209e+02
 -1.43004662e+02 -5.64653877e-02  1.54744903e+02 -1.42511861e+02
  4.48382067e-01  1.55236489e+02 -1.43006347e+02 -3.85276082e-02
  1.54734141e+02 -1.42531991e+02  4.58622205e-01  1.55249340e+02
 -1.43022679e+02 -4.12877007e-02  1.54744256e+02 -1.42509116e+02
  4.69032420e-01  1.55246732e+02 -1.43015322e+02 -4.85586286e-02
  1.54732229e+02 -1.42463812e+02  4.61567333e-01  1.55230232e+02
 -1.43020507e+02 -5.41511794e-02  1.54752295e+02 -1.42505692e+02
  4.59955417e-01  1.55240369e+02 -1.43043384e+02 -3.63725982e-02
  1.54730367e+02 -1.42516001e+02  4.57470588e-01  1.55240247e+02
 -1.43012891e+02 -2.98350523e-02  1.54731807e+02 -1.42504601e+02
  4.71009306e-01  1.55228022e+02]
res:  5752 -0.0005989482033328386 0.014497755938464252 0.022452542474774687
[ 1.21099906e-10 -1.03158083e-05 -2.82834248e-01  1.61515210e+04
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  4.74615125e-01  1.55224709e+02 -1.43002830e+02 -2.91092145e-02
  1.54724725e+02 -1.42497795e+02  4.86225387e-01  1.55233463e+02
 -1.43004427e+02 -3.89364597e-02  1.54730438e+02 -1.42511325e+02
  4.70284325e-01  1.55236609e+02 -1.42988782e+02 -2.81826447e-02
  1.54733495e+02 -1.42495745e+02  4.71032995e-01  1.55225037e+02
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 -1.43004770e+02 -5.18099878e-02  1.54730400e+02 -1.42511852e+02
  4.53223685e-01  1.55222136e+02 -1.43010909e+02 -3.35421107e-02
  1.54719736e+02 -1.42531508e+02  4.63743518e-01  1.55234987e+02
 -1.43022410e+02 -3.63796673e-02  1.54730089e+02 -1.42508693e+02
  4.73846169e-01  1.55232272e+02 -1.43014906e+02 -4.37027526e-02
  1.54718009e+02 -1.42463940e+02  4.66354702e-01  1.55215900e+02
 -1.43020030e+02 -4.94513752e-02  1.54737860e+02 -1.42505516e+02
  4.64784225e-01  1.55225984e+02 -1.43043067e+02 -3.18085681e-02
  1.54716029e+02 -1.42515755e+02  4.62495360e-01  1.55225816e+02
 -1.43012193e+02 -2.49772800e-02  1.54717291e+02 -1.42503740e+02
  4.76049759e-01  1.55213775e+02]
Niter:  4 row:  257 ngroup:  26 nlines:  6192 gd:  5760
[ 1.21099906e-10 -1.03158083e-05 -2.82834248e-01  1.61515210e+04
 -1.43002084e+02 -1.00320581e-02  1.54728697e+02 -1.42508687e+02
  4.74615125e-01  1.55224709e+02 -1.43002830e+02 -2.91092145e-02
  1.54724725e+02 -1.42497795e+02  4.86225387e-01  1.55233463e+02
 -1.43004427e+02 -3.89364597e-02  1.54730438e+02 -1.42511325e+02
  4.70284325e-01  1.55236609e+02 -1.42988782e+02 -2.81826447e-02
  1.54733495e+02 -1.42495745e+02  4.71032995e-01  1.55225037e+02
 -1.43016228e+02 -1.73893059e-02  1.54733565e+02 -1.42516012e+02
  4.60426710e-01  1.55235738e+02 -1.42992628e+02 -5.11305528e-02
  1.54733424e+02 -1.42506901e+02  4.73732158e-01  1.55210759e+02
 -1.43004770e+02 -5.18099878e-02  1.54730400e+02 -1.42511852e+02
  4.53223685e-01  1.55222136e+02 -1.43010909e+02 -3.35421107e-02
  1.54719736e+02 -1.42531508e+02  4.63743518e-01  1.55234987e+02
 -1.43022410e+02 -3.63796673e-02  1.54730089e+02 -1.42508693e+02
  4.73846169e-01  1.55232272e+02 -1.43014906e+02 -4.37027526e-02
  1.54718009e+02 -1.42463940e+02  4.66354702e-01  1.55215900e+02
 -1.43020030e+02 -4.94513752e-02  1.54737860e+02 -1.42505516e+02
  4.64784225e-01  1.55225984e+02 -1.43043067e+02 -3.18085681e-02
  1.54716029e+02 -1.42515755e+02  4.62495360e-01  1.55225816e+02
 -1.43012193e+02 -2.49772800e-02  1.54717291e+02 -1.42503740e+02
  4.76049759e-01  1.55213775e+02]
res:  5760 -0.0006404333062164369 0.014493304602183343 0.02255643673765214
[ 1.21099918e-10 -1.03158093e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
Niter:  5 row:  257 ngroup:  26 nlines:  6192 gd:  5758
[ 1.21099918e-10 -1.03158093e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
res:  5758 -0.0006268240867939312 0.014501443650260626 0.022528450746642104
[ 1.21101968e-10 -1.03158093e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
Niter:  6 row:  257 ngroup:  26 nlines:  6192 gd:  5758
[ 1.21101968e-10 -1.03158093e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
res:  5758 -0.0006352582604449708 0.014492171648271324 0.02252843097501272
[ 1.21100146e-10 -1.03158104e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
Saving figure to  wave_resid_43670005_fiber257.png
Final values:
res:  -0.0006352582604449708 0.02252843097501272
pars:  [ 1.21100146e-10 -1.03158104e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
257 [ 1.21100146e-10 -1.03158104e-05 -2.82834219e-01  1.61515194e+04
 -1.43009366e+02 -1.60746097e-02  1.54724115e+02 -1.42515181e+02
  4.68535123e-01  1.55220132e+02 -1.43010122e+02 -3.57033321e-02
  1.54720138e+02 -1.42505033e+02  4.80161336e-01  1.55228877e+02
 -1.43011720e+02 -4.50036439e-02  1.54725866e+02 -1.42518613e+02
  4.64221299e-01  1.55232028e+02 -1.42996081e+02 -3.42500289e-02
  1.54728924e+02 -1.42503040e+02  4.64949485e-01  1.55220457e+02
 -1.43023513e+02 -2.34151299e-02  1.54728987e+02 -1.42523316e+02
  4.54380967e-01  1.55231146e+02 -1.42995529e+02 -5.72018703e-02
  1.54728839e+02 -1.42514165e+02  4.67700218e-01  1.55206173e+02
 -1.43012070e+02 -5.78421076e-02  1.54725830e+02 -1.42514194e+02
  4.47545194e-01  1.55217576e+02 -1.43018970e+02 -3.96147490e-02
  1.54715162e+02 -1.42543621e+02  4.57658203e-01  1.55230403e+02
 -1.43029715e+02 -4.24455077e-02  1.54723616e+02 -1.42511794e+02
  4.67786946e-01  1.55227694e+02 -1.43022216e+02 -4.97623599e-02
  1.54713416e+02 -1.42471231e+02  4.60311304e-01  1.55211322e+02
 -1.43032275e+02 -5.54972458e-02  1.54733273e+02 -1.42512811e+02
  4.58738054e-01  1.55221398e+02 -1.43050378e+02 -3.78249251e-02
  1.54711440e+02 -1.42518580e+02  4.59950199e-01  1.55223344e+02
 -1.43019496e+02 -3.10328291e-02  1.54710852e+02 -1.42511065e+02
  4.69971416e-01  1.55209187e+02]
--- Row 259/300 row=258 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  258
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=258 ---
Niter:  0 row:  258 ngroup:  1 nlines:  244 gd:  244
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  244 -0.0032284080361932865 0.017698018136798055 0.04357190720873351
[ 1.20005270e-10 -1.03159683e-05 -2.82819767e-01  1.61515334e+04
 -1.43081595e+02  6.69831176e-15  1.54789901e+02]
Niter:  1 row:  258 ngroup:  1 nlines:  244 gd:  224
[ 1.20005270e-10 -1.03159683e-05 -2.82819767e-01  1.61515334e+04
 -1.43081595e+02  6.69831176e-15  1.54789901e+02]
res:  224 -0.0034274291174369864 0.016458442089060554 0.026937990403160902
[ 1.20770072e-10 -1.03158811e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
Niter:  2 row:  258 ngroup:  1 nlines:  244 gd:  223
[ 1.20770072e-10 -1.03158811e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
res:  223 -0.0035075992191195837 0.01656541507327347 0.02658083677830959
[ 1.20758586e-10 -1.03158811e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
Niter:  3 row:  258 ngroup:  1 nlines:  244 gd:  223
[ 1.20758586e-10 -1.03158811e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
res:  223 -0.0033802599518821808 0.016463226280393428 0.026580901289194738
[ 1.20767895e-10 -1.03158972e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
Niter:  4 row:  258 ngroup:  1 nlines:  244 gd:  223
[ 1.20767895e-10 -1.03158972e-05 -2.82828268e-01  1.61515321e+04
 -1.43039828e+02 -1.46442003e-11  1.54755628e+02]
res:  223 -0.003242030838919163 0.016931324997131014 0.02657510405714026
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
Niter:  5 row:  258 ngroup:  1 nlines:  244 gd:  223
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
res:  223 -0.003242030838919163 0.016931324997131014 0.02657510405714026
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
Niter:  6 row:  258 ngroup:  1 nlines:  244 gd:  223
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
res:  223 -0.003242030838919163 0.016931324997131014 0.02657510405714026
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
Final values:
res:  -0.003242030838919163 0.02657510405714026
pars:  [ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
258 [ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02]
elapsed: 2.9 sec.
Niter:  0 row:  258 ngroup:  26 nlines:  6241 gd:  6241
[ 1.20813429e-10 -1.03157360e-05 -2.82828270e-01  1.61515320e+04
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02 -1.43039217e+02  7.73285390e-10
  1.54761553e+02 -1.43039217e+02  7.73285390e-10  1.54761553e+02
 -1.43039217e+02  7.73285390e-10  1.54761553e+02 -1.43039217e+02
  7.73285390e-10  1.54761553e+02]
res:  6241 7.297037882381119e-05 0.014087234885664657 0.03453225627907194
[ 1.20813417e-10 -1.03157371e-05 -2.82828299e-01  1.61515304e+04
 -1.43053716e+02 -1.13628954e-02  1.54757830e+02 -1.42521235e+02
  4.77019906e-01  1.55262980e+02 -1.42999022e+02  1.75310083e-02
  1.54766170e+02 -1.42498636e+02  4.95000219e-01  1.55268136e+02
 -1.43011158e+02  1.91553794e-03  1.54768615e+02 -1.42500470e+02
  4.73901466e-01  1.55271690e+02 -1.42977379e+02 -1.82131844e-02
  1.54764414e+02 -1.42510602e+02  4.95387557e-01  1.55258349e+02
 -1.43004052e+02 -1.31899420e-03  1.54772238e+02 -1.42508222e+02
  4.92596050e-01  1.55258802e+02 -1.43027393e+02 -1.24908030e-02
  1.54762353e+02 -1.42513244e+02  4.84212141e-01  1.55259388e+02
 -1.43006088e+02  2.31264034e-02  1.54762199e+02 -1.42508538e+02
  5.05168069e-01  1.55266322e+02 -1.43017599e+02 -2.40332000e-03
  1.54765838e+02 -1.42514894e+02  4.66210055e-01  1.55261821e+02
 -1.43013378e+02  5.54920176e-03  1.54761042e+02 -1.42519219e+02
  4.81976844e-01  1.55271756e+02 -1.43032093e+02  2.90876864e-03
  1.54763130e+02 -1.42510907e+02  4.62009920e-01  1.55264640e+02
 -1.43002321e+02 -3.64968768e-02  1.54767515e+02 -1.42510738e+02
  4.87827392e-01  1.55270529e+02 -1.43033016e+02  7.33226068e-03
  1.54751316e+02 -1.42541144e+02  4.56899279e-01  1.55257717e+02
 -1.43016440e+02 -9.73635386e-03  1.54766423e+02 -1.42521522e+02
  4.77544091e-01  1.55253685e+02]
Niter:  1 row:  258 ngroup:  26 nlines:  6241 gd:  5768
[ 1.20813417e-10 -1.03157371e-05 -2.82828299e-01  1.61515304e+04
 -1.43053716e+02 -1.13628954e-02  1.54757830e+02 -1.42521235e+02
  4.77019906e-01  1.55262980e+02 -1.42999022e+02  1.75310083e-02
  1.54766170e+02 -1.42498636e+02  4.95000219e-01  1.55268136e+02
 -1.43011158e+02  1.91553794e-03  1.54768615e+02 -1.42500470e+02
  4.73901466e-01  1.55271690e+02 -1.42977379e+02 -1.82131844e-02
  1.54764414e+02 -1.42510602e+02  4.95387557e-01  1.55258349e+02
 -1.43004052e+02 -1.31899420e-03  1.54772238e+02 -1.42508222e+02
  4.92596050e-01  1.55258802e+02 -1.43027393e+02 -1.24908030e-02
  1.54762353e+02 -1.42513244e+02  4.84212141e-01  1.55259388e+02
 -1.43006088e+02  2.31264034e-02  1.54762199e+02 -1.42508538e+02
  5.05168069e-01  1.55266322e+02 -1.43017599e+02 -2.40332000e-03
  1.54765838e+02 -1.42514894e+02  4.66210055e-01  1.55261821e+02
 -1.43013378e+02  5.54920176e-03  1.54761042e+02 -1.42519219e+02
  4.81976844e-01  1.55271756e+02 -1.43032093e+02  2.90876864e-03
  1.54763130e+02 -1.42510907e+02  4.62009920e-01  1.55264640e+02
 -1.43002321e+02 -3.64968768e-02  1.54767515e+02 -1.42510738e+02
  4.87827392e-01  1.55270529e+02 -1.43033016e+02  7.33226068e-03
  1.54751316e+02 -1.42541144e+02  4.56899279e-01  1.55257717e+02
 -1.43016440e+02 -9.73635386e-03  1.54766423e+02 -1.42521522e+02
  4.77544091e-01  1.55253685e+02]
res:  5768 -0.0009043003883562051 0.014174781748806708 0.023209365397209653
[ 1.20813429e-10 -1.03157381e-05 -2.82828327e-01  1.61515320e+04
 -1.43038788e+02 -3.53703604e-04  1.54760905e+02 -1.42512752e+02
  4.77299926e-01  1.55262189e+02 -1.42978895e+02 -4.73918814e-04
  1.54766572e+02 -1.42497297e+02  4.88707288e-01  1.55270756e+02
 -1.43003605e+02 -2.07196420e-03  1.54774087e+02 -1.42491084e+02
  4.85141613e-01  1.55274224e+02 -1.42975478e+02 -2.15966282e-02
  1.54771663e+02 -1.42509350e+02  4.90739544e-01  1.55261276e+02
 -1.42993220e+02 -1.61843715e-02  1.54779381e+02 -1.42505943e+02
  4.79288653e-01  1.55261043e+02 -1.43020450e+02 -1.46354472e-02
  1.54769560e+02 -1.42511791e+02  4.89264998e-01  1.55260634e+02
 -1.42999134e+02  2.42908424e-06  1.54762573e+02 -1.42501582e+02
  5.07096983e-01  1.55267865e+02 -1.43012643e+02 -7.59672413e-03
  1.54773658e+02 -1.42518177e+02  4.71955137e-01  1.55256942e+02
 -1.43006444e+02 -1.43920482e-02  1.54764827e+02 -1.42513421e+02
  4.75318062e-01  1.55268050e+02 -1.43020638e+02  7.17618676e-03
  1.54766011e+02 -1.42499274e+02  4.85634888e-01  1.55268507e+02
 -1.43000554e+02 -2.34755807e-02  1.54769290e+02 -1.42496824e+02
  4.79853632e-01  1.55269948e+02 -1.43026146e+02 -1.50574314e-02
  1.54750932e+02 -1.42534666e+02  4.52235396e-01  1.55264688e+02
 -1.43008682e+02 -2.52035733e-02  1.54763562e+02 -1.42506772e+02
  4.93353729e-01  1.55254791e+02]
Niter:  2 row:  258 ngroup:  26 nlines:  6241 gd:  5764
[ 1.20813429e-10 -1.03157381e-05 -2.82828327e-01  1.61515320e+04
 -1.43038788e+02 -3.53703604e-04  1.54760905e+02 -1.42512752e+02
  4.77299926e-01  1.55262189e+02 -1.42978895e+02 -4.73918814e-04
  1.54766572e+02 -1.42497297e+02  4.88707288e-01  1.55270756e+02
 -1.43003605e+02 -2.07196420e-03  1.54774087e+02 -1.42491084e+02
  4.85141613e-01  1.55274224e+02 -1.42975478e+02 -2.15966282e-02
  1.54771663e+02 -1.42509350e+02  4.90739544e-01  1.55261276e+02
 -1.42993220e+02 -1.61843715e-02  1.54779381e+02 -1.42505943e+02
  4.79288653e-01  1.55261043e+02 -1.43020450e+02 -1.46354472e-02
  1.54769560e+02 -1.42511791e+02  4.89264998e-01  1.55260634e+02
 -1.42999134e+02  2.42908424e-06  1.54762573e+02 -1.42501582e+02
  5.07096983e-01  1.55267865e+02 -1.43012643e+02 -7.59672413e-03
  1.54773658e+02 -1.42518177e+02  4.71955137e-01  1.55256942e+02
 -1.43006444e+02 -1.43920482e-02  1.54764827e+02 -1.42513421e+02
  4.75318062e-01  1.55268050e+02 -1.43020638e+02  7.17618676e-03
  1.54766011e+02 -1.42499274e+02  4.85634888e-01  1.55268507e+02
 -1.43000554e+02 -2.34755807e-02  1.54769290e+02 -1.42496824e+02
  4.79853632e-01  1.55269948e+02 -1.43026146e+02 -1.50574314e-02
  1.54750932e+02 -1.42534666e+02  4.52235396e-01  1.55264688e+02
 -1.43008682e+02 -2.52035733e-02  1.54763562e+02 -1.42506772e+02
  4.93353729e-01  1.55254791e+02]
res:  5764 -0.0008683297510287957 0.014129773599051987 0.023100722442502247
[ 1.20813441e-10 -1.03157391e-05 -2.82828355e-01  1.61515336e+04
 -1.43026929e+02  8.92782587e-03  1.54765644e+02 -1.42505758e+02
  4.82977004e-01  1.55266925e+02 -1.42966463e+02 -7.61868766e-04
  1.54771303e+02 -1.42490354e+02  4.94415890e-01  1.55275484e+02
 -1.42996651e+02 -3.26880972e-03  1.54778821e+02 -1.42484130e+02
  4.97169009e-01  1.55280921e+02 -1.42968514e+02 -1.59108952e-02
  1.54776391e+02 -1.42507412e+02  4.93326309e-01  1.55266017e+02
 -1.42986263e+02 -1.39548141e-02  1.54786063e+02 -1.42499005e+02
  4.78405371e-01  1.55265777e+02 -1.43013506e+02 -8.95895418e-03
  1.54778152e+02 -1.42504794e+02  4.94994080e-01  1.55265372e+02
 -1.42992180e+02  2.58290478e-03  1.54767308e+02 -1.42494626e+02
  5.12804703e-01  1.55272603e+02 -1.43005693e+02 -1.89117647e-03
  1.54778380e+02 -1.42516248e+02  4.80642449e-01  1.55261672e+02
 -1.42999511e+02 -2.42467156e-02  1.54769564e+02 -1.42506465e+02
  4.77442420e-01  1.55272784e+02 -1.43013660e+02  1.57540259e-02
  1.54770750e+02 -1.42492301e+02  4.97332893e-01  1.55273237e+02
 -1.42993600e+02 -1.77974472e-02  1.54774023e+02 -1.42489869e+02
  4.85555550e-01  1.55274685e+02 -1.43019208e+02 -1.96257651e-02
  1.54755662e+02 -1.42522601e+02  4.57936507e-01  1.55271420e+02
 -1.42996663e+02 -2.24345277e-02  1.54768303e+02 -1.42494574e+02
  5.05440048e-01  1.55259529e+02]
Niter:  3 row:  258 ngroup:  26 nlines:  6241 gd:  5766
[ 1.20813441e-10 -1.03157391e-05 -2.82828355e-01  1.61515336e+04
 -1.43026929e+02  8.92782587e-03  1.54765644e+02 -1.42505758e+02
  4.82977004e-01  1.55266925e+02 -1.42966463e+02 -7.61868766e-04
  1.54771303e+02 -1.42490354e+02  4.94415890e-01  1.55275484e+02
 -1.42996651e+02 -3.26880972e-03  1.54778821e+02 -1.42484130e+02
  4.97169009e-01  1.55280921e+02 -1.42968514e+02 -1.59108952e-02
  1.54776391e+02 -1.42507412e+02  4.93326309e-01  1.55266017e+02
 -1.42986263e+02 -1.39548141e-02  1.54786063e+02 -1.42499005e+02
  4.78405371e-01  1.55265777e+02 -1.43013506e+02 -8.95895418e-03
  1.54778152e+02 -1.42504794e+02  4.94994080e-01  1.55265372e+02
 -1.42992180e+02  2.58290478e-03  1.54767308e+02 -1.42494626e+02
  5.12804703e-01  1.55272603e+02 -1.43005693e+02 -1.89117647e-03
  1.54778380e+02 -1.42516248e+02  4.80642449e-01  1.55261672e+02
 -1.42999511e+02 -2.42467156e-02  1.54769564e+02 -1.42506465e+02
  4.77442420e-01  1.55272784e+02 -1.43013660e+02  1.57540259e-02
  1.54770750e+02 -1.42492301e+02  4.97332893e-01  1.55273237e+02
 -1.42993600e+02 -1.77974472e-02  1.54774023e+02 -1.42489869e+02
  4.85555550e-01  1.55274685e+02 -1.43019208e+02 -1.96257651e-02
  1.54755662e+02 -1.42522601e+02  4.57936507e-01  1.55271420e+02
 -1.42996663e+02 -2.24345277e-02  1.54768303e+02 -1.42494574e+02
  5.05440048e-01  1.55259529e+02]
res:  5766 -0.000984740612693713 0.014175352687743725 0.023121709673363272
[ 1.20835064e-10 -1.03157391e-05 -2.82828355e-01  1.61515336e+04
 -1.43026929e+02  8.92782587e-03  1.54765644e+02 -1.42505758e+02
  4.82977004e-01  1.55266925e+02 -1.42966463e+02 -7.61868766e-04
  1.54771303e+02 -1.42490354e+02  4.94415890e-01  1.55275484e+02
 -1.42996651e+02 -3.26880972e-03  1.54778821e+02 -1.42484130e+02
  4.97169009e-01  1.55280921e+02 -1.42968514e+02 -1.59108952e-02
  1.54776391e+02 -1.42507412e+02  4.93326309e-01  1.55266017e+02
 -1.42986263e+02 -1.39548141e-02  1.54786063e+02 -1.42499005e+02
  4.78405371e-01  1.55265777e+02 -1.43013506e+02 -8.95895418e-03
  1.54778152e+02 -1.42504794e+02  4.94994080e-01  1.55265372e+02
 -1.42992180e+02  2.58290478e-03  1.54767308e+02 -1.42494626e+02
  5.12804703e-01  1.55272603e+02 -1.43005693e+02 -1.89117647e-03
  1.54778380e+02 -1.42516248e+02  4.80642449e-01  1.55261672e+02
 -1.42999511e+02 -2.42467156e-02  1.54769564e+02 -1.42506465e+02
  4.77442420e-01  1.55272784e+02 -1.43013660e+02  1.57540259e-02
  1.54770750e+02 -1.42492301e+02  4.97332893e-01  1.55273237e+02
 -1.42993600e+02 -1.77974472e-02  1.54774023e+02 -1.42489869e+02
  4.85555550e-01  1.55274685e+02 -1.43019208e+02 -1.96257651e-02
  1.54755662e+02 -1.42522601e+02  4.57936507e-01  1.55271420e+02
 -1.42996663e+02 -2.24345277e-02  1.54768303e+02 -1.42494574e+02
  5.05440048e-01  1.55259529e+02]
Niter:  4 row:  258 ngroup:  26 nlines:  6241 gd:  5766
[ 1.20835064e-10 -1.03157391e-05 -2.82828355e-01  1.61515336e+04
 -1.43026929e+02  8.92782587e-03  1.54765644e+02 -1.42505758e+02
  4.82977004e-01  1.55266925e+02 -1.42966463e+02 -7.61868766e-04
  1.54771303e+02 -1.42490354e+02  4.94415890e-01  1.55275484e+02
 -1.42996651e+02 -3.26880972e-03  1.54778821e+02 -1.42484130e+02
  4.97169009e-01  1.55280921e+02 -1.42968514e+02 -1.59108952e-02
  1.54776391e+02 -1.42507412e+02  4.93326309e-01  1.55266017e+02
 -1.42986263e+02 -1.39548141e-02  1.54786063e+02 -1.42499005e+02
  4.78405371e-01  1.55265777e+02 -1.43013506e+02 -8.95895418e-03
  1.54778152e+02 -1.42504794e+02  4.94994080e-01  1.55265372e+02
 -1.42992180e+02  2.58290478e-03  1.54767308e+02 -1.42494626e+02
  5.12804703e-01  1.55272603e+02 -1.43005693e+02 -1.89117647e-03
  1.54778380e+02 -1.42516248e+02  4.80642449e-01  1.55261672e+02
 -1.42999511e+02 -2.42467156e-02  1.54769564e+02 -1.42506465e+02
  4.77442420e-01  1.55272784e+02 -1.43013660e+02  1.57540259e-02
  1.54770750e+02 -1.42492301e+02  4.97332893e-01  1.55273237e+02
 -1.42993600e+02 -1.77974472e-02  1.54774023e+02 -1.42489869e+02
  4.85555550e-01  1.55274685e+02 -1.43019208e+02 -1.96257651e-02
  1.54755662e+02 -1.42522601e+02  4.57936507e-01  1.55271420e+02
 -1.42996663e+02 -2.24345277e-02  1.54768303e+02 -1.42494574e+02
  5.05440048e-01  1.55259529e+02]
res:  5766 -0.0008457614167127758 0.014161011209580465 0.023117683341857816
[ 1.20835076e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
Niter:  5 row:  258 ngroup:  26 nlines:  6241 gd:  5766
[ 1.20835076e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
res:  5766 -0.0009554906609992031 0.014202195445250254 0.02311613287916902
[ 1.20854278e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
Niter:  6 row:  258 ngroup:  26 nlines:  6241 gd:  5764
[ 1.20854278e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
res:  5764 -0.0009718595392769203 0.014198931938153692 0.023090274351337283
[ 1.20856061e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
Saving figure to  wave_resid_43670005_fiber258.png
Final values:
res:  -0.0009718595392769203 0.023090274351337283
pars:  [ 1.20856061e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
258 [ 1.20856061e-10 -1.03157402e-05 -2.82828383e-01  1.61515353e+04
 -1.43020868e+02  1.46153211e-02  1.54771217e+02 -1.42499736e+02
  4.88653852e-01  1.55272506e+02 -1.42960431e+02  4.93027559e-03
  1.54776890e+02 -1.42484299e+02  5.00124377e-01  1.55281082e+02
 -1.42990603e+02 -1.05576152e-03  1.54784404e+02 -1.42478079e+02
  5.02850685e-01  1.55286522e+02 -1.42962469e+02 -1.02182458e-02
  1.54781986e+02 -1.42501364e+02  4.99025072e-01  1.55271589e+02
 -1.42980217e+02 -8.25958491e-03  1.54791649e+02 -1.42492952e+02
  4.84110886e-01  1.55271360e+02 -1.43007447e+02 -3.27477826e-03
  1.54783733e+02 -1.42493251e+02  5.00721287e-01  1.55270946e+02
 -1.42986137e+02  8.28045129e-03  1.54772891e+02 -1.42488579e+02
  5.18509846e-01  1.55278177e+02 -1.42999639e+02  3.82415155e-03
  1.54783987e+02 -1.42510215e+02  4.89365166e-01  1.55267265e+02
 -1.42993448e+02 -1.85689073e-02  1.54775140e+02 -1.42500418e+02
  4.83152078e-01  1.55278366e+02 -1.43007627e+02  2.14482465e-02
  1.54776321e+02 -1.42486268e+02  5.03041703e-01  1.55278827e+02
 -1.42987546e+02 -1.21118564e-02  1.54779613e+02 -1.42483820e+02
  4.91258390e-01  1.55280260e+02 -1.43007847e+02 -1.98469863e-02
  1.54761252e+02 -1.42516548e+02  4.63648412e-01  1.55277000e+02
 -1.42990617e+02 -1.67223370e-02  1.54773875e+02 -1.42488517e+02
  5.17660622e-01  1.55265107e+02]
--- Row 260/300 row=259 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  259
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=259 ---
Niter:  0 row:  259 ngroup:  1 nlines:  232 gd:  232
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  232 0.002029351160672377 0.015614619898769888 0.03442601332311707
[ 1.21203170e-10 -1.03167327e-05 -2.82835466e-01  1.61515377e+04
 -1.42922777e+02  3.50217434e-14  1.54739495e+02]
Niter:  1 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21203170e-10 -1.03167327e-05 -2.82835466e-01  1.61515377e+04
 -1.42922777e+02  3.50217434e-14  1.54739495e+02]
res:  218 -0.0009937332761182915 0.015539003870799206 0.025267986912024018
[ 1.21509215e-10 -1.03163492e-05 -2.82838409e-01  1.61515421e+04
 -1.42887360e+02 -6.33607390e-12  1.54743735e+02]
Niter:  2 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21509215e-10 -1.03163492e-05 -2.82838409e-01  1.61515421e+04
 -1.42887360e+02 -6.33607390e-12  1.54743735e+02]
res:  218 -0.0009301540567321354 0.015181586168182548 0.025189700429561226
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
Niter:  3 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
res:  218 -0.0009301540567321354 0.015181586170001538 0.025189700429545048
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
Niter:  4 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
res:  218 -0.0009301540567321354 0.015181586170001538 0.025189700429545048
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
Niter:  5 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
res:  218 -0.0009301540567321354 0.015181586170001538 0.025189700429545048
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
Niter:  6 row:  259 ngroup:  1 nlines:  232 gd:  218
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
res:  218 -0.0009301540567321354 0.015181586170001538 0.025189700429545048
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
Final values:
res:  -0.0009301540567321354 0.025189700429545048
pars:  [ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
259 [ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02]
elapsed: 3.0 sec.
Niter:  0 row:  259 ngroup:  26 nlines:  6228 gd:  6228
[ 1.21701500e-10 -1.03162523e-05 -2.82840614e-01  1.61515430e+04
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02 -1.42871124e+02  4.16685278e-11
  1.54742906e+02 -1.42871124e+02  4.16685278e-11  1.54742906e+02
 -1.42871124e+02  4.16685278e-11  1.54742906e+02 -1.42871124e+02
  4.16685278e-11  1.54742906e+02]
res:  6228 0.0010100675408466486 0.014399916961338022 0.033821083451632435
[ 1.21701487e-10 -1.03162534e-05 -2.82840586e-01  1.61515414e+04
 -1.42878121e+02  1.36848668e-02  1.54742988e+02 -1.42386961e+02
  5.05804501e-01  1.55236655e+02 -1.42881605e+02  3.47482556e-02
  1.54743400e+02 -1.42387403e+02  5.44807582e-01  1.55238324e+02
 -1.42850665e+02  2.23674050e-02  1.54754457e+02 -1.42407193e+02
  5.38937901e-01  1.55244104e+02 -1.42856565e+02  4.22183791e-02
  1.54735650e+02 -1.42356235e+02  5.26506959e-01  1.55246671e+02
 -1.42897800e+02  4.37346752e-02  1.54747471e+02 -1.42396651e+02
  5.36046363e-01  1.55241483e+02 -1.42888124e+02  4.21453618e-02
  1.54757551e+02 -1.42379287e+02  5.30176404e-01  1.55247540e+02
 -1.42885420e+02  3.13621219e-02  1.54747944e+02 -1.42374242e+02
  5.29413318e-01  1.55242769e+02 -1.42851200e+02  4.53497492e-02
  1.54744797e+02 -1.42370987e+02  5.28798083e-01  1.55247312e+02
 -1.42882263e+02  5.40511947e-02  1.54743741e+02 -1.42365595e+02
  5.29257291e-01  1.55248880e+02 -1.42902244e+02  4.05389426e-02
  1.54735660e+02 -1.42374092e+02  5.49171159e-01  1.55237888e+02
 -1.42897279e+02  3.59772753e-02  1.54739724e+02 -1.42367355e+02
  5.31068529e-01  1.55249377e+02 -1.42905189e+02  3.87069952e-02
  1.54729791e+02 -1.42401337e+02  5.54179135e-01  1.55233427e+02
 -1.42891186e+02  2.25188080e-02  1.54739567e+02 -1.42367765e+02
  5.26707460e-01  1.55242326e+02]
Niter:  1 row:  259 ngroup:  26 nlines:  6228 gd:  5765
[ 1.21701487e-10 -1.03162534e-05 -2.82840586e-01  1.61515414e+04
 -1.42878121e+02  1.36848668e-02  1.54742988e+02 -1.42386961e+02
  5.05804501e-01  1.55236655e+02 -1.42881605e+02  3.47482556e-02
  1.54743400e+02 -1.42387403e+02  5.44807582e-01  1.55238324e+02
 -1.42850665e+02  2.23674050e-02  1.54754457e+02 -1.42407193e+02
  5.38937901e-01  1.55244104e+02 -1.42856565e+02  4.22183791e-02
  1.54735650e+02 -1.42356235e+02  5.26506959e-01  1.55246671e+02
 -1.42897800e+02  4.37346752e-02  1.54747471e+02 -1.42396651e+02
  5.36046363e-01  1.55241483e+02 -1.42888124e+02  4.21453618e-02
  1.54757551e+02 -1.42379287e+02  5.30176404e-01  1.55247540e+02
 -1.42885420e+02  3.13621219e-02  1.54747944e+02 -1.42374242e+02
  5.29413318e-01  1.55242769e+02 -1.42851200e+02  4.53497492e-02
  1.54744797e+02 -1.42370987e+02  5.28798083e-01  1.55247312e+02
 -1.42882263e+02  5.40511947e-02  1.54743741e+02 -1.42365595e+02
  5.29257291e-01  1.55248880e+02 -1.42902244e+02  4.05389426e-02
  1.54735660e+02 -1.42374092e+02  5.49171159e-01  1.55237888e+02
 -1.42897279e+02  3.59772753e-02  1.54739724e+02 -1.42367355e+02
  5.31068529e-01  1.55249377e+02 -1.42905189e+02  3.87069952e-02
  1.54729791e+02 -1.42401337e+02  5.54179135e-01  1.55233427e+02
 -1.42891186e+02  2.25188080e-02  1.54739567e+02 -1.42367765e+02
  5.26707460e-01  1.55242326e+02]
res:  5765 -8.027865715121152e-05 0.014419587679185497 0.02312265412624328
[ 1.21701500e-10 -1.03162544e-05 -2.82840558e-01  1.61515398e+04
 -1.42890057e+02 -1.45661632e-03  1.54731097e+02 -1.42393954e+02
  5.05501930e-01  1.55230813e+02 -1.42893513e+02  2.02122589e-02
  1.54734044e+02 -1.42402172e+02  5.26023913e-01  1.55232943e+02
 -1.42863801e+02  6.59908582e-03  1.54744750e+02 -1.42414165e+02
  5.23086020e-01  1.55232215e+02 -1.42863556e+02  3.16797563e-02
  1.54731346e+02 -1.42367250e+02  5.21947995e-01  1.55237386e+02
 -1.42903394e+02  2.86410324e-02  1.54739440e+02 -1.42379944e+02
  5.06791201e-01  1.55235502e+02 -1.42888584e+02  2.78678776e-02
  1.54742000e+02 -1.42390934e+02  5.13301234e-01  1.55239394e+02
 -1.42901604e+02  2.58031132e-02  1.54740019e+02 -1.42381242e+02
  5.18434910e-01  1.55227751e+02 -1.42874658e+02  1.90059413e-02
  1.54735458e+02 -1.42376556e+02  5.12999721e-01  1.55240103e+02
 -1.42880204e+02  4.02629674e-02  1.54733550e+02 -1.42379974e+02
  5.18105714e-01  1.55245091e+02 -1.42914757e+02  1.19905690e-02
  1.54733607e+02 -1.42386469e+02  5.23870887e-01  1.55230475e+02
 -1.42904261e+02  3.34229733e-02  1.54737270e+02 -1.42379952e+02
  5.13736068e-01  1.55236900e+02 -1.42909699e+02  1.27592709e-02
  1.54724955e+02 -1.42407043e+02  5.22337433e-01  1.55228701e+02
 -1.42898158e+02  2.66814685e-02  1.54735161e+02 -1.42378992e+02
  5.10426002e-01  1.55234111e+02]
Niter:  2 row:  259 ngroup:  26 nlines:  6228 gd:  5761
[ 1.21701500e-10 -1.03162544e-05 -2.82840558e-01  1.61515398e+04
 -1.42890057e+02 -1.45661632e-03  1.54731097e+02 -1.42393954e+02
  5.05501930e-01  1.55230813e+02 -1.42893513e+02  2.02122589e-02
  1.54734044e+02 -1.42402172e+02  5.26023913e-01  1.55232943e+02
 -1.42863801e+02  6.59908582e-03  1.54744750e+02 -1.42414165e+02
  5.23086020e-01  1.55232215e+02 -1.42863556e+02  3.16797563e-02
  1.54731346e+02 -1.42367250e+02  5.21947995e-01  1.55237386e+02
 -1.42903394e+02  2.86410324e-02  1.54739440e+02 -1.42379944e+02
  5.06791201e-01  1.55235502e+02 -1.42888584e+02  2.78678776e-02
  1.54742000e+02 -1.42390934e+02  5.13301234e-01  1.55239394e+02
 -1.42901604e+02  2.58031132e-02  1.54740019e+02 -1.42381242e+02
  5.18434910e-01  1.55227751e+02 -1.42874658e+02  1.90059413e-02
  1.54735458e+02 -1.42376556e+02  5.12999721e-01  1.55240103e+02
 -1.42880204e+02  4.02629674e-02  1.54733550e+02 -1.42379974e+02
  5.18105714e-01  1.55245091e+02 -1.42914757e+02  1.19905690e-02
  1.54733607e+02 -1.42386469e+02  5.23870887e-01  1.55230475e+02
 -1.42904261e+02  3.34229733e-02  1.54737270e+02 -1.42379952e+02
  5.13736068e-01  1.55236900e+02 -1.42909699e+02  1.27592709e-02
  1.54724955e+02 -1.42407043e+02  5.22337433e-01  1.55228701e+02
 -1.42898158e+02  2.66814685e-02  1.54735161e+02 -1.42378992e+02
  5.10426002e-01  1.55234111e+02]
res:  5761 -8.687653917149873e-05 0.014489289016637485 0.023050489271907296
[ 1.21701512e-10 -1.03162554e-05 -2.82840530e-01  1.61515382e+04
 -1.42897053e+02 -1.05558560e-02  1.54726327e+02 -1.42400946e+02
  4.99793944e-01  1.55226047e+02 -1.42900504e+02  1.45240091e-02
  1.54729280e+02 -1.42409135e+02  5.20361359e-01  1.55228180e+02
 -1.42870813e+02  8.99211527e-04  1.54739983e+02 -1.42421138e+02
  5.17385315e-01  1.55227451e+02 -1.42870547e+02  2.59911186e-02
  1.54726578e+02 -1.42374241e+02  5.19558492e-01  1.55232619e+02
 -1.42910391e+02  2.29392342e-02  1.54734680e+02 -1.42381996e+02
  5.01100553e-01  1.55230742e+02 -1.42895577e+02  2.21574557e-02
  1.54737234e+02 -1.42397917e+02  5.04523321e-01  1.55234635e+02
 -1.42908605e+02  2.01043294e-02  1.54735253e+02 -1.42388243e+02
  5.12718788e-01  1.55222990e+02 -1.42881651e+02  7.19340659e-03
  1.54730694e+02 -1.42383542e+02  5.07311643e-01  1.55235347e+02
 -1.42887216e+02  3.45825965e-02  1.54728788e+02 -1.42386957e+02
  5.12380315e-01  1.55242299e+02 -1.42921723e+02  3.06495535e-03
  1.54728845e+02 -1.42393457e+02  5.15001075e-01  1.55225712e+02
 -1.42911243e+02  2.77441341e-02  1.54734391e+02 -1.42386930e+02
  5.08029336e-01  1.55232130e+02 -1.42916697e+02  3.35278225e-03
  1.54720192e+02 -1.42414045e+02  5.12918691e-01  1.55225966e+02
 -1.42905130e+02  2.10186224e-02  1.54730401e+02 -1.42385986e+02
  5.04731186e-01  1.55231301e+02]
Niter:  3 row:  259 ngroup:  26 nlines:  6228 gd:  5761
[ 1.21701512e-10 -1.03162554e-05 -2.82840530e-01  1.61515382e+04
 -1.42897053e+02 -1.05558560e-02  1.54726327e+02 -1.42400946e+02
  4.99793944e-01  1.55226047e+02 -1.42900504e+02  1.45240091e-02
  1.54729280e+02 -1.42409135e+02  5.20361359e-01  1.55228180e+02
 -1.42870813e+02  8.99211527e-04  1.54739983e+02 -1.42421138e+02
  5.17385315e-01  1.55227451e+02 -1.42870547e+02  2.59911186e-02
  1.54726578e+02 -1.42374241e+02  5.19558492e-01  1.55232619e+02
 -1.42910391e+02  2.29392342e-02  1.54734680e+02 -1.42381996e+02
  5.01100553e-01  1.55230742e+02 -1.42895577e+02  2.21574557e-02
  1.54737234e+02 -1.42397917e+02  5.04523321e-01  1.55234635e+02
 -1.42908605e+02  2.01043294e-02  1.54735253e+02 -1.42388243e+02
  5.12718788e-01  1.55222990e+02 -1.42881651e+02  7.19340659e-03
  1.54730694e+02 -1.42383542e+02  5.07311643e-01  1.55235347e+02
 -1.42887216e+02  3.45825965e-02  1.54728788e+02 -1.42386957e+02
  5.12380315e-01  1.55242299e+02 -1.42921723e+02  3.06495535e-03
  1.54728845e+02 -1.42393457e+02  5.15001075e-01  1.55225712e+02
 -1.42911243e+02  2.77441341e-02  1.54734391e+02 -1.42386930e+02
  5.08029336e-01  1.55232130e+02 -1.42916697e+02  3.35278225e-03
  1.54720192e+02 -1.42414045e+02  5.12918691e-01  1.55225966e+02
 -1.42905130e+02  2.10186224e-02  1.54730401e+02 -1.42385986e+02
  5.04731186e-01  1.55231301e+02]
res:  5761 -0.0008591123978476389 0.013760285558419127 0.022995417782008247
[ 1.21182794e-10 -1.03161441e-05 -2.82829307e-01  1.61515398e+04
 -1.42969227e+02 -2.37162350e-03  1.54791036e+02 -1.42472820e+02
  5.06655262e-01  1.55290856e+02 -1.42972148e+02  2.26948321e-02
  1.54793934e+02 -1.42480188e+02  5.30711222e-01  1.55292837e+02
 -1.42943251e+02  8.18448443e-03  1.54804630e+02 -1.42492155e+02
  5.24601434e-01  1.55292225e+02 -1.42941703e+02  3.45669384e-02
  1.54791310e+02 -1.42446044e+02  5.26363072e-01  1.55297195e+02
 -1.42982573e+02  2.99785729e-02  1.54799344e+02 -1.42455171e+02
  5.09340556e-01  1.55295501e+02 -1.42967436e+02  2.86533016e-02
  1.54801920e+02 -1.42469114e+02  5.10081852e-01  1.55299339e+02
 -1.42980616e+02  2.76051888e-02  1.54799927e+02 -1.42460335e+02
  5.19129821e-01  1.55287852e+02 -1.42953906e+02  1.49986417e-02
  1.54795427e+02 -1.42455047e+02  5.15504027e-01  1.55299968e+02
 -1.42960192e+02  4.37328346e-02  1.54793400e+02 -1.42458292e+02
  5.17692464e-01  1.55307077e+02 -1.42992634e+02  1.08690199e-02
  1.54793518e+02 -1.42465407e+02  5.23377721e-01  1.55290394e+02
 -1.42983121e+02  3.66168708e-02  1.54799123e+02 -1.42458539e+02
  5.14988433e-01  1.55296791e+02 -1.42988571e+02  1.17472405e-02
  1.54784881e+02 -1.42486208e+02  5.20053250e-01  1.55290650e+02
 -1.42976133e+02  3.10237711e-02  1.54795152e+02 -1.42457917e+02
  5.12441111e-01  1.55295928e+02]
Niter:  4 row:  259 ngroup:  26 nlines:  6228 gd:  5715
[ 1.21182794e-10 -1.03161441e-05 -2.82829307e-01  1.61515398e+04
 -1.42969227e+02 -2.37162350e-03  1.54791036e+02 -1.42472820e+02
  5.06655262e-01  1.55290856e+02 -1.42972148e+02  2.26948321e-02
  1.54793934e+02 -1.42480188e+02  5.30711222e-01  1.55292837e+02
 -1.42943251e+02  8.18448443e-03  1.54804630e+02 -1.42492155e+02
  5.24601434e-01  1.55292225e+02 -1.42941703e+02  3.45669384e-02
  1.54791310e+02 -1.42446044e+02  5.26363072e-01  1.55297195e+02
 -1.42982573e+02  2.99785729e-02  1.54799344e+02 -1.42455171e+02
  5.09340556e-01  1.55295501e+02 -1.42967436e+02  2.86533016e-02
  1.54801920e+02 -1.42469114e+02  5.10081852e-01  1.55299339e+02
 -1.42980616e+02  2.76051888e-02  1.54799927e+02 -1.42460335e+02
  5.19129821e-01  1.55287852e+02 -1.42953906e+02  1.49986417e-02
  1.54795427e+02 -1.42455047e+02  5.15504027e-01  1.55299968e+02
 -1.42960192e+02  4.37328346e-02  1.54793400e+02 -1.42458292e+02
  5.17692464e-01  1.55307077e+02 -1.42992634e+02  1.08690199e-02
  1.54793518e+02 -1.42465407e+02  5.23377721e-01  1.55290394e+02
 -1.42983121e+02  3.66168708e-02  1.54799123e+02 -1.42458539e+02
  5.14988433e-01  1.55296791e+02 -1.42988571e+02  1.17472405e-02
  1.54784881e+02 -1.42486208e+02  5.20053250e-01  1.55290650e+02
 -1.42976133e+02  3.10237711e-02  1.54795152e+02 -1.42457917e+02
  5.12441111e-01  1.55295928e+02]
res:  5715 -0.00036992239347455325 0.013930515611718874 0.022258614662204926
[ 1.21182781e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
Niter:  5 row:  259 ngroup:  26 nlines:  6228 gd:  5719
[ 1.21182781e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
res:  5719 -0.00021920526796748163 0.013861358627764275 0.022300149957884662
[ 1.21140755e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
Niter:  6 row:  259 ngroup:  26 nlines:  6228 gd:  5716
[ 1.21140755e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
res:  5716 -0.00019947028977185255 0.01389697791364597 0.02225950882076707
[ 1.21135264e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
Saving figure to  wave_resid_43670005_fiber259.png
Final values:
res:  -0.00019947028977185255 0.02225950882076707
pars:  [ 1.21135264e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
259 [ 1.21135264e-10 -1.03161451e-05 -2.82829335e-01  1.61515414e+04
 -1.42953695e+02  1.03236389e-02  1.54793738e+02 -1.42457336e+02
  5.14129525e-01  1.55293532e+02 -1.42957168e+02  2.70415004e-02
  1.54796717e+02 -1.42469980e+02  5.27730148e-01  1.55295644e+02
 -1.42932916e+02  1.66281452e-02  1.54807363e+02 -1.42477290e+02
  5.32627589e-01  1.55294931e+02 -1.42927204e+02  4.28436497e-02
  1.54795882e+02 -1.42430735e+02  5.24100565e-01  1.55299955e+02
 -1.42967340e+02  3.79295429e-02  1.54805938e+02 -1.42434677e+02
  5.14493906e-01  1.55300277e+02 -1.42952273e+02  4.26200868e-02
  1.54806526e+02 -1.42454352e+02  5.24418326e-01  1.55302125e+02
 -1.42970728e+02  3.95012156e-02  1.54802682e+02 -1.42445127e+02
  5.24430840e-01  1.55290532e+02 -1.42938201e+02  3.59796820e-02
  1.54798229e+02 -1.42440555e+02  5.23332624e-01  1.55302828e+02
 -1.42944348e+02  4.80266642e-02  1.54798004e+02 -1.42443367e+02
  5.29387580e-01  1.55313778e+02 -1.42977960e+02  1.91029017e-02
  1.54798220e+02 -1.42449922e+02  5.34364178e-01  1.55295185e+02
 -1.42967489e+02  4.16368424e-02  1.54803824e+02 -1.42443119e+02
  5.19552776e-01  1.55299566e+02 -1.42973673e+02  1.68120164e-02
  1.54787641e+02 -1.42470988e+02  5.28244104e-01  1.55293375e+02
 -1.42961122e+02  4.15772283e-02  1.54797957e+02 -1.42447868e+02
  5.20447495e-01  1.55298657e+02]
--- Row 261/300 row=260 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  260
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=260 ---
Niter:  0 row:  260 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 1.1354808520991355e-05 0.016797889677036437 0.03595074055727041
[ 1.20934602e-10 -1.03170120e-05 -2.82826615e-01  1.61515362e+04
 -1.42967999e+02 -9.99022833e-14  1.54780495e+02]
Niter:  1 row:  260 ngroup:  1 nlines:  247 gd:  234
[ 1.20934602e-10 -1.03170120e-05 -2.82826615e-01  1.61515362e+04
 -1.42967999e+02 -9.99022833e-14  1.54780495e+02]
res:  234 0.00016303777556458954 0.01703855799860321 0.026871852131221733
[ 1.21047813e-10 -1.03172590e-05 -2.82828638e-01  1.61515357e+04
 -1.42964391e+02  1.03416820e-10  1.54763103e+02]
Niter:  2 row:  260 ngroup:  1 nlines:  247 gd:  235
[ 1.21047813e-10 -1.03172590e-05 -2.82828638e-01  1.61515357e+04
 -1.42964391e+02  1.03416820e-10  1.54763103e+02]
res:  235 0.00033599118614802137 0.017108086787629873 0.027247411406574613
[ 1.21004624e-10 -1.03172126e-05 -2.82828085e-01  1.61515346e+04
 -1.42970679e+02  1.44338973e-10  1.54762762e+02]
Niter:  3 row:  260 ngroup:  1 nlines:  247 gd:  234
[ 1.21004624e-10 -1.03172126e-05 -2.82828085e-01  1.61515346e+04
 -1.42970679e+02  1.44338973e-10  1.54762762e+02]
res:  234 0.00031283161843020935 0.016496900318088592 0.026846905253841587
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
Niter:  4 row:  260 ngroup:  1 nlines:  247 gd:  234
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
res:  234 0.00031283161843020935 0.016496900318088592 0.026846905253841587
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
Niter:  5 row:  260 ngroup:  1 nlines:  247 gd:  234
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
res:  234 0.00031283161843020935 0.016496900318088592 0.026846905253841587
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
Niter:  6 row:  260 ngroup:  1 nlines:  247 gd:  234
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
res:  234 0.00031283161843020935 0.016496900318088592 0.026846905253841587
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
Final values:
res:  0.00031283161843020935 0.026846905253841587
pars:  [ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
260 [ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02]
elapsed: 2.9 sec.
Niter:  0 row:  260 ngroup:  26 nlines:  6305 gd:  6305
[ 1.21113909e-10 -1.03172596e-05 -2.82829797e-01  1.61515336e+04
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02 -1.42966215e+02  2.11751524e-10
  1.54751362e+02 -1.42966215e+02  2.11751524e-10  1.54751362e+02
 -1.42966215e+02  2.11751524e-10  1.54751362e+02 -1.42966215e+02
  2.11751524e-10  1.54751362e+02]
res:  6305 0.0008680438804731239 0.01493294318424887 0.03465251481061527
[ 1.21113921e-10 -1.03172586e-05 -2.82829826e-01  1.61515352e+04
 -1.42959226e+02 -3.87130458e-03  1.54757901e+02 -1.42446267e+02
  5.20416507e-01  1.55244250e+02 -1.42976207e+02 -1.12844568e-02
  1.54757295e+02 -1.42445763e+02  4.92955523e-01  1.55256560e+02
 -1.42978226e+02  8.53470044e-03  1.54754106e+02 -1.42444663e+02
  4.98745053e-01  1.55257240e+02 -1.42934725e+02 -3.29990055e-03
  1.54756655e+02 -1.42465020e+02  5.10774696e-01  1.55246741e+02
 -1.42945756e+02  1.49461861e-02  1.54743939e+02 -1.42466163e+02
  5.15778519e-01  1.55254554e+02 -1.42955603e+02  3.24652544e-03
  1.54741530e+02 -1.42451429e+02  5.07168450e-01  1.55240762e+02
 -1.42967393e+02 -3.08921808e-03  1.54756651e+02 -1.42468227e+02
  5.10695859e-01  1.55255480e+02 -1.42971377e+02  6.21000687e-03
  1.54745274e+02 -1.42472094e+02  4.98542393e-01  1.55250876e+02
 -1.42961109e+02 -1.37098070e-02  1.54766282e+02 -1.42441417e+02
  5.07249109e-01  1.55251193e+02 -1.42976007e+02 -1.95256860e-02
  1.54755485e+02 -1.42466249e+02  5.11050437e-01  1.55251948e+02
 -1.42977935e+02 -7.39514321e-03  1.54752091e+02 -1.42476974e+02
  4.76122075e-01  1.55246077e+02 -1.42979414e+02  1.99698427e-02
  1.54750392e+02 -1.42495303e+02  4.75293693e-01  1.55252115e+02
 -1.42974044e+02 -8.31577545e-04  1.54752709e+02 -1.42447011e+02
  5.14435606e-01  1.55255290e+02]
Niter:  1 row:  260 ngroup:  26 nlines:  6305 gd:  5857
[ 1.21113921e-10 -1.03172586e-05 -2.82829826e-01  1.61515352e+04
 -1.42959226e+02 -3.87130458e-03  1.54757901e+02 -1.42446267e+02
  5.20416507e-01  1.55244250e+02 -1.42976207e+02 -1.12844568e-02
  1.54757295e+02 -1.42445763e+02  4.92955523e-01  1.55256560e+02
 -1.42978226e+02  8.53470044e-03  1.54754106e+02 -1.42444663e+02
  4.98745053e-01  1.55257240e+02 -1.42934725e+02 -3.29990055e-03
  1.54756655e+02 -1.42465020e+02  5.10774696e-01  1.55246741e+02
 -1.42945756e+02  1.49461861e-02  1.54743939e+02 -1.42466163e+02
  5.15778519e-01  1.55254554e+02 -1.42955603e+02  3.24652544e-03
  1.54741530e+02 -1.42451429e+02  5.07168450e-01  1.55240762e+02
 -1.42967393e+02 -3.08921808e-03  1.54756651e+02 -1.42468227e+02
  5.10695859e-01  1.55255480e+02 -1.42971377e+02  6.21000687e-03
  1.54745274e+02 -1.42472094e+02  4.98542393e-01  1.55250876e+02
 -1.42961109e+02 -1.37098070e-02  1.54766282e+02 -1.42441417e+02
  5.07249109e-01  1.55251193e+02 -1.42976007e+02 -1.95256860e-02
  1.54755485e+02 -1.42466249e+02  5.11050437e-01  1.55251948e+02
 -1.42977935e+02 -7.39514321e-03  1.54752091e+02 -1.42476974e+02
  4.76122075e-01  1.55246077e+02 -1.42979414e+02  1.99698427e-02
  1.54750392e+02 -1.42495303e+02  4.75293693e-01  1.55252115e+02
 -1.42974044e+02 -8.31577545e-04  1.54752709e+02 -1.42447011e+02
  5.14435606e-01  1.55255290e+02]
res:  5857 -0.0001960875015356578 0.014873023130348884 0.023708179816420257
[ 1.21113933e-10 -1.03172575e-05 -2.82829797e-01  1.61515336e+04
 -1.42970506e+02 -7.25461651e-03  1.54751180e+02 -1.42463290e+02
  4.96136414e-01  1.55240530e+02 -1.42984674e+02 -4.77737990e-03
  1.54739318e+02 -1.42457769e+02  4.82925825e-01  1.55255782e+02
 -1.42980176e+02 -2.07920319e-02  1.54748540e+02 -1.42466022e+02
  4.91164136e-01  1.55248416e+02 -1.42947726e+02 -1.20821286e-02
  1.54748339e+02 -1.42477637e+02  4.95750005e-01  1.55239408e+02
 -1.42957566e+02 -1.04737618e-03  1.54738799e+02 -1.42483276e+02
  4.88449963e-01  1.55250344e+02 -1.42975041e+02 -1.39356775e-02
  1.54740873e+02 -1.42475483e+02  4.93669550e-01  1.55236146e+02
 -1.42974336e+02 -1.36214859e-02  1.54754338e+02 -1.42479997e+02
  4.98231259e-01  1.55247819e+02 -1.42971246e+02 -9.80711558e-03
  1.54737926e+02 -1.42487707e+02  5.04854605e-01  1.55241623e+02
 -1.42961783e+02 -1.38754439e-02  1.54755523e+02 -1.42442937e+02
  4.81408219e-01  1.55247982e+02 -1.42981232e+02 -2.23763629e-02
  1.54740625e+02 -1.42472950e+02  4.94869512e-01  1.55247155e+02
 -1.42985026e+02 -2.70122441e-02  1.54742034e+02 -1.42490132e+02
  4.74461784e-01  1.55242856e+02 -1.42993436e+02  7.46048726e-03
  1.54746322e+02 -1.42501562e+02  4.71107009e-01  1.55243779e+02
 -1.42975315e+02 -2.77896650e-02  1.54750383e+02 -1.42475813e+02
  5.04270159e-01  1.55240539e+02]
Niter:  2 row:  260 ngroup:  26 nlines:  6305 gd:  5853
[ 1.21113933e-10 -1.03172575e-05 -2.82829797e-01  1.61515336e+04
 -1.42970506e+02 -7.25461651e-03  1.54751180e+02 -1.42463290e+02
  4.96136414e-01  1.55240530e+02 -1.42984674e+02 -4.77737990e-03
  1.54739318e+02 -1.42457769e+02  4.82925825e-01  1.55255782e+02
 -1.42980176e+02 -2.07920319e-02  1.54748540e+02 -1.42466022e+02
  4.91164136e-01  1.55248416e+02 -1.42947726e+02 -1.20821286e-02
  1.54748339e+02 -1.42477637e+02  4.95750005e-01  1.55239408e+02
 -1.42957566e+02 -1.04737618e-03  1.54738799e+02 -1.42483276e+02
  4.88449963e-01  1.55250344e+02 -1.42975041e+02 -1.39356775e-02
  1.54740873e+02 -1.42475483e+02  4.93669550e-01  1.55236146e+02
 -1.42974336e+02 -1.36214859e-02  1.54754338e+02 -1.42479997e+02
  4.98231259e-01  1.55247819e+02 -1.42971246e+02 -9.80711558e-03
  1.54737926e+02 -1.42487707e+02  5.04854605e-01  1.55241623e+02
 -1.42961783e+02 -1.38754439e-02  1.54755523e+02 -1.42442937e+02
  4.81408219e-01  1.55247982e+02 -1.42981232e+02 -2.23763629e-02
  1.54740625e+02 -1.42472950e+02  4.94869512e-01  1.55247155e+02
 -1.42985026e+02 -2.70122441e-02  1.54742034e+02 -1.42490132e+02
  4.74461784e-01  1.55242856e+02 -1.42993436e+02  7.46048726e-03
  1.54746322e+02 -1.42501562e+02  4.71107009e-01  1.55243779e+02
 -1.42975315e+02 -2.77896650e-02  1.54750383e+02 -1.42475813e+02
  5.04270159e-01  1.55240539e+02]
res:  5853 -0.0003195523750036955 0.01482369399855088 0.02363579811152147
[ 1.21113945e-10 -1.03172565e-05 -2.82829769e-01  1.61515319e+04
 -1.42977448e+02 -1.29681462e-02  1.54746450e+02 -1.42475743e+02
  4.86689676e-01  1.55235801e+02 -1.42991606e+02 -7.02350678e-03
  1.54734586e+02 -1.42464733e+02  4.77224252e-01  1.55253156e+02
 -1.42987113e+02 -2.65000405e-02  1.54743812e+02 -1.42483887e+02
  4.85456769e-01  1.55243692e+02 -1.42954664e+02 -1.77704525e-02
  1.54743609e+02 -1.42484583e+02  4.90046831e-01  1.55234677e+02
 -1.42964535e+02 -6.75047474e-03  1.54734061e+02 -1.42490232e+02
  4.79742062e-01  1.55245614e+02 -1.42986957e+02 -2.31608409e-02
  1.54736148e+02 -1.42482450e+02  4.84859309e-01  1.55231417e+02
 -1.42981277e+02 -2.27053429e-02  1.54749609e+02 -1.42486941e+02
  4.89271633e-01  1.55243082e+02 -1.42978208e+02 -1.88537337e-02
  1.54733199e+02 -1.42499552e+02  4.99142108e-01  1.55236889e+02
 -1.42958675e+02 -1.95883942e-02  1.54750784e+02 -1.42449878e+02
  4.75698363e-01  1.55243240e+02 -1.42988157e+02 -2.80660841e-02
  1.54735895e+02 -1.42474935e+02  4.89156587e-01  1.55242419e+02
 -1.42991981e+02 -3.26950129e-02  1.54737310e+02 -1.42497080e+02
  4.71971480e-01  1.55238118e+02 -1.43000400e+02  1.75207701e-03
  1.54741591e+02 -1.42508509e+02  4.68511258e-01  1.55239051e+02
 -1.42982285e+02 -3.76002793e-02  1.54745653e+02 -1.42482800e+02
  4.98573552e-01  1.55235805e+02]
Niter:  3 row:  260 ngroup:  26 nlines:  6305 gd:  5849
[ 1.21113945e-10 -1.03172565e-05 -2.82829769e-01  1.61515319e+04
 -1.42977448e+02 -1.29681462e-02  1.54746450e+02 -1.42475743e+02
  4.86689676e-01  1.55235801e+02 -1.42991606e+02 -7.02350678e-03
  1.54734586e+02 -1.42464733e+02  4.77224252e-01  1.55253156e+02
 -1.42987113e+02 -2.65000405e-02  1.54743812e+02 -1.42483887e+02
  4.85456769e-01  1.55243692e+02 -1.42954664e+02 -1.77704525e-02
  1.54743609e+02 -1.42484583e+02  4.90046831e-01  1.55234677e+02
 -1.42964535e+02 -6.75047474e-03  1.54734061e+02 -1.42490232e+02
  4.79742062e-01  1.55245614e+02 -1.42986957e+02 -2.31608409e-02
  1.54736148e+02 -1.42482450e+02  4.84859309e-01  1.55231417e+02
 -1.42981277e+02 -2.27053429e-02  1.54749609e+02 -1.42486941e+02
  4.89271633e-01  1.55243082e+02 -1.42978208e+02 -1.88537337e-02
  1.54733199e+02 -1.42499552e+02  4.99142108e-01  1.55236889e+02
 -1.42958675e+02 -1.95883942e-02  1.54750784e+02 -1.42449878e+02
  4.75698363e-01  1.55243240e+02 -1.42988157e+02 -2.80660841e-02
  1.54735895e+02 -1.42474935e+02  4.89156587e-01  1.55242419e+02
 -1.42991981e+02 -3.26950129e-02  1.54737310e+02 -1.42497080e+02
  4.71971480e-01  1.55238118e+02 -1.43000400e+02  1.75207701e-03
  1.54741591e+02 -1.42508509e+02  4.68511258e-01  1.55239051e+02
 -1.42982285e+02 -3.76002793e-02  1.54745653e+02 -1.42482800e+02
  4.98573552e-01  1.55235805e+02]
res:  5849 -0.0002945811374956975 0.014690227328173933 0.023519239313335473
[ 1.21099377e-10 -1.03166054e-05 -2.82829270e-01  1.61515303e+04
 -1.42974549e+02 -1.80307981e-02  1.54754934e+02 -1.42471603e+02
  4.81734181e-01  1.55244272e+02 -1.42988810e+02 -1.19086250e-02
  1.54743032e+02 -1.42461263e+02  4.72224073e-01  1.55261609e+02
 -1.42984061e+02 -3.15307455e-02  1.54752330e+02 -1.42480156e+02
  4.80445551e-01  1.55252266e+02 -1.42951658e+02 -2.26873461e-02
  1.54752091e+02 -1.42481450e+02  4.85069126e-01  1.55243157e+02
 -1.42961033e+02 -1.16812891e-02  1.54742342e+02 -1.42486760e+02
  4.74751745e-01  1.55254076e+02 -1.42983385e+02 -2.81828582e-02
  1.54744734e+02 -1.42479028e+02  4.79862800e-01  1.55239920e+02
 -1.42978266e+02 -2.75376562e-02  1.54758095e+02 -1.42483945e+02
  4.84302147e-01  1.55251373e+02 -1.42974883e+02 -2.37828080e-02
  1.54741710e+02 -1.42496500e+02  4.94106893e-01  1.55244135e+02
 -1.42955354e+02 -2.46171210e-02  1.54759091e+02 -1.42446814e+02
  4.70689557e-01  1.55251429e+02 -1.42985330e+02 -3.12788561e-02
  1.54744379e+02 -1.42471410e+02  4.84165477e-01  1.55250744e+02
 -1.42988703e+02 -3.75189453e-02  1.54745902e+02 -1.42493959e+02
  4.66993183e-01  1.55247454e+02 -1.42997129e+02 -3.21957046e-03
  1.54750020e+02 -1.42505253e+02  4.65075382e-01  1.55247553e+02
 -1.42978706e+02 -4.25287630e-02  1.54754146e+02 -1.42478833e+02
  4.93621300e-01  1.55244197e+02]
Niter:  4 row:  260 ngroup:  26 nlines:  6305 gd:  5838
[ 1.21099377e-10 -1.03166054e-05 -2.82829270e-01  1.61515303e+04
 -1.42974549e+02 -1.80307981e-02  1.54754934e+02 -1.42471603e+02
  4.81734181e-01  1.55244272e+02 -1.42988810e+02 -1.19086250e-02
  1.54743032e+02 -1.42461263e+02  4.72224073e-01  1.55261609e+02
 -1.42984061e+02 -3.15307455e-02  1.54752330e+02 -1.42480156e+02
  4.80445551e-01  1.55252266e+02 -1.42951658e+02 -2.26873461e-02
  1.54752091e+02 -1.42481450e+02  4.85069126e-01  1.55243157e+02
 -1.42961033e+02 -1.16812891e-02  1.54742342e+02 -1.42486760e+02
  4.74751745e-01  1.55254076e+02 -1.42983385e+02 -2.81828582e-02
  1.54744734e+02 -1.42479028e+02  4.79862800e-01  1.55239920e+02
 -1.42978266e+02 -2.75376562e-02  1.54758095e+02 -1.42483945e+02
  4.84302147e-01  1.55251373e+02 -1.42974883e+02 -2.37828080e-02
  1.54741710e+02 -1.42496500e+02  4.94106893e-01  1.55244135e+02
 -1.42955354e+02 -2.46171210e-02  1.54759091e+02 -1.42446814e+02
  4.70689557e-01  1.55251429e+02 -1.42985330e+02 -3.12788561e-02
  1.54744379e+02 -1.42471410e+02  4.84165477e-01  1.55250744e+02
 -1.42988703e+02 -3.75189453e-02  1.54745902e+02 -1.42493959e+02
  4.66993183e-01  1.55247454e+02 -1.42997129e+02 -3.21957046e-03
  1.54750020e+02 -1.42505253e+02  4.65075382e-01  1.55247553e+02
 -1.42978706e+02 -4.25287630e-02  1.54754146e+02 -1.42478833e+02
  4.93621300e-01  1.55244197e+02]
res:  5838 -0.0004681311893364182 0.01468499364273157 0.023359800395354947
[ 1.21099389e-10 -1.03166044e-05 -2.82829241e-01  1.61515303e+04
 -1.42976345e+02 -1.79534343e-02  1.54755008e+02 -1.42473431e+02
  4.81805930e-01  1.55242276e+02 -1.42990623e+02 -1.18423408e-02
  1.54743100e+02 -1.42463303e+02  4.72299452e-01  1.55261698e+02
 -1.42986041e+02 -3.14498796e-02  1.54752429e+02 -1.42482355e+02
  4.80518106e-01  1.55252385e+02 -1.42953573e+02 -2.26188695e-02
  1.54752166e+02 -1.42483399e+02  4.85148212e-01  1.55243217e+02
 -1.42963055e+02 -1.16178708e-02  1.54742402e+02 -1.42488917e+02
  4.74821063e-01  1.55254172e+02 -1.42985400e+02 -2.81084637e-02
  1.54744834e+02 -1.42481003e+02  4.79930055e-01  1.55239980e+02
 -1.42980158e+02 -2.74783121e-02  1.54758170e+02 -1.42485787e+02
  4.87666103e-01  1.55251455e+02 -1.42976833e+02 -2.37203800e-02
  1.54743782e+02 -1.42498480e+02  4.94177291e-01  1.55243061e+02
 -1.42957379e+02 -2.45451273e-02  1.54759139e+02 -1.42448745e+02
  4.70757123e-01  1.55251472e+02 -1.42987223e+02 -2.24658145e-02
  1.54742220e+02 -1.42473521e+02  4.84241705e-01  1.55250814e+02
 -1.42990691e+02 -3.74566062e-02  1.54746016e+02 -1.42495857e+02
  4.67065936e-01  1.55244227e+02 -1.42999041e+02 -3.14463836e-03
  1.54752071e+02 -1.42507290e+02  4.66738265e-01  1.55243462e+02
 -1.42980775e+02 -4.24615596e-02  1.54754207e+02 -1.42481099e+02
  4.93695195e-01  1.55244275e+02]
Niter:  5 row:  260 ngroup:  26 nlines:  6305 gd:  5827
[ 1.21099389e-10 -1.03166044e-05 -2.82829241e-01  1.61515303e+04
 -1.42976345e+02 -1.79534343e-02  1.54755008e+02 -1.42473431e+02
  4.81805930e-01  1.55242276e+02 -1.42990623e+02 -1.18423408e-02
  1.54743100e+02 -1.42463303e+02  4.72299452e-01  1.55261698e+02
 -1.42986041e+02 -3.14498796e-02  1.54752429e+02 -1.42482355e+02
  4.80518106e-01  1.55252385e+02 -1.42953573e+02 -2.26188695e-02
  1.54752166e+02 -1.42483399e+02  4.85148212e-01  1.55243217e+02
 -1.42963055e+02 -1.16178708e-02  1.54742402e+02 -1.42488917e+02
  4.74821063e-01  1.55254172e+02 -1.42985400e+02 -2.81084637e-02
  1.54744834e+02 -1.42481003e+02  4.79930055e-01  1.55239980e+02
 -1.42980158e+02 -2.74783121e-02  1.54758170e+02 -1.42485787e+02
  4.87666103e-01  1.55251455e+02 -1.42976833e+02 -2.37203800e-02
  1.54743782e+02 -1.42498480e+02  4.94177291e-01  1.55243061e+02
 -1.42957379e+02 -2.45451273e-02  1.54759139e+02 -1.42448745e+02
  4.70757123e-01  1.55251472e+02 -1.42987223e+02 -2.24658145e-02
  1.54742220e+02 -1.42473521e+02  4.84241705e-01  1.55250814e+02
 -1.42990691e+02 -3.74566062e-02  1.54746016e+02 -1.42495857e+02
  4.67065936e-01  1.55244227e+02 -1.42999041e+02 -3.14463836e-03
  1.54752071e+02 -1.42507290e+02  4.66738265e-01  1.55243462e+02
 -1.42980775e+02 -4.24615596e-02  1.54754207e+02 -1.42481099e+02
  4.93695195e-01  1.55244275e+02]
res:  5827 -0.0005068218415544834 0.014483668786851922 0.023194741822618766
[ 1.21099543e-10 -1.03162304e-05 -2.82829273e-01  1.61515287e+04
 -1.42976113e+02 -2.34460923e-02  1.54755907e+02 -1.42472709e+02
  4.76349742e-01  1.55243142e+02 -1.42990482e+02 -1.73053871e-02
  1.54743977e+02 -1.42468338e+02  4.66807170e-01  1.55262591e+02
 -1.42985836e+02 -3.69630869e-02  1.54753364e+02 -1.42481825e+02
  4.75039561e-01  1.55253357e+02 -1.42953357e+02 -2.81027103e-02
  1.54753066e+02 -1.42483113e+02  4.79663415e-01  1.55244108e+02
 -1.42962557e+02 -1.70748836e-02  1.54743183e+02 -1.42488535e+02
  4.69355031e-01  1.55255071e+02 -1.42990098e+02 -3.35827646e-02
  1.54745805e+02 -1.42480529e+02  4.74476415e-01  1.55240881e+02
 -1.42979920e+02 -3.29228355e-02  1.54759071e+02 -1.42485523e+02
  4.82159016e-01  1.55252253e+02 -1.42970741e+02 -2.91641082e-02
  1.54744729e+02 -1.42498278e+02  4.88701329e-01  1.55243861e+02
 -1.42957007e+02 -2.64921088e-02  1.54759931e+02 -1.42448500e+02
  4.65292245e-01  1.55254374e+02 -1.42987123e+02 -1.66663996e-02
  1.54743080e+02 -1.42478748e+02  4.78771486e-01  1.55251625e+02
 -1.42995702e+02 -4.28899489e-02  1.54746999e+02 -1.42495548e+02
  4.64985898e-01  1.55244979e+02 -1.42998622e+02 -8.62255992e-03
  1.54752972e+02 -1.42506982e+02  4.64549679e-01  1.55244351e+02
 -1.42974365e+02 -4.79478827e-02  1.54755106e+02 -1.42480434e+02
  4.88213600e-01  1.55245126e+02]
Niter:  6 row:  260 ngroup:  26 nlines:  6305 gd:  5819
[ 1.21099543e-10 -1.03162304e-05 -2.82829273e-01  1.61515287e+04
 -1.42976113e+02 -2.34460923e-02  1.54755907e+02 -1.42472709e+02
  4.76349742e-01  1.55243142e+02 -1.42990482e+02 -1.73053871e-02
  1.54743977e+02 -1.42468338e+02  4.66807170e-01  1.55262591e+02
 -1.42985836e+02 -3.69630869e-02  1.54753364e+02 -1.42481825e+02
  4.75039561e-01  1.55253357e+02 -1.42953357e+02 -2.81027103e-02
  1.54753066e+02 -1.42483113e+02  4.79663415e-01  1.55244108e+02
 -1.42962557e+02 -1.70748836e-02  1.54743183e+02 -1.42488535e+02
  4.69355031e-01  1.55255071e+02 -1.42990098e+02 -3.35827646e-02
  1.54745805e+02 -1.42480529e+02  4.74476415e-01  1.55240881e+02
 -1.42979920e+02 -3.29228355e-02  1.54759071e+02 -1.42485523e+02
  4.82159016e-01  1.55252253e+02 -1.42970741e+02 -2.91641082e-02
  1.54744729e+02 -1.42498278e+02  4.88701329e-01  1.55243861e+02
 -1.42957007e+02 -2.64921088e-02  1.54759931e+02 -1.42448500e+02
  4.65292245e-01  1.55254374e+02 -1.42987123e+02 -1.66663996e-02
  1.54743080e+02 -1.42478748e+02  4.78771486e-01  1.55251625e+02
 -1.42995702e+02 -4.28899489e-02  1.54746999e+02 -1.42495548e+02
  4.64985898e-01  1.55244979e+02 -1.42998622e+02 -8.62255992e-03
  1.54752972e+02 -1.42506982e+02  4.64549679e-01  1.55244351e+02
 -1.42974365e+02 -4.79478827e-02  1.54755106e+02 -1.42480434e+02
  4.88213600e-01  1.55245126e+02]
res:  5819 -0.0005521698258235119 0.014481217662250856 0.023084041700904438
[ 1.21107207e-10 -1.03162304e-05 -2.82829273e-01  1.61515287e+04
 -1.42976113e+02 -2.34460923e-02  1.54755907e+02 -1.42472709e+02
  4.76349742e-01  1.55243142e+02 -1.42990482e+02 -1.73053871e-02
  1.54743977e+02 -1.42468338e+02  4.66807170e-01  1.55262591e+02
 -1.42985836e+02 -3.69630869e-02  1.54753364e+02 -1.42481825e+02
  4.75039561e-01  1.55253357e+02 -1.42953357e+02 -2.81027103e-02
  1.54753066e+02 -1.42483113e+02  4.79663415e-01  1.55244108e+02
 -1.42962557e+02 -1.70748836e-02  1.54743183e+02 -1.42488535e+02
  4.69355031e-01  1.55255071e+02 -1.42990098e+02 -3.35827646e-02
  1.54745805e+02 -1.42480529e+02  4.74476415e-01  1.55240881e+02
 -1.42979920e+02 -3.29228355e-02  1.54759071e+02 -1.42485523e+02
  4.82159016e-01  1.55252253e+02 -1.42970741e+02 -2.91641082e-02
  1.54744729e+02 -1.42498278e+02  4.88701329e-01  1.55243861e+02
 -1.42957007e+02 -2.64921088e-02  1.54759931e+02 -1.42448500e+02
  4.65292245e-01  1.55254374e+02 -1.42987123e+02 -1.66663996e-02
  1.54743080e+02 -1.42478748e+02  4.78771486e-01  1.55251625e+02
 -1.42995702e+02 -4.28899489e-02  1.54746999e+02 -1.42495548e+02
  4.64985898e-01  1.55244979e+02 -1.42998622e+02 -8.62255992e-03
  1.54752972e+02 -1.42506982e+02  4.64549679e-01  1.55244351e+02
 -1.42974365e+02 -4.79478827e-02  1.54755106e+02 -1.42480434e+02
  4.88213600e-01  1.55245126e+02]
Saving figure to  wave_resid_43670005_fiber260.png
Final values:
res:  -0.0005521698258235119 0.023084041700904438
pars:  [ 1.21107207e-10 -1.03162304e-05 -2.82829273e-01  1.61515287e+04
 -1.42976113e+02 -2.34460923e-02  1.54755907e+02 -1.42472709e+02
  4.76349742e-01  1.55243142e+02 -1.42990482e+02 -1.73053871e-02
  1.54743977e+02 -1.42468338e+02  4.66807170e-01  1.55262591e+02
 -1.42985836e+02 -3.69630869e-02  1.54753364e+02 -1.42481825e+02
  4.75039561e-01  1.55253357e+02 -1.42953357e+02 -2.81027103e-02
  1.54753066e+02 -1.42483113e+02  4.79663415e-01  1.55244108e+02
 -1.42962557e+02 -1.70748836e-02  1.54743183e+02 -1.42488535e+02
  4.69355031e-01  1.55255071e+02 -1.42990098e+02 -3.35827646e-02
  1.54745805e+02 -1.42480529e+02  4.74476415e-01  1.55240881e+02
 -1.42979920e+02 -3.29228355e-02  1.54759071e+02 -1.42485523e+02
  4.82159016e-01  1.55252253e+02 -1.42970741e+02 -2.91641082e-02
  1.54744729e+02 -1.42498278e+02  4.88701329e-01  1.55243861e+02
 -1.42957007e+02 -2.64921088e-02  1.54759931e+02 -1.42448500e+02
  4.65292245e-01  1.55254374e+02 -1.42987123e+02 -1.66663996e-02
  1.54743080e+02 -1.42478748e+02  4.78771486e-01  1.55251625e+02
 -1.42995702e+02 -4.28899489e-02  1.54746999e+02 -1.42495548e+02
  4.64985898e-01  1.55244979e+02 -1.42998622e+02 -8.62255992e-03
  1.54752972e+02 -1.42506982e+02  4.64549679e-01  1.55244351e+02
 -1.42974365e+02 -4.79478827e-02  1.54755106e+02 -1.42480434e+02
  4.88213600e-01  1.55245126e+02]
260 [ 1.21107207e-10 -1.03162304e-05 -2.82829273e-01  1.61515287e+04
 -1.42976113e+02 -2.34460923e-02  1.54755907e+02 -1.42472709e+02
  4.76349742e-01  1.55243142e+02 -1.42990482e+02 -1.73053871e-02
  1.54743977e+02 -1.42468338e+02  4.66807170e-01  1.55262591e+02
 -1.42985836e+02 -3.69630869e-02  1.54753364e+02 -1.42481825e+02
  4.75039561e-01  1.55253357e+02 -1.42953357e+02 -2.81027103e-02
  1.54753066e+02 -1.42483113e+02  4.79663415e-01  1.55244108e+02
 -1.42962557e+02 -1.70748836e-02  1.54743183e+02 -1.42488535e+02
  4.69355031e-01  1.55255071e+02 -1.42990098e+02 -3.35827646e-02
  1.54745805e+02 -1.42480529e+02  4.74476415e-01  1.55240881e+02
 -1.42979920e+02 -3.29228355e-02  1.54759071e+02 -1.42485523e+02
  4.82159016e-01  1.55252253e+02 -1.42970741e+02 -2.91641082e-02
  1.54744729e+02 -1.42498278e+02  4.88701329e-01  1.55243861e+02
 -1.42957007e+02 -2.64921088e-02  1.54759931e+02 -1.42448500e+02
  4.65292245e-01  1.55254374e+02 -1.42987123e+02 -1.66663996e-02
  1.54743080e+02 -1.42478748e+02  4.78771486e-01  1.55251625e+02
 -1.42995702e+02 -4.28899489e-02  1.54746999e+02 -1.42495548e+02
  4.64985898e-01  1.55244979e+02 -1.42998622e+02 -8.62255992e-03
  1.54752972e+02 -1.42506982e+02  4.64549679e-01  1.55244351e+02
 -1.42974365e+02 -4.79478827e-02  1.54755106e+02 -1.42480434e+02
  4.88213600e-01  1.55245126e+02]
--- Row 262/300 row=261 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  261
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=261 ---
Niter:  0 row:  261 ngroup:  1 nlines:  233 gd:  233
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  233 0.00036918246223649476 0.015034658539661905 0.02800024341364896
[ 1.21320235e-10 -1.03164795e-05 -2.82831548e-01  1.61515179e+04
 -1.42969055e+02 -1.19454901e-13  1.54712965e+02]
Niter:  1 row:  261 ngroup:  1 nlines:  233 gd:  224
[ 1.21320235e-10 -1.03164795e-05 -2.82831548e-01  1.61515179e+04
 -1.42969055e+02 -1.19454901e-13  1.54712965e+02]
res:  224 0.0007459722364728805 0.015124396908504423 0.02302425996225846
[ 1.21577290e-10 -1.03170062e-05 -2.82836027e-01  1.61515198e+04
 -1.42940557e+02  6.72448050e-12  1.54692483e+02]
Niter:  2 row:  261 ngroup:  1 nlines:  233 gd:  225
[ 1.21577290e-10 -1.03170062e-05 -2.82836027e-01  1.61515198e+04
 -1.42940557e+02  6.72448050e-12  1.54692483e+02]
res:  225 0.00021021091743023135 0.015179060095761088 0.023406245495550003
[ 1.21572926e-10 -1.03170309e-05 -2.82835877e-01  1.61515207e+04
 -1.42938035e+02 -2.92118178e-11  1.54695902e+02]
Niter:  3 row:  261 ngroup:  1 nlines:  233 gd:  224
[ 1.21572926e-10 -1.03170309e-05 -2.82835877e-01  1.61515207e+04
 -1.42938035e+02 -2.92118178e-11  1.54695902e+02]
res:  224 0.0002874792517104652 0.015170202203080407 0.02299647961352185
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
Niter:  4 row:  261 ngroup:  1 nlines:  233 gd:  224
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
res:  224 0.0002874792517104652 0.015170202203080407 0.022996479613521675
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
Niter:  5 row:  261 ngroup:  1 nlines:  233 gd:  224
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
res:  224 0.0002874792517104652 0.015170202203080407 0.022996479613362694
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
Niter:  6 row:  261 ngroup:  1 nlines:  233 gd:  224
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
res:  224 0.0002874792517104652 0.015170202203080407 0.022996479613362694
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
Final values:
res:  0.0002874792517104652 0.022996479613362694
pars:  [ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
261 [ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02]
elapsed: 2.9 sec.
Niter:  0 row:  261 ngroup:  26 nlines:  6234 gd:  6234
[ 1.21618491e-10 -1.03170758e-05 -2.82836471e-01  1.61515217e+04
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02 -1.42931695e+02 -1.31697241e-10
  1.54695936e+02 -1.42931695e+02 -1.31697241e-10  1.54695936e+02
 -1.42931695e+02 -1.31697241e-10  1.54695936e+02 -1.42931695e+02
 -1.31697241e-10  1.54695936e+02]
res:  6234 0.0008132127859425964 0.014671695614197233 0.03302592040425097
[ 1.21618479e-10 -1.03170768e-05 -2.82836443e-01  1.61515201e+04
 -1.42943931e+02  7.63318743e-03  1.54688078e+02 -1.42442208e+02
  4.84596021e-01  1.55182987e+02 -1.42929447e+02 -2.05214609e-02
  1.54690948e+02 -1.42443460e+02  4.62973795e-01  1.55188737e+02
 -1.42978005e+02 -2.54810846e-02  1.54695114e+02 -1.42448060e+02
  4.69091647e-01  1.55192621e+02 -1.42924368e+02 -1.04978923e-02
  1.54696290e+02 -1.42446549e+02  4.68477767e-01  1.55182317e+02
 -1.42919023e+02 -2.31942874e-02  1.54694211e+02 -1.42426302e+02
  4.75972873e-01  1.55190244e+02 -1.42953926e+02 -1.83296820e-02
  1.54692310e+02 -1.42434757e+02  4.58781745e-01  1.55190999e+02
 -1.42939577e+02  5.19994723e-04  1.54697801e+02 -1.42442987e+02
  4.56814908e-01  1.55199421e+02 -1.42957585e+02 -3.47356480e-02
  1.54700059e+02 -1.42474709e+02  4.86487745e-01  1.55199866e+02
 -1.42940004e+02  2.66552580e-02  1.54700908e+02 -1.42428331e+02
  4.53732805e-01  1.55208097e+02 -1.42954103e+02 -4.38744983e-02
  1.54690015e+02 -1.42434357e+02  4.83092301e-01  1.55188544e+02
 -1.42959148e+02 -3.20322805e-02  1.54689261e+02 -1.42452314e+02
  4.87875223e-01  1.55182022e+02 -1.42950460e+02 -2.92273569e-02
  1.54699589e+02 -1.42477150e+02  4.70854973e-01  1.55187882e+02
 -1.42948422e+02  5.81443841e-03  1.54697590e+02 -1.42456212e+02
  4.71763079e-01  1.55206218e+02]
Niter:  1 row:  261 ngroup:  26 nlines:  6234 gd:  5838
[ 1.21618479e-10 -1.03170768e-05 -2.82836443e-01  1.61515201e+04
 -1.42943931e+02  7.63318743e-03  1.54688078e+02 -1.42442208e+02
  4.84596021e-01  1.55182987e+02 -1.42929447e+02 -2.05214609e-02
  1.54690948e+02 -1.42443460e+02  4.62973795e-01  1.55188737e+02
 -1.42978005e+02 -2.54810846e-02  1.54695114e+02 -1.42448060e+02
  4.69091647e-01  1.55192621e+02 -1.42924368e+02 -1.04978923e-02
  1.54696290e+02 -1.42446549e+02  4.68477767e-01  1.55182317e+02
 -1.42919023e+02 -2.31942874e-02  1.54694211e+02 -1.42426302e+02
  4.75972873e-01  1.55190244e+02 -1.42953926e+02 -1.83296820e-02
  1.54692310e+02 -1.42434757e+02  4.58781745e-01  1.55190999e+02
 -1.42939577e+02  5.19994723e-04  1.54697801e+02 -1.42442987e+02
  4.56814908e-01  1.55199421e+02 -1.42957585e+02 -3.47356480e-02
  1.54700059e+02 -1.42474709e+02  4.86487745e-01  1.55199866e+02
 -1.42940004e+02  2.66552580e-02  1.54700908e+02 -1.42428331e+02
  4.53732805e-01  1.55208097e+02 -1.42954103e+02 -4.38744983e-02
  1.54690015e+02 -1.42434357e+02  4.83092301e-01  1.55188544e+02
 -1.42959148e+02 -3.20322805e-02  1.54689261e+02 -1.42452314e+02
  4.87875223e-01  1.55182022e+02 -1.42950460e+02 -2.92273569e-02
  1.54699589e+02 -1.42477150e+02  4.70854973e-01  1.55187882e+02
 -1.42948422e+02  5.81443841e-03  1.54697590e+02 -1.42456212e+02
  4.71763079e-01  1.55206218e+02]
res:  5838 -0.00011876686585310381 0.014494433687104902 0.02349211281205994
[ 1.21618491e-10 -1.03170758e-05 -2.82836415e-01  1.61515185e+04
 -1.42945614e+02 -8.04033956e-03  1.54686433e+02 -1.42448462e+02
  4.62283945e-01  1.55181662e+02 -1.42950315e+02 -3.41181027e-02
  1.54686145e+02 -1.42450854e+02  4.51738833e-01  1.55186307e+02
 -1.42992875e+02 -3.78765380e-02  1.54690385e+02 -1.42461813e+02
  4.54660568e-01  1.55188711e+02 -1.42931330e+02 -3.95787052e-02
  1.54694659e+02 -1.42459011e+02  4.48987058e-01  1.55180119e+02
 -1.42931195e+02 -3.10520573e-02  1.54693747e+02 -1.42451364e+02
  4.58061430e-01  1.55184939e+02 -1.42960869e+02 -2.82486846e-02
  1.54691080e+02 -1.42441417e+02  4.53174713e-01  1.55176269e+02
 -1.42938676e+02 -2.06201929e-02  1.54690867e+02 -1.42456399e+02
  4.55153694e-01  1.55189401e+02 -1.42971599e+02 -5.00675731e-02
  1.54694439e+02 -1.42486850e+02  4.64504936e-01  1.55186425e+02
 -1.42954546e+02 -1.03121669e-03  1.54692825e+02 -1.42447011e+02
  4.45745055e-01  1.55194944e+02 -1.42967357e+02 -5.63910413e-02
  1.54684278e+02 -1.42447352e+02  4.64579033e-01  1.55188520e+02
 -1.42967418e+02 -4.58814156e-02  1.54690800e+02 -1.42463253e+02
  4.82263179e-01  1.55176999e+02 -1.42963883e+02 -4.22105214e-02
  1.54692578e+02 -1.42491426e+02  4.57092937e-01  1.55177102e+02
 -1.42955659e+02 -2.74755560e-02  1.54694566e+02 -1.42469506e+02
  4.53743522e-01  1.55189799e+02]
Niter:  2 row:  261 ngroup:  26 nlines:  6234 gd:  5824
[ 1.21618491e-10 -1.03170758e-05 -2.82836415e-01  1.61515185e+04
 -1.42945614e+02 -8.04033956e-03  1.54686433e+02 -1.42448462e+02
  4.62283945e-01  1.55181662e+02 -1.42950315e+02 -3.41181027e-02
  1.54686145e+02 -1.42450854e+02  4.51738833e-01  1.55186307e+02
 -1.42992875e+02 -3.78765380e-02  1.54690385e+02 -1.42461813e+02
  4.54660568e-01  1.55188711e+02 -1.42931330e+02 -3.95787052e-02
  1.54694659e+02 -1.42459011e+02  4.48987058e-01  1.55180119e+02
 -1.42931195e+02 -3.10520573e-02  1.54693747e+02 -1.42451364e+02
  4.58061430e-01  1.55184939e+02 -1.42960869e+02 -2.82486846e-02
  1.54691080e+02 -1.42441417e+02  4.53174713e-01  1.55176269e+02
 -1.42938676e+02 -2.06201929e-02  1.54690867e+02 -1.42456399e+02
  4.55153694e-01  1.55189401e+02 -1.42971599e+02 -5.00675731e-02
  1.54694439e+02 -1.42486850e+02  4.64504936e-01  1.55186425e+02
 -1.42954546e+02 -1.03121669e-03  1.54692825e+02 -1.42447011e+02
  4.45745055e-01  1.55194944e+02 -1.42967357e+02 -5.63910413e-02
  1.54684278e+02 -1.42447352e+02  4.64579033e-01  1.55188520e+02
 -1.42967418e+02 -4.58814156e-02  1.54690800e+02 -1.42463253e+02
  4.82263179e-01  1.55176999e+02 -1.42963883e+02 -4.22105214e-02
  1.54692578e+02 -1.42491426e+02  4.57092937e-01  1.55177102e+02
 -1.42955659e+02 -2.74755560e-02  1.54694566e+02 -1.42469506e+02
  4.53743522e-01  1.55189799e+02]
res:  5824 -0.0002080038575513754 0.014500970494736976 0.023287859158906753
[ 1.21618503e-10 -1.03170748e-05 -2.82836386e-01  1.61515169e+04
 -1.42952556e+02 -1.71661380e-02  1.54681699e+02 -1.42450328e+02
  4.56594468e-01  1.55176927e+02 -1.42962927e+02 -3.98085379e-02
  1.54681411e+02 -1.42457810e+02  4.46034440e-01  1.55181576e+02
 -1.42999836e+02 -4.35738291e-02  1.54685656e+02 -1.42468769e+02
  4.45677041e-01  1.55183984e+02 -1.42938292e+02 -4.88027363e-02
  1.54689927e+02 -1.42470516e+02  4.43275151e-01  1.55175379e+02
 -1.42942834e+02 -3.67408055e-02  1.54689009e+02 -1.42458325e+02
  4.49281839e-01  1.55180209e+02 -1.42967812e+02 -3.71391182e-02
  1.54686351e+02 -1.42448350e+02  4.47474229e-01  1.55171532e+02
 -1.42945645e+02 -2.63119035e-02  1.54686134e+02 -1.42463316e+02
  4.52975905e-01  1.55184667e+02 -1.42978566e+02 -5.57589135e-02
  1.54689710e+02 -1.42493796e+02  4.58795429e-01  1.55181684e+02
 -1.42961484e+02 -1.46339902e-02  1.54688094e+02 -1.42453959e+02
  4.40031912e-01  1.55190208e+02 -1.42974311e+02 -6.52722285e-02
  1.54679540e+02 -1.42454288e+02  4.58862129e-01  1.55183794e+02
 -1.42974362e+02 -5.15811086e-02  1.54686072e+02 -1.42470200e+02
  4.76531849e-01  1.55172266e+02 -1.42970839e+02 -5.11489419e-02
  1.54685760e+02 -1.42498374e+02  4.51385424e-01  1.55172365e+02
 -1.42962624e+02 -3.31570472e-02  1.54689838e+02 -1.42476459e+02
  4.44351472e-01  1.55185052e+02]
Niter:  3 row:  261 ngroup:  26 nlines:  6234 gd:  5823
[ 1.21618503e-10 -1.03170748e-05 -2.82836386e-01  1.61515169e+04
 -1.42952556e+02 -1.71661380e-02  1.54681699e+02 -1.42450328e+02
  4.56594468e-01  1.55176927e+02 -1.42962927e+02 -3.98085379e-02
  1.54681411e+02 -1.42457810e+02  4.46034440e-01  1.55181576e+02
 -1.42999836e+02 -4.35738291e-02  1.54685656e+02 -1.42468769e+02
  4.45677041e-01  1.55183984e+02 -1.42938292e+02 -4.88027363e-02
  1.54689927e+02 -1.42470516e+02  4.43275151e-01  1.55175379e+02
 -1.42942834e+02 -3.67408055e-02  1.54689009e+02 -1.42458325e+02
  4.49281839e-01  1.55180209e+02 -1.42967812e+02 -3.71391182e-02
  1.54686351e+02 -1.42448350e+02  4.47474229e-01  1.55171532e+02
 -1.42945645e+02 -2.63119035e-02  1.54686134e+02 -1.42463316e+02
  4.52975905e-01  1.55184667e+02 -1.42978566e+02 -5.57589135e-02
  1.54689710e+02 -1.42493796e+02  4.58795429e-01  1.55181684e+02
 -1.42961484e+02 -1.46339902e-02  1.54688094e+02 -1.42453959e+02
  4.40031912e-01  1.55190208e+02 -1.42974311e+02 -6.52722285e-02
  1.54679540e+02 -1.42454288e+02  4.58862129e-01  1.55183794e+02
 -1.42974362e+02 -5.15811086e-02  1.54686072e+02 -1.42470200e+02
  4.76531849e-01  1.55172266e+02 -1.42970839e+02 -5.11489419e-02
  1.54685760e+02 -1.42498374e+02  4.51385424e-01  1.55172365e+02
 -1.42962624e+02 -3.31570472e-02  1.54689838e+02 -1.42476459e+02
  4.44351472e-01  1.55185052e+02]
res:  5823 -0.000321783275467169 0.014476969116913097 0.023271530744347946
[ 1.21640781e-10 -1.03170748e-05 -2.82836386e-01  1.61515169e+04
 -1.42952556e+02 -1.71661380e-02  1.54681699e+02 -1.42450328e+02
  4.56594468e-01  1.55176927e+02 -1.42962927e+02 -3.98085379e-02
  1.54681411e+02 -1.42457810e+02  4.46034440e-01  1.55181576e+02
 -1.42999836e+02 -4.35738291e-02  1.54685656e+02 -1.42468769e+02
  4.45677041e-01  1.55183984e+02 -1.42938292e+02 -4.88027363e-02
  1.54689927e+02 -1.42470516e+02  4.43275151e-01  1.55175379e+02
 -1.42942834e+02 -3.67408055e-02  1.54689009e+02 -1.42458325e+02
  4.49281839e-01  1.55180209e+02 -1.42967812e+02 -3.71391182e-02
  1.54686351e+02 -1.42448350e+02  4.47474229e-01  1.55171532e+02
 -1.42945645e+02 -2.63119035e-02  1.54686134e+02 -1.42463316e+02
  4.52975905e-01  1.55184667e+02 -1.42978566e+02 -5.57589135e-02
  1.54689710e+02 -1.42493796e+02  4.58795429e-01  1.55181684e+02
 -1.42961484e+02 -1.46339902e-02  1.54688094e+02 -1.42453959e+02
  4.40031912e-01  1.55190208e+02 -1.42974311e+02 -6.52722285e-02
  1.54679540e+02 -1.42454288e+02  4.58862129e-01  1.55183794e+02
 -1.42974362e+02 -5.15811086e-02  1.54686072e+02 -1.42470200e+02
  4.76531849e-01  1.55172266e+02 -1.42970839e+02 -5.11489419e-02
  1.54685760e+02 -1.42498374e+02  4.51385424e-01  1.55172365e+02
 -1.42962624e+02 -3.31570472e-02  1.54689838e+02 -1.42476459e+02
  4.44351472e-01  1.55185052e+02]
Niter:  4 row:  261 ngroup:  26 nlines:  6234 gd:  5827
[ 1.21640781e-10 -1.03170748e-05 -2.82836386e-01  1.61515169e+04
 -1.42952556e+02 -1.71661380e-02  1.54681699e+02 -1.42450328e+02
  4.56594468e-01  1.55176927e+02 -1.42962927e+02 -3.98085379e-02
  1.54681411e+02 -1.42457810e+02  4.46034440e-01  1.55181576e+02
 -1.42999836e+02 -4.35738291e-02  1.54685656e+02 -1.42468769e+02
  4.45677041e-01  1.55183984e+02 -1.42938292e+02 -4.88027363e-02
  1.54689927e+02 -1.42470516e+02  4.43275151e-01  1.55175379e+02
 -1.42942834e+02 -3.67408055e-02  1.54689009e+02 -1.42458325e+02
  4.49281839e-01  1.55180209e+02 -1.42967812e+02 -3.71391182e-02
  1.54686351e+02 -1.42448350e+02  4.47474229e-01  1.55171532e+02
 -1.42945645e+02 -2.63119035e-02  1.54686134e+02 -1.42463316e+02
  4.52975905e-01  1.55184667e+02 -1.42978566e+02 -5.57589135e-02
  1.54689710e+02 -1.42493796e+02  4.58795429e-01  1.55181684e+02
 -1.42961484e+02 -1.46339902e-02  1.54688094e+02 -1.42453959e+02
  4.40031912e-01  1.55190208e+02 -1.42974311e+02 -6.52722285e-02
  1.54679540e+02 -1.42454288e+02  4.58862129e-01  1.55183794e+02
 -1.42974362e+02 -5.15811086e-02  1.54686072e+02 -1.42470200e+02
  4.76531849e-01  1.55172266e+02 -1.42970839e+02 -5.11489419e-02
  1.54685760e+02 -1.42498374e+02  4.51385424e-01  1.55172365e+02
 -1.42962624e+02 -3.31570472e-02  1.54689838e+02 -1.42476459e+02
  4.44351472e-01  1.55185052e+02]
res:  5827 -0.00019859511667164043 0.014510991436509357 0.023318812371786627
[ 1.21640793e-10 -1.03170737e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
Niter:  5 row:  261 ngroup:  26 nlines:  6234 gd:  5824
[ 1.21640793e-10 -1.03170737e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
res:  5824 -0.00028350586944725364 0.014527868583172676 0.023277751001868668
[ 1.21654381e-10 -1.03170737e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
Niter:  6 row:  261 ngroup:  26 nlines:  6234 gd:  5824
[ 1.21654381e-10 -1.03170737e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
res:  5824 -0.00027830435737996595 0.01451901701875613 0.023277245622628222
[ 1.21642330e-10 -1.03170559e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
Saving figure to  wave_resid_43670005_fiber261.png
Final values:
res:  -0.00027830435737996595 0.023277245622628222
pars:  [ 1.21642330e-10 -1.03170559e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
261 [ 1.21642330e-10 -1.03170559e-05 -2.82836358e-01  1.61515153e+04
 -1.42960412e+02 -2.28810570e-02  1.54677835e+02 -1.42458230e+02
  4.50907051e-01  1.55173055e+02 -1.42970795e+02 -4.54892625e-02
  1.54677547e+02 -1.42465704e+02  4.40334905e-01  1.55177723e+02
 -1.43007738e+02 -4.92656705e-02  1.54681815e+02 -1.42476660e+02
  4.39986895e-01  1.55180149e+02 -1.42946195e+02 -5.45006069e-02
  1.54688038e+02 -1.42478374e+02  4.37575686e-01  1.55171491e+02
 -1.42950704e+02 -4.24280254e-02  1.54687081e+02 -1.42466230e+02
  4.43585073e-01  1.55176355e+02 -1.42975663e+02 -4.28420607e-02
  1.54684403e+02 -1.42456176e+02  4.41780431e-01  1.55167649e+02
 -1.42948687e+02 -3.20051607e-02  1.54682272e+02 -1.42471092e+02
  4.53986761e-01  1.55180797e+02 -1.42986484e+02 -6.14489242e-02
  1.54687815e+02 -1.42501658e+02  4.53091944e-01  1.55177794e+02
 -1.42969334e+02 -2.39867044e-02  1.54684243e+02 -1.42461825e+02
  4.34314804e-01  1.55186336e+02 -1.42982192e+02 -7.09722233e-02
  1.54675664e+02 -1.42462131e+02  4.53140583e-01  1.55179957e+02
 -1.42982218e+02 -5.72739613e-02  1.54682238e+02 -1.42478073e+02
  4.70790550e-01  1.55168404e+02 -1.42978729e+02 -6.00418968e-02
  1.54681886e+02 -1.42506234e+02  4.45690001e-01  1.55168493e+02
 -1.42970539e+02 -3.88464342e-02  1.54686001e+02 -1.42484341e+02
  4.38656326e-01  1.55181141e+02]
--- Row 263/300 row=262 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  262
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=262 ---
Niter:  0 row:  262 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 -0.0005559244018513709 0.01436311152883718 0.03906634632254771
[ 1.20346433e-10 -1.03153428e-05 -2.82821960e-01  1.61515091e+04
 -1.42964197e+02 -3.47931479e-14  1.54752549e+02]
Niter:  1 row:  262 ngroup:  1 nlines:  242 gd:  214
[ 1.20346433e-10 -1.03153428e-05 -2.82821960e-01  1.61515091e+04
 -1.42964197e+02 -3.47931479e-14  1.54752549e+02]
res:  214 0.0014515537050101557 0.013754814053754671 0.02134777543391162
[ 1.20308854e-10 -1.03157790e-05 -2.82817456e-01  1.61515075e+04
 -1.43000863e+02  2.67322429e-11  1.54777011e+02]
Niter:  2 row:  262 ngroup:  1 nlines:  242 gd:  213
[ 1.20308854e-10 -1.03157790e-05 -2.82817456e-01  1.61515075e+04
 -1.43000863e+02  2.67322429e-11  1.54777011e+02]
res:  213 0.0006916905358593795 0.013463794338349544 0.020975827224020357
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
Niter:  3 row:  262 ngroup:  1 nlines:  242 gd:  213
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
res:  213 0.0006916905358593795 0.013463794338349544 0.020975827224020357
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
Niter:  4 row:  262 ngroup:  1 nlines:  242 gd:  213
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
res:  213 0.0006916905358593795 0.013463794338349544 0.020975827224020357
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
Niter:  5 row:  262 ngroup:  1 nlines:  242 gd:  213
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
res:  213 0.0006916905358593795 0.013463794338349544 0.020975827224020357
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
Niter:  6 row:  262 ngroup:  1 nlines:  242 gd:  213
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
res:  213 0.0006916905358593795 0.013463794338349544 0.020975827224020357
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
Final values:
res:  0.0006916905358593795 0.020975827224020357
pars:  [ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
262 [ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02]
elapsed: 3.0 sec.
Niter:  0 row:  262 ngroup:  26 nlines:  6244 gd:  6244
[ 1.20148679e-10 -1.03156673e-05 -2.82814997e-01  1.61515085e+04
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02 -1.43008660e+02  5.69921011e-11
  1.54792266e+02 -1.43008660e+02  5.69921011e-11  1.54792266e+02
 -1.43008660e+02  5.69921011e-11  1.54792266e+02 -1.43008660e+02
  5.69921011e-11  1.54792266e+02]
res:  6244 9.344599129690323e-05 0.014275416007876629 0.03582182343686732
[ 1.20148691e-10 -1.03156683e-05 -2.82815026e-01  1.61515102e+04
 -1.43016993e+02  3.15841532e-03  1.54789605e+02 -1.42546312e+02
  4.78391264e-01  1.55301168e+02 -1.43006858e+02 -1.56367017e-03
  1.54797659e+02 -1.42495849e+02  5.12272700e-01  1.55298548e+02
 -1.42999215e+02  8.69957476e-03  1.54799896e+02 -1.42540345e+02
  4.64381941e-01  1.55294741e+02 -1.42998564e+02  1.82609036e-02
  1.54794457e+02 -1.42515476e+02  4.67981518e-01  1.55291451e+02
 -1.43003480e+02 -7.16236361e-03  1.54807716e+02 -1.42500322e+02
  4.98348090e-01  1.55294623e+02 -1.43004610e+02  3.15193904e-04
  1.54808625e+02 -1.42532790e+02  4.71787790e-01  1.55296429e+02
 -1.43005868e+02 -2.06357872e-02  1.54799537e+02 -1.42497285e+02
  4.99106817e-01  1.55302888e+02 -1.43028005e+02  2.21576841e-03
  1.54797465e+02 -1.42532321e+02  4.83858604e-01  1.55290787e+02
 -1.43002349e+02  5.39329885e-03  1.54806095e+02 -1.42522615e+02
  4.77369781e-01  1.55301792e+02 -1.43023907e+02 -3.40099230e-02
  1.54793519e+02 -1.42508673e+02  4.92193437e-01  1.55289646e+02
 -1.43021894e+02 -2.91191221e-02  1.54792115e+02 -1.42528165e+02
  4.92900871e-01  1.55306928e+02 -1.43032872e+02 -1.34178375e-02
  1.54789037e+02 -1.42543992e+02  4.80029037e-01  1.55286603e+02
 -1.43034753e+02  4.23193640e-03  1.54793311e+02 -1.42541155e+02
  4.87828676e-01  1.55290298e+02]
Niter:  1 row:  262 ngroup:  26 nlines:  6244 gd:  5744
[ 1.20148691e-10 -1.03156683e-05 -2.82815026e-01  1.61515102e+04
 -1.43016993e+02  3.15841532e-03  1.54789605e+02 -1.42546312e+02
  4.78391264e-01  1.55301168e+02 -1.43006858e+02 -1.56367017e-03
  1.54797659e+02 -1.42495849e+02  5.12272700e-01  1.55298548e+02
 -1.42999215e+02  8.69957476e-03  1.54799896e+02 -1.42540345e+02
  4.64381941e-01  1.55294741e+02 -1.42998564e+02  1.82609036e-02
  1.54794457e+02 -1.42515476e+02  4.67981518e-01  1.55291451e+02
 -1.43003480e+02 -7.16236361e-03  1.54807716e+02 -1.42500322e+02
  4.98348090e-01  1.55294623e+02 -1.43004610e+02  3.15193904e-04
  1.54808625e+02 -1.42532790e+02  4.71787790e-01  1.55296429e+02
 -1.43005868e+02 -2.06357872e-02  1.54799537e+02 -1.42497285e+02
  4.99106817e-01  1.55302888e+02 -1.43028005e+02  2.21576841e-03
  1.54797465e+02 -1.42532321e+02  4.83858604e-01  1.55290787e+02
 -1.43002349e+02  5.39329885e-03  1.54806095e+02 -1.42522615e+02
  4.77369781e-01  1.55301792e+02 -1.43023907e+02 -3.40099230e-02
  1.54793519e+02 -1.42508673e+02  4.92193437e-01  1.55289646e+02
 -1.43021894e+02 -2.91191221e-02  1.54792115e+02 -1.42528165e+02
  4.92900871e-01  1.55306928e+02 -1.43032872e+02 -1.34178375e-02
  1.54789037e+02 -1.42543992e+02  4.80029037e-01  1.55286603e+02
 -1.43034753e+02  4.23193640e-03  1.54793311e+02 -1.42541155e+02
  4.87828676e-01  1.55290298e+02]
res:  5744 -0.000565960807762167 0.014295698908426857 0.0228453763919184
[ 1.20148703e-10 -1.03156673e-05 -2.82814997e-01  1.61515110e+04
 -1.43008647e+02  8.79591562e-03  1.54797707e+02 -1.42530273e+02
  4.84321616e-01  1.55301285e+02 -1.43002693e+02 -2.61025272e-03
  1.54799802e+02 -1.42504346e+02  4.99036716e-01  1.55302231e+02
 -1.42989860e+02  9.30718106e-03  1.54799171e+02 -1.42533676e+02
  4.64996773e-01  1.55292813e+02 -1.42994034e+02  6.21784617e-03
  1.54801283e+02 -1.42502970e+02  4.58436645e-01  1.55291498e+02
 -1.43005530e+02 -2.31062929e-02  1.54807990e+02 -1.42506453e+02
  4.75953975e-01  1.55293289e+02 -1.42999808e+02 -2.30778500e-02
  1.54813726e+02 -1.42529248e+02  4.73242583e-01  1.55300163e+02
 -1.43009134e+02 -1.45615215e-02  1.54800106e+02 -1.42510027e+02
  4.92872144e-01  1.55306338e+02 -1.43004487e+02 -1.34387884e-02
  1.54800396e+02 -1.42525516e+02  4.71208305e-01  1.55294196e+02
 -1.43010096e+02 -1.03342703e-02  1.54807349e+02 -1.42512827e+02
  4.79082274e-01  1.55302542e+02 -1.43031604e+02 -1.37279172e-02
  1.54797122e+02 -1.42516027e+02  4.89894011e-01  1.55286892e+02
 -1.43021613e+02 -2.27139513e-02  1.54796194e+02 -1.42542525e+02
  4.79554792e-01  1.55301588e+02 -1.43023547e+02 -2.09195942e-02
  1.54794153e+02 -1.42544657e+02  4.68740817e-01  1.55290998e+02
 -1.43005900e+02 -3.84925702e-03  1.54799577e+02 -1.42539052e+02
  4.73025343e-01  1.55289888e+02]
Niter:  2 row:  262 ngroup:  26 nlines:  6244 gd:  5733
[ 1.20148703e-10 -1.03156673e-05 -2.82814997e-01  1.61515110e+04
 -1.43008647e+02  8.79591562e-03  1.54797707e+02 -1.42530273e+02
  4.84321616e-01  1.55301285e+02 -1.43002693e+02 -2.61025272e-03
  1.54799802e+02 -1.42504346e+02  4.99036716e-01  1.55302231e+02
 -1.42989860e+02  9.30718106e-03  1.54799171e+02 -1.42533676e+02
  4.64996773e-01  1.55292813e+02 -1.42994034e+02  6.21784617e-03
  1.54801283e+02 -1.42502970e+02  4.58436645e-01  1.55291498e+02
 -1.43005530e+02 -2.31062929e-02  1.54807990e+02 -1.42506453e+02
  4.75953975e-01  1.55293289e+02 -1.42999808e+02 -2.30778500e-02
  1.54813726e+02 -1.42529248e+02  4.73242583e-01  1.55300163e+02
 -1.43009134e+02 -1.45615215e-02  1.54800106e+02 -1.42510027e+02
  4.92872144e-01  1.55306338e+02 -1.43004487e+02 -1.34387884e-02
  1.54800396e+02 -1.42525516e+02  4.71208305e-01  1.55294196e+02
 -1.43010096e+02 -1.03342703e-02  1.54807349e+02 -1.42512827e+02
  4.79082274e-01  1.55302542e+02 -1.43031604e+02 -1.37279172e-02
  1.54797122e+02 -1.42516027e+02  4.89894011e-01  1.55286892e+02
 -1.43021613e+02 -2.27139513e-02  1.54796194e+02 -1.42542525e+02
  4.79554792e-01  1.55301588e+02 -1.43023547e+02 -2.09195942e-02
  1.54794153e+02 -1.42544657e+02  4.68740817e-01  1.55290998e+02
 -1.43005900e+02 -3.84925702e-03  1.54799577e+02 -1.42539052e+02
  4.73025343e-01  1.55289888e+02]
res:  5733 -0.0006265586152949254 0.014340388835080375 0.0226599054209285
[ 1.20148715e-10 -1.03156663e-05 -2.82815026e-01  1.61515126e+04
 -1.42996577e+02  2.14165985e-02  1.54804622e+02 -1.42523274e+02
  4.90060030e-01  1.55304047e+02 -1.42990605e+02  3.10313769e-03
  1.54806582e+02 -1.42502694e+02  5.01724329e-01  1.55306998e+02
 -1.42982843e+02  1.49969607e-02  1.54803941e+02 -1.42526670e+02
  4.70698200e-01  1.55295577e+02 -1.42981459e+02  1.19114997e-02
  1.54806049e+02 -1.42495970e+02  4.64175827e-01  1.55296262e+02
 -1.43003338e+02 -1.73988924e-02  1.54812760e+02 -1.42499441e+02
  4.78814391e-01  1.55298052e+02 -1.42988082e+02 -1.73598295e-02
  1.54820401e+02 -1.42517362e+02  4.78951284e-01  1.55304927e+02
 -1.43002154e+02 -2.25767894e-03  1.54802980e+02 -1.42503035e+02
  4.91263817e-01  1.55311108e+02 -1.42992749e+02 -7.73336028e-03
  1.54805148e+02 -1.42518535e+02  4.76922391e-01  1.55298958e+02
 -1.43003117e+02 -4.64037817e-03  1.54812105e+02 -1.42501140e+02
  4.84811666e-01  1.55307315e+02 -1.43024619e+02 -4.58747232e-03
  1.54801885e+02 -1.42509051e+02  4.95593877e-01  1.55289749e+02
 -1.43014628e+02 -1.70068094e-02  1.54800955e+02 -1.42535538e+02
  4.81947814e-01  1.55304299e+02 -1.43011503e+02 -1.84313276e-02
  1.54798917e+02 -1.42537679e+02  4.71453266e-01  1.55295755e+02
 -1.42993467e+02 -1.16449158e-02  1.54804337e+02 -1.42532077e+02
  4.72542117e-01  1.55294661e+02]
Niter:  3 row:  262 ngroup:  26 nlines:  6244 gd:  5733
[ 1.20148715e-10 -1.03156663e-05 -2.82815026e-01  1.61515126e+04
 -1.42996577e+02  2.14165985e-02  1.54804622e+02 -1.42523274e+02
  4.90060030e-01  1.55304047e+02 -1.42990605e+02  3.10313769e-03
  1.54806582e+02 -1.42502694e+02  5.01724329e-01  1.55306998e+02
 -1.42982843e+02  1.49969607e-02  1.54803941e+02 -1.42526670e+02
  4.70698200e-01  1.55295577e+02 -1.42981459e+02  1.19114997e-02
  1.54806049e+02 -1.42495970e+02  4.64175827e-01  1.55296262e+02
 -1.43003338e+02 -1.73988924e-02  1.54812760e+02 -1.42499441e+02
  4.78814391e-01  1.55298052e+02 -1.42988082e+02 -1.73598295e-02
  1.54820401e+02 -1.42517362e+02  4.78951284e-01  1.55304927e+02
 -1.43002154e+02 -2.25767894e-03  1.54802980e+02 -1.42503035e+02
  4.91263817e-01  1.55311108e+02 -1.42992749e+02 -7.73336028e-03
  1.54805148e+02 -1.42518535e+02  4.76922391e-01  1.55298958e+02
 -1.43003117e+02 -4.64037817e-03  1.54812105e+02 -1.42501140e+02
  4.84811666e-01  1.55307315e+02 -1.43024619e+02 -4.58747232e-03
  1.54801885e+02 -1.42509051e+02  4.95593877e-01  1.55289749e+02
 -1.43014628e+02 -1.70068094e-02  1.54800955e+02 -1.42535538e+02
  4.81947814e-01  1.55304299e+02 -1.43011503e+02 -1.84313276e-02
  1.54798917e+02 -1.42537679e+02  4.71453266e-01  1.55295755e+02
 -1.42993467e+02 -1.16449158e-02  1.54804337e+02 -1.42532077e+02
  4.72542117e-01  1.55294661e+02]
res:  5733 -0.0008753973561397288 0.014372761794220423 0.022650967612496947
[ 1.20198390e-10 -1.03156663e-05 -2.82815026e-01  1.61515126e+04
 -1.42996577e+02  2.14165985e-02  1.54804622e+02 -1.42523274e+02
  4.90060030e-01  1.55304047e+02 -1.42990605e+02  3.10313769e-03
  1.54806582e+02 -1.42502694e+02  5.01724329e-01  1.55306998e+02
 -1.42982843e+02  1.49969607e-02  1.54803941e+02 -1.42526670e+02
  4.70698200e-01  1.55295577e+02 -1.42981459e+02  1.19114997e-02
  1.54806049e+02 -1.42495970e+02  4.64175827e-01  1.55296262e+02
 -1.43003338e+02 -1.73988924e-02  1.54812760e+02 -1.42499441e+02
  4.78814391e-01  1.55298052e+02 -1.42988082e+02 -1.73598295e-02
  1.54820401e+02 -1.42517362e+02  4.78951284e-01  1.55304927e+02
 -1.43002154e+02 -2.25767894e-03  1.54802980e+02 -1.42503035e+02
  4.91263817e-01  1.55311108e+02 -1.42992749e+02 -7.73336028e-03
  1.54805148e+02 -1.42518535e+02  4.76922391e-01  1.55298958e+02
 -1.43003117e+02 -4.64037817e-03  1.54812105e+02 -1.42501140e+02
  4.84811666e-01  1.55307315e+02 -1.43024619e+02 -4.58747232e-03
  1.54801885e+02 -1.42509051e+02  4.95593877e-01  1.55289749e+02
 -1.43014628e+02 -1.70068094e-02  1.54800955e+02 -1.42535538e+02
  4.81947814e-01  1.55304299e+02 -1.43011503e+02 -1.84313276e-02
  1.54798917e+02 -1.42537679e+02  4.71453266e-01  1.55295755e+02
 -1.42993467e+02 -1.16449158e-02  1.54804337e+02 -1.42532077e+02
  4.72542117e-01  1.55294661e+02]
Niter:  4 row:  262 ngroup:  26 nlines:  6244 gd:  5733
[ 1.20198390e-10 -1.03156663e-05 -2.82815026e-01  1.61515126e+04
 -1.42996577e+02  2.14165985e-02  1.54804622e+02 -1.42523274e+02
  4.90060030e-01  1.55304047e+02 -1.42990605e+02  3.10313769e-03
  1.54806582e+02 -1.42502694e+02  5.01724329e-01  1.55306998e+02
 -1.42982843e+02  1.49969607e-02  1.54803941e+02 -1.42526670e+02
  4.70698200e-01  1.55295577e+02 -1.42981459e+02  1.19114997e-02
  1.54806049e+02 -1.42495970e+02  4.64175827e-01  1.55296262e+02
 -1.43003338e+02 -1.73988924e-02  1.54812760e+02 -1.42499441e+02
  4.78814391e-01  1.55298052e+02 -1.42988082e+02 -1.73598295e-02
  1.54820401e+02 -1.42517362e+02  4.78951284e-01  1.55304927e+02
 -1.43002154e+02 -2.25767894e-03  1.54802980e+02 -1.42503035e+02
  4.91263817e-01  1.55311108e+02 -1.42992749e+02 -7.73336028e-03
  1.54805148e+02 -1.42518535e+02  4.76922391e-01  1.55298958e+02
 -1.43003117e+02 -4.64037817e-03  1.54812105e+02 -1.42501140e+02
  4.84811666e-01  1.55307315e+02 -1.43024619e+02 -4.58747232e-03
  1.54801885e+02 -1.42509051e+02  4.95593877e-01  1.55289749e+02
 -1.43014628e+02 -1.70068094e-02  1.54800955e+02 -1.42535538e+02
  4.81947814e-01  1.55304299e+02 -1.43011503e+02 -1.84313276e-02
  1.54798917e+02 -1.42537679e+02  4.71453266e-01  1.55295755e+02
 -1.42993467e+02 -1.16449158e-02  1.54804337e+02 -1.42532077e+02
  4.72542117e-01  1.55294661e+02]
res:  5733 -0.000618704363660072 0.014310931979707675 0.022644945651504534
[ 1.20198402e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
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 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
Niter:  5 row:  262 ngroup:  26 nlines:  6244 gd:  5732
[ 1.20198402e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
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  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
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 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
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  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
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  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
res:  5732 -0.0008060656600719085 0.014340611617626564 0.02262606048340517
[ 1.20236934e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
 -1.43009709e+02 -4.92827503e-03  1.54807716e+02 -1.42530609e+02
  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
Niter:  6 row:  262 ngroup:  26 nlines:  6244 gd:  5728
[ 1.20236934e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
 -1.43009709e+02 -4.92827503e-03  1.54807716e+02 -1.42530609e+02
  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
res:  5728 -0.0008218059701903258 0.014354598853969947 0.02257189275745988
[ 1.20239798e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
 -1.43009709e+02 -4.92827503e-03  1.54807716e+02 -1.42530609e+02
  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
Saving figure to  wave_resid_43670005_fiber262.png
Final values:
res:  -0.0008218059701903258 0.02257189275745988
pars:  [ 1.20239798e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
 -1.43009709e+02 -4.92827503e-03  1.54807716e+02 -1.42530609e+02
  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
262 [ 1.20239798e-10 -1.03156652e-05 -2.82815054e-01  1.61515143e+04
 -1.42986374e+02  2.71302760e-02  1.54811382e+02 -1.42518377e+02
  4.95800475e-01  1.55310823e+02 -1.42981024e+02  8.81343180e-03
  1.54811301e+02 -1.42497836e+02  5.07449319e-01  1.55313705e+02
 -1.42977983e+02  2.07001077e-02  1.54810645e+02 -1.42516550e+02
  4.76400764e-01  1.55300192e+02 -1.42976545e+02  1.76088853e-02
  1.54812766e+02 -1.42486340e+02  4.69912566e-01  1.55302982e+02
 -1.42998411e+02 -1.16946685e-02  1.54819463e+02 -1.42494587e+02
  4.84525973e-01  1.55304788e+02 -1.42983135e+02 -1.16459466e-02
  1.54827136e+02 -1.42512480e+02  4.84662760e-01  1.55311654e+02
 -1.42997215e+02  6.61621687e-03  1.54809720e+02 -1.42498126e+02
  4.96993473e-01  1.55317807e+02 -1.42987830e+02 -2.02333681e-03
  1.54811942e+02 -1.42513608e+02  4.82638611e-01  1.55305695e+02
 -1.42998169e+02  1.05621128e-03  1.54818887e+02 -1.42496145e+02
  4.90533774e-01  1.55313991e+02 -1.43019688e+02  4.69481009e-03
  1.54808618e+02 -1.42504108e+02  5.01308808e-01  1.55296489e+02
 -1.43009709e+02 -4.92827503e-03  1.54807716e+02 -1.42530609e+02
  4.87660177e-01  1.55310992e+02 -1.43006629e+02 -1.27148959e-02
  1.54805655e+02 -1.42532742e+02  4.77171377e-01  1.55302540e+02
 -1.42988560e+02 -5.95021046e-03  1.54811092e+02 -1.42527117e+02
  4.78269002e-01  1.55301342e+02]
--- Row 264/300 row=263 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  263
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=263 ---
Niter:  0 row:  263 ngroup:  1 nlines:  230 gd:  230
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  230 0.0020413845204529935 0.013879441793505976 0.03253100313365279
[ 1.21652118e-10 -1.03156470e-05 -2.82834483e-01  1.61514982e+04
 -1.42869096e+02 -9.38379357e-14  1.54727971e+02]
Niter:  1 row:  263 ngroup:  1 nlines:  230 gd:  216
[ 1.21652118e-10 -1.03156470e-05 -2.82834483e-01  1.61514982e+04
 -1.42869096e+02 -9.38379357e-14  1.54727971e+02]
res:  216 0.0006136190177130629 0.014966082356295374 0.024590130933773546
[ 1.21949610e-10 -1.03155774e-05 -2.82838585e-01  1.61515015e+04
 -1.42840037e+02 -1.41824880e-12  1.54720316e+02]
Niter:  2 row:  263 ngroup:  1 nlines:  230 gd:  217
[ 1.21949610e-10 -1.03155774e-05 -2.82838585e-01  1.61515015e+04
 -1.42840037e+02 -1.41824880e-12  1.54720316e+02]
res:  217 0.00046719368856429355 0.015044834772197646 0.024929483823529382
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
Niter:  3 row:  263 ngroup:  1 nlines:  230 gd:  217
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
res:  217 0.00046719368856429355 0.015044834772197646 0.024929483823529382
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
Niter:  4 row:  263 ngroup:  1 nlines:  230 gd:  217
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
res:  217 0.00046719368856429355 0.015044834772197646 0.024929483823529382
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
Niter:  5 row:  263 ngroup:  1 nlines:  230 gd:  217
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
res:  217 0.00046719368856429355 0.015044834772197646 0.024929483823529382
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
Niter:  6 row:  263 ngroup:  1 nlines:  230 gd:  217
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
res:  217 0.00046719368856429355 0.015044834772197646 0.024929483823529382
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
Final values:
res:  0.00046719368856429355 0.024929483823529382
pars:  [ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
263 [ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02]
elapsed: 2.9 sec.
Niter:  0 row:  263 ngroup:  26 nlines:  6143 gd:  6143
[ 1.21889257e-10 -1.03155683e-05 -2.82837611e-01  1.61515025e+04
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02 -1.42841442e+02 -6.15865356e-11
  1.54727703e+02 -1.42841442e+02 -6.15865356e-11  1.54727703e+02
 -1.42841442e+02 -6.15865356e-11  1.54727703e+02 -1.42841442e+02
 -6.15865356e-11  1.54727703e+02]
res:  6143 0.0006993736278673168 0.014672464030809351 0.034480098900078804
[ 1.21889269e-10 -1.03155694e-05 -2.82837582e-01  1.61515009e+04
 -1.42842364e+02  9.94297869e-03  1.54725093e+02 -1.42356337e+02
  5.04822114e-01  1.55219303e+02 -1.42852025e+02  9.26644241e-03
  1.54709105e+02 -1.42364478e+02  5.10511759e-01  1.55230185e+02
 -1.42835911e+02 -3.30802796e-02  1.54720189e+02 -1.42362692e+02
  4.97395076e-01  1.55213305e+02 -1.42833668e+02 -1.12959190e-02
  1.54730331e+02 -1.42368757e+02  4.83778923e-01  1.55212028e+02
 -1.42836367e+02 -5.67941567e-03  1.54721912e+02 -1.42369564e+02
  5.14246769e-01  1.55217024e+02 -1.42872409e+02 -1.38167318e-02
  1.54717039e+02 -1.42340660e+02  4.75194679e-01  1.55214478e+02
 -1.42867846e+02  7.13697210e-03  1.54719413e+02 -1.42379918e+02
  4.83596865e-01  1.55221673e+02 -1.42871317e+02 -2.71012571e-02
  1.54728182e+02 -1.42361247e+02  4.85748745e-01  1.55214675e+02
 -1.42861122e+02 -2.12695474e-03  1.54721283e+02 -1.42329123e+02
  5.00985424e-01  1.55230692e+02 -1.42871628e+02 -1.86195722e-02
  1.54708405e+02 -1.42362701e+02  4.85781723e-01  1.55209404e+02
 -1.42864277e+02 -3.27358047e-02  1.54719589e+02 -1.42361073e+02
  4.70543816e-01  1.55218106e+02 -1.42859468e+02 -1.27108151e-02
  1.54710179e+02 -1.42381396e+02  5.03567374e-01  1.55211590e+02
 -1.42839191e+02 -1.79743977e-02  1.54709379e+02 -1.42355247e+02
  4.80740663e-01  1.55222560e+02]
Niter:  1 row:  263 ngroup:  26 nlines:  6143 gd:  5694
[ 1.21889269e-10 -1.03155694e-05 -2.82837582e-01  1.61515009e+04
 -1.42842364e+02  9.94297869e-03  1.54725093e+02 -1.42356337e+02
  5.04822114e-01  1.55219303e+02 -1.42852025e+02  9.26644241e-03
  1.54709105e+02 -1.42364478e+02  5.10511759e-01  1.55230185e+02
 -1.42835911e+02 -3.30802796e-02  1.54720189e+02 -1.42362692e+02
  4.97395076e-01  1.55213305e+02 -1.42833668e+02 -1.12959190e-02
  1.54730331e+02 -1.42368757e+02  4.83778923e-01  1.55212028e+02
 -1.42836367e+02 -5.67941567e-03  1.54721912e+02 -1.42369564e+02
  5.14246769e-01  1.55217024e+02 -1.42872409e+02 -1.38167318e-02
  1.54717039e+02 -1.42340660e+02  4.75194679e-01  1.55214478e+02
 -1.42867846e+02  7.13697210e-03  1.54719413e+02 -1.42379918e+02
  4.83596865e-01  1.55221673e+02 -1.42871317e+02 -2.71012571e-02
  1.54728182e+02 -1.42361247e+02  4.85748745e-01  1.55214675e+02
 -1.42861122e+02 -2.12695474e-03  1.54721283e+02 -1.42329123e+02
  5.00985424e-01  1.55230692e+02 -1.42871628e+02 -1.86195722e-02
  1.54708405e+02 -1.42362701e+02  4.85781723e-01  1.55209404e+02
 -1.42864277e+02 -3.27358047e-02  1.54719589e+02 -1.42361073e+02
  4.70543816e-01  1.55218106e+02 -1.42859468e+02 -1.27108151e-02
  1.54710179e+02 -1.42381396e+02  5.03567374e-01  1.55211590e+02
 -1.42839191e+02 -1.79743977e-02  1.54709379e+02 -1.42355247e+02
  4.80740663e-01  1.55222560e+02]
res:  5694 -0.0003426698840485187 0.014623018480051542 0.023685088835399246
[ 1.21889282e-10 -1.03155704e-05 -2.82837554e-01  1.61514993e+04
 -1.42855370e+02 -7.85843098e-03  1.54718166e+02 -1.42368950e+02
  4.85090393e-01  1.55207817e+02 -1.42877638e+02 -2.35754432e-02
  1.54707523e+02 -1.42372511e+02  4.98202594e-01  1.55222595e+02
 -1.42861644e+02 -3.35009941e-02  1.54715615e+02 -1.42369677e+02
  4.71413203e-01  1.55203756e+02 -1.42850645e+02 -1.78345354e-02
  1.54719494e+02 -1.42390728e+02  4.79485312e-01  1.55204482e+02
 -1.42862112e+02 -1.72505947e-02  1.54721219e+02 -1.42387828e+02
  4.73119042e-01  1.55212245e+02 -1.42884205e+02 -2.45301719e-02
  1.54710160e+02 -1.42360920e+02  4.68180898e-01  1.55199487e+02
 -1.42876853e+02 -2.11758619e-02  1.54714872e+02 -1.42394021e+02
  4.79986777e-01  1.55211215e+02 -1.42878145e+02 -4.55508246e-02
  1.54712004e+02 -1.42374144e+02  4.79771621e-01  1.55207698e+02
 -1.42866063e+02 -1.80781123e-02  1.54716769e+02 -1.42348958e+02
  4.88520126e-01  1.55226630e+02 -1.42887044e+02 -3.31709684e-02
  1.54704198e+02 -1.42381505e+02  4.85223291e-01  1.55198644e+02
 -1.42865777e+02 -3.27017115e-02  1.54719015e+02 -1.42375015e+02
  4.54199734e-01  1.55219981e+02 -1.42876814e+02 -2.13847967e-02
  1.54701899e+02 -1.42404636e+02  4.76898872e-01  1.55205928e+02
 -1.42869018e+02 -1.33839464e-02  1.54711470e+02 -1.42364537e+02
  4.68579959e-01  1.55215024e+02]
Niter:  2 row:  263 ngroup:  26 nlines:  6143 gd:  5672
[ 1.21889282e-10 -1.03155704e-05 -2.82837554e-01  1.61514993e+04
 -1.42855370e+02 -7.85843098e-03  1.54718166e+02 -1.42368950e+02
  4.85090393e-01  1.55207817e+02 -1.42877638e+02 -2.35754432e-02
  1.54707523e+02 -1.42372511e+02  4.98202594e-01  1.55222595e+02
 -1.42861644e+02 -3.35009941e-02  1.54715615e+02 -1.42369677e+02
  4.71413203e-01  1.55203756e+02 -1.42850645e+02 -1.78345354e-02
  1.54719494e+02 -1.42390728e+02  4.79485312e-01  1.55204482e+02
 -1.42862112e+02 -1.72505947e-02  1.54721219e+02 -1.42387828e+02
  4.73119042e-01  1.55212245e+02 -1.42884205e+02 -2.45301719e-02
  1.54710160e+02 -1.42360920e+02  4.68180898e-01  1.55199487e+02
 -1.42876853e+02 -2.11758619e-02  1.54714872e+02 -1.42394021e+02
  4.79986777e-01  1.55211215e+02 -1.42878145e+02 -4.55508246e-02
  1.54712004e+02 -1.42374144e+02  4.79771621e-01  1.55207698e+02
 -1.42866063e+02 -1.80781123e-02  1.54716769e+02 -1.42348958e+02
  4.88520126e-01  1.55226630e+02 -1.42887044e+02 -3.31709684e-02
  1.54704198e+02 -1.42381505e+02  4.85223291e-01  1.55198644e+02
 -1.42865777e+02 -3.27017115e-02  1.54719015e+02 -1.42375015e+02
  4.54199734e-01  1.55219981e+02 -1.42876814e+02 -2.13847967e-02
  1.54701899e+02 -1.42404636e+02  4.76898872e-01  1.55205928e+02
 -1.42869018e+02 -1.33839464e-02  1.54711470e+02 -1.42364537e+02
  4.68579959e-01  1.55215024e+02]
res:  5672 -0.00041747069008124527 0.014653150017693406 0.023338323604861554
[ 1.21889294e-10 -1.03155714e-05 -2.82837526e-01  1.61514977e+04
 -1.42862334e+02 -1.35579205e-02  1.54713397e+02 -1.42375936e+02
  4.71897057e-01  1.55200897e+02 -1.42884628e+02 -3.32771942e-02
  1.54704901e+02 -1.42374394e+02  4.88811047e-01  1.55217849e+02
 -1.42874494e+02 -3.92088368e-02  1.54710843e+02 -1.42376661e+02
  4.61588023e-01  1.55198983e+02 -1.42857637e+02 -1.99656947e-02
  1.54714731e+02 -1.42397736e+02  4.73760288e-01  1.55199710e+02
 -1.42869103e+02 -2.29468818e-02  1.54716458e+02 -1.42399842e+02
  4.60052924e-01  1.55207480e+02 -1.42891190e+02 -3.02305177e-02
  1.54705396e+02 -1.42367925e+02  4.59064925e-01  1.55192581e+02
 -1.42883856e+02 -3.01751389e-02  1.54710105e+02 -1.42401035e+02
  4.74257872e-01  1.55204308e+02 -1.42885112e+02 -5.12662506e-02
  1.54707238e+02 -1.42381143e+02  4.74042800e-01  1.55204878e+02
 -1.42868529e+02 -2.73472277e-02  1.54712004e+02 -1.42355960e+02
  4.82802970e-01  1.55221865e+02 -1.42894033e+02 -4.61234676e-02
  1.54699426e+02 -1.42388499e+02  4.90292496e-01  1.55193880e+02
 -1.42872767e+02 -3.11623266e-02  1.54714255e+02 -1.42381992e+02
  4.48490783e-01  1.55215214e+02 -1.42883791e+02 -2.70737539e-02
  1.54699248e+02 -1.42411621e+02  4.67558670e-01  1.55201163e+02
 -1.42891094e+02 -1.90963385e-02  1.54708850e+02 -1.42371560e+02
  4.59632151e-01  1.55210255e+02]
Niter:  3 row:  263 ngroup:  26 nlines:  6143 gd:  5671
[ 1.21889294e-10 -1.03155714e-05 -2.82837526e-01  1.61514977e+04
 -1.42862334e+02 -1.35579205e-02  1.54713397e+02 -1.42375936e+02
  4.71897057e-01  1.55200897e+02 -1.42884628e+02 -3.32771942e-02
  1.54704901e+02 -1.42374394e+02  4.88811047e-01  1.55217849e+02
 -1.42874494e+02 -3.92088368e-02  1.54710843e+02 -1.42376661e+02
  4.61588023e-01  1.55198983e+02 -1.42857637e+02 -1.99656947e-02
  1.54714731e+02 -1.42397736e+02  4.73760288e-01  1.55199710e+02
 -1.42869103e+02 -2.29468818e-02  1.54716458e+02 -1.42399842e+02
  4.60052924e-01  1.55207480e+02 -1.42891190e+02 -3.02305177e-02
  1.54705396e+02 -1.42367925e+02  4.59064925e-01  1.55192581e+02
 -1.42883856e+02 -3.01751389e-02  1.54710105e+02 -1.42401035e+02
  4.74257872e-01  1.55204308e+02 -1.42885112e+02 -5.12662506e-02
  1.54707238e+02 -1.42381143e+02  4.74042800e-01  1.55204878e+02
 -1.42868529e+02 -2.73472277e-02  1.54712004e+02 -1.42355960e+02
  4.82802970e-01  1.55221865e+02 -1.42894033e+02 -4.61234676e-02
  1.54699426e+02 -1.42388499e+02  4.90292496e-01  1.55193880e+02
 -1.42872767e+02 -3.11623266e-02  1.54714255e+02 -1.42381992e+02
  4.48490783e-01  1.55215214e+02 -1.42883791e+02 -2.70737539e-02
  1.54699248e+02 -1.42411621e+02  4.67558670e-01  1.55201163e+02
 -1.42891094e+02 -1.90963385e-02  1.54708850e+02 -1.42371560e+02
  4.59632151e-01  1.55210255e+02]
res:  5671 -0.0008941708601923892 0.014219619550203788 0.023194246895348533
[ 1.21497349e-10 -1.03159779e-05 -2.82829112e-01  1.61514993e+04
 -1.42920541e+02 -7.24767142e-03  1.54754174e+02 -1.42434663e+02
  4.77222095e-01  1.55241579e+02 -1.42943357e+02 -3.12074244e-02
  1.54745546e+02 -1.42433700e+02  4.91927287e-01  1.55258490e+02
 -1.42934999e+02 -3.35473069e-02  1.54751503e+02 -1.42435389e+02
  4.61924698e-01  1.55239797e+02 -1.42916466e+02 -1.21828148e-02
  1.54755406e+02 -1.42457665e+02  4.78891897e-01  1.55240513e+02
 -1.42928116e+02 -1.66943551e-02  1.54757019e+02 -1.42458733e+02
  4.65938999e-01  1.55248154e+02 -1.42949891e+02 -2.38697656e-02
  1.54746024e+02 -1.42427476e+02  4.59631377e-01  1.55233292e+02
 -1.42943268e+02 -2.50223842e-02  1.54750773e+02 -1.42460901e+02
  4.78883284e-01  1.55243840e+02 -1.42942985e+02 -4.60247860e-02
  1.54747866e+02 -1.42440399e+02  4.78620279e-01  1.55245556e+02
 -1.42924415e+02 -2.24994196e-02  1.54752669e+02 -1.42415327e+02
  4.87731453e-01  1.55262513e+02 -1.42952797e+02 -4.60138682e-02
  1.54740190e+02 -1.42447870e+02  4.94734000e-01  1.55234570e+02
 -1.42931547e+02 -2.30477745e-02  1.54754841e+02 -1.42440341e+02
  4.54202574e-01  1.55255879e+02 -1.42942130e+02 -2.01927844e-02
  1.54739989e+02 -1.42470407e+02  4.70149902e-01  1.55241905e+02
 -1.42950624e+02 -1.37295151e-02  1.54749582e+02 -1.42431703e+02
  4.65181241e-01  1.55251038e+02]
Niter:  4 row:  263 ngroup:  26 nlines:  6143 gd:  5644
[ 1.21497349e-10 -1.03159779e-05 -2.82829112e-01  1.61514993e+04
 -1.42920541e+02 -7.24767142e-03  1.54754174e+02 -1.42434663e+02
  4.77222095e-01  1.55241579e+02 -1.42943357e+02 -3.12074244e-02
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 -1.42934999e+02 -3.35473069e-02  1.54751503e+02 -1.42435389e+02
  4.61924698e-01  1.55239797e+02 -1.42916466e+02 -1.21828148e-02
  1.54755406e+02 -1.42457665e+02  4.78891897e-01  1.55240513e+02
 -1.42928116e+02 -1.66943551e-02  1.54757019e+02 -1.42458733e+02
  4.65938999e-01  1.55248154e+02 -1.42949891e+02 -2.38697656e-02
  1.54746024e+02 -1.42427476e+02  4.59631377e-01  1.55233292e+02
 -1.42943268e+02 -2.50223842e-02  1.54750773e+02 -1.42460901e+02
  4.78883284e-01  1.55243840e+02 -1.42942985e+02 -4.60247860e-02
  1.54747866e+02 -1.42440399e+02  4.78620279e-01  1.55245556e+02
 -1.42924415e+02 -2.24994196e-02  1.54752669e+02 -1.42415327e+02
  4.87731453e-01  1.55262513e+02 -1.42952797e+02 -4.60138682e-02
  1.54740190e+02 -1.42447870e+02  4.94734000e-01  1.55234570e+02
 -1.42931547e+02 -2.30477745e-02  1.54754841e+02 -1.42440341e+02
  4.54202574e-01  1.55255879e+02 -1.42942130e+02 -2.01927844e-02
  1.54739989e+02 -1.42470407e+02  4.70149902e-01  1.55241905e+02
 -1.42950624e+02 -1.37295151e-02  1.54749582e+02 -1.42431703e+02
  4.65181241e-01  1.55251038e+02]
res:  5644 -0.0006194432917254744 0.014334677276565344 0.022766694495681458
[ 1.21497337e-10 -1.03159789e-05 -2.82829140e-01  1.61515009e+04
 -1.42909915e+02 -1.77420601e-03  1.54758510e+02 -1.42423503e+02
  4.82754373e-01  1.55245929e+02 -1.42932352e+02 -2.55692071e-02
  1.54749885e+02 -1.42422122e+02  4.95719568e-01  1.55262839e+02
 -1.42923359e+02 -2.80255601e-02  1.54755835e+02 -1.42419059e+02
  4.68119293e-01  1.55244122e+02 -1.42905451e+02 -6.71486358e-03
  1.54759774e+02 -1.42446007e+02  4.90909377e-01  1.55244855e+02
 -1.42921909e+02 -1.12001644e-02  1.54761371e+02 -1.42447473e+02
  4.71448649e-01  1.55252506e+02 -1.42938734e+02 -1.15723873e-02
  1.54750393e+02 -1.42416136e+02  4.62171156e-01  1.55237633e+02
 -1.42932110e+02 -2.31990503e-02  1.54755131e+02 -1.42449608e+02
  4.87827710e-01  1.55251268e+02 -1.42937131e+02 -3.72190472e-02
  1.54752226e+02 -1.42429091e+02  4.90607658e-01  1.55247861e+02
 -1.42916082e+02 -1.69228946e-02  1.54757043e+02 -1.42408949e+02
  4.89907215e-01  1.55268875e+02 -1.42941712e+02 -5.02555570e-02
  1.54744509e+02 -1.42436284e+02  4.96280901e-01  1.55238935e+02
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  4.59720487e-01  1.55263941e+02 -1.42936157e+02 -1.85573573e-02
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 -1.42939281e+02 -1.41550705e-03  1.54753905e+02 -1.42415797e+02
  4.73804151e-01  1.55255366e+02]
Niter:  5 row:  263 ngroup:  26 nlines:  6143 gd:  5646
[ 1.21497337e-10 -1.03159789e-05 -2.82829140e-01  1.61515009e+04
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  4.68119293e-01  1.55244122e+02 -1.42905451e+02 -6.71486358e-03
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  4.71448649e-01  1.55252506e+02 -1.42938734e+02 -1.15723873e-02
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  4.89907215e-01  1.55268875e+02 -1.42941712e+02 -5.02555570e-02
  1.54744509e+02 -1.42436284e+02  4.96280901e-01  1.55238935e+02
 -1.42920538e+02 -1.60599035e-02  1.54759229e+02 -1.42429306e+02
  4.59720487e-01  1.55263941e+02 -1.42936157e+02 -1.85573573e-02
  1.54744324e+02 -1.42464771e+02  4.77884955e-01  1.55246253e+02
 -1.42939281e+02 -1.41550705e-03  1.54753905e+02 -1.42415797e+02
  4.73804151e-01  1.55255366e+02]
res:  5646 -0.0005476367587107234 0.014319195059215417 0.022793098640489052
[ 1.21484666e-10 -1.03159789e-05 -2.82829140e-01  1.61515009e+04
 -1.42909915e+02 -1.77420601e-03  1.54758510e+02 -1.42423503e+02
  4.82754373e-01  1.55245929e+02 -1.42932352e+02 -2.55692071e-02
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  4.68119293e-01  1.55244122e+02 -1.42905451e+02 -6.71486358e-03
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  4.71448649e-01  1.55252506e+02 -1.42938734e+02 -1.15723873e-02
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  4.87827710e-01  1.55251268e+02 -1.42937131e+02 -3.72190472e-02
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 -1.42916082e+02 -1.69228946e-02  1.54757043e+02 -1.42408949e+02
  4.89907215e-01  1.55268875e+02 -1.42941712e+02 -5.02555570e-02
  1.54744509e+02 -1.42436284e+02  4.96280901e-01  1.55238935e+02
 -1.42920538e+02 -1.60599035e-02  1.54759229e+02 -1.42429306e+02
  4.59720487e-01  1.55263941e+02 -1.42936157e+02 -1.85573573e-02
  1.54744324e+02 -1.42464771e+02  4.77884955e-01  1.55246253e+02
 -1.42939281e+02 -1.41550705e-03  1.54753905e+02 -1.42415797e+02
  4.73804151e-01  1.55255366e+02]
Niter:  6 row:  263 ngroup:  26 nlines:  6143 gd:  5647
[ 1.21484666e-10 -1.03159789e-05 -2.82829140e-01  1.61515009e+04
 -1.42909915e+02 -1.77420601e-03  1.54758510e+02 -1.42423503e+02
  4.82754373e-01  1.55245929e+02 -1.42932352e+02 -2.55692071e-02
  1.54749885e+02 -1.42422122e+02  4.95719568e-01  1.55262839e+02
 -1.42923359e+02 -2.80255601e-02  1.54755835e+02 -1.42419059e+02
  4.68119293e-01  1.55244122e+02 -1.42905451e+02 -6.71486358e-03
  1.54759774e+02 -1.42446007e+02  4.90909377e-01  1.55244855e+02
 -1.42921909e+02 -1.12001644e-02  1.54761371e+02 -1.42447473e+02
  4.71448649e-01  1.55252506e+02 -1.42938734e+02 -1.15723873e-02
  1.54750393e+02 -1.42416136e+02  4.62171156e-01  1.55237633e+02
 -1.42932110e+02 -2.31990503e-02  1.54755131e+02 -1.42449608e+02
  4.87827710e-01  1.55251268e+02 -1.42937131e+02 -3.72190472e-02
  1.54752226e+02 -1.42429091e+02  4.90607658e-01  1.55247861e+02
 -1.42916082e+02 -1.69228946e-02  1.54757043e+02 -1.42408949e+02
  4.89907215e-01  1.55268875e+02 -1.42941712e+02 -5.02555570e-02
  1.54744509e+02 -1.42436284e+02  4.96280901e-01  1.55238935e+02
 -1.42920538e+02 -1.60599035e-02  1.54759229e+02 -1.42429306e+02
  4.59720487e-01  1.55263941e+02 -1.42936157e+02 -1.85573573e-02
  1.54744324e+02 -1.42464771e+02  4.77884955e-01  1.55246253e+02
 -1.42939281e+02 -1.41550705e-03  1.54753905e+02 -1.42415797e+02
  4.73804151e-01  1.55255366e+02]
res:  5647 -0.0005182470231375191 0.014499198174235062 0.022805137616800718
[ 1.21456934e-10 -1.03164388e-05 -2.82829141e-01  1.61515025e+04
 -1.42909219e+02  3.55426951e-03  1.54754075e+02 -1.42422917e+02
  4.88075994e-01  1.55241413e+02 -1.42931789e+02 -2.02520338e-02
  1.54745271e+02 -1.42421572e+02  5.00995561e-01  1.55257840e+02
 -1.42923061e+02 -2.27268097e-02  1.54751441e+02 -1.42418434e+02
  4.73471945e-01  1.55239790e+02 -1.42904899e+02 -7.97122725e-03
  1.54755188e+02 -1.42445573e+02  5.02629587e-01  1.55240508e+02
 -1.42921379e+02 -5.92681471e-03  1.54756683e+02 -1.42446893e+02
  4.76743479e-01  1.55247956e+02 -1.42938147e+02 -6.29306332e-03
  1.54745806e+02 -1.42415672e+02  4.67475929e-01  1.55233125e+02
 -1.42931637e+02 -1.78516731e-02  1.54750623e+02 -1.42449205e+02
  4.93199073e-01  1.55246854e+02 -1.42936455e+02 -3.19314486e-02
  1.54747697e+02 -1.42428603e+02  5.02130291e-01  1.55243155e+02
 -1.42915496e+02 -1.15993771e-02  1.54752520e+02 -1.42408418e+02
  4.95217374e-01  1.55264350e+02 -1.42941149e+02 -5.14922371e-02
  1.54740141e+02 -1.42435746e+02  5.01641630e-01  1.55234390e+02
 -1.42919979e+02 -1.07637763e-02  1.54754550e+02 -1.42428656e+02
  4.64989681e-01  1.55259323e+02 -1.42935532e+02 -1.32750604e-02
  1.54739684e+02 -1.42464250e+02  4.83213096e-01  1.55241723e+02
 -1.42938848e+02  3.90519383e-03  1.54749435e+02 -1.42415389e+02
  4.85344705e-01  1.55250939e+02]
Saving figure to  wave_resid_43670005_fiber263.png
Final values:
res:  -0.0005182470231375191 0.022805137616800718
pars:  [ 1.21456934e-10 -1.03164388e-05 -2.82829141e-01  1.61515025e+04
 -1.42909219e+02  3.55426951e-03  1.54754075e+02 -1.42422917e+02
  4.88075994e-01  1.55241413e+02 -1.42931789e+02 -2.02520338e-02
  1.54745271e+02 -1.42421572e+02  5.00995561e-01  1.55257840e+02
 -1.42923061e+02 -2.27268097e-02  1.54751441e+02 -1.42418434e+02
  4.73471945e-01  1.55239790e+02 -1.42904899e+02 -7.97122725e-03
  1.54755188e+02 -1.42445573e+02  5.02629587e-01  1.55240508e+02
 -1.42921379e+02 -5.92681471e-03  1.54756683e+02 -1.42446893e+02
  4.76743479e-01  1.55247956e+02 -1.42938147e+02 -6.29306332e-03
  1.54745806e+02 -1.42415672e+02  4.67475929e-01  1.55233125e+02
 -1.42931637e+02 -1.78516731e-02  1.54750623e+02 -1.42449205e+02
  4.93199073e-01  1.55246854e+02 -1.42936455e+02 -3.19314486e-02
  1.54747697e+02 -1.42428603e+02  5.02130291e-01  1.55243155e+02
 -1.42915496e+02 -1.15993771e-02  1.54752520e+02 -1.42408418e+02
  4.95217374e-01  1.55264350e+02 -1.42941149e+02 -5.14922371e-02
  1.54740141e+02 -1.42435746e+02  5.01641630e-01  1.55234390e+02
 -1.42919979e+02 -1.07637763e-02  1.54754550e+02 -1.42428656e+02
  4.64989681e-01  1.55259323e+02 -1.42935532e+02 -1.32750604e-02
  1.54739684e+02 -1.42464250e+02  4.83213096e-01  1.55241723e+02
 -1.42938848e+02  3.90519383e-03  1.54749435e+02 -1.42415389e+02
  4.85344705e-01  1.55250939e+02]
263 [ 1.21456934e-10 -1.03164388e-05 -2.82829141e-01  1.61515025e+04
 -1.42909219e+02  3.55426951e-03  1.54754075e+02 -1.42422917e+02
  4.88075994e-01  1.55241413e+02 -1.42931789e+02 -2.02520338e-02
  1.54745271e+02 -1.42421572e+02  5.00995561e-01  1.55257840e+02
 -1.42923061e+02 -2.27268097e-02  1.54751441e+02 -1.42418434e+02
  4.73471945e-01  1.55239790e+02 -1.42904899e+02 -7.97122725e-03
  1.54755188e+02 -1.42445573e+02  5.02629587e-01  1.55240508e+02
 -1.42921379e+02 -5.92681471e-03  1.54756683e+02 -1.42446893e+02
  4.76743479e-01  1.55247956e+02 -1.42938147e+02 -6.29306332e-03
  1.54745806e+02 -1.42415672e+02  4.67475929e-01  1.55233125e+02
 -1.42931637e+02 -1.78516731e-02  1.54750623e+02 -1.42449205e+02
  4.93199073e-01  1.55246854e+02 -1.42936455e+02 -3.19314486e-02
  1.54747697e+02 -1.42428603e+02  5.02130291e-01  1.55243155e+02
 -1.42915496e+02 -1.15993771e-02  1.54752520e+02 -1.42408418e+02
  4.95217374e-01  1.55264350e+02 -1.42941149e+02 -5.14922371e-02
  1.54740141e+02 -1.42435746e+02  5.01641630e-01  1.55234390e+02
 -1.42919979e+02 -1.07637763e-02  1.54754550e+02 -1.42428656e+02
  4.64989681e-01  1.55259323e+02 -1.42935532e+02 -1.32750604e-02
  1.54739684e+02 -1.42464250e+02  4.83213096e-01  1.55241723e+02
 -1.42938848e+02  3.90519383e-03  1.54749435e+02 -1.42415389e+02
  4.85344705e-01  1.55250939e+02]
--- Row 265/300 row=264 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  264
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=264 ---
Niter:  0 row:  264 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 -0.00034182201943622204 0.01296695021665073 0.033482200466494305
[ 1.20165654e-10 -1.03158987e-05 -2.82806811e-01  1.61515105e+04
 -1.42998552e+02  1.38650934e-13  1.54850710e+02]
Niter:  1 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20165654e-10 -1.03158987e-05 -2.82806811e-01  1.61515105e+04
 -1.42998552e+02  1.38650934e-13  1.54850710e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Niter:  2 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Niter:  3 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Niter:  4 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Niter:  5 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Niter:  6 row:  264 ngroup:  1 nlines:  236 gd:  211
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
res:  211 -0.0010087346799991792 0.012632075849069224 0.020874610499577444
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
Final values:
res:  -0.0010087346799991792 0.020874610499577444
pars:  [ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
264 [ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02]
elapsed: 2.9 sec.
Niter:  0 row:  264 ngroup:  26 nlines:  6237 gd:  6237
[ 1.20266064e-10 -1.03159966e-05 -2.82808878e-01  1.61515097e+04
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02 -1.42990790e+02 -3.09808604e-11
  1.54832820e+02 -1.42990790e+02 -3.09808604e-11  1.54832820e+02
 -1.42990790e+02 -3.09808604e-11  1.54832820e+02 -1.42990790e+02
 -3.09808604e-11  1.54832820e+02]
res:  6237 0.00028283991923672147 0.014786166761041386 0.03563945434899191
[ 1.20266052e-10 -1.03159976e-05 -2.82808906e-01  1.61515113e+04
 -1.42985568e+02  2.50677507e-03  1.54840667e+02 -1.42517826e+02
  5.09367143e-01  1.55348323e+02 -1.42999554e+02 -6.06969881e-03
  1.54840990e+02 -1.42481759e+02  5.00609818e-01  1.55347488e+02
 -1.42999994e+02  1.20310421e-02  1.54849271e+02 -1.42495535e+02
  4.88024722e-01  1.55345417e+02 -1.42957632e+02  1.38762957e-02
  1.54837025e+02 -1.42471474e+02  4.75172177e-01  1.55354694e+02
 -1.43010594e+02  3.55109092e-02  1.54854648e+02 -1.42489557e+02
  4.96730453e-01  1.55347700e+02 -1.42970939e+02  1.48900831e-02
  1.54844690e+02 -1.42507031e+02  4.72528074e-01  1.55335846e+02
 -1.43003795e+02 -3.38480619e-02  1.54861489e+02 -1.42500557e+02
  5.02964347e-01  1.55356191e+02 -1.43005209e+02  3.43992235e-03
  1.54847186e+02 -1.42525400e+02  4.94117617e-01  1.55352495e+02
 -1.42988974e+02  3.01924700e-02  1.54847767e+02 -1.42491573e+02
  4.68432872e-01  1.55348909e+02 -1.43019193e+02  3.84374279e-03
  1.54847180e+02 -1.42498639e+02  4.85165981e-01  1.55338667e+02
 -1.43002218e+02  5.37697519e-04  1.54851821e+02 -1.42500120e+02
  4.94644465e-01  1.55340891e+02 -1.43025875e+02 -1.58571768e-02
  1.54843196e+02 -1.42520515e+02  4.77309763e-01  1.55345582e+02
 -1.42996615e+02 -5.77851929e-03  1.54850018e+02 -1.42511944e+02
  4.86137456e-01  1.55342589e+02]
Niter:  1 row:  264 ngroup:  26 nlines:  6237 gd:  5739
[ 1.20266052e-10 -1.03159976e-05 -2.82808906e-01  1.61515113e+04
 -1.42985568e+02  2.50677507e-03  1.54840667e+02 -1.42517826e+02
  5.09367143e-01  1.55348323e+02 -1.42999554e+02 -6.06969881e-03
  1.54840990e+02 -1.42481759e+02  5.00609818e-01  1.55347488e+02
 -1.42999994e+02  1.20310421e-02  1.54849271e+02 -1.42495535e+02
  4.88024722e-01  1.55345417e+02 -1.42957632e+02  1.38762957e-02
  1.54837025e+02 -1.42471474e+02  4.75172177e-01  1.55354694e+02
 -1.43010594e+02  3.55109092e-02  1.54854648e+02 -1.42489557e+02
  4.96730453e-01  1.55347700e+02 -1.42970939e+02  1.48900831e-02
  1.54844690e+02 -1.42507031e+02  4.72528074e-01  1.55335846e+02
 -1.43003795e+02 -3.38480619e-02  1.54861489e+02 -1.42500557e+02
  5.02964347e-01  1.55356191e+02 -1.43005209e+02  3.43992235e-03
  1.54847186e+02 -1.42525400e+02  4.94117617e-01  1.55352495e+02
 -1.42988974e+02  3.01924700e-02  1.54847767e+02 -1.42491573e+02
  4.68432872e-01  1.55348909e+02 -1.43019193e+02  3.84374279e-03
  1.54847180e+02 -1.42498639e+02  4.85165981e-01  1.55338667e+02
 -1.43002218e+02  5.37697519e-04  1.54851821e+02 -1.42500120e+02
  4.94644465e-01  1.55340891e+02 -1.43025875e+02 -1.58571768e-02
  1.54843196e+02 -1.42520515e+02  4.77309763e-01  1.55345582e+02
 -1.42996615e+02 -5.77851929e-03  1.54850018e+02 -1.42511944e+02
  4.86137456e-01  1.55342589e+02]
res:  5739 -0.0002955233467218932 0.014728036207088735 0.024183312178167157
[ 1.20266040e-10 -1.03159986e-05 -2.82808934e-01  1.61515129e+04
 -1.42971725e+02  1.20075383e-02  1.54846006e+02 -1.42501921e+02
  5.08313228e-01  1.55351909e+02 -1.42986309e+02  3.41903342e-03
  1.54848371e+02 -1.42466376e+02  4.93403306e-01  1.55340677e+02
 -1.43002663e+02  8.82593189e-03  1.54856328e+02 -1.42500416e+02
  4.95262203e-01  1.55344368e+02 -1.42962316e+02  2.73786242e-02
  1.54849816e+02 -1.42468903e+02  4.91744659e-01  1.55356748e+02
 -1.43004299e+02  2.07560791e-02  1.54853734e+02 -1.42486020e+02
  5.14126632e-01  1.55350591e+02 -1.42977125e+02  1.44698485e-02
  1.54848347e+02 -1.42515919e+02  4.76272595e-01  1.55344958e+02
 -1.42994521e+02 -1.90793719e-02  1.54864317e+02 -1.42510915e+02
  5.05980531e-01  1.55360539e+02 -1.43008530e+02  8.52021866e-03
  1.54847815e+02 -1.42503029e+02  4.99073985e-01  1.55353839e+02
 -1.42992899e+02  3.30722110e-02  1.54847024e+02 -1.42484113e+02
  4.78744354e-01  1.55354664e+02 -1.43006691e+02  1.08306077e-02
  1.54851547e+02 -1.42502928e+02  4.78440876e-01  1.55346024e+02
 -1.42997825e+02  2.98826285e-03  1.54849354e+02 -1.42493332e+02
  5.07825141e-01  1.55340751e+02 -1.43011325e+02 -1.75561906e-02
  1.54846348e+02 -1.42513481e+02  4.78444115e-01  1.55341646e+02
 -1.42990776e+02  3.48418534e-03  1.54853957e+02 -1.42501093e+02
  4.84567707e-01  1.55351982e+02]
Niter:  2 row:  264 ngroup:  26 nlines:  6237 gd:  5726
[ 1.20266040e-10 -1.03159986e-05 -2.82808934e-01  1.61515129e+04
 -1.42971725e+02  1.20075383e-02  1.54846006e+02 -1.42501921e+02
  5.08313228e-01  1.55351909e+02 -1.42986309e+02  3.41903342e-03
  1.54848371e+02 -1.42466376e+02  4.93403306e-01  1.55340677e+02
 -1.43002663e+02  8.82593189e-03  1.54856328e+02 -1.42500416e+02
  4.95262203e-01  1.55344368e+02 -1.42962316e+02  2.73786242e-02
  1.54849816e+02 -1.42468903e+02  4.91744659e-01  1.55356748e+02
 -1.43004299e+02  2.07560791e-02  1.54853734e+02 -1.42486020e+02
  5.14126632e-01  1.55350591e+02 -1.42977125e+02  1.44698485e-02
  1.54848347e+02 -1.42515919e+02  4.76272595e-01  1.55344958e+02
 -1.42994521e+02 -1.90793719e-02  1.54864317e+02 -1.42510915e+02
  5.05980531e-01  1.55360539e+02 -1.43008530e+02  8.52021866e-03
  1.54847815e+02 -1.42503029e+02  4.99073985e-01  1.55353839e+02
 -1.42992899e+02  3.30722110e-02  1.54847024e+02 -1.42484113e+02
  4.78744354e-01  1.55354664e+02 -1.43006691e+02  1.08306077e-02
  1.54851547e+02 -1.42502928e+02  4.78440876e-01  1.55346024e+02
 -1.42997825e+02  2.98826285e-03  1.54849354e+02 -1.42493332e+02
  5.07825141e-01  1.55340751e+02 -1.43011325e+02 -1.75561906e-02
  1.54846348e+02 -1.42513481e+02  4.78444115e-01  1.55341646e+02
 -1.42990776e+02  3.48418534e-03  1.54853957e+02 -1.42501093e+02
  4.84567707e-01  1.55351982e+02]
res:  5726 -0.00023322570268646814 0.01475481279885571 0.02398585328573148
[ 1.20266028e-10 -1.03159997e-05 -2.82808963e-01  1.61515145e+04
 -1.42964767e+02  2.09450769e-02  1.54850747e+02 -1.42494927e+02
  5.07065276e-01  1.55354532e+02 -1.42979328e+02  9.10767812e-03
  1.54853100e+02 -1.42459406e+02  4.99105003e-01  1.55345415e+02
 -1.43001669e+02  1.11075310e-02  1.54861062e+02 -1.42493442e+02
  5.00966898e-01  1.55349096e+02 -1.42960090e+02  3.30585044e-02
  1.54856596e+02 -1.42461922e+02  5.05074365e-01  1.55361489e+02
 -1.42997328e+02  1.94592150e-02  1.54858462e+02 -1.42479059e+02
  5.23285646e-01  1.55355317e+02 -1.42970165e+02  2.01611170e-02
  1.54853077e+02 -1.42508956e+02  4.81972758e-01  1.55349697e+02
 -1.42987544e+02 -1.33912983e-02  1.54869051e+02 -1.42508666e+02
  5.14994375e-01  1.55365265e+02 -1.43006756e+02  1.42065525e-02
  1.54850510e+02 -1.42491379e+02  5.04775092e-01  1.55358566e+02
 -1.42985955e+02  3.87642868e-02  1.54851753e+02 -1.42477136e+02
  4.87904777e-01  1.55359394e+02 -1.42999729e+02  1.99330671e-02
  1.54856286e+02 -1.42500458e+02  4.84139654e-01  1.55350757e+02
 -1.42990894e+02  8.68856926e-03  1.54854088e+02 -1.42486364e+02
  5.16754122e-01  1.55345483e+02 -1.43004380e+02 -1.18721397e-02
  1.54851086e+02 -1.42506529e+02  4.84158475e-01  1.55346375e+02
 -1.42983825e+02  9.17111224e-03  1.54858691e+02 -1.42494145e+02
  4.90269139e-01  1.55358830e+02]
Niter:  3 row:  264 ngroup:  26 nlines:  6237 gd:  5727
[ 1.20266028e-10 -1.03159997e-05 -2.82808963e-01  1.61515145e+04
 -1.42964767e+02  2.09450769e-02  1.54850747e+02 -1.42494927e+02
  5.07065276e-01  1.55354532e+02 -1.42979328e+02  9.10767812e-03
  1.54853100e+02 -1.42459406e+02  4.99105003e-01  1.55345415e+02
 -1.43001669e+02  1.11075310e-02  1.54861062e+02 -1.42493442e+02
  5.00966898e-01  1.55349096e+02 -1.42960090e+02  3.30585044e-02
  1.54856596e+02 -1.42461922e+02  5.05074365e-01  1.55361489e+02
 -1.42997328e+02  1.94592150e-02  1.54858462e+02 -1.42479059e+02
  5.23285646e-01  1.55355317e+02 -1.42970165e+02  2.01611170e-02
  1.54853077e+02 -1.42508956e+02  4.81972758e-01  1.55349697e+02
 -1.42987544e+02 -1.33912983e-02  1.54869051e+02 -1.42508666e+02
  5.14994375e-01  1.55365265e+02 -1.43006756e+02  1.42065525e-02
  1.54850510e+02 -1.42491379e+02  5.04775092e-01  1.55358566e+02
 -1.42985955e+02  3.87642868e-02  1.54851753e+02 -1.42477136e+02
  4.87904777e-01  1.55359394e+02 -1.42999729e+02  1.99330671e-02
  1.54856286e+02 -1.42500458e+02  4.84139654e-01  1.55350757e+02
 -1.42990894e+02  8.68856926e-03  1.54854088e+02 -1.42486364e+02
  5.16754122e-01  1.55345483e+02 -1.43004380e+02 -1.18721397e-02
  1.54851086e+02 -1.42506529e+02  4.84158475e-01  1.55346375e+02
 -1.42983825e+02  9.17111224e-03  1.54858691e+02 -1.42494145e+02
  4.90269139e-01  1.55358830e+02]
res:  5727 -9.992186642193701e-05 0.014691840060550021 0.0239963243872898
[ 1.20242276e-10 -1.03159997e-05 -2.82808963e-01  1.61515145e+04
 -1.42964767e+02  2.09450769e-02  1.54850747e+02 -1.42494927e+02
  5.07065276e-01  1.55354532e+02 -1.42979328e+02  9.10767812e-03
  1.54853100e+02 -1.42459406e+02  4.99105003e-01  1.55345415e+02
 -1.43001669e+02  1.11075310e-02  1.54861062e+02 -1.42493442e+02
  5.00966898e-01  1.55349096e+02 -1.42960090e+02  3.30585044e-02
  1.54856596e+02 -1.42461922e+02  5.05074365e-01  1.55361489e+02
 -1.42997328e+02  1.94592150e-02  1.54858462e+02 -1.42479059e+02
  5.23285646e-01  1.55355317e+02 -1.42970165e+02  2.01611170e-02
  1.54853077e+02 -1.42508956e+02  4.81972758e-01  1.55349697e+02
 -1.42987544e+02 -1.33912983e-02  1.54869051e+02 -1.42508666e+02
  5.14994375e-01  1.55365265e+02 -1.43006756e+02  1.42065525e-02
  1.54850510e+02 -1.42491379e+02  5.04775092e-01  1.55358566e+02
 -1.42985955e+02  3.87642868e-02  1.54851753e+02 -1.42477136e+02
  4.87904777e-01  1.55359394e+02 -1.42999729e+02  1.99330671e-02
  1.54856286e+02 -1.42500458e+02  4.84139654e-01  1.55350757e+02
 -1.42990894e+02  8.68856926e-03  1.54854088e+02 -1.42486364e+02
  5.16754122e-01  1.55345483e+02 -1.43004380e+02 -1.18721397e-02
  1.54851086e+02 -1.42506529e+02  4.84158475e-01  1.55346375e+02
 -1.42983825e+02  9.17111224e-03  1.54858691e+02 -1.42494145e+02
  4.90269139e-01  1.55358830e+02]
Niter:  4 row:  264 ngroup:  26 nlines:  6237 gd:  5728
[ 1.20242276e-10 -1.03159997e-05 -2.82808963e-01  1.61515145e+04
 -1.42964767e+02  2.09450769e-02  1.54850747e+02 -1.42494927e+02
  5.07065276e-01  1.55354532e+02 -1.42979328e+02  9.10767812e-03
  1.54853100e+02 -1.42459406e+02  4.99105003e-01  1.55345415e+02
 -1.43001669e+02  1.11075310e-02  1.54861062e+02 -1.42493442e+02
  5.00966898e-01  1.55349096e+02 -1.42960090e+02  3.30585044e-02
  1.54856596e+02 -1.42461922e+02  5.05074365e-01  1.55361489e+02
 -1.42997328e+02  1.94592150e-02  1.54858462e+02 -1.42479059e+02
  5.23285646e-01  1.55355317e+02 -1.42970165e+02  2.01611170e-02
  1.54853077e+02 -1.42508956e+02  4.81972758e-01  1.55349697e+02
 -1.42987544e+02 -1.33912983e-02  1.54869051e+02 -1.42508666e+02
  5.14994375e-01  1.55365265e+02 -1.43006756e+02  1.42065525e-02
  1.54850510e+02 -1.42491379e+02  5.04775092e-01  1.55358566e+02
 -1.42985955e+02  3.87642868e-02  1.54851753e+02 -1.42477136e+02
  4.87904777e-01  1.55359394e+02 -1.42999729e+02  1.99330671e-02
  1.54856286e+02 -1.42500458e+02  4.84139654e-01  1.55350757e+02
 -1.42990894e+02  8.68856926e-03  1.54854088e+02 -1.42486364e+02
  5.16754122e-01  1.55345483e+02 -1.43004380e+02 -1.18721397e-02
  1.54851086e+02 -1.42506529e+02  4.84158475e-01  1.55346375e+02
 -1.42983825e+02  9.17111224e-03  1.54858691e+02 -1.42494145e+02
  4.90269139e-01  1.55358830e+02]
res:  5728 -0.00023968968162080273 0.014795158334891312 0.024002586759838917
[ 1.20242264e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
Niter:  5 row:  264 ngroup:  26 nlines:  6237 gd:  5727
[ 1.20242264e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
res:  5727 -0.00011520440966705792 0.014793900281802053 0.023988253733478078
[ 1.20227565e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
Niter:  6 row:  264 ngroup:  26 nlines:  6237 gd:  5728
[ 1.20227565e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
res:  5728 -0.000110638327896595 0.014788085831241915 0.024001777155735527
[ 1.20225673e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
Saving figure to  wave_resid_43670005_fiber264.png
Final values:
res:  -0.000110638327896595 0.024001777155735527
pars:  [ 1.20225673e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
264 [ 1.20225673e-10 -1.03160007e-05 -2.82808991e-01  1.61515161e+04
 -1.42956803e+02  2.66418993e-02  1.54856644e+02 -1.42486861e+02
  5.12788044e-01  1.55358313e+02 -1.42971302e+02  1.48006665e-02
  1.54856884e+02 -1.42451402e+02  5.04791964e-01  1.55349231e+02
 -1.42993692e+02  1.67704880e-02  1.54864865e+02 -1.42485438e+02
  5.06674369e-01  1.55352871e+02 -1.42952140e+02  3.87395746e-02
  1.54860348e+02 -1.42453901e+02  5.10742557e-01  1.55365322e+02
 -1.42989335e+02  2.18721928e-02  1.54862239e+02 -1.42471089e+02
  5.28986092e-01  1.55359086e+02 -1.42962204e+02  2.58517810e-02
  1.54856868e+02 -1.42500984e+02  4.87666878e-01  1.55353514e+02
 -1.42979536e+02 -7.70300087e-03  1.54872859e+02 -1.42500698e+02
  5.20691920e-01  1.55369043e+02 -1.42998845e+02  1.98947537e-02
  1.54854272e+02 -1.42483427e+02  5.10480115e-01  1.55362344e+02
 -1.42978043e+02  4.44598740e-02  1.54855537e+02 -1.42463940e+02
  4.93610757e-01  1.55363183e+02 -1.42991751e+02  2.55975809e-02
  1.54860102e+02 -1.42492481e+02  4.86608718e-01  1.55354557e+02
 -1.42983008e+02  1.43794695e-02  1.54857889e+02 -1.42478377e+02
  5.22439579e-01  1.55349286e+02 -1.42996458e+02 -6.19108235e-03
  1.54854902e+02 -1.42498593e+02  4.89866333e-01  1.55350162e+02
 -1.42975883e+02  1.48514706e-02  1.54862498e+02 -1.42486215e+02
  4.95975326e-01  1.55362583e+02]
--- Row 266/300 row=265 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  265
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=265 ---
Niter:  0 row:  265 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 -0.0006058183516870486 0.013776852027149289 0.030050800253252154
[ 1.21020464e-10 -1.03177785e-05 -2.82822701e-01  1.61515055e+04
 -1.42907151e+02  2.15107373e-14  1.54764422e+02]
Niter:  1 row:  265 ngroup:  1 nlines:  239 gd:  226
[ 1.21020464e-10 -1.03177785e-05 -2.82822701e-01  1.61515055e+04
 -1.42907151e+02  2.15107373e-14  1.54764422e+02]
res:  226 -0.0012824624209315516 0.01340223771330784 0.022330359256311563
[ 1.20587961e-10 -1.03172478e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
Niter:  2 row:  265 ngroup:  1 nlines:  239 gd:  225
[ 1.20587961e-10 -1.03172478e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
res:  225 -0.001498097453804803 0.013692053955310257 0.021980614771051836
[ 1.20625976e-10 -1.03172478e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
Niter:  3 row:  265 ngroup:  1 nlines:  239 gd:  225
[ 1.20625976e-10 -1.03172478e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
res:  225 -0.0015438777882081922 0.01351158348552417 0.02197980398777188
[ 1.20607637e-10 -1.03171985e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
Niter:  4 row:  265 ngroup:  1 nlines:  239 gd:  225
[ 1.20607637e-10 -1.03171985e-05 -2.82815790e-01  1.61515038e+04
 -1.42951603e+02  5.90752371e-11  1.54798686e+02]
res:  225 -0.0018424615082039963 0.013582112278527347 0.021978897284850307
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
Niter:  5 row:  265 ngroup:  1 nlines:  239 gd:  225
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
res:  225 -0.0018424615082039963 0.013582112278527347 0.021978897284850307
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
Niter:  6 row:  265 ngroup:  1 nlines:  239 gd:  225
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
res:  225 -0.0018424615082039963 0.013582112278527347 0.021978897284850307
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
Final values:
res:  -0.0018424615082039963 0.021978897284850307
pars:  [ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
265 [ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02]
elapsed: 2.9 sec.
Niter:  0 row:  265 ngroup:  26 nlines:  6262 gd:  6262
[ 1.20613436e-10 -1.03171247e-05 -2.82815672e-01  1.61515037e+04
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02 -1.42951611e+02  4.94290179e-09
  1.54800332e+02 -1.42951611e+02  4.94290179e-09  1.54800332e+02
 -1.42951611e+02  4.94290179e-09  1.54800332e+02 -1.42951611e+02
  4.94290179e-09  1.54800332e+02]
res:  6262 0.0002151085100194905 0.013867220190149965 0.03273155781398722
[ 1.20613424e-10 -1.03171237e-05 -2.82815700e-01  1.61515054e+04
 -1.42939307e+02  2.35827158e-04  1.54805548e+02 -1.42413194e+02
  4.92125371e-01  1.55304233e+02 -1.42929451e+02  1.84022201e-02
  1.54804829e+02 -1.42432807e+02  5.08683725e-01  1.55300883e+02
 -1.42919623e+02  1.31120643e-02  1.54795689e+02 -1.42443157e+02
  5.12022317e-01  1.55298841e+02 -1.42914519e+02  2.81264592e-02
  1.54807434e+02 -1.42420027e+02  5.07185859e-01  1.55295795e+02
 -1.42922590e+02  1.55488858e-02  1.54807333e+02 -1.42438656e+02
  4.94794877e-01  1.55303704e+02 -1.42944867e+02  2.95713346e-02
  1.54808415e+02 -1.42422707e+02  4.88326487e-01  1.55310423e+02
 -1.42925920e+02  1.68212200e-02  1.54796220e+02 -1.42414655e+02
  5.13132871e-01  1.55304802e+02 -1.42925248e+02  2.01607716e-02
  1.54801670e+02 -1.42418599e+02  5.12518973e-01  1.55302422e+02
 -1.42928516e+02  2.21862833e-02  1.54802628e+02 -1.42435831e+02
  5.11754906e-01  1.55314927e+02 -1.42941978e+02 -9.37854792e-03
  1.54799142e+02 -1.42447202e+02  4.90542991e-01  1.55300278e+02
 -1.42927743e+02  3.25019225e-02  1.54804381e+02 -1.42428386e+02
  5.11884895e-01  1.55298201e+02 -1.42936121e+02 -9.12502462e-03
  1.54799148e+02 -1.42419378e+02  5.22357906e-01  1.55284846e+02
 -1.42930772e+02 -9.41510045e-03  1.54801642e+02 -1.42438560e+02
  5.07966366e-01  1.55300468e+02]
Niter:  1 row:  265 ngroup:  26 nlines:  6262 gd:  5801
[ 1.20613424e-10 -1.03171237e-05 -2.82815700e-01  1.61515054e+04
 -1.42939307e+02  2.35827158e-04  1.54805548e+02 -1.42413194e+02
  4.92125371e-01  1.55304233e+02 -1.42929451e+02  1.84022201e-02
  1.54804829e+02 -1.42432807e+02  5.08683725e-01  1.55300883e+02
 -1.42919623e+02  1.31120643e-02  1.54795689e+02 -1.42443157e+02
  5.12022317e-01  1.55298841e+02 -1.42914519e+02  2.81264592e-02
  1.54807434e+02 -1.42420027e+02  5.07185859e-01  1.55295795e+02
 -1.42922590e+02  1.55488858e-02  1.54807333e+02 -1.42438656e+02
  4.94794877e-01  1.55303704e+02 -1.42944867e+02  2.95713346e-02
  1.54808415e+02 -1.42422707e+02  4.88326487e-01  1.55310423e+02
 -1.42925920e+02  1.68212200e-02  1.54796220e+02 -1.42414655e+02
  5.13132871e-01  1.55304802e+02 -1.42925248e+02  2.01607716e-02
  1.54801670e+02 -1.42418599e+02  5.12518973e-01  1.55302422e+02
 -1.42928516e+02  2.21862833e-02  1.54802628e+02 -1.42435831e+02
  5.11754906e-01  1.55314927e+02 -1.42941978e+02 -9.37854792e-03
  1.54799142e+02 -1.42447202e+02  4.90542991e-01  1.55300278e+02
 -1.42927743e+02  3.25019225e-02  1.54804381e+02 -1.42428386e+02
  5.11884895e-01  1.55298201e+02 -1.42936121e+02 -9.12502462e-03
  1.54799148e+02 -1.42419378e+02  5.22357906e-01  1.55284846e+02
 -1.42930772e+02 -9.41510045e-03  1.54801642e+02 -1.42438560e+02
  5.07966366e-01  1.55300468e+02]
res:  5801 -0.0006114052475822973 0.013750151863860083 0.022223420270278002
[ 1.20613436e-10 -1.03171227e-05 -2.82815672e-01  1.61515037e+04
 -1.42951574e+02  2.15929566e-06  1.54800365e+02 -1.42432010e+02
  4.80726602e-01  1.55291150e+02 -1.42948576e+02  7.28231681e-03
  1.54797955e+02 -1.42435422e+02  4.99698978e-01  1.55289211e+02
 -1.42927707e+02  5.29672338e-03  1.54799288e+02 -1.42463295e+02
  4.91836358e-01  1.55294090e+02 -1.42931409e+02  1.84654783e-02
  1.54799528e+02 -1.42424564e+02  4.93719436e-01  1.55290465e+02
 -1.42939675e+02  1.58160546e-02  1.54804782e+02 -1.42440155e+02
  4.86401149e-01  1.55293714e+02 -1.42940852e+02  1.81584975e-02
  1.54802492e+02 -1.42444031e+02  4.82974805e-01  1.55304175e+02
 -1.42943002e+02 -1.41586366e-02  1.54795518e+02 -1.42427907e+02
  5.04261755e-01  1.55289927e+02 -1.42938402e+02 -7.93148897e-04
  1.54800118e+02 -1.42439070e+02  4.99465784e-01  1.55297569e+02
 -1.42942735e+02  5.81309147e-03  1.54801520e+02 -1.42435247e+02
  4.96293193e-01  1.55300265e+02 -1.42954101e+02 -1.86977340e-02
  1.54796981e+02 -1.42460409e+02  4.78121913e-01  1.55291853e+02
 -1.42942214e+02  1.94650823e-02  1.54794768e+02 -1.42444227e+02
  5.09476349e-01  1.55295188e+02 -1.42953254e+02 -7.88697728e-03
  1.54790800e+02 -1.42424222e+02  5.03000760e-01  1.55280551e+02
 -1.42947161e+02 -1.90469251e-02  1.54793128e+02 -1.42452665e+02
  4.83880419e-01  1.55298553e+02]
Niter:  2 row:  265 ngroup:  26 nlines:  6262 gd:  5793
[ 1.20613436e-10 -1.03171227e-05 -2.82815672e-01  1.61515037e+04
 -1.42951574e+02  2.15929566e-06  1.54800365e+02 -1.42432010e+02
  4.80726602e-01  1.55291150e+02 -1.42948576e+02  7.28231681e-03
  1.54797955e+02 -1.42435422e+02  4.99698978e-01  1.55289211e+02
 -1.42927707e+02  5.29672338e-03  1.54799288e+02 -1.42463295e+02
  4.91836358e-01  1.55294090e+02 -1.42931409e+02  1.84654783e-02
  1.54799528e+02 -1.42424564e+02  4.93719436e-01  1.55290465e+02
 -1.42939675e+02  1.58160546e-02  1.54804782e+02 -1.42440155e+02
  4.86401149e-01  1.55293714e+02 -1.42940852e+02  1.81584975e-02
  1.54802492e+02 -1.42444031e+02  4.82974805e-01  1.55304175e+02
 -1.42943002e+02 -1.41586366e-02  1.54795518e+02 -1.42427907e+02
  5.04261755e-01  1.55289927e+02 -1.42938402e+02 -7.93148897e-04
  1.54800118e+02 -1.42439070e+02  4.99465784e-01  1.55297569e+02
 -1.42942735e+02  5.81309147e-03  1.54801520e+02 -1.42435247e+02
  4.96293193e-01  1.55300265e+02 -1.42954101e+02 -1.86977340e-02
  1.54796981e+02 -1.42460409e+02  4.78121913e-01  1.55291853e+02
 -1.42942214e+02  1.94650823e-02  1.54794768e+02 -1.42444227e+02
  5.09476349e-01  1.55295188e+02 -1.42953254e+02 -7.88697728e-03
  1.54790800e+02 -1.42424222e+02  5.03000760e-01  1.55280551e+02
 -1.42947161e+02 -1.90469251e-02  1.54793128e+02 -1.42452665e+02
  4.83880419e-01  1.55298553e+02]
res:  5793 -0.000693827256327495 0.013791295091323263 0.022101028591041127
[ 1.20613448e-10 -1.03171216e-05 -2.82815644e-01  1.61515021e+04
 -1.42958521e+02 -5.69443240e-03  1.54795629e+02 -1.42438934e+02
  4.75014086e-01  1.55286414e+02 -1.42955515e+02  1.58779669e-03
  1.54793224e+02 -1.42442367e+02  4.93987466e-01  1.55284474e+02
 -1.42934665e+02 -3.82925493e-04  1.54794553e+02 -1.42470252e+02
  4.83018447e-01  1.55289359e+02 -1.42938331e+02  1.27685012e-02
  1.54792800e+02 -1.42431520e+02  4.87993136e-01  1.55285730e+02
 -1.42951828e+02  1.35630701e-02  1.54800054e+02 -1.42447117e+02
  4.80678307e-01  1.55286990e+02 -1.42942635e+02  1.24691534e-02
  1.54799681e+02 -1.42456321e+02  4.83441557e-01  1.55299441e+02
 -1.42949952e+02 -2.29051740e-02  1.54790784e+02 -1.42434865e+02
  4.98541187e-01  1.55285199e+02 -1.42945341e+02 -1.32576181e-02
  1.54795386e+02 -1.42446054e+02  4.87708049e-01  1.55292830e+02
 -1.42954628e+02 -2.99276586e-03  1.54796789e+02 -1.42442200e+02
  4.87505478e-01  1.55295527e+02 -1.42961037e+02 -2.43993705e-02
  1.54794247e+02 -1.42467355e+02  4.72407607e-01  1.55287127e+02
 -1.42949154e+02  1.37726159e-02  1.54790041e+02 -1.42456373e+02
  5.06910372e-01  1.55290449e+02 -1.42960212e+02 -1.35828586e-02
  1.54786067e+02 -1.42431148e+02  4.97289797e-01  1.55275819e+02
 -1.42963612e+02 -2.47313800e-02  1.54788398e+02 -1.42459628e+02
  4.75075796e-01  1.55297709e+02]
Niter:  3 row:  265 ngroup:  26 nlines:  6262 gd:  5794
[ 1.20613448e-10 -1.03171216e-05 -2.82815644e-01  1.61515021e+04
 -1.42958521e+02 -5.69443240e-03  1.54795629e+02 -1.42438934e+02
  4.75014086e-01  1.55286414e+02 -1.42955515e+02  1.58779669e-03
  1.54793224e+02 -1.42442367e+02  4.93987466e-01  1.55284474e+02
 -1.42934665e+02 -3.82925493e-04  1.54794553e+02 -1.42470252e+02
  4.83018447e-01  1.55289359e+02 -1.42938331e+02  1.27685012e-02
  1.54792800e+02 -1.42431520e+02  4.87993136e-01  1.55285730e+02
 -1.42951828e+02  1.35630701e-02  1.54800054e+02 -1.42447117e+02
  4.80678307e-01  1.55286990e+02 -1.42942635e+02  1.24691534e-02
  1.54799681e+02 -1.42456321e+02  4.83441557e-01  1.55299441e+02
 -1.42949952e+02 -2.29051740e-02  1.54790784e+02 -1.42434865e+02
  4.98541187e-01  1.55285199e+02 -1.42945341e+02 -1.32576181e-02
  1.54795386e+02 -1.42446054e+02  4.87708049e-01  1.55292830e+02
 -1.42954628e+02 -2.99276586e-03  1.54796789e+02 -1.42442200e+02
  4.87505478e-01  1.55295527e+02 -1.42961037e+02 -2.43993705e-02
  1.54794247e+02 -1.42467355e+02  4.72407607e-01  1.55287127e+02
 -1.42949154e+02  1.37726159e-02  1.54790041e+02 -1.42456373e+02
  5.06910372e-01  1.55290449e+02 -1.42960212e+02 -1.35828586e-02
  1.54786067e+02 -1.42431148e+02  4.97289797e-01  1.55275819e+02
 -1.42963612e+02 -2.47313800e-02  1.54788398e+02 -1.42459628e+02
  4.75075796e-01  1.55297709e+02]
res:  5794 -0.0006555958570970688 0.013580833813648496 0.022093757700832023
[ 1.20704716e-10 -1.03166913e-05 -2.82816551e-01  1.61515005e+04
 -1.42953663e+02 -1.10147400e-02  1.54795011e+02 -1.42434279e+02
  4.69787775e-01  1.55285757e+02 -1.42950722e+02 -3.71943569e-03
  1.54792689e+02 -1.42437518e+02  4.88760946e-01  1.55283810e+02
 -1.42929707e+02 -5.78455581e-03  1.54793962e+02 -1.42465302e+02
  4.77831578e-01  1.55288819e+02 -1.42933703e+02  7.44826726e-03
  1.54792171e+02 -1.42426576e+02  4.82811064e-01  1.55285097e+02
 -1.42946656e+02  8.22766713e-03  1.54799579e+02 -1.42442122e+02
  4.75474881e-01  1.55286265e+02 -1.42937640e+02  7.08443276e-03
  1.54799218e+02 -1.42451269e+02  4.81271921e-01  1.55298819e+02
 -1.42945067e+02 -3.16386574e-02  1.54790157e+02 -1.42429911e+02
  4.93314522e-01  1.55284716e+02 -1.42940554e+02 -1.85057421e-02
  1.54794782e+02 -1.42440857e+02  4.82444855e-01  1.55292110e+02
 -1.42949582e+02 -8.32136889e-03  1.54796244e+02 -1.42432552e+02
  4.82204250e-01  1.55294849e+02 -1.42956282e+02 -2.96927535e-02
  1.54793557e+02 -1.42462506e+02  4.67155868e-01  1.55286704e+02
 -1.42944365e+02  8.44557608e-03  1.54789589e+02 -1.42451296e+02
  5.01600461e-01  1.55289730e+02 -1.42955266e+02 -1.89143941e-02
  1.54785444e+02 -1.42426457e+02  4.92076487e-01  1.55275238e+02
 -1.42958709e+02 -3.00868898e-02  1.54787868e+02 -1.42454628e+02
  4.69773057e-01  1.55297116e+02]
Niter:  4 row:  265 ngroup:  26 nlines:  6262 gd:  5777
[ 1.20704716e-10 -1.03166913e-05 -2.82816551e-01  1.61515005e+04
 -1.42953663e+02 -1.10147400e-02  1.54795011e+02 -1.42434279e+02
  4.69787775e-01  1.55285757e+02 -1.42950722e+02 -3.71943569e-03
  1.54792689e+02 -1.42437518e+02  4.88760946e-01  1.55283810e+02
 -1.42929707e+02 -5.78455581e-03  1.54793962e+02 -1.42465302e+02
  4.77831578e-01  1.55288819e+02 -1.42933703e+02  7.44826726e-03
  1.54792171e+02 -1.42426576e+02  4.82811064e-01  1.55285097e+02
 -1.42946656e+02  8.22766713e-03  1.54799579e+02 -1.42442122e+02
  4.75474881e-01  1.55286265e+02 -1.42937640e+02  7.08443276e-03
  1.54799218e+02 -1.42451269e+02  4.81271921e-01  1.55298819e+02
 -1.42945067e+02 -3.16386574e-02  1.54790157e+02 -1.42429911e+02
  4.93314522e-01  1.55284716e+02 -1.42940554e+02 -1.85057421e-02
  1.54794782e+02 -1.42440857e+02  4.82444855e-01  1.55292110e+02
 -1.42949582e+02 -8.32136889e-03  1.54796244e+02 -1.42432552e+02
  4.82204250e-01  1.55294849e+02 -1.42956282e+02 -2.96927535e-02
  1.54793557e+02 -1.42462506e+02  4.67155868e-01  1.55286704e+02
 -1.42944365e+02  8.44557608e-03  1.54789589e+02 -1.42451296e+02
  5.01600461e-01  1.55289730e+02 -1.42955266e+02 -1.89143941e-02
  1.54785444e+02 -1.42426457e+02  4.92076487e-01  1.55275238e+02
 -1.42958709e+02 -3.00868898e-02  1.54787868e+02 -1.42454628e+02
  4.69773057e-01  1.55297116e+02]
res:  5777 -0.0006810676086388412 0.013550628799748665 0.021869812609391488
[ 1.20704729e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
Niter:  5 row:  265 ngroup:  26 nlines:  6262 gd:  5776
[ 1.20704729e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
res:  5776 -0.0006871718742331723 0.013562284869294672 0.021857508005799157
[ 1.20707940e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
Niter:  6 row:  265 ngroup:  26 nlines:  6262 gd:  5777
[ 1.20707940e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
res:  5777 -0.0006876636771266931 0.013563667049311334 0.021869768050722427
[ 1.20708321e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
Saving figure to  wave_resid_43670005_fiber265.png
Final values:
res:  -0.0006876636771266931 0.021869768050722427
pars:  [ 1.20708321e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
265 [ 1.20708321e-10 -1.03166902e-05 -2.82816522e-01  1.61515000e+04
 -1.42956171e+02 -1.28514701e-02  1.54793530e+02 -1.42441688e+02
  4.67939240e-01  1.55282291e+02 -1.42953228e+02 -5.54970577e-03
  1.54791209e+02 -1.42440026e+02  4.86918869e-01  1.55282329e+02
 -1.42932225e+02 -7.60785105e-03  1.54792480e+02 -1.42467820e+02
  4.75978749e-01  1.55289168e+02 -1.42936199e+02  5.61163964e-03
  1.54790691e+02 -1.42429090e+02  4.80956907e-01  1.55283616e+02
 -1.42949188e+02  6.39268211e-03  1.54798100e+02 -1.42444644e+02
  4.73632062e-01  1.55284784e+02 -1.42940161e+02  5.25648635e-03
  1.54799625e+02 -1.42453795e+02  4.79216697e-01  1.55295303e+02
 -1.42947577e+02 -3.32376176e-02  1.54788677e+02 -1.42432431e+02
  4.91466729e-01  1.55281204e+02 -1.42943055e+02 -2.03460713e-02
  1.54793302e+02 -1.42443388e+02  4.77530968e-01  1.55290628e+02
 -1.42952102e+02 -1.01617645e-02  1.54794763e+02 -1.42435079e+02
  4.80358562e-01  1.55293368e+02 -1.42958782e+02 -3.15348782e-02
  1.54790034e+02 -1.42465014e+02  4.65307154e-01  1.55285225e+02
 -1.42942037e+02  3.53889453e-03  1.54788110e+02 -1.42453823e+02
  4.99761837e-01  1.55288248e+02 -1.42957782e+02 -2.07483318e-02
  1.54783964e+02 -1.42428957e+02  4.90232522e-01  1.55275646e+02
 -1.42961225e+02 -2.87216854e-02  1.54784458e+02 -1.42457151e+02
  4.64871379e-01  1.55293576e+02]
--- Row 267/300 row=266 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  266
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=266 ---
Niter:  0 row:  266 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.002317550790394307 0.014592666186217684 0.03290058800964984
[ 1.21097372e-10 -1.03179951e-05 -2.82822887e-01  1.61514894e+04
 -1.42902153e+02  2.52176081e-14  1.54721993e+02]
Niter:  1 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21097372e-10 -1.03179951e-05 -2.82822887e-01  1.61514894e+04
 -1.42902153e+02  2.52176081e-14  1.54721993e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Niter:  2 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Niter:  3 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Niter:  4 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Niter:  5 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Niter:  6 row:  266 ngroup:  1 nlines:  239 gd:  229
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
res:  229 0.00097736706447904 0.015363810332928551 0.023824566561325772
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
Final values:
res:  0.00097736706447904 0.023824566561325772
pars:  [ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
266 [ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02]
elapsed: 3.0 sec.
Niter:  0 row:  266 ngroup:  26 nlines:  6287 gd:  6287
[ 1.21058662e-10 -1.03178599e-05 -2.82821492e-01  1.61514948e+04
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02 -1.42888972e+02  3.40982958e-12
  1.54745157e+02 -1.42888972e+02  3.40982958e-12  1.54745157e+02
 -1.42888972e+02  3.40982958e-12  1.54745157e+02 -1.42888972e+02
  3.40982958e-12  1.54745157e+02]
res:  6287 0.0008062148626777343 0.015307462001146632 0.03372342224431135
[ 1.21058674e-10 -1.03178588e-05 -2.82821464e-01  1.61514932e+04
 -1.42895933e+02  1.34866523e-02  1.54743401e+02 -1.42425994e+02
  5.06146049e-01  1.55238792e+02 -1.42933480e+02  3.76357096e-03
  1.54745561e+02 -1.42406895e+02  5.00463036e-01  1.55237546e+02
 -1.42913477e+02 -3.10505338e-02  1.54749936e+02 -1.42422544e+02
  4.81991987e-01  1.55239164e+02 -1.42873146e+02  1.40414473e-02
  1.54742481e+02 -1.42424865e+02  4.92745720e-01  1.55233678e+02
 -1.42897563e+02 -1.87677462e-02  1.54749377e+02 -1.42437826e+02
  4.82563689e-01  1.55246171e+02 -1.42904988e+02 -1.60747691e-02
  1.54740311e+02 -1.42423824e+02  4.58253746e-01  1.55234582e+02
 -1.42910634e+02 -2.23104094e-02  1.54746046e+02 -1.42435201e+02
  4.88661456e-01  1.55240875e+02 -1.42926687e+02 -3.21717026e-02
  1.54730448e+02 -1.42427892e+02  4.82205420e-01  1.55244436e+02
 -1.42909890e+02 -6.50837927e-03  1.54746183e+02 -1.42407424e+02
  4.62121333e-01  1.55248963e+02 -1.42921806e+02 -2.51007081e-03
  1.54732663e+02 -1.42436765e+02  4.69770967e-01  1.55235774e+02
 -1.42932291e+02 -2.93995074e-02  1.54750743e+02 -1.42417221e+02
  4.86250718e-01  1.55251270e+02 -1.42915877e+02 -1.24945849e-02
  1.54737278e+02 -1.42439766e+02  4.79849382e-01  1.55230095e+02
 -1.42923645e+02 -6.57870781e-03  1.54745899e+02 -1.42426933e+02
  4.61352714e-01  1.55239863e+02]
Niter:  1 row:  266 ngroup:  26 nlines:  6287 gd:  5928
[ 1.21058674e-10 -1.03178588e-05 -2.82821464e-01  1.61514932e+04
 -1.42895933e+02  1.34866523e-02  1.54743401e+02 -1.42425994e+02
  5.06146049e-01  1.55238792e+02 -1.42933480e+02  3.76357096e-03
  1.54745561e+02 -1.42406895e+02  5.00463036e-01  1.55237546e+02
 -1.42913477e+02 -3.10505338e-02  1.54749936e+02 -1.42422544e+02
  4.81991987e-01  1.55239164e+02 -1.42873146e+02  1.40414473e-02
  1.54742481e+02 -1.42424865e+02  4.92745720e-01  1.55233678e+02
 -1.42897563e+02 -1.87677462e-02  1.54749377e+02 -1.42437826e+02
  4.82563689e-01  1.55246171e+02 -1.42904988e+02 -1.60747691e-02
  1.54740311e+02 -1.42423824e+02  4.58253746e-01  1.55234582e+02
 -1.42910634e+02 -2.23104094e-02  1.54746046e+02 -1.42435201e+02
  4.88661456e-01  1.55240875e+02 -1.42926687e+02 -3.21717026e-02
  1.54730448e+02 -1.42427892e+02  4.82205420e-01  1.55244436e+02
 -1.42909890e+02 -6.50837927e-03  1.54746183e+02 -1.42407424e+02
  4.62121333e-01  1.55248963e+02 -1.42921806e+02 -2.51007081e-03
  1.54732663e+02 -1.42436765e+02  4.69770967e-01  1.55235774e+02
 -1.42932291e+02 -2.93995074e-02  1.54750743e+02 -1.42417221e+02
  4.86250718e-01  1.55251270e+02 -1.42915877e+02 -1.24945849e-02
  1.54737278e+02 -1.42439766e+02  4.79849382e-01  1.55230095e+02
 -1.42923645e+02 -6.57870781e-03  1.54745899e+02 -1.42426933e+02
  4.61352714e-01  1.55239863e+02]
res:  5928 -0.0001680634723015828 0.015242722241964657 0.02484002215941354
[ 1.21058686e-10 -1.03178578e-05 -2.82821435e-01  1.61514916e+04
 -1.42902894e+02 -1.14298365e-02  1.54735677e+02 -1.42434547e+02
  4.93045882e-01  1.55231564e+02 -1.42940426e+02 -1.65014997e-02
  1.54735238e+02 -1.42423160e+02  4.83819899e-01  1.55231084e+02
 -1.42942480e+02 -4.97637789e-02  1.54739041e+02 -1.42434832e+02
  4.65151972e-01  1.55234177e+02 -1.42893435e+02 -2.90040293e-02
  1.54740720e+02 -1.42431585e+02  4.66552024e-01  1.55233075e+02
 -1.42910154e+02 -2.70404758e-02  1.54744649e+02 -1.42459490e+02
  4.76356718e-01  1.55237062e+02 -1.42915907e+02 -2.19043778e-02
  1.54740488e+02 -1.42433011e+02  4.47887379e-01  1.55231227e+02
 -1.42925373e+02 -3.46642917e-02  1.54741929e+02 -1.42447040e+02
  4.66990745e-01  1.55234738e+02 -1.42935956e+02 -3.14343105e-02
  1.54728066e+02 -1.42426802e+02  4.66004251e-01  1.55239600e+02
 -1.42925769e+02 -2.12526233e-02  1.54727657e+02 -1.42413855e+02
  4.53855689e-01  1.55248238e+02 -1.42929102e+02 -1.05058039e-02
  1.54730580e+02 -1.42450991e+02  4.62614489e-01  1.55230648e+02
 -1.42946421e+02 -4.29629135e-02  1.54743861e+02 -1.42428816e+02
  4.74408132e-01  1.55240158e+02 -1.42917088e+02 -3.77198904e-02
  1.54728024e+02 -1.42456863e+02  4.73640475e-01  1.55228496e+02
 -1.42913942e+02 -2.87694042e-02  1.54741165e+02 -1.42436062e+02
  4.50887629e-01  1.55229796e+02]
Niter:  2 row:  266 ngroup:  26 nlines:  6287 gd:  5906
[ 1.21058686e-10 -1.03178578e-05 -2.82821435e-01  1.61514916e+04
 -1.42902894e+02 -1.14298365e-02  1.54735677e+02 -1.42434547e+02
  4.93045882e-01  1.55231564e+02 -1.42940426e+02 -1.65014997e-02
  1.54735238e+02 -1.42423160e+02  4.83819899e-01  1.55231084e+02
 -1.42942480e+02 -4.97637789e-02  1.54739041e+02 -1.42434832e+02
  4.65151972e-01  1.55234177e+02 -1.42893435e+02 -2.90040293e-02
  1.54740720e+02 -1.42431585e+02  4.66552024e-01  1.55233075e+02
 -1.42910154e+02 -2.70404758e-02  1.54744649e+02 -1.42459490e+02
  4.76356718e-01  1.55237062e+02 -1.42915907e+02 -2.19043778e-02
  1.54740488e+02 -1.42433011e+02  4.47887379e-01  1.55231227e+02
 -1.42925373e+02 -3.46642917e-02  1.54741929e+02 -1.42447040e+02
  4.66990745e-01  1.55234738e+02 -1.42935956e+02 -3.14343105e-02
  1.54728066e+02 -1.42426802e+02  4.66004251e-01  1.55239600e+02
 -1.42925769e+02 -2.12526233e-02  1.54727657e+02 -1.42413855e+02
  4.53855689e-01  1.55248238e+02 -1.42929102e+02 -1.05058039e-02
  1.54730580e+02 -1.42450991e+02  4.62614489e-01  1.55230648e+02
 -1.42946421e+02 -4.29629135e-02  1.54743861e+02 -1.42428816e+02
  4.74408132e-01  1.55240158e+02 -1.42917088e+02 -3.77198904e-02
  1.54728024e+02 -1.42456863e+02  4.73640475e-01  1.55228496e+02
 -1.42913942e+02 -2.87694042e-02  1.54741165e+02 -1.42436062e+02
  4.50887629e-01  1.55229796e+02]
res:  5906 -0.00029530039319070056 0.015218119382552686 0.02450667798155106
[ 1.21058698e-10 -1.03178568e-05 -2.82821407e-01  1.61514932e+04
 -1.42896421e+02 -5.75242353e-03  1.54740797e+02 -1.42422653e+02
  4.95187263e-01  1.55236681e+02 -1.42933963e+02 -1.08283612e-02
  1.54740349e+02 -1.42416697e+02  4.89496500e-01  1.55236200e+02
 -1.42936003e+02 -5.06505259e-02  1.54744153e+02 -1.42428357e+02
  4.70823207e-01  1.55239292e+02 -1.42892501e+02 -3.07918078e-02
  1.54745836e+02 -1.42425112e+02  4.72223149e-01  1.55238192e+02
 -1.42903695e+02 -2.13702509e-02  1.54749762e+02 -1.42458460e+02
  4.82036538e-01  1.55242183e+02 -1.42909440e+02 -1.62276668e-02
  1.54745605e+02 -1.42426535e+02  4.53562143e-01  1.55236345e+02
 -1.42924103e+02 -2.89954013e-02  1.54747046e+02 -1.42440566e+02
  4.65491990e-01  1.55239856e+02 -1.42929496e+02 -2.57558048e-02
  1.54735311e+02 -1.42420317e+02  4.68391359e-01  1.55246938e+02
 -1.42919297e+02 -1.55797437e-02  1.54732773e+02 -1.42407390e+02
  4.59526351e-01  1.55257819e+02 -1.42922623e+02 -1.47014542e-03
  1.54735695e+02 -1.42444521e+02  4.71723288e-01  1.55235762e+02
 -1.42939951e+02 -4.05048701e-02  1.54748974e+02 -1.42422344e+02
  4.73281568e-01  1.55245275e+02 -1.42910614e+02 -3.82028145e-02
  1.54733140e+02 -1.42450401e+02  4.79306406e-01  1.55233614e+02
 -1.42907468e+02 -2.92570171e-02  1.54750531e+02 -1.42429591e+02
  4.52980777e-01  1.55234914e+02]
Niter:  3 row:  266 ngroup:  26 nlines:  6287 gd:  5902
[ 1.21058698e-10 -1.03178568e-05 -2.82821407e-01  1.61514932e+04
 -1.42896421e+02 -5.75242353e-03  1.54740797e+02 -1.42422653e+02
  4.95187263e-01  1.55236681e+02 -1.42933963e+02 -1.08283612e-02
  1.54740349e+02 -1.42416697e+02  4.89496500e-01  1.55236200e+02
 -1.42936003e+02 -5.06505259e-02  1.54744153e+02 -1.42428357e+02
  4.70823207e-01  1.55239292e+02 -1.42892501e+02 -3.07918078e-02
  1.54745836e+02 -1.42425112e+02  4.72223149e-01  1.55238192e+02
 -1.42903695e+02 -2.13702509e-02  1.54749762e+02 -1.42458460e+02
  4.82036538e-01  1.55242183e+02 -1.42909440e+02 -1.62276668e-02
  1.54745605e+02 -1.42426535e+02  4.53562143e-01  1.55236345e+02
 -1.42924103e+02 -2.89954013e-02  1.54747046e+02 -1.42440566e+02
  4.65491990e-01  1.55239856e+02 -1.42929496e+02 -2.57558048e-02
  1.54735311e+02 -1.42420317e+02  4.68391359e-01  1.55246938e+02
 -1.42919297e+02 -1.55797437e-02  1.54732773e+02 -1.42407390e+02
  4.59526351e-01  1.55257819e+02 -1.42922623e+02 -1.47014542e-03
  1.54735695e+02 -1.42444521e+02  4.71723288e-01  1.55235762e+02
 -1.42939951e+02 -4.05048701e-02  1.54748974e+02 -1.42422344e+02
  4.73281568e-01  1.55245275e+02 -1.42910614e+02 -3.82028145e-02
  1.54733140e+02 -1.42450401e+02  4.79306406e-01  1.55233614e+02
 -1.42907468e+02 -2.92570171e-02  1.54750531e+02 -1.42429591e+02
  4.52980777e-01  1.55234914e+02]
res:  5902 -0.00023146434250520542 0.014888539706589654 0.024427477772344823
[ 1.21154860e-10 -1.03174347e-05 -2.82822490e-01  1.61514916e+04
 -1.42890098e+02 -1.10578057e-02  1.54738760e+02 -1.42416470e+02
  4.89977621e-01  1.55234796e+02 -1.42927794e+02 -1.61143225e-02
  1.54738681e+02 -1.42410526e+02  4.84197258e-01  1.55234332e+02
 -1.42929602e+02 -5.59667763e-02  1.54742441e+02 -1.42421993e+02
  4.65517215e-01  1.55237431e+02 -1.42885978e+02 -3.62391994e-02
  1.54743994e+02 -1.42418763e+02  4.66847041e-01  1.55236243e+02
 -1.42897577e+02 -2.67163868e-02  1.54747989e+02 -1.42452136e+02
  4.76737630e-01  1.55240135e+02 -1.42903217e+02 -2.15528809e-02
  1.54743686e+02 -1.42420156e+02  4.48245564e-01  1.55234349e+02
 -1.42917544e+02 -3.43054185e-02  1.54745167e+02 -1.42434213e+02
  4.60121493e-01  1.55239800e+02 -1.42923338e+02 -3.09714584e-02
  1.54733374e+02 -1.42413805e+02  4.62913496e-01  1.55244900e+02
 -1.42912983e+02 -2.08909912e-02  1.54730926e+02 -1.42401179e+02
  4.54218815e-01  1.55255782e+02 -1.42916192e+02 -6.83121970e-03
  1.54733833e+02 -1.42438240e+02  4.66497783e-01  1.55233975e+02
 -1.42933665e+02 -4.58219186e-02  1.54747222e+02 -1.42416012e+02
  4.65086070e-01  1.55243281e+02 -1.42904257e+02 -4.66707405e-02
  1.54731230e+02 -1.42444222e+02  4.73932990e-01  1.55231660e+02
 -1.42901119e+02 -3.73981440e-02  1.54748575e+02 -1.42423288e+02
  4.47613598e-01  1.55232975e+02]
Niter:  4 row:  266 ngroup:  26 nlines:  6287 gd:  5887
[ 1.21154860e-10 -1.03174347e-05 -2.82822490e-01  1.61514916e+04
 -1.42890098e+02 -1.10578057e-02  1.54738760e+02 -1.42416470e+02
  4.89977621e-01  1.55234796e+02 -1.42927794e+02 -1.61143225e-02
  1.54738681e+02 -1.42410526e+02  4.84197258e-01  1.55234332e+02
 -1.42929602e+02 -5.59667763e-02  1.54742441e+02 -1.42421993e+02
  4.65517215e-01  1.55237431e+02 -1.42885978e+02 -3.62391994e-02
  1.54743994e+02 -1.42418763e+02  4.66847041e-01  1.55236243e+02
 -1.42897577e+02 -2.67163868e-02  1.54747989e+02 -1.42452136e+02
  4.76737630e-01  1.55240135e+02 -1.42903217e+02 -2.15528809e-02
  1.54743686e+02 -1.42420156e+02  4.48245564e-01  1.55234349e+02
 -1.42917544e+02 -3.43054185e-02  1.54745167e+02 -1.42434213e+02
  4.60121493e-01  1.55239800e+02 -1.42923338e+02 -3.09714584e-02
  1.54733374e+02 -1.42413805e+02  4.62913496e-01  1.55244900e+02
 -1.42912983e+02 -2.08909912e-02  1.54730926e+02 -1.42401179e+02
  4.54218815e-01  1.55255782e+02 -1.42916192e+02 -6.83121970e-03
  1.54733833e+02 -1.42438240e+02  4.66497783e-01  1.55233975e+02
 -1.42933665e+02 -4.58219186e-02  1.54747222e+02 -1.42416012e+02
  4.65086070e-01  1.55243281e+02 -1.42904257e+02 -4.66707405e-02
  1.54731230e+02 -1.42444222e+02  4.73932990e-01  1.55231660e+02
 -1.42901119e+02 -3.73981440e-02  1.54748575e+02 -1.42423288e+02
  4.47613598e-01  1.55232975e+02]
res:  5887 -0.00036619915772462264 0.014898569330398459 0.024219198505330088
[ 1.21154872e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
  1.54731932e+02 -1.42417775e+02  4.78588436e-01  1.55229695e+02
 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
Niter:  5 row:  266 ngroup:  26 nlines:  6287 gd:  5887
[ 1.21154872e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
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 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
res:  5887 -0.00038983729245956056 0.014899648749633343 0.02421873336832003
[ 1.21162821e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
  1.54731932e+02 -1.42417775e+02  4.78588436e-01  1.55229695e+02
 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
Niter:  6 row:  266 ngroup:  26 nlines:  6287 gd:  5885
[ 1.21162821e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
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  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
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  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
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  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
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  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
res:  5885 -0.0004055228127981536 0.014908153420037706 0.024191545364154257
[ 1.21165209e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
  1.54731932e+02 -1.42417775e+02  4.78588436e-01  1.55229695e+02
 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
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 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
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 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
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 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
Saving figure to  wave_resid_43670005_fiber266.png
Final values:
res:  -0.0004055228127981536 0.024191545364154257
pars:  [ 1.21165209e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
  1.54731932e+02 -1.42417775e+02  4.78588436e-01  1.55229695e+02
 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
266 [ 1.21165209e-10 -1.03174337e-05 -2.82822461e-01  1.61514899e+04
 -1.42897363e+02 -1.66765069e-02  1.54734116e+02 -1.42423717e+02
  4.84355115e-01  1.55230156e+02 -1.42935038e+02 -2.17291771e-02
  1.54731932e+02 -1.42417775e+02  4.78588436e-01  1.55229695e+02
 -1.42941826e+02 -6.50266326e-02  1.54735675e+02 -1.42429255e+02
  4.59901694e-01  1.55232795e+02 -1.42893290e+02 -4.55462479e-02
  1.54739356e+02 -1.42426038e+02  4.61251552e-01  1.55231603e+02
 -1.42904809e+02 -3.56372444e-02  1.54743356e+02 -1.42459399e+02
  4.74427330e-01  1.55235488e+02 -1.42910463e+02 -2.71598311e-02
  1.54739047e+02 -1.42427429e+02  4.42644070e-01  1.55229706e+02
 -1.42924864e+02 -3.99035052e-02  1.54742582e+02 -1.42441480e+02
  4.54530095e-01  1.55233266e+02 -1.42930585e+02 -3.65984694e-02
  1.54730735e+02 -1.42421114e+02  4.57333624e-01  1.55240254e+02
 -1.42920245e+02 -2.64910650e-02  1.54726290e+02 -1.42407895e+02
  4.45271031e-01  1.55251137e+02 -1.42923474e+02 -1.24274671e-02
  1.54729196e+02 -1.42445506e+02  4.57555040e-01  1.55227155e+02
 -1.42940930e+02 -5.14283172e-02  1.54742589e+02 -1.42423280e+02
  4.59199817e-01  1.55238643e+02 -1.42911533e+02 -5.26016521e-02
  1.54726592e+02 -1.42451478e+02  4.68331868e-01  1.55224753e+02
 -1.42908391e+02 -4.33040009e-02  1.54743934e+02 -1.42430565e+02
  4.42015249e-01  1.55226134e+02]
--- Row 268/300 row=267 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  267
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=267 ---
Niter:  0 row:  267 ngroup:  1 nlines:  235 gd:  235
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  235 0.0010547311194386566 0.013335405230463948 0.03116464919423418
[ 1.21180165e-10 -1.03177107e-05 -2.82821494e-01  1.61514848e+04
 -1.42881502e+02 -9.95000001e-08  1.54771449e+02]
Niter:  1 row:  267 ngroup:  1 nlines:  235 gd:  219
[ 1.21180165e-10 -1.03177107e-05 -2.82821494e-01  1.61514848e+04
 -1.42881502e+02 -9.95000001e-08  1.54771449e+02]
res:  219 -0.0001455088840884855 0.013089477995890775 0.02278293242641321
[ 1.21142725e-10 -1.03177886e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
Niter:  2 row:  267 ngroup:  1 nlines:  235 gd:  218
[ 1.21142725e-10 -1.03177886e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
res:  218 -7.33311208023224e-05 0.012996947129067848 0.022467481934408482
[ 1.21118573e-10 -1.03177886e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
Niter:  3 row:  267 ngroup:  1 nlines:  235 gd:  218
[ 1.21118573e-10 -1.03177886e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
res:  218 -5.958364636171609e-05 0.01297229083138518 0.02246729187865651
[ 1.21133173e-10 -1.03178224e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
Niter:  4 row:  267 ngroup:  1 nlines:  235 gd:  218
[ 1.21133173e-10 -1.03178224e-05 -2.82817789e-01  1.61514860e+04
 -1.42920366e+02 -9.94997900e-08  1.54796622e+02]
res:  218 0.0002943639428849565 0.012853055393861723 0.022466158109946184
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
Niter:  5 row:  267 ngroup:  1 nlines:  235 gd:  218
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
res:  218 0.0002943639428849565 0.012853055393861723 0.022466158109946184
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
Niter:  6 row:  267 ngroup:  1 nlines:  235 gd:  218
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
res:  218 0.0002943639428849565 0.012853055393861723 0.022466158109946184
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
Final values:
res:  0.0002943639428849565 0.022466158109946184
pars:  [ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
267 [ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02]
elapsed: 2.9 sec.
Niter:  0 row:  267 ngroup:  26 nlines:  6212 gd:  6212
[ 1.21165588e-10 -1.03178076e-05 -2.82818080e-01  1.61514860e+04
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02 -1.42919183e+02 -9.95494379e-08
  1.54797186e+02 -1.42919183e+02 -9.95494379e-08  1.54797186e+02
 -1.42919183e+02 -9.95494379e-08  1.54797186e+02 -1.42919183e+02
 -9.95494379e-08  1.54797186e+02]
res:  6212 0.0007910685080787516 0.014673218363896012 0.03482330289578743
[ 1.21165576e-10 -1.03178087e-05 -2.82818108e-01  1.61514876e+04
 -1.42899990e+02  9.98599824e-03  1.54800795e+02 -1.42371108e+02
  5.14625867e-01  1.55298099e+02 -1.42870724e+02 -5.10875774e-03
  1.54792003e+02 -1.42382866e+02  4.87710483e-01  1.55302274e+02
 -1.42900957e+02 -1.10461400e-02  1.54804513e+02 -1.42396372e+02
  4.99951101e-01  1.55298916e+02 -1.42858737e+02  3.37340068e-03
  1.54795689e+02 -1.42383122e+02  5.10240649e-01  1.55284394e+02
 -1.42882855e+02  1.14552703e-02  1.54797931e+02 -1.42367185e+02
  5.15052448e-01  1.55292307e+02 -1.42899958e+02  7.43451241e-03
  1.54801890e+02 -1.42392563e+02  5.17649116e-01  1.55293436e+02
 -1.42908756e+02  8.26804148e-03  1.54799940e+02 -1.42398868e+02
  5.11761691e-01  1.55301584e+02 -1.42887723e+02  6.71862217e-03
  1.54802678e+02 -1.42380060e+02  4.76045301e-01  1.55301319e+02
 -1.42872169e+02 -2.12217508e-02  1.54793947e+02 -1.42390113e+02
  4.94386502e-01  1.55292804e+02 -1.42895754e+02  4.17068037e-03
  1.54796078e+02 -1.42410553e+02  4.94472098e-01  1.55292656e+02
 -1.42885858e+02  3.33793463e-02  1.54804144e+02 -1.42352170e+02
  4.97424210e-01  1.55292958e+02 -1.42888072e+02  2.93154820e-02
  1.54798063e+02 -1.42398722e+02  5.32942805e-01  1.55295741e+02
 -1.42877909e+02  1.22655555e-02  1.54792949e+02 -1.42386631e+02
  5.03999486e-01  1.55281662e+02]
Niter:  1 row:  267 ngroup:  26 nlines:  6212 gd:  5741
[ 1.21165576e-10 -1.03178087e-05 -2.82818108e-01  1.61514876e+04
 -1.42899990e+02  9.98599824e-03  1.54800795e+02 -1.42371108e+02
  5.14625867e-01  1.55298099e+02 -1.42870724e+02 -5.10875774e-03
  1.54792003e+02 -1.42382866e+02  4.87710483e-01  1.55302274e+02
 -1.42900957e+02 -1.10461400e-02  1.54804513e+02 -1.42396372e+02
  4.99951101e-01  1.55298916e+02 -1.42858737e+02  3.37340068e-03
  1.54795689e+02 -1.42383122e+02  5.10240649e-01  1.55284394e+02
 -1.42882855e+02  1.14552703e-02  1.54797931e+02 -1.42367185e+02
  5.15052448e-01  1.55292307e+02 -1.42899958e+02  7.43451241e-03
  1.54801890e+02 -1.42392563e+02  5.17649116e-01  1.55293436e+02
 -1.42908756e+02  8.26804148e-03  1.54799940e+02 -1.42398868e+02
  5.11761691e-01  1.55301584e+02 -1.42887723e+02  6.71862217e-03
  1.54802678e+02 -1.42380060e+02  4.76045301e-01  1.55301319e+02
 -1.42872169e+02 -2.12217508e-02  1.54793947e+02 -1.42390113e+02
  4.94386502e-01  1.55292804e+02 -1.42895754e+02  4.17068037e-03
  1.54796078e+02 -1.42410553e+02  4.94472098e-01  1.55292656e+02
 -1.42885858e+02  3.33793463e-02  1.54804144e+02 -1.42352170e+02
  4.97424210e-01  1.55292958e+02 -1.42888072e+02  2.93154820e-02
  1.54798063e+02 -1.42398722e+02  5.32942805e-01  1.55295741e+02
 -1.42877909e+02  1.22655555e-02  1.54792949e+02 -1.42386631e+02
  5.03999486e-01  1.55281662e+02]
res:  5741 -0.00033735963825165527 0.014392555370250193 0.023493058497892863
[ 1.21165564e-10 -1.03178076e-05 -2.82818136e-01  1.61514893e+04
 -1.42905243e+02  1.14013455e-02  1.54804781e+02 -1.42369867e+02
  5.00943268e-01  1.55304319e+02 -1.42884840e+02 -1.13032040e-02
  1.54799500e+02 -1.42384476e+02  4.93205800e-01  1.55305126e+02
 -1.42882410e+02 -1.04081550e-02  1.54811418e+02 -1.42390401e+02
  5.07765943e-01  1.55298366e+02 -1.42872599e+02  7.85290839e-03
  1.54799833e+02 -1.42367795e+02  5.02991516e-01  1.55288627e+02
 -1.42883891e+02  1.12968032e-03  1.54797448e+02 -1.42362150e+02
  5.07604187e-01  1.55295602e+02 -1.42891048e+02 -4.22635689e-04
  1.54798764e+02 -1.42393094e+02  5.21586992e-01  1.55298503e+02
 -1.42900813e+02  1.86576112e-02  1.54801313e+02 -1.42386475e+02
  5.12877453e-01  1.55301734e+02 -1.42881224e+02  1.46613803e-02
  1.54804906e+02 -1.42383363e+02  4.85326157e-01  1.55305770e+02
 -1.42890673e+02 -5.26323597e-03  1.54800305e+02 -1.42377676e+02
  4.94881338e-01  1.55296599e+02 -1.42900428e+02  1.42293696e-03
  1.54797318e+02 -1.42409758e+02  4.90082122e-01  1.55289555e+02
 -1.42880648e+02  2.23286659e-02  1.54802618e+02 -1.42365915e+02
  4.96422007e-01  1.55300172e+02 -1.42903181e+02  1.25334214e-02
  1.54802505e+02 -1.42385699e+02  5.07126539e-01  1.55290756e+02
 -1.42880640e+02  3.64567523e-03  1.54797956e+02 -1.42374021e+02
  4.93328333e-01  1.55293802e+02]
Niter:  2 row:  267 ngroup:  26 nlines:  6212 gd:  5718
[ 1.21165564e-10 -1.03178076e-05 -2.82818136e-01  1.61514893e+04
 -1.42905243e+02  1.14013455e-02  1.54804781e+02 -1.42369867e+02
  5.00943268e-01  1.55304319e+02 -1.42884840e+02 -1.13032040e-02
  1.54799500e+02 -1.42384476e+02  4.93205800e-01  1.55305126e+02
 -1.42882410e+02 -1.04081550e-02  1.54811418e+02 -1.42390401e+02
  5.07765943e-01  1.55298366e+02 -1.42872599e+02  7.85290839e-03
  1.54799833e+02 -1.42367795e+02  5.02991516e-01  1.55288627e+02
 -1.42883891e+02  1.12968032e-03  1.54797448e+02 -1.42362150e+02
  5.07604187e-01  1.55295602e+02 -1.42891048e+02 -4.22635689e-04
  1.54798764e+02 -1.42393094e+02  5.21586992e-01  1.55298503e+02
 -1.42900813e+02  1.86576112e-02  1.54801313e+02 -1.42386475e+02
  5.12877453e-01  1.55301734e+02 -1.42881224e+02  1.46613803e-02
  1.54804906e+02 -1.42383363e+02  4.85326157e-01  1.55305770e+02
 -1.42890673e+02 -5.26323597e-03  1.54800305e+02 -1.42377676e+02
  4.94881338e-01  1.55296599e+02 -1.42900428e+02  1.42293696e-03
  1.54797318e+02 -1.42409758e+02  4.90082122e-01  1.55289555e+02
 -1.42880648e+02  2.23286659e-02  1.54802618e+02 -1.42365915e+02
  4.96422007e-01  1.55300172e+02 -1.42903181e+02  1.25334214e-02
  1.54802505e+02 -1.42385699e+02  5.07126539e-01  1.55290756e+02
 -1.42880640e+02  3.64567523e-03  1.54797956e+02 -1.42374021e+02
  4.93328333e-01  1.55293802e+02]
res:  5718 -0.00039924676639202517 0.014440452343478682 0.02312304530926763
[ 1.21165552e-10 -1.03178066e-05 -2.82818164e-01  1.61514909e+04
 -1.42898255e+02  1.71057755e-02  1.54809549e+02 -1.42362860e+02
  5.06654994e-01  1.55311184e+02 -1.42882660e+02 -5.59326996e-03
  1.54804269e+02 -1.42377518e+02  4.98909647e-01  1.55309888e+02
 -1.42875411e+02 -4.69719784e-03  1.54816193e+02 -1.42377919e+02
  5.13485954e-01  1.55303136e+02 -1.42870492e+02  1.70713673e-02
  1.54806491e+02 -1.42360766e+02  5.05094155e-01  1.55293397e+02
 -1.42876906e+02  3.01168880e-03  1.54802205e+02 -1.42355166e+02
  5.06712685e-01  1.55300362e+02 -1.42884021e+02  2.13805353e-03
  1.54803525e+02 -1.42395673e+02  5.27303499e-01  1.55305304e+02
 -1.42888654e+02  2.43517089e-02  1.54806082e+02 -1.42379487e+02
  5.18587087e-01  1.55306512e+02 -1.42874247e+02  2.35328550e-02
  1.54807608e+02 -1.42376359e+02  4.97711574e-01  1.55314631e+02
 -1.42883680e+02  4.38074086e-04  1.54807057e+02 -1.42365166e+02
  5.00587421e-01  1.55303429e+02 -1.42893467e+02  7.13078031e-03
  1.54802081e+02 -1.42402775e+02  4.95814711e-01  1.55294329e+02
 -1.42868248e+02  1.30423823e-02  1.54807386e+02 -1.42364389e+02
  5.02139927e-01  1.55307112e+02 -1.42901359e+02  7.43051592e-03
  1.54807268e+02 -1.42378692e+02  5.03249343e-01  1.55295515e+02
 -1.42873641e+02 -1.29470534e-03  1.54802717e+02 -1.42367007e+02
  4.99047219e-01  1.55298568e+02]
Niter:  3 row:  267 ngroup:  26 nlines:  6212 gd:  5718
[ 1.21165552e-10 -1.03178066e-05 -2.82818164e-01  1.61514909e+04
 -1.42898255e+02  1.71057755e-02  1.54809549e+02 -1.42362860e+02
  5.06654994e-01  1.55311184e+02 -1.42882660e+02 -5.59326996e-03
  1.54804269e+02 -1.42377518e+02  4.98909647e-01  1.55309888e+02
 -1.42875411e+02 -4.69719784e-03  1.54816193e+02 -1.42377919e+02
  5.13485954e-01  1.55303136e+02 -1.42870492e+02  1.70713673e-02
  1.54806491e+02 -1.42360766e+02  5.05094155e-01  1.55293397e+02
 -1.42876906e+02  3.01168880e-03  1.54802205e+02 -1.42355166e+02
  5.06712685e-01  1.55300362e+02 -1.42884021e+02  2.13805353e-03
  1.54803525e+02 -1.42395673e+02  5.27303499e-01  1.55305304e+02
 -1.42888654e+02  2.43517089e-02  1.54806082e+02 -1.42379487e+02
  5.18587087e-01  1.55306512e+02 -1.42874247e+02  2.35328550e-02
  1.54807608e+02 -1.42376359e+02  4.97711574e-01  1.55314631e+02
 -1.42883680e+02  4.38074086e-04  1.54807057e+02 -1.42365166e+02
  5.00587421e-01  1.55303429e+02 -1.42893467e+02  7.13078031e-03
  1.54802081e+02 -1.42402775e+02  4.95814711e-01  1.55294329e+02
 -1.42868248e+02  1.30423823e-02  1.54807386e+02 -1.42364389e+02
  5.02139927e-01  1.55307112e+02 -1.42901359e+02  7.43051592e-03
  1.54807268e+02 -1.42378692e+02  5.03249343e-01  1.55295515e+02
 -1.42873641e+02 -1.29470534e-03  1.54802717e+02 -1.42367007e+02
  4.99047219e-01  1.55298568e+02]
res:  5718 -0.0007974523614393547 0.014488498811260797 0.023107934915539245
[ 1.20722870e-10 -1.03171606e-05 -2.82814394e-01  1.61514893e+04
 -1.42905781e+02  1.23114913e-02  1.54822509e+02 -1.42369912e+02
  5.01658032e-01  1.55323984e+02 -1.42889616e+02 -1.06906621e-02
  1.54817160e+02 -1.42385838e+02  4.93892538e-01  1.55322619e+02
 -1.42882735e+02 -9.63967161e-03  1.54829094e+02 -1.42384526e+02
  5.08242773e-01  1.55316075e+02 -1.42877906e+02  1.20261369e-02
  1.54819351e+02 -1.42367309e+02  4.99869660e-01  1.55306284e+02
 -1.42884433e+02 -2.17445090e-03  1.54814921e+02 -1.42362772e+02
  5.01710024e-01  1.55313255e+02 -1.42890566e+02 -2.75065273e-03
  1.54816299e+02 -1.42402762e+02  5.22171701e-01  1.55318123e+02
 -1.42895843e+02  1.96696612e-02  1.54822285e+02 -1.42387049e+02
  5.13717218e-01  1.55319440e+02 -1.42882207e+02  2.43071842e-02
  1.54820544e+02 -1.42383584e+02  4.92665667e-01  1.55327403e+02
 -1.42891035e+02 -4.23947836e-03  1.54819897e+02 -1.42371644e+02
  4.95779172e-01  1.55316351e+02 -1.42901788e+02  2.31096867e-03
  1.54814924e+02 -1.42410323e+02  4.90348981e-01  1.55307294e+02
 -1.42875864e+02  2.40418469e-03  1.54820292e+02 -1.42372171e+02
  4.97092208e-01  1.55320051e+02 -1.42908765e+02 -9.87656333e-03
  1.54820050e+02 -1.42385774e+02  4.92608459e-01  1.55308465e+02
 -1.42880776e+02 -6.61287422e-03  1.54815527e+02 -1.42374007e+02
  4.93811684e-01  1.55311445e+02]
Niter:  4 row:  267 ngroup:  26 nlines:  6212 gd:  5707
[ 1.20722870e-10 -1.03171606e-05 -2.82814394e-01  1.61514893e+04
 -1.42905781e+02  1.23114913e-02  1.54822509e+02 -1.42369912e+02
  5.01658032e-01  1.55323984e+02 -1.42889616e+02 -1.06906621e-02
  1.54817160e+02 -1.42385838e+02  4.93892538e-01  1.55322619e+02
 -1.42882735e+02 -9.63967161e-03  1.54829094e+02 -1.42384526e+02
  5.08242773e-01  1.55316075e+02 -1.42877906e+02  1.20261369e-02
  1.54819351e+02 -1.42367309e+02  4.99869660e-01  1.55306284e+02
 -1.42884433e+02 -2.17445090e-03  1.54814921e+02 -1.42362772e+02
  5.01710024e-01  1.55313255e+02 -1.42890566e+02 -2.75065273e-03
  1.54816299e+02 -1.42402762e+02  5.22171701e-01  1.55318123e+02
 -1.42895843e+02  1.96696612e-02  1.54822285e+02 -1.42387049e+02
  5.13717218e-01  1.55319440e+02 -1.42882207e+02  2.43071842e-02
  1.54820544e+02 -1.42383584e+02  4.92665667e-01  1.55327403e+02
 -1.42891035e+02 -4.23947836e-03  1.54819897e+02 -1.42371644e+02
  4.95779172e-01  1.55316351e+02 -1.42901788e+02  2.31096867e-03
  1.54814924e+02 -1.42410323e+02  4.90348981e-01  1.55307294e+02
 -1.42875864e+02  2.40418469e-03  1.54820292e+02 -1.42372171e+02
  4.97092208e-01  1.55320051e+02 -1.42908765e+02 -9.87656333e-03
  1.54820050e+02 -1.42385774e+02  4.92608459e-01  1.55308465e+02
 -1.42880776e+02 -6.61287422e-03  1.54815527e+02 -1.42374007e+02
  4.93811684e-01  1.55311445e+02]
res:  5707 -0.0005883369767616387 0.01449733713434398 0.02294191948921875
[ 1.20722882e-10 -1.03171616e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
Niter:  5 row:  267 ngroup:  26 nlines:  6212 gd:  5708
[ 1.20722882e-10 -1.03171616e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
res:  5708 -0.0006181746684887912 0.014529796663737216 0.022954531806198337
[ 1.20731304e-10 -1.03171616e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
Niter:  6 row:  267 ngroup:  26 nlines:  6212 gd:  5708
[ 1.20731304e-10 -1.03171616e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
res:  5708 -0.0005679976020473987 0.014511971266074397 0.02295438541854403
[ 1.20726287e-10 -1.03171717e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
Saving figure to  wave_resid_43670005_fiber267.png
Final values:
res:  -0.0005679976020473987 0.02295438541854403
pars:  [ 1.20726287e-10 -1.03171717e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
267 [ 1.20726287e-10 -1.03171717e-05 -2.82814422e-01  1.61514903e+04
 -1.42901650e+02  1.63183155e-02  1.54826383e+02 -1.42365854e+02
  5.05666357e-01  1.55327889e+02 -1.42885569e+02 -6.67510988e-03
  1.54821029e+02 -1.42376142e+02  4.90537583e-01  1.55326538e+02
 -1.42878655e+02 -2.48026612e-03  1.54832958e+02 -1.42380493e+02
  5.12255674e-01  1.55319947e+02 -1.42873780e+02  1.60548301e-02
  1.54823255e+02 -1.42363293e+02  5.03913150e-01  1.55310167e+02
 -1.42880303e+02 -5.27004924e-03  1.54818851e+02 -1.42363572e+02
  5.08934896e-01  1.55317156e+02 -1.42886549e+02  4.27787450e-03
  1.54820216e+02 -1.42393679e+02  5.26194164e-01  1.55322008e+02
 -1.42886363e+02  2.68022439e-02  1.54824742e+02 -1.42382924e+02
  5.17716309e-01  1.55323288e+02 -1.42887169e+02  2.88545901e-02
  1.54824412e+02 -1.42379498e+02  4.96678345e-01  1.55331296e+02
 -1.42886916e+02 -2.55182924e-04  1.54823793e+02 -1.42367643e+02
  4.99772418e-01  1.55322110e+02 -1.42892331e+02  2.87993583e-03
  1.54818820e+02 -1.42406181e+02  4.94389795e-01  1.55311152e+02
 -1.42871714e+02  9.12658758e-03  1.54824172e+02 -1.42368012e+02
  5.01111350e-01  1.55323909e+02 -1.42904620e+02 -4.50108118e-04
  1.54823964e+02 -1.42376469e+02  4.95477044e-01  1.55312354e+02
 -1.42876671e+02 -6.34290267e-03  1.54819436e+02 -1.42369972e+02
  4.97858057e-01  1.55315335e+02]
--- Row 269/300 row=268 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  268
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=268 ---
Niter:  0 row:  268 ngroup:  1 nlines:  246 gd:  246
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  246 0.001675860519753769 0.013480382574925898 0.03557831512432848
[ 1.19954287e-10 -1.03168086e-05 -2.82813020e-01  1.61514675e+04
 -1.42885826e+02 -2.99858569e-14  1.54770425e+02]
Niter:  1 row:  268 ngroup:  1 nlines:  246 gd:  223
[ 1.19954287e-10 -1.03168086e-05 -2.82813020e-01  1.61514675e+04
 -1.42885826e+02 -2.99858569e-14  1.54770425e+02]
res:  223 -0.0005299577005644096 0.012689891242189333 0.019116048967647015
[ 1.20458150e-10 -1.03164901e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
Niter:  2 row:  268 ngroup:  1 nlines:  246 gd:  224
[ 1.20458150e-10 -1.03164901e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
res:  224 -0.0004644075152100413 0.01259676485460659 0.019435214766119216
[ 1.20441355e-10 -1.03164901e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
Niter:  3 row:  268 ngroup:  1 nlines:  246 gd:  224
[ 1.20441355e-10 -1.03164901e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
res:  224 -0.00043679769169102656 0.012602827428054297 0.01943516871246148
[ 1.20452644e-10 -1.03165140e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
Niter:  4 row:  268 ngroup:  1 nlines:  246 gd:  224
[ 1.20452644e-10 -1.03165140e-05 -2.82815380e-01  1.61514674e+04
 -1.42893770e+02 -1.74660449e-10  1.54774387e+02]
res:  224 -0.00027696616598404944 0.012394616009260062 0.019433137013573007
[ 1.20490100e-10 -1.03164638e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
Niter:  5 row:  268 ngroup:  1 nlines:  246 gd:  223
[ 1.20490100e-10 -1.03164638e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
res:  223 -0.0005001213312425534 0.012446495182302897 0.019118156693482984
[ 1.20506751e-10 -1.03164638e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
Niter:  6 row:  268 ngroup:  1 nlines:  246 gd:  223
[ 1.20506751e-10 -1.03164638e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
res:  223 -0.00046954117715358734 0.012451815443455416 0.0191181127103247
[ 1.20495548e-10 -1.03164400e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
Final values:
res:  -0.00046954117715358734 0.0191181127103247
pars:  [ 1.20495548e-10 -1.03164400e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
268 [ 1.20495548e-10 -1.03164400e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02]
elapsed: 3.0 sec.
Niter:  0 row:  268 ngroup:  26 nlines:  6352 gd:  6352
[ 1.20495548e-10 -1.03164400e-05 -2.82815627e-01  1.61514674e+04
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02 -1.42892539e+02  2.47060512e-09
  1.54776063e+02 -1.42892539e+02  2.47060512e-09  1.54776063e+02
 -1.42892539e+02  2.47060512e-09  1.54776063e+02 -1.42892539e+02
  2.47060512e-09  1.54776063e+02]
res:  6352 0.0011590936992433853 0.014573098047549138 0.035720631761095856
[ 1.20495560e-10 -1.03164410e-05 -2.82815599e-01  1.61514658e+04
 -1.42888847e+02 -5.38144682e-03  1.54774792e+02 -1.42387948e+02
  4.80367252e-01  1.55273834e+02 -1.42885819e+02 -2.38842764e-02
  1.54768494e+02 -1.42363144e+02  4.81610771e-01  1.55269023e+02
 -1.42871541e+02  2.62913385e-03  1.54776593e+02 -1.42365552e+02
  4.77091040e-01  1.55272489e+02 -1.42820523e+02  4.29763961e-03
  1.54778152e+02 -1.42367614e+02  4.75186005e-01  1.55281658e+02
 -1.42901946e+02  1.56953158e-02  1.54779106e+02 -1.42393083e+02
  4.99869609e-01  1.55281006e+02 -1.42897527e+02  1.66234643e-02
  1.54784025e+02 -1.42409335e+02  5.03106000e-01  1.55281844e+02
 -1.42878937e+02  4.93775800e-03  1.54777641e+02 -1.42356962e+02
  4.84241242e-01  1.55277185e+02 -1.42880517e+02 -2.46272147e-02
  1.54765015e+02 -1.42371801e+02  4.80658376e-01  1.55279944e+02
 -1.42889436e+02 -7.59225302e-03  1.54780054e+02 -1.42378216e+02
  4.71361155e-01  1.55282393e+02 -1.42876556e+02  4.82615144e-03
  1.54768838e+02 -1.42389141e+02  4.71514324e-01  1.55267851e+02
 -1.42890971e+02 -3.15904539e-03  1.54772557e+02 -1.42370511e+02
  5.02769753e-01  1.55276622e+02 -1.42895271e+02 -1.17560295e-02
  1.54776523e+02 -1.42376366e+02  4.87725440e-01  1.55274047e+02
 -1.42908407e+02 -9.62751640e-03  1.54777867e+02 -1.42396875e+02
  4.93201979e-01  1.55273764e+02]
Niter:  1 row:  268 ngroup:  26 nlines:  6352 gd:  5836
[ 1.20495560e-10 -1.03164410e-05 -2.82815599e-01  1.61514658e+04
 -1.42888847e+02 -5.38144682e-03  1.54774792e+02 -1.42387948e+02
  4.80367252e-01  1.55273834e+02 -1.42885819e+02 -2.38842764e-02
  1.54768494e+02 -1.42363144e+02  4.81610771e-01  1.55269023e+02
 -1.42871541e+02  2.62913385e-03  1.54776593e+02 -1.42365552e+02
  4.77091040e-01  1.55272489e+02 -1.42820523e+02  4.29763961e-03
  1.54778152e+02 -1.42367614e+02  4.75186005e-01  1.55281658e+02
 -1.42901946e+02  1.56953158e-02  1.54779106e+02 -1.42393083e+02
  4.99869609e-01  1.55281006e+02 -1.42897527e+02  1.66234643e-02
  1.54784025e+02 -1.42409335e+02  5.03106000e-01  1.55281844e+02
 -1.42878937e+02  4.93775800e-03  1.54777641e+02 -1.42356962e+02
  4.84241242e-01  1.55277185e+02 -1.42880517e+02 -2.46272147e-02
  1.54765015e+02 -1.42371801e+02  4.80658376e-01  1.55279944e+02
 -1.42889436e+02 -7.59225302e-03  1.54780054e+02 -1.42378216e+02
  4.71361155e-01  1.55282393e+02 -1.42876556e+02  4.82615144e-03
  1.54768838e+02 -1.42389141e+02  4.71514324e-01  1.55267851e+02
 -1.42890971e+02 -3.15904539e-03  1.54772557e+02 -1.42370511e+02
  5.02769753e-01  1.55276622e+02 -1.42895271e+02 -1.17560295e-02
  1.54776523e+02 -1.42376366e+02  4.87725440e-01  1.55274047e+02
 -1.42908407e+02 -9.62751640e-03  1.54777867e+02 -1.42396875e+02
  4.93201979e-01  1.55273764e+02]
res:  5836 -0.0003585473778002779 0.014529689968185266 0.023232914629432173
[ 1.20495572e-10 -1.03164420e-05 -2.82815570e-01  1.61514642e+04
 -1.42901341e+02 -1.13310083e-02  1.54769108e+02 -1.42395845e+02
  4.80497661e-01  1.55266196e+02 -1.42912885e+02 -3.37576179e-02
  1.54758252e+02 -1.42371943e+02  4.75788799e-01  1.55258481e+02
 -1.42876645e+02 -3.96320721e-03  1.54769601e+02 -1.42389289e+02
  4.80535388e-01  1.55267200e+02 -1.42863399e+02 -8.60200435e-03
  1.54764376e+02 -1.42398137e+02  4.55971900e-01  1.55266758e+02
 -1.42898173e+02 -9.92698805e-03  1.54764645e+02 -1.42392029e+02
  5.00485042e-01  1.55269226e+02 -1.42909322e+02 -2.50440824e-02
  1.54779450e+02 -1.42408018e+02  4.84666717e-01  1.55264856e+02
 -1.42891982e+02 -1.62714290e-02  1.54767722e+02 -1.42371837e+02
  4.87618025e-01  1.55270150e+02 -1.42896671e+02 -2.55856346e-02
  1.54760498e+02 -1.42406492e+02  4.73506734e-01  1.55272583e+02
 -1.42896568e+02 -2.17710056e-02  1.54773667e+02 -1.42391032e+02
  4.53677325e-01  1.55274169e+02 -1.42907462e+02 -1.58170703e-02
  1.54766067e+02 -1.42400848e+02  4.74712901e-01  1.55267700e+02
 -1.42914927e+02 -2.64106382e-02  1.54767838e+02 -1.42396131e+02
  4.90899604e-01  1.55268153e+02 -1.42902867e+02 -1.87966806e-02
  1.54764824e+02 -1.42380443e+02  4.76789858e-01  1.55265566e+02
 -1.42918377e+02 -1.65893574e-02  1.54769327e+02 -1.42404713e+02
  4.76131042e-01  1.55267653e+02]
Niter:  2 row:  268 ngroup:  26 nlines:  6352 gd:  5837
[ 1.20495572e-10 -1.03164420e-05 -2.82815570e-01  1.61514642e+04
 -1.42901341e+02 -1.13310083e-02  1.54769108e+02 -1.42395845e+02
  4.80497661e-01  1.55266196e+02 -1.42912885e+02 -3.37576179e-02
  1.54758252e+02 -1.42371943e+02  4.75788799e-01  1.55258481e+02
 -1.42876645e+02 -3.96320721e-03  1.54769601e+02 -1.42389289e+02
  4.80535388e-01  1.55267200e+02 -1.42863399e+02 -8.60200435e-03
  1.54764376e+02 -1.42398137e+02  4.55971900e-01  1.55266758e+02
 -1.42898173e+02 -9.92698805e-03  1.54764645e+02 -1.42392029e+02
  5.00485042e-01  1.55269226e+02 -1.42909322e+02 -2.50440824e-02
  1.54779450e+02 -1.42408018e+02  4.84666717e-01  1.55264856e+02
 -1.42891982e+02 -1.62714290e-02  1.54767722e+02 -1.42371837e+02
  4.87618025e-01  1.55270150e+02 -1.42896671e+02 -2.55856346e-02
  1.54760498e+02 -1.42406492e+02  4.73506734e-01  1.55272583e+02
 -1.42896568e+02 -2.17710056e-02  1.54773667e+02 -1.42391032e+02
  4.53677325e-01  1.55274169e+02 -1.42907462e+02 -1.58170703e-02
  1.54766067e+02 -1.42400848e+02  4.74712901e-01  1.55267700e+02
 -1.42914927e+02 -2.64106382e-02  1.54767838e+02 -1.42396131e+02
  4.90899604e-01  1.55268153e+02 -1.42902867e+02 -1.87966806e-02
  1.54764824e+02 -1.42380443e+02  4.76789858e-01  1.55265566e+02
 -1.42918377e+02 -1.65893574e-02  1.54769327e+02 -1.42404713e+02
  4.76131042e-01  1.55267653e+02]
res:  5837 -0.00045197194776847027 0.014548329973877117 0.0232044659942073
[ 1.20495585e-10 -1.03164431e-05 -2.82815542e-01  1.61514626e+04
 -1.42908328e+02 -1.70094406e-02  1.54764341e+02 -1.42402845e+02
  4.78130377e-01  1.55263481e+02 -1.42919851e+02 -3.94460640e-02
  1.54753485e+02 -1.42374283e+02  4.70085896e-01  1.55253714e+02
 -1.42873219e+02 -9.64647073e-03  1.54764842e+02 -1.42401158e+02
  4.80916865e-01  1.55262439e+02 -1.42881211e+02 -1.42984638e-02
  1.54759616e+02 -1.42405105e+02  4.43741741e-01  1.55261988e+02
 -1.42900123e+02 -1.86532977e-02  1.54759875e+02 -1.42399020e+02
  5.00705828e-01  1.55262303e+02 -1.42916311e+02 -3.68313817e-02
  1.54774685e+02 -1.42409980e+02  4.78986081e-01  1.55258096e+02
 -1.42898975e+02 -2.84033058e-02  1.54762955e+02 -1.42378826e+02
  4.81939378e-01  1.55263264e+02 -1.42903661e+02 -3.12995853e-02
  1.54755738e+02 -1.42413462e+02  4.67814575e-01  1.55265702e+02
 -1.42903541e+02 -2.74815818e-02  1.54768907e+02 -1.42402703e+02
  4.47961789e-01  1.55269402e+02 -1.42914439e+02 -2.77851745e-02
  1.54761295e+02 -1.42407832e+02  4.75501154e-01  1.55262940e+02
 -1.42926835e+02 -3.21279014e-02  1.54763069e+02 -1.42407838e+02
  4.85198786e-01  1.55263388e+02 -1.42909841e+02 -2.45015094e-02
  1.54760054e+02 -1.42387442e+02  4.71091259e-01  1.55260799e+02
 -1.42925337e+02 -2.22733812e-02  1.54764562e+02 -1.42411685e+02
  4.66814204e-01  1.55262892e+02]
Niter:  3 row:  268 ngroup:  26 nlines:  6352 gd:  5839
[ 1.20495585e-10 -1.03164431e-05 -2.82815542e-01  1.61514626e+04
 -1.42908328e+02 -1.70094406e-02  1.54764341e+02 -1.42402845e+02
  4.78130377e-01  1.55263481e+02 -1.42919851e+02 -3.94460640e-02
  1.54753485e+02 -1.42374283e+02  4.70085896e-01  1.55253714e+02
 -1.42873219e+02 -9.64647073e-03  1.54764842e+02 -1.42401158e+02
  4.80916865e-01  1.55262439e+02 -1.42881211e+02 -1.42984638e-02
  1.54759616e+02 -1.42405105e+02  4.43741741e-01  1.55261988e+02
 -1.42900123e+02 -1.86532977e-02  1.54759875e+02 -1.42399020e+02
  5.00705828e-01  1.55262303e+02 -1.42916311e+02 -3.68313817e-02
  1.54774685e+02 -1.42409980e+02  4.78986081e-01  1.55258096e+02
 -1.42898975e+02 -2.84033058e-02  1.54762955e+02 -1.42378826e+02
  4.81939378e-01  1.55263264e+02 -1.42903661e+02 -3.12995853e-02
  1.54755738e+02 -1.42413462e+02  4.67814575e-01  1.55265702e+02
 -1.42903541e+02 -2.74815818e-02  1.54768907e+02 -1.42402703e+02
  4.47961789e-01  1.55269402e+02 -1.42914439e+02 -2.77851745e-02
  1.54761295e+02 -1.42407832e+02  4.75501154e-01  1.55262940e+02
 -1.42926835e+02 -3.21279014e-02  1.54763069e+02 -1.42407838e+02
  4.85198786e-01  1.55263388e+02 -1.42909841e+02 -2.45015094e-02
  1.54760054e+02 -1.42387442e+02  4.71091259e-01  1.55260799e+02
 -1.42925337e+02 -2.22733812e-02  1.54764562e+02 -1.42411685e+02
  4.66814204e-01  1.55262892e+02]
res:  5839 -0.000709619893314084 0.014515862648295297 0.02321284530861103
[ 1.20563497e-10 -1.03164431e-05 -2.82815542e-01  1.61514626e+04
 -1.42908328e+02 -1.70094406e-02  1.54764341e+02 -1.42402845e+02
  4.78130377e-01  1.55263481e+02 -1.42919851e+02 -3.94460640e-02
  1.54753485e+02 -1.42374283e+02  4.70085896e-01  1.55253714e+02
 -1.42873219e+02 -9.64647073e-03  1.54764842e+02 -1.42401158e+02
  4.80916865e-01  1.55262439e+02 -1.42881211e+02 -1.42984638e-02
  1.54759616e+02 -1.42405105e+02  4.43741741e-01  1.55261988e+02
 -1.42900123e+02 -1.86532977e-02  1.54759875e+02 -1.42399020e+02
  5.00705828e-01  1.55262303e+02 -1.42916311e+02 -3.68313817e-02
  1.54774685e+02 -1.42409980e+02  4.78986081e-01  1.55258096e+02
 -1.42898975e+02 -2.84033058e-02  1.54762955e+02 -1.42378826e+02
  4.81939378e-01  1.55263264e+02 -1.42903661e+02 -3.12995853e-02
  1.54755738e+02 -1.42413462e+02  4.67814575e-01  1.55265702e+02
 -1.42903541e+02 -2.74815818e-02  1.54768907e+02 -1.42402703e+02
  4.47961789e-01  1.55269402e+02 -1.42914439e+02 -2.77851745e-02
  1.54761295e+02 -1.42407832e+02  4.75501154e-01  1.55262940e+02
 -1.42926835e+02 -3.21279014e-02  1.54763069e+02 -1.42407838e+02
  4.85198786e-01  1.55263388e+02 -1.42909841e+02 -2.45015094e-02
  1.54760054e+02 -1.42387442e+02  4.71091259e-01  1.55260799e+02
 -1.42925337e+02 -2.22733812e-02  1.54764562e+02 -1.42411685e+02
  4.66814204e-01  1.55262892e+02]
Niter:  4 row:  268 ngroup:  26 nlines:  6352 gd:  5827
[ 1.20563497e-10 -1.03164431e-05 -2.82815542e-01  1.61514626e+04
 -1.42908328e+02 -1.70094406e-02  1.54764341e+02 -1.42402845e+02
  4.78130377e-01  1.55263481e+02 -1.42919851e+02 -3.94460640e-02
  1.54753485e+02 -1.42374283e+02  4.70085896e-01  1.55253714e+02
 -1.42873219e+02 -9.64647073e-03  1.54764842e+02 -1.42401158e+02
  4.80916865e-01  1.55262439e+02 -1.42881211e+02 -1.42984638e-02
  1.54759616e+02 -1.42405105e+02  4.43741741e-01  1.55261988e+02
 -1.42900123e+02 -1.86532977e-02  1.54759875e+02 -1.42399020e+02
  5.00705828e-01  1.55262303e+02 -1.42916311e+02 -3.68313817e-02
  1.54774685e+02 -1.42409980e+02  4.78986081e-01  1.55258096e+02
 -1.42898975e+02 -2.84033058e-02  1.54762955e+02 -1.42378826e+02
  4.81939378e-01  1.55263264e+02 -1.42903661e+02 -3.12995853e-02
  1.54755738e+02 -1.42413462e+02  4.67814575e-01  1.55265702e+02
 -1.42903541e+02 -2.74815818e-02  1.54768907e+02 -1.42402703e+02
  4.47961789e-01  1.55269402e+02 -1.42914439e+02 -2.77851745e-02
  1.54761295e+02 -1.42407832e+02  4.75501154e-01  1.55262940e+02
 -1.42926835e+02 -3.21279014e-02  1.54763069e+02 -1.42407838e+02
  4.85198786e-01  1.55263388e+02 -1.42909841e+02 -2.45015094e-02
  1.54760054e+02 -1.42387442e+02  4.71091259e-01  1.55260799e+02
 -1.42925337e+02 -2.22733812e-02  1.54764562e+02 -1.42411685e+02
  4.66814204e-01  1.55262892e+02]
res:  5827 -0.0004775091374540352 0.014440049817494582 0.02303793141898205
[ 1.20563509e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
Niter:  5 row:  268 ngroup:  26 nlines:  6352 gd:  5827
[ 1.20563509e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
res:  5827 -0.0006352443342620973 0.01441487124429841 0.02303065515422989
[ 1.20606040e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
Niter:  6 row:  268 ngroup:  26 nlines:  6352 gd:  5826
[ 1.20606040e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
res:  5826 -0.0006398222640200402 0.014420545767279691 0.023016512423481822
[ 1.20609896e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
Saving figure to  wave_resid_43670005_fiber268.png
Final values:
res:  -0.0006398222640200402 0.023016512423481822
pars:  [ 1.20609896e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
268 [ 1.20609896e-10 -1.03164441e-05 -2.82815514e-01  1.61514610e+04
 -1.42918146e+02 -2.26815146e-02  1.54760218e+02 -1.42412724e+02
  4.72423629e-01  1.55261413e+02 -1.42929537e+02 -4.51292471e-02
  1.54751364e+02 -1.42384233e+02  4.64386827e-01  1.55251599e+02
 -1.42877556e+02 -1.21082476e-02  1.54762830e+02 -1.42410967e+02
  4.78309657e-01  1.55260394e+02 -1.42891045e+02 -1.99916340e-02
  1.54757576e+02 -1.42414821e+02  4.38013224e-01  1.55259844e+02
 -1.42909859e+02 -2.43292859e-02  1.54757740e+02 -1.42408867e+02
  4.95000536e-01  1.55260234e+02 -1.42926128e+02 -4.25226691e-02
  1.54770588e+02 -1.42404965e+02  4.73323618e-01  1.55253877e+02
 -1.42908818e+02 -3.40760496e-02  1.54760839e+02 -1.42388633e+02
  4.76279159e-01  1.55261088e+02 -1.42908560e+02 -3.70106901e-02
  1.54753700e+02 -1.42423174e+02  4.62125061e-01  1.55263627e+02
 -1.42913267e+02 -3.31843845e-02  1.54766867e+02 -1.42412500e+02
  4.42260715e-01  1.55267299e+02 -1.42924201e+02 -3.34781755e-02
  1.54759130e+02 -1.42417633e+02  4.69783465e-01  1.55260914e+02
 -1.42936569e+02 -3.78501969e-02  1.54758945e+02 -1.42417632e+02
  4.79506692e-01  1.55261293e+02 -1.42919581e+02 -3.02078952e-02
  1.54757915e+02 -1.42397317e+02  4.61927088e-01  1.55256568e+02
 -1.42934987e+02 -2.79537998e-02  1.54760448e+02 -1.42416053e+02
  4.57767848e-01  1.55260841e+02]
--- Row 270/300 row=269 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  269
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=269 ---
Niter:  0 row:  269 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.002294203357450897 0.017364819312206237 0.03807050324571917
[ 1.20460083e-10 -1.03161660e-05 -2.82813586e-01  1.61514463e+04
 -1.42845408e+02 -5.04797371e-14  1.54789801e+02]
Niter:  1 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.20460083e-10 -1.03161660e-05 -2.82813586e-01  1.61514463e+04
 -1.42845408e+02 -5.04797371e-14  1.54789801e+02]
res:  226 0.0012205173843540251 0.016517639171070186 0.0257551324211158
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Niter:  2 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
res:  226 0.0012205129969515838 0.01651763925110572 0.0257551324210989
[ 1.21012406e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Niter:  3 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.21012406e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
res:  226 0.001220517262481735 0.016517639183803112 0.025755132421042194
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Niter:  4 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
res:  226 0.001220517262481735 0.016517639183803112 0.025755132421042194
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Niter:  5 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
res:  226 0.001220517262481735 0.016517639183803112 0.025755132421042194
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Niter:  6 row:  269 ngroup:  1 nlines:  243 gd:  226
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
res:  226 0.001220517262481735 0.016517639183803112 0.025755132421042194
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
Final values:
res:  0.001220517262481735 0.025755132421042194
pars:  [ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
269 [ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02]
elapsed: 3.0 sec.
Niter:  0 row:  269 ngroup:  26 nlines:  6288 gd:  6288
[ 1.21012405e-10 -1.03174345e-05 -2.82819152e-01  1.61514508e+04
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02 -1.42857938e+02  8.26876544e-12
  1.54765597e+02 -1.42857938e+02  8.26876544e-12  1.54765597e+02
 -1.42857938e+02  8.26876544e-12  1.54765597e+02 -1.42857938e+02
  8.26876544e-12  1.54765597e+02]
res:  6288 0.0015631148708052933 0.015449404729224625 0.03667035028383478
[ 1.21012393e-10 -1.03174335e-05 -2.82819124e-01  1.61514492e+04
 -1.42834380e+02  9.07268533e-03  1.54761975e+02 -1.42358270e+02
  5.08936800e-01  1.55248067e+02 -1.42830784e+02  2.28881988e-05
  1.54752450e+02 -1.42353759e+02  4.78257235e-01  1.55252662e+02
 -1.42841275e+02 -3.32739999e-02  1.54763241e+02 -1.42344228e+02
  4.76275730e-01  1.55266971e+02 -1.42814393e+02  1.24576504e-02
  1.54772718e+02 -1.42365416e+02  4.79699929e-01  1.55255549e+02
 -1.42844631e+02  1.35519899e-03  1.54757197e+02 -1.42327932e+02
  4.91045042e-01  1.55254935e+02 -1.42853107e+02  7.76115382e-03
  1.54768958e+02 -1.42337176e+02  5.02010141e-01  1.55259264e+02
 -1.42855036e+02 -1.29400495e-02  1.54762090e+02 -1.42356601e+02
  4.97356844e-01  1.55264951e+02 -1.42869850e+02  2.74842202e-02
  1.54756966e+02 -1.42343239e+02  4.71531850e-01  1.55251998e+02
 -1.42835931e+02  1.68619555e-02  1.54755730e+02 -1.42338179e+02
  5.17923166e-01  1.55264178e+02 -1.42855237e+02 -5.87268378e-03
  1.54765538e+02 -1.42361701e+02  4.62355419e-01  1.55251774e+02
 -1.42837194e+02  2.39976727e-03  1.54753510e+02 -1.42320507e+02
  4.99858519e-01  1.55259933e+02 -1.42871003e+02 -2.92670209e-02
  1.54754706e+02 -1.42329802e+02  4.89003545e-01  1.55252137e+02
 -1.42842789e+02 -5.00139000e-03  1.54764839e+02 -1.42339376e+02
  5.11247964e-01  1.55253829e+02]
Niter:  1 row:  269 ngroup:  26 nlines:  6288 gd:  5773
[ 1.21012393e-10 -1.03174335e-05 -2.82819124e-01  1.61514492e+04
 -1.42834380e+02  9.07268533e-03  1.54761975e+02 -1.42358270e+02
  5.08936800e-01  1.55248067e+02 -1.42830784e+02  2.28881988e-05
  1.54752450e+02 -1.42353759e+02  4.78257235e-01  1.55252662e+02
 -1.42841275e+02 -3.32739999e-02  1.54763241e+02 -1.42344228e+02
  4.76275730e-01  1.55266971e+02 -1.42814393e+02  1.24576504e-02
  1.54772718e+02 -1.42365416e+02  4.79699929e-01  1.55255549e+02
 -1.42844631e+02  1.35519899e-03  1.54757197e+02 -1.42327932e+02
  4.91045042e-01  1.55254935e+02 -1.42853107e+02  7.76115382e-03
  1.54768958e+02 -1.42337176e+02  5.02010141e-01  1.55259264e+02
 -1.42855036e+02 -1.29400495e-02  1.54762090e+02 -1.42356601e+02
  4.97356844e-01  1.55264951e+02 -1.42869850e+02  2.74842202e-02
  1.54756966e+02 -1.42343239e+02  4.71531850e-01  1.55251998e+02
 -1.42835931e+02  1.68619555e-02  1.54755730e+02 -1.42338179e+02
  5.17923166e-01  1.55264178e+02 -1.42855237e+02 -5.87268378e-03
  1.54765538e+02 -1.42361701e+02  4.62355419e-01  1.55251774e+02
 -1.42837194e+02  2.39976727e-03  1.54753510e+02 -1.42320507e+02
  4.99858519e-01  1.55259933e+02 -1.42871003e+02 -2.92670209e-02
  1.54754706e+02 -1.42329802e+02  4.89003545e-01  1.55252137e+02
 -1.42842789e+02 -5.00139000e-03  1.54764839e+02 -1.42339376e+02
  5.11247964e-01  1.55253829e+02]
res:  5773 0.00038350730665115407 0.015325875761845964 0.024387046858197575
[ 1.21012405e-10 -1.03174324e-05 -2.82819096e-01  1.61514476e+04
 -1.42866828e+02 -1.14019357e-02  1.54756044e+02 -1.42365593e+02
  4.91519638e-01  1.55242955e+02 -1.42866611e+02 -1.20977552e-02
  1.54755268e+02 -1.42373401e+02  4.59928904e-01  1.55247448e+02
 -1.42847067e+02 -3.04596743e-02  1.54759825e+02 -1.42355264e+02
  4.61252308e-01  1.55256774e+02 -1.42835228e+02 -1.07679263e-02
  1.54754929e+02 -1.42377942e+02  4.82855614e-01  1.55249791e+02
 -1.42873797e+02 -3.14546430e-02  1.54747280e+02 -1.42343312e+02
  4.84985916e-01  1.55250319e+02 -1.42870985e+02 -2.83426235e-03
  1.54754631e+02 -1.42359448e+02  4.82734608e-01  1.55249368e+02
 -1.42853064e+02 -2.70118965e-02  1.54761782e+02 -1.42368839e+02
  4.85198533e-01  1.55250020e+02 -1.42882585e+02 -6.36999204e-03
  1.54756868e+02 -1.42349489e+02  4.69226518e-01  1.55258022e+02
 -1.42849551e+02 -4.92803273e-04  1.54747864e+02 -1.42356194e+02
  4.97361041e-01  1.55255177e+02 -1.42850283e+02 -3.53679671e-02
  1.54758719e+02 -1.42373831e+02  4.57503678e-01  1.55245036e+02
 -1.42854524e+02 -1.59452164e-02  1.54749517e+02 -1.42346454e+02
  4.74210669e-01  1.55252017e+02 -1.42891490e+02 -2.18976825e-02
  1.54750072e+02 -1.42360637e+02  4.82106025e-01  1.55244791e+02
 -1.42849876e+02 -3.10182542e-02  1.54764960e+02 -1.42354339e+02
  4.96642770e-01  1.55251717e+02]
Niter:  2 row:  269 ngroup:  26 nlines:  6288 gd:  5767
[ 1.21012405e-10 -1.03174324e-05 -2.82819096e-01  1.61514476e+04
 -1.42866828e+02 -1.14019357e-02  1.54756044e+02 -1.42365593e+02
  4.91519638e-01  1.55242955e+02 -1.42866611e+02 -1.20977552e-02
  1.54755268e+02 -1.42373401e+02  4.59928904e-01  1.55247448e+02
 -1.42847067e+02 -3.04596743e-02  1.54759825e+02 -1.42355264e+02
  4.61252308e-01  1.55256774e+02 -1.42835228e+02 -1.07679263e-02
  1.54754929e+02 -1.42377942e+02  4.82855614e-01  1.55249791e+02
 -1.42873797e+02 -3.14546430e-02  1.54747280e+02 -1.42343312e+02
  4.84985916e-01  1.55250319e+02 -1.42870985e+02 -2.83426235e-03
  1.54754631e+02 -1.42359448e+02  4.82734608e-01  1.55249368e+02
 -1.42853064e+02 -2.70118965e-02  1.54761782e+02 -1.42368839e+02
  4.85198533e-01  1.55250020e+02 -1.42882585e+02 -6.36999204e-03
  1.54756868e+02 -1.42349489e+02  4.69226518e-01  1.55258022e+02
 -1.42849551e+02 -4.92803273e-04  1.54747864e+02 -1.42356194e+02
  4.97361041e-01  1.55255177e+02 -1.42850283e+02 -3.53679671e-02
  1.54758719e+02 -1.42373831e+02  4.57503678e-01  1.55245036e+02
 -1.42854524e+02 -1.59452164e-02  1.54749517e+02 -1.42346454e+02
  4.74210669e-01  1.55252017e+02 -1.42891490e+02 -2.18976825e-02
  1.54750072e+02 -1.42360637e+02  4.82106025e-01  1.55244791e+02
 -1.42849876e+02 -3.10182542e-02  1.54764960e+02 -1.42354339e+02
  4.96642770e-01  1.55251717e+02]
res:  5767 0.00027938497896684567 0.015392327504741843 0.024269002611279712
[ 1.21012418e-10 -1.03174314e-05 -2.82819068e-01  1.61514460e+04
 -1.42878818e+02 -2.39806249e-02  1.54751312e+02 -1.42372544e+02
  4.82061904e-01  1.55238218e+02 -1.42873598e+02 -1.78000787e-02
  1.54750546e+02 -1.42380356e+02  4.54230614e-01  1.55244733e+02
 -1.42854045e+02 -2.82608114e-02  1.54755092e+02 -1.42362207e+02
  4.55554475e-01  1.55252043e+02 -1.42846986e+02 -2.40294057e-02
  1.54750201e+02 -1.42384889e+02  4.84754449e-01  1.55245067e+02
 -1.42886567e+02 -4.01078469e-02  1.54742556e+02 -1.42350231e+02
  4.79286323e-01  1.55245581e+02 -1.42877934e+02 -1.18974422e-02
  1.54749892e+02 -1.42378092e+02  4.77050019e-01  1.55244641e+02
 -1.42860056e+02 -3.27064322e-02  1.54757059e+02 -1.42375768e+02
  4.79509869e-01  1.55243311e+02 -1.42889536e+02 -2.24753164e-02
  1.54752148e+02 -1.42356448e+02  4.66816405e-01  1.55253296e+02
 -1.42856513e+02 -6.18944885e-03  1.54743124e+02 -1.42363145e+02
  4.91666876e-01  1.55250442e+02 -1.42857227e+02 -4.10726133e-02
  1.54753987e+02 -1.42380731e+02  4.51816140e-01  1.55240306e+02
 -1.42861472e+02 -2.16595704e-02  1.54744787e+02 -1.42358657e+02
  4.68518304e-01  1.55247283e+02 -1.42898480e+02 -2.38868753e-02
  1.54745344e+02 -1.42367582e+02  4.76407126e-01  1.55240049e+02
 -1.42856823e+02 -3.67260828e-02  1.54760233e+02 -1.42361289e+02
  4.90933288e-01  1.55246982e+02]
Niter:  3 row:  269 ngroup:  26 nlines:  6288 gd:  5771
[ 1.21012418e-10 -1.03174314e-05 -2.82819068e-01  1.61514460e+04
 -1.42878818e+02 -2.39806249e-02  1.54751312e+02 -1.42372544e+02
  4.82061904e-01  1.55238218e+02 -1.42873598e+02 -1.78000787e-02
  1.54750546e+02 -1.42380356e+02  4.54230614e-01  1.55244733e+02
 -1.42854045e+02 -2.82608114e-02  1.54755092e+02 -1.42362207e+02
  4.55554475e-01  1.55252043e+02 -1.42846986e+02 -2.40294057e-02
  1.54750201e+02 -1.42384889e+02  4.84754449e-01  1.55245067e+02
 -1.42886567e+02 -4.01078469e-02  1.54742556e+02 -1.42350231e+02
  4.79286323e-01  1.55245581e+02 -1.42877934e+02 -1.18974422e-02
  1.54749892e+02 -1.42378092e+02  4.77050019e-01  1.55244641e+02
 -1.42860056e+02 -3.27064322e-02  1.54757059e+02 -1.42375768e+02
  4.79509869e-01  1.55243311e+02 -1.42889536e+02 -2.24753164e-02
  1.54752148e+02 -1.42356448e+02  4.66816405e-01  1.55253296e+02
 -1.42856513e+02 -6.18944885e-03  1.54743124e+02 -1.42363145e+02
  4.91666876e-01  1.55250442e+02 -1.42857227e+02 -4.10726133e-02
  1.54753987e+02 -1.42380731e+02  4.51816140e-01  1.55240306e+02
 -1.42861472e+02 -2.16595704e-02  1.54744787e+02 -1.42358657e+02
  4.68518304e-01  1.55247283e+02 -1.42898480e+02 -2.38868753e-02
  1.54745344e+02 -1.42367582e+02  4.76407126e-01  1.55240049e+02
 -1.42856823e+02 -3.67260828e-02  1.54760233e+02 -1.42361289e+02
  4.90933288e-01  1.55246982e+02]
res:  5771 8.42541658130358e-05 0.015420305167026527 0.024323462831184018
[ 1.21039381e-10 -1.03174314e-05 -2.82819068e-01  1.61514460e+04
 -1.42878818e+02 -2.39806249e-02  1.54751312e+02 -1.42372544e+02
  4.82061904e-01  1.55238218e+02 -1.42873598e+02 -1.78000787e-02
  1.54750546e+02 -1.42380356e+02  4.54230614e-01  1.55244733e+02
 -1.42854045e+02 -2.82608114e-02  1.54755092e+02 -1.42362207e+02
  4.55554475e-01  1.55252043e+02 -1.42846986e+02 -2.40294057e-02
  1.54750201e+02 -1.42384889e+02  4.84754449e-01  1.55245067e+02
 -1.42886567e+02 -4.01078469e-02  1.54742556e+02 -1.42350231e+02
  4.79286323e-01  1.55245581e+02 -1.42877934e+02 -1.18974422e-02
  1.54749892e+02 -1.42378092e+02  4.77050019e-01  1.55244641e+02
 -1.42860056e+02 -3.27064322e-02  1.54757059e+02 -1.42375768e+02
  4.79509869e-01  1.55243311e+02 -1.42889536e+02 -2.24753164e-02
  1.54752148e+02 -1.42356448e+02  4.66816405e-01  1.55253296e+02
 -1.42856513e+02 -6.18944885e-03  1.54743124e+02 -1.42363145e+02
  4.91666876e-01  1.55250442e+02 -1.42857227e+02 -4.10726133e-02
  1.54753987e+02 -1.42380731e+02  4.51816140e-01  1.55240306e+02
 -1.42861472e+02 -2.16595704e-02  1.54744787e+02 -1.42358657e+02
  4.68518304e-01  1.55247283e+02 -1.42898480e+02 -2.38868753e-02
  1.54745344e+02 -1.42367582e+02  4.76407126e-01  1.55240049e+02
 -1.42856823e+02 -3.67260828e-02  1.54760233e+02 -1.42361289e+02
  4.90933288e-01  1.55246982e+02]
Niter:  4 row:  269 ngroup:  26 nlines:  6288 gd:  5770
[ 1.21039381e-10 -1.03174314e-05 -2.82819068e-01  1.61514460e+04
 -1.42878818e+02 -2.39806249e-02  1.54751312e+02 -1.42372544e+02
  4.82061904e-01  1.55238218e+02 -1.42873598e+02 -1.78000787e-02
  1.54750546e+02 -1.42380356e+02  4.54230614e-01  1.55244733e+02
 -1.42854045e+02 -2.82608114e-02  1.54755092e+02 -1.42362207e+02
  4.55554475e-01  1.55252043e+02 -1.42846986e+02 -2.40294057e-02
  1.54750201e+02 -1.42384889e+02  4.84754449e-01  1.55245067e+02
 -1.42886567e+02 -4.01078469e-02  1.54742556e+02 -1.42350231e+02
  4.79286323e-01  1.55245581e+02 -1.42877934e+02 -1.18974422e-02
  1.54749892e+02 -1.42378092e+02  4.77050019e-01  1.55244641e+02
 -1.42860056e+02 -3.27064322e-02  1.54757059e+02 -1.42375768e+02
  4.79509869e-01  1.55243311e+02 -1.42889536e+02 -2.24753164e-02
  1.54752148e+02 -1.42356448e+02  4.66816405e-01  1.55253296e+02
 -1.42856513e+02 -6.18944885e-03  1.54743124e+02 -1.42363145e+02
  4.91666876e-01  1.55250442e+02 -1.42857227e+02 -4.10726133e-02
  1.54753987e+02 -1.42380731e+02  4.51816140e-01  1.55240306e+02
 -1.42861472e+02 -2.16595704e-02  1.54744787e+02 -1.42358657e+02
  4.68518304e-01  1.55247283e+02 -1.42898480e+02 -2.38868753e-02
  1.54745344e+02 -1.42367582e+02  4.76407126e-01  1.55240049e+02
 -1.42856823e+02 -3.67260828e-02  1.54760233e+02 -1.42361289e+02
  4.90933288e-01  1.55246982e+02]
res:  5770 0.00030311522823467385 0.01530725238899322 0.024304624786526414
[ 1.21039393e-10 -1.03174304e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
Niter:  5 row:  269 ngroup:  26 nlines:  6288 gd:  5769
[ 1.21039393e-10 -1.03174304e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
res:  5769 0.00022702210935676703 0.015333312709117308 0.024288802423707314
[ 1.21056089e-10 -1.03174304e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
Niter:  6 row:  269 ngroup:  26 nlines:  6288 gd:  5769
[ 1.21056089e-10 -1.03174304e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
res:  5769 0.00015558342875010567 0.01532693299031962 0.024288510725059217
[ 1.21050443e-10 -1.03174122e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
Saving figure to  wave_resid_43670005_fiber269.png
Final values:
res:  0.00015558342875010567 0.024288510725059217
pars:  [ 1.21050443e-10 -1.03174122e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
  1.54746545e+02 -1.42392949e+02  4.82613161e-01  1.55241428e+02
 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
  1.54746195e+02 -1.42386169e+02  4.71359209e-01  1.55240992e+02
 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
269 [ 1.21050443e-10 -1.03174122e-05 -2.82819039e-01  1.61514444e+04
 -1.42886921e+02 -2.96750160e-02  1.54747643e+02 -1.42380616e+02
  4.76356277e-01  1.55234522e+02 -1.42881784e+02 -2.35040430e-02
  1.54746920e+02 -1.42388449e+02  4.48535171e-01  1.55241076e+02
 -1.42862201e+02 -3.39256441e-02  1.54751423e+02 -1.42370265e+02
  4.49859295e-01  1.55248377e+02 -1.42855082e+02 -3.70822796e-02
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 -1.42894726e+02 -4.57882047e-02  1.54738919e+02 -1.42358201e+02
  4.73597752e-01  1.55241887e+02 -1.42886006e+02 -1.75964848e-02
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 -1.42868248e+02 -3.83951654e-02  1.54753425e+02 -1.42383767e+02
  4.73830882e-01  1.55239670e+02 -1.42897605e+02 -2.81752660e-02
  1.54748520e+02 -1.42364542e+02  4.61125425e-01  1.55249640e+02
 -1.42864617e+02 -1.18837137e-02  1.54739418e+02 -1.42371215e+02
  4.85982435e-01  1.55246752e+02 -1.42865277e+02 -4.67810486e-02
  1.54750315e+02 -1.42388630e+02  4.46125563e-01  1.55236642e+02
 -1.42869540e+02 -2.73594981e-02  1.54743105e+02 -1.42366681e+02
  4.62822071e-01  1.55243595e+02 -1.42906675e+02 -2.95625380e-02
  1.54741698e+02 -1.42375637e+02  4.70705304e-01  1.55236334e+02
 -1.42860218e+02 -4.24293182e-02  1.54756585e+02 -1.42369360e+02
  4.85228483e-01  1.55243301e+02]
--- Row 271/300 row=270 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  270
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=270 ---
Niter:  0 row:  270 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0011616055853664875 0.014163702557198121 0.036269229934650045
[ 1.20161247e-10 -1.03188515e-05 -2.82807080e-01  1.61515504e+04
 -1.42897433e+02  1.35302387e-13  1.54787226e+02]
Niter:  1 row:  270 ngroup:  1 nlines:  241 gd:  220
[ 1.20161247e-10 -1.03188515e-05 -2.82807080e-01  1.61515504e+04
 -1.42897433e+02  1.35302387e-13  1.54787226e+02]
res:  220 -0.0006047333699825685 0.014418404483876657 0.021798990092731906
[ 1.20287826e-10 -1.03188079e-05 -2.82806950e-01  1.61515563e+04
 -1.42891393e+02 -2.27121349e-12  1.54807551e+02]
Niter:  2 row:  270 ngroup:  1 nlines:  241 gd:  220
[ 1.20287826e-10 -1.03188079e-05 -2.82806950e-01  1.61515563e+04
 -1.42891393e+02 -2.27121349e-12  1.54807551e+02]
res:  220 -0.0012472525322664296 0.014477952277957229 0.021702540026865072
[ 1.20298394e-10 -1.03188236e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
Niter:  3 row:  270 ngroup:  1 nlines:  241 gd:  219
[ 1.20298394e-10 -1.03188236e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
res:  219 -0.0012244333793205442 0.014360670440510148 0.02136410766399404
[ 1.20288553e-10 -1.03188236e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
Niter:  4 row:  270 ngroup:  1 nlines:  241 gd:  219
[ 1.20288553e-10 -1.03188236e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
res:  219 -0.0012417513389664236 0.014476133124844637 0.02136419453230168
[ 1.20296389e-10 -1.03188373e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
Niter:  5 row:  270 ngroup:  1 nlines:  241 gd:  219
[ 1.20296389e-10 -1.03188373e-05 -2.82806976e-01  1.61515581e+04
 -1.42884170e+02  5.36564642e-11  1.54813214e+02]
res:  219 -0.0006590824159502517 0.01423271922612912 0.021358304361564173
[ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02]
Niter:  6 row:  270 ngroup:  1 nlines:  241 gd:  219
[ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02]
res:  219 -0.0006590824159502517 0.01423271922612912 0.021358304361564173
[ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02]
Final values:
res:  -0.0006590824159502517 0.021358304361564173
pars:  [ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02]
270 [ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02]
elapsed: 2.9 sec.
Niter:  0 row:  270 ngroup:  26 nlines:  6281 gd:  6281
[ 1.20337464e-10 -1.03186883e-05 -2.82806963e-01  1.61515581e+04
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02 -1.42883660e+02  9.61959398e-09
  1.54818756e+02 -1.42883660e+02  9.61959398e-09  1.54818756e+02
 -1.42883660e+02  9.61959398e-09  1.54818756e+02 -1.42883660e+02
  9.61959398e-09  1.54818756e+02]
res:  6281 0.0007835547548893373 0.014769370816793526 0.03446298423967631
[ 1.20337452e-10 -1.03186892e-05 -2.82806991e-01  1.61515597e+04
 -1.42865751e+02  3.30171162e-02  1.54825266e+02 -1.42387130e+02
  5.04331849e-01  1.55334688e+02 -1.42864702e+02  2.58232095e-02
  1.54822130e+02 -1.42354291e+02  5.11868202e-01  1.55323652e+02
 -1.42836203e+02  1.18254062e-02  1.54828975e+02 -1.42341707e+02
  5.11593948e-01  1.55316833e+02 -1.42835430e+02  2.14759040e-03
  1.54832192e+02 -1.42386428e+02  4.99935738e-01  1.55325307e+02
 -1.42837868e+02  3.60445855e-02  1.54826150e+02 -1.42366226e+02
  4.93178199e-01  1.55327937e+02 -1.42869743e+02  3.25191082e-02
  1.54819700e+02 -1.42376143e+02  5.23374353e-01  1.55324432e+02
 -1.42870239e+02  3.20076760e-04  1.54825730e+02 -1.42390359e+02
  5.14485888e-01  1.55330769e+02 -1.42900707e+02  1.73017192e-02
  1.54835322e+02 -1.42380087e+02  4.91343764e-01  1.55320723e+02
 -1.42854950e+02  1.89660758e-02  1.54831964e+02 -1.42370325e+02
  4.85137181e-01  1.55330485e+02 -1.42874228e+02  2.05505827e-02
  1.54820539e+02 -1.42384406e+02  4.90050139e-01  1.55312647e+02
 -1.42891494e+02  8.97052954e-03  1.54831837e+02 -1.42344900e+02
  4.89504977e-01  1.55337249e+02 -1.42878972e+02  4.61895300e-03
  1.54824809e+02 -1.42380364e+02  4.94119666e-01  1.55324773e+02
 -1.42869255e+02  1.56793541e-02  1.54826964e+02 -1.42354335e+02
  4.89056827e-01  1.55314764e+02]
Niter:  1 row:  270 ngroup:  26 nlines:  6281 gd:  5823
[ 1.20337452e-10 -1.03186892e-05 -2.82806991e-01  1.61515597e+04
 -1.42865751e+02  3.30171162e-02  1.54825266e+02 -1.42387130e+02
  5.04331849e-01  1.55334688e+02 -1.42864702e+02  2.58232095e-02
  1.54822130e+02 -1.42354291e+02  5.11868202e-01  1.55323652e+02
 -1.42836203e+02  1.18254062e-02  1.54828975e+02 -1.42341707e+02
  5.11593948e-01  1.55316833e+02 -1.42835430e+02  2.14759040e-03
  1.54832192e+02 -1.42386428e+02  4.99935738e-01  1.55325307e+02
 -1.42837868e+02  3.60445855e-02  1.54826150e+02 -1.42366226e+02
  4.93178199e-01  1.55327937e+02 -1.42869743e+02  3.25191082e-02
  1.54819700e+02 -1.42376143e+02  5.23374353e-01  1.55324432e+02
 -1.42870239e+02  3.20076760e-04  1.54825730e+02 -1.42390359e+02
  5.14485888e-01  1.55330769e+02 -1.42900707e+02  1.73017192e-02
  1.54835322e+02 -1.42380087e+02  4.91343764e-01  1.55320723e+02
 -1.42854950e+02  1.89660758e-02  1.54831964e+02 -1.42370325e+02
  4.85137181e-01  1.55330485e+02 -1.42874228e+02  2.05505827e-02
  1.54820539e+02 -1.42384406e+02  4.90050139e-01  1.55312647e+02
 -1.42891494e+02  8.97052954e-03  1.54831837e+02 -1.42344900e+02
  4.89504977e-01  1.55337249e+02 -1.42878972e+02  4.61895300e-03
  1.54824809e+02 -1.42380364e+02  4.94119666e-01  1.55324773e+02
 -1.42869255e+02  1.56793541e-02  1.54826964e+02 -1.42354335e+02
  4.89056827e-01  1.55314764e+02]
res:  5823 -0.0004541464750218438 0.014929503622624907 0.02365362517362789
[ 1.20337464e-10 -1.03186882e-05 -2.82807020e-01  1.61515613e+04
 -1.42869673e+02  1.85670826e-02  1.54822445e+02 -1.42377290e+02
  4.84160970e-01  1.55337397e+02 -1.42865453e+02 -1.59742370e-03
  1.54822566e+02 -1.42350064e+02  5.11538539e-01  1.55325933e+02
 -1.42835449e+02  6.22048763e-03  1.54827553e+02 -1.42364486e+02
  5.14112199e-01  1.55314198e+02 -1.42833991e+02 -2.50373238e-03
  1.54834804e+02 -1.42373759e+02  4.88418767e-01  1.55333348e+02
 -1.42844489e+02  1.46904020e-02  1.54829018e+02 -1.42370198e+02
  5.01583112e-01  1.55332436e+02 -1.42861668e+02  1.45808131e-02
  1.54826998e+02 -1.42361274e+02  5.14038574e-01  1.55329671e+02
 -1.42868201e+02  3.45927618e-03  1.54830317e+02 -1.42377381e+02
  4.93048032e-01  1.55331789e+02 -1.42900678e+02  1.15870883e-03
  1.54840149e+02 -1.42371459e+02  4.84702338e-01  1.55324513e+02
 -1.42859928e+02  1.93289576e-02  1.54832230e+02 -1.42363889e+02
  4.89422766e-01  1.55336000e+02 -1.42875261e+02  1.93658765e-02
  1.54825682e+02 -1.42391871e+02  4.78311070e-01  1.55316453e+02
 -1.42870410e+02 -1.58823338e-03  1.54838662e+02 -1.42346748e+02
  4.89051666e-01  1.55343881e+02 -1.42861448e+02  1.97128127e-02
  1.54824158e+02 -1.42378988e+02  4.80498595e-01  1.55332049e+02
 -1.42862865e+02  6.41955493e-03  1.54829721e+02 -1.42356948e+02
  4.97866595e-01  1.55322255e+02]
Niter:  2 row:  270 ngroup:  26 nlines:  6281 gd:  5827
[ 1.20337464e-10 -1.03186882e-05 -2.82807020e-01  1.61515613e+04
 -1.42869673e+02  1.85670826e-02  1.54822445e+02 -1.42377290e+02
  4.84160970e-01  1.55337397e+02 -1.42865453e+02 -1.59742370e-03
  1.54822566e+02 -1.42350064e+02  5.11538539e-01  1.55325933e+02
 -1.42835449e+02  6.22048763e-03  1.54827553e+02 -1.42364486e+02
  5.14112199e-01  1.55314198e+02 -1.42833991e+02 -2.50373238e-03
  1.54834804e+02 -1.42373759e+02  4.88418767e-01  1.55333348e+02
 -1.42844489e+02  1.46904020e-02  1.54829018e+02 -1.42370198e+02
  5.01583112e-01  1.55332436e+02 -1.42861668e+02  1.45808131e-02
  1.54826998e+02 -1.42361274e+02  5.14038574e-01  1.55329671e+02
 -1.42868201e+02  3.45927618e-03  1.54830317e+02 -1.42377381e+02
  4.93048032e-01  1.55331789e+02 -1.42900678e+02  1.15870883e-03
  1.54840149e+02 -1.42371459e+02  4.84702338e-01  1.55324513e+02
 -1.42859928e+02  1.93289576e-02  1.54832230e+02 -1.42363889e+02
  4.89422766e-01  1.55336000e+02 -1.42875261e+02  1.93658765e-02
  1.54825682e+02 -1.42391871e+02  4.78311070e-01  1.55316453e+02
 -1.42870410e+02 -1.58823338e-03  1.54838662e+02 -1.42346748e+02
  4.89051666e-01  1.55343881e+02 -1.42861448e+02  1.97128127e-02
  1.54824158e+02 -1.42378988e+02  4.80498595e-01  1.55332049e+02
 -1.42862865e+02  6.41955493e-03  1.54829721e+02 -1.42356948e+02
  4.97866595e-01  1.55322255e+02]
res:  5827 -0.0004261171598045621 0.014956044627979281 0.023668224087809463
[ 1.20337476e-10 -1.03186872e-05 -2.82807048e-01  1.61515629e+04
 -1.42862662e+02  2.06732317e-02  1.54827211e+02 -1.42370298e+02
  4.86701082e-01  1.55342162e+02 -1.42858444e+02  7.58845353e-04
  1.54827337e+02 -1.42343043e+02  5.17234989e-01  1.55330692e+02
 -1.42828429e+02  1.19042202e-02  1.54832318e+02 -1.42363442e+02
  5.19830112e-01  1.55318961e+02 -1.42827010e+02  3.20140116e-03
  1.54839571e+02 -1.42361368e+02  4.91040419e-01  1.55342256e+02
 -1.42837508e+02  2.03963948e-02  1.54833790e+02 -1.42373823e+02
  5.10608124e-01  1.55337209e+02 -1.42849822e+02  1.39587742e-02
  1.54833776e+02 -1.42354249e+02  5.19761717e-01  1.55334438e+02
 -1.42861193e+02  9.16426750e-03  1.54835081e+02 -1.42370400e+02
  4.95258513e-01  1.55336554e+02 -1.42893699e+02  3.27142750e-03
  1.54844914e+02 -1.42364444e+02  4.90409739e-01  1.55329283e+02
 -1.42852949e+02  2.50438636e-02  1.54837004e+02 -1.42356899e+02
  4.95118679e-01  1.55340760e+02 -1.42868267e+02  2.50909904e-02
  1.54830451e+02 -1.42384863e+02  4.80757633e-01  1.55321221e+02
 -1.42851766e+02  4.10509457e-03  1.54843435e+02 -1.42344681e+02
  4.94767358e-01  1.55348646e+02 -1.42854466e+02  2.87746808e-02
  1.54828932e+02 -1.42372012e+02  4.77115862e-01  1.55336817e+02
 -1.42855883e+02  8.91081303e-03  1.54834496e+02 -1.42349953e+02
  5.06630353e-01  1.55333215e+02]
Niter:  3 row:  270 ngroup:  26 nlines:  6281 gd:  5832
[ 1.20337476e-10 -1.03186872e-05 -2.82807048e-01  1.61515629e+04
 -1.42862662e+02  2.06732317e-02  1.54827211e+02 -1.42370298e+02
  4.86701082e-01  1.55342162e+02 -1.42858444e+02  7.58845353e-04
  1.54827337e+02 -1.42343043e+02  5.17234989e-01  1.55330692e+02
 -1.42828429e+02  1.19042202e-02  1.54832318e+02 -1.42363442e+02
  5.19830112e-01  1.55318961e+02 -1.42827010e+02  3.20140116e-03
  1.54839571e+02 -1.42361368e+02  4.91040419e-01  1.55342256e+02
 -1.42837508e+02  2.03963948e-02  1.54833790e+02 -1.42373823e+02
  5.10608124e-01  1.55337209e+02 -1.42849822e+02  1.39587742e-02
  1.54833776e+02 -1.42354249e+02  5.19761717e-01  1.55334438e+02
 -1.42861193e+02  9.16426750e-03  1.54835081e+02 -1.42370400e+02
  4.95258513e-01  1.55336554e+02 -1.42893699e+02  3.27142750e-03
  1.54844914e+02 -1.42364444e+02  4.90409739e-01  1.55329283e+02
 -1.42852949e+02  2.50438636e-02  1.54837004e+02 -1.42356899e+02
  4.95118679e-01  1.55340760e+02 -1.42868267e+02  2.50909904e-02
  1.54830451e+02 -1.42384863e+02  4.80757633e-01  1.55321221e+02
 -1.42851766e+02  4.10509457e-03  1.54843435e+02 -1.42344681e+02
  4.94767358e-01  1.55348646e+02 -1.42854466e+02  2.87746808e-02
  1.54828932e+02 -1.42372012e+02  4.77115862e-01  1.55336817e+02
 -1.42855883e+02  8.91081303e-03  1.54834496e+02 -1.42349953e+02
  5.06630353e-01  1.55333215e+02]
res:  5832 -0.0005240227983449586 0.014903614697686862 0.02373281206321789
[ 1.20358725e-10 -1.03186872e-05 -2.82807048e-01  1.61515629e+04
 -1.42862662e+02  2.06732317e-02  1.54827211e+02 -1.42370298e+02
  4.86701082e-01  1.55342162e+02 -1.42858444e+02  7.58845353e-04
  1.54827337e+02 -1.42343043e+02  5.17234989e-01  1.55330692e+02
 -1.42828429e+02  1.19042202e-02  1.54832318e+02 -1.42363442e+02
  5.19830112e-01  1.55318961e+02 -1.42827010e+02  3.20140116e-03
  1.54839571e+02 -1.42361368e+02  4.91040419e-01  1.55342256e+02
 -1.42837508e+02  2.03963948e-02  1.54833790e+02 -1.42373823e+02
  5.10608124e-01  1.55337209e+02 -1.42849822e+02  1.39587742e-02
  1.54833776e+02 -1.42354249e+02  5.19761717e-01  1.55334438e+02
 -1.42861193e+02  9.16426750e-03  1.54835081e+02 -1.42370400e+02
  4.95258513e-01  1.55336554e+02 -1.42893699e+02  3.27142750e-03
  1.54844914e+02 -1.42364444e+02  4.90409739e-01  1.55329283e+02
 -1.42852949e+02  2.50438636e-02  1.54837004e+02 -1.42356899e+02
  4.95118679e-01  1.55340760e+02 -1.42868267e+02  2.50909904e-02
  1.54830451e+02 -1.42384863e+02  4.80757633e-01  1.55321221e+02
 -1.42851766e+02  4.10509457e-03  1.54843435e+02 -1.42344681e+02
  4.94767358e-01  1.55348646e+02 -1.42854466e+02  2.87746808e-02
  1.54828932e+02 -1.42372012e+02  4.77115862e-01  1.55336817e+02
 -1.42855883e+02  8.91081303e-03  1.54834496e+02 -1.42349953e+02
  5.06630353e-01  1.55333215e+02]
Niter:  4 row:  270 ngroup:  26 nlines:  6281 gd:  5827
[ 1.20358725e-10 -1.03186872e-05 -2.82807048e-01  1.61515629e+04
 -1.42862662e+02  2.06732317e-02  1.54827211e+02 -1.42370298e+02
  4.86701082e-01  1.55342162e+02 -1.42858444e+02  7.58845353e-04
  1.54827337e+02 -1.42343043e+02  5.17234989e-01  1.55330692e+02
 -1.42828429e+02  1.19042202e-02  1.54832318e+02 -1.42363442e+02
  5.19830112e-01  1.55318961e+02 -1.42827010e+02  3.20140116e-03
  1.54839571e+02 -1.42361368e+02  4.91040419e-01  1.55342256e+02
 -1.42837508e+02  2.03963948e-02  1.54833790e+02 -1.42373823e+02
  5.10608124e-01  1.55337209e+02 -1.42849822e+02  1.39587742e-02
  1.54833776e+02 -1.42354249e+02  5.19761717e-01  1.55334438e+02
 -1.42861193e+02  9.16426750e-03  1.54835081e+02 -1.42370400e+02
  4.95258513e-01  1.55336554e+02 -1.42893699e+02  3.27142750e-03
  1.54844914e+02 -1.42364444e+02  4.90409739e-01  1.55329283e+02
 -1.42852949e+02  2.50438636e-02  1.54837004e+02 -1.42356899e+02
  4.95118679e-01  1.55340760e+02 -1.42868267e+02  2.50909904e-02
  1.54830451e+02 -1.42384863e+02  4.80757633e-01  1.55321221e+02
 -1.42851766e+02  4.10509457e-03  1.54843435e+02 -1.42344681e+02
  4.94767358e-01  1.55348646e+02 -1.42854466e+02  2.87746808e-02
  1.54828932e+02 -1.42372012e+02  4.77115862e-01  1.55336817e+02
 -1.42855883e+02  8.91081303e-03  1.54834496e+02 -1.42349953e+02
  5.06630353e-01  1.55333215e+02]
res:  5827 -0.00038669264904456213 0.01496189737736131 0.02365848237418902
[ 1.20358737e-10 -1.03186861e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
Niter:  5 row:  270 ngroup:  26 nlines:  6281 gd:  5830
[ 1.20358737e-10 -1.03186861e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
res:  5830 -0.0004881272579950746 0.014947955343814101 0.023697294718239566
[ 1.20376705e-10 -1.03186861e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
Niter:  6 row:  270 ngroup:  26 nlines:  6281 gd:  5830
[ 1.20376705e-10 -1.03186861e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
res:  5830 -0.0005495026107382728 0.014947934032534249 0.023697141471666447
[ 1.20370787e-10 -1.03186668e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
Saving figure to  wave_resid_43670005_fiber270.png
Final values:
res:  -0.0005495026107382728 0.023697141471666447
pars:  [ 1.20370787e-10 -1.03186668e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
270 [ 1.20370787e-10 -1.03186668e-05 -2.82807076e-01  1.61515645e+04
 -1.42856571e+02  2.31905293e-02  1.54832813e+02 -1.42364196e+02
  4.92415843e-01  1.55347764e+02 -1.42852349e+02  6.45769132e-03
  1.54832923e+02 -1.42336958e+02  5.22925781e-01  1.55336304e+02
 -1.42822338e+02  1.75900835e-02  1.54837922e+02 -1.42357353e+02
  5.25550035e-01  1.55324567e+02 -1.42820906e+02  8.90199906e-03
  1.54845171e+02 -1.42349803e+02  4.96772856e-01  1.55349780e+02
 -1.42831392e+02  2.60984665e-02  1.54839382e+02 -1.42367729e+02
  5.16315147e-01  1.55342798e+02 -1.42843723e+02  1.21073747e-02
  1.54839365e+02 -1.42348166e+02  5.25470542e-01  1.55340034e+02
 -1.42855101e+02  1.48764630e-02  1.54840688e+02 -1.42364292e+02
  5.00944997e-01  1.55342154e+02 -1.42887586e+02  8.96035393e-03
  1.54850517e+02 -1.42358351e+02  4.96119208e-01  1.55334878e+02
 -1.42846836e+02  3.07716895e-02  1.54842593e+02 -1.42350791e+02
  5.00808635e-01  1.55346372e+02 -1.42862160e+02  3.08160605e-02
  1.54836044e+02 -1.42378768e+02  4.83478227e-01  1.55326816e+02
 -1.42845654e+02  9.80387180e-03  1.54849021e+02 -1.42338579e+02
  5.00480670e-01  1.55354249e+02 -1.42843318e+02  3.78820433e-02
  1.54834517e+02 -1.42365907e+02  4.82826177e-01  1.55342420e+02
 -1.42849781e+02  1.14112787e-02  1.54840083e+02 -1.42343852e+02
  5.15503229e-01  1.55338826e+02]
--- Row 272/300 row=271 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  271
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=271 ---
Niter:  0 row:  271 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.0016583302822255064 0.01570656975673046 0.031299798658896254
[ 1.20488276e-10 -1.03180578e-05 -2.82806876e-01  1.61515553e+04
 -1.42884524e+02  4.89143467e-14  1.54809962e+02]
Niter:  1 row:  271 ngroup:  1 nlines:  245 gd:  228
[ 1.20488276e-10 -1.03180578e-05 -2.82806876e-01  1.61515553e+04
 -1.42884524e+02  4.89143467e-14  1.54809962e+02]
res:  228 -0.00024145012685039546 0.015745779181088437 0.02285259270868633
[ 1.20788238e-10 -1.03177240e-05 -2.82810620e-01  1.61515559e+04
 -1.42864298e+02  2.85669442e-11  1.54799818e+02]
Niter:  2 row:  271 ngroup:  1 nlines:  245 gd:  231
[ 1.20788238e-10 -1.03177240e-05 -2.82810620e-01  1.61515559e+04
 -1.42864298e+02  2.85669442e-11  1.54799818e+02]
res:  231 0.0006620338917855406 0.015546723943771212 0.023979671430976124
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
Niter:  3 row:  271 ngroup:  1 nlines:  245 gd:  231
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
res:  231 0.0006620338917855406 0.015546723943771212 0.023979671430976124
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
Niter:  4 row:  271 ngroup:  1 nlines:  245 gd:  231
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
res:  231 0.0006620338917855406 0.015546723943771212 0.023979671430976124
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
Niter:  5 row:  271 ngroup:  1 nlines:  245 gd:  231
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
res:  231 0.0006620338917855406 0.015546723943771212 0.023979671430976124
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
Niter:  6 row:  271 ngroup:  1 nlines:  245 gd:  231
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
res:  231 0.0006620338917855406 0.015546723943771212 0.023979671430976124
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
Final values:
res:  0.0006620338917855406 0.023979671430976124
pars:  [ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
271 [ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02]
elapsed: 2.9 sec.
Niter:  0 row:  271 ngroup:  26 nlines:  6277 gd:  6277
[ 1.20895126e-10 -1.03179355e-05 -2.82813015e-01  1.61515569e+04
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02 -1.42848636e+02  6.51891304e-11
  1.54791463e+02 -1.42848636e+02  6.51891304e-11  1.54791463e+02
 -1.42848636e+02  6.51891304e-11  1.54791463e+02 -1.42848636e+02
  6.51891304e-11  1.54791463e+02]
res:  6277 0.000681016030284809 0.014637566117016831 0.03407185307275978
[ 1.20895114e-10 -1.03179365e-05 -2.82812987e-01  1.61515553e+04
 -1.42849921e+02  3.15041344e-04  1.54785818e+02 -1.42336341e+02
  4.92234474e-01  1.55276935e+02 -1.42853108e+02 -7.46809141e-03
  1.54780271e+02 -1.42346317e+02  4.96556326e-01  1.55287429e+02
 -1.42845155e+02 -1.72749738e-03  1.54778237e+02 -1.42343688e+02
  4.90321140e-01  1.55284606e+02 -1.42839801e+02  2.87540748e-02
  1.54789658e+02 -1.42355016e+02  4.94082142e-01  1.55284823e+02
 -1.42840986e+02  5.32048213e-04  1.54791026e+02 -1.42334847e+02
  4.90819531e-01  1.55283069e+02 -1.42819602e+02 -1.11202706e-03
  1.54781878e+02 -1.42316515e+02  5.02140972e-01  1.55276353e+02
 -1.42856132e+02 -3.81735507e-03  1.54787489e+02 -1.42330843e+02
  5.13432542e-01  1.55285430e+02 -1.42853511e+02  2.86480139e-02
  1.54786248e+02 -1.42324879e+02  5.10909804e-01  1.55274033e+02
 -1.42845917e+02  3.59923384e-03  1.54789178e+02 -1.42340814e+02
  5.17570729e-01  1.55291175e+02 -1.42839609e+02 -3.94946909e-03
  1.54777399e+02 -1.42348981e+02  4.78614204e-01  1.55287164e+02
 -1.42846363e+02 -9.79591219e-05  1.54785230e+02 -1.42345460e+02
  4.93886333e-01  1.55291995e+02 -1.42855937e+02 -2.82744280e-02
  1.54773370e+02 -1.42361913e+02  4.56369972e-01  1.55281108e+02
 -1.42859108e+02 -1.62571636e-02  1.54784277e+02 -1.42337734e+02
  5.00317614e-01  1.55286892e+02]
Niter:  1 row:  271 ngroup:  26 nlines:  6277 gd:  5815
[ 1.20895114e-10 -1.03179365e-05 -2.82812987e-01  1.61515553e+04
 -1.42849921e+02  3.15041344e-04  1.54785818e+02 -1.42336341e+02
  4.92234474e-01  1.55276935e+02 -1.42853108e+02 -7.46809141e-03
  1.54780271e+02 -1.42346317e+02  4.96556326e-01  1.55287429e+02
 -1.42845155e+02 -1.72749738e-03  1.54778237e+02 -1.42343688e+02
  4.90321140e-01  1.55284606e+02 -1.42839801e+02  2.87540748e-02
  1.54789658e+02 -1.42355016e+02  4.94082142e-01  1.55284823e+02
 -1.42840986e+02  5.32048213e-04  1.54791026e+02 -1.42334847e+02
  4.90819531e-01  1.55283069e+02 -1.42819602e+02 -1.11202706e-03
  1.54781878e+02 -1.42316515e+02  5.02140972e-01  1.55276353e+02
 -1.42856132e+02 -3.81735507e-03  1.54787489e+02 -1.42330843e+02
  5.13432542e-01  1.55285430e+02 -1.42853511e+02  2.86480139e-02
  1.54786248e+02 -1.42324879e+02  5.10909804e-01  1.55274033e+02
 -1.42845917e+02  3.59923384e-03  1.54789178e+02 -1.42340814e+02
  5.17570729e-01  1.55291175e+02 -1.42839609e+02 -3.94946909e-03
  1.54777399e+02 -1.42348981e+02  4.78614204e-01  1.55287164e+02
 -1.42846363e+02 -9.79591219e-05  1.54785230e+02 -1.42345460e+02
  4.93886333e-01  1.55291995e+02 -1.42855937e+02 -2.82744280e-02
  1.54773370e+02 -1.42361913e+02  4.56369972e-01  1.55281108e+02
 -1.42859108e+02 -1.62571636e-02  1.54784277e+02 -1.42337734e+02
  5.00317614e-01  1.55286892e+02]
res:  5815 -0.000715185498847859 0.014726717507073772 0.023496872894641946
[ 1.20895126e-10 -1.03179355e-05 -2.82812958e-01  1.61515536e+04
 -1.42862577e+02 -8.00595020e-03  1.54777713e+02 -1.42356556e+02
  4.73203433e-01  1.55273179e+02 -1.42859493e+02 -2.16782998e-02
  1.54768279e+02 -1.42358974e+02  4.74334736e-01  1.55279301e+02
 -1.42840223e+02 -1.41593569e-02  1.54782293e+02 -1.42370344e+02
  4.80986547e-01  1.55277879e+02 -1.42848462e+02  2.26218448e-02
  1.54778737e+02 -1.42378548e+02  4.74663353e-01  1.55276248e+02
 -1.42852993e+02 -5.71227973e-03  1.54786551e+02 -1.42353721e+02
  4.71018914e-01  1.55275484e+02 -1.42841187e+02 -1.63517456e-02
  1.54769423e+02 -1.42328927e+02  4.96181235e-01  1.55274983e+02
 -1.42880442e+02 -1.92283867e-02  1.54777341e+02 -1.42344367e+02
  4.86585126e-01  1.55277835e+02 -1.42860433e+02  3.31022094e-03
  1.54779107e+02 -1.42330277e+02  4.87218469e-01  1.55267889e+02
 -1.42852983e+02 -1.20989178e-02  1.54774056e+02 -1.42356942e+02
  4.97633047e-01  1.55283183e+02 -1.42867924e+02 -2.13789992e-02
  1.54775739e+02 -1.42364030e+02  4.57764728e-01  1.55275054e+02
 -1.42866253e+02 -1.64278463e-02  1.54778403e+02 -1.42341027e+02
  4.83292086e-01  1.55292901e+02 -1.42855773e+02 -4.07781609e-02
  1.54768800e+02 -1.42361091e+02  4.54097211e-01  1.55271494e+02
 -1.42870934e+02 -3.35577175e-02  1.54773390e+02 -1.42357410e+02
  4.83180437e-01  1.55272623e+02]
Niter:  2 row:  271 ngroup:  26 nlines:  6277 gd:  5814
[ 1.20895126e-10 -1.03179355e-05 -2.82812958e-01  1.61515536e+04
 -1.42862577e+02 -8.00595020e-03  1.54777713e+02 -1.42356556e+02
  4.73203433e-01  1.55273179e+02 -1.42859493e+02 -2.16782998e-02
  1.54768279e+02 -1.42358974e+02  4.74334736e-01  1.55279301e+02
 -1.42840223e+02 -1.41593569e-02  1.54782293e+02 -1.42370344e+02
  4.80986547e-01  1.55277879e+02 -1.42848462e+02  2.26218448e-02
  1.54778737e+02 -1.42378548e+02  4.74663353e-01  1.55276248e+02
 -1.42852993e+02 -5.71227973e-03  1.54786551e+02 -1.42353721e+02
  4.71018914e-01  1.55275484e+02 -1.42841187e+02 -1.63517456e-02
  1.54769423e+02 -1.42328927e+02  4.96181235e-01  1.55274983e+02
 -1.42880442e+02 -1.92283867e-02  1.54777341e+02 -1.42344367e+02
  4.86585126e-01  1.55277835e+02 -1.42860433e+02  3.31022094e-03
  1.54779107e+02 -1.42330277e+02  4.87218469e-01  1.55267889e+02
 -1.42852983e+02 -1.20989178e-02  1.54774056e+02 -1.42356942e+02
  4.97633047e-01  1.55283183e+02 -1.42867924e+02 -2.13789992e-02
  1.54775739e+02 -1.42364030e+02  4.57764728e-01  1.55275054e+02
 -1.42866253e+02 -1.64278463e-02  1.54778403e+02 -1.42341027e+02
  4.83292086e-01  1.55292901e+02 -1.42855773e+02 -4.07781609e-02
  1.54768800e+02 -1.42361091e+02  4.54097211e-01  1.55271494e+02
 -1.42870934e+02 -3.35577175e-02  1.54773390e+02 -1.42357410e+02
  4.83180437e-01  1.55272623e+02]
res:  5814 -0.0007610502252646256 0.01468322922119114 0.023464035579587192
[ 1.20895138e-10 -1.03179344e-05 -2.82812930e-01  1.61515520e+04
 -1.42869529e+02 -1.06640445e-02  1.54772978e+02 -1.42373958e+02
  4.67500019e-01  1.55268437e+02 -1.42866452e+02 -2.73778831e-02
  1.54761503e+02 -1.42365901e+02  4.68630619e-01  1.55274572e+02
 -1.42836660e+02 -1.98572187e-02  1.54777557e+02 -1.42377290e+02
  4.75273092e-01  1.55273150e+02 -1.42855450e+02  1.69387725e-02
  1.54773999e+02 -1.42390500e+02  4.58172007e-01  1.55271511e+02
 -1.42859957e+02 -8.11310529e-03  1.54781817e+02 -1.42360673e+02
  4.65296332e-01  1.55272722e+02 -1.42848125e+02 -2.20451178e-02
  1.54764681e+02 -1.42335874e+02  4.90468432e-01  1.55272360e+02
 -1.42887397e+02 -2.49280978e-02  1.54772612e+02 -1.42351323e+02
  4.80872985e-01  1.55273102e+02 -1.42867412e+02 -5.63021926e-03
  1.54774375e+02 -1.42337242e+02  4.81517138e-01  1.55263149e+02
 -1.42859926e+02 -2.12141235e-02  1.54769327e+02 -1.42363928e+02
  4.88586683e-01  1.55278454e+02 -1.42874885e+02 -2.70733871e-02
  1.54770998e+02 -1.42370972e+02  4.52072104e-01  1.55270315e+02
 -1.42873204e+02 -2.21130264e-02  1.54773673e+02 -1.42347985e+02
  4.80955361e-01  1.55288175e+02 -1.42857648e+02 -4.64800681e-02
  1.54764062e+02 -1.42368051e+02  4.51734647e-01  1.55266760e+02
 -1.42877886e+02 -3.92459087e-02  1.54768652e+02 -1.42364362e+02
  4.77464845e-01  1.55267885e+02]
Niter:  3 row:  271 ngroup:  26 nlines:  6277 gd:  5815
[ 1.20895138e-10 -1.03179344e-05 -2.82812930e-01  1.61515520e+04
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  4.67500019e-01  1.55268437e+02 -1.42866452e+02 -2.73778831e-02
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  4.75273092e-01  1.55273150e+02 -1.42855450e+02  1.69387725e-02
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  4.80872985e-01  1.55273102e+02 -1.42867412e+02 -5.63021926e-03
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  4.88586683e-01  1.55278454e+02 -1.42874885e+02 -2.70733871e-02
  1.54770998e+02 -1.42370972e+02  4.52072104e-01  1.55270315e+02
 -1.42873204e+02 -2.21130264e-02  1.54773673e+02 -1.42347985e+02
  4.80955361e-01  1.55288175e+02 -1.42857648e+02 -4.64800681e-02
  1.54764062e+02 -1.42368051e+02  4.51734647e-01  1.55266760e+02
 -1.42877886e+02 -3.92459087e-02  1.54768652e+02 -1.42364362e+02
  4.77464845e-01  1.55267885e+02]
res:  5815 -0.0007995555170055013 0.01471115994900174 0.02347659628296794
[ 1.20903980e-10 -1.03179344e-05 -2.82812930e-01  1.61515520e+04
 -1.42869529e+02 -1.06640445e-02  1.54772978e+02 -1.42373958e+02
  4.67500019e-01  1.55268437e+02 -1.42866452e+02 -2.73778831e-02
  1.54761503e+02 -1.42365901e+02  4.68630619e-01  1.55274572e+02
 -1.42836660e+02 -1.98572187e-02  1.54777557e+02 -1.42377290e+02
  4.75273092e-01  1.55273150e+02 -1.42855450e+02  1.69387725e-02
  1.54773999e+02 -1.42390500e+02  4.58172007e-01  1.55271511e+02
 -1.42859957e+02 -8.11310529e-03  1.54781817e+02 -1.42360673e+02
  4.65296332e-01  1.55272722e+02 -1.42848125e+02 -2.20451178e-02
  1.54764681e+02 -1.42335874e+02  4.90468432e-01  1.55272360e+02
 -1.42887397e+02 -2.49280978e-02  1.54772612e+02 -1.42351323e+02
  4.80872985e-01  1.55273102e+02 -1.42867412e+02 -5.63021926e-03
  1.54774375e+02 -1.42337242e+02  4.81517138e-01  1.55263149e+02
 -1.42859926e+02 -2.12141235e-02  1.54769327e+02 -1.42363928e+02
  4.88586683e-01  1.55278454e+02 -1.42874885e+02 -2.70733871e-02
  1.54770998e+02 -1.42370972e+02  4.52072104e-01  1.55270315e+02
 -1.42873204e+02 -2.21130264e-02  1.54773673e+02 -1.42347985e+02
  4.80955361e-01  1.55288175e+02 -1.42857648e+02 -4.64800681e-02
  1.54764062e+02 -1.42368051e+02  4.51734647e-01  1.55266760e+02
 -1.42877886e+02 -3.92459087e-02  1.54768652e+02 -1.42364362e+02
  4.77464845e-01  1.55267885e+02]
Niter:  4 row:  271 ngroup:  26 nlines:  6277 gd:  5814
[ 1.20903980e-10 -1.03179344e-05 -2.82812930e-01  1.61515520e+04
 -1.42869529e+02 -1.06640445e-02  1.54772978e+02 -1.42373958e+02
  4.67500019e-01  1.55268437e+02 -1.42866452e+02 -2.73778831e-02
  1.54761503e+02 -1.42365901e+02  4.68630619e-01  1.55274572e+02
 -1.42836660e+02 -1.98572187e-02  1.54777557e+02 -1.42377290e+02
  4.75273092e-01  1.55273150e+02 -1.42855450e+02  1.69387725e-02
  1.54773999e+02 -1.42390500e+02  4.58172007e-01  1.55271511e+02
 -1.42859957e+02 -8.11310529e-03  1.54781817e+02 -1.42360673e+02
  4.65296332e-01  1.55272722e+02 -1.42848125e+02 -2.20451178e-02
  1.54764681e+02 -1.42335874e+02  4.90468432e-01  1.55272360e+02
 -1.42887397e+02 -2.49280978e-02  1.54772612e+02 -1.42351323e+02
  4.80872985e-01  1.55273102e+02 -1.42867412e+02 -5.63021926e-03
  1.54774375e+02 -1.42337242e+02  4.81517138e-01  1.55263149e+02
 -1.42859926e+02 -2.12141235e-02  1.54769327e+02 -1.42363928e+02
  4.88586683e-01  1.55278454e+02 -1.42874885e+02 -2.70733871e-02
  1.54770998e+02 -1.42370972e+02  4.52072104e-01  1.55270315e+02
 -1.42873204e+02 -2.21130264e-02  1.54773673e+02 -1.42347985e+02
  4.80955361e-01  1.55288175e+02 -1.42857648e+02 -4.64800681e-02
  1.54764062e+02 -1.42368051e+02  4.51734647e-01  1.55266760e+02
 -1.42877886e+02 -3.92459087e-02  1.54768652e+02 -1.42364362e+02
  4.77464845e-01  1.55267885e+02]
res:  5814 -0.0007489032614103053 0.014742839746759273 0.023461882723265156
[ 1.20903992e-10 -1.03179334e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
Niter:  5 row:  271 ngroup:  26 nlines:  6277 gd:  5815
[ 1.20903992e-10 -1.03179334e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
res:  5815 -0.0007691504815738881 0.014727280287843314 0.0234751066581733
[ 1.20906985e-10 -1.03179334e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
Niter:  6 row:  271 ngroup:  26 nlines:  6277 gd:  5815
[ 1.20906985e-10 -1.03179334e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
res:  5815 -0.0007625412090419559 0.014742927784027415 0.02347508158146096
[ 1.20903882e-10 -1.03179312e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
Saving figure to  wave_resid_43670005_fiber271.png
Final values:
res:  -0.0007625412090419559 0.02347508158146096
pars:  [ 1.20903882e-10 -1.03179312e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
271 [ 1.20903882e-10 -1.03179312e-05 -2.82812902e-01  1.61515504e+04
 -1.42876849e+02 -1.63734117e-02  1.54768589e+02 -1.42381313e+02
  4.61792731e-01  1.55264031e+02 -1.42873784e+02 -3.30789042e-02
  1.54757113e+02 -1.42373180e+02  4.62930275e-01  1.55270192e+02
 -1.42843995e+02 -2.55569406e-02  1.54773168e+02 -1.42384602e+02
  4.69556352e-01  1.55268776e+02 -1.42862831e+02  1.12500236e-02
  1.54769601e+02 -1.42397830e+02  4.52459321e-01  1.55267117e+02
 -1.42867297e+02 -1.38143935e-02  1.54777430e+02 -1.42367996e+02
  4.59576562e-01  1.55268341e+02 -1.42855424e+02 -2.77498351e-02
  1.54760275e+02 -1.42343185e+02  4.84749958e-01  1.55267985e+02
 -1.42894726e+02 -3.06221456e-02  1.54768235e+02 -1.42358648e+02
  4.75151410e-01  1.55268716e+02 -1.42874778e+02 -1.13298499e-02
  1.54769993e+02 -1.42344583e+02  4.75819907e-01  1.55258749e+02
 -1.42867230e+02 -2.69019548e-02  1.54764950e+02 -1.42371303e+02
  4.79589898e-01  1.55274078e+02 -1.42882218e+02 -3.27676486e-02
  1.54766595e+02 -1.42378277e+02  4.46373276e-01  1.55265918e+02
 -1.42880518e+02 -2.77990712e-02  1.54769298e+02 -1.42355316e+02
  4.78725034e-01  1.55283804e+02 -1.42864976e+02 -5.21867772e-02
  1.54759665e+02 -1.42375385e+02  4.46047583e-01  1.55262372e+02
 -1.42885204e+02 -4.49279763e-02  1.54764255e+02 -1.42371682e+02
  4.71752438e-01  1.55263490e+02]
--- Row 273/300 row=272 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  272
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=272 ---
Niter:  0 row:  272 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.0008939704566728324 0.013246806445749826 0.03493459325918445
[ 1.20433642e-10 -1.03179357e-05 -2.82807446e-01  1.61515828e+04
 -1.42827477e+02 -7.90480010e-14  1.54806901e+02]
Niter:  1 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20433642e-10 -1.03179357e-05 -2.82807446e-01  1.61515828e+04
 -1.42827477e+02 -7.90480010e-14  1.54806901e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Niter:  2 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Niter:  3 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Niter:  4 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Niter:  5 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Niter:  6 row:  272 ngroup:  1 nlines:  243 gd:  216
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
res:  216 -0.00040117698517860845 0.012855359709647018 0.01994998473598637
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
Final values:
res:  -0.00040117698517860845 0.01994998473598637
pars:  [ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
272 [ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02]
elapsed: 2.9 sec.
Niter:  0 row:  272 ngroup:  26 nlines:  6243 gd:  6243
[ 1.20955148e-10 -1.03177640e-05 -2.82814109e-01  1.61515851e+04
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02 -1.42790789e+02  4.19902188e-11
  1.54789070e+02 -1.42790789e+02  4.19902188e-11  1.54789070e+02
 -1.42790789e+02  4.19902188e-11  1.54789070e+02 -1.42790789e+02
  4.19902188e-11  1.54789070e+02]
res:  6243 0.0011750935937016038 0.013988984830575646 0.03386374941645709
[ 1.20955160e-10 -1.03177651e-05 -2.82814081e-01  1.61515835e+04
 -1.42789182e+02  3.60950768e-03  1.54786894e+02 -1.42319623e+02
  4.96996087e-01  1.55286020e+02 -1.42785331e+02 -6.73619591e-03
  1.54784149e+02 -1.42326217e+02  4.96519253e-01  1.55287377e+02
 -1.42780875e+02 -6.77859127e-03  1.54792949e+02 -1.42323225e+02
  4.80829303e-01  1.55296203e+02 -1.42766060e+02  1.01318434e-02
  1.54776251e+02 -1.42333081e+02  5.12392509e-01  1.55286238e+02
 -1.42799125e+02  4.65171101e-04  1.54782687e+02 -1.42316596e+02
  5.00921930e-01  1.55297222e+02 -1.42786836e+02  2.75185311e-04
  1.54788742e+02 -1.42325291e+02  5.00110963e-01  1.55290833e+02
 -1.42809382e+02 -7.63298639e-03  1.54784992e+02 -1.42309953e+02
  5.19253486e-01  1.55293267e+02 -1.42814753e+02 -7.80266262e-03
  1.54789423e+02 -1.42344887e+02  4.92651721e-01  1.55296373e+02
 -1.42822763e+02  1.19244544e-02  1.54796765e+02 -1.42319183e+02
  5.04479523e-01  1.55292450e+02 -1.42800994e+02  1.03747154e-02
  1.54787113e+02 -1.42318058e+02  5.05512023e-01  1.55286032e+02
 -1.42782697e+02 -2.19279894e-04  1.54791611e+02 -1.42317305e+02
  4.94322253e-01  1.55288609e+02 -1.42826138e+02 -5.84084163e-03
  1.54783112e+02 -1.42329357e+02  5.11128955e-01  1.55273799e+02
 -1.42828996e+02 -4.92041393e-04  1.54775537e+02 -1.42337899e+02
  4.91038329e-01  1.55286504e+02]
Niter:  1 row:  272 ngroup:  26 nlines:  6243 gd:  5760
[ 1.20955160e-10 -1.03177651e-05 -2.82814081e-01  1.61515835e+04
 -1.42789182e+02  3.60950768e-03  1.54786894e+02 -1.42319623e+02
  4.96996087e-01  1.55286020e+02 -1.42785331e+02 -6.73619591e-03
  1.54784149e+02 -1.42326217e+02  4.96519253e-01  1.55287377e+02
 -1.42780875e+02 -6.77859127e-03  1.54792949e+02 -1.42323225e+02
  4.80829303e-01  1.55296203e+02 -1.42766060e+02  1.01318434e-02
  1.54776251e+02 -1.42333081e+02  5.12392509e-01  1.55286238e+02
 -1.42799125e+02  4.65171101e-04  1.54782687e+02 -1.42316596e+02
  5.00921930e-01  1.55297222e+02 -1.42786836e+02  2.75185311e-04
  1.54788742e+02 -1.42325291e+02  5.00110963e-01  1.55290833e+02
 -1.42809382e+02 -7.63298639e-03  1.54784992e+02 -1.42309953e+02
  5.19253486e-01  1.55293267e+02 -1.42814753e+02 -7.80266262e-03
  1.54789423e+02 -1.42344887e+02  4.92651721e-01  1.55296373e+02
 -1.42822763e+02  1.19244544e-02  1.54796765e+02 -1.42319183e+02
  5.04479523e-01  1.55292450e+02 -1.42800994e+02  1.03747154e-02
  1.54787113e+02 -1.42318058e+02  5.05512023e-01  1.55286032e+02
 -1.42782697e+02 -2.19279894e-04  1.54791611e+02 -1.42317305e+02
  4.94322253e-01  1.55288609e+02 -1.42826138e+02 -5.84084163e-03
  1.54783112e+02 -1.42329357e+02  5.11128955e-01  1.55273799e+02
 -1.42828996e+02 -4.92041393e-04  1.54775537e+02 -1.42337899e+02
  4.91038329e-01  1.55286504e+02]
res:  5760 -0.0005595886887022061 0.013978000059069018 0.02210353585649926
[ 1.20955173e-10 -1.03177661e-05 -2.82814053e-01  1.61515819e+04
 -1.42804777e+02 -1.43344967e-02  1.54777557e+02 -1.42314045e+02
  4.70973625e-01  1.55274602e+02 -1.42810453e+02 -3.17319051e-02
  1.54772156e+02 -1.42315594e+02  4.92319673e-01  1.55281290e+02
 -1.42807173e+02 -3.28000286e-02  1.54787695e+02 -1.42316478e+02
  4.52646757e-01  1.55276912e+02 -1.42777638e+02 -2.00588973e-02
  1.54773304e+02 -1.42334200e+02  4.93994467e-01  1.55281293e+02
 -1.42808331e+02 -1.37986762e-02  1.54777314e+02 -1.42317987e+02
  4.83915297e-01  1.55285121e+02 -1.42804731e+02 -1.32958331e-02
  1.54784510e+02 -1.42344874e+02  4.85146240e-01  1.55282786e+02
 -1.42819761e+02 -1.68117808e-02  1.54781909e+02 -1.42321547e+02
  4.88045412e-01  1.55279574e+02 -1.42820409e+02 -2.03659883e-02
  1.54787762e+02 -1.42353321e+02  4.86093212e-01  1.55288371e+02
 -1.42835736e+02  2.63691395e-03  1.54786969e+02 -1.42320531e+02
  4.83578054e-01  1.55285772e+02 -1.42816509e+02 -1.57461879e-02
  1.54776717e+02 -1.42327484e+02  4.68822733e-01  1.55276709e+02
 -1.42799325e+02 -1.17036563e-02  1.54779978e+02 -1.42321485e+02
  4.81698924e-01  1.55283789e+02 -1.42840292e+02 -1.65126408e-02
  1.54775235e+02 -1.42342590e+02  4.74639466e-01  1.55275656e+02
 -1.42836109e+02 -4.20851621e-02  1.54774622e+02 -1.42337814e+02
  4.58550113e-01  1.55281073e+02]
Niter:  2 row:  272 ngroup:  26 nlines:  6243 gd:  5742
[ 1.20955173e-10 -1.03177661e-05 -2.82814053e-01  1.61515819e+04
 -1.42804777e+02 -1.43344967e-02  1.54777557e+02 -1.42314045e+02
  4.70973625e-01  1.55274602e+02 -1.42810453e+02 -3.17319051e-02
  1.54772156e+02 -1.42315594e+02  4.92319673e-01  1.55281290e+02
 -1.42807173e+02 -3.28000286e-02  1.54787695e+02 -1.42316478e+02
  4.52646757e-01  1.55276912e+02 -1.42777638e+02 -2.00588973e-02
  1.54773304e+02 -1.42334200e+02  4.93994467e-01  1.55281293e+02
 -1.42808331e+02 -1.37986762e-02  1.54777314e+02 -1.42317987e+02
  4.83915297e-01  1.55285121e+02 -1.42804731e+02 -1.32958331e-02
  1.54784510e+02 -1.42344874e+02  4.85146240e-01  1.55282786e+02
 -1.42819761e+02 -1.68117808e-02  1.54781909e+02 -1.42321547e+02
  4.88045412e-01  1.55279574e+02 -1.42820409e+02 -2.03659883e-02
  1.54787762e+02 -1.42353321e+02  4.86093212e-01  1.55288371e+02
 -1.42835736e+02  2.63691395e-03  1.54786969e+02 -1.42320531e+02
  4.83578054e-01  1.55285772e+02 -1.42816509e+02 -1.57461879e-02
  1.54776717e+02 -1.42327484e+02  4.68822733e-01  1.55276709e+02
 -1.42799325e+02 -1.17036563e-02  1.54779978e+02 -1.42321485e+02
  4.81698924e-01  1.55283789e+02 -1.42840292e+02 -1.65126408e-02
  1.54775235e+02 -1.42342590e+02  4.74639466e-01  1.55275656e+02
 -1.42836109e+02 -4.20851621e-02  1.54774622e+02 -1.42337814e+02
  4.58550113e-01  1.55281073e+02]
res:  5742 -0.0006221336207090644 0.013961593353087665 0.0218032445191126
[ 1.20955185e-10 -1.03177671e-05 -2.82814025e-01  1.61515803e+04
 -1.42811770e+02 -2.00439481e-02  1.54772792e+02 -1.42315589e+02
  4.65264109e-01  1.55269846e+02 -1.42823017e+02 -5.19227300e-02
  1.54767387e+02 -1.42306756e+02  4.89725501e-01  1.55276527e+02
 -1.42814171e+02 -3.84851198e-02  1.54784940e+02 -1.42323457e+02
  4.43553505e-01  1.55272142e+02 -1.42784644e+02 -3.52120153e-02
  1.54770343e+02 -1.42341175e+02  4.88281798e-01  1.55276529e+02
 -1.42810313e+02 -1.95130001e-02  1.54774431e+02 -1.42324960e+02
  4.78186263e-01  1.55280365e+02 -1.42811737e+02 -1.90027181e-02
  1.54779743e+02 -1.42351830e+02  4.72686027e-01  1.55278019e+02
 -1.42826757e+02 -2.25233136e-02  1.54779036e+02 -1.42328515e+02
  4.82320185e-01  1.55274806e+02 -1.42827391e+02 -2.60689966e-02
  1.54783001e+02 -1.42360276e+02  4.83501591e-01  1.55283606e+02
 -1.42842713e+02 -3.06549701e-03  1.54782206e+02 -1.42327519e+02
  4.74992969e-01  1.55281007e+02 -1.42828475e+02 -2.46287794e-02
  1.54771952e+02 -1.42334453e+02  4.59645131e-01  1.55271936e+02
 -1.42806311e+02 -1.43733662e-02  1.54777034e+02 -1.42328461e+02
  4.75962019e-01  1.55279032e+02 -1.42847257e+02 -2.22115104e-02
  1.54770475e+02 -1.42349581e+02  4.58718005e-01  1.55270890e+02
 -1.42843104e+02 -5.39918354e-02  1.54771884e+02 -1.42344767e+02
  4.52821321e-01  1.55276307e+02]
Niter:  3 row:  272 ngroup:  26 nlines:  6243 gd:  5746
[ 1.20955185e-10 -1.03177671e-05 -2.82814025e-01  1.61515803e+04
 -1.42811770e+02 -2.00439481e-02  1.54772792e+02 -1.42315589e+02
  4.65264109e-01  1.55269846e+02 -1.42823017e+02 -5.19227300e-02
  1.54767387e+02 -1.42306756e+02  4.89725501e-01  1.55276527e+02
 -1.42814171e+02 -3.84851198e-02  1.54784940e+02 -1.42323457e+02
  4.43553505e-01  1.55272142e+02 -1.42784644e+02 -3.52120153e-02
  1.54770343e+02 -1.42341175e+02  4.88281798e-01  1.55276529e+02
 -1.42810313e+02 -1.95130001e-02  1.54774431e+02 -1.42324960e+02
  4.78186263e-01  1.55280365e+02 -1.42811737e+02 -1.90027181e-02
  1.54779743e+02 -1.42351830e+02  4.72686027e-01  1.55278019e+02
 -1.42826757e+02 -2.25233136e-02  1.54779036e+02 -1.42328515e+02
  4.82320185e-01  1.55274806e+02 -1.42827391e+02 -2.60689966e-02
  1.54783001e+02 -1.42360276e+02  4.83501591e-01  1.55283606e+02
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  4.74992969e-01  1.55281007e+02 -1.42828475e+02 -2.46287794e-02
  1.54771952e+02 -1.42334453e+02  4.59645131e-01  1.55271936e+02
 -1.42806311e+02 -1.43733662e-02  1.54777034e+02 -1.42328461e+02
  4.75962019e-01  1.55279032e+02 -1.42847257e+02 -2.22115104e-02
  1.54770475e+02 -1.42349581e+02  4.58718005e-01  1.55270890e+02
 -1.42843104e+02 -5.39918354e-02  1.54771884e+02 -1.42344767e+02
  4.52821321e-01  1.55276307e+02]
res:  5746 -0.0008066281006904319 0.013851964944478823 0.021797041639482533
[ 1.21009097e-10 -1.03182834e-05 -2.82811649e-01  1.61515819e+04
 -1.42837571e+02 -1.47548811e-02  1.54787917e+02 -1.42341183e+02
  4.70495889e-01  1.55285024e+02 -1.42848814e+02 -5.00651568e-02
  1.54784400e+02 -1.42331740e+02  4.94755427e-01  1.55291665e+02
 -1.42840164e+02 -3.28780574e-02  1.54800068e+02 -1.42344045e+02
  4.48680053e-01  1.55287250e+02 -1.42810848e+02 -3.00116721e-02
  1.54785479e+02 -1.42366461e+02  4.93470702e-01  1.55291664e+02
 -1.42836188e+02 -1.44212998e-02  1.54789565e+02 -1.42350050e+02
  4.83130652e-01  1.55295535e+02 -1.42837954e+02 -1.37363331e-02
  1.54794859e+02 -1.42376514e+02  4.74468684e-01  1.55293136e+02
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  4.87339771e-01  1.55289928e+02 -1.42852822e+02 -2.07096778e-02
  1.54798156e+02 -1.42384839e+02  4.88552485e-01  1.55298731e+02
 -1.42867998e+02  2.34353690e-03  1.54797338e+02 -1.42353055e+02
  4.79993752e-01  1.55296139e+02 -1.42864678e+02 -2.25117349e-02
  1.54787081e+02 -1.42359511e+02  4.64911904e-01  1.55287025e+02
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  4.80836529e-01  1.55294208e+02 -1.42872194e+02 -1.66939201e-02
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 -1.42868970e+02 -5.21441388e-02  1.54786998e+02 -1.42369342e+02
  4.57792747e-01  1.55291430e+02]
Niter:  4 row:  272 ngroup:  26 nlines:  6243 gd:  5740
[ 1.21009097e-10 -1.03182834e-05 -2.82811649e-01  1.61515819e+04
 -1.42837571e+02 -1.47548811e-02  1.54787917e+02 -1.42341183e+02
  4.70495889e-01  1.55285024e+02 -1.42848814e+02 -5.00651568e-02
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 -1.42840164e+02 -3.28780574e-02  1.54800068e+02 -1.42344045e+02
  4.48680053e-01  1.55287250e+02 -1.42810848e+02 -3.00116721e-02
  1.54785479e+02 -1.42366461e+02  4.93470702e-01  1.55291664e+02
 -1.42836188e+02 -1.44212998e-02  1.54789565e+02 -1.42350050e+02
  4.83130652e-01  1.55295535e+02 -1.42837954e+02 -1.37363331e-02
  1.54794859e+02 -1.42376514e+02  4.74468684e-01  1.55293136e+02
 -1.42852583e+02 -1.72990491e-02  1.54794179e+02 -1.42353472e+02
  4.87339771e-01  1.55289928e+02 -1.42852822e+02 -2.07096778e-02
  1.54798156e+02 -1.42384839e+02  4.88552485e-01  1.55298731e+02
 -1.42867998e+02  2.34353690e-03  1.54797338e+02 -1.42353055e+02
  4.79993752e-01  1.55296139e+02 -1.42864678e+02 -2.25117349e-02
  1.54787081e+02 -1.42359511e+02  4.64911904e-01  1.55287025e+02
 -1.42831875e+02 -8.95138345e-03  1.54792181e+02 -1.42353667e+02
  4.80836529e-01  1.55294208e+02 -1.42872194e+02 -1.66939201e-02
  1.54785635e+02 -1.42375323e+02  4.63842293e-01  1.55286014e+02
 -1.42868970e+02 -5.21441388e-02  1.54786998e+02 -1.42369342e+02
  4.57792747e-01  1.55291430e+02]
res:  5740 -0.0008663158696435858 0.013886922759411391 0.021702780025191395
[ 1.21009109e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
Niter:  5 row:  272 ngroup:  26 nlines:  6243 gd:  5739
[ 1.21009109e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
res:  5739 -0.0008663250246172538 0.013886477587220725 0.021690152826454593
[ 1.21009132e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
Niter:  6 row:  272 ngroup:  26 nlines:  6243 gd:  5739
[ 1.21009132e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
res:  5739 -0.0008663154912937898 0.013886914672184503 0.021690152858902346
[ 1.21009109e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
Saving figure to  wave_resid_43670005_fiber272.png
Final values:
res:  -0.0008663154912937898 0.021690152858902346
pars:  [ 1.21009109e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
272 [ 1.21009109e-10 -1.03182844e-05 -2.82811677e-01  1.61515835e+04
 -1.42834487e+02 -9.48708910e-03  1.54794437e+02 -1.42333280e+02
  4.72705513e-01  1.55291430e+02 -1.42845840e+02 -4.43592212e-02
  1.54788920e+02 -1.42323867e+02  5.00379295e-01  1.55296221e+02
 -1.42832233e+02 -2.73119632e-02  1.54804625e+02 -1.42336403e+02
  4.54294053e-01  1.55291809e+02 -1.42802917e+02 -2.44138092e-02
  1.54790037e+02 -1.42358566e+02  4.99076259e-01  1.55296223e+02
 -1.42833116e+02 -8.80632163e-03  1.54794120e+02 -1.42342217e+02
  4.88762277e-01  1.55300086e+02 -1.42834826e+02 -5.10512778e-03
  1.54799421e+02 -1.42374170e+02  4.80187747e-01  1.55297694e+02
 -1.42849665e+02 -1.51885459e-02  1.54798734e+02 -1.42345679e+02
  4.92961227e-01  1.55294479e+02 -1.42844980e+02 -1.51155599e-02
  1.54802704e+02 -1.42377044e+02  4.94171638e-01  1.55303292e+02
 -1.42864952e+02  7.93565066e-03  1.54801897e+02 -1.42345204e+02
  4.85620536e-01  1.55300697e+02 -1.42856345e+02 -2.01463223e-02
  1.54791638e+02 -1.42351682e+02  4.70512831e-01  1.55291588e+02
 -1.42823992e+02 -3.35614616e-03  1.54796734e+02 -1.42345825e+02
  4.89301324e-01  1.55298756e+02 -1.42864358e+02 -1.11106343e-02
  1.54790185e+02 -1.42367409e+02  4.69456694e-01  1.55290567e+02
 -1.42861065e+02 -4.33879071e-02  1.54791558e+02 -1.42361499e+02
  4.63420330e-01  1.55293950e+02]
--- Row 274/300 row=273 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  273
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=273 ---
Niter:  0 row:  273 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.0021294990729074925 0.013312920760654379 0.034532807520560246
[ 1.21240428e-10 -1.03191419e-05 -2.82817170e-01  1.61516454e+04
 -1.42754826e+02  7.52554684e-14  1.54750662e+02]
Niter:  1 row:  273 ngroup:  1 nlines:  239 gd:  219
[ 1.21240428e-10 -1.03191419e-05 -2.82817170e-01  1.61516454e+04
 -1.42754826e+02  7.52554684e-14  1.54750662e+02]
res:  219 0.0001993823825614527 0.013431941164526506 0.021568432969478284
[ 1.20979282e-10 -1.03190470e-05 -2.82810893e-01  1.61516465e+04
 -1.42814543e+02  5.83937288e-11  1.54785484e+02]
Niter:  2 row:  273 ngroup:  1 nlines:  239 gd:  220
[ 1.20979282e-10 -1.03190470e-05 -2.82810893e-01  1.61516465e+04
 -1.42814543e+02  5.83937288e-11  1.54785484e+02]
res:  220 6.081167703086976e-05 0.013452763350869645 0.021862470591903063
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
Niter:  3 row:  273 ngroup:  1 nlines:  239 gd:  220
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
res:  220 6.081167703086976e-05 0.013452763350869645 0.021862470591903063
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
Niter:  4 row:  273 ngroup:  1 nlines:  239 gd:  220
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
res:  220 6.081167703086976e-05 0.013452763350869645 0.021862470591903063
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
Niter:  5 row:  273 ngroup:  1 nlines:  239 gd:  220
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
res:  220 6.081167703086976e-05 0.013452763350869645 0.021862470591903063
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
Niter:  6 row:  273 ngroup:  1 nlines:  239 gd:  220
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
res:  220 6.081167703086976e-05 0.013452763350869645 0.021862470591903063
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
Final values:
res:  6.081167703086976e-05 0.021862470591903063
pars:  [ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
273 [ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02]
elapsed: 2.9 sec.
Niter:  0 row:  273 ngroup:  26 nlines:  6236 gd:  6236
[ 1.20878965e-10 -1.03190008e-05 -2.82809429e-01  1.61516456e+04
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02 -1.42825323e+02  1.36067704e-10
  1.54789630e+02 -1.42825323e+02  1.36067704e-10  1.54789630e+02
 -1.42825323e+02  1.36067704e-10  1.54789630e+02 -1.42825323e+02
  1.36067704e-10  1.54789630e+02]
res:  6236 0.0007425157800753368 0.014734345097167534 0.0346653020079183
[ 1.20878953e-10 -1.03189997e-05 -2.82809457e-01  1.61516472e+04
 -1.42796092e+02  5.86930696e-03  1.54796304e+02 -1.42300633e+02
  5.00311834e-01  1.55296391e+02 -1.42810524e+02  3.54216367e-03
  1.54791045e+02 -1.42318460e+02  4.83722301e-01  1.55301417e+02
 -1.42781092e+02 -1.17031337e-02  1.54805451e+02 -1.42311341e+02
  5.09439471e-01  1.55288023e+02 -1.42797456e+02 -1.90588715e-02
  1.54790030e+02 -1.42314773e+02  4.90732769e-01  1.55295042e+02
 -1.42808838e+02 -9.93190447e-03  1.54798378e+02 -1.42301178e+02
  5.09656312e-01  1.55292014e+02 -1.42813181e+02 -8.29528044e-03
  1.54796015e+02 -1.42322379e+02  4.99281618e-01  1.55285164e+02
 -1.42779583e+02 -3.57554102e-02  1.54797677e+02 -1.42316208e+02
  4.70331304e-01  1.55287191e+02 -1.42790765e+02 -2.35246962e-02
  1.54795620e+02 -1.42314784e+02  5.03032525e-01  1.55296504e+02
 -1.42792381e+02 -2.44214986e-02  1.54800516e+02 -1.42318622e+02
  4.93282583e-01  1.55292973e+02 -1.42806325e+02 -2.32140188e-02
  1.54788017e+02 -1.42326225e+02  4.87499868e-01  1.55296439e+02
 -1.42801376e+02  1.24620415e-02  1.54790949e+02 -1.42305960e+02
  4.88215639e-01  1.55301494e+02 -1.42820177e+02 -1.40114416e-02
  1.54783363e+02 -1.42306955e+02  4.80548962e-01  1.55297224e+02
 -1.42807363e+02 -8.98696866e-03  1.54787834e+02 -1.42311559e+02
  5.12554989e-01  1.55300598e+02]
Niter:  1 row:  273 ngroup:  26 nlines:  6236 gd:  5766
[ 1.20878953e-10 -1.03189997e-05 -2.82809457e-01  1.61516472e+04
 -1.42796092e+02  5.86930696e-03  1.54796304e+02 -1.42300633e+02
  5.00311834e-01  1.55296391e+02 -1.42810524e+02  3.54216367e-03
  1.54791045e+02 -1.42318460e+02  4.83722301e-01  1.55301417e+02
 -1.42781092e+02 -1.17031337e-02  1.54805451e+02 -1.42311341e+02
  5.09439471e-01  1.55288023e+02 -1.42797456e+02 -1.90588715e-02
  1.54790030e+02 -1.42314773e+02  4.90732769e-01  1.55295042e+02
 -1.42808838e+02 -9.93190447e-03  1.54798378e+02 -1.42301178e+02
  5.09656312e-01  1.55292014e+02 -1.42813181e+02 -8.29528044e-03
  1.54796015e+02 -1.42322379e+02  4.99281618e-01  1.55285164e+02
 -1.42779583e+02 -3.57554102e-02  1.54797677e+02 -1.42316208e+02
  4.70331304e-01  1.55287191e+02 -1.42790765e+02 -2.35246962e-02
  1.54795620e+02 -1.42314784e+02  5.03032525e-01  1.55296504e+02
 -1.42792381e+02 -2.44214986e-02  1.54800516e+02 -1.42318622e+02
  4.93282583e-01  1.55292973e+02 -1.42806325e+02 -2.32140188e-02
  1.54788017e+02 -1.42326225e+02  4.87499868e-01  1.55296439e+02
 -1.42801376e+02  1.24620415e-02  1.54790949e+02 -1.42305960e+02
  4.88215639e-01  1.55301494e+02 -1.42820177e+02 -1.40114416e-02
  1.54783363e+02 -1.42306955e+02  4.80548962e-01  1.55297224e+02
 -1.42807363e+02 -8.98696866e-03  1.54787834e+02 -1.42311559e+02
  5.12554989e-01  1.55300598e+02]
res:  5766 -0.0004114133225812111 0.014586883367883274 0.023367787174288685
[ 1.20878941e-10 -1.03189987e-05 -2.82809485e-01  1.61516488e+04
 -1.42806482e+02  1.44646810e-02  1.54800962e+02 -1.42310422e+02
  4.85519417e-01  1.55296537e+02 -1.42805838e+02 -4.33614006e-03
  1.54786044e+02 -1.42313065e+02  4.87724714e-01  1.55301076e+02
 -1.42780288e+02  3.24816141e-03  1.54804063e+02 -1.42321196e+02
  5.02787031e-01  1.55290803e+02 -1.42796146e+02 -1.48858805e-02
  1.54795562e+02 -1.42303894e+02  4.90025380e-01  1.55301451e+02
 -1.42804928e+02 -5.64370327e-04  1.54799417e+02 -1.42302821e+02
  5.01905723e-01  1.55291827e+02 -1.42818556e+02  5.66450606e-03
  1.54795998e+02 -1.42313469e+02  4.98942990e-01  1.55291677e+02
 -1.42814422e+02 -2.90157321e-02  1.54803408e+02 -1.42308130e+02
  4.75277544e-01  1.55296817e+02 -1.42797141e+02 -1.63886014e-02
  1.54796715e+02 -1.42312175e+02  5.03002274e-01  1.55302435e+02
 -1.42804691e+02 -2.11033449e-02  1.54799360e+02 -1.42317155e+02
  4.86699054e-01  1.55299035e+02 -1.42810004e+02 -1.20992399e-02
  1.54787372e+02 -1.42311365e+02  4.90592726e-01  1.55301358e+02
 -1.42800241e+02 -2.88063946e-03  1.54796959e+02 -1.42306259e+02
  4.81552644e-01  1.55301993e+02 -1.42817253e+02 -1.45505230e-02
  1.54786033e+02 -1.42322140e+02  4.98096014e-01  1.55294451e+02
 -1.42800252e+02 -9.12636581e-03  1.54787606e+02 -1.42315393e+02
  5.15463484e-01  1.55303598e+02]
Niter:  2 row:  273 ngroup:  26 nlines:  6236 gd:  5750
[ 1.20878941e-10 -1.03189987e-05 -2.82809485e-01  1.61516488e+04
 -1.42806482e+02  1.44646810e-02  1.54800962e+02 -1.42310422e+02
  4.85519417e-01  1.55296537e+02 -1.42805838e+02 -4.33614006e-03
  1.54786044e+02 -1.42313065e+02  4.87724714e-01  1.55301076e+02
 -1.42780288e+02  3.24816141e-03  1.54804063e+02 -1.42321196e+02
  5.02787031e-01  1.55290803e+02 -1.42796146e+02 -1.48858805e-02
  1.54795562e+02 -1.42303894e+02  4.90025380e-01  1.55301451e+02
 -1.42804928e+02 -5.64370327e-04  1.54799417e+02 -1.42302821e+02
  5.01905723e-01  1.55291827e+02 -1.42818556e+02  5.66450606e-03
  1.54795998e+02 -1.42313469e+02  4.98942990e-01  1.55291677e+02
 -1.42814422e+02 -2.90157321e-02  1.54803408e+02 -1.42308130e+02
  4.75277544e-01  1.55296817e+02 -1.42797141e+02 -1.63886014e-02
  1.54796715e+02 -1.42312175e+02  5.03002274e-01  1.55302435e+02
 -1.42804691e+02 -2.11033449e-02  1.54799360e+02 -1.42317155e+02
  4.86699054e-01  1.55299035e+02 -1.42810004e+02 -1.20992399e-02
  1.54787372e+02 -1.42311365e+02  4.90592726e-01  1.55301358e+02
 -1.42800241e+02 -2.88063946e-03  1.54796959e+02 -1.42306259e+02
  4.81552644e-01  1.55301993e+02 -1.42817253e+02 -1.45505230e-02
  1.54786033e+02 -1.42322140e+02  4.98096014e-01  1.55294451e+02
 -1.42800252e+02 -9.12636581e-03  1.54787606e+02 -1.42315393e+02
  5.15463484e-01  1.55303598e+02]
res:  5750 -0.00041594709273340413 0.014432004008995136 0.023128368670867115
[ 1.20878953e-10 -1.03189977e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728194e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92941434e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950765e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339653e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
Niter:  3 row:  273 ngroup:  26 nlines:  6236 gd:  5744
[ 1.20878953e-10 -1.03189977e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728194e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92941434e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950765e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339653e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
res:  5744 -0.00042380574814160354 0.014429597800699412 0.02304623469657846
[ 1.20881198e-10 -1.03189977e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728194e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92941434e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
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  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339653e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
Niter:  4 row:  273 ngroup:  26 nlines:  6236 gd:  5744
[ 1.20881198e-10 -1.03189977e-05 -2.82809514e-01  1.61516504e+04
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 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92941434e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
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  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339653e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
res:  5744 -0.00042811277216969756 0.014430580314183317 0.023046189987248094
[ 1.20881198e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
Niter:  5 row:  273 ngroup:  26 nlines:  6236 gd:  5744
[ 1.20881198e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
res:  5744 -0.00042699188816186506 0.014430369678848365 0.023046189662684954
[ 1.20881041e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
Niter:  6 row:  273 ngroup:  26 nlines:  6236 gd:  5744
[ 1.20881041e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
res:  5744 -0.00042811949151655426 0.014430582886234333 0.023046189838214732
[ 1.20881198e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
Saving figure to  wave_resid_43670005_fiber273.png
Final values:
res:  -0.00042811949151655426 0.023046189838214732
pars:  [ 1.20881198e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
273 [ 1.20881198e-10 -1.03189966e-05 -2.82809514e-01  1.61516504e+04
 -1.42804389e+02  2.01763360e-02  1.54805719e+02 -1.42309650e+02
  4.91238070e-01  1.55301300e+02 -1.42798840e+02 -1.96831431e-03
  1.54790806e+02 -1.42306055e+02  4.93441710e-01  1.55305842e+02
 -1.42773306e+02  1.22703031e-02  1.54808819e+02 -1.42314223e+02
  5.08484421e-01  1.55295572e+02 -1.42784396e+02 -9.17609037e-03
  1.54802433e+02 -1.42296936e+02  4.95728191e-01  1.55306217e+02
 -1.42797957e+02  8.59907937e-03  1.54804187e+02 -1.42295834e+02
  5.04276551e-01  1.55296595e+02 -1.42821865e+02  1.13772880e-02
  1.54800767e+02 -1.42306491e+02  5.04662945e-01  1.55296448e+02
 -1.42807422e+02 -2.33066017e-02  1.54808171e+02 -1.42301169e+02
  4.80997814e-01  1.55301577e+02 -1.42790128e+02 -7.17735217e-03
  1.54801482e+02 -1.42305153e+02  5.08707466e-01  1.55307195e+02
 -1.42797719e+02 -1.53844828e-02  1.54804125e+02 -1.42310183e+02
  4.92402325e-01  1.55303790e+02 -1.42803034e+02 -2.92940849e-03
  1.54789976e+02 -1.42304384e+02  4.96309199e-01  1.55306117e+02
 -1.42793260e+02 -5.97950759e-04  1.54803807e+02 -1.42304338e+02
  4.84150405e-01  1.55306760e+02 -1.42816062e+02 -8.83912208e-03
  1.54790793e+02 -1.42326449e+02  5.03816927e-01  1.55299213e+02
 -1.42793269e+02 -3.43339652e-03  1.54792377e+02 -1.42308397e+02
  5.21158361e-01  1.55308352e+02]
--- Row 275/300 row=274 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  274
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=274 ---
Niter:  0 row:  274 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0004235386586515233 0.013331164935152628 0.030610977792906627
[ 1.20893704e-10 -1.03178248e-05 -2.82806069e-01  1.61516109e+04
 -1.42885592e+02  1.07576847e-13  1.54782235e+02]
Niter:  1 row:  274 ngroup:  1 nlines:  238 gd:  226
[ 1.20893704e-10 -1.03178248e-05 -2.82806069e-01  1.61516109e+04
 -1.42885592e+02  1.07576847e-13  1.54782235e+02]
res:  226 -0.0014673058531116112 0.013568818763815216 0.021411466500424654
[ 1.21162696e-10 -1.03176303e-05 -2.82807679e-01  1.61516145e+04
 -1.42871406e+02 -5.59511354e-12  1.54795495e+02]
Niter:  2 row:  274 ngroup:  1 nlines:  238 gd:  227
[ 1.21162696e-10 -1.03176303e-05 -2.82807679e-01  1.61516145e+04
 -1.42871406e+02 -5.59511354e-12  1.54795495e+02]
res:  227 -0.0013794511714877444 0.013262608421428013 0.021647064743240078
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
Niter:  3 row:  274 ngroup:  1 nlines:  238 gd:  227
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
res:  227 -0.0013794511714877444 0.013262608421428013 0.021647064743240078
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
Niter:  4 row:  274 ngroup:  1 nlines:  238 gd:  227
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
res:  227 -0.0013794511714877444 0.013262608421428013 0.021647064743240078
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
Niter:  5 row:  274 ngroup:  1 nlines:  238 gd:  227
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
res:  227 -0.0013794511714877444 0.013262608421428013 0.021647064743240078
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
Niter:  6 row:  274 ngroup:  1 nlines:  238 gd:  227
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
res:  227 -0.0013794511714877444 0.013262608421428013 0.021647064743240078
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
Final values:
res:  -0.0013794511714877444 0.021647064743240078
pars:  [ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
274 [ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02]
elapsed: 2.9 sec.
Niter:  0 row:  274 ngroup:  26 nlines:  6302 gd:  6302
[ 1.21279638e-10 -1.03176590e-05 -2.82809441e-01  1.61516152e+04
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02 -1.42859093e+02  1.39691827e-10
  1.54789819e+02 -1.42859093e+02  1.39691827e-10  1.54789819e+02
 -1.42859093e+02  1.39691827e-10  1.54789819e+02 -1.42859093e+02
  1.39691827e-10  1.54789819e+02]
res:  6302 -9.579955803928897e-05 0.014537435979036673 0.03486809546684011
[ 1.21279626e-10 -1.03176600e-05 -2.82809469e-01  1.61516168e+04
 -1.42847341e+02  2.12812596e-02  1.54794784e+02 -1.42328254e+02
  4.98799613e-01  1.55307977e+02 -1.42826309e+02 -2.13509818e-02
  1.54803397e+02 -1.42356527e+02  4.98323472e-01  1.55305951e+02
 -1.42835815e+02 -1.14302242e-02  1.54800635e+02 -1.42332486e+02
  4.85759833e-01  1.55307662e+02 -1.42832405e+02 -2.83419206e-03
  1.54803958e+02 -1.42349192e+02  4.96986981e-01  1.55299125e+02
 -1.42857375e+02  3.74357085e-03  1.54797395e+02 -1.42337583e+02
  5.00196660e-01  1.55301451e+02 -1.42845496e+02  9.28933569e-03
  1.54798883e+02 -1.42323025e+02  4.94820076e-01  1.55293346e+02
 -1.42834593e+02  2.81156443e-03  1.54802510e+02 -1.42330908e+02
  4.92439023e-01  1.55318941e+02 -1.42854718e+02  9.02782575e-03
  1.54805627e+02 -1.42344406e+02  5.01212532e-01  1.55302855e+02
 -1.42830351e+02 -4.21535564e-03  1.54802333e+02 -1.42314118e+02
  4.85466876e-01  1.55308412e+02 -1.42857745e+02 -1.79005116e-02
  1.54789197e+02 -1.42331999e+02  4.76072844e-01  1.55288880e+02
 -1.42852044e+02 -1.94614263e-03  1.54801633e+02 -1.42347780e+02
  5.06002560e-01  1.55305727e+02 -1.42868285e+02 -9.61721056e-03
  1.54786902e+02 -1.42370090e+02  4.81970389e-01  1.55293748e+02
 -1.42839368e+02  1.09575279e-02  1.54800092e+02 -1.42359971e+02
  4.72394921e-01  1.55302571e+02]
Niter:  1 row:  274 ngroup:  26 nlines:  6302 gd:  5829
[ 1.21279626e-10 -1.03176600e-05 -2.82809469e-01  1.61516168e+04
 -1.42847341e+02  2.12812596e-02  1.54794784e+02 -1.42328254e+02
  4.98799613e-01  1.55307977e+02 -1.42826309e+02 -2.13509818e-02
  1.54803397e+02 -1.42356527e+02  4.98323472e-01  1.55305951e+02
 -1.42835815e+02 -1.14302242e-02  1.54800635e+02 -1.42332486e+02
  4.85759833e-01  1.55307662e+02 -1.42832405e+02 -2.83419206e-03
  1.54803958e+02 -1.42349192e+02  4.96986981e-01  1.55299125e+02
 -1.42857375e+02  3.74357085e-03  1.54797395e+02 -1.42337583e+02
  5.00196660e-01  1.55301451e+02 -1.42845496e+02  9.28933569e-03
  1.54798883e+02 -1.42323025e+02  4.94820076e-01  1.55293346e+02
 -1.42834593e+02  2.81156443e-03  1.54802510e+02 -1.42330908e+02
  4.92439023e-01  1.55318941e+02 -1.42854718e+02  9.02782575e-03
  1.54805627e+02 -1.42344406e+02  5.01212532e-01  1.55302855e+02
 -1.42830351e+02 -4.21535564e-03  1.54802333e+02 -1.42314118e+02
  4.85466876e-01  1.55308412e+02 -1.42857745e+02 -1.79005116e-02
  1.54789197e+02 -1.42331999e+02  4.76072844e-01  1.55288880e+02
 -1.42852044e+02 -1.94614263e-03  1.54801633e+02 -1.42347780e+02
  5.06002560e-01  1.55305727e+02 -1.42868285e+02 -9.61721056e-03
  1.54786902e+02 -1.42370090e+02  4.81970389e-01  1.55293748e+02
 -1.42839368e+02  1.09575279e-02  1.54800092e+02 -1.42359971e+02
  4.72394921e-01  1.55302571e+02]
res:  5829 -0.0008304277898787404 0.014623939685407095 0.023206240273921756
[ 1.21279614e-10 -1.03176590e-05 -2.82809498e-01  1.61516184e+04
 -1.42840354e+02  1.16754395e-02  1.54799302e+02 -1.42325792e+02
  4.91163403e-01  1.55308326e+02 -1.42807676e+02  4.75045430e-03
  1.54811088e+02 -1.42344697e+02  5.11702952e-01  1.55306511e+02
 -1.42828631e+02 -1.44308770e-02  1.54809050e+02 -1.42337809e+02
  4.82913707e-01  1.55311277e+02 -1.42816099e+02 -3.40367710e-03
  1.54811868e+02 -1.42348656e+02  4.96817298e-01  1.55301355e+02
 -1.42840524e+02  9.67600063e-03  1.54808589e+02 -1.42324568e+02
  4.91542669e-01  1.55295834e+02 -1.42835232e+02 -2.58607474e-03
  1.54802690e+02 -1.42323186e+02  5.04551180e-01  1.55305334e+02
 -1.42838252e+02 -1.24442040e-02  1.54804224e+02 -1.42292176e+02
  4.92942727e-01  1.55322863e+02 -1.42858538e+02  7.34802951e-03
  1.54815995e+02 -1.42342098e+02  4.92620639e-01  1.55304597e+02
 -1.42843939e+02 -3.98910287e-03  1.54805645e+02 -1.42310024e+02
  5.07242942e-01  1.55312385e+02 -1.42863592e+02 -1.84236039e-02
  1.54794856e+02 -1.42350686e+02  4.71287235e-01  1.55290375e+02
 -1.42859172e+02 -2.38062712e-03  1.54801494e+02 -1.42353808e+02
  5.04843127e-01  1.55308420e+02 -1.42850102e+02 -8.33381931e-03
  1.54791662e+02 -1.42338421e+02  4.80357027e-01  1.55293679e+02
 -1.42836602e+02 -1.53320643e-02  1.54800755e+02 -1.42361990e+02
  4.84955404e-01  1.55310245e+02]
Niter:  2 row:  274 ngroup:  26 nlines:  6302 gd:  5840
[ 1.21279614e-10 -1.03176590e-05 -2.82809498e-01  1.61516184e+04
 -1.42840354e+02  1.16754395e-02  1.54799302e+02 -1.42325792e+02
  4.91163403e-01  1.55308326e+02 -1.42807676e+02  4.75045430e-03
  1.54811088e+02 -1.42344697e+02  5.11702952e-01  1.55306511e+02
 -1.42828631e+02 -1.44308770e-02  1.54809050e+02 -1.42337809e+02
  4.82913707e-01  1.55311277e+02 -1.42816099e+02 -3.40367710e-03
  1.54811868e+02 -1.42348656e+02  4.96817298e-01  1.55301355e+02
 -1.42840524e+02  9.67600063e-03  1.54808589e+02 -1.42324568e+02
  4.91542669e-01  1.55295834e+02 -1.42835232e+02 -2.58607474e-03
  1.54802690e+02 -1.42323186e+02  5.04551180e-01  1.55305334e+02
 -1.42838252e+02 -1.24442040e-02  1.54804224e+02 -1.42292176e+02
  4.92942727e-01  1.55322863e+02 -1.42858538e+02  7.34802951e-03
  1.54815995e+02 -1.42342098e+02  4.92620639e-01  1.55304597e+02
 -1.42843939e+02 -3.98910287e-03  1.54805645e+02 -1.42310024e+02
  5.07242942e-01  1.55312385e+02 -1.42863592e+02 -1.84236039e-02
  1.54794856e+02 -1.42350686e+02  4.71287235e-01  1.55290375e+02
 -1.42859172e+02 -2.38062712e-03  1.54801494e+02 -1.42353808e+02
  5.04843127e-01  1.55308420e+02 -1.42850102e+02 -8.33381931e-03
  1.54791662e+02 -1.42338421e+02  4.80357027e-01  1.55293679e+02
 -1.42836602e+02 -1.53320643e-02  1.54800755e+02 -1.42361990e+02
  4.84955404e-01  1.55310245e+02]
res:  5840 -0.0008068181277849362 0.014670592170659802 0.02332602673056317
[ 1.21279602e-10 -1.03176600e-05 -2.82809526e-01  1.61516200e+04
 -1.42833404e+02  1.73732134e-02  1.54804027e+02 -1.42318833e+02
  4.90103657e-01  1.55313057e+02 -1.42800732e+02  1.04477657e-02
  1.54817759e+02 -1.42337787e+02  5.20480510e-01  1.55309301e+02
 -1.42821699e+02 -1.21237076e-02  1.54813776e+02 -1.42330870e+02
  4.85830848e-01  1.55316002e+02 -1.42809128e+02 -1.02071545e-03
  1.54818540e+02 -1.42341722e+02  5.02542407e-01  1.55306083e+02
 -1.42833579e+02  1.87365429e-02  1.54815386e+02 -1.42317632e+02
  4.94170249e-01  1.55298467e+02 -1.42828261e+02  3.85322399e-04
  1.54807429e+02 -1.42316234e+02  5.10252771e-01  1.55310054e+02
 -1.42831293e+02 -6.73347233e-03  1.54808957e+02 -1.42280467e+02
  4.98658713e-01  1.55329635e+02 -1.42851610e+02  1.30568924e-02
  1.54820725e+02 -1.42335168e+02  4.98326442e-01  1.55309324e+02
 -1.42841635e+02  1.71893279e-03  1.54810375e+02 -1.42303089e+02
  5.12943512e-01  1.55317103e+02 -1.42856655e+02 -1.27218963e-02
  1.54799586e+02 -1.42348828e+02  4.73241260e-01  1.55295105e+02
 -1.42852231e+02  1.27881080e-04  1.54806226e+02 -1.42346867e+02
  5.10552874e-01  1.55313146e+02 -1.42838342e+02 -5.69813741e-03
  1.54798292e+02 -1.42320988e+02  4.86055677e-01  1.55298408e+02
 -1.42829675e+02 -9.61878077e-03  1.54805480e+02 -1.42355034e+02
  4.90680615e-01  1.55314970e+02]
Niter:  3 row:  274 ngroup:  26 nlines:  6302 gd:  5844
[ 1.21279602e-10 -1.03176600e-05 -2.82809526e-01  1.61516200e+04
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  4.90103657e-01  1.55313057e+02 -1.42800732e+02  1.04477657e-02
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  4.85830848e-01  1.55316002e+02 -1.42809128e+02 -1.02071545e-03
  1.54818540e+02 -1.42341722e+02  5.02542407e-01  1.55306083e+02
 -1.42833579e+02  1.87365429e-02  1.54815386e+02 -1.42317632e+02
  4.94170249e-01  1.55298467e+02 -1.42828261e+02  3.85322399e-04
  1.54807429e+02 -1.42316234e+02  5.10252771e-01  1.55310054e+02
 -1.42831293e+02 -6.73347233e-03  1.54808957e+02 -1.42280467e+02
  4.98658713e-01  1.55329635e+02 -1.42851610e+02  1.30568924e-02
  1.54820725e+02 -1.42335168e+02  4.98326442e-01  1.55309324e+02
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  5.12943512e-01  1.55317103e+02 -1.42856655e+02 -1.27218963e-02
  1.54799586e+02 -1.42348828e+02  4.73241260e-01  1.55295105e+02
 -1.42852231e+02  1.27881080e-04  1.54806226e+02 -1.42346867e+02
  5.10552874e-01  1.55313146e+02 -1.42838342e+02 -5.69813741e-03
  1.54798292e+02 -1.42320988e+02  4.86055677e-01  1.55298408e+02
 -1.42829675e+02 -9.61878077e-03  1.54805480e+02 -1.42355034e+02
  4.90680615e-01  1.55314970e+02]
res:  5844 -0.000636712151390384 0.014716337080244557 0.02337640953206184
[ 1.21255599e-10 -1.03176600e-05 -2.82809526e-01  1.61516200e+04
 -1.42833404e+02  1.73732134e-02  1.54804027e+02 -1.42318833e+02
  4.90103657e-01  1.55313057e+02 -1.42800732e+02  1.04477657e-02
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 -1.42821699e+02 -1.21237076e-02  1.54813776e+02 -1.42330870e+02
  4.85830848e-01  1.55316002e+02 -1.42809128e+02 -1.02071545e-03
  1.54818540e+02 -1.42341722e+02  5.02542407e-01  1.55306083e+02
 -1.42833579e+02  1.87365429e-02  1.54815386e+02 -1.42317632e+02
  4.94170249e-01  1.55298467e+02 -1.42828261e+02  3.85322399e-04
  1.54807429e+02 -1.42316234e+02  5.10252771e-01  1.55310054e+02
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  4.98658713e-01  1.55329635e+02 -1.42851610e+02  1.30568924e-02
  1.54820725e+02 -1.42335168e+02  4.98326442e-01  1.55309324e+02
 -1.42841635e+02  1.71893279e-03  1.54810375e+02 -1.42303089e+02
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  1.54799586e+02 -1.42348828e+02  4.73241260e-01  1.55295105e+02
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 -1.42829675e+02 -9.61878077e-03  1.54805480e+02 -1.42355034e+02
  4.90680615e-01  1.55314970e+02]
Niter:  4 row:  274 ngroup:  26 nlines:  6302 gd:  5846
[ 1.21255599e-10 -1.03176600e-05 -2.82809526e-01  1.61516200e+04
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 -1.42841635e+02  1.71893279e-03  1.54810375e+02 -1.42303089e+02
  5.12943512e-01  1.55317103e+02 -1.42856655e+02 -1.27218963e-02
  1.54799586e+02 -1.42348828e+02  4.73241260e-01  1.55295105e+02
 -1.42852231e+02  1.27881080e-04  1.54806226e+02 -1.42346867e+02
  5.10552874e-01  1.55313146e+02 -1.42838342e+02 -5.69813741e-03
  1.54798292e+02 -1.42320988e+02  4.86055677e-01  1.55298408e+02
 -1.42829675e+02 -9.61878077e-03  1.54805480e+02 -1.42355034e+02
  4.90680615e-01  1.55314970e+02]
res:  5846 -0.0007946572732180357 0.014678564720270515 0.02339893792772302
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  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
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 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
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 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
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 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
Niter:  5 row:  274 ngroup:  26 nlines:  6302 gd:  5845
[ 1.21255587e-10 -1.03176590e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
res:  5845 -0.0006696078880850109 0.014717733582983783 0.023384173462082526
[ 1.21240737e-10 -1.03176590e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
Niter:  6 row:  274 ngroup:  26 nlines:  6302 gd:  5845
[ 1.21240737e-10 -1.03176590e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
res:  5845 -0.0007648751698070555 0.014724797312737792 0.02338417690346436
[ 1.21240943e-10 -1.03176416e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
Saving figure to  wave_resid_43670005_fiber274.png
Final values:
res:  -0.0007648751698070555 0.02338417690346436
pars:  [ 1.21240943e-10 -1.03176416e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
274 [ 1.21240943e-10 -1.03176416e-05 -2.82809554e-01  1.61516216e+04
 -1.42825422e+02  2.30847780e-02  1.54807818e+02 -1.42310832e+02
  4.95796505e-01  1.55316868e+02 -1.42792771e+02  1.61505119e-02
  1.54821554e+02 -1.42329927e+02  5.26184387e-01  1.55313126e+02
 -1.42813769e+02 -6.40965143e-03  1.54817572e+02 -1.42322929e+02
  4.91545892e-01  1.55319793e+02 -1.42801085e+02  4.68781547e-03
  1.54822375e+02 -1.42333788e+02  5.08268066e-01  1.55309884e+02
 -1.42825610e+02  2.44421846e-02  1.54819186e+02 -1.42309692e+02
  4.96920254e-01  1.55302262e+02 -1.42815120e+02  6.10344183e-03
  1.54811272e+02 -1.42308241e+02  5.15956786e-01  1.55313820e+02
 -1.42823283e+02 -4.16639451e-03  1.54812787e+02 -1.42272548e+02
  5.04379537e-01  1.55333409e+02 -1.42843693e+02  1.87761285e-02
  1.54824537e+02 -1.42327239e+02  5.04033862e-01  1.55313122e+02
 -1.42833723e+02  7.42736089e-03  1.54814189e+02 -1.42295149e+02
  5.18646589e-01  1.55320872e+02 -1.42848707e+02 -7.01970471e-03
  1.54803398e+02 -1.42340915e+02  4.75854739e-01  1.55298909e+02
 -1.42844275e+02  5.82350990e-03  1.54810046e+02 -1.42338908e+02
  5.16260448e-01  1.55316935e+02 -1.42830406e+02 -3.22139558e-03
  1.54802087e+02 -1.42313012e+02  4.91763028e-01  1.55302216e+02
 -1.42821754e+02 -3.90093530e-03  1.54811322e+02 -1.42347034e+02
  4.96400989e-01  1.55318762e+02]
--- Row 276/300 row=275 ---
--- Row 277/300 row=276 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  276
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=276 ---
Niter:  0 row:  276 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.00098724466170097 0.014732364433257317 0.03456238030769659
[ 1.21559376e-10 -1.03188121e-05 -2.82811763e-01  1.61516910e+04
 -1.42746905e+02 -7.07566623e-14  1.54788277e+02]
Niter:  1 row:  276 ngroup:  1 nlines:  238 gd:  224
[ 1.21559376e-10 -1.03188121e-05 -2.82811763e-01  1.61516910e+04
 -1.42746905e+02 -7.07566623e-14  1.54788277e+02]
res:  224 -0.0007309204183911788 0.015227355691422417 0.024083154457486662
[ 1.21560422e-10 -1.03183882e-05 -2.82810944e-01  1.61516887e+04
 -1.42767351e+02  6.34079202e-12  1.54788140e+02]
Niter:  2 row:  276 ngroup:  1 nlines:  238 gd:  224
[ 1.21560422e-10 -1.03183882e-05 -2.82810944e-01  1.61516887e+04
 -1.42767351e+02  6.34079202e-12  1.54788140e+02]
res:  224 -0.00023070594761520624 0.015009377695605508 0.02401937960923568
[ 1.21640135e-10 -1.03184512e-05 -2.82812332e-01  1.61516868e+04
 -1.42768344e+02 -1.50556599e-11  1.54774797e+02]
Niter:  3 row:  276 ngroup:  1 nlines:  238 gd:  225
[ 1.21640135e-10 -1.03184512e-05 -2.82812332e-01  1.61516868e+04
 -1.42768344e+02 -1.50556599e-11  1.54774797e+02]
res:  225 -0.00045838856840418885 0.014733252620317216 0.02435953522366065
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
Niter:  4 row:  276 ngroup:  1 nlines:  238 gd:  225
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
res:  225 -0.00045838856840418885 0.014733252620317216 0.02435953522366065
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
Niter:  5 row:  276 ngroup:  1 nlines:  238 gd:  225
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
res:  225 -0.00045838856840418885 0.014733252620317216 0.02435953522366065
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
Niter:  6 row:  276 ngroup:  1 nlines:  238 gd:  225
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
res:  225 -0.00045838856840418885 0.014733252620317216 0.02435953522366065
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
Final values:
res:  -0.00045838856840418885 0.02435953522366065
pars:  [ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
276 [ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02]
elapsed: 2.9 sec.
Niter:  0 row:  276 ngroup:  26 nlines:  6247 gd:  6247
[ 1.21499922e-10 -1.03184129e-05 -2.82810248e-01  1.61516858e+04
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02 -1.42783396e+02 -1.71277504e-11
  1.54781118e+02 -1.42783396e+02 -1.71277504e-11  1.54781118e+02
 -1.42783396e+02 -1.71277504e-11  1.54781118e+02 -1.42783396e+02
 -1.71277504e-11  1.54781118e+02]
res:  6247 0.00030155598324199673 0.015062565915286541 0.03632219329757365
[ 1.21499910e-10 -1.03184139e-05 -2.82810277e-01  1.61516874e+04
 -1.42766730e+02 -1.24325525e-02  1.54790915e+02 -1.42253398e+02
  5.07791617e-01  1.55293471e+02 -1.42790754e+02  7.10207100e-03
  1.54788629e+02 -1.42264378e+02  4.99721310e-01  1.55281954e+02
 -1.42746561e+02  5.13356627e-03  1.54788269e+02 -1.42257047e+02
  4.81984017e-01  1.55298964e+02 -1.42744641e+02 -3.01210926e-02
  1.54797777e+02 -1.42283614e+02  5.08909919e-01  1.55283530e+02
 -1.42756888e+02 -2.21366809e-03  1.54791726e+02 -1.42278858e+02
  4.93347820e-01  1.55291185e+02 -1.42741938e+02 -5.68970631e-03
  1.54801343e+02 -1.42261112e+02  5.05052053e-01  1.55285439e+02
 -1.42770536e+02 -1.68529121e-02  1.54792126e+02 -1.42253480e+02
  4.89387168e-01  1.55302080e+02 -1.42761018e+02 -2.30712395e-03
  1.54799237e+02 -1.42255616e+02  4.93955019e-01  1.55274194e+02
 -1.42776730e+02 -2.33134164e-02  1.54798838e+02 -1.42259215e+02
  4.88556366e-01  1.55300399e+02 -1.42781767e+02 -7.95265717e-03
  1.54787354e+02 -1.42256112e+02  4.99709006e-01  1.55293736e+02
 -1.42765503e+02 -2.64631467e-02  1.54794107e+02 -1.42244405e+02
  5.17205874e-01  1.55288968e+02 -1.42756708e+02 -3.80339373e-02
  1.54788682e+02 -1.42305855e+02  4.93154703e-01  1.55279700e+02
 -1.42746567e+02  8.25099380e-03  1.54782498e+02 -1.42304640e+02
  4.94436550e-01  1.55291440e+02]
Niter:  1 row:  276 ngroup:  26 nlines:  6247 gd:  5797
[ 1.21499910e-10 -1.03184139e-05 -2.82810277e-01  1.61516874e+04
 -1.42766730e+02 -1.24325525e-02  1.54790915e+02 -1.42253398e+02
  5.07791617e-01  1.55293471e+02 -1.42790754e+02  7.10207100e-03
  1.54788629e+02 -1.42264378e+02  4.99721310e-01  1.55281954e+02
 -1.42746561e+02  5.13356627e-03  1.54788269e+02 -1.42257047e+02
  4.81984017e-01  1.55298964e+02 -1.42744641e+02 -3.01210926e-02
  1.54797777e+02 -1.42283614e+02  5.08909919e-01  1.55283530e+02
 -1.42756888e+02 -2.21366809e-03  1.54791726e+02 -1.42278858e+02
  4.93347820e-01  1.55291185e+02 -1.42741938e+02 -5.68970631e-03
  1.54801343e+02 -1.42261112e+02  5.05052053e-01  1.55285439e+02
 -1.42770536e+02 -1.68529121e-02  1.54792126e+02 -1.42253480e+02
  4.89387168e-01  1.55302080e+02 -1.42761018e+02 -2.30712395e-03
  1.54799237e+02 -1.42255616e+02  4.93955019e-01  1.55274194e+02
 -1.42776730e+02 -2.33134164e-02  1.54798838e+02 -1.42259215e+02
  4.88556366e-01  1.55300399e+02 -1.42781767e+02 -7.95265717e-03
  1.54787354e+02 -1.42256112e+02  4.99709006e-01  1.55293736e+02
 -1.42765503e+02 -2.64631467e-02  1.54794107e+02 -1.42244405e+02
  5.17205874e-01  1.55288968e+02 -1.42756708e+02 -3.80339373e-02
  1.54788682e+02 -1.42305855e+02  4.93154703e-01  1.55279700e+02
 -1.42746567e+02  8.25099380e-03  1.54782498e+02 -1.42304640e+02
  4.94436550e-01  1.55291440e+02]
res:  5797 -0.0002412059111520648 0.015007168951342464 0.02421325578526984
[ 1.21499898e-10 -1.03184150e-05 -2.82810304e-01  1.61516858e+04
 -1.42782954e+02 -1.03821087e-02  1.54780699e+02 -1.42275890e+02
  5.05676356e-01  1.55285038e+02 -1.42795654e+02 -5.03748636e-03
  1.54779224e+02 -1.42276394e+02  4.86026827e-01  1.55275145e+02
 -1.42778461e+02 -2.70831264e-02  1.54778616e+02 -1.42270442e+02
  4.78359836e-01  1.55293677e+02 -1.42757238e+02 -3.04729023e-02
  1.54791763e+02 -1.42282715e+02  5.05624522e-01  1.55272781e+02
 -1.42788201e+02 -1.24823675e-02  1.54793771e+02 -1.42285272e+02
  4.74391318e-01  1.55292855e+02 -1.42766827e+02 -1.16218438e-02
  1.54788407e+02 -1.42288393e+02  5.04039421e-01  1.55277233e+02
 -1.42763548e+02 -1.60655161e-02  1.54789316e+02 -1.42261106e+02
  4.79205136e-01  1.55295700e+02 -1.42776003e+02 -1.15816474e-02
  1.54791071e+02 -1.42262818e+02  4.84141519e-01  1.55269642e+02
 -1.42777051e+02 -2.80033820e-02  1.54790749e+02 -1.42265757e+02
  4.83110798e-01  1.55298221e+02 -1.42782943e+02 -1.38156075e-02
  1.54779270e+02 -1.42280881e+02  4.92908780e-01  1.55287247e+02
 -1.42762182e+02 -2.02313532e-02  1.54787648e+02 -1.42273352e+02
  5.11097650e-01  1.55283881e+02 -1.42776285e+02 -3.09762655e-02
  1.54786314e+02 -1.42310532e+02  4.78386931e-01  1.55272515e+02
 -1.42767977e+02  4.55218328e-03  1.54784251e+02 -1.42295052e+02
  4.93013681e-01  1.55281135e+02]
Niter:  2 row:  276 ngroup:  26 nlines:  6247 gd:  5792
[ 1.21499898e-10 -1.03184150e-05 -2.82810304e-01  1.61516858e+04
 -1.42782954e+02 -1.03821087e-02  1.54780699e+02 -1.42275890e+02
  5.05676356e-01  1.55285038e+02 -1.42795654e+02 -5.03748636e-03
  1.54779224e+02 -1.42276394e+02  4.86026827e-01  1.55275145e+02
 -1.42778461e+02 -2.70831264e-02  1.54778616e+02 -1.42270442e+02
  4.78359836e-01  1.55293677e+02 -1.42757238e+02 -3.04729023e-02
  1.54791763e+02 -1.42282715e+02  5.05624522e-01  1.55272781e+02
 -1.42788201e+02 -1.24823675e-02  1.54793771e+02 -1.42285272e+02
  4.74391318e-01  1.55292855e+02 -1.42766827e+02 -1.16218438e-02
  1.54788407e+02 -1.42288393e+02  5.04039421e-01  1.55277233e+02
 -1.42763548e+02 -1.60655161e-02  1.54789316e+02 -1.42261106e+02
  4.79205136e-01  1.55295700e+02 -1.42776003e+02 -1.15816474e-02
  1.54791071e+02 -1.42262818e+02  4.84141519e-01  1.55269642e+02
 -1.42777051e+02 -2.80033820e-02  1.54790749e+02 -1.42265757e+02
  4.83110798e-01  1.55298221e+02 -1.42782943e+02 -1.38156075e-02
  1.54779270e+02 -1.42280881e+02  4.92908780e-01  1.55287247e+02
 -1.42762182e+02 -2.02313532e-02  1.54787648e+02 -1.42273352e+02
  5.11097650e-01  1.55283881e+02 -1.42776285e+02 -3.09762655e-02
  1.54786314e+02 -1.42310532e+02  4.78386931e-01  1.55272515e+02
 -1.42767977e+02  4.55218328e-03  1.54784251e+02 -1.42295052e+02
  4.93013681e-01  1.55281135e+02]
res:  5792 -0.0002456147612974746 0.015028826619527536 0.024113617169151894
[ 1.21499886e-10 -1.03184160e-05 -2.82810276e-01  1.61516842e+04
 -1.42789971e+02 -5.71470668e-03  1.54775937e+02 -1.42288080e+02
  5.03025075e-01  1.55280268e+02 -1.42802647e+02 -1.07214089e-02
  1.54774457e+02 -1.42283392e+02  4.76796833e-01  1.55270377e+02
 -1.42790454e+02 -3.65122526e-02  1.54773850e+02 -1.42277425e+02
  4.76290729e-01  1.55288914e+02 -1.42764257e+02 -2.88199493e-02
  1.54787000e+02 -1.42284305e+02  4.99920454e-01  1.55268021e+02
 -1.42800146e+02 -1.81888778e-02  1.54789013e+02 -1.42287599e+02
  4.65416896e-01  1.55288094e+02 -1.42773804e+02 -1.73432694e-02
  1.54783638e+02 -1.42295401e+02  4.98321245e-01  1.55272465e+02
 -1.42770529e+02 -1.78026403e-02  1.54784556e+02 -1.42263454e+02
  4.73470831e-01  1.55290931e+02 -1.42787345e+02 -1.72672397e-02
  1.54784082e+02 -1.42269793e+02  4.75041818e-01  1.55264877e+02
 -1.42784030e+02 -3.04989316e-02  1.54785987e+02 -1.42272752e+02
  4.77389658e-01  1.55293450e+02 -1.42789957e+02 -1.95116472e-02
  1.54774511e+02 -1.42298326e+02  4.87218601e-01  1.55282480e+02
 -1.42769163e+02 -2.25135860e-02  1.54782879e+02 -1.42286183e+02
  5.05401163e-01  1.55279109e+02 -1.42783288e+02 -3.31245222e-02
  1.54781549e+02 -1.42317527e+02  4.69115580e-01  1.55267745e+02
 -1.42780122e+02 -1.14844864e-03  1.54779482e+02 -1.42291829e+02
  4.90527745e-01  1.55276366e+02]
Niter:  3 row:  276 ngroup:  26 nlines:  6247 gd:  5790
[ 1.21499886e-10 -1.03184160e-05 -2.82810276e-01  1.61516842e+04
 -1.42789971e+02 -5.71470668e-03  1.54775937e+02 -1.42288080e+02
  5.03025075e-01  1.55280268e+02 -1.42802647e+02 -1.07214089e-02
  1.54774457e+02 -1.42283392e+02  4.76796833e-01  1.55270377e+02
 -1.42790454e+02 -3.65122526e-02  1.54773850e+02 -1.42277425e+02
  4.76290729e-01  1.55288914e+02 -1.42764257e+02 -2.88199493e-02
  1.54787000e+02 -1.42284305e+02  4.99920454e-01  1.55268021e+02
 -1.42800146e+02 -1.81888778e-02  1.54789013e+02 -1.42287599e+02
  4.65416896e-01  1.55288094e+02 -1.42773804e+02 -1.73432694e-02
  1.54783638e+02 -1.42295401e+02  4.98321245e-01  1.55272465e+02
 -1.42770529e+02 -1.78026403e-02  1.54784556e+02 -1.42263454e+02
  4.73470831e-01  1.55290931e+02 -1.42787345e+02 -1.72672397e-02
  1.54784082e+02 -1.42269793e+02  4.75041818e-01  1.55264877e+02
 -1.42784030e+02 -3.04989316e-02  1.54785987e+02 -1.42272752e+02
  4.77389658e-01  1.55293450e+02 -1.42789957e+02 -1.95116472e-02
  1.54774511e+02 -1.42298326e+02  4.87218601e-01  1.55282480e+02
 -1.42769163e+02 -2.25135860e-02  1.54782879e+02 -1.42286183e+02
  5.05401163e-01  1.55279109e+02 -1.42783288e+02 -3.31245222e-02
  1.54781549e+02 -1.42317527e+02  4.69115580e-01  1.55267745e+02
 -1.42780122e+02 -1.14844864e-03  1.54779482e+02 -1.42291829e+02
  4.90527745e-01  1.55276366e+02]
res:  5790 -0.00017029911941790488 0.015005238627054496 0.024083001261871077
[ 1.21486307e-10 -1.03184160e-05 -2.82810276e-01  1.61516842e+04
 -1.42789971e+02 -5.71470668e-03  1.54775937e+02 -1.42288080e+02
  5.03025075e-01  1.55280268e+02 -1.42802647e+02 -1.07214089e-02
  1.54774457e+02 -1.42283392e+02  4.76796833e-01  1.55270377e+02
 -1.42790454e+02 -3.65122526e-02  1.54773850e+02 -1.42277425e+02
  4.76290729e-01  1.55288914e+02 -1.42764257e+02 -2.88199493e-02
  1.54787000e+02 -1.42284305e+02  4.99920454e-01  1.55268021e+02
 -1.42800146e+02 -1.81888778e-02  1.54789013e+02 -1.42287599e+02
  4.65416896e-01  1.55288094e+02 -1.42773804e+02 -1.73432694e-02
  1.54783638e+02 -1.42295401e+02  4.98321245e-01  1.55272465e+02
 -1.42770529e+02 -1.78026403e-02  1.54784556e+02 -1.42263454e+02
  4.73470831e-01  1.55290931e+02 -1.42787345e+02 -1.72672397e-02
  1.54784082e+02 -1.42269793e+02  4.75041818e-01  1.55264877e+02
 -1.42784030e+02 -3.04989316e-02  1.54785987e+02 -1.42272752e+02
  4.77389658e-01  1.55293450e+02 -1.42789957e+02 -1.95116472e-02
  1.54774511e+02 -1.42298326e+02  4.87218601e-01  1.55282480e+02
 -1.42769163e+02 -2.25135860e-02  1.54782879e+02 -1.42286183e+02
  5.05401163e-01  1.55279109e+02 -1.42783288e+02 -3.31245222e-02
  1.54781549e+02 -1.42317527e+02  4.69115580e-01  1.55267745e+02
 -1.42780122e+02 -1.14844864e-03  1.54779482e+02 -1.42291829e+02
  4.90527745e-01  1.55276366e+02]
Niter:  4 row:  276 ngroup:  26 nlines:  6247 gd:  5794
[ 1.21486307e-10 -1.03184160e-05 -2.82810276e-01  1.61516842e+04
 -1.42789971e+02 -5.71470668e-03  1.54775937e+02 -1.42288080e+02
  5.03025075e-01  1.55280268e+02 -1.42802647e+02 -1.07214089e-02
  1.54774457e+02 -1.42283392e+02  4.76796833e-01  1.55270377e+02
 -1.42790454e+02 -3.65122526e-02  1.54773850e+02 -1.42277425e+02
  4.76290729e-01  1.55288914e+02 -1.42764257e+02 -2.88199493e-02
  1.54787000e+02 -1.42284305e+02  4.99920454e-01  1.55268021e+02
 -1.42800146e+02 -1.81888778e-02  1.54789013e+02 -1.42287599e+02
  4.65416896e-01  1.55288094e+02 -1.42773804e+02 -1.73432694e-02
  1.54783638e+02 -1.42295401e+02  4.98321245e-01  1.55272465e+02
 -1.42770529e+02 -1.78026403e-02  1.54784556e+02 -1.42263454e+02
  4.73470831e-01  1.55290931e+02 -1.42787345e+02 -1.72672397e-02
  1.54784082e+02 -1.42269793e+02  4.75041818e-01  1.55264877e+02
 -1.42784030e+02 -3.04989316e-02  1.54785987e+02 -1.42272752e+02
  4.77389658e-01  1.55293450e+02 -1.42789957e+02 -1.95116472e-02
  1.54774511e+02 -1.42298326e+02  4.87218601e-01  1.55282480e+02
 -1.42769163e+02 -2.25135860e-02  1.54782879e+02 -1.42286183e+02
  5.05401163e-01  1.55279109e+02 -1.42783288e+02 -3.31245222e-02
  1.54781549e+02 -1.42317527e+02  4.69115580e-01  1.55267745e+02
 -1.42780122e+02 -1.14844864e-03  1.54779482e+02 -1.42291829e+02
  4.90527745e-01  1.55276366e+02]
res:  5794 -0.00021451766406244133 0.015004310747826821 0.02413526796864837
[ 1.21486295e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
Niter:  5 row:  276 ngroup:  26 nlines:  6247 gd:  5795
[ 1.21486295e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
res:  5795 -0.00013920918718213215 0.015003269305452704 0.024146798294634307
[ 1.21473845e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
Niter:  6 row:  276 ngroup:  26 nlines:  6247 gd:  5796
[ 1.21473845e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
res:  5796 -0.00013198737542552408 0.015006680816441076 0.024160537059681565
[ 1.21473045e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
Saving figure to  wave_resid_43670005_fiber276.png
Final values:
res:  -0.00013198737542552408 0.024160537059681565
pars:  [ 1.21473045e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
276 [ 1.21473045e-10 -1.03184170e-05 -2.82810280e-01  1.61516826e+04
 -1.42796118e+02 -1.14209034e-02  1.54770411e+02 -1.42294227e+02
  4.97309799e-01  1.55274747e+02 -1.42808794e+02 -1.64119421e-02
  1.54768932e+02 -1.42289540e+02  4.71083608e-01  1.55267008e+02
 -1.42796603e+02 -4.22046688e-02  1.54768330e+02 -1.42283575e+02
  4.70564285e-01  1.55283387e+02 -1.42770402e+02 -3.45117972e-02
  1.54781473e+02 -1.42290456e+02  4.94208155e-01  1.55262491e+02
 -1.42806293e+02 -2.72227340e-02  1.54783479e+02 -1.42293754e+02
  4.59707692e-01  1.55282564e+02 -1.42779957e+02 -2.30673381e-02
  1.54778118e+02 -1.42301550e+02  4.92607403e-01  1.55266943e+02
 -1.42776677e+02 -1.98430059e-02  1.54779027e+02 -1.42269616e+02
  4.67736405e-01  1.55285411e+02 -1.42793498e+02 -2.29633965e-02
  1.54776567e+02 -1.42275951e+02  4.69334674e-01  1.55259356e+02
 -1.42790183e+02 -3.27417568e-02  1.54780459e+02 -1.42278899e+02
  4.71664548e-01  1.55287933e+02 -1.42796104e+02 -2.52153701e-02
  1.54768981e+02 -1.42309726e+02  4.81511363e-01  1.55276958e+02
 -1.42775315e+02 -2.82385810e-02  1.54777361e+02 -1.42292333e+02
  4.99687668e-01  1.55273592e+02 -1.42789437e+02 -3.88093718e-02
  1.54776026e+02 -1.42323676e+02  4.60151621e-01  1.55262225e+02
 -1.42786271e+02 -6.84859802e-03  1.54773961e+02 -1.42293012e+02
  4.91824117e-01  1.55270848e+02]
--- Row 278/300 row=277 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  277
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=277 ---
Niter:  0 row:  277 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.000815819917988847 0.014665220200186013 0.03669262301853274
[ 1.21256137e-10 -1.03191376e-05 -2.82809078e-01  1.61517115e+04
 -1.42737905e+02 -3.07574086e-14  1.54780665e+02]
Niter:  1 row:  277 ngroup:  1 nlines:  239 gd:  223
[ 1.21256137e-10 -1.03191376e-05 -2.82809078e-01  1.61517115e+04
 -1.42737905e+02 -3.07574086e-14  1.54780665e+02]
res:  223 -0.00010990667215082794 0.013924739627327654 0.023280763712889934
[ 1.21128536e-10 -1.03179499e-05 -2.82806343e-01  1.61517112e+04
 -1.42732542e+02  1.89357002e-10  1.54810669e+02]
Niter:  2 row:  277 ngroup:  1 nlines:  239 gd:  220
[ 1.21128536e-10 -1.03179499e-05 -2.82806343e-01  1.61517112e+04
 -1.42732542e+02  1.89357002e-10  1.54810669e+02]
res:  220 -0.0009254266169591574 0.014305447612059652 0.022164163072696346
[ 1.20963601e-10 -1.03175449e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
Niter:  3 row:  277 ngroup:  1 nlines:  239 gd:  221
[ 1.20963601e-10 -1.03175449e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
res:  221 -0.0010761364555946784 0.014330485959362704 0.022511329692907582
[ 1.20987682e-10 -1.03175449e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
Niter:  4 row:  277 ngroup:  1 nlines:  239 gd:  221
[ 1.20987682e-10 -1.03175449e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
res:  221 -0.0009193352598231286 0.014324754924018634 0.02251179405669203
[ 1.20974502e-10 -1.03175755e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
Niter:  5 row:  277 ngroup:  1 nlines:  239 gd:  221
[ 1.20974502e-10 -1.03175755e-05 -2.82805065e-01  1.61517121e+04
 -1.42724467e+02  1.89203474e-10  1.54821986e+02]
res:  221 -0.0006132871458248701 0.014429772149014752 0.022508112099692675
[ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02]
Niter:  6 row:  277 ngroup:  1 nlines:  239 gd:  221
[ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02]
res:  221 -0.0006132871458248701 0.014429772149014752 0.022508112099692675
[ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02]
Final values:
res:  -0.0006132871458248701 0.022508112099692675
pars:  [ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02]
277 [ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02]
elapsed: 2.9 sec.
Niter:  0 row:  277 ngroup:  26 nlines:  6234 gd:  6234
[ 1.20955689e-10 -1.03176196e-05 -2.82804665e-01  1.61517121e+04
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02 -1.42724296e+02 -8.78809943e-09
  1.54823258e+02 -1.42724296e+02 -8.78809943e-09  1.54823258e+02
 -1.42724296e+02 -8.78809943e-09  1.54823258e+02 -1.42724296e+02
 -8.78809943e-09  1.54823258e+02]
res:  6234 0.0006252600614971016 0.014814707524237747 0.03664715360003192
[ 1.20955701e-10 -1.03176206e-05 -2.82804637e-01  1.61517105e+04
 -1.42741028e+02 -1.62441326e-03  1.54820111e+02 -1.42259997e+02
  5.34837849e-01  1.55315466e+02 -1.42732100e+02 -3.38591951e-04
  1.54817297e+02 -1.42240045e+02  5.06451564e-01  1.55326801e+02
 -1.42736109e+02  2.70724168e-02  1.54823804e+02 -1.42260901e+02
  5.10358683e-01  1.55324213e+02 -1.42736784e+02  2.12871395e-02
  1.54821903e+02 -1.42238342e+02  5.19729189e-01  1.55314486e+02
 -1.42732275e+02  2.43499752e-02  1.54820572e+02 -1.42247077e+02
  5.32066806e-01  1.55323988e+02 -1.42748123e+02  1.98710592e-02
  1.54823201e+02 -1.42236736e+02  5.02864939e-01  1.55321357e+02
 -1.42749195e+02  2.78137459e-02  1.54814584e+02 -1.42222674e+02
  5.15639029e-01  1.55321423e+02 -1.42750841e+02 -4.18300211e-03
  1.54820895e+02 -1.42246401e+02  5.00713102e-01  1.55326909e+02
 -1.42726278e+02  2.47039803e-02  1.54819381e+02 -1.42269086e+02
  4.88879278e-01  1.55321565e+02 -1.42758012e+02 -1.29559040e-03
  1.54817985e+02 -1.42246019e+02  5.01653047e-01  1.55313989e+02
 -1.42746703e+02  2.13091900e-02  1.54818590e+02 -1.42209500e+02
  4.92110884e-01  1.55327078e+02 -1.42758248e+02  5.88546242e-03
  1.54818541e+02 -1.42259038e+02  5.11916433e-01  1.55325700e+02
 -1.42754662e+02  2.03040703e-02  1.54824943e+02 -1.42225767e+02
  4.99937018e-01  1.55329499e+02]
Niter:  1 row:  277 ngroup:  26 nlines:  6234 gd:  5771
[ 1.20955701e-10 -1.03176206e-05 -2.82804637e-01  1.61517105e+04
 -1.42741028e+02 -1.62441326e-03  1.54820111e+02 -1.42259997e+02
  5.34837849e-01  1.55315466e+02 -1.42732100e+02 -3.38591951e-04
  1.54817297e+02 -1.42240045e+02  5.06451564e-01  1.55326801e+02
 -1.42736109e+02  2.70724168e-02  1.54823804e+02 -1.42260901e+02
  5.10358683e-01  1.55324213e+02 -1.42736784e+02  2.12871395e-02
  1.54821903e+02 -1.42238342e+02  5.19729189e-01  1.55314486e+02
 -1.42732275e+02  2.43499752e-02  1.54820572e+02 -1.42247077e+02
  5.32066806e-01  1.55323988e+02 -1.42748123e+02  1.98710592e-02
  1.54823201e+02 -1.42236736e+02  5.02864939e-01  1.55321357e+02
 -1.42749195e+02  2.78137459e-02  1.54814584e+02 -1.42222674e+02
  5.15639029e-01  1.55321423e+02 -1.42750841e+02 -4.18300211e-03
  1.54820895e+02 -1.42246401e+02  5.00713102e-01  1.55326909e+02
 -1.42726278e+02  2.47039803e-02  1.54819381e+02 -1.42269086e+02
  4.88879278e-01  1.55321565e+02 -1.42758012e+02 -1.29559040e-03
  1.54817985e+02 -1.42246019e+02  5.01653047e-01  1.55313989e+02
 -1.42746703e+02  2.13091900e-02  1.54818590e+02 -1.42209500e+02
  4.92110884e-01  1.55327078e+02 -1.42758248e+02  5.88546242e-03
  1.54818541e+02 -1.42259038e+02  5.11916433e-01  1.55325700e+02
 -1.42754662e+02  2.03040703e-02  1.54824943e+02 -1.42225767e+02
  4.99937018e-01  1.55329499e+02]
res:  5771 -0.00023179116669780342 0.014941256368729228 0.02361767123763618
[ 1.20955713e-10 -1.03176217e-05 -2.82804609e-01  1.61517089e+04
 -1.42738303e+02 -7.75595695e-03  1.54813731e+02 -1.42254039e+02
  5.17161153e-01  1.55309783e+02 -1.42744816e+02 -7.21822305e-03
  1.54807267e+02 -1.42249904e+02  5.01546971e-01  1.55326750e+02
 -1.42750905e+02 -1.32708021e-02  1.54817991e+02 -1.42261711e+02
  4.86930781e-01  1.55318444e+02 -1.42762598e+02  8.76633262e-03
  1.54820074e+02 -1.42255665e+02  5.09653835e-01  1.55313419e+02
 -1.42752037e+02  6.44956550e-03  1.54813449e+02 -1.42263176e+02
  5.10498771e-01  1.55317157e+02 -1.42759811e+02  2.17064565e-02
  1.54811684e+02 -1.42255325e+02  5.00639851e-01  1.55317352e+02
 -1.42767630e+02  8.24653095e-03  1.54805433e+02 -1.42242315e+02
  5.08133846e-01  1.55315770e+02 -1.42756553e+02 -1.05406155e-02
  1.54821556e+02 -1.42241304e+02  4.96951186e-01  1.55322066e+02
 -1.42749514e+02  7.66689382e-03  1.54812932e+02 -1.42257402e+02
  4.69553191e-01  1.55320447e+02 -1.42764871e+02 -3.90934263e-03
  1.54804756e+02 -1.42260855e+02  4.96840016e-01  1.55301412e+02
 -1.42766746e+02  5.90259666e-03  1.54814635e+02 -1.42226677e+02
  4.89220391e-01  1.55319422e+02 -1.42760298e+02 -1.65426672e-02
  1.54816480e+02 -1.42254160e+02  4.96667606e-01  1.55308880e+02
 -1.42757044e+02  7.40837853e-03  1.54812626e+02 -1.42231489e+02
  4.86771614e-01  1.55315776e+02]
Niter:  2 row:  277 ngroup:  26 nlines:  6234 gd:  5782
[ 1.20955713e-10 -1.03176217e-05 -2.82804609e-01  1.61517089e+04
 -1.42738303e+02 -7.75595695e-03  1.54813731e+02 -1.42254039e+02
  5.17161153e-01  1.55309783e+02 -1.42744816e+02 -7.21822305e-03
  1.54807267e+02 -1.42249904e+02  5.01546971e-01  1.55326750e+02
 -1.42750905e+02 -1.32708021e-02  1.54817991e+02 -1.42261711e+02
  4.86930781e-01  1.55318444e+02 -1.42762598e+02  8.76633262e-03
  1.54820074e+02 -1.42255665e+02  5.09653835e-01  1.55313419e+02
 -1.42752037e+02  6.44956550e-03  1.54813449e+02 -1.42263176e+02
  5.10498771e-01  1.55317157e+02 -1.42759811e+02  2.17064565e-02
  1.54811684e+02 -1.42255325e+02  5.00639851e-01  1.55317352e+02
 -1.42767630e+02  8.24653095e-03  1.54805433e+02 -1.42242315e+02
  5.08133846e-01  1.55315770e+02 -1.42756553e+02 -1.05406155e-02
  1.54821556e+02 -1.42241304e+02  4.96951186e-01  1.55322066e+02
 -1.42749514e+02  7.66689382e-03  1.54812932e+02 -1.42257402e+02
  4.69553191e-01  1.55320447e+02 -1.42764871e+02 -3.90934263e-03
  1.54804756e+02 -1.42260855e+02  4.96840016e-01  1.55301412e+02
 -1.42766746e+02  5.90259666e-03  1.54814635e+02 -1.42226677e+02
  4.89220391e-01  1.55319422e+02 -1.42760298e+02 -1.65426672e-02
  1.54816480e+02 -1.42254160e+02  4.96667606e-01  1.55308880e+02
 -1.42757044e+02  7.40837853e-03  1.54812626e+02 -1.42231489e+02
  4.86771614e-01  1.55315776e+02]
res:  5782 -0.0002863275431082002 0.01491985246684635 0.023741907851221964
[ 1.20955725e-10 -1.03176227e-05 -2.82804580e-01  1.61517073e+04
 -1.42745307e+02 -1.34562411e-02  1.54808967e+02 -1.42256122e+02
  5.11445684e-01  1.55305014e+02 -1.42751804e+02 -1.29013462e-02
  1.54802503e+02 -1.42256917e+02  4.95835367e-01  1.55321984e+02
 -1.42763117e+02 -2.62570485e-02  1.54813222e+02 -1.42264039e+02
  4.81243239e-01  1.55313679e+02 -1.42769579e+02 -7.12613141e-04
  1.54815314e+02 -1.42262625e+02  5.00475984e-01  1.55308646e+02
 -1.42759010e+02  7.43998370e-04  1.54808684e+02 -1.42275320e+02
  5.04799520e-01  1.55312398e+02 -1.42766791e+02  1.60200549e-02
  1.54804802e+02 -1.42262300e+02  4.98298211e-01  1.55312585e+02
 -1.42774644e+02 -7.95427391e-04  1.54800665e+02 -1.42249305e+02
  5.02435834e-01  1.55311001e+02 -1.42763541e+02 -1.62336666e-02
  1.54818866e+02 -1.42242759e+02  4.91252215e-01  1.55317301e+02
 -1.42761641e+02 -1.39571709e-03  1.54808162e+02 -1.42264396e+02
  4.60676316e-01  1.55315678e+02 -1.42771843e+02 -6.02655053e-03
  1.54799988e+02 -1.42267850e+02  4.94505312e-01  1.55296642e+02
 -1.42773735e+02  2.03524125e-04  1.54809867e+02 -1.42239163e+02
  4.86570086e-01  1.55312616e+02 -1.42758081e+02 -2.58374939e-02
  1.54813842e+02 -1.42261136e+02  4.90960399e-01  1.55304110e+02
 -1.42764020e+02 -1.77777836e-03  1.54807860e+02 -1.42233476e+02
  4.81056752e-01  1.55307183e+02]
Niter:  3 row:  277 ngroup:  26 nlines:  6234 gd:  5780
[ 1.20955725e-10 -1.03176227e-05 -2.82804580e-01  1.61517073e+04
 -1.42745307e+02 -1.34562411e-02  1.54808967e+02 -1.42256122e+02
  5.11445684e-01  1.55305014e+02 -1.42751804e+02 -1.29013462e-02
  1.54802503e+02 -1.42256917e+02  4.95835367e-01  1.55321984e+02
 -1.42763117e+02 -2.62570485e-02  1.54813222e+02 -1.42264039e+02
  4.81243239e-01  1.55313679e+02 -1.42769579e+02 -7.12613141e-04
  1.54815314e+02 -1.42262625e+02  5.00475984e-01  1.55308646e+02
 -1.42759010e+02  7.43998370e-04  1.54808684e+02 -1.42275320e+02
  5.04799520e-01  1.55312398e+02 -1.42766791e+02  1.60200549e-02
  1.54804802e+02 -1.42262300e+02  4.98298211e-01  1.55312585e+02
 -1.42774644e+02 -7.95427391e-04  1.54800665e+02 -1.42249305e+02
  5.02435834e-01  1.55311001e+02 -1.42763541e+02 -1.62336666e-02
  1.54818866e+02 -1.42242759e+02  4.91252215e-01  1.55317301e+02
 -1.42761641e+02 -1.39571709e-03  1.54808162e+02 -1.42264396e+02
  4.60676316e-01  1.55315678e+02 -1.42771843e+02 -6.02655053e-03
  1.54799988e+02 -1.42267850e+02  4.94505312e-01  1.55296642e+02
 -1.42773735e+02  2.03524125e-04  1.54809867e+02 -1.42239163e+02
  4.86570086e-01  1.55312616e+02 -1.42758081e+02 -2.58374939e-02
  1.54813842e+02 -1.42261136e+02  4.90960399e-01  1.55304110e+02
 -1.42764020e+02 -1.77777836e-03  1.54807860e+02 -1.42233476e+02
  4.81056752e-01  1.55307183e+02]
res:  5780 -0.00036579953575710533 0.014851055810140679 0.02364533196985149
[ 1.21001987e-10 -1.03181786e-05 -2.82803399e-01  1.61517089e+04
 -1.42760336e+02 -8.33842765e-03  1.54814434e+02 -1.42271026e+02
  5.16425536e-01  1.55310531e+02 -1.42766498e+02 -7.72110843e-03
  1.54807991e+02 -1.42272144e+02  5.00888914e-01  1.55327473e+02
 -1.42777935e+02 -2.37836406e-02  1.54818742e+02 -1.42278329e+02
  4.86483668e-01  1.55319159e+02 -1.42784102e+02  1.63903484e-03
  1.54820751e+02 -1.42276651e+02  5.05438278e-01  1.55314194e+02
 -1.42773359e+02  5.79752851e-03  1.54814160e+02 -1.42290097e+02
  5.09906606e-01  1.55317824e+02 -1.42781262e+02  2.11574673e-02
  1.54810322e+02 -1.42276690e+02  5.03498951e-01  1.55318067e+02
 -1.42789888e+02  4.29190814e-03  1.54806171e+02 -1.42264043e+02
  5.07615539e-01  1.55316509e+02 -1.42778214e+02 -1.11203831e-02
  1.54824277e+02 -1.42257363e+02  4.96372331e-01  1.55322771e+02
 -1.42776798e+02  3.81002529e-03  1.54813679e+02 -1.42279220e+02
  4.65740406e-01  1.55321187e+02 -1.42786181e+02 -8.96939033e-04
  1.54805494e+02 -1.42282682e+02  5.01824459e-01  1.55302166e+02
 -1.42788484e+02  5.33306659e-03  1.54815374e+02 -1.42257727e+02
  4.91695524e-01  1.55318145e+02 -1.42772884e+02 -2.35618719e-02
  1.54819350e+02 -1.42275567e+02  4.96003436e-01  1.55309625e+02
 -1.42778397e+02  3.34775634e-03  1.54813348e+02 -1.42248290e+02
  4.86091385e-01  1.55311176e+02]
Niter:  4 row:  277 ngroup:  26 nlines:  6234 gd:  5774
[ 1.21001987e-10 -1.03181786e-05 -2.82803399e-01  1.61517089e+04
 -1.42760336e+02 -8.33842765e-03  1.54814434e+02 -1.42271026e+02
  5.16425536e-01  1.55310531e+02 -1.42766498e+02 -7.72110843e-03
  1.54807991e+02 -1.42272144e+02  5.00888914e-01  1.55327473e+02
 -1.42777935e+02 -2.37836406e-02  1.54818742e+02 -1.42278329e+02
  4.86483668e-01  1.55319159e+02 -1.42784102e+02  1.63903484e-03
  1.54820751e+02 -1.42276651e+02  5.05438278e-01  1.55314194e+02
 -1.42773359e+02  5.79752851e-03  1.54814160e+02 -1.42290097e+02
  5.09906606e-01  1.55317824e+02 -1.42781262e+02  2.11574673e-02
  1.54810322e+02 -1.42276690e+02  5.03498951e-01  1.55318067e+02
 -1.42789888e+02  4.29190814e-03  1.54806171e+02 -1.42264043e+02
  5.07615539e-01  1.55316509e+02 -1.42778214e+02 -1.11203831e-02
  1.54824277e+02 -1.42257363e+02  4.96372331e-01  1.55322771e+02
 -1.42776798e+02  3.81002529e-03  1.54813679e+02 -1.42279220e+02
  4.65740406e-01  1.55321187e+02 -1.42786181e+02 -8.96939033e-04
  1.54805494e+02 -1.42282682e+02  5.01824459e-01  1.55302166e+02
 -1.42788484e+02  5.33306659e-03  1.54815374e+02 -1.42257727e+02
  4.91695524e-01  1.55318145e+02 -1.42772884e+02 -2.35618719e-02
  1.54819350e+02 -1.42275567e+02  4.96003436e-01  1.55309625e+02
 -1.42778397e+02  3.34775634e-03  1.54813348e+02 -1.42248290e+02
  4.86091385e-01  1.55311176e+02]
res:  5774 -0.00033170493315992644 0.014869142957650183 0.023555234301418284
[ 1.21001999e-10 -1.03181796e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
Niter:  5 row:  277 ngroup:  26 nlines:  6234 gd:  5775
[ 1.21001999e-10 -1.03181796e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
res:  5775 -0.0003340115254104603 0.014880458020343212 0.02356837878837031
[ 1.21008274e-10 -1.03181796e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
Niter:  6 row:  277 ngroup:  26 nlines:  6234 gd:  5775
[ 1.21008274e-10 -1.03181796e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
res:  5775 -0.0003127332529402338 0.014865193709738378 0.02356827702286496
[ 1.21003308e-10 -1.03181848e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
Saving figure to  wave_resid_43670005_fiber277.png
Final values:
res:  -0.0003127332529402338 0.02356827702286496
pars:  [ 1.21003308e-10 -1.03181848e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
277 [ 1.21003308e-10 -1.03181848e-05 -2.82803371e-01  1.61517073e+04
 -1.42767775e+02 -1.40357125e-02  1.54810078e+02 -1.42278455e+02
  5.10713203e-01  1.55306160e+02 -1.42773911e+02 -1.34090410e-02
  1.54803630e+02 -1.42279598e+02  4.98419643e-01  1.55323110e+02
 -1.42785358e+02 -3.05074925e-02  1.54814370e+02 -1.42285710e+02
  4.80794584e-01  1.55314799e+02 -1.42797019e+02 -5.12005931e-03
  1.54816404e+02 -1.42284012e+02  4.99720172e-01  1.55309814e+02
 -1.42780746e+02  9.22377293e-05  1.54809800e+02 -1.42297516e+02
  5.04209562e-01  1.55313481e+02 -1.42789376e+02  1.54689480e-02
  1.54805950e+02 -1.42284079e+02  4.97805384e-01  1.55313705e+02
 -1.42797343e+02 -1.40402174e-03  1.54801803e+02 -1.42271460e+02
  5.01926059e-01  1.55312140e+02 -1.42785626e+02 -1.68168610e-02
  1.54819937e+02 -1.42264769e+02  4.90673413e-01  1.55318414e+02
 -1.42784247e+02 -1.87807760e-03  1.54809307e+02 -1.42286644e+02
  4.60027854e-01  1.55316818e+02 -1.42793566e+02 -3.33415655e-03
  1.54801126e+02 -1.42290105e+02  4.96959370e-01  1.55297793e+02
 -1.42795902e+02 -3.61166305e-04  1.54811006e+02 -1.42266585e+02
  4.89358972e-01  1.55313769e+02 -1.42780306e+02 -3.43279803e-02
  1.54814980e+02 -1.42282960e+02  4.90290337e-01  1.55305254e+02
 -1.42785786e+02 -2.35236166e-03  1.54808985e+02 -1.42260825e+02
  4.79960049e-01  1.55306208e+02]
--- Row 279/300 row=278 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  278
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=278 ---
Niter:  0 row:  278 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.0012738809091388248 0.017522232485134737 0.04395217073200413
[ 1.20520185e-10 -1.03189882e-05 -2.82793680e-01  1.61517537e+04
 -1.42775229e+02 -2.38440651e-13  1.54846109e+02]
Niter:  1 row:  278 ngroup:  1 nlines:  239 gd:  223
[ 1.20520185e-10 -1.03189882e-05 -2.82793680e-01  1.61517537e+04
 -1.42775229e+02 -2.38440651e-13  1.54846109e+02]
res:  223 -0.0007801304764143424 0.01532162620969757 0.026443688928627095
[ 1.20118186e-10 -1.03187192e-05 -2.82784057e-01  1.61517574e+04
 -1.42835318e+02  1.61009028e-11  1.54907802e+02]
Niter:  2 row:  278 ngroup:  1 nlines:  239 gd:  222
[ 1.20118186e-10 -1.03187192e-05 -2.82784057e-01  1.61517574e+04
 -1.42835318e+02  1.61009028e-11  1.54907802e+02]
res:  222 -0.0008855549258441897 0.015175886772340164 0.026035907556438462
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
Niter:  3 row:  278 ngroup:  1 nlines:  239 gd:  222
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
res:  222 -0.0008855549258441897 0.015175886772340164 0.026035907556438462
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
Niter:  4 row:  278 ngroup:  1 nlines:  239 gd:  222
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
res:  222 -0.0008855549258441897 0.015175886772340164 0.026035907556438462
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
Niter:  5 row:  278 ngroup:  1 nlines:  239 gd:  222
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
res:  222 -0.0008855549258441897 0.015175886772340164 0.026035907556438462
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
Niter:  6 row:  278 ngroup:  1 nlines:  239 gd:  222
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
res:  222 -0.0008855549258441897 0.015175886772340164 0.026035907556438462
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
Final values:
res:  -0.0008855549258441897 0.026035907556438462
pars:  [ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
278 [ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02]
elapsed: 2.9 sec.
Niter:  0 row:  278 ngroup:  26 nlines:  6244 gd:  6244
[ 1.20044970e-10 -1.03186606e-05 -2.82783064e-01  1.61517563e+04
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02 -1.42844191e+02 -5.55761768e-11
  1.54909183e+02 -1.42844191e+02 -5.55761768e-11  1.54909183e+02
 -1.42844191e+02 -5.55761768e-11  1.54909183e+02 -1.42844191e+02
 -5.55761768e-11  1.54909183e+02]
res:  6244 -3.3893189538503066e-05 0.014697767475809087 0.03552357085122972
[ 1.20044958e-10 -1.03186595e-05 -2.82783092e-01  1.61517579e+04
 -1.42821777e+02  1.55894985e-02  1.54917114e+02 -1.42367781e+02
  5.09894166e-01  1.55415971e+02 -1.42870822e+02  4.00760706e-02
  1.54918229e+02 -1.42372568e+02  5.05995045e-01  1.55418343e+02
 -1.42838178e+02  3.04637352e-03  1.54919863e+02 -1.42338146e+02
  5.17485072e-01  1.55423968e+02 -1.42814797e+02  2.10253350e-02
  1.54915443e+02 -1.42384965e+02  5.28518801e-01  1.55411953e+02
 -1.42848472e+02  4.51710420e-02  1.54911992e+02 -1.42332883e+02
  5.02138735e-01  1.55422810e+02 -1.42840272e+02  2.54197497e-02
  1.54916357e+02 -1.42363812e+02  5.20794701e-01  1.55414124e+02
 -1.42858201e+02  1.34381131e-02  1.54924967e+02 -1.42361647e+02
  5.08016250e-01  1.55415596e+02 -1.42881096e+02  1.25742782e-02
  1.54912973e+02 -1.42331086e+02  4.78853677e-01  1.55415330e+02
 -1.42880164e+02  4.13515762e-02  1.54925918e+02 -1.42351078e+02
  5.23336378e-01  1.55425108e+02 -1.42853260e+02  1.58189247e-02
  1.54918165e+02 -1.42358677e+02  5.06347828e-01  1.55406025e+02
 -1.42862097e+02  1.90286287e-02  1.54919419e+02 -1.42396394e+02
  5.08790620e-01  1.55416850e+02 -1.42863949e+02  2.16448355e-03
  1.54917200e+02 -1.42369657e+02  5.02017970e-01  1.55426366e+02
 -1.42872951e+02  1.13565318e-02  1.54919868e+02 -1.42345458e+02
  5.41790005e-01  1.55413525e+02]
Niter:  1 row:  278 ngroup:  26 nlines:  6244 gd:  5796
[ 1.20044958e-10 -1.03186595e-05 -2.82783092e-01  1.61517579e+04
 -1.42821777e+02  1.55894985e-02  1.54917114e+02 -1.42367781e+02
  5.09894166e-01  1.55415971e+02 -1.42870822e+02  4.00760706e-02
  1.54918229e+02 -1.42372568e+02  5.05995045e-01  1.55418343e+02
 -1.42838178e+02  3.04637352e-03  1.54919863e+02 -1.42338146e+02
  5.17485072e-01  1.55423968e+02 -1.42814797e+02  2.10253350e-02
  1.54915443e+02 -1.42384965e+02  5.28518801e-01  1.55411953e+02
 -1.42848472e+02  4.51710420e-02  1.54911992e+02 -1.42332883e+02
  5.02138735e-01  1.55422810e+02 -1.42840272e+02  2.54197497e-02
  1.54916357e+02 -1.42363812e+02  5.20794701e-01  1.55414124e+02
 -1.42858201e+02  1.34381131e-02  1.54924967e+02 -1.42361647e+02
  5.08016250e-01  1.55415596e+02 -1.42881096e+02  1.25742782e-02
  1.54912973e+02 -1.42331086e+02  4.78853677e-01  1.55415330e+02
 -1.42880164e+02  4.13515762e-02  1.54925918e+02 -1.42351078e+02
  5.23336378e-01  1.55425108e+02 -1.42853260e+02  1.58189247e-02
  1.54918165e+02 -1.42358677e+02  5.06347828e-01  1.55406025e+02
 -1.42862097e+02  1.90286287e-02  1.54919419e+02 -1.42396394e+02
  5.08790620e-01  1.55416850e+02 -1.42863949e+02  2.16448355e-03
  1.54917200e+02 -1.42369657e+02  5.02017970e-01  1.55426366e+02
 -1.42872951e+02  1.13565318e-02  1.54919868e+02 -1.42345458e+02
  5.41790005e-01  1.55413525e+02]
res:  5796 -0.0005575238283199724 0.014655665264399431 0.023839525867158737
[ 1.20044946e-10 -1.03186585e-05 -2.82783121e-01  1.61517596e+04
 -1.42824528e+02  2.15778459e-02  1.54922922e+02 -1.42352059e+02
  5.08489217e-01  1.55417958e+02 -1.42858641e+02  3.94335222e-02
  1.54922712e+02 -1.42375776e+02  5.12684765e-01  1.55422067e+02
 -1.42830932e+02  1.73825674e-02  1.54924507e+02 -1.42338427e+02
  5.34565166e-01  1.55421177e+02 -1.42825073e+02  2.53509647e-02
  1.54914686e+02 -1.42366050e+02  5.34014745e-01  1.55418414e+02
 -1.42835365e+02  4.24230572e-02  1.54916113e+02 -1.42344043e+02
  5.01292244e-01  1.55417353e+02 -1.42833782e+02  2.49326212e-02
  1.54919229e+02 -1.42355590e+02  5.22618105e-01  1.55421066e+02
 -1.42845910e+02  2.37957730e-02  1.54929893e+02 -1.42354427e+02
  5.07145586e-01  1.55417988e+02 -1.42878242e+02  2.52488806e-02
  1.54912169e+02 -1.42361171e+02  4.96360452e-01  1.55412143e+02
 -1.42879969e+02  3.60208401e-02  1.54921917e+02 -1.42339019e+02
  5.33506351e-01  1.55427654e+02 -1.42840747e+02  2.50504078e-02
  1.54922273e+02 -1.42353493e+02  5.11022380e-01  1.55410945e+02
 -1.42860272e+02  1.82558981e-02  1.54926835e+02 -1.42370481e+02
  5.00077219e-01  1.55422079e+02 -1.42866043e+02  6.49050771e-03
  1.54921692e+02 -1.42360429e+02  5.03257896e-01  1.55425230e+02
 -1.42859433e+02  1.10668586e-02  1.54921219e+02 -1.42347876e+02
  5.38403134e-01  1.55418454e+02]
Niter:  2 row:  278 ngroup:  26 nlines:  6244 gd:  5784
[ 1.20044946e-10 -1.03186585e-05 -2.82783121e-01  1.61517596e+04
 -1.42824528e+02  2.15778459e-02  1.54922922e+02 -1.42352059e+02
  5.08489217e-01  1.55417958e+02 -1.42858641e+02  3.94335222e-02
  1.54922712e+02 -1.42375776e+02  5.12684765e-01  1.55422067e+02
 -1.42830932e+02  1.73825674e-02  1.54924507e+02 -1.42338427e+02
  5.34565166e-01  1.55421177e+02 -1.42825073e+02  2.53509647e-02
  1.54914686e+02 -1.42366050e+02  5.34014745e-01  1.55418414e+02
 -1.42835365e+02  4.24230572e-02  1.54916113e+02 -1.42344043e+02
  5.01292244e-01  1.55417353e+02 -1.42833782e+02  2.49326212e-02
  1.54919229e+02 -1.42355590e+02  5.22618105e-01  1.55421066e+02
 -1.42845910e+02  2.37957730e-02  1.54929893e+02 -1.42354427e+02
  5.07145586e-01  1.55417988e+02 -1.42878242e+02  2.52488806e-02
  1.54912169e+02 -1.42361171e+02  4.96360452e-01  1.55412143e+02
 -1.42879969e+02  3.60208401e-02  1.54921917e+02 -1.42339019e+02
  5.33506351e-01  1.55427654e+02 -1.42840747e+02  2.50504078e-02
  1.54922273e+02 -1.42353493e+02  5.11022380e-01  1.55410945e+02
 -1.42860272e+02  1.82558981e-02  1.54926835e+02 -1.42370481e+02
  5.00077219e-01  1.55422079e+02 -1.42866043e+02  6.49050771e-03
  1.54921692e+02 -1.42360429e+02  5.03257896e-01  1.55425230e+02
 -1.42859433e+02  1.10668586e-02  1.54921219e+02 -1.42347876e+02
  5.38403134e-01  1.55418454e+02]
res:  5784 -0.0006008857171764248 0.014629207188590954 0.0236496029009851
[ 1.20044934e-10 -1.03186575e-05 -2.82783149e-01  1.61517612e+04
 -1.42817565e+02  2.72553721e-02  1.54927688e+02 -1.42345054e+02
  5.11043577e-01  1.55422727e+02 -1.42851659e+02  4.17102366e-02
  1.54927473e+02 -1.42368781e+02  5.18397614e-01  1.55426830e+02
 -1.42823947e+02  2.63016110e-02  1.54929267e+02 -1.42331438e+02
  5.43618417e-01  1.55425942e+02 -1.42823568e+02  3.10215566e-02
  1.54919454e+02 -1.42359048e+02  5.39707032e-01  1.55423193e+02
 -1.42828346e+02  4.81003124e-02  1.54920875e+02 -1.42337060e+02
  5.06992959e-01  1.55422125e+02 -1.42826782e+02  3.06268025e-02
  1.54923995e+02 -1.42348589e+02  5.28281141e-01  1.55427962e+02
 -1.42838925e+02  2.94874665e-02  1.54934662e+02 -1.42347425e+02
  5.12880472e-01  1.55422755e+02 -1.42875995e+02  3.44986284e-02
  1.54916929e+02 -1.42359298e+02  5.05209367e-01  1.55416910e+02
 -1.42878334e+02  4.17222900e-02  1.54926679e+02 -1.42332053e+02
  5.39214965e-01  1.55432411e+02 -1.42828475e+02  3.40387927e-02
  1.54927034e+02 -1.42346497e+02  5.16750611e-01  1.55415716e+02
 -1.42853282e+02  2.39423773e-02  1.54931597e+02 -1.42358217e+02
  4.99434428e-01  1.55426841e+02 -1.42859032e+02  1.22027215e-02
  1.54926457e+02 -1.42348912e+02  5.08977113e-01  1.55429986e+02
 -1.42852425e+02  1.30148410e-02  1.54925985e+02 -1.42340882e+02
  5.44112103e-01  1.55423219e+02]
Niter:  3 row:  278 ngroup:  26 nlines:  6244 gd:  5778
[ 1.20044934e-10 -1.03186575e-05 -2.82783149e-01  1.61517612e+04
 -1.42817565e+02  2.72553721e-02  1.54927688e+02 -1.42345054e+02
  5.11043577e-01  1.55422727e+02 -1.42851659e+02  4.17102366e-02
  1.54927473e+02 -1.42368781e+02  5.18397614e-01  1.55426830e+02
 -1.42823947e+02  2.63016110e-02  1.54929267e+02 -1.42331438e+02
  5.43618417e-01  1.55425942e+02 -1.42823568e+02  3.10215566e-02
  1.54919454e+02 -1.42359048e+02  5.39707032e-01  1.55423193e+02
 -1.42828346e+02  4.81003124e-02  1.54920875e+02 -1.42337060e+02
  5.06992959e-01  1.55422125e+02 -1.42826782e+02  3.06268025e-02
  1.54923995e+02 -1.42348589e+02  5.28281141e-01  1.55427962e+02
 -1.42838925e+02  2.94874665e-02  1.54934662e+02 -1.42347425e+02
  5.12880472e-01  1.55422755e+02 -1.42875995e+02  3.44986284e-02
  1.54916929e+02 -1.42359298e+02  5.05209367e-01  1.55416910e+02
 -1.42878334e+02  4.17222900e-02  1.54926679e+02 -1.42332053e+02
  5.39214965e-01  1.55432411e+02 -1.42828475e+02  3.40387927e-02
  1.54927034e+02 -1.42346497e+02  5.16750611e-01  1.55415716e+02
 -1.42853282e+02  2.39423773e-02  1.54931597e+02 -1.42358217e+02
  4.99434428e-01  1.55426841e+02 -1.42859032e+02  1.22027215e-02
  1.54926457e+02 -1.42348912e+02  5.08977113e-01  1.55429986e+02
 -1.42852425e+02  1.30148410e-02  1.54925985e+02 -1.42340882e+02
  5.44112103e-01  1.55423219e+02]
res:  5778 -0.0003668373028631322 0.014536382525875524 0.0233695452874133
[ 1.20180008e-10 -1.03187740e-05 -2.82787342e-01  1.61517596e+04
 -1.42796920e+02  1.97745793e-02  1.54899020e+02 -1.42324236e+02
  5.04788727e-01  1.55394027e+02 -1.42830980e+02  3.48444030e-02
  1.54898785e+02 -1.42348072e+02  5.12170632e-01  1.55398095e+02
 -1.42803260e+02  1.88788168e-02  1.54900543e+02 -1.42310795e+02
  5.36956422e-01  1.55397215e+02 -1.42802798e+02  2.33273618e-02
  1.54890817e+02 -1.42338214e+02  5.32763154e-01  1.55394600e+02
 -1.42807416e+02  4.06287190e-02  1.54892195e+02 -1.42316505e+02
  5.00217088e-01  1.55393458e+02 -1.42806081e+02  2.38282014e-02
  1.54895328e+02 -1.42327695e+02  5.20702757e-01  1.55399261e+02
 -1.42817907e+02  2.25605817e-02  1.54906011e+02 -1.42326646e+02
  5.07134622e-01  1.55394052e+02 -1.42855380e+02  2.68138040e-02
  1.54888267e+02 -1.42338336e+02  4.98585227e-01  1.55388210e+02
 -1.42857873e+02  3.50289032e-02  1.54898025e+02 -1.42311599e+02
  5.32859228e-01  1.55403687e+02 -1.42807772e+02  2.67033420e-02
  1.54898325e+02 -1.42325614e+02  5.10743751e-01  1.55387075e+02
 -1.42832788e+02  1.69300449e-02  1.54902905e+02 -1.42337072e+02
  4.93292390e-01  1.55398134e+02 -1.42838020e+02  5.98452556e-03
  1.54897733e+02 -1.42328439e+02  5.02861779e-01  1.55401250e+02
 -1.42831705e+02  5.90773683e-03  1.54897239e+02 -1.42320089e+02
  5.37703546e-01  1.55394526e+02]
Niter:  4 row:  278 ngroup:  26 nlines:  6244 gd:  5772
[ 1.20180008e-10 -1.03187740e-05 -2.82787342e-01  1.61517596e+04
 -1.42796920e+02  1.97745793e-02  1.54899020e+02 -1.42324236e+02
  5.04788727e-01  1.55394027e+02 -1.42830980e+02  3.48444030e-02
  1.54898785e+02 -1.42348072e+02  5.12170632e-01  1.55398095e+02
 -1.42803260e+02  1.88788168e-02  1.54900543e+02 -1.42310795e+02
  5.36956422e-01  1.55397215e+02 -1.42802798e+02  2.33273618e-02
  1.54890817e+02 -1.42338214e+02  5.32763154e-01  1.55394600e+02
 -1.42807416e+02  4.06287190e-02  1.54892195e+02 -1.42316505e+02
  5.00217088e-01  1.55393458e+02 -1.42806081e+02  2.38282014e-02
  1.54895328e+02 -1.42327695e+02  5.20702757e-01  1.55399261e+02
 -1.42817907e+02  2.25605817e-02  1.54906011e+02 -1.42326646e+02
  5.07134622e-01  1.55394052e+02 -1.42855380e+02  2.68138040e-02
  1.54888267e+02 -1.42338336e+02  4.98585227e-01  1.55388210e+02
 -1.42857873e+02  3.50289032e-02  1.54898025e+02 -1.42311599e+02
  5.32859228e-01  1.55403687e+02 -1.42807772e+02  2.67033420e-02
  1.54898325e+02 -1.42325614e+02  5.10743751e-01  1.55387075e+02
 -1.42832788e+02  1.69300449e-02  1.54902905e+02 -1.42337072e+02
  4.93292390e-01  1.55398134e+02 -1.42838020e+02  5.98452556e-03
  1.54897733e+02 -1.42328439e+02  5.02861779e-01  1.55401250e+02
 -1.42831705e+02  5.90773683e-03  1.54897239e+02 -1.42320089e+02
  5.37703546e-01  1.55394526e+02]
res:  5772 -0.0005821397207910195 0.014523031846692902 0.023266409944022154
[ 1.20179996e-10 -1.03187729e-05 -2.82787370e-01  1.61517612e+04
 -1.42790288e+02  2.24443697e-02  1.54902463e+02 -1.42317171e+02
  5.07686842e-01  1.55397529e+02 -1.42824104e+02  4.10298449e-02
  1.54902170e+02 -1.42341109e+02  5.18307917e-01  1.55401536e+02
 -1.42796437e+02  2.20298281e-02  1.54903942e+02 -1.42303854e+02
  5.43104394e-01  1.55400672e+02 -1.42806540e+02  2.96405829e-02
  1.54894274e+02 -1.42331244e+02  5.39441560e-01  1.55398191e+02
 -1.42800293e+02  5.04684186e-02  1.54895566e+02 -1.42309584e+02
  5.03017921e-01  1.55396982e+02 -1.42798986e+02  3.00210625e-02
  1.54898774e+02 -1.42325991e+02  5.26876949e-01  1.55402718e+02
 -1.42811237e+02  2.87543677e-02  1.54909463e+02 -1.42319625e+02
  5.13228815e-01  1.55397535e+02 -1.42848335e+02  2.96503362e-02
  1.54891625e+02 -1.42336353e+02  5.04721145e-01  1.55391685e+02
 -1.42850993e+02  4.11788292e-02  1.54901385e+02 -1.42304689e+02
  5.38977576e-01  1.55407015e+02 -1.42800833e+02  2.97654621e-02
  1.54903749e+02 -1.42318745e+02  5.16835682e-01  1.55390579e+02
 -1.42825657e+02  2.31140740e-02  1.54906305e+02 -1.42330038e+02
  4.96329555e-01  1.55403637e+02 -1.42831087e+02  1.88401470e-02
  1.54901194e+02 -1.42321261e+02  5.05602988e-01  1.55404563e+02
 -1.42824500e+02  8.85359155e-03  1.54900740e+02 -1.42313168e+02
  5.43830123e-01  1.55397955e+02]
Niter:  5 row:  278 ngroup:  26 nlines:  6244 gd:  5775
[ 1.20179996e-10 -1.03187729e-05 -2.82787370e-01  1.61517612e+04
 -1.42790288e+02  2.24443697e-02  1.54902463e+02 -1.42317171e+02
  5.07686842e-01  1.55397529e+02 -1.42824104e+02  4.10298449e-02
  1.54902170e+02 -1.42341109e+02  5.18307917e-01  1.55401536e+02
 -1.42796437e+02  2.20298281e-02  1.54903942e+02 -1.42303854e+02
  5.43104394e-01  1.55400672e+02 -1.42806540e+02  2.96405829e-02
  1.54894274e+02 -1.42331244e+02  5.39441560e-01  1.55398191e+02
 -1.42800293e+02  5.04684186e-02  1.54895566e+02 -1.42309584e+02
  5.03017921e-01  1.55396982e+02 -1.42798986e+02  3.00210625e-02
  1.54898774e+02 -1.42325991e+02  5.26876949e-01  1.55402718e+02
 -1.42811237e+02  2.87543677e-02  1.54909463e+02 -1.42319625e+02
  5.13228815e-01  1.55397535e+02 -1.42848335e+02  2.96503362e-02
  1.54891625e+02 -1.42336353e+02  5.04721145e-01  1.55391685e+02
 -1.42850993e+02  4.11788292e-02  1.54901385e+02 -1.42304689e+02
  5.38977576e-01  1.55407015e+02 -1.42800833e+02  2.97654621e-02
  1.54903749e+02 -1.42318745e+02  5.16835682e-01  1.55390579e+02
 -1.42825657e+02  2.31140740e-02  1.54906305e+02 -1.42330038e+02
  4.96329555e-01  1.55403637e+02 -1.42831087e+02  1.88401470e-02
  1.54901194e+02 -1.42321261e+02  5.05602988e-01  1.55404563e+02
 -1.42824500e+02  8.85359155e-03  1.54900740e+02 -1.42313168e+02
  5.43830123e-01  1.55397955e+02]
res:  5775 -0.00016934304221649654 0.014725418664966128 0.023207791243198238
[ 1.20654884e-10 -1.03188384e-05 -2.82797824e-01  1.61517596e+04
 -1.42723508e+02  1.30600734e-02  1.54842530e+02 -1.42249441e+02
  5.01676630e-01  1.55337483e+02 -1.42756975e+02  3.33510699e-02
  1.54842204e+02 -1.42273786e+02  5.12187645e-01  1.55341440e+02
 -1.42729172e+02  1.34430080e-02  1.54843904e+02 -1.42236744e+02
  5.35896362e-01  1.55340598e+02 -1.42738373e+02  1.97153888e-02
  1.54834390e+02 -1.42263567e+02  5.32290795e-01  1.55338335e+02
 -1.42732320e+02  4.16482606e-02  1.54835597e+02 -1.42242742e+02
  4.95238349e-01  1.55336987e+02 -1.42731766e+02  2.25109688e-02
  1.54838839e+02 -1.42258108e+02  5.17338446e-01  1.55342679e+02
 -1.42743143e+02  2.09525880e-02  1.54849513e+02 -1.42252120e+02
  5.08281377e-01  1.55337485e+02 -1.42781341e+02  2.04066214e-02
  1.54831733e+02 -1.42268364e+02  4.97591321e-01  1.55331648e+02
 -1.42784552e+02  3.38927953e-02  1.54841486e+02 -1.42238309e+02
  5.32492651e-01  1.55346971e+02 -1.42733641e+02  2.13310379e-02
  1.54843755e+02 -1.42250965e+02  5.11215856e-01  1.55330663e+02
 -1.42759043e+02  1.50503948e-02  1.54846318e+02 -1.42261408e+02
  4.90270645e-01  1.55343602e+02 -1.42762867e+02  1.27135695e-02
  1.54841124e+02 -1.42254718e+02  4.99673864e-01  1.55344489e+02
 -1.42757239e+02  1.15815586e-03  1.54840613e+02 -1.42245663e+02
  5.37234425e-01  1.55337944e+02]
Niter:  6 row:  278 ngroup:  26 nlines:  6244 gd:  5797
[ 1.20654884e-10 -1.03188384e-05 -2.82797824e-01  1.61517596e+04
 -1.42723508e+02  1.30600734e-02  1.54842530e+02 -1.42249441e+02
  5.01676630e-01  1.55337483e+02 -1.42756975e+02  3.33510699e-02
  1.54842204e+02 -1.42273786e+02  5.12187645e-01  1.55341440e+02
 -1.42729172e+02  1.34430080e-02  1.54843904e+02 -1.42236744e+02
  5.35896362e-01  1.55340598e+02 -1.42738373e+02  1.97153888e-02
  1.54834390e+02 -1.42263567e+02  5.32290795e-01  1.55338335e+02
 -1.42732320e+02  4.16482606e-02  1.54835597e+02 -1.42242742e+02
  4.95238349e-01  1.55336987e+02 -1.42731766e+02  2.25109688e-02
  1.54838839e+02 -1.42258108e+02  5.17338446e-01  1.55342679e+02
 -1.42743143e+02  2.09525880e-02  1.54849513e+02 -1.42252120e+02
  5.08281377e-01  1.55337485e+02 -1.42781341e+02  2.04066214e-02
  1.54831733e+02 -1.42268364e+02  4.97591321e-01  1.55331648e+02
 -1.42784552e+02  3.38927953e-02  1.54841486e+02 -1.42238309e+02
  5.32492651e-01  1.55346971e+02 -1.42733641e+02  2.13310379e-02
  1.54843755e+02 -1.42250965e+02  5.11215856e-01  1.55330663e+02
 -1.42759043e+02  1.50503948e-02  1.54846318e+02 -1.42261408e+02
  4.90270645e-01  1.55343602e+02 -1.42762867e+02  1.27135695e-02
  1.54841124e+02 -1.42254718e+02  4.99673864e-01  1.55344489e+02
 -1.42757239e+02  1.15815586e-03  1.54840613e+02 -1.42245663e+02
  5.37234425e-01  1.55337944e+02]
res:  5797 -0.0001680317127465969 0.014721941684911144 0.023427430724647775
[ 1.20653797e-10 -1.03188384e-05 -2.82797824e-01  1.61517596e+04
 -1.42723508e+02  1.30600734e-02  1.54842530e+02 -1.42249441e+02
  5.01676630e-01  1.55337483e+02 -1.42756975e+02  3.33510699e-02
  1.54842204e+02 -1.42273786e+02  5.12187645e-01  1.55341440e+02
 -1.42729172e+02  1.34430080e-02  1.54843904e+02 -1.42236744e+02
  5.35896362e-01  1.55340598e+02 -1.42738373e+02  1.97153888e-02
  1.54834390e+02 -1.42263567e+02  5.32290795e-01  1.55338335e+02
 -1.42732320e+02  4.16482606e-02  1.54835597e+02 -1.42242742e+02
  4.95238349e-01  1.55336987e+02 -1.42731766e+02  2.25109688e-02
  1.54838839e+02 -1.42258108e+02  5.17338446e-01  1.55342679e+02
 -1.42743143e+02  2.09525880e-02  1.54849513e+02 -1.42252120e+02
  5.08281377e-01  1.55337485e+02 -1.42781341e+02  2.04066214e-02
  1.54831733e+02 -1.42268364e+02  4.97591321e-01  1.55331648e+02
 -1.42784552e+02  3.38927953e-02  1.54841486e+02 -1.42238309e+02
  5.32492651e-01  1.55346971e+02 -1.42733641e+02  2.13310379e-02
  1.54843755e+02 -1.42250965e+02  5.11215856e-01  1.55330663e+02
 -1.42759043e+02  1.50503948e-02  1.54846318e+02 -1.42261408e+02
  4.90270645e-01  1.55343602e+02 -1.42762867e+02  1.27135695e-02
  1.54841124e+02 -1.42254718e+02  4.99673864e-01  1.55344489e+02
 -1.42757239e+02  1.15815586e-03  1.54840613e+02 -1.42245663e+02
  5.37234425e-01  1.55337944e+02]
Saving figure to  wave_resid_43670005_fiber278.png
Final values:
res:  -0.0001680317127465969 0.023427430724647775
pars:  [ 1.20653797e-10 -1.03188384e-05 -2.82797824e-01  1.61517596e+04
 -1.42723508e+02  1.30600734e-02  1.54842530e+02 -1.42249441e+02
  5.01676630e-01  1.55337483e+02 -1.42756975e+02  3.33510699e-02
  1.54842204e+02 -1.42273786e+02  5.12187645e-01  1.55341440e+02
 -1.42729172e+02  1.34430080e-02  1.54843904e+02 -1.42236744e+02
  5.35896362e-01  1.55340598e+02 -1.42738373e+02  1.97153888e-02
  1.54834390e+02 -1.42263567e+02  5.32290795e-01  1.55338335e+02
 -1.42732320e+02  4.16482606e-02  1.54835597e+02 -1.42242742e+02
  4.95238349e-01  1.55336987e+02 -1.42731766e+02  2.25109688e-02
  1.54838839e+02 -1.42258108e+02  5.17338446e-01  1.55342679e+02
 -1.42743143e+02  2.09525880e-02  1.54849513e+02 -1.42252120e+02
  5.08281377e-01  1.55337485e+02 -1.42781341e+02  2.04066214e-02
  1.54831733e+02 -1.42268364e+02  4.97591321e-01  1.55331648e+02
 -1.42784552e+02  3.38927953e-02  1.54841486e+02 -1.42238309e+02
  5.32492651e-01  1.55346971e+02 -1.42733641e+02  2.13310379e-02
  1.54843755e+02 -1.42250965e+02  5.11215856e-01  1.55330663e+02
 -1.42759043e+02  1.50503948e-02  1.54846318e+02 -1.42261408e+02
  4.90270645e-01  1.55343602e+02 -1.42762867e+02  1.27135695e-02
  1.54841124e+02 -1.42254718e+02  4.99673864e-01  1.55344489e+02
 -1.42757239e+02  1.15815586e-03  1.54840613e+02 -1.42245663e+02
  5.37234425e-01  1.55337944e+02]
278 [ 1.20653797e-10 -1.03188384e-05 -2.82797824e-01  1.61517596e+04
 -1.42723508e+02  1.30600734e-02  1.54842530e+02 -1.42249441e+02
  5.01676630e-01  1.55337483e+02 -1.42756975e+02  3.33510699e-02
  1.54842204e+02 -1.42273786e+02  5.12187645e-01  1.55341440e+02
 -1.42729172e+02  1.34430080e-02  1.54843904e+02 -1.42236744e+02
  5.35896362e-01  1.55340598e+02 -1.42738373e+02  1.97153888e-02
  1.54834390e+02 -1.42263567e+02  5.32290795e-01  1.55338335e+02
 -1.42732320e+02  4.16482606e-02  1.54835597e+02 -1.42242742e+02
  4.95238349e-01  1.55336987e+02 -1.42731766e+02  2.25109688e-02
  1.54838839e+02 -1.42258108e+02  5.17338446e-01  1.55342679e+02
 -1.42743143e+02  2.09525880e-02  1.54849513e+02 -1.42252120e+02
  5.08281377e-01  1.55337485e+02 -1.42781341e+02  2.04066214e-02
  1.54831733e+02 -1.42268364e+02  4.97591321e-01  1.55331648e+02
 -1.42784552e+02  3.38927953e-02  1.54841486e+02 -1.42238309e+02
  5.32492651e-01  1.55346971e+02 -1.42733641e+02  2.13310379e-02
  1.54843755e+02 -1.42250965e+02  5.11215856e-01  1.55330663e+02
 -1.42759043e+02  1.50503948e-02  1.54846318e+02 -1.42261408e+02
  4.90270645e-01  1.55343602e+02 -1.42762867e+02  1.27135695e-02
  1.54841124e+02 -1.42254718e+02  4.99673864e-01  1.55344489e+02
 -1.42757239e+02  1.15815586e-03  1.54840613e+02 -1.42245663e+02
  5.37234425e-01  1.55337944e+02]
--- Row 280/300 row=279 ---
--- Row 281/300 row=280 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  280
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=280 ---
Niter:  0 row:  280 ngroup:  1 nlines:  245 gd:  245
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  245 0.000809940855106106 0.013732171515584923 0.03635815334212768
[ 1.20404243e-10 -1.03186191e-05 -2.82786508e-01  1.61517550e+04
 -1.42807241e+02  4.64759705e-14  1.54883236e+02]
Niter:  1 row:  280 ngroup:  1 nlines:  245 gd:  231
[ 1.20404243e-10 -1.03186191e-05 -2.82786508e-01  1.61517550e+04
 -1.42807241e+02  4.64759705e-14  1.54883236e+02]
res:  231 -0.0006343225959426491 0.014854146811558167 0.024238741249325586
[ 1.20458541e-10 -1.03181970e-05 -2.82787637e-01  1.61517556e+04
 -1.42796514e+02  1.90880267e-12  1.54882575e+02]
Niter:  2 row:  280 ngroup:  1 nlines:  245 gd:  232
[ 1.20458541e-10 -1.03181970e-05 -2.82787637e-01  1.61517556e+04
 -1.42796514e+02  1.90880267e-12  1.54882575e+02]
res:  232 -0.0002911088668042794 0.014440746261243476 0.02455429571853314
[ 1.20514470e-10 -1.03182082e-05 -2.82788548e-01  1.61517547e+04
 -1.42795191e+02  7.45676811e-11  1.54875634e+02]
Niter:  3 row:  280 ngroup:  1 nlines:  245 gd:  229
[ 1.20514470e-10 -1.03182082e-05 -2.82788548e-01  1.61517547e+04
 -1.42795191e+02  7.45676811e-11  1.54875634e+02]
res:  229 -0.00010847016528714448 0.014299672935521812 0.023601288826133295
[ 1.20411071e-10 -1.03181372e-05 -2.82787733e-01  1.61517556e+04
 -1.42787929e+02  1.89795926e-10  1.54882836e+02]
Niter:  4 row:  280 ngroup:  1 nlines:  245 gd:  228
[ 1.20411071e-10 -1.03181372e-05 -2.82787733e-01  1.61517556e+04
 -1.42787929e+02  1.89795926e-10  1.54882836e+02]
res:  228 -0.00021582181034318637 0.014319755904580234 0.02326756803039819
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
Niter:  5 row:  280 ngroup:  1 nlines:  245 gd:  228
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
res:  228 -0.00021582181034318637 0.014319755904580234 0.02326756803038368
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
Niter:  6 row:  280 ngroup:  1 nlines:  245 gd:  228
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
res:  228 -0.00021582181034318637 0.014319755904580234 0.02326756803038368
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
Final values:
res:  -0.00021582181034318637 0.02326756803038368
pars:  [ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
280 [ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02]
elapsed: 2.9 sec.
Niter:  0 row:  280 ngroup:  26 nlines:  6314 gd:  6314
[ 1.20373935e-10 -1.03181404e-05 -2.82787098e-01  1.61517565e+04
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02 -1.42787882e+02  1.93568854e-10
  1.54888475e+02 -1.42787882e+02  1.93568854e-10  1.54888475e+02
 -1.42787882e+02  1.93568854e-10  1.54888475e+02 -1.42787882e+02
  1.93568854e-10  1.54888475e+02]
res:  6314 0.00010090465093526291 0.014678512204227445 0.03603991892708097
[ 1.20373923e-10 -1.03181414e-05 -2.82787126e-01  1.61517581e+04
 -1.42780852e+02  1.16726829e-02  1.54894605e+02 -1.42310838e+02
  5.15538370e-01  1.55386826e+02 -1.42800196e+02  2.34503878e-02
  1.54897771e+02 -1.42297004e+02  4.95726945e-01  1.55395355e+02
 -1.42779947e+02 -1.75920100e-02  1.54896136e+02 -1.42315899e+02
  5.04141098e-01  1.55399046e+02 -1.42760702e+02  4.49605819e-02
  1.54880996e+02 -1.42294360e+02  4.99796505e-01  1.55382476e+02
 -1.42801529e+02  3.22657981e-02  1.54891025e+02 -1.42293514e+02
  5.23974345e-01  1.55386793e+02 -1.42799706e+02  4.64210780e-02
  1.54889049e+02 -1.42280320e+02  5.15526328e-01  1.55387731e+02
 -1.42774423e+02 -8.38075564e-03  1.54900235e+02 -1.42288849e+02
  4.93962140e-01  1.55398585e+02 -1.42819214e+02  2.28538255e-02
  1.54888211e+02 -1.42302946e+02  5.09392890e-01  1.55391665e+02
 -1.42778842e+02  1.76304025e-03  1.54890655e+02 -1.42273057e+02
  5.16214548e-01  1.55400847e+02 -1.42801599e+02 -9.74646991e-03
  1.54889387e+02 -1.42278369e+02  5.08365490e-01  1.55392564e+02
 -1.42801810e+02  1.98491059e-02  1.54887606e+02 -1.42287433e+02
  5.04457958e-01  1.55398870e+02 -1.42830973e+02  7.72412597e-03
  1.54890713e+02 -1.42332886e+02  5.08456475e-01  1.55388068e+02
 -1.42778005e+02 -7.28582353e-03  1.54893879e+02 -1.42316125e+02
  4.99394771e-01  1.55389677e+02]
Niter:  1 row:  280 ngroup:  26 nlines:  6314 gd:  5810
[ 1.20373923e-10 -1.03181414e-05 -2.82787126e-01  1.61517581e+04
 -1.42780852e+02  1.16726829e-02  1.54894605e+02 -1.42310838e+02
  5.15538370e-01  1.55386826e+02 -1.42800196e+02  2.34503878e-02
  1.54897771e+02 -1.42297004e+02  4.95726945e-01  1.55395355e+02
 -1.42779947e+02 -1.75920100e-02  1.54896136e+02 -1.42315899e+02
  5.04141098e-01  1.55399046e+02 -1.42760702e+02  4.49605819e-02
  1.54880996e+02 -1.42294360e+02  4.99796505e-01  1.55382476e+02
 -1.42801529e+02  3.22657981e-02  1.54891025e+02 -1.42293514e+02
  5.23974345e-01  1.55386793e+02 -1.42799706e+02  4.64210780e-02
  1.54889049e+02 -1.42280320e+02  5.15526328e-01  1.55387731e+02
 -1.42774423e+02 -8.38075564e-03  1.54900235e+02 -1.42288849e+02
  4.93962140e-01  1.55398585e+02 -1.42819214e+02  2.28538255e-02
  1.54888211e+02 -1.42302946e+02  5.09392890e-01  1.55391665e+02
 -1.42778842e+02  1.76304025e-03  1.54890655e+02 -1.42273057e+02
  5.16214548e-01  1.55400847e+02 -1.42801599e+02 -9.74646991e-03
  1.54889387e+02 -1.42278369e+02  5.08365490e-01  1.55392564e+02
 -1.42801810e+02  1.98491059e-02  1.54887606e+02 -1.42287433e+02
  5.04457958e-01  1.55398870e+02 -1.42830973e+02  7.72412597e-03
  1.54890713e+02 -1.42332886e+02  5.08456475e-01  1.55388068e+02
 -1.42778005e+02 -7.28582353e-03  1.54893879e+02 -1.42316125e+02
  4.99394771e-01  1.55389677e+02]
res:  5810 -0.0008725695879547857 0.014766649982448143 0.023274322473256847
[ 1.20373935e-10 -1.03181424e-05 -2.82787154e-01  1.61517598e+04
 -1.42778805e+02  1.81174881e-02  1.54896017e+02 -1.42294104e+02
  5.18250573e-01  1.55394947e+02 -1.42799541e+02  2.15314382e-02
  1.54899128e+02 -1.42281915e+02  5.07402801e-01  1.55395556e+02
 -1.42774327e+02  5.43098161e-03  1.54890493e+02 -1.42306982e+02
  5.25705390e-01  1.55396627e+02 -1.42783014e+02  2.33480184e-02
  1.54887335e+02 -1.42280656e+02  4.96041276e-01  1.55386793e+02
 -1.42793779e+02  3.31279134e-02  1.54893853e+02 -1.42290185e+02
  5.17676664e-01  1.55385837e+02 -1.42806203e+02  2.71796979e-02
  1.54897477e+02 -1.42289290e+02  5.20705945e-01  1.55385016e+02
 -1.42764020e+02  1.14621414e-02  1.54899459e+02 -1.42291359e+02
  4.99833508e-01  1.55397909e+02 -1.42820693e+02  1.89534621e-02
  1.54897733e+02 -1.42297033e+02  5.05792487e-01  1.55392732e+02
 -1.42789698e+02  1.98449677e-02  1.54895759e+02 -1.42285806e+02
  5.15881736e-01  1.55405282e+02 -1.42799699e+02  3.42043496e-03
  1.54894296e+02 -1.42277558e+02  5.00254884e-01  1.55394199e+02
 -1.42813087e+02  1.81132262e-02  1.54899337e+02 -1.42299136e+02
  5.10310313e-01  1.55399342e+02 -1.42822239e+02  3.11956198e-03
  1.54890222e+02 -1.42326028e+02  4.99464689e-01  1.55391852e+02
 -1.42779903e+02 -9.33132391e-04  1.54893050e+02 -1.42308514e+02
  4.98757538e-01  1.55391750e+02]
Niter:  2 row:  280 ngroup:  26 nlines:  6314 gd:  5811
[ 1.20373935e-10 -1.03181424e-05 -2.82787154e-01  1.61517598e+04
 -1.42778805e+02  1.81174881e-02  1.54896017e+02 -1.42294104e+02
  5.18250573e-01  1.55394947e+02 -1.42799541e+02  2.15314382e-02
  1.54899128e+02 -1.42281915e+02  5.07402801e-01  1.55395556e+02
 -1.42774327e+02  5.43098161e-03  1.54890493e+02 -1.42306982e+02
  5.25705390e-01  1.55396627e+02 -1.42783014e+02  2.33480184e-02
  1.54887335e+02 -1.42280656e+02  4.96041276e-01  1.55386793e+02
 -1.42793779e+02  3.31279134e-02  1.54893853e+02 -1.42290185e+02
  5.17676664e-01  1.55385837e+02 -1.42806203e+02  2.71796979e-02
  1.54897477e+02 -1.42289290e+02  5.20705945e-01  1.55385016e+02
 -1.42764020e+02  1.14621414e-02  1.54899459e+02 -1.42291359e+02
  4.99833508e-01  1.55397909e+02 -1.42820693e+02  1.89534621e-02
  1.54897733e+02 -1.42297033e+02  5.05792487e-01  1.55392732e+02
 -1.42789698e+02  1.98449677e-02  1.54895759e+02 -1.42285806e+02
  5.15881736e-01  1.55405282e+02 -1.42799699e+02  3.42043496e-03
  1.54894296e+02 -1.42277558e+02  5.00254884e-01  1.55394199e+02
 -1.42813087e+02  1.81132262e-02  1.54899337e+02 -1.42299136e+02
  5.10310313e-01  1.55399342e+02 -1.42822239e+02  3.11956198e-03
  1.54890222e+02 -1.42326028e+02  4.99464689e-01  1.55391852e+02
 -1.42779903e+02 -9.33132391e-04  1.54893050e+02 -1.42308514e+02
  4.98757538e-01  1.55391750e+02]
res:  5811 -0.0007418834620693815 0.014791577069445339 0.023244602472600153
[ 1.20373947e-10 -1.03181435e-05 -2.82787183e-01  1.61517614e+04
 -1.42771858e+02  2.70666689e-02  1.54900743e+02 -1.42276931e+02
  5.23969558e-01  1.55399684e+02 -1.42792613e+02  2.72199676e-02
  1.54903852e+02 -1.42274943e+02  5.13107911e-01  1.55400292e+02
 -1.42756327e+02  1.11153209e-02  1.54895225e+02 -1.42300031e+02
  5.34500954e-01  1.55401360e+02 -1.42781035e+02  1.88453831e-02
  1.54894122e+02 -1.42273689e+02  5.01753040e-01  1.55393577e+02
 -1.42786831e+02  3.22324819e-02  1.54900660e+02 -1.42283241e+02
  5.16902331e-01  1.55390574e+02 -1.42799256e+02  2.66029987e-02
  1.54902204e+02 -1.42282356e+02  5.26402258e-01  1.55389751e+02
 -1.42757047e+02  2.10652905e-02  1.54904187e+02 -1.42284419e+02
  5.09028014e-01  1.55402644e+02 -1.42813742e+02  2.13144271e-02
  1.54902464e+02 -1.42284960e+02  5.11501638e-01  1.55397467e+02
 -1.42782746e+02  2.88825297e-02  1.54900490e+02 -1.42278846e+02
  5.21587715e-01  1.55410013e+02 -1.42792763e+02  9.11286035e-03
  1.54899025e+02 -1.42270618e+02  5.02766886e-01  1.55398931e+02
 -1.42806139e+02  2.05460423e-02  1.54904064e+02 -1.42292199e+02
  5.19438402e-01  1.55404080e+02 -1.42799766e+02  5.46100512e-03
  1.54894941e+02 -1.42319056e+02  4.98021658e-01  1.55396592e+02
 -1.42772937e+02  4.75396788e-03  1.54897782e+02 -1.42301564e+02
  5.04466480e-01  1.55396492e+02]
Niter:  3 row:  280 ngroup:  26 nlines:  6314 gd:  5812
[ 1.20373947e-10 -1.03181435e-05 -2.82787183e-01  1.61517614e+04
 -1.42771858e+02  2.70666689e-02  1.54900743e+02 -1.42276931e+02
  5.23969558e-01  1.55399684e+02 -1.42792613e+02  2.72199676e-02
  1.54903852e+02 -1.42274943e+02  5.13107911e-01  1.55400292e+02
 -1.42756327e+02  1.11153209e-02  1.54895225e+02 -1.42300031e+02
  5.34500954e-01  1.55401360e+02 -1.42781035e+02  1.88453831e-02
  1.54894122e+02 -1.42273689e+02  5.01753040e-01  1.55393577e+02
 -1.42786831e+02  3.22324819e-02  1.54900660e+02 -1.42283241e+02
  5.16902331e-01  1.55390574e+02 -1.42799256e+02  2.66029987e-02
  1.54902204e+02 -1.42282356e+02  5.26402258e-01  1.55389751e+02
 -1.42757047e+02  2.10652905e-02  1.54904187e+02 -1.42284419e+02
  5.09028014e-01  1.55402644e+02 -1.42813742e+02  2.13144271e-02
  1.54902464e+02 -1.42284960e+02  5.11501638e-01  1.55397467e+02
 -1.42782746e+02  2.88825297e-02  1.54900490e+02 -1.42278846e+02
  5.21587715e-01  1.55410013e+02 -1.42792763e+02  9.11286035e-03
  1.54899025e+02 -1.42270618e+02  5.02766886e-01  1.55398931e+02
 -1.42806139e+02  2.05460423e-02  1.54904064e+02 -1.42292199e+02
  5.19438402e-01  1.55404080e+02 -1.42799766e+02  5.46100512e-03
  1.54894941e+02 -1.42319056e+02  4.98021658e-01  1.55396592e+02
 -1.42772937e+02  4.75396788e-03  1.54897782e+02 -1.42301564e+02
  5.04466480e-01  1.55396492e+02]
res:  5812 -0.0007639010264028911 0.014739811126673885 0.02311565374567192
[ 1.20687307e-10 -1.03182838e-05 -2.82792999e-01  1.61517598e+04
 -1.42740447e+02  1.96041887e-02  1.54863560e+02 -1.42245164e+02
  5.17860202e-01  1.55362476e+02 -1.42761256e+02  1.98417943e-02
  1.54866588e+02 -1.42242526e+02  5.06321025e-01  1.55363105e+02
 -1.42724470e+02  3.88776617e-03  1.54858073e+02 -1.42268332e+02
  5.27248202e-01  1.55364134e+02 -1.42749283e+02  1.17649885e-02
  1.54856897e+02 -1.42241690e+02  4.95010422e-01  1.55356346e+02
 -1.42755420e+02  2.51373384e-02  1.54863504e+02 -1.42251856e+02
  5.11004508e-01  1.55353396e+02 -1.42767617e+02  1.96874929e-02
  1.54865015e+02 -1.42250876e+02  5.19539388e-01  1.55352515e+02
 -1.42725016e+02  1.32404462e-02  1.54867008e+02 -1.42253051e+02
  5.02594057e-01  1.55365481e+02 -1.42782111e+02  1.36334837e-02
  1.54865313e+02 -1.42253027e+02  5.04955956e-01  1.55360229e+02
 -1.42751077e+02  2.21467593e-02  1.54863356e+02 -1.42247147e+02
  5.15017220e-01  1.55372792e+02 -1.42761508e+02  1.81802292e-03
  1.54861840e+02 -1.42239250e+02  4.96093206e-01  1.55361692e+02
 -1.42774564e+02  1.37192240e-02  1.54866835e+02 -1.42260788e+02
  5.12345162e-01  1.55366859e+02 -1.42768321e+02 -1.57211013e-03
  1.54857559e+02 -1.42286952e+02  4.91104359e-01  1.55359438e+02
 -1.42741120e+02 -2.33757957e-03  1.54860527e+02 -1.42269937e+02
  4.97779344e-01  1.55359439e+02]
Niter:  4 row:  280 ngroup:  26 nlines:  6314 gd:  5815
[ 1.20687307e-10 -1.03182838e-05 -2.82792999e-01  1.61517598e+04
 -1.42740447e+02  1.96041887e-02  1.54863560e+02 -1.42245164e+02
  5.17860202e-01  1.55362476e+02 -1.42761256e+02  1.98417943e-02
  1.54866588e+02 -1.42242526e+02  5.06321025e-01  1.55363105e+02
 -1.42724470e+02  3.88776617e-03  1.54858073e+02 -1.42268332e+02
  5.27248202e-01  1.55364134e+02 -1.42749283e+02  1.17649885e-02
  1.54856897e+02 -1.42241690e+02  4.95010422e-01  1.55356346e+02
 -1.42755420e+02  2.51373384e-02  1.54863504e+02 -1.42251856e+02
  5.11004508e-01  1.55353396e+02 -1.42767617e+02  1.96874929e-02
  1.54865015e+02 -1.42250876e+02  5.19539388e-01  1.55352515e+02
 -1.42725016e+02  1.32404462e-02  1.54867008e+02 -1.42253051e+02
  5.02594057e-01  1.55365481e+02 -1.42782111e+02  1.36334837e-02
  1.54865313e+02 -1.42253027e+02  5.04955956e-01  1.55360229e+02
 -1.42751077e+02  2.21467593e-02  1.54863356e+02 -1.42247147e+02
  5.15017220e-01  1.55372792e+02 -1.42761508e+02  1.81802292e-03
  1.54861840e+02 -1.42239250e+02  4.96093206e-01  1.55361692e+02
 -1.42774564e+02  1.37192240e-02  1.54866835e+02 -1.42260788e+02
  5.12345162e-01  1.55366859e+02 -1.42768321e+02 -1.57211013e-03
  1.54857559e+02 -1.42286952e+02  4.91104359e-01  1.55359438e+02
 -1.42741120e+02 -2.33757957e-03  1.54860527e+02 -1.42269937e+02
  4.97779344e-01  1.55359439e+02]
res:  5815 -0.0006343557633954333 0.014644038525148062 0.023115016054828134
[ 1.20687319e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
Niter:  5 row:  280 ngroup:  26 nlines:  6314 gd:  5813
[ 1.20687319e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
res:  5813 -0.0008935920905059902 0.014688666653455584 0.023078169209889574
[ 1.20737748e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
Niter:  6 row:  280 ngroup:  26 nlines:  6314 gd:  5815
[ 1.20737748e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
res:  5815 -0.0009159914770862088 0.014685482968161523 0.023105170267658834
[ 1.20741491e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
Saving figure to  wave_resid_43670005_fiber280.png
Final values:
res:  -0.0009159914770862088 0.023105170267658834
pars:  [ 1.20741491e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
280 [ 1.20741491e-10 -1.03182848e-05 -2.82793027e-01  1.61517598e+04
 -1.42740359e+02  1.72264580e-02  1.54866133e+02 -1.42245226e+02
  5.15122924e-01  1.55365115e+02 -1.42766133e+02  2.04579682e-02
  1.54867373e+02 -1.42248096e+02  5.06869009e-01  1.55365698e+02
 -1.42729713e+02  4.48435051e-03  1.54860645e+02 -1.42273413e+02
  5.27867353e-01  1.55364797e+02 -1.42754539e+02  1.27102958e-02
  1.54859555e+02 -1.42246780e+02  4.95916758e-01  1.55358933e+02
 -1.42760176e+02  2.30953555e-02  1.54866109e+02 -1.42256735e+02
  5.14774836e-01  1.55355953e+02 -1.42772599e+02  1.37560164e-02
  1.54867674e+02 -1.42255860e+02  5.17361764e-01  1.55355144e+02
 -1.42725413e+02  1.39428074e-02  1.54869580e+02 -1.42257986e+02
  5.00095104e-01  1.55368052e+02 -1.42787032e+02  7.40775954e-03
  1.54867907e+02 -1.42258046e+02  5.05488277e-01  1.55360915e+02
 -1.42756085e+02  2.27387721e-02  1.54865920e+02 -1.42252116e+02
  5.12673559e-01  1.55375378e+02 -1.42766274e+02  2.43545821e-03
  1.54864424e+02 -1.42244035e+02  4.86736902e-01  1.55364321e+02
 -1.42779547e+02  1.12176475e-02  1.54869455e+02 -1.42265791e+02
  5.09732968e-01  1.55367397e+02 -1.42768607e+02 -7.56968131e-03
  1.54860222e+02 -1.42292150e+02  4.91895980e-01  1.55362031e+02
 -1.42746122e+02 -1.59368991e-03  1.54863132e+02 -1.42274855e+02
  4.98340588e-01  1.55362013e+02]
--- Row 282/300 row=281 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  281
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=281 ---
Niter:  0 row:  281 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 -9.720554044179153e-05 0.014018035982189758 0.03287911763421439
[ 1.20710008e-10 -1.03180580e-05 -2.82793812e-01  1.61517737e+04
 -1.42723639e+02 -2.96786226e-14  1.54840897e+02]
Niter:  1 row:  281 ngroup:  1 nlines:  236 gd:  221
[ 1.20710008e-10 -1.03180580e-05 -2.82793812e-01  1.61517737e+04
 -1.42723639e+02 -2.96786226e-14  1.54840897e+02]
res:  221 0.001098745302442694 0.013905381988479348 0.023305787264008455
[ 1.20928664e-10 -1.03180401e-05 -2.82796731e-01  1.61517702e+04
 -1.42725979e+02 -8.23112173e-12  1.54821776e+02]
Niter:  2 row:  281 ngroup:  1 nlines:  236 gd:  222
[ 1.20928664e-10 -1.03180401e-05 -2.82796731e-01  1.61517702e+04
 -1.42725979e+02 -8.23112173e-12  1.54821776e+02]
res:  222 0.0010918984862655634 0.01384076451358851 0.023599531914430157
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
Niter:  3 row:  281 ngroup:  1 nlines:  236 gd:  222
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
res:  222 0.0010918984862655634 0.01384076451358851 0.023599531914430157
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
Niter:  4 row:  281 ngroup:  1 nlines:  236 gd:  222
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
res:  222 0.0010918984862655634 0.01384076451358851 0.023599531914430157
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
Niter:  5 row:  281 ngroup:  1 nlines:  236 gd:  222
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
res:  222 0.0010918984862655634 0.01384076451358851 0.023599531914430157
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
Niter:  6 row:  281 ngroup:  1 nlines:  236 gd:  222
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
res:  222 0.0010918984862655634 0.01384076451358851 0.023599531914430157
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
Final values:
res:  0.0010918984862655634 0.023599531914430157
pars:  [ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
281 [ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02]
elapsed: 2.9 sec.
Niter:  0 row:  281 ngroup:  26 nlines:  6246 gd:  6246
[ 1.20876226e-10 -1.03179926e-05 -2.82796042e-01  1.61517693e+04
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02 -1.42732586e+02  2.98487078e-11
  1.54822320e+02 -1.42732586e+02  2.98487078e-11  1.54822320e+02
 -1.42732586e+02  2.98487078e-11  1.54822320e+02 -1.42732586e+02
  2.98487078e-11  1.54822320e+02]
res:  6246 0.0001843930276663741 0.013872707493646885 0.035173150467859064
[ 1.20876214e-10 -1.03179936e-05 -2.82796014e-01  1.61517677e+04
 -1.42738191e+02 -2.14537419e-02  1.54814434e+02 -1.42236548e+02
  4.70060344e-01  1.55321663e+02 -1.42749308e+02 -2.92304968e-02
  1.54813111e+02 -1.42268445e+02  4.84192311e-01  1.55315819e+02
 -1.42765334e+02 -3.64403053e-02  1.54817807e+02 -1.42247291e+02
  4.89395176e-01  1.55313593e+02 -1.42716747e+02  3.28415436e-03
  1.54818595e+02 -1.42262246e+02  4.72708585e-01  1.55317243e+02
 -1.42767624e+02  3.04721433e-03  1.54813276e+02 -1.42268989e+02
  4.82828057e-01  1.55314450e+02 -1.42743669e+02  1.03238010e-02
  1.54820732e+02 -1.42257624e+02  4.94198115e-01  1.55325591e+02
 -1.42752963e+02 -2.63017321e-02  1.54813644e+02 -1.42242877e+02
  4.68375215e-01  1.55317604e+02 -1.42741178e+02 -2.46806888e-02
  1.54812513e+02 -1.42275634e+02  4.91003206e-01  1.55311907e+02
 -1.42757463e+02 -5.97412594e-03  1.54825906e+02 -1.42257667e+02
  4.57988532e-01  1.55316317e+02 -1.42747484e+02 -2.09106608e-02
  1.54806838e+02 -1.42255918e+02  4.59320936e-01  1.55310734e+02
 -1.42743615e+02 -3.04796327e-02  1.54828935e+02 -1.42262562e+02
  4.66463716e-01  1.55327863e+02 -1.42775308e+02 -3.37145041e-02
  1.54815279e+02 -1.42273447e+02  4.91875917e-01  1.55322347e+02
 -1.42759221e+02 -3.35327250e-02  1.54816639e+02 -1.42253057e+02
  4.84772540e-01  1.55311779e+02]
Niter:  1 row:  281 ngroup:  26 nlines:  6246 gd:  5707
[ 1.20876214e-10 -1.03179936e-05 -2.82796014e-01  1.61517677e+04
 -1.42738191e+02 -2.14537419e-02  1.54814434e+02 -1.42236548e+02
  4.70060344e-01  1.55321663e+02 -1.42749308e+02 -2.92304968e-02
  1.54813111e+02 -1.42268445e+02  4.84192311e-01  1.55315819e+02
 -1.42765334e+02 -3.64403053e-02  1.54817807e+02 -1.42247291e+02
  4.89395176e-01  1.55313593e+02 -1.42716747e+02  3.28415436e-03
  1.54818595e+02 -1.42262246e+02  4.72708585e-01  1.55317243e+02
 -1.42767624e+02  3.04721433e-03  1.54813276e+02 -1.42268989e+02
  4.82828057e-01  1.55314450e+02 -1.42743669e+02  1.03238010e-02
  1.54820732e+02 -1.42257624e+02  4.94198115e-01  1.55325591e+02
 -1.42752963e+02 -2.63017321e-02  1.54813644e+02 -1.42242877e+02
  4.68375215e-01  1.55317604e+02 -1.42741178e+02 -2.46806888e-02
  1.54812513e+02 -1.42275634e+02  4.91003206e-01  1.55311907e+02
 -1.42757463e+02 -5.97412594e-03  1.54825906e+02 -1.42257667e+02
  4.57988532e-01  1.55316317e+02 -1.42747484e+02 -2.09106608e-02
  1.54806838e+02 -1.42255918e+02  4.59320936e-01  1.55310734e+02
 -1.42743615e+02 -3.04796327e-02  1.54828935e+02 -1.42262562e+02
  4.66463716e-01  1.55327863e+02 -1.42775308e+02 -3.37145041e-02
  1.54815279e+02 -1.42273447e+02  4.91875917e-01  1.55322347e+02
 -1.42759221e+02 -3.35327250e-02  1.54816639e+02 -1.42253057e+02
  4.84772540e-01  1.55311779e+02]
res:  5707 -0.0004544264729702263 0.01388038289405813 0.02262122414000918
[ 1.20876226e-10 -1.03179946e-05 -2.82795986e-01  1.61517660e+04
 -1.42746557e+02 -1.45756942e-02  1.54812797e+02 -1.42256351e+02
  4.57855276e-01  1.55315690e+02 -1.42764771e+02 -3.65310395e-02
  1.54809830e+02 -1.42267663e+02  4.69771666e-01  1.55313627e+02
 -1.42757828e+02 -3.03564935e-02  1.54812417e+02 -1.42254263e+02
  4.76630750e-01  1.55305805e+02 -1.42719259e+02 -2.36288826e-02
  1.54811309e+02 -1.42286747e+02  4.79715517e-01  1.55316147e+02
 -1.42772741e+02 -1.92005347e-02  1.54807658e+02 -1.42282366e+02
  4.72253598e-01  1.55304330e+02 -1.42752903e+02 -1.48687507e-02
  1.54815308e+02 -1.42264148e+02  4.77885580e-01  1.55308891e+02
 -1.42763781e+02 -3.75505252e-02  1.54810867e+02 -1.42259861e+02
  4.64045322e-01  1.55308845e+02 -1.42753824e+02 -3.27856276e-02
  1.54802644e+02 -1.42283291e+02  4.67743848e-01  1.55315875e+02
 -1.42745080e+02 -1.66045692e-02  1.54812572e+02 -1.42243054e+02
  4.49729836e-01  1.55311626e+02 -1.42771734e+02 -4.44341153e-02
  1.54799239e+02 -1.42250083e+02  4.51686622e-01  1.55300927e+02
 -1.42767726e+02 -4.72745703e-02  1.54820011e+02 -1.42262288e+02
  4.67303569e-01  1.55318425e+02 -1.42777738e+02 -3.08339382e-02
  1.54811211e+02 -1.42285709e+02  4.71068660e-01  1.55309216e+02
 -1.42763608e+02 -4.19851015e-02  1.54811698e+02 -1.42259752e+02
  4.77627433e-01  1.55308884e+02]
Niter:  2 row:  281 ngroup:  26 nlines:  6246 gd:  5702
[ 1.20876226e-10 -1.03179946e-05 -2.82795986e-01  1.61517660e+04
 -1.42746557e+02 -1.45756942e-02  1.54812797e+02 -1.42256351e+02
  4.57855276e-01  1.55315690e+02 -1.42764771e+02 -3.65310395e-02
  1.54809830e+02 -1.42267663e+02  4.69771666e-01  1.55313627e+02
 -1.42757828e+02 -3.03564935e-02  1.54812417e+02 -1.42254263e+02
  4.76630750e-01  1.55305805e+02 -1.42719259e+02 -2.36288826e-02
  1.54811309e+02 -1.42286747e+02  4.79715517e-01  1.55316147e+02
 -1.42772741e+02 -1.92005347e-02  1.54807658e+02 -1.42282366e+02
  4.72253598e-01  1.55304330e+02 -1.42752903e+02 -1.48687507e-02
  1.54815308e+02 -1.42264148e+02  4.77885580e-01  1.55308891e+02
 -1.42763781e+02 -3.75505252e-02  1.54810867e+02 -1.42259861e+02
  4.64045322e-01  1.55308845e+02 -1.42753824e+02 -3.27856276e-02
  1.54802644e+02 -1.42283291e+02  4.67743848e-01  1.55315875e+02
 -1.42745080e+02 -1.66045692e-02  1.54812572e+02 -1.42243054e+02
  4.49729836e-01  1.55311626e+02 -1.42771734e+02 -4.44341153e-02
  1.54799239e+02 -1.42250083e+02  4.51686622e-01  1.55300927e+02
 -1.42767726e+02 -4.72745703e-02  1.54820011e+02 -1.42262288e+02
  4.67303569e-01  1.55318425e+02 -1.42777738e+02 -3.08339382e-02
  1.54811211e+02 -1.42285709e+02  4.71068660e-01  1.55309216e+02
 -1.42763608e+02 -4.19851015e-02  1.54811698e+02 -1.42259752e+02
  4.77627433e-01  1.55308884e+02]
res:  5702 -0.0005836284890392562 0.013917458364630875 0.022506878741491092
[ 1.20876238e-10 -1.03179957e-05 -2.82795957e-01  1.61517644e+04
 -1.42753543e+02 -1.71176869e-02  1.54808036e+02 -1.42267738e+02
  4.45696475e-01  1.55310919e+02 -1.42771772e+02 -4.22257111e-02
  1.54805068e+02 -1.42269444e+02  4.64056181e-01  1.55308856e+02
 -1.42759792e+02 -2.58789392e-02  1.54807657e+02 -1.42261282e+02
  4.70937052e-01  1.55301036e+02 -1.42726258e+02 -3.82703595e-02
  1.54806545e+02 -1.42293747e+02  4.73993531e-01  1.55311382e+02
 -1.42779708e+02 -2.49099830e-02  1.54804871e+02 -1.42289391e+02
  4.66532623e-01  1.55299557e+02 -1.42759867e+02 -2.78158615e-02
  1.54810549e+02 -1.42271107e+02  4.69072717e-01  1.55304123e+02
 -1.42775849e+02 -4.68730412e-02  1.54806103e+02 -1.42276639e+02
  4.58351974e-01  1.55302055e+02 -1.42760813e+02 -3.84957802e-02
  1.54797883e+02 -1.42290292e+02  4.62046169e-01  1.55311104e+02
 -1.42747140e+02 -2.55306676e-02  1.54805805e+02 -1.42244712e+02
  4.44011870e-01  1.55306859e+02 -1.42783138e+02 -5.77543266e-02
  1.54794482e+02 -1.42252280e+02  4.45952349e-01  1.55296163e+02
 -1.42774716e+02 -5.29855872e-02  1.54815258e+02 -1.42254913e+02
  4.61611159e-01  1.55313662e+02 -1.42784728e+02 -3.34761461e-02
  1.54806458e+02 -1.42292692e+02  4.59043697e-01  1.55300613e+02
 -1.42765391e+02 -4.76842647e-02  1.54806940e+02 -1.42262197e+02
  4.71937076e-01  1.55308059e+02]
Niter:  3 row:  281 ngroup:  26 nlines:  6246 gd:  5698
[ 1.20876238e-10 -1.03179957e-05 -2.82795957e-01  1.61517644e+04
 -1.42753543e+02 -1.71176869e-02  1.54808036e+02 -1.42267738e+02
  4.45696475e-01  1.55310919e+02 -1.42771772e+02 -4.22257111e-02
  1.54805068e+02 -1.42269444e+02  4.64056181e-01  1.55308856e+02
 -1.42759792e+02 -2.58789392e-02  1.54807657e+02 -1.42261282e+02
  4.70937052e-01  1.55301036e+02 -1.42726258e+02 -3.82703595e-02
  1.54806545e+02 -1.42293747e+02  4.73993531e-01  1.55311382e+02
 -1.42779708e+02 -2.49099830e-02  1.54804871e+02 -1.42289391e+02
  4.66532623e-01  1.55299557e+02 -1.42759867e+02 -2.78158615e-02
  1.54810549e+02 -1.42271107e+02  4.69072717e-01  1.55304123e+02
 -1.42775849e+02 -4.68730412e-02  1.54806103e+02 -1.42276639e+02
  4.58351974e-01  1.55302055e+02 -1.42760813e+02 -3.84957802e-02
  1.54797883e+02 -1.42290292e+02  4.62046169e-01  1.55311104e+02
 -1.42747140e+02 -2.55306676e-02  1.54805805e+02 -1.42244712e+02
  4.44011870e-01  1.55306859e+02 -1.42783138e+02 -5.77543266e-02
  1.54794482e+02 -1.42252280e+02  4.45952349e-01  1.55296163e+02
 -1.42774716e+02 -5.29855872e-02  1.54815258e+02 -1.42254913e+02
  4.61611159e-01  1.55313662e+02 -1.42784728e+02 -3.34761461e-02
  1.54806458e+02 -1.42292692e+02  4.59043697e-01  1.55300613e+02
 -1.42765391e+02 -4.76842647e-02  1.54806940e+02 -1.42262197e+02
  4.71937076e-01  1.55308059e+02]
res:  5698 -0.0004906770636807778 0.014027952968717727 0.02242275763926576
[ 1.21086784e-10 -1.03185230e-05 -2.82797744e-01  1.61517660e+04
 -1.42749825e+02 -1.20147020e-02  1.54800461e+02 -1.42264363e+02
  4.50878619e-01  1.55303373e+02 -1.42768266e+02 -3.72999984e-02
  1.54797501e+02 -1.42266084e+02  4.69297126e-01  1.55301302e+02
 -1.42756295e+02 -1.69904429e-02  1.54800069e+02 -1.42258228e+02
  4.75936182e-01  1.55293477e+02 -1.42722705e+02 -3.65851249e-02
  1.54798965e+02 -1.42290380e+02  4.79256613e-01  1.55303820e+02
 -1.42775767e+02 -1.97677749e-02  1.54797312e+02 -1.42286332e+02
  4.71812484e-01  1.55292037e+02 -1.42755763e+02 -2.25900458e-02
  1.54802978e+02 -1.42267013e+02  4.73919637e-01  1.55296553e+02
 -1.42772471e+02 -4.15977029e-02  1.54798499e+02 -1.42273044e+02
  4.63291474e-01  1.55294465e+02 -1.42757144e+02 -3.33440813e-02
  1.54790297e+02 -1.42286885e+02  4.67020835e-01  1.55303571e+02
 -1.42743122e+02 -2.05956171e-02  1.54798224e+02 -1.42241567e+02
  4.49250835e-01  1.55299321e+02 -1.42778846e+02 -5.26966980e-02
  1.54786919e+02 -1.42249100e+02  4.51370283e-01  1.55288578e+02
 -1.42771083e+02 -4.78777457e-02  1.54807615e+02 -1.42251631e+02
  4.66565492e-01  1.55306118e+02 -1.42781154e+02 -2.55520911e-02
  1.54798828e+02 -1.42289064e+02  4.63858055e-01  1.55293054e+02
 -1.42761840e+02 -4.26687619e-02  1.54799319e+02 -1.42258919e+02
  4.76828893e-01  1.55302415e+02]
Niter:  4 row:  281 ngroup:  26 nlines:  6246 gd:  5712
[ 1.21086784e-10 -1.03185230e-05 -2.82797744e-01  1.61517660e+04
 -1.42749825e+02 -1.20147020e-02  1.54800461e+02 -1.42264363e+02
  4.50878619e-01  1.55303373e+02 -1.42768266e+02 -3.72999984e-02
  1.54797501e+02 -1.42266084e+02  4.69297126e-01  1.55301302e+02
 -1.42756295e+02 -1.69904429e-02  1.54800069e+02 -1.42258228e+02
  4.75936182e-01  1.55293477e+02 -1.42722705e+02 -3.65851249e-02
  1.54798965e+02 -1.42290380e+02  4.79256613e-01  1.55303820e+02
 -1.42775767e+02 -1.97677749e-02  1.54797312e+02 -1.42286332e+02
  4.71812484e-01  1.55292037e+02 -1.42755763e+02 -2.25900458e-02
  1.54802978e+02 -1.42267013e+02  4.73919637e-01  1.55296553e+02
 -1.42772471e+02 -4.15977029e-02  1.54798499e+02 -1.42273044e+02
  4.63291474e-01  1.55294465e+02 -1.42757144e+02 -3.33440813e-02
  1.54790297e+02 -1.42286885e+02  4.67020835e-01  1.55303571e+02
 -1.42743122e+02 -2.05956171e-02  1.54798224e+02 -1.42241567e+02
  4.49250835e-01  1.55299321e+02 -1.42778846e+02 -5.26966980e-02
  1.54786919e+02 -1.42249100e+02  4.51370283e-01  1.55288578e+02
 -1.42771083e+02 -4.78777457e-02  1.54807615e+02 -1.42251631e+02
  4.66565492e-01  1.55306118e+02 -1.42781154e+02 -2.55520911e-02
  1.54798828e+02 -1.42289064e+02  4.63858055e-01  1.55293054e+02
 -1.42761840e+02 -4.26687619e-02  1.54799319e+02 -1.42258919e+02
  4.76828893e-01  1.55302415e+02]
res:  5712 -0.0003648844603958423 0.014060049439649447 0.022597470810998797
[ 1.21086796e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
Niter:  5 row:  281 ngroup:  26 nlines:  6246 gd:  5710
[ 1.21086796e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
res:  5710 -0.0003969491008319892 0.014066269062823267 0.022570500328451395
[ 1.21088530e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
Niter:  6 row:  281 ngroup:  26 nlines:  6246 gd:  5711
[ 1.21088530e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
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 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
res:  5711 -0.00039748324888932984 0.014066303472645814 0.02258372702042969
[ 1.21088585e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
Saving figure to  wave_resid_43670005_fiber281.png
Final values:
res:  -0.00039748324888932984 0.02258372702042969
pars:  [ 1.21088585e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
281 [ 1.21088585e-10 -1.03185241e-05 -2.82797755e-01  1.61517644e+04
 -1.42756726e+02 -1.78790864e-02  1.54795595e+02 -1.42271253e+02
  4.45002876e-01  1.55298500e+02 -1.42775176e+02 -4.31639910e-02
  1.54792639e+02 -1.42268342e+02  4.63434114e-01  1.55296430e+02
 -1.42763194e+02 -1.92102330e-02  1.54795205e+02 -1.42265133e+02
  4.70076449e-01  1.55288607e+02 -1.42729600e+02 -4.25383440e-02
  1.54794098e+02 -1.42297296e+02  4.73385120e-01  1.55298952e+02
 -1.42782656e+02 -2.56324123e-02  1.54792446e+02 -1.42297931e+02
  4.65943065e-01  1.55287164e+02 -1.42757972e+02 -2.84679491e-02
  1.54800018e+02 -1.42273913e+02  4.68082779e-01  1.55291682e+02
 -1.42779375e+02 -4.39813887e-02  1.54795693e+02 -1.42275318e+02
  4.57450643e-01  1.55289598e+02 -1.42764035e+02 -3.55823639e-02
  1.54785437e+02 -1.42293783e+02  4.61183350e-01  1.55298706e+02
 -1.42750037e+02 -2.97510457e-02  1.54793357e+02 -1.42248474e+02
  4.43389353e-01  1.55294451e+02 -1.42781548e+02 -6.19868072e-02
  1.54782057e+02 -1.42255997e+02  4.45477855e-01  1.55281856e+02
 -1.42777970e+02 -5.37599898e-02  1.54802758e+02 -1.42258530e+02
  4.60711101e-01  1.55301252e+02 -1.42788038e+02 -3.44469376e-02
  1.54793969e+02 -1.42295958e+02  4.58021818e-01  1.55288187e+02
 -1.42768752e+02 -4.85299719e-02  1.54796378e+02 -1.42265815e+02
  4.74378884e-01  1.55297642e+02]
--- Row 283/300 row=282 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  282
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=282 ---
Niter:  0 row:  282 ngroup:  1 nlines:  193 gd:  193
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  193 0.0024592254594608676 0.019293959587230347 0.049760621514572265
[ 1.21661306e-10 -1.03207049e-05 -2.82806046e-01  1.61517885e+04
 -1.42648680e+02 -3.49639796e-14  1.54751487e+02]
Niter:  1 row:  282 ngroup:  1 nlines:  193 gd:  178
[ 1.21661306e-10 -1.03207049e-05 -2.82806046e-01  1.61517885e+04
 -1.42648680e+02 -3.49639796e-14  1.54751487e+02]
res:  178 0.0017555051217641449 0.021886814458412118 0.03439881248543128
[ 1.21346705e-10 -1.03200022e-05 -2.82804904e-01  1.61517924e+04
 -1.42588267e+02  7.11299795e-12  1.54769175e+02]
Niter:  2 row:  282 ngroup:  1 nlines:  193 gd:  179
[ 1.21346705e-10 -1.03200022e-05 -2.82804904e-01  1.61517924e+04
 -1.42588267e+02  7.11299795e-12  1.54769175e+02]
res:  179 0.0022066843030188465 0.02132499978688429 0.034934583651049275
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
Niter:  3 row:  282 ngroup:  1 nlines:  193 gd:  179
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
res:  179 0.0022066843030188465 0.02132499978688429 0.034934583651049275
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
Niter:  4 row:  282 ngroup:  1 nlines:  193 gd:  179
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
res:  179 0.0022066843030188465 0.02132499978688429 0.034934583651049275
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
Niter:  5 row:  282 ngroup:  1 nlines:  193 gd:  179
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
res:  179 0.0022066843030188465 0.02132499978688429 0.034934583651049275
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
Niter:  6 row:  282 ngroup:  1 nlines:  193 gd:  179
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
res:  179 0.0022066843030188465 0.02132499978688429 0.034934583651049275
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
Final values:
res:  0.0022066843030188465 0.034934583651049275
pars:  [ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
282 [ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02]
elapsed: 2.9 sec.
Niter:  0 row:  282 ngroup:  26 nlines:  5029 gd:  5029
[ 1.21612435e-10 -1.03201171e-05 -2.82808865e-01  1.61517949e+04
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02 -1.42557694e+02  1.89669314e-11
  1.54758667e+02 -1.42557694e+02  1.89669314e-11  1.54758667e+02
 -1.42557694e+02  1.89669314e-11  1.54758667e+02 -1.42557694e+02
  1.89669314e-11  1.54758667e+02]
res:  5029 0.002229826937764301 0.023993100961888558 0.082035120819429
[ 1.21612447e-10 -1.03201161e-05 -2.82808837e-01  1.61517933e+04
 -1.42591987e+02  1.67392167e-02  1.54753902e+02 -1.41650727e+02
  5.26488732e-01  1.55264057e+02 -1.42577581e+02  7.23056107e-03
  1.54726078e+02 -1.42001200e+02  6.20519440e-01  1.55269463e+02
 -1.42578319e+02  7.81493043e-04  1.54733957e+02 -1.42070691e+02
  4.96929292e-01  1.55258816e+02 -1.42548937e+02  2.29074399e-02
  1.54749876e+02 -1.42174427e+02  6.90072491e-01  1.55264057e+02
 -1.42561814e+02  4.35083317e-02  1.54745842e+02 -1.42033317e+02
  5.37407310e-01  1.55255411e+02 -1.42518305e+02  3.31916977e-02
  1.54756823e+02 -1.42028701e+02  5.24069970e-01  1.55241739e+02
 -1.42515485e+02 -3.85024037e-03  1.54750842e+02 -1.42162363e+02
  5.96124713e-01  1.55289162e+02 -1.42579992e+02  5.47149139e-02
  1.54732924e+02 -1.42099845e+02  5.32720853e-01  1.55249825e+02
 -1.42587555e+02  1.75797762e-02  1.54756202e+02 -1.42018705e+02
  5.08828587e-01  1.55242153e+02 -1.42609172e+02 -2.65551342e-03
  1.54768962e+02 -1.42087716e+02  5.44375077e-01  1.55253950e+02
 -1.42615725e+02  9.48609709e-03  1.54757341e+02 -1.42044505e+02
  5.83297287e-01  1.55269327e+02 -1.42593450e+02  2.56328592e-02
  1.54761287e+02 -1.42079851e+02  5.91198781e-01  1.55248076e+02
 -1.42590824e+02  5.09567054e-02  1.54740668e+02 -1.42113858e+02
  6.07936279e-01  1.55241137e+02]
Niter:  1 row:  282 ngroup:  26 nlines:  5029 gd:  4652
[ 1.21612447e-10 -1.03201161e-05 -2.82808837e-01  1.61517933e+04
 -1.42591987e+02  1.67392167e-02  1.54753902e+02 -1.41650727e+02
  5.26488732e-01  1.55264057e+02 -1.42577581e+02  7.23056107e-03
  1.54726078e+02 -1.42001200e+02  6.20519440e-01  1.55269463e+02
 -1.42578319e+02  7.81493043e-04  1.54733957e+02 -1.42070691e+02
  4.96929292e-01  1.55258816e+02 -1.42548937e+02  2.29074399e-02
  1.54749876e+02 -1.42174427e+02  6.90072491e-01  1.55264057e+02
 -1.42561814e+02  4.35083317e-02  1.54745842e+02 -1.42033317e+02
  5.37407310e-01  1.55255411e+02 -1.42518305e+02  3.31916977e-02
  1.54756823e+02 -1.42028701e+02  5.24069970e-01  1.55241739e+02
 -1.42515485e+02 -3.85024037e-03  1.54750842e+02 -1.42162363e+02
  5.96124713e-01  1.55289162e+02 -1.42579992e+02  5.47149139e-02
  1.54732924e+02 -1.42099845e+02  5.32720853e-01  1.55249825e+02
 -1.42587555e+02  1.75797762e-02  1.54756202e+02 -1.42018705e+02
  5.08828587e-01  1.55242153e+02 -1.42609172e+02 -2.65551342e-03
  1.54768962e+02 -1.42087716e+02  5.44375077e-01  1.55253950e+02
 -1.42615725e+02  9.48609709e-03  1.54757341e+02 -1.42044505e+02
  5.83297287e-01  1.55269327e+02 -1.42593450e+02  2.56328592e-02
  1.54761287e+02 -1.42079851e+02  5.91198781e-01  1.55248076e+02
 -1.42590824e+02  5.09567054e-02  1.54740668e+02 -1.42113858e+02
  6.07936279e-01  1.55241137e+02]
res:  4652 0.001970035387785174 0.02312536117824493 0.03870879365709689
[ 1.21612459e-10 -1.03201151e-05 -2.82808809e-01  1.61517916e+04
 -1.42581509e+02 -1.97096276e-03  1.54743338e+02 -1.41948791e+02
  4.92507368e-01  1.55264384e+02 -1.42544465e+02  9.46822737e-03
  1.54718506e+02 -1.42056502e+02  5.75442764e-01  1.55258882e+02
 -1.42565448e+02 -4.89667759e-03  1.54736926e+02 -1.42078885e+02
  4.91229574e-01  1.55246827e+02 -1.42568365e+02  1.33019577e-02
  1.54741491e+02 -1.42179535e+02  6.06954823e-01  1.55260426e+02
 -1.42612462e+02  5.12873262e-02  1.54736915e+02 -1.42072283e+02
  5.42436611e-01  1.55255240e+02 -1.42542323e+02  4.69344864e-02
  1.54754641e+02 -1.42011412e+02  5.01949266e-01  1.55242431e+02
 -1.42550889e+02  8.35949383e-03  1.54748722e+02 -1.42142059e+02
  5.53137781e-01  1.55275070e+02 -1.42570488e+02  2.60656331e-02
  1.54733394e+02 -1.42128965e+02  5.24702129e-01  1.55244158e+02
 -1.42596954e+02  9.58384647e-03  1.54748126e+02 -1.42043302e+02
  4.92209590e-01  1.55247224e+02 -1.42571547e+02 -4.37351323e-02
  1.54742321e+02 -1.42080777e+02  5.56201424e-01  1.55251124e+02
 -1.42594494e+02  4.98121701e-03  1.54754197e+02 -1.42050299e+02
  5.20610893e-01  1.55270509e+02 -1.42596772e+02  2.46625879e-02
  1.54763827e+02 -1.42077990e+02  5.19530570e-01  1.55248798e+02
 -1.42599956e+02  2.76798411e-02  1.54745676e+02 -1.42084859e+02
  5.42460500e-01  1.55249592e+02]
Niter:  2 row:  282 ngroup:  26 nlines:  5029 gd:  4647
[ 1.21612459e-10 -1.03201151e-05 -2.82808809e-01  1.61517916e+04
 -1.42581509e+02 -1.97096276e-03  1.54743338e+02 -1.41948791e+02
  4.92507368e-01  1.55264384e+02 -1.42544465e+02  9.46822737e-03
  1.54718506e+02 -1.42056502e+02  5.75442764e-01  1.55258882e+02
 -1.42565448e+02 -4.89667759e-03  1.54736926e+02 -1.42078885e+02
  4.91229574e-01  1.55246827e+02 -1.42568365e+02  1.33019577e-02
  1.54741491e+02 -1.42179535e+02  6.06954823e-01  1.55260426e+02
 -1.42612462e+02  5.12873262e-02  1.54736915e+02 -1.42072283e+02
  5.42436611e-01  1.55255240e+02 -1.42542323e+02  4.69344864e-02
  1.54754641e+02 -1.42011412e+02  5.01949266e-01  1.55242431e+02
 -1.42550889e+02  8.35949383e-03  1.54748722e+02 -1.42142059e+02
  5.53137781e-01  1.55275070e+02 -1.42570488e+02  2.60656331e-02
  1.54733394e+02 -1.42128965e+02  5.24702129e-01  1.55244158e+02
 -1.42596954e+02  9.58384647e-03  1.54748126e+02 -1.42043302e+02
  4.92209590e-01  1.55247224e+02 -1.42571547e+02 -4.37351323e-02
  1.54742321e+02 -1.42080777e+02  5.56201424e-01  1.55251124e+02
 -1.42594494e+02  4.98121701e-03  1.54754197e+02 -1.42050299e+02
  5.20610893e-01  1.55270509e+02 -1.42596772e+02  2.46625879e-02
  1.54763827e+02 -1.42077990e+02  5.19530570e-01  1.55248798e+02
 -1.42599956e+02  2.76798411e-02  1.54745676e+02 -1.42084859e+02
  5.42460500e-01  1.55249592e+02]
res:  4647 0.0019727302369574318 0.023154265854827827 0.037978153744546904
[ 1.21612471e-10 -1.03201140e-05 -2.82808780e-01  1.61517900e+04
 -1.42588521e+02 -1.70571014e-02  1.54738614e+02 -1.42109470e+02
  4.86813811e-01  1.55259681e+02 -1.42540921e+02  2.51005361e-02
  1.54717137e+02 -1.42063492e+02  5.31956172e-01  1.55254178e+02
 -1.42562893e+02 -1.05654567e-02  1.54732206e+02 -1.42075775e+02
  4.85524200e-01  1.55242107e+02 -1.42575358e+02  1.68718142e-02
  1.54740341e+02 -1.42186545e+02  5.89333303e-01  1.55255709e+02
 -1.42627989e+02  4.55591524e-02  1.54732197e+02 -1.42079270e+02
  5.36731574e-01  1.55253946e+02 -1.42558611e+02  5.18361576e-02
  1.54749902e+02 -1.42018359e+02  4.96251712e-01  1.55237715e+02
 -1.42568693e+02  2.68643453e-03  1.54747356e+02 -1.42149043e+02
  5.47479050e-01  1.55270357e+02 -1.42577446e+02  2.03411693e-02
  1.54735970e+02 -1.42135964e+02  5.18989884e-01  1.55239431e+02
 -1.42603926e+02  3.86574514e-03  1.54743404e+02 -1.42050277e+02
  4.77461122e-01  1.55242507e+02 -1.42578513e+02 -4.94303299e-02
  1.54734446e+02 -1.42087772e+02  5.61469317e-01  1.55246398e+02
 -1.42601462e+02 -7.49503318e-04  1.54749480e+02 -1.42066930e+02
  5.14915310e-01  1.55269330e+02 -1.42603754e+02  1.89903562e-02
  1.54762772e+02 -1.42084998e+02  5.13853151e-01  1.55244086e+02
 -1.42606964e+02  2.20069940e-02  1.54740955e+02 -1.42091858e+02
  5.15698058e-01  1.55244890e+02]
Niter:  3 row:  282 ngroup:  26 nlines:  5029 gd:  4641
[ 1.21612471e-10 -1.03201140e-05 -2.82808780e-01  1.61517900e+04
 -1.42588521e+02 -1.70571014e-02  1.54738614e+02 -1.42109470e+02
  4.86813811e-01  1.55259681e+02 -1.42540921e+02  2.51005361e-02
  1.54717137e+02 -1.42063492e+02  5.31956172e-01  1.55254178e+02
 -1.42562893e+02 -1.05654567e-02  1.54732206e+02 -1.42075775e+02
  4.85524200e-01  1.55242107e+02 -1.42575358e+02  1.68718142e-02
  1.54740341e+02 -1.42186545e+02  5.89333303e-01  1.55255709e+02
 -1.42627989e+02  4.55591524e-02  1.54732197e+02 -1.42079270e+02
  5.36731574e-01  1.55253946e+02 -1.42558611e+02  5.18361576e-02
  1.54749902e+02 -1.42018359e+02  4.96251712e-01  1.55237715e+02
 -1.42568693e+02  2.68643453e-03  1.54747356e+02 -1.42149043e+02
  5.47479050e-01  1.55270357e+02 -1.42577446e+02  2.03411693e-02
  1.54735970e+02 -1.42135964e+02  5.18989884e-01  1.55239431e+02
 -1.42603926e+02  3.86574514e-03  1.54743404e+02 -1.42050277e+02
  4.77461122e-01  1.55242507e+02 -1.42578513e+02 -4.94303299e-02
  1.54734446e+02 -1.42087772e+02  5.61469317e-01  1.55246398e+02
 -1.42601462e+02 -7.49503318e-04  1.54749480e+02 -1.42066930e+02
  5.14915310e-01  1.55269330e+02 -1.42603754e+02  1.89903562e-02
  1.54762772e+02 -1.42084998e+02  5.13853151e-01  1.55244086e+02
 -1.42606964e+02  2.20069940e-02  1.54740955e+02 -1.42091858e+02
  5.15698058e-01  1.55244890e+02]
res:  4641 0.000985508166195359 0.0231259482097812 0.03776460756940175
[ 1.21732972e-10 -1.03201140e-05 -2.82808780e-01  1.61517900e+04
 -1.42588521e+02 -1.70571014e-02  1.54738614e+02 -1.42109470e+02
  4.86813811e-01  1.55259681e+02 -1.42540921e+02  2.51005361e-02
  1.54717137e+02 -1.42063492e+02  5.31956172e-01  1.55254178e+02
 -1.42562893e+02 -1.05654567e-02  1.54732206e+02 -1.42075775e+02
  4.85524200e-01  1.55242107e+02 -1.42575358e+02  1.68718142e-02
  1.54740341e+02 -1.42186545e+02  5.89333303e-01  1.55255709e+02
 -1.42627989e+02  4.55591524e-02  1.54732197e+02 -1.42079270e+02
  5.36731574e-01  1.55253946e+02 -1.42558611e+02  5.18361576e-02
  1.54749902e+02 -1.42018359e+02  4.96251712e-01  1.55237715e+02
 -1.42568693e+02  2.68643453e-03  1.54747356e+02 -1.42149043e+02
  5.47479050e-01  1.55270357e+02 -1.42577446e+02  2.03411693e-02
  1.54735970e+02 -1.42135964e+02  5.18989884e-01  1.55239431e+02
 -1.42603926e+02  3.86574514e-03  1.54743404e+02 -1.42050277e+02
  4.77461122e-01  1.55242507e+02 -1.42578513e+02 -4.94303299e-02
  1.54734446e+02 -1.42087772e+02  5.61469317e-01  1.55246398e+02
 -1.42601462e+02 -7.49503318e-04  1.54749480e+02 -1.42066930e+02
  5.14915310e-01  1.55269330e+02 -1.42603754e+02  1.89903562e-02
  1.54762772e+02 -1.42084998e+02  5.13853151e-01  1.55244086e+02
 -1.42606964e+02  2.20069940e-02  1.54740955e+02 -1.42091858e+02
  5.15698058e-01  1.55244890e+02]
Niter:  4 row:  282 ngroup:  26 nlines:  5029 gd:  4640
[ 1.21732972e-10 -1.03201140e-05 -2.82808780e-01  1.61517900e+04
 -1.42588521e+02 -1.70571014e-02  1.54738614e+02 -1.42109470e+02
  4.86813811e-01  1.55259681e+02 -1.42540921e+02  2.51005361e-02
  1.54717137e+02 -1.42063492e+02  5.31956172e-01  1.55254178e+02
 -1.42562893e+02 -1.05654567e-02  1.54732206e+02 -1.42075775e+02
  4.85524200e-01  1.55242107e+02 -1.42575358e+02  1.68718142e-02
  1.54740341e+02 -1.42186545e+02  5.89333303e-01  1.55255709e+02
 -1.42627989e+02  4.55591524e-02  1.54732197e+02 -1.42079270e+02
  5.36731574e-01  1.55253946e+02 -1.42558611e+02  5.18361576e-02
  1.54749902e+02 -1.42018359e+02  4.96251712e-01  1.55237715e+02
 -1.42568693e+02  2.68643453e-03  1.54747356e+02 -1.42149043e+02
  5.47479050e-01  1.55270357e+02 -1.42577446e+02  2.03411693e-02
  1.54735970e+02 -1.42135964e+02  5.18989884e-01  1.55239431e+02
 -1.42603926e+02  3.86574514e-03  1.54743404e+02 -1.42050277e+02
  4.77461122e-01  1.55242507e+02 -1.42578513e+02 -4.94303299e-02
  1.54734446e+02 -1.42087772e+02  5.61469317e-01  1.55246398e+02
 -1.42601462e+02 -7.49503318e-04  1.54749480e+02 -1.42066930e+02
  5.14915310e-01  1.55269330e+02 -1.42603754e+02  1.89903562e-02
  1.54762772e+02 -1.42084998e+02  5.13853151e-01  1.55244086e+02
 -1.42606964e+02  2.20069940e-02  1.54740955e+02 -1.42091858e+02
  5.15698058e-01  1.55244890e+02]
res:  4640 0.0019962491242040414 0.023155760933150304 0.037694413883993354
[ 1.21732984e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
Niter:  5 row:  282 ngroup:  26 nlines:  5029 gd:  4636
[ 1.21732984e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
res:  4636 0.001320877421676414 0.02304703005393094 0.03756448356422583
[ 1.21822104e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
Niter:  6 row:  282 ngroup:  26 nlines:  5029 gd:  4635
[ 1.21822104e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
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 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
res:  4635 0.0011897683798451908 0.02306506163040467 0.037533346611387276
[ 1.21834832e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
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 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
Saving figure to  wave_resid_43670005_fiber282.png
Final values:
res:  0.0011897683798451908 0.037533346611387276
pars:  [ 1.21834832e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
282 [ 1.21834832e-10 -1.03201130e-05 -2.82808752e-01  1.61517884e+04
 -1.42591267e+02 -2.27144308e-02  1.54738831e+02 -1.42128860e+02
  4.81112985e-01  1.55260140e+02 -1.42542667e+02  1.94838039e-02
  1.54717323e+02 -1.42075908e+02  5.26296053e-01  1.55254653e+02
 -1.42575490e+02 -1.62039681e-02  1.54732463e+02 -1.42087684e+02
  4.79836116e-01  1.55242319e+02 -1.42587677e+02  1.12022051e-02
  1.54740489e+02 -1.42199131e+02  5.73333210e-01  1.55255996e+02
 -1.42631326e+02  3.98282411e-02  1.54732455e+02 -1.42091697e+02
  5.31035636e-01  1.55254181e+02 -1.42571026e+02  4.61321332e-02
  1.54749853e+02 -1.42030281e+02  4.90568159e-01  1.55238025e+02
 -1.42581181e+02 -2.96491043e-03  1.54747551e+02 -1.42161373e+02
  5.41861327e-01  1.55270690e+02 -1.42589437e+02  1.46297235e-02
  1.54736110e+02 -1.42148487e+02  5.13279735e-01  1.55239526e+02
 -1.42616118e+02 -1.82905361e-03  1.54743646e+02 -1.42062531e+02
  4.71784590e-01  1.55242803e+02 -1.42590612e+02 -5.51082479e-02
  1.54734856e+02 -1.42100175e+02  5.55807945e-01  1.55246491e+02
 -1.42613601e+02 -6.49845152e-03  1.54749796e+02 -1.42079320e+02
  5.09240451e-01  1.55269295e+02 -1.42616032e+02  1.33282467e-02
  1.54762930e+02 -1.42097575e+02  5.08185868e-01  1.55244431e+02
 -1.42590776e+02  1.63569665e-02  1.54741182e+02 -1.42104271e+02
  5.00502119e-01  1.55245379e+02]
--- Row 284/300 row=283 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  283
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=283 ---
Niter:  0 row:  283 ngroup:  1 nlines:  231 gd:  231
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  231 0.00013309097266755998 0.013773662876701565 0.030698237649335974
[ 1.20592316e-10 -1.03191532e-05 -2.82789282e-01  1.61518014e+04
 -1.42730885e+02  1.96218889e-14  1.54842041e+02]
Niter:  1 row:  283 ngroup:  1 nlines:  231 gd:  213
[ 1.20592316e-10 -1.03191532e-05 -2.82789282e-01  1.61518014e+04
 -1.42730885e+02  1.96218889e-14  1.54842041e+02]
res:  213 0.00017384047350788023 0.012493360522057628 0.021033567310105767
[ 1.20743519e-10 -1.03189515e-05 -2.82788502e-01  1.61517973e+04
 -1.42766507e+02  1.55370690e-12  1.54840267e+02]
Niter:  2 row:  283 ngroup:  1 nlines:  231 gd:  211
[ 1.20743519e-10 -1.03189515e-05 -2.82788502e-01  1.61517973e+04
 -1.42766507e+02  1.55370690e-12  1.54840267e+02]
res:  211 0.0009012907721626107 0.012477697022404755 0.02025681749154648
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
Niter:  3 row:  283 ngroup:  1 nlines:  231 gd:  211
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
res:  211 0.0009012907721626107 0.012477697022404755 0.02025681749154648
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
Niter:  4 row:  283 ngroup:  1 nlines:  231 gd:  211
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
res:  211 0.0009012907721626107 0.012477697022404755 0.02025681749154648
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
Niter:  5 row:  283 ngroup:  1 nlines:  231 gd:  211
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
res:  211 0.0009012907721626107 0.012477697022404755 0.02025681749154648
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
Niter:  6 row:  283 ngroup:  1 nlines:  231 gd:  211
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
res:  211 0.0009012907721626107 0.012477697022404755 0.02025681749154648
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
Final values:
res:  0.0009012907721626107 0.02025681749154648
pars:  [ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
283 [ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02]
elapsed: 2.9 sec.
Niter:  0 row:  283 ngroup:  26 nlines:  6180 gd:  6180
[ 1.20661506e-10 -1.03188593e-05 -2.82787477e-01  1.61517953e+04
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02 -1.42778274e+02 -1.62747368e-11
  1.54839442e+02 -1.42778274e+02 -1.62747368e-11  1.54839442e+02
 -1.42778274e+02 -1.62747368e-11  1.54839442e+02 -1.42778274e+02
 -1.62747368e-11  1.54839442e+02]
res:  6180 0.000412057062931126 0.014531311805512814 0.0360093282402812
[ 1.20661494e-10 -1.03188603e-05 -2.82787505e-01  1.61517970e+04
 -1.42763702e+02 -1.52902556e-02  1.54847244e+02 -1.42269434e+02
  4.84581097e-01  1.55339608e+02 -1.42742726e+02 -2.24996639e-02
  1.54844754e+02 -1.42241949e+02  4.95881228e-01  1.55326549e+02
 -1.42768917e+02 -3.45530225e-02  1.54841985e+02 -1.42260047e+02
  4.72267908e-01  1.55338318e+02 -1.42748462e+02 -2.02153393e-02
  1.54850265e+02 -1.42274660e+02  4.85161265e-01  1.55332433e+02
 -1.42760539e+02 -2.00585740e-03  1.54845252e+02 -1.42287268e+02
  4.61552350e-01  1.55342389e+02 -1.42736205e+02  6.14851292e-03
  1.54846406e+02 -1.42261524e+02  4.62790026e-01  1.55333436e+02
 -1.42758107e+02 -2.09726659e-02  1.54857914e+02 -1.42276048e+02
  4.86945790e-01  1.55345469e+02 -1.42778926e+02 -2.50301821e-02
  1.54846528e+02 -1.42269930e+02  4.85595037e-01  1.55339557e+02
 -1.42760720e+02 -2.63054339e-02  1.54847822e+02 -1.42262617e+02
  4.74045829e-01  1.55342968e+02 -1.42779182e+02 -5.77116353e-03
  1.54835292e+02 -1.42256240e+02  4.91184571e-01  1.55327001e+02
 -1.42749215e+02 -1.69108032e-02  1.54843491e+02 -1.42259726e+02
  4.94085174e-01  1.55335083e+02 -1.42768241e+02 -2.52439545e-02
  1.54842042e+02 -1.42293898e+02  4.73634943e-01  1.55328809e+02
 -1.42761097e+02  8.31782230e-03  1.54843205e+02 -1.42279951e+02
  4.66794246e-01  1.55346476e+02]
Niter:  1 row:  283 ngroup:  26 nlines:  6180 gd:  5668
[ 1.20661494e-10 -1.03188603e-05 -2.82787505e-01  1.61517970e+04
 -1.42763702e+02 -1.52902556e-02  1.54847244e+02 -1.42269434e+02
  4.84581097e-01  1.55339608e+02 -1.42742726e+02 -2.24996639e-02
  1.54844754e+02 -1.42241949e+02  4.95881228e-01  1.55326549e+02
 -1.42768917e+02 -3.45530225e-02  1.54841985e+02 -1.42260047e+02
  4.72267908e-01  1.55338318e+02 -1.42748462e+02 -2.02153393e-02
  1.54850265e+02 -1.42274660e+02  4.85161265e-01  1.55332433e+02
 -1.42760539e+02 -2.00585740e-03  1.54845252e+02 -1.42287268e+02
  4.61552350e-01  1.55342389e+02 -1.42736205e+02  6.14851292e-03
  1.54846406e+02 -1.42261524e+02  4.62790026e-01  1.55333436e+02
 -1.42758107e+02 -2.09726659e-02  1.54857914e+02 -1.42276048e+02
  4.86945790e-01  1.55345469e+02 -1.42778926e+02 -2.50301821e-02
  1.54846528e+02 -1.42269930e+02  4.85595037e-01  1.55339557e+02
 -1.42760720e+02 -2.63054339e-02  1.54847822e+02 -1.42262617e+02
  4.74045829e-01  1.55342968e+02 -1.42779182e+02 -5.77116353e-03
  1.54835292e+02 -1.42256240e+02  4.91184571e-01  1.55327001e+02
 -1.42749215e+02 -1.69108032e-02  1.54843491e+02 -1.42259726e+02
  4.94085174e-01  1.55335083e+02 -1.42768241e+02 -2.52439545e-02
  1.54842042e+02 -1.42293898e+02  4.73634943e-01  1.55328809e+02
 -1.42761097e+02  8.31782230e-03  1.54843205e+02 -1.42279951e+02
  4.66794246e-01  1.55346476e+02]
res:  5668 -0.00035776022923528217 0.014512316400214331 0.023339539814897725
[ 1.20661482e-10 -1.03188613e-05 -2.82787533e-01  1.61517986e+04
 -1.42764355e+02  1.07182363e-02  1.54848914e+02 -1.42281637e+02
  4.85883695e-01  1.55344766e+02 -1.42757885e+02 -1.47052153e-02
  1.54844893e+02 -1.42256376e+02  4.89813957e-01  1.55333587e+02
 -1.42770001e+02 -3.57867182e-02  1.54843890e+02 -1.42258917e+02
  4.71007166e-01  1.55334995e+02 -1.42729975e+02 -1.76571105e-03
  1.54851177e+02 -1.42248550e+02  4.86427119e-01  1.55330122e+02
 -1.42767056e+02 -3.96951660e-03  1.54851006e+02 -1.42264825e+02
  4.50561037e-01  1.55341166e+02 -1.42734283e+02  9.73016319e-03
  1.54844612e+02 -1.42238041e+02  4.72032997e-01  1.55332475e+02
 -1.42769386e+02 -2.36445186e-02  1.54859149e+02 -1.42261153e+02
  4.92531031e-01  1.55347479e+02 -1.42787445e+02 -1.43829748e-02
  1.54849049e+02 -1.42264480e+02  4.79485704e-01  1.55338798e+02
 -1.42749685e+02 -4.03028888e-03  1.54854578e+02 -1.42259553e+02
  4.72663253e-01  1.55348447e+02 -1.42766927e+02 -6.57718488e-03
  1.54832765e+02 -1.42255315e+02  4.92098286e-01  1.55341176e+02
 -1.42741194e+02 -8.97587499e-03  1.54847759e+02 -1.42264089e+02
  4.82442768e-01  1.55337891e+02 -1.42772160e+02 -1.17819322e-02
  1.54844037e+02 -1.42268683e+02  4.70969992e-01  1.55332068e+02
 -1.42761653e+02 -5.56519961e-03  1.54845595e+02 -1.42258053e+02
  4.55550659e-01  1.55342338e+02]
Niter:  2 row:  283 ngroup:  26 nlines:  6180 gd:  5669
[ 1.20661482e-10 -1.03188613e-05 -2.82787533e-01  1.61517986e+04
 -1.42764355e+02  1.07182363e-02  1.54848914e+02 -1.42281637e+02
  4.85883695e-01  1.55344766e+02 -1.42757885e+02 -1.47052153e-02
  1.54844893e+02 -1.42256376e+02  4.89813957e-01  1.55333587e+02
 -1.42770001e+02 -3.57867182e-02  1.54843890e+02 -1.42258917e+02
  4.71007166e-01  1.55334995e+02 -1.42729975e+02 -1.76571105e-03
  1.54851177e+02 -1.42248550e+02  4.86427119e-01  1.55330122e+02
 -1.42767056e+02 -3.96951660e-03  1.54851006e+02 -1.42264825e+02
  4.50561037e-01  1.55341166e+02 -1.42734283e+02  9.73016319e-03
  1.54844612e+02 -1.42238041e+02  4.72032997e-01  1.55332475e+02
 -1.42769386e+02 -2.36445186e-02  1.54859149e+02 -1.42261153e+02
  4.92531031e-01  1.55347479e+02 -1.42787445e+02 -1.43829748e-02
  1.54849049e+02 -1.42264480e+02  4.79485704e-01  1.55338798e+02
 -1.42749685e+02 -4.03028888e-03  1.54854578e+02 -1.42259553e+02
  4.72663253e-01  1.55348447e+02 -1.42766927e+02 -6.57718488e-03
  1.54832765e+02 -1.42255315e+02  4.92098286e-01  1.55341176e+02
 -1.42741194e+02 -8.97587499e-03  1.54847759e+02 -1.42264089e+02
  4.82442768e-01  1.55337891e+02 -1.42772160e+02 -1.17819322e-02
  1.54844037e+02 -1.42268683e+02  4.70969992e-01  1.55332068e+02
 -1.42761653e+02 -5.56519961e-03  1.54845595e+02 -1.42258053e+02
  4.55550659e-01  1.55342338e+02]
res:  5669 -0.0003821141935986816 0.014472011680481955 0.02332555782877105
[ 1.20661470e-10 -1.03188624e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814008e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215304e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832421e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677911e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
Niter:  3 row:  283 ngroup:  26 nlines:  6180 gd:  5667
[ 1.20661470e-10 -1.03188624e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814008e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215304e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832421e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677911e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
res:  5667 -0.00031809201755095273 0.014468167704762891 0.023295314705120664
[ 1.20639308e-10 -1.03188624e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814008e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215304e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832421e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677911e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
Niter:  4 row:  283 ngroup:  26 nlines:  6180 gd:  5667
[ 1.20639308e-10 -1.03188624e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814008e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215304e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832421e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677911e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
res:  5667 -0.00031386287810164504 0.014468144663624116 0.023295259260938315
[ 1.20639307e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
Niter:  5 row:  283 ngroup:  26 nlines:  6180 gd:  5667
[ 1.20639307e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
res:  5667 -0.000312558222503867 0.014468142790974525 0.023295261861015906
[ 1.20639459e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
Niter:  6 row:  283 ngroup:  26 nlines:  6180 gd:  5667
[ 1.20639459e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
res:  5667 -0.00031384416706714546 0.014468144563579699 0.023295259050233833
[ 1.20639308e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
Saving figure to  wave_resid_43670005_fiber283.png
Final values:
res:  -0.00031384416706714546 0.023295259050233833
pars:  [ 1.20639308e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
283 [ 1.20639308e-10 -1.03188634e-05 -2.82787562e-01  1.61518002e+04
 -1.42757395e+02  2.30424030e-02  1.54853649e+02 -1.42274715e+02
  4.91588943e-01  1.55349492e+02 -1.42750962e+02 -9.01814007e-03
  1.54849625e+02 -1.42249435e+02  4.88638942e-01  1.55340330e+02
 -1.42763020e+02 -3.00710746e-02  1.54848631e+02 -1.42251971e+02
  4.76711478e-01  1.55337788e+02 -1.42723045e+02  7.23465282e-03
  1.54855911e+02 -1.42236664e+02  4.92117451e-01  1.55334863e+02
 -1.42760120e+02  1.72452126e-03  1.54855741e+02 -1.42252102e+02
  4.56257572e-01  1.55345908e+02 -1.42727319e+02  1.54205255e-02
  1.54849348e+02 -1.42226153e+02  4.77753416e-01  1.55337207e+02
 -1.42767658e+02 -1.79371673e-02  1.54863883e+02 -1.42254213e+02
  4.98209112e-01  1.55352207e+02 -1.42780479e+02 -8.68932517e-03
  1.54853783e+02 -1.42257503e+02  4.85185626e-01  1.55341566e+02
 -1.42742744e+02  1.66653913e-03  1.54859308e+02 -1.42252584e+02
  4.74770432e-01  1.55353183e+02 -1.42759989e+02 -8.76215312e-04
  1.54837501e+02 -1.42248389e+02  4.97796408e-01  1.55345910e+02
 -1.42734235e+02 -3.28120420e-03  1.54852490e+02 -1.42257149e+02
  4.77832417e-01  1.55342623e+02 -1.42765204e+02 -2.80210312e-03
  1.54848772e+02 -1.42261723e+02  4.76653357e-01  1.55336800e+02
 -1.42754704e+02 -6.97677912e-03  1.54850334e+02 -1.42246265e+02
  4.61255604e-01  1.55345139e+02]
--- Row 285/300 row=284 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  284
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=284 ---
Niter:  0 row:  284 ngroup:  1 nlines:  242 gd:  242
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  242 0.0012649095533561194 0.015555335558019578 0.03520353048465492
[ 1.21564803e-10 -1.03194391e-05 -2.82799725e-01  1.61517858e+04
 -1.42746995e+02  9.96812597e-14  1.54754709e+02]
Niter:  1 row:  284 ngroup:  1 nlines:  242 gd:  230
[ 1.21564803e-10 -1.03194391e-05 -2.82799725e-01  1.61517858e+04
 -1.42746995e+02  9.96812597e-14  1.54754709e+02]
res:  230 -0.0016439773298770888 0.014548195543284237 0.024293013946249106
[ 1.22063630e-10 -1.03191451e-05 -2.82801965e-01  1.61517900e+04
 -1.42734920e+02  4.37694639e-11  1.54770679e+02]
Niter:  2 row:  284 ngroup:  1 nlines:  242 gd:  231
[ 1.22063630e-10 -1.03191451e-05 -2.82801965e-01  1.61517900e+04
 -1.42734920e+02  4.37694639e-11  1.54770679e+02]
res:  231 -0.0015186528253252618 0.014862742566037923 0.024625933717070836
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
Niter:  3 row:  284 ngroup:  1 nlines:  242 gd:  231
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
res:  231 -0.0015186528235062724 0.014862742565128428 0.02462593371704672
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
Niter:  4 row:  284 ngroup:  1 nlines:  242 gd:  231
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
res:  231 -0.0015186528235062724 0.014862742565128428 0.02462593371704672
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
Niter:  5 row:  284 ngroup:  1 nlines:  242 gd:  231
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
res:  231 -0.0015186528235062724 0.014862742565128428 0.02462593371704672
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
Niter:  6 row:  284 ngroup:  1 nlines:  242 gd:  231
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
res:  231 -0.0015186528235062724 0.014862742565128428 0.02462593371704672
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
Final values:
res:  -0.0015186528235062724 0.02462593371704672
pars:  [ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
284 [ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02]
elapsed: 2.9 sec.
Niter:  0 row:  284 ngroup:  26 nlines:  6283 gd:  6283
[ 1.22216198e-10 -1.03191671e-05 -2.82804265e-01  1.61517909e+04
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02 -1.42718714e+02 -3.15836678e-11
  1.54763371e+02 -1.42718714e+02 -3.15836678e-11  1.54763371e+02
 -1.42718714e+02 -3.15836678e-11  1.54763371e+02 -1.42718714e+02
 -3.15836678e-11  1.54763371e+02]
res:  6283 0.0008537968788004946 0.015384165202704025 0.03493737864132998
[ 1.22216186e-10 -1.03191682e-05 -2.82804293e-01  1.61517925e+04
 -1.42704978e+02  2.39282604e-02  1.54773216e+02 -1.42171128e+02
  4.91224739e-01  1.55280124e+02 -1.42683883e+02 -1.36226439e-02
  1.54781577e+02 -1.42196816e+02  4.70153490e-01  1.55278970e+02
 -1.42682902e+02 -4.05181151e-02  1.54775160e+02 -1.42214300e+02
  5.03272671e-01  1.55275536e+02 -1.42652111e+02 -1.01048189e-02
  1.54782136e+02 -1.42178161e+02  4.77189559e-01  1.55267083e+02
 -1.42675002e+02 -1.15510648e-02  1.54775457e+02 -1.42206534e+02
  5.08114298e-01  1.55276508e+02 -1.42676944e+02 -7.11210086e-03
  1.54773793e+02 -1.42198359e+02  4.93310557e-01  1.55283733e+02
 -1.42688680e+02 -3.73123619e-02  1.54782894e+02 -1.42179259e+02
  4.81996257e-01  1.55284200e+02 -1.42690127e+02 -3.64589622e-03
  1.54767680e+02 -1.42226744e+02  4.75368102e-01  1.55277370e+02
 -1.42674934e+02 -5.17026613e-03  1.54774620e+02 -1.42175403e+02
  5.03059512e-01  1.55291108e+02 -1.42700423e+02 -3.34261992e-02
  1.54784505e+02 -1.42188997e+02  4.74337440e-01  1.55282029e+02
 -1.42689617e+02 -1.70724120e-02  1.54780684e+02 -1.42213988e+02
  4.86037801e-01  1.55289524e+02 -1.42705768e+02 -1.43070901e-02
  1.54774665e+02 -1.42209971e+02  4.66301063e-01  1.55277720e+02
 -1.42698064e+02 -3.38239228e-02  1.54781649e+02 -1.42187960e+02
  4.84578125e-01  1.55279604e+02]
Niter:  1 row:  284 ngroup:  26 nlines:  6283 gd:  5881
[ 1.22216186e-10 -1.03191682e-05 -2.82804293e-01  1.61517925e+04
 -1.42704978e+02  2.39282604e-02  1.54773216e+02 -1.42171128e+02
  4.91224739e-01  1.55280124e+02 -1.42683883e+02 -1.36226439e-02
  1.54781577e+02 -1.42196816e+02  4.70153490e-01  1.55278970e+02
 -1.42682902e+02 -4.05181151e-02  1.54775160e+02 -1.42214300e+02
  5.03272671e-01  1.55275536e+02 -1.42652111e+02 -1.01048189e-02
  1.54782136e+02 -1.42178161e+02  4.77189559e-01  1.55267083e+02
 -1.42675002e+02 -1.15510648e-02  1.54775457e+02 -1.42206534e+02
  5.08114298e-01  1.55276508e+02 -1.42676944e+02 -7.11210086e-03
  1.54773793e+02 -1.42198359e+02  4.93310557e-01  1.55283733e+02
 -1.42688680e+02 -3.73123619e-02  1.54782894e+02 -1.42179259e+02
  4.81996257e-01  1.55284200e+02 -1.42690127e+02 -3.64589622e-03
  1.54767680e+02 -1.42226744e+02  4.75368102e-01  1.55277370e+02
 -1.42674934e+02 -5.17026613e-03  1.54774620e+02 -1.42175403e+02
  5.03059512e-01  1.55291108e+02 -1.42700423e+02 -3.34261992e-02
  1.54784505e+02 -1.42188997e+02  4.74337440e-01  1.55282029e+02
 -1.42689617e+02 -1.70724120e-02  1.54780684e+02 -1.42213988e+02
  4.86037801e-01  1.55289524e+02 -1.42705768e+02 -1.43070901e-02
  1.54774665e+02 -1.42209971e+02  4.66301063e-01  1.55277720e+02
 -1.42698064e+02 -3.38239228e-02  1.54781649e+02 -1.42187960e+02
  4.84578125e-01  1.55279604e+02]
res:  5881 -0.0005019803538743872 0.015012311798273004 0.024651767650465714
[ 1.22216174e-10 -1.03191692e-05 -2.82804265e-01  1.61517909e+04
 -1.42718751e+02  2.81314114e-03  1.54763338e+02 -1.42191247e+02
  4.76056901e-01  1.55271756e+02 -1.42697256e+02 -2.71229809e-02
  1.54767889e+02 -1.42190788e+02  4.60946082e-01  1.55269520e+02
 -1.42682998e+02 -4.87383965e-02  1.54772588e+02 -1.42212429e+02
  4.81995872e-01  1.55262267e+02 -1.42653123e+02 -3.05670405e-02
  1.54770594e+02 -1.42201163e+02  4.66108768e-01  1.55255804e+02
 -1.42687723e+02 -2.27412729e-02  1.54763563e+02 -1.42206278e+02
  4.88013831e-01  1.55264819e+02 -1.42702444e+02 -2.85398071e-02
  1.54766929e+02 -1.42215599e+02  4.75709490e-01  1.55260607e+02
 -1.42707670e+02 -2.67882593e-02  1.54778780e+02 -1.42186244e+02
  4.65346985e-01  1.55272530e+02 -1.42702449e+02 -1.45346213e-02
  1.54762598e+02 -1.42216800e+02  4.74771726e-01  1.55270556e+02
 -1.42694628e+02 -1.44573657e-02  1.54769641e+02 -1.42181683e+02
  4.78861349e-01  1.55280820e+02 -1.42707734e+02 -4.56531442e-02
  1.54773949e+02 -1.42222427e+02  4.65128965e-01  1.55269332e+02
 -1.42709473e+02 -2.97159183e-02  1.54775493e+02 -1.42211122e+02
  4.78490622e-01  1.55281820e+02 -1.42717613e+02 -1.81109847e-02
  1.54771032e+02 -1.42224362e+02  4.63262141e-01  1.55267098e+02
 -1.42698706e+02 -2.50052366e-02  1.54775296e+02 -1.42206427e+02
  4.68636204e-01  1.55267255e+02]
Niter:  2 row:  284 ngroup:  26 nlines:  6283 gd:  5867
[ 1.22216174e-10 -1.03191692e-05 -2.82804265e-01  1.61517909e+04
 -1.42718751e+02  2.81314114e-03  1.54763338e+02 -1.42191247e+02
  4.76056901e-01  1.55271756e+02 -1.42697256e+02 -2.71229809e-02
  1.54767889e+02 -1.42190788e+02  4.60946082e-01  1.55269520e+02
 -1.42682998e+02 -4.87383965e-02  1.54772588e+02 -1.42212429e+02
  4.81995872e-01  1.55262267e+02 -1.42653123e+02 -3.05670405e-02
  1.54770594e+02 -1.42201163e+02  4.66108768e-01  1.55255804e+02
 -1.42687723e+02 -2.27412729e-02  1.54763563e+02 -1.42206278e+02
  4.88013831e-01  1.55264819e+02 -1.42702444e+02 -2.85398071e-02
  1.54766929e+02 -1.42215599e+02  4.75709490e-01  1.55260607e+02
 -1.42707670e+02 -2.67882593e-02  1.54778780e+02 -1.42186244e+02
  4.65346985e-01  1.55272530e+02 -1.42702449e+02 -1.45346213e-02
  1.54762598e+02 -1.42216800e+02  4.74771726e-01  1.55270556e+02
 -1.42694628e+02 -1.44573657e-02  1.54769641e+02 -1.42181683e+02
  4.78861349e-01  1.55280820e+02 -1.42707734e+02 -4.56531442e-02
  1.54773949e+02 -1.42222427e+02  4.65128965e-01  1.55269332e+02
 -1.42709473e+02 -2.97159183e-02  1.54775493e+02 -1.42211122e+02
  4.78490622e-01  1.55281820e+02 -1.42717613e+02 -1.81109847e-02
  1.54771032e+02 -1.42224362e+02  4.63262141e-01  1.55267098e+02
 -1.42698706e+02 -2.50052366e-02  1.54775296e+02 -1.42206427e+02
  4.68636204e-01  1.55267255e+02]
res:  5867 -0.0004145935599808581 0.015069755541844643 0.024434985660726324
[ 1.22216162e-10 -1.03191702e-05 -2.82804236e-01  1.61517892e+04
 -1.42725744e+02 -9.06902292e-03  1.54760694e+02 -1.42198256e+02
  4.66837185e-01  1.55266993e+02 -1.42704272e+02 -2.94154130e-02
  1.54761017e+02 -1.42197784e+02  4.55235416e-01  1.55264751e+02
 -1.42690014e+02 -5.12020146e-02  1.54767813e+02 -1.42214529e+02
  4.73104246e-01  1.55257493e+02 -1.42660112e+02 -3.62821668e-02
  1.54765826e+02 -1.42208151e+02  4.60402461e-01  1.55251035e+02
 -1.42694716e+02 -2.48921428e-02  1.54758796e+02 -1.42213244e+02
  4.82305582e-01  1.55260053e+02 -1.42725957e+02 -3.42519907e-02
  1.54766476e+02 -1.42222589e+02  4.66528226e-01  1.55255842e+02
 -1.42714665e+02 -2.50725095e-02  1.54774021e+02 -1.42188192e+02
  4.59636485e-01  1.55267759e+02 -1.42709431e+02 -2.35773664e-02
  1.54757829e+02 -1.42218422e+02  4.72318323e-01  1.55265787e+02
 -1.42701628e+02 -2.01629050e-02  1.54767090e+02 -1.42188662e+02
  4.73166090e-01  1.55276053e+02 -1.42714707e+02 -5.13599261e-02
  1.54769185e+02 -1.42229414e+02  4.59415887e-01  1.55264563e+02
 -1.42716483e+02 -3.21316211e-02  1.54770727e+02 -1.42213388e+02
  4.75815101e-01  1.55277055e+02 -1.42724629e+02 -2.38152229e-02
  1.54766268e+02 -1.42231362e+02  4.60925186e-01  1.55260221e+02
 -1.42700306e+02 -2.73679071e-02  1.54770533e+02 -1.42213433e+02
  4.62939204e-01  1.55262486e+02]
Niter:  3 row:  284 ngroup:  26 nlines:  6283 gd:  5867
[ 1.22216162e-10 -1.03191702e-05 -2.82804236e-01  1.61517892e+04
 -1.42725744e+02 -9.06902292e-03  1.54760694e+02 -1.42198256e+02
  4.66837185e-01  1.55266993e+02 -1.42704272e+02 -2.94154130e-02
  1.54761017e+02 -1.42197784e+02  4.55235416e-01  1.55264751e+02
 -1.42690014e+02 -5.12020146e-02  1.54767813e+02 -1.42214529e+02
  4.73104246e-01  1.55257493e+02 -1.42660112e+02 -3.62821668e-02
  1.54765826e+02 -1.42208151e+02  4.60402461e-01  1.55251035e+02
 -1.42694716e+02 -2.48921428e-02  1.54758796e+02 -1.42213244e+02
  4.82305582e-01  1.55260053e+02 -1.42725957e+02 -3.42519907e-02
  1.54766476e+02 -1.42222589e+02  4.66528226e-01  1.55255842e+02
 -1.42714665e+02 -2.50725095e-02  1.54774021e+02 -1.42188192e+02
  4.59636485e-01  1.55267759e+02 -1.42709431e+02 -2.35773664e-02
  1.54757829e+02 -1.42218422e+02  4.72318323e-01  1.55265787e+02
 -1.42701628e+02 -2.01629050e-02  1.54767090e+02 -1.42188662e+02
  4.73166090e-01  1.55276053e+02 -1.42714707e+02 -5.13599261e-02
  1.54769185e+02 -1.42229414e+02  4.59415887e-01  1.55264563e+02
 -1.42716483e+02 -3.21316211e-02  1.54770727e+02 -1.42213388e+02
  4.75815101e-01  1.55277055e+02 -1.42724629e+02 -2.38152229e-02
  1.54766268e+02 -1.42231362e+02  4.60925186e-01  1.55260221e+02
 -1.42700306e+02 -2.73679071e-02  1.54770533e+02 -1.42213433e+02
  4.62939204e-01  1.55262486e+02]
res:  5867 -0.000551700661162613 0.01483208403988101 0.024374545875361853
[ 1.21728624e-10 -1.03194837e-05 -2.82797837e-01  1.61517908e+04
 -1.42760973e+02 -3.13236790e-03  1.54786117e+02 -1.42233650e+02
  4.72423825e-01  1.55292170e+02 -1.42739809e+02 -2.33624211e-02
  1.54786443e+02 -1.42233241e+02  4.61034181e-01  1.55290119e+02
 -1.42725503e+02 -4.44552135e-02  1.54793180e+02 -1.42249686e+02
  4.79036372e-01  1.55282920e+02 -1.42695100e+02 -3.06671445e-02
  1.54790980e+02 -1.42243228e+02  4.66396305e-01  1.55276301e+02
 -1.42729944e+02 -1.82318371e-02  1.54783982e+02 -1.42248196e+02
  4.88321494e-01  1.55285205e+02 -1.42761595e+02 -2.85776159e-02
  1.54791755e+02 -1.42257743e+02  4.72200079e-01  1.55281035e+02
 -1.42749939e+02 -1.58898912e-02  1.54798897e+02 -1.42223260e+02
  4.65267613e-01  1.55293055e+02 -1.42744415e+02 -1.73143015e-02
  1.54783097e+02 -1.42253817e+02  4.77851318e-01  1.55291077e+02
 -1.42736971e+02 -1.43074989e-02  1.54792328e+02 -1.42223688e+02
  4.79528969e-01  1.55301232e+02 -1.42749535e+02 -4.53406608e-02
  1.54794070e+02 -1.42264662e+02  4.64960976e-01  1.55289812e+02
 -1.42752121e+02 -2.63346105e-02  1.54795919e+02 -1.42248487e+02
  4.84208604e-01  1.55302264e+02 -1.42760137e+02 -1.77738132e-02
  1.54791379e+02 -1.42266637e+02  4.66369172e-01  1.55285454e+02
 -1.42735569e+02 -2.17421240e-02  1.54795582e+02 -1.42248736e+02
  4.69132282e-01  1.55287712e+02]
Niter:  4 row:  284 ngroup:  26 nlines:  6283 gd:  5846
[ 1.21728624e-10 -1.03194837e-05 -2.82797837e-01  1.61517908e+04
 -1.42760973e+02 -3.13236790e-03  1.54786117e+02 -1.42233650e+02
  4.72423825e-01  1.55292170e+02 -1.42739809e+02 -2.33624211e-02
  1.54786443e+02 -1.42233241e+02  4.61034181e-01  1.55290119e+02
 -1.42725503e+02 -4.44552135e-02  1.54793180e+02 -1.42249686e+02
  4.79036372e-01  1.55282920e+02 -1.42695100e+02 -3.06671445e-02
  1.54790980e+02 -1.42243228e+02  4.66396305e-01  1.55276301e+02
 -1.42729944e+02 -1.82318371e-02  1.54783982e+02 -1.42248196e+02
  4.88321494e-01  1.55285205e+02 -1.42761595e+02 -2.85776159e-02
  1.54791755e+02 -1.42257743e+02  4.72200079e-01  1.55281035e+02
 -1.42749939e+02 -1.58898912e-02  1.54798897e+02 -1.42223260e+02
  4.65267613e-01  1.55293055e+02 -1.42744415e+02 -1.73143015e-02
  1.54783097e+02 -1.42253817e+02  4.77851318e-01  1.55291077e+02
 -1.42736971e+02 -1.43074989e-02  1.54792328e+02 -1.42223688e+02
  4.79528969e-01  1.55301232e+02 -1.42749535e+02 -4.53406608e-02
  1.54794070e+02 -1.42264662e+02  4.64960976e-01  1.55289812e+02
 -1.42752121e+02 -2.63346105e-02  1.54795919e+02 -1.42248487e+02
  4.84208604e-01  1.55302264e+02 -1.42760137e+02 -1.77738132e-02
  1.54791379e+02 -1.42266637e+02  4.66369172e-01  1.55285454e+02
 -1.42735569e+02 -2.17421240e-02  1.54795582e+02 -1.42248736e+02
  4.69132282e-01  1.55287712e+02]
res:  5846 -0.0003413929807720706 0.014865241013467312 0.024062948583986235
[ 1.21728612e-10 -1.03194847e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
Niter:  5 row:  284 ngroup:  26 nlines:  6283 gd:  5844
[ 1.21728612e-10 -1.03194847e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
res:  5844 -0.0001923416984936921 0.014878914207656635 0.024034311804621802
[ 1.21710245e-10 -1.03194847e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
Niter:  6 row:  284 ngroup:  26 nlines:  6283 gd:  5844
[ 1.21710245e-10 -1.03194847e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
res:  5844 -0.00024274173665617127 0.014855923451250419 0.024034345890019796
[ 1.21709514e-10 -1.03194742e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
Saving figure to  wave_resid_43670005_fiber284.png
Final values:
res:  -0.00024274173665617127 0.024034345890019796
pars:  [ 1.21709514e-10 -1.03194742e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
284 [ 1.21709514e-10 -1.03194742e-05 -2.82797865e-01  1.61517925e+04
 -1.42751087e+02  5.41357065e-03  1.54789952e+02 -1.42223622e+02
  4.77530131e-01  1.55295993e+02 -1.42729802e+02 -1.79382334e-02
  1.54790272e+02 -1.42223080e+02  4.66497442e-01  1.55293944e+02
 -1.42715548e+02 -3.90619217e-02  1.54797025e+02 -1.42239747e+02
  4.87433749e-01  1.55286738e+02 -1.42685238e+02 -2.52010477e-02
  1.54794828e+02 -1.42233314e+02  4.71852146e-01  1.55280155e+02
 -1.42720058e+02 -9.80669643e-03  1.54787822e+02 -1.42238345e+02
  4.93327258e-01  1.55289032e+02 -1.42751474e+02 -2.31107513e-02
  1.54795592e+02 -1.42247868e+02  4.77676424e-01  1.55284835e+02
 -1.42740090e+02 -1.00670197e-02  1.54802721e+02 -1.42208814e+02
  4.70744241e-01  1.55296906e+02 -1.42734614e+02 -1.55297565e-02
  1.54786952e+02 -1.42238727e+02  4.89866425e-01  1.55294920e+02
 -1.42727014e+02 -9.27071391e-03  1.54796153e+02 -1.42213845e+02
  4.84957479e-01  1.55305073e+02 -1.42734833e+02 -3.35046016e-02
  1.54797907e+02 -1.42254695e+02  4.70432394e-01  1.55293644e+02
 -1.42742024e+02 -2.08824244e-02  1.54799734e+02 -1.42238566e+02
  4.93088997e-01  1.55306102e+02 -1.42750081e+02 -9.16010831e-03
  1.54795216e+02 -1.42256684e+02  4.71679885e-01  1.55289294e+02
 -1.42731136e+02 -1.62767864e-02  1.54801511e+02 -1.42243876e+02
  4.74569117e-01  1.55293627e+02]
--- Row 286/300 row=285 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  285
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=285 ---
Niter:  0 row:  285 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0001153183366113808 0.017410350146747078 0.033648048445061536
[ 1.20349044e-10 -1.03200337e-05 -2.82781139e-01  1.61518110e+04
 -1.42728751e+02 -3.84349110e-14  1.54870109e+02]
Niter:  1 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20349044e-10 -1.03200337e-05 -2.82781139e-01  1.61518110e+04
 -1.42728751e+02 -3.84349110e-14  1.54870109e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Niter:  2 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Niter:  3 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Niter:  4 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Niter:  5 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Niter:  6 row:  285 ngroup:  1 nlines:  241 gd:  231
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
res:  231 0.00047398060087289196 0.017223084056240623 0.0272606723309882
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
Final values:
res:  0.00047398060087289196 0.0272606723309882
pars:  [ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
285 [ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02]
elapsed: 3.0 sec.
Niter:  0 row:  285 ngroup:  26 nlines:  6223 gd:  6223
[ 1.20607730e-10 -1.03201403e-05 -2.82784338e-01  1.61518112e+04
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02 -1.42710198e+02 -1.02028991e-10
  1.54856749e+02 -1.42710198e+02 -1.02028991e-10  1.54856749e+02
 -1.42710198e+02 -1.02028991e-10  1.54856749e+02 -1.42710198e+02
 -1.02028991e-10  1.54856749e+02]
res:  6223 0.00031920454421197064 0.015508686017710716 0.03462452392884085
[ 1.20607742e-10 -1.03201393e-05 -2.82784310e-01  1.61518095e+04
 -1.42722767e+02 -5.31674663e-03  1.54852035e+02 -1.42249764e+02
  5.09285941e-01  1.55359386e+02 -1.42705041e+02 -1.90616398e-02
  1.54858890e+02 -1.42233617e+02  4.95433265e-01  1.55355617e+02
 -1.42722932e+02 -3.51770649e-02  1.54862680e+02 -1.42254972e+02
  4.95880851e-01  1.55356153e+02 -1.42724192e+02  1.82701609e-04
  1.54854341e+02 -1.42260281e+02  4.88351732e-01  1.55354551e+02
 -1.42754280e+02  3.98407216e-02  1.54857936e+02 -1.42222974e+02
  4.89333038e-01  1.55353142e+02 -1.42755912e+02  1.16349002e-03
  1.54854178e+02 -1.42248880e+02  5.03007794e-01  1.55356149e+02
 -1.42724781e+02 -3.11289011e-02  1.54859032e+02 -1.42241709e+02
  5.04555828e-01  1.55360711e+02 -1.42735854e+02 -3.74321032e-03
  1.54855564e+02 -1.42266439e+02  4.93818900e-01  1.55349261e+02
 -1.42728343e+02  4.08969807e-03  1.54857453e+02 -1.42254712e+02
  5.09804175e-01  1.55364301e+02 -1.42727788e+02  6.82052298e-04
  1.54859053e+02 -1.42245221e+02  4.85598930e-01  1.55352004e+02
 -1.42729951e+02 -5.89989593e-04  1.54866551e+02 -1.42231941e+02
  5.11163371e-01  1.55372746e+02 -1.42736158e+02 -2.18659983e-02
  1.54861588e+02 -1.42269981e+02  4.71121141e-01  1.55353797e+02
 -1.42738087e+02 -2.14934596e-02  1.54855732e+02 -1.42251265e+02
  5.19607806e-01  1.55358359e+02]
Niter:  1 row:  285 ngroup:  26 nlines:  6223 gd:  5849
[ 1.20607742e-10 -1.03201393e-05 -2.82784310e-01  1.61518095e+04
 -1.42722767e+02 -5.31674663e-03  1.54852035e+02 -1.42249764e+02
  5.09285941e-01  1.55359386e+02 -1.42705041e+02 -1.90616398e-02
  1.54858890e+02 -1.42233617e+02  4.95433265e-01  1.55355617e+02
 -1.42722932e+02 -3.51770649e-02  1.54862680e+02 -1.42254972e+02
  4.95880851e-01  1.55356153e+02 -1.42724192e+02  1.82701609e-04
  1.54854341e+02 -1.42260281e+02  4.88351732e-01  1.55354551e+02
 -1.42754280e+02  3.98407216e-02  1.54857936e+02 -1.42222974e+02
  4.89333038e-01  1.55353142e+02 -1.42755912e+02  1.16349002e-03
  1.54854178e+02 -1.42248880e+02  5.03007794e-01  1.55356149e+02
 -1.42724781e+02 -3.11289011e-02  1.54859032e+02 -1.42241709e+02
  5.04555828e-01  1.55360711e+02 -1.42735854e+02 -3.74321032e-03
  1.54855564e+02 -1.42266439e+02  4.93818900e-01  1.55349261e+02
 -1.42728343e+02  4.08969807e-03  1.54857453e+02 -1.42254712e+02
  5.09804175e-01  1.55364301e+02 -1.42727788e+02  6.82052298e-04
  1.54859053e+02 -1.42245221e+02  4.85598930e-01  1.55352004e+02
 -1.42729951e+02 -5.89989593e-04  1.54866551e+02 -1.42231941e+02
  5.11163371e-01  1.55372746e+02 -1.42736158e+02 -2.18659983e-02
  1.54861588e+02 -1.42269981e+02  4.71121141e-01  1.55353797e+02
 -1.42738087e+02 -2.14934596e-02  1.54855732e+02 -1.42251265e+02
  5.19607806e-01  1.55358359e+02]
res:  5849 -0.0001230327852681512 0.015321735261750291 0.0249604084718827
[ 1.20607754e-10 -1.03201383e-05 -2.82784282e-01  1.61518079e+04
 -1.42724156e+02 -4.16033501e-03  1.54851670e+02 -1.42242916e+02
  5.05466034e-01  1.55353798e+02 -1.42739939e+02 -9.07902593e-03
  1.54859956e+02 -1.42257800e+02  5.00907160e-01  1.55352656e+02
 -1.42728515e+02 -8.01798514e-03  1.54850691e+02 -1.42269268e+02
  4.99304420e-01  1.55348125e+02 -1.42750981e+02 -1.89470009e-03
  1.54853598e+02 -1.42268116e+02  4.96404602e-01  1.55342308e+02
 -1.42755266e+02  2.42974896e-02  1.54845755e+02 -1.42236615e+02
  4.89199602e-01  1.55347052e+02 -1.42768116e+02  1.02644897e-02
  1.54849916e+02 -1.42261828e+02  5.09359991e-01  1.55348433e+02
 -1.42748451e+02 -3.20222555e-02  1.54843665e+02 -1.42266760e+02
  4.99455586e-01  1.55351048e+02 -1.42750140e+02 -6.06798851e-03
  1.54849380e+02 -1.42267123e+02  4.80186556e-01  1.55346732e+02
 -1.42740531e+02 -3.03081390e-03  1.54855173e+02 -1.42253585e+02
  5.07213877e-01  1.55354103e+02 -1.42724962e+02 -1.56370478e-02
  1.54849230e+02 -1.42247198e+02  4.82648230e-01  1.55346783e+02
 -1.42742001e+02 -9.58892954e-03  1.54857025e+02 -1.42247230e+02
  5.05177356e-01  1.55365323e+02 -1.42742658e+02 -1.47134884e-02
  1.54846478e+02 -1.42281984e+02  4.64420714e-01  1.55343047e+02
 -1.42761376e+02 -1.44172857e-02  1.54846504e+02 -1.42267307e+02
  5.04957963e-01  1.55352415e+02]
Niter:  2 row:  285 ngroup:  26 nlines:  6223 gd:  5835
[ 1.20607754e-10 -1.03201383e-05 -2.82784282e-01  1.61518079e+04
 -1.42724156e+02 -4.16033501e-03  1.54851670e+02 -1.42242916e+02
  5.05466034e-01  1.55353798e+02 -1.42739939e+02 -9.07902593e-03
  1.54859956e+02 -1.42257800e+02  5.00907160e-01  1.55352656e+02
 -1.42728515e+02 -8.01798514e-03  1.54850691e+02 -1.42269268e+02
  4.99304420e-01  1.55348125e+02 -1.42750981e+02 -1.89470009e-03
  1.54853598e+02 -1.42268116e+02  4.96404602e-01  1.55342308e+02
 -1.42755266e+02  2.42974896e-02  1.54845755e+02 -1.42236615e+02
  4.89199602e-01  1.55347052e+02 -1.42768116e+02  1.02644897e-02
  1.54849916e+02 -1.42261828e+02  5.09359991e-01  1.55348433e+02
 -1.42748451e+02 -3.20222555e-02  1.54843665e+02 -1.42266760e+02
  4.99455586e-01  1.55351048e+02 -1.42750140e+02 -6.06798851e-03
  1.54849380e+02 -1.42267123e+02  4.80186556e-01  1.55346732e+02
 -1.42740531e+02 -3.03081390e-03  1.54855173e+02 -1.42253585e+02
  5.07213877e-01  1.55354103e+02 -1.42724962e+02 -1.56370478e-02
  1.54849230e+02 -1.42247198e+02  4.82648230e-01  1.55346783e+02
 -1.42742001e+02 -9.58892954e-03  1.54857025e+02 -1.42247230e+02
  5.05177356e-01  1.55365323e+02 -1.42742658e+02 -1.47134884e-02
  1.54846478e+02 -1.42281984e+02  4.64420714e-01  1.55343047e+02
 -1.42761376e+02 -1.44172857e-02  1.54846504e+02 -1.42267307e+02
  5.04957963e-01  1.55352415e+02]
res:  5835 -0.00011698059461195953 0.01528169432458526 0.02474311625274933
[ 1.20607766e-10 -1.03201372e-05 -2.82784253e-01  1.61518066e+04
 -1.42729978e+02 -5.44036087e-03  1.54847774e+02 -1.42248744e+02
  5.00718865e-01  1.55347910e+02 -1.42745781e+02 -1.38235062e-02
  1.54856060e+02 -1.42263619e+02  4.96141892e-01  1.55348751e+02
 -1.42734359e+02 -8.60102212e-03  1.54846792e+02 -1.42275072e+02
  4.94549178e-01  1.55344227e+02 -1.42756799e+02 -6.64285265e-03
  1.54849700e+02 -1.42273928e+02  4.91642371e-01  1.55338406e+02
 -1.42751128e+02  1.95562771e-02  1.54841855e+02 -1.42242440e+02
  4.84455982e-01  1.55343152e+02 -1.42773967e+02  8.62420315e-03
  1.54846017e+02 -1.42267662e+02  5.04617790e-01  1.55342544e+02
 -1.42759980e+02 -3.67611433e-02  1.54839765e+02 -1.42272566e+02
  4.94695361e-01  1.55347148e+02 -1.42755967e+02 -1.08086332e-02
  1.54845477e+02 -1.42272952e+02  4.75436656e-01  1.55342834e+02
 -1.42757661e+02 -7.78090677e-03  1.54851273e+02 -1.42259399e+02
  5.02446444e-01  1.55347965e+02 -1.42730794e+02 -2.40385008e-02
  1.54845333e+02 -1.42253023e+02  4.77888162e-01  1.55342884e+02
 -1.42747826e+02 -1.43275624e-02  1.54853128e+02 -1.42253052e+02
  5.00438543e-01  1.55361427e+02 -1.42748482e+02 -1.23130079e-02
  1.54842575e+02 -1.42287800e+02  4.59678583e-01  1.55339149e+02
 -1.42767230e+02 -8.19784001e-03  1.54842612e+02 -1.42279032e+02
  5.00205652e-01  1.55348512e+02]
Niter:  3 row:  285 ngroup:  26 nlines:  6223 gd:  5834
[ 1.20607766e-10 -1.03201372e-05 -2.82784253e-01  1.61518066e+04
 -1.42729978e+02 -5.44036087e-03  1.54847774e+02 -1.42248744e+02
  5.00718865e-01  1.55347910e+02 -1.42745781e+02 -1.38235062e-02
  1.54856060e+02 -1.42263619e+02  4.96141892e-01  1.55348751e+02
 -1.42734359e+02 -8.60102212e-03  1.54846792e+02 -1.42275072e+02
  4.94549178e-01  1.55344227e+02 -1.42756799e+02 -6.64285265e-03
  1.54849700e+02 -1.42273928e+02  4.91642371e-01  1.55338406e+02
 -1.42751128e+02  1.95562771e-02  1.54841855e+02 -1.42242440e+02
  4.84455982e-01  1.55343152e+02 -1.42773967e+02  8.62420315e-03
  1.54846017e+02 -1.42267662e+02  5.04617790e-01  1.55342544e+02
 -1.42759980e+02 -3.67611433e-02  1.54839765e+02 -1.42272566e+02
  4.94695361e-01  1.55347148e+02 -1.42755967e+02 -1.08086332e-02
  1.54845477e+02 -1.42272952e+02  4.75436656e-01  1.55342834e+02
 -1.42757661e+02 -7.78090677e-03  1.54851273e+02 -1.42259399e+02
  5.02446444e-01  1.55347965e+02 -1.42730794e+02 -2.40385008e-02
  1.54845333e+02 -1.42253023e+02  4.77888162e-01  1.55342884e+02
 -1.42747826e+02 -1.43275624e-02  1.54853128e+02 -1.42253052e+02
  5.00438543e-01  1.55361427e+02 -1.42748482e+02 -1.23130079e-02
  1.54842575e+02 -1.42287800e+02  4.59678583e-01  1.55339149e+02
 -1.42767230e+02 -8.19784001e-03  1.54842612e+02 -1.42279032e+02
  5.00205652e-01  1.55348512e+02]
res:  5834 -0.00020982305068173446 0.015152168223721674 0.024654035647024813
[ 1.20895348e-10 -1.03196944e-05 -2.82787144e-01  1.61518050e+04
 -1.42715597e+02 -1.06730887e-02  1.54841265e+02 -1.42234310e+02
  4.95430802e-01  1.55341400e+02 -1.42731209e+02 -1.92385471e-02
  1.54849610e+02 -1.42249247e+02  4.91118850e-01  1.55341933e+02
 -1.42719737e+02 -1.38401825e-02  1.54840257e+02 -1.42260890e+02
  4.89345834e-01  1.55337661e+02 -1.42742424e+02 -1.21070434e-02
  1.54843121e+02 -1.42259647e+02  4.86552824e-01  1.55331713e+02
 -1.42736644e+02  1.41291630e-02  1.54835226e+02 -1.42228031e+02
  4.79056968e-01  1.55336558e+02 -1.42759178e+02  3.47337065e-03
  1.54839386e+02 -1.42253176e+02  4.99091680e-01  1.55336049e+02
 -1.42745869e+02 -4.23450627e-02  1.54833110e+02 -1.42258372e+02
  4.89591544e-01  1.55338782e+02 -1.42741447e+02 -1.62561963e-02
  1.54838693e+02 -1.42258538e+02  4.70252242e-01  1.55336296e+02
 -1.42743217e+02 -1.30653848e-02  1.54844662e+02 -1.42245127e+02
  4.97446304e-01  1.55341268e+02 -1.42716367e+02 -2.94626973e-02
  1.54838878e+02 -1.42238614e+02  4.72884358e-01  1.55336358e+02
 -1.42733434e+02 -1.98311617e-02  1.54846598e+02 -1.42238647e+02
  4.94981887e-01  1.55354994e+02 -1.42734104e+02 -1.48652760e-02
  1.54835786e+02 -1.42273428e+02  4.54196752e-01  1.55332598e+02
 -1.42752364e+02 -1.01922934e-02  1.54836220e+02 -1.42264383e+02
  4.94973156e-01  1.55341759e+02]
Niter:  4 row:  285 ngroup:  26 nlines:  6223 gd:  5825
[ 1.20895348e-10 -1.03196944e-05 -2.82787144e-01  1.61518050e+04
 -1.42715597e+02 -1.06730887e-02  1.54841265e+02 -1.42234310e+02
  4.95430802e-01  1.55341400e+02 -1.42731209e+02 -1.92385471e-02
  1.54849610e+02 -1.42249247e+02  4.91118850e-01  1.55341933e+02
 -1.42719737e+02 -1.38401825e-02  1.54840257e+02 -1.42260890e+02
  4.89345834e-01  1.55337661e+02 -1.42742424e+02 -1.21070434e-02
  1.54843121e+02 -1.42259647e+02  4.86552824e-01  1.55331713e+02
 -1.42736644e+02  1.41291630e-02  1.54835226e+02 -1.42228031e+02
  4.79056968e-01  1.55336558e+02 -1.42759178e+02  3.47337065e-03
  1.54839386e+02 -1.42253176e+02  4.99091680e-01  1.55336049e+02
 -1.42745869e+02 -4.23450627e-02  1.54833110e+02 -1.42258372e+02
  4.89591544e-01  1.55338782e+02 -1.42741447e+02 -1.62561963e-02
  1.54838693e+02 -1.42258538e+02  4.70252242e-01  1.55336296e+02
 -1.42743217e+02 -1.30653848e-02  1.54844662e+02 -1.42245127e+02
  4.97446304e-01  1.55341268e+02 -1.42716367e+02 -2.94626973e-02
  1.54838878e+02 -1.42238614e+02  4.72884358e-01  1.55336358e+02
 -1.42733434e+02 -1.98311617e-02  1.54846598e+02 -1.42238647e+02
  4.94981887e-01  1.55354994e+02 -1.42734104e+02 -1.48652760e-02
  1.54835786e+02 -1.42273428e+02  4.54196752e-01  1.55332598e+02
 -1.42752364e+02 -1.01922934e-02  1.54836220e+02 -1.42264383e+02
  4.94973156e-01  1.55341759e+02]
res:  5825 -0.00035267803650640417 0.015153530752286315 0.024514999717372032
[ 1.20895360e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
Niter:  5 row:  285 ngroup:  26 nlines:  6223 gd:  5820
[ 1.20895360e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
res:  5820 -0.00039677469976595603 0.015138485414354363 0.02444457366063529
[ 1.20909539e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
Niter:  6 row:  285 ngroup:  26 nlines:  6223 gd:  5819
[ 1.20909539e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
res:  5819 -0.00040768678809399717 0.01513759815134108 0.024430588574522127
[ 1.20911120e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
Saving figure to  wave_resid_43670005_fiber285.png
Final values:
res:  -0.00040768678809399717 0.024430588574522127
pars:  [ 1.20911120e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
285 [ 1.20911120e-10 -1.03196934e-05 -2.82787116e-01  1.61518039e+04
 -1.42721270e+02 -1.44723768e-02  1.54838634e+02 -1.42239992e+02
  4.88235640e-01  1.55340691e+02 -1.42736961e+02 -2.30356191e-02
  1.54846980e+02 -1.42254913e+02  4.87305000e-01  1.55339280e+02
 -1.42725468e+02 -1.76393064e-02  1.54837623e+02 -1.42266522e+02
  4.85541407e-01  1.55335025e+02 -1.42748103e+02 -1.58915764e-02
  1.54840483e+02 -1.42265292e+02  4.82740545e-01  1.55326719e+02
 -1.42742343e+02  1.03427911e-02  1.54832589e+02 -1.42233697e+02
  4.75265279e-01  1.55333918e+02 -1.42764931e+02 -3.29496365e-04
  1.54836747e+02 -1.42258927e+02  4.95305634e-01  1.55335352e+02
 -1.42751556e+02 -4.61173324e-02  1.54830467e+02 -1.42264018e+02
  4.82664174e-01  1.55335655e+02 -1.42747154e+02 -2.00447880e-02
  1.54833789e+02 -1.42258423e+02  4.66451155e-01  1.55331581e+02
 -1.42748917e+02 -1.29494085e-02  1.54842025e+02 -1.42250806e+02
  4.93633253e-01  1.55338624e+02 -1.42722083e+02 -3.32423074e-02
  1.54831643e+02 -1.42244280e+02  4.69073619e-01  1.55333722e+02
 -1.42739147e+02 -2.36143068e-02  1.54843962e+02 -1.42249080e+02
  4.91192838e-01  1.55348005e+02 -1.42739782e+02 -1.41777204e-02
  1.54833140e+02 -1.42279094e+02  4.47161932e-01  1.55329962e+02
 -1.42758139e+02 -1.31740322e-02  1.54833598e+02 -1.42270147e+02
  4.87992832e-01  1.55339111e+02]
--- Row 287/300 row=286 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  286
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=286 ---
Niter:  0 row:  286 ngroup:  1 nlines:  247 gd:  247
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  247 -8.832127241475973e-05 0.01444703567540273 0.0320074617170126
[ 1.21128640e-10 -1.03181371e-05 -2.82788355e-01  1.61518110e+04
 -1.42681007e+02  2.57897229e-14  1.54846419e+02]
Niter:  1 row:  286 ngroup:  1 nlines:  247 gd:  228
[ 1.21128640e-10 -1.03181371e-05 -2.82788355e-01  1.61518110e+04
 -1.42681007e+02  2.57897229e-14  1.54846419e+02]
res:  228 -0.0004704057519120397 0.015569693108773208 0.022684622520528247
[ 1.21306838e-10 -1.03187087e-05 -2.82792002e-01  1.61518109e+04
 -1.42667886e+02  1.55842755e-10  1.54816094e+02]
Niter:  2 row:  286 ngroup:  1 nlines:  247 gd:  234
[ 1.21306838e-10 -1.03187087e-05 -2.82792002e-01  1.61518109e+04
 -1.42667886e+02  1.55842755e-10  1.54816094e+02]
res:  234 -0.0003931223363906611 0.01501307309990807 0.024671180307037754
[ 1.21575298e-10 -1.03191291e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
Niter:  3 row:  286 ngroup:  1 nlines:  247 gd:  235
[ 1.21575298e-10 -1.03191291e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
res:  235 -0.00028929512882314157 0.01501052165440342 0.02499188419659258
[ 1.21566836e-10 -1.03191291e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
Niter:  4 row:  286 ngroup:  1 nlines:  247 gd:  235
[ 1.21566836e-10 -1.03191291e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
res:  235 -0.0004068015987286344 0.015008069221948972 0.024992291047314062
[ 1.21572424e-10 -1.03191199e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
Niter:  5 row:  286 ngroup:  1 nlines:  247 gd:  235
[ 1.21572424e-10 -1.03191199e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
res:  235 -0.0003199464736098889 0.015005934848886682 0.024991883887813968
[ 1.21565345e-10 -1.03191199e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
Niter:  6 row:  286 ngroup:  1 nlines:  247 gd:  235
[ 1.21565345e-10 -1.03191199e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
res:  235 -0.00041812858944467735 0.015003887681814376 0.02499220821440772
[ 1.21570015e-10 -1.03191122e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
Final values:
res:  -0.00041812858944467735 0.02499220821440772
pars:  [ 1.21570015e-10 -1.03191122e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
286 [ 1.21570015e-10 -1.03191122e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02]
elapsed: 2.9 sec.
Niter:  0 row:  286 ngroup:  26 nlines:  6252 gd:  6252
[ 1.21570015e-10 -1.03191122e-05 -2.82795024e-01  1.61518136e+04
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02 -1.42655299e+02  1.61071547e-10
  1.54807911e+02 -1.42655299e+02  1.61071547e-10  1.54807911e+02
 -1.42655299e+02  1.61071547e-10  1.54807911e+02 -1.42655299e+02
  1.61071547e-10  1.54807911e+02]
res:  6252 0.0011209551939828089 0.014819510624874965 0.036894144073630786
[ 1.21570003e-10 -1.03191133e-05 -2.82794996e-01  1.61518120e+04
 -1.42658872e+02  2.73699007e-03  1.54805413e+02 -1.42155256e+02
  5.01881172e-01  1.55310551e+02 -1.42674503e+02  6.05486299e-02
  1.54802820e+02 -1.42165003e+02  4.93604258e-01  1.55297917e+02
 -1.42638271e+02 -9.15525016e-03  1.54808136e+02 -1.42149821e+02
  5.09271746e-01  1.55301798e+02 -1.42647187e+02  7.37350928e-04
  1.54803621e+02 -1.42136717e+02  5.09331604e-01  1.55304787e+02
 -1.42657931e+02 -1.02045603e-03  1.54803671e+02 -1.42168261e+02
  4.66874273e-01  1.55301327e+02 -1.42671625e+02  1.76017146e-02
  1.54819486e+02 -1.42160995e+02  5.05425733e-01  1.55305054e+02
 -1.42647690e+02  2.12170176e-02  1.54821565e+02 -1.42163923e+02
  5.03931642e-01  1.55310034e+02 -1.42690229e+02  3.30534543e-03
  1.54808107e+02 -1.42152734e+02  4.83538210e-01  1.55295681e+02
 -1.42673022e+02 -1.90880849e-02  1.54806926e+02 -1.42147283e+02
  5.22768260e-01  1.55311725e+02 -1.42680422e+02  1.20608070e-03
  1.54798796e+02 -1.42177354e+02  4.70383804e-01  1.55306324e+02
 -1.42673578e+02 -1.25018188e-02  1.54812474e+02 -1.42152991e+02
  4.92704456e-01  1.55310326e+02 -1.42678405e+02 -6.40931454e-03
  1.54809536e+02 -1.42163005e+02  5.28233513e-01  1.55310747e+02
 -1.42660335e+02  2.58514202e-02  1.54804939e+02 -1.42182509e+02
  5.07982142e-01  1.55307763e+02]
Niter:  1 row:  286 ngroup:  26 nlines:  6252 gd:  5761
[ 1.21570003e-10 -1.03191133e-05 -2.82794996e-01  1.61518120e+04
 -1.42658872e+02  2.73699007e-03  1.54805413e+02 -1.42155256e+02
  5.01881172e-01  1.55310551e+02 -1.42674503e+02  6.05486299e-02
  1.54802820e+02 -1.42165003e+02  4.93604258e-01  1.55297917e+02
 -1.42638271e+02 -9.15525016e-03  1.54808136e+02 -1.42149821e+02
  5.09271746e-01  1.55301798e+02 -1.42647187e+02  7.37350928e-04
  1.54803621e+02 -1.42136717e+02  5.09331604e-01  1.55304787e+02
 -1.42657931e+02 -1.02045603e-03  1.54803671e+02 -1.42168261e+02
  4.66874273e-01  1.55301327e+02 -1.42671625e+02  1.76017146e-02
  1.54819486e+02 -1.42160995e+02  5.05425733e-01  1.55305054e+02
 -1.42647690e+02  2.12170176e-02  1.54821565e+02 -1.42163923e+02
  5.03931642e-01  1.55310034e+02 -1.42690229e+02  3.30534543e-03
  1.54808107e+02 -1.42152734e+02  4.83538210e-01  1.55295681e+02
 -1.42673022e+02 -1.90880849e-02  1.54806926e+02 -1.42147283e+02
  5.22768260e-01  1.55311725e+02 -1.42680422e+02  1.20608070e-03
  1.54798796e+02 -1.42177354e+02  4.70383804e-01  1.55306324e+02
 -1.42673578e+02 -1.25018188e-02  1.54812474e+02 -1.42152991e+02
  4.92704456e-01  1.55310326e+02 -1.42678405e+02 -6.40931454e-03
  1.54809536e+02 -1.42163005e+02  5.28233513e-01  1.55310747e+02
 -1.42660335e+02  2.58514202e-02  1.54804939e+02 -1.42182509e+02
  5.07982142e-01  1.55307763e+02]
res:  5761 9.074192530533765e-05 0.014841972441899998 0.02349498235763536
[ 1.21570015e-10 -1.03191143e-05 -2.82794968e-01  1.61518104e+04
 -1.42673852e+02 -1.14015240e-02  1.54796500e+02 -1.42159894e+02
  4.82981745e-01  1.55304532e+02 -1.42680564e+02  3.15428955e-02
  1.54795043e+02 -1.42172325e+02  4.64502724e-01  1.55293035e+02
 -1.42659053e+02 -2.63110829e-02  1.54798692e+02 -1.42176229e+02
  4.83301422e-01  1.55298389e+02 -1.42658589e+02 -6.27909158e-03
  1.54796696e+02 -1.42149246e+02  5.03532355e-01  1.55292428e+02
 -1.42658811e+02  3.35231473e-03  1.54796191e+02 -1.42151925e+02
  4.87092578e-01  1.55294194e+02 -1.42686419e+02  5.98946878e-03
  1.54809038e+02 -1.42181109e+02  4.86508121e-01  1.55299307e+02
 -1.42675693e+02 -3.11466665e-03  1.54811557e+02 -1.42176490e+02
  4.91106007e-01  1.55307728e+02 -1.42681272e+02 -2.32464038e-03
  1.54805747e+02 -1.42166593e+02  4.73198104e-01  1.55294734e+02
 -1.42684218e+02 -2.52134904e-02  1.54808357e+02 -1.42149609e+02
  4.94344230e-01  1.55299879e+02 -1.42699915e+02 -9.56201345e-03
  1.54795409e+02 -1.42188883e+02  4.59138460e-01  1.55301115e+02
 -1.42680042e+02 -3.87632678e-02  1.54812266e+02 -1.42158212e+02
  4.74380922e-01  1.55300808e+02 -1.42696444e+02 -2.28748616e-02
  1.54799880e+02 -1.42177859e+02  4.86001146e-01  1.55296466e+02
 -1.42666494e+02 -1.42077745e-02  1.54806461e+02 -1.42178232e+02
  4.82468403e-01  1.55296501e+02]
Niter:  2 row:  286 ngroup:  26 nlines:  6252 gd:  5758
[ 1.21570015e-10 -1.03191143e-05 -2.82794968e-01  1.61518104e+04
 -1.42673852e+02 -1.14015240e-02  1.54796500e+02 -1.42159894e+02
  4.82981745e-01  1.55304532e+02 -1.42680564e+02  3.15428955e-02
  1.54795043e+02 -1.42172325e+02  4.64502724e-01  1.55293035e+02
 -1.42659053e+02 -2.63110829e-02  1.54798692e+02 -1.42176229e+02
  4.83301422e-01  1.55298389e+02 -1.42658589e+02 -6.27909158e-03
  1.54796696e+02 -1.42149246e+02  5.03532355e-01  1.55292428e+02
 -1.42658811e+02  3.35231473e-03  1.54796191e+02 -1.42151925e+02
  4.87092578e-01  1.55294194e+02 -1.42686419e+02  5.98946878e-03
  1.54809038e+02 -1.42181109e+02  4.86508121e-01  1.55299307e+02
 -1.42675693e+02 -3.11466665e-03  1.54811557e+02 -1.42176490e+02
  4.91106007e-01  1.55307728e+02 -1.42681272e+02 -2.32464038e-03
  1.54805747e+02 -1.42166593e+02  4.73198104e-01  1.55294734e+02
 -1.42684218e+02 -2.52134904e-02  1.54808357e+02 -1.42149609e+02
  4.94344230e-01  1.55299879e+02 -1.42699915e+02 -9.56201345e-03
  1.54795409e+02 -1.42188883e+02  4.59138460e-01  1.55301115e+02
 -1.42680042e+02 -3.87632678e-02  1.54812266e+02 -1.42158212e+02
  4.74380922e-01  1.55300808e+02 -1.42696444e+02 -2.28748616e-02
  1.54799880e+02 -1.42177859e+02  4.86001146e-01  1.55296466e+02
 -1.42666494e+02 -1.42077745e-02  1.54806461e+02 -1.42178232e+02
  4.82468403e-01  1.55296501e+02]
res:  5758 -7.623258443345549e-05 0.014804118342908623 0.023405891295345847
[ 1.21570003e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680838e+02 -1.71159810e-02  1.54791740e+02 -1.42166893e+02
  4.73681010e-01  1.55299762e+02 -1.42687560e+02  9.69677006e-03
  1.54790278e+02 -1.42179326e+02  4.55479023e-01  1.55288261e+02
 -1.42666034e+02 -3.20109790e-02  1.54793926e+02 -1.42183228e+02
  4.66849855e-01  1.55293623e+02 -1.42665573e+02 -1.19952041e-02
  1.54791934e+02 -1.42161510e+02  4.97814158e-01  1.55287654e+02
 -1.42665794e+02  9.88016901e-04  1.54791419e+02 -1.42158905e+02
  4.84975305e-01  1.55289436e+02 -1.42693411e+02  2.82204100e-04
  1.54802273e+02 -1.42188099e+02  4.74179388e-01  1.55294538e+02
 -1.42682716e+02 -1.25051508e-02  1.54804559e+02 -1.42183479e+02
  4.82144936e-01  1.55305090e+02 -1.42688247e+02 -8.02277480e-03
  1.54800978e+02 -1.42173611e+02  4.67498734e-01  1.55289970e+02
 -1.42691190e+02 -3.09054411e-02  1.54805598e+02 -1.42156610e+02
  4.81833166e-01  1.55295109e+02 -1.42706908e+02 -1.52483568e-02
  1.54790646e+02 -1.42195855e+02  4.50210743e-01  1.55296351e+02
 -1.42687043e+02 -4.44642396e-02  1.54807503e+02 -1.42165202e+02
  4.68651130e-01  1.55296044e+02 -1.42703434e+02 -3.21755972e-02
  1.54795107e+02 -1.42184867e+02  4.70998427e-01  1.55291698e+02
 -1.42673479e+02 -3.13325289e-02  1.54801696e+02 -1.42180641e+02
  4.76766521e-01  1.55291733e+02]
Niter:  3 row:  286 ngroup:  26 nlines:  6252 gd:  5752
[ 1.21570003e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680838e+02 -1.71159810e-02  1.54791740e+02 -1.42166893e+02
  4.73681010e-01  1.55299762e+02 -1.42687560e+02  9.69677006e-03
  1.54790278e+02 -1.42179326e+02  4.55479023e-01  1.55288261e+02
 -1.42666034e+02 -3.20109790e-02  1.54793926e+02 -1.42183228e+02
  4.66849855e-01  1.55293623e+02 -1.42665573e+02 -1.19952041e-02
  1.54791934e+02 -1.42161510e+02  4.97814158e-01  1.55287654e+02
 -1.42665794e+02  9.88016901e-04  1.54791419e+02 -1.42158905e+02
  4.84975305e-01  1.55289436e+02 -1.42693411e+02  2.82204100e-04
  1.54802273e+02 -1.42188099e+02  4.74179388e-01  1.55294538e+02
 -1.42682716e+02 -1.25051508e-02  1.54804559e+02 -1.42183479e+02
  4.82144936e-01  1.55305090e+02 -1.42688247e+02 -8.02277480e-03
  1.54800978e+02 -1.42173611e+02  4.67498734e-01  1.55289970e+02
 -1.42691190e+02 -3.09054411e-02  1.54805598e+02 -1.42156610e+02
  4.81833166e-01  1.55295109e+02 -1.42706908e+02 -1.52483568e-02
  1.54790646e+02 -1.42195855e+02  4.50210743e-01  1.55296351e+02
 -1.42687043e+02 -4.44642396e-02  1.54807503e+02 -1.42165202e+02
  4.68651130e-01  1.55296044e+02 -1.42703434e+02 -3.21755972e-02
  1.54795107e+02 -1.42184867e+02  4.70998427e-01  1.55291698e+02
 -1.42673479e+02 -3.13325289e-02  1.54801696e+02 -1.42180641e+02
  4.76766521e-01  1.55291733e+02]
res:  5752 -7.596170689794235e-05 0.014797527861446724 0.023312847959000925
[ 1.21569049e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680838e+02 -1.71159810e-02  1.54791740e+02 -1.42166893e+02
  4.73681010e-01  1.55299762e+02 -1.42687560e+02  9.69677006e-03
  1.54790278e+02 -1.42179326e+02  4.55479023e-01  1.55288261e+02
 -1.42666034e+02 -3.20109790e-02  1.54793926e+02 -1.42183228e+02
  4.66849855e-01  1.55293623e+02 -1.42665573e+02 -1.19952041e-02
  1.54791934e+02 -1.42161510e+02  4.97814158e-01  1.55287654e+02
 -1.42665794e+02  9.88016901e-04  1.54791419e+02 -1.42158905e+02
  4.84975305e-01  1.55289436e+02 -1.42693411e+02  2.82204100e-04
  1.54802273e+02 -1.42188099e+02  4.74179388e-01  1.55294538e+02
 -1.42682716e+02 -1.25051508e-02  1.54804559e+02 -1.42183479e+02
  4.82144936e-01  1.55305090e+02 -1.42688247e+02 -8.02277480e-03
  1.54800978e+02 -1.42173611e+02  4.67498734e-01  1.55289970e+02
 -1.42691190e+02 -3.09054411e-02  1.54805598e+02 -1.42156610e+02
  4.81833166e-01  1.55295109e+02 -1.42706908e+02 -1.52483568e-02
  1.54790646e+02 -1.42195855e+02  4.50210743e-01  1.55296351e+02
 -1.42687043e+02 -4.44642396e-02  1.54807503e+02 -1.42165202e+02
  4.68651130e-01  1.55296044e+02 -1.42703434e+02 -3.21755972e-02
  1.54795107e+02 -1.42184867e+02  4.70998427e-01  1.55291698e+02
 -1.42673479e+02 -3.13325289e-02  1.54801696e+02 -1.42180641e+02
  4.76766521e-01  1.55291733e+02]
Niter:  4 row:  286 ngroup:  26 nlines:  6252 gd:  5752
[ 1.21569049e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680838e+02 -1.71159810e-02  1.54791740e+02 -1.42166893e+02
  4.73681010e-01  1.55299762e+02 -1.42687560e+02  9.69677006e-03
  1.54790278e+02 -1.42179326e+02  4.55479023e-01  1.55288261e+02
 -1.42666034e+02 -3.20109790e-02  1.54793926e+02 -1.42183228e+02
  4.66849855e-01  1.55293623e+02 -1.42665573e+02 -1.19952041e-02
  1.54791934e+02 -1.42161510e+02  4.97814158e-01  1.55287654e+02
 -1.42665794e+02  9.88016901e-04  1.54791419e+02 -1.42158905e+02
  4.84975305e-01  1.55289436e+02 -1.42693411e+02  2.82204100e-04
  1.54802273e+02 -1.42188099e+02  4.74179388e-01  1.55294538e+02
 -1.42682716e+02 -1.25051508e-02  1.54804559e+02 -1.42183479e+02
  4.82144936e-01  1.55305090e+02 -1.42688247e+02 -8.02277480e-03
  1.54800978e+02 -1.42173611e+02  4.67498734e-01  1.55289970e+02
 -1.42691190e+02 -3.09054411e-02  1.54805598e+02 -1.42156610e+02
  4.81833166e-01  1.55295109e+02 -1.42706908e+02 -1.52483568e-02
  1.54790646e+02 -1.42195855e+02  4.50210743e-01  1.55296351e+02
 -1.42687043e+02 -4.44642396e-02  1.54807503e+02 -1.42165202e+02
  4.68651130e-01  1.55296044e+02 -1.42703434e+02 -3.21755972e-02
  1.54795107e+02 -1.42184867e+02  4.70998427e-01  1.55291698e+02
 -1.42673479e+02 -3.13325289e-02  1.54801696e+02 -1.42180641e+02
  4.76766521e-01  1.55291733e+02]
res:  5752 -7.636800819454947e-05 0.014797983856624342 0.023312807731920758
[ 1.21569061e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
Niter:  5 row:  286 ngroup:  26 nlines:  6252 gd:  5752
[ 1.21569061e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
res:  5752 -7.601506240462186e-05 0.014797643369092839 0.023312807251956773
[ 1.21569012e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
Niter:  6 row:  286 ngroup:  26 nlines:  6252 gd:  5752
[ 1.21569012e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
res:  5752 -7.636599912075326e-05 0.014797983383687097 0.023312807706850045
[ 1.21569061e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
Saving figure to  wave_resid_43670005_fiber286.png
Final values:
res:  -7.636599912075326e-05 0.023312807706850045
pars:  [ 1.21569061e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
286 [ 1.21569061e-10 -1.03191153e-05 -2.82794939e-01  1.61518088e+04
 -1.42680846e+02 -1.71230896e-02  1.54791733e+02 -1.42166901e+02
  4.73659319e-01  1.55299755e+02 -1.42687568e+02  9.63480848e-03
  1.54790271e+02 -1.42179334e+02  4.55471913e-01  1.55288254e+02
 -1.42666042e+02 -3.20180603e-02  1.54793919e+02 -1.42183236e+02
  4.66825534e-01  1.55293615e+02 -1.42665581e+02 -1.20023136e-02
  1.54791927e+02 -1.42161518e+02  4.97807098e-01  1.55287647e+02
 -1.42665802e+02  9.80918129e-04  1.54791412e+02 -1.42158913e+02
  4.84968228e-01  1.55289428e+02 -1.42693419e+02  2.75083421e-04
  1.54802257e+02 -1.42188107e+02  4.74172258e-01  1.55294531e+02
 -1.42682724e+02 -1.25122433e-02  1.54804552e+02 -1.42183487e+02
  4.82137820e-01  1.55305083e+02 -1.42688254e+02 -8.02987373e-03
  1.54800971e+02 -1.42173619e+02  4.67491634e-01  1.55289963e+02
 -1.42691197e+02 -3.09125513e-02  1.54805591e+02 -1.42156618e+02
  4.81826026e-01  1.55295102e+02 -1.42706916e+02 -1.52554423e-02
  1.54790639e+02 -1.42195863e+02  4.50203658e-01  1.55296344e+02
 -1.42687051e+02 -4.44713370e-02  1.54807496e+02 -1.42165210e+02
  4.68643987e-01  1.55296037e+02 -1.42703442e+02 -3.21827051e-02
  1.54795100e+02 -1.42184875e+02  4.70991324e-01  1.55291691e+02
 -1.42673486e+02 -3.13706286e-02  1.54801688e+02 -1.42180649e+02
  4.76759430e-01  1.55291726e+02]
--- Row 288/300 row=287 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  287
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=287 ---
Niter:  0 row:  287 ngroup:  1 nlines:  243 gd:  243
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  243 0.00035134185054630507 0.01625727364262275 0.03780590218188612
[ 1.20695947e-10 -1.03190961e-05 -2.82785122e-01  1.61518226e+04
 -1.42691936e+02 -4.38344985e-14  1.54847729e+02]
Niter:  1 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.20695947e-10 -1.03190961e-05 -2.82785122e-01  1.61518226e+04
 -1.42691936e+02 -4.38344985e-14  1.54847729e+02]
res:  226 8.081244413915556e-05 0.016316108749379055 0.025831365526866868
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Niter:  2 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
res:  226 8.081244595814496e-05 0.016316108745741076 0.0258313655268498
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Niter:  3 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
res:  226 8.081244595814496e-05 0.016316108745741076 0.0258313655268498
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Niter:  4 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
res:  226 8.081244595814496e-05 0.016316108745741076 0.0258313655268498
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Niter:  5 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
res:  226 8.081244595814496e-05 0.016316108745741076 0.0258313655268498
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Niter:  6 row:  287 ngroup:  1 nlines:  243 gd:  226
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
res:  226 8.081244595814496e-05 0.016316108745741076 0.0258313655268498
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
Final values:
res:  8.081244595814496e-05 0.0258313655268498
pars:  [ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
287 [ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02]
elapsed: 2.9 sec.
Niter:  0 row:  287 ngroup:  26 nlines:  6239 gd:  6239
[ 1.21067768e-10 -1.03188973e-05 -2.82789843e-01  1.61518279e+04
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02 -1.42649250e+02 -8.72978122e-12
  1.54847211e+02 -1.42649250e+02 -8.72978122e-12  1.54847211e+02
 -1.42649250e+02 -8.72978122e-12  1.54847211e+02 -1.42649250e+02
 -8.72978122e-12  1.54847211e+02]
res:  6239 0.0011455453513917746 0.015701595337304752 0.03724097589144951
[ 1.21067781e-10 -1.03188983e-05 -2.82789815e-01  1.61518263e+04
 -1.42651411e+02  1.31996432e-02  1.54844162e+02 -1.42158124e+02
  5.04541685e-01  1.55330466e+02 -1.42636968e+02  3.15188358e-02
  1.54838129e+02 -1.42126660e+02  5.07921148e-01  1.55319141e+02
 -1.42615405e+02  8.61766569e-03  1.54832354e+02 -1.42109813e+02
  5.19600947e-01  1.55332368e+02 -1.42591421e+02  3.67196179e-02
  1.54832495e+02 -1.42161044e+02  4.95604693e-01  1.55319685e+02
 -1.42646610e+02  3.69590174e-02  1.54846017e+02 -1.42119041e+02
  5.05258420e-01  1.55328492e+02 -1.42628384e+02  1.87902852e-02
  1.54840463e+02 -1.42110215e+02  5.16490457e-01  1.55327152e+02
 -1.42623382e+02  4.84810751e-02  1.54839795e+02 -1.42090947e+02
  5.22850808e-01  1.55333117e+02 -1.42601182e+02  2.11847430e-02
  1.54825265e+02 -1.42166451e+02  5.10217027e-01  1.55328249e+02
 -1.42621148e+02  4.95529362e-02  1.54840696e+02 -1.42126669e+02
  5.44819368e-01  1.55332834e+02 -1.42643367e+02  2.22937755e-02
  1.54832941e+02 -1.42143817e+02  5.16753843e-01  1.55330036e+02
 -1.42637974e+02  2.85247172e-02  1.54841129e+02 -1.42127373e+02
  5.24049425e-01  1.55348049e+02 -1.42658975e+02  2.57067562e-02
  1.54838621e+02 -1.42141205e+02  5.01547697e-01  1.55309999e+02
 -1.42655476e+02  2.01083831e-02  1.54834939e+02 -1.42148768e+02
  5.34089494e-01  1.55329283e+02]
Niter:  1 row:  287 ngroup:  26 nlines:  6239 gd:  5809
[ 1.21067781e-10 -1.03188983e-05 -2.82789815e-01  1.61518263e+04
 -1.42651411e+02  1.31996432e-02  1.54844162e+02 -1.42158124e+02
  5.04541685e-01  1.55330466e+02 -1.42636968e+02  3.15188358e-02
  1.54838129e+02 -1.42126660e+02  5.07921148e-01  1.55319141e+02
 -1.42615405e+02  8.61766569e-03  1.54832354e+02 -1.42109813e+02
  5.19600947e-01  1.55332368e+02 -1.42591421e+02  3.67196179e-02
  1.54832495e+02 -1.42161044e+02  4.95604693e-01  1.55319685e+02
 -1.42646610e+02  3.69590174e-02  1.54846017e+02 -1.42119041e+02
  5.05258420e-01  1.55328492e+02 -1.42628384e+02  1.87902852e-02
  1.54840463e+02 -1.42110215e+02  5.16490457e-01  1.55327152e+02
 -1.42623382e+02  4.84810751e-02  1.54839795e+02 -1.42090947e+02
  5.22850808e-01  1.55333117e+02 -1.42601182e+02  2.11847430e-02
  1.54825265e+02 -1.42166451e+02  5.10217027e-01  1.55328249e+02
 -1.42621148e+02  4.95529362e-02  1.54840696e+02 -1.42126669e+02
  5.44819368e-01  1.55332834e+02 -1.42643367e+02  2.22937755e-02
  1.54832941e+02 -1.42143817e+02  5.16753843e-01  1.55330036e+02
 -1.42637974e+02  2.85247172e-02  1.54841129e+02 -1.42127373e+02
  5.24049425e-01  1.55348049e+02 -1.42658975e+02  2.57067562e-02
  1.54838621e+02 -1.42141205e+02  5.01547697e-01  1.55309999e+02
 -1.42655476e+02  2.01083831e-02  1.54834939e+02 -1.42148768e+02
  5.34089494e-01  1.55329283e+02]
res:  5809 -0.0006781960055377567 0.015513062140598777 0.02468584719032472
[ 1.21067793e-10 -1.03188993e-05 -2.82789787e-01  1.61518247e+04
 -1.42674952e+02 -1.13946612e-02  1.54835598e+02 -1.42152485e+02
  4.89419564e-01  1.55325079e+02 -1.42649511e+02  3.07517608e-03
  1.54830663e+02 -1.42145245e+02  4.95510813e-01  1.55314381e+02
 -1.42627577e+02 -2.68094769e-02  1.54827843e+02 -1.42116621e+02
  4.93313763e-01  1.55324976e+02 -1.42644227e+02  7.24636887e-03
  1.54828319e+02 -1.42176969e+02  4.90340229e-01  1.55318474e+02
 -1.42658474e+02 -3.77370712e-03  1.54839451e+02 -1.42145085e+02
  4.77066672e-01  1.55321806e+02 -1.42642286e+02 -1.84884205e-03
  1.54833945e+02 -1.42130756e+02  5.06969320e-01  1.55316238e+02
 -1.42636565e+02  8.62886437e-03  1.54830749e+02 -1.42102619e+02
  4.95477479e-01  1.55328194e+02 -1.42627098e+02  1.58020678e-03
  1.54823152e+02 -1.42166132e+02  5.06449833e-01  1.55329174e+02
 -1.42646882e+02  1.29667752e-02  1.54833181e+02 -1.42133721e+02
  5.23408961e-01  1.55323738e+02 -1.42651892e+02 -3.05913488e-03
  1.54823626e+02 -1.42144235e+02  4.93418580e-01  1.55325275e+02
 -1.42642433e+02 -8.69286030e-04  1.54833097e+02 -1.42127091e+02
  5.04412916e-01  1.55337095e+02 -1.42666191e+02 -3.45974896e-03
  1.54829800e+02 -1.42141782e+02  4.85560278e-01  1.55307695e+02
 -1.42659749e+02  8.62611853e-03  1.54833155e+02 -1.42166477e+02
  5.20339839e-01  1.55329604e+02]
Niter:  2 row:  287 ngroup:  26 nlines:  6239 gd:  5795
[ 1.21067793e-10 -1.03188993e-05 -2.82789787e-01  1.61518247e+04
 -1.42674952e+02 -1.13946612e-02  1.54835598e+02 -1.42152485e+02
  4.89419564e-01  1.55325079e+02 -1.42649511e+02  3.07517608e-03
  1.54830663e+02 -1.42145245e+02  4.95510813e-01  1.55314381e+02
 -1.42627577e+02 -2.68094769e-02  1.54827843e+02 -1.42116621e+02
  4.93313763e-01  1.55324976e+02 -1.42644227e+02  7.24636887e-03
  1.54828319e+02 -1.42176969e+02  4.90340229e-01  1.55318474e+02
 -1.42658474e+02 -3.77370712e-03  1.54839451e+02 -1.42145085e+02
  4.77066672e-01  1.55321806e+02 -1.42642286e+02 -1.84884205e-03
  1.54833945e+02 -1.42130756e+02  5.06969320e-01  1.55316238e+02
 -1.42636565e+02  8.62886437e-03  1.54830749e+02 -1.42102619e+02
  4.95477479e-01  1.55328194e+02 -1.42627098e+02  1.58020678e-03
  1.54823152e+02 -1.42166132e+02  5.06449833e-01  1.55329174e+02
 -1.42646882e+02  1.29667752e-02  1.54833181e+02 -1.42133721e+02
  5.23408961e-01  1.55323738e+02 -1.42651892e+02 -3.05913488e-03
  1.54823626e+02 -1.42144235e+02  4.93418580e-01  1.55325275e+02
 -1.42642433e+02 -8.69286030e-04  1.54833097e+02 -1.42127091e+02
  5.04412916e-01  1.55337095e+02 -1.42666191e+02 -3.45974896e-03
  1.54829800e+02 -1.42141782e+02  4.85560278e-01  1.55307695e+02
 -1.42659749e+02  8.62611853e-03  1.54833155e+02 -1.42166477e+02
  5.20339839e-01  1.55329604e+02]
res:  5795 -0.0005893104098504409 0.015551726643025177 0.02441827752445929
[ 1.21067805e-10 -1.03189004e-05 -2.82789758e-01  1.61518231e+04
 -1.42681954e+02 -2.07140741e-02  1.54830834e+02 -1.42153780e+02
  4.83699323e-01  1.55320310e+02 -1.42656506e+02 -1.31274756e-02
  1.54825901e+02 -1.42152232e+02  4.89785040e-01  1.55309621e+02
 -1.42629237e+02 -4.02601055e-02  1.54823068e+02 -1.42123606e+02
  4.84159750e-01  1.55320212e+02 -1.42651191e+02  1.54726660e-03
  1.54823550e+02 -1.42183945e+02  4.84633750e-01  1.55318132e+02
 -1.42659656e+02 -2.37137934e-02  1.54834684e+02 -1.42152094e+02
  4.71350276e-01  1.55317036e+02 -1.42649266e+02 -7.54344819e-03
  1.54829175e+02 -1.42142873e+02  5.04506622e-01  1.55311474e+02
 -1.42643539e+02 -5.15901755e-03  1.54825978e+02 -1.42109608e+02
  4.86159288e-01  1.55323426e+02 -1.42634080e+02 -7.92762301e-03
  1.54818384e+02 -1.42173129e+02  5.00739370e-01  1.55326684e+02
 -1.42653860e+02 -3.02684145e-03  1.54830536e+02 -1.42135225e+02
  5.17696252e-01  1.55318966e+02 -1.42653505e+02 -8.73879123e-03
  1.54818853e+02 -1.42151226e+02  4.84318886e-01  1.55324840e+02
 -1.42649444e+02 -1.04103958e-02  1.54828337e+02 -1.42134085e+02
  4.95319971e-01  1.55332331e+02 -1.42673164e+02 -9.17235486e-03
  1.54825033e+02 -1.42148791e+02  4.79842689e-01  1.55302927e+02
 -1.42666727e+02  6.44496859e-03  1.54828382e+02 -1.42173458e+02
  5.14621821e-01  1.55327019e+02]
Niter:  3 row:  287 ngroup:  26 nlines:  6239 gd:  5797
[ 1.21067805e-10 -1.03189004e-05 -2.82789758e-01  1.61518231e+04
 -1.42681954e+02 -2.07140741e-02  1.54830834e+02 -1.42153780e+02
  4.83699323e-01  1.55320310e+02 -1.42656506e+02 -1.31274756e-02
  1.54825901e+02 -1.42152232e+02  4.89785040e-01  1.55309621e+02
 -1.42629237e+02 -4.02601055e-02  1.54823068e+02 -1.42123606e+02
  4.84159750e-01  1.55320212e+02 -1.42651191e+02  1.54726660e-03
  1.54823550e+02 -1.42183945e+02  4.84633750e-01  1.55318132e+02
 -1.42659656e+02 -2.37137934e-02  1.54834684e+02 -1.42152094e+02
  4.71350276e-01  1.55317036e+02 -1.42649266e+02 -7.54344819e-03
  1.54829175e+02 -1.42142873e+02  5.04506622e-01  1.55311474e+02
 -1.42643539e+02 -5.15901755e-03  1.54825978e+02 -1.42109608e+02
  4.86159288e-01  1.55323426e+02 -1.42634080e+02 -7.92762301e-03
  1.54818384e+02 -1.42173129e+02  5.00739370e-01  1.55326684e+02
 -1.42653860e+02 -3.02684145e-03  1.54830536e+02 -1.42135225e+02
  5.17696252e-01  1.55318966e+02 -1.42653505e+02 -8.73879123e-03
  1.54818853e+02 -1.42151226e+02  4.84318886e-01  1.55324840e+02
 -1.42649444e+02 -1.04103958e-02  1.54828337e+02 -1.42134085e+02
  4.95319971e-01  1.55332331e+02 -1.42673164e+02 -9.17235486e-03
  1.54825033e+02 -1.42148791e+02  4.79842689e-01  1.55302927e+02
 -1.42666727e+02  6.44496859e-03  1.54828382e+02 -1.42173458e+02
  5.14621821e-01  1.55327019e+02]
res:  5797 -0.0008583780127082719 0.015348730119512766 0.024347298764688708
[ 1.20957832e-10 -1.03193640e-05 -2.82785081e-01  1.61518247e+04
 -1.42719680e+02 -1.48342527e-02  1.54855690e+02 -1.42190946e+02
  4.88966598e-01  1.55345149e+02 -1.42693935e+02 -9.88538001e-03
  1.54850766e+02 -1.42189577e+02  4.94910168e-01  1.55334496e+02
 -1.42667345e+02 -3.44380798e-02  1.54847929e+02 -1.42160707e+02
  4.89602404e-01  1.55345086e+02 -1.42687878e+02  7.23670606e-03
  1.54848429e+02 -1.42220750e+02  4.90034965e-01  1.55342974e+02
 -1.42697735e+02 -2.04135474e-02  1.54859553e+02 -1.42189970e+02
  4.76481380e-01  1.55341921e+02 -1.42686185e+02 -1.65776802e-03
  1.54853989e+02 -1.42179976e+02  5.09736753e-01  1.55336400e+02
 -1.42680227e+02 -2.33386428e-03  1.54850839e+02 -1.42146899e+02
  4.91705009e-01  1.55348292e+02 -1.42671047e+02 -2.28171959e-03
  1.54843279e+02 -1.42210681e+02  5.06174778e-01  1.55351559e+02
 -1.42690800e+02 -5.07262227e-03  1.54855415e+02 -1.42172050e+02
  5.23227389e-01  1.55343829e+02 -1.42686314e+02 -5.18451394e-03
  1.54843721e+02 -1.42188548e+02  4.88953506e-01  1.55349720e+02
 -1.42687403e+02 -3.62131639e-03  1.54853181e+02 -1.42171428e+02
  5.00582526e-01  1.55357204e+02 -1.42709871e+02 -3.69581627e-03
  1.54849872e+02 -1.42186633e+02  4.85194132e-01  1.55327842e+02
 -1.42703541e+02  1.24466142e-02  1.54853217e+02 -1.42210463e+02
  5.19845689e-01  1.55351864e+02]
Niter:  4 row:  287 ngroup:  26 nlines:  6239 gd:  5785
[ 1.20957832e-10 -1.03193640e-05 -2.82785081e-01  1.61518247e+04
 -1.42719680e+02 -1.48342527e-02  1.54855690e+02 -1.42190946e+02
  4.88966598e-01  1.55345149e+02 -1.42693935e+02 -9.88538001e-03
  1.54850766e+02 -1.42189577e+02  4.94910168e-01  1.55334496e+02
 -1.42667345e+02 -3.44380798e-02  1.54847929e+02 -1.42160707e+02
  4.89602404e-01  1.55345086e+02 -1.42687878e+02  7.23670606e-03
  1.54848429e+02 -1.42220750e+02  4.90034965e-01  1.55342974e+02
 -1.42697735e+02 -2.04135474e-02  1.54859553e+02 -1.42189970e+02
  4.76481380e-01  1.55341921e+02 -1.42686185e+02 -1.65776802e-03
  1.54853989e+02 -1.42179976e+02  5.09736753e-01  1.55336400e+02
 -1.42680227e+02 -2.33386428e-03  1.54850839e+02 -1.42146899e+02
  4.91705009e-01  1.55348292e+02 -1.42671047e+02 -2.28171959e-03
  1.54843279e+02 -1.42210681e+02  5.06174778e-01  1.55351559e+02
 -1.42690800e+02 -5.07262227e-03  1.54855415e+02 -1.42172050e+02
  5.23227389e-01  1.55343829e+02 -1.42686314e+02 -5.18451394e-03
  1.54843721e+02 -1.42188548e+02  4.88953506e-01  1.55349720e+02
 -1.42687403e+02 -3.62131639e-03  1.54853181e+02 -1.42171428e+02
  5.00582526e-01  1.55357204e+02 -1.42709871e+02 -3.69581627e-03
  1.54849872e+02 -1.42186633e+02  4.85194132e-01  1.55327842e+02
 -1.42703541e+02  1.24466142e-02  1.54853217e+02 -1.42210463e+02
  5.19845689e-01  1.55351864e+02]
res:  5785 -0.0007480343901988817 0.015356159943621606 0.024153865327848002
[ 1.20957844e-10 -1.03193650e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
Niter:  5 row:  287 ngroup:  26 nlines:  6239 gd:  5783
[ 1.20957844e-10 -1.03193650e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
res:  5783 -0.0007904050253273454 0.015351475949501037 0.024124622714398622
[ 1.20963184e-10 -1.03193650e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
Niter:  6 row:  287 ngroup:  26 nlines:  6239 gd:  5783
[ 1.20963184e-10 -1.03193650e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
res:  5783 -0.0007453709695255384 0.015353074280938017 0.02412455325688497
[ 1.20959373e-10 -1.03193704e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
Saving figure to  wave_resid_43670005_fiber287.png
Final values:
res:  -0.0007453709695255384 0.02412455325688497
pars:  [ 1.20959373e-10 -1.03193704e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
287 [ 1.20959373e-10 -1.03193704e-05 -2.82785053e-01  1.61518230e+04
 -1.42720515e+02 -2.06785914e-02  1.54851082e+02 -1.42202777e+02
  4.79272031e-01  1.55340521e+02 -1.42699857e+02 -1.29052993e-02
  1.54846155e+02 -1.42207452e+02  4.89075068e-01  1.55329900e+02
 -1.42678296e+02 -4.02860041e-02  1.54843275e+02 -1.42172086e+02
  4.83766008e-01  1.55340471e+02 -1.42693530e+02  1.40113812e-03
  1.54848114e+02 -1.42226667e+02  4.91143820e-01  1.55338350e+02
 -1.42709037e+02 -2.35786737e-02  1.54854929e+02 -1.42201690e+02
  4.70639268e-01  1.55337284e+02 -1.42692105e+02 -7.49564060e-03
  1.54849365e+02 -1.42185893e+02  5.03896826e-01  1.55331775e+02
 -1.42686197e+02 -5.47714470e-03  1.54846202e+02 -1.42158816e+02
  4.82002179e-01  1.55343677e+02 -1.42676992e+02 -8.12904650e-03
  1.54840759e+02 -1.42216507e+02  5.00340789e-01  1.55346942e+02
 -1.42696656e+02 -9.59591651e-03  1.54850780e+02 -1.42177936e+02
  5.17388611e-01  1.55339191e+02 -1.42691572e+02 -1.17237697e-02
  1.54839077e+02 -1.42194437e+02  4.83115102e-01  1.55345112e+02
 -1.42693293e+02 -9.46685597e-03  1.54848585e+02 -1.42177402e+02
  4.94744343e-01  1.55352594e+02 -1.42715788e+02 -9.52780836e-03
  1.54842985e+02 -1.42192609e+02  4.79354487e-01  1.55323197e+02
 -1.42709514e+02  6.60910802e-03  1.54848582e+02 -1.42216351e+02
  5.17234087e-01  1.55347247e+02]
--- Row 289/300 row=288 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  288
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=288 ---
Niter:  0 row:  288 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.000485345806737314 0.01624150394491153 0.035226751758634926
[ 1.20998143e-10 -1.03189725e-05 -2.82783640e-01  1.61518217e+04
 -1.42683294e+02 -9.94999998e-08  1.54848757e+02]
Niter:  1 row:  288 ngroup:  1 nlines:  239 gd:  221
[ 1.20998143e-10 -1.03189725e-05 -2.82783640e-01  1.61518217e+04
 -1.42683294e+02 -9.94999998e-08  1.54848757e+02]
res:  221 -0.0016503042461408768 0.015787077089044033 0.02436894827178277
[ 1.21154511e-10 -1.03192188e-05 -2.82785674e-01  1.61518284e+04
 -1.42663135e+02 -9.94998680e-08  1.54855524e+02]
Niter:  2 row:  288 ngroup:  1 nlines:  239 gd:  222
[ 1.21154511e-10 -1.03192188e-05 -2.82785674e-01  1.61518284e+04
 -1.42663135e+02 -9.94998680e-08  1.54855524e+02]
res:  222 -0.0017659855420788517 0.015854025303269736 0.024689045990288493
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
Niter:  3 row:  288 ngroup:  1 nlines:  239 gd:  222
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
res:  222 -0.0017659855420788517 0.015854025303269736 0.024689045990284885
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
Niter:  4 row:  288 ngroup:  1 nlines:  239 gd:  222
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
res:  222 -0.0017659855420788517 0.015854025303269736 0.024689045990284885
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
Niter:  5 row:  288 ngroup:  1 nlines:  239 gd:  222
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
res:  222 -0.0017659855420788517 0.015854025303269736 0.024689045990284885
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
Niter:  6 row:  288 ngroup:  1 nlines:  239 gd:  222
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
res:  222 -0.0017659855420788517 0.015854025303269736 0.024689045990284885
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
Final values:
res:  -0.0017659855420788517 0.024689045990284885
pars:  [ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
288 [ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02]
elapsed: 2.9 sec.
Niter:  0 row:  288 ngroup:  26 nlines:  6309 gd:  6309
[ 1.21280423e-10 -1.03192536e-05 -2.82787538e-01  1.61518292e+04
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02 -1.42649712e+02 -9.94998567e-08
  1.54849894e+02 -1.42649712e+02 -9.94998567e-08  1.54849894e+02
 -1.42649712e+02 -9.94998567e-08  1.54849894e+02 -1.42649712e+02
 -9.94998567e-08  1.54849894e+02]
res:  6309 0.00093790702521801 0.015168738180364016 0.0364794979474992
[ 1.21280435e-10 -1.03192546e-05 -2.82787510e-01  1.61518276e+04
 -1.42644015e+02  2.09925621e-02  1.54846889e+02 -1.42115402e+02
  5.28620715e-01  1.55347093e+02 -1.42631289e+02  2.54202571e-02
  1.54860994e+02 -1.42138073e+02  5.16524643e-01  1.55355482e+02
 -1.42642827e+02  1.75638067e-02  1.54851683e+02 -1.42125716e+02
  5.29244039e-01  1.55352925e+02 -1.42609749e+02  1.97429966e-02
  1.54845499e+02 -1.42133002e+02  5.36690015e-01  1.55347320e+02
 -1.42668540e+02  3.97936238e-02  1.54855333e+02 -1.42142832e+02
  5.11865750e-01  1.55341096e+02 -1.42633831e+02  2.76574805e-02
  1.54853839e+02 -1.42161335e+02  5.12303847e-01  1.55349215e+02
 -1.42643197e+02  1.88752679e-02  1.54856544e+02 -1.42130064e+02
  5.17406922e-01  1.55348990e+02 -1.42644476e+02  9.29765882e-03
  1.54853878e+02 -1.42162488e+02  5.10960570e-01  1.55343941e+02
 -1.42658911e+02  2.84288668e-02  1.54852085e+02 -1.42145803e+02
  5.15135092e-01  1.55368280e+02 -1.42660370e+02  9.29262836e-03
  1.54840326e+02 -1.42137959e+02  4.90850288e-01  1.55348571e+02
 -1.42659693e+02  2.18679275e-02  1.54852685e+02 -1.42143031e+02
  5.15694194e-01  1.55366429e+02 -1.42642432e+02  1.40123226e-02
  1.54850471e+02 -1.42161167e+02  5.04646163e-01  1.55351542e+02
 -1.42668428e+02  3.11535849e-02  1.54859756e+02 -1.42159389e+02
  5.31553293e-01  1.55350591e+02]
Niter:  1 row:  288 ngroup:  26 nlines:  6309 gd:  5812
[ 1.21280435e-10 -1.03192546e-05 -2.82787510e-01  1.61518276e+04
 -1.42644015e+02  2.09925621e-02  1.54846889e+02 -1.42115402e+02
  5.28620715e-01  1.55347093e+02 -1.42631289e+02  2.54202571e-02
  1.54860994e+02 -1.42138073e+02  5.16524643e-01  1.55355482e+02
 -1.42642827e+02  1.75638067e-02  1.54851683e+02 -1.42125716e+02
  5.29244039e-01  1.55352925e+02 -1.42609749e+02  1.97429966e-02
  1.54845499e+02 -1.42133002e+02  5.36690015e-01  1.55347320e+02
 -1.42668540e+02  3.97936238e-02  1.54855333e+02 -1.42142832e+02
  5.11865750e-01  1.55341096e+02 -1.42633831e+02  2.76574805e-02
  1.54853839e+02 -1.42161335e+02  5.12303847e-01  1.55349215e+02
 -1.42643197e+02  1.88752679e-02  1.54856544e+02 -1.42130064e+02
  5.17406922e-01  1.55348990e+02 -1.42644476e+02  9.29765882e-03
  1.54853878e+02 -1.42162488e+02  5.10960570e-01  1.55343941e+02
 -1.42658911e+02  2.84288668e-02  1.54852085e+02 -1.42145803e+02
  5.15135092e-01  1.55368280e+02 -1.42660370e+02  9.29262836e-03
  1.54840326e+02 -1.42137959e+02  4.90850288e-01  1.55348571e+02
 -1.42659693e+02  2.18679275e-02  1.54852685e+02 -1.42143031e+02
  5.15694194e-01  1.55366429e+02 -1.42642432e+02  1.40123226e-02
  1.54850471e+02 -1.42161167e+02  5.04646163e-01  1.55351542e+02
 -1.42668428e+02  3.11535849e-02  1.54859756e+02 -1.42159389e+02
  5.31553293e-01  1.55350591e+02]
res:  5812 -0.0006741417946614092 0.01523352640469966 0.024257970713177885
[ 1.21280447e-10 -1.03192556e-05 -2.82787482e-01  1.61518260e+04
 -1.42663725e+02 -5.00002620e-03  1.54840360e+02 -1.42145149e+02
  5.09497185e-01  1.55333581e+02 -1.42656184e+02  1.48805611e-03
  1.54855932e+02 -1.42139533e+02  4.94323923e-01  1.55347827e+02
 -1.42661251e+02 -6.62245202e-03  1.54839088e+02 -1.42129676e+02
  5.14588763e-01  1.55340615e+02 -1.42631118e+02  1.03497179e-03
  1.54841172e+02 -1.42129406e+02  5.09737264e-01  1.55342765e+02
 -1.42672489e+02  1.87263542e-02  1.54850159e+02 -1.42160242e+02
  4.88807964e-01  1.55334210e+02 -1.42643159e+02  7.87272387e-03
  1.54842276e+02 -1.42166081e+02  4.83110000e-01  1.55340897e+02
 -1.42670466e+02 -1.01195863e-02  1.54852047e+02 -1.42144058e+02
  4.96084606e-01  1.55346666e+02 -1.42660829e+02 -4.21564046e-03
  1.54846676e+02 -1.42171905e+02  4.95137241e-01  1.55339586e+02
 -1.42648446e+02  2.92732720e-02  1.54847035e+02 -1.42145974e+02
  4.92817441e-01  1.55365058e+02 -1.42680654e+02 -6.49564504e-03
  1.54839725e+02 -1.42141854e+02  4.79131820e-01  1.55338585e+02
 -1.42665902e+02  5.16413010e-04  1.54840367e+02 -1.42156515e+02
  5.07043771e-01  1.55353053e+02 -1.42672067e+02  3.58796275e-03
  1.54843248e+02 -1.42176441e+02  5.01595119e-01  1.55340377e+02
 -1.42655083e+02 -5.11881230e-03  1.54857272e+02 -1.42163163e+02
  5.17054156e-01  1.55348288e+02]
Niter:  2 row:  288 ngroup:  26 nlines:  6309 gd:  5812
[ 1.21280447e-10 -1.03192556e-05 -2.82787482e-01  1.61518260e+04
 -1.42663725e+02 -5.00002620e-03  1.54840360e+02 -1.42145149e+02
  5.09497185e-01  1.55333581e+02 -1.42656184e+02  1.48805611e-03
  1.54855932e+02 -1.42139533e+02  4.94323923e-01  1.55347827e+02
 -1.42661251e+02 -6.62245202e-03  1.54839088e+02 -1.42129676e+02
  5.14588763e-01  1.55340615e+02 -1.42631118e+02  1.03497179e-03
  1.54841172e+02 -1.42129406e+02  5.09737264e-01  1.55342765e+02
 -1.42672489e+02  1.87263542e-02  1.54850159e+02 -1.42160242e+02
  4.88807964e-01  1.55334210e+02 -1.42643159e+02  7.87272387e-03
  1.54842276e+02 -1.42166081e+02  4.83110000e-01  1.55340897e+02
 -1.42670466e+02 -1.01195863e-02  1.54852047e+02 -1.42144058e+02
  4.96084606e-01  1.55346666e+02 -1.42660829e+02 -4.21564046e-03
  1.54846676e+02 -1.42171905e+02  4.95137241e-01  1.55339586e+02
 -1.42648446e+02  2.92732720e-02  1.54847035e+02 -1.42145974e+02
  4.92817441e-01  1.55365058e+02 -1.42680654e+02 -6.49564504e-03
  1.54839725e+02 -1.42141854e+02  4.79131820e-01  1.55338585e+02
 -1.42665902e+02  5.16413010e-04  1.54840367e+02 -1.42156515e+02
  5.07043771e-01  1.55353053e+02 -1.42672067e+02  3.58796275e-03
  1.54843248e+02 -1.42176441e+02  5.01595119e-01  1.55340377e+02
 -1.42655083e+02 -5.11881230e-03  1.54857272e+02 -1.42163163e+02
  5.17054156e-01  1.55348288e+02]
res:  5812 -0.0007200837462733034 0.015340286789069069 0.024216284966936546
[ 1.21280459e-10 -1.03192567e-05 -2.82787453e-01  1.61518244e+04
 -1.42670731e+02 -1.72864534e-02  1.54835593e+02 -1.42152159e+02
  5.03793086e-01  1.55328814e+02 -1.42663164e+02 -4.19248783e-03
  1.54851172e+02 -1.42146515e+02  4.85245642e-01  1.55343065e+02
 -1.42668235e+02 -2.24661658e-02  1.54834319e+02 -1.42136712e+02
  5.08905609e-01  1.55335845e+02 -1.42638111e+02 -4.65934227e-03
  1.54836408e+02 -1.42136420e+02  4.97117201e-01  1.55340183e+02
 -1.42674542e+02  1.30130356e-02  1.54845391e+02 -1.42172794e+02
  4.83087804e-01  1.55329445e+02 -1.42650125e+02  2.17852052e-03
  1.54837504e+02 -1.42167641e+02  4.73885757e-01  1.55336135e+02
 -1.42677450e+02 -2.27661823e-02  1.54847274e+02 -1.42151036e+02
  4.90386551e-01  1.55341902e+02 -1.42667823e+02 -9.92389285e-03
  1.54841905e+02 -1.42178889e+02  4.82513315e-01  1.55334818e+02
 -1.42649683e+02  3.03539087e-02  1.54844440e+02 -1.42152977e+02
  4.84052593e-01  1.55362446e+02 -1.42687645e+02 -1.57892974e-02
  1.54839294e+02 -1.42148850e+02  4.73426251e-01  1.55333819e+02
 -1.42672905e+02 -5.16746102e-03  1.54833373e+02 -1.42163532e+02
  5.07914431e-01  1.55348284e+02 -1.42684240e+02 -2.09159245e-03
  1.54838478e+02 -1.42183447e+02  5.02360105e-01  1.55335616e+02
 -1.42662043e+02 -1.41537610e-02  1.54854589e+02 -1.42170153e+02
  5.11346013e-01  1.55343527e+02]
Niter:  3 row:  288 ngroup:  26 nlines:  6309 gd:  5811
[ 1.21280459e-10 -1.03192567e-05 -2.82787453e-01  1.61518244e+04
 -1.42670731e+02 -1.72864534e-02  1.54835593e+02 -1.42152159e+02
  5.03793086e-01  1.55328814e+02 -1.42663164e+02 -4.19248783e-03
  1.54851172e+02 -1.42146515e+02  4.85245642e-01  1.55343065e+02
 -1.42668235e+02 -2.24661658e-02  1.54834319e+02 -1.42136712e+02
  5.08905609e-01  1.55335845e+02 -1.42638111e+02 -4.65934227e-03
  1.54836408e+02 -1.42136420e+02  4.97117201e-01  1.55340183e+02
 -1.42674542e+02  1.30130356e-02  1.54845391e+02 -1.42172794e+02
  4.83087804e-01  1.55329445e+02 -1.42650125e+02  2.17852052e-03
  1.54837504e+02 -1.42167641e+02  4.73885757e-01  1.55336135e+02
 -1.42677450e+02 -2.27661823e-02  1.54847274e+02 -1.42151036e+02
  4.90386551e-01  1.55341902e+02 -1.42667823e+02 -9.92389285e-03
  1.54841905e+02 -1.42178889e+02  4.82513315e-01  1.55334818e+02
 -1.42649683e+02  3.03539087e-02  1.54844440e+02 -1.42152977e+02
  4.84052593e-01  1.55362446e+02 -1.42687645e+02 -1.57892974e-02
  1.54839294e+02 -1.42148850e+02  4.73426251e-01  1.55333819e+02
 -1.42672905e+02 -5.16746102e-03  1.54833373e+02 -1.42163532e+02
  5.07914431e-01  1.55348284e+02 -1.42684240e+02 -2.09159245e-03
  1.54838478e+02 -1.42183447e+02  5.02360105e-01  1.55335616e+02
 -1.42662043e+02 -1.41537610e-02  1.54854589e+02 -1.42170153e+02
  5.11346013e-01  1.55343527e+02]
res:  5811 -0.000639686395516037 0.01528469065669924 0.024160252041403027
[ 1.21294099e-10 -1.03197285e-05 -2.82786119e-01  1.61518260e+04
 -1.42684922e+02 -1.47596546e-02  1.54842480e+02 -1.42166421e+02
  5.09034397e-01  1.55335694e+02 -1.42676825e+02  1.35617476e-03
  1.54857999e+02 -1.42160164e+02  4.90613852e-01  1.55349903e+02
 -1.42681976e+02 -2.02007558e-02  1.54841228e+02 -1.42151550e+02
  5.14408897e-01  1.55342746e+02 -1.42652070e+02  6.92523773e-04
  1.54843275e+02 -1.42150772e+02  4.99730679e-01  1.55347059e+02
 -1.42688438e+02  1.83033110e-02  1.54852273e+02 -1.42186696e+02
  4.88314708e-01  1.55336315e+02 -1.42663444e+02  7.54826335e-03
  1.54844423e+02 -1.42180929e+02  4.79144060e-01  1.55342968e+02
 -1.42691156e+02 -2.00985482e-02  1.54854188e+02 -1.42164622e+02
  4.95780593e-01  1.55348759e+02 -1.42681737e+02 -4.70283192e-03
  1.54848816e+02 -1.42192613e+02  4.85231542e-01  1.55341711e+02
 -1.42655452e+02  3.59441786e-02  1.54851320e+02 -1.42167067e+02
  4.89314185e-01  1.55369326e+02 -1.42701500e+02 -1.03622349e-02
  1.54847914e+02 -1.42162812e+02  4.78768870e-01  1.55340698e+02
 -1.42682780e+02  3.58243946e-04  1.54840278e+02 -1.42177925e+02
  5.13338912e-01  1.55355189e+02 -1.42698039e+02  3.44242765e-03
  1.54845387e+02 -1.42197633e+02  5.07537092e-01  1.55342447e+02
 -1.42675305e+02 -8.60026377e-03  1.54861485e+02 -1.42183985e+02
  5.16649612e-01  1.55350366e+02]
Niter:  4 row:  288 ngroup:  26 nlines:  6309 gd:  5807
[ 1.21294099e-10 -1.03197285e-05 -2.82786119e-01  1.61518260e+04
 -1.42684922e+02 -1.47596546e-02  1.54842480e+02 -1.42166421e+02
  5.09034397e-01  1.55335694e+02 -1.42676825e+02  1.35617476e-03
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  5.14408897e-01  1.55342746e+02 -1.42652070e+02  6.92523773e-04
  1.54843275e+02 -1.42150772e+02  4.99730679e-01  1.55347059e+02
 -1.42688438e+02  1.83033110e-02  1.54852273e+02 -1.42186696e+02
  4.88314708e-01  1.55336315e+02 -1.42663444e+02  7.54826335e-03
  1.54844423e+02 -1.42180929e+02  4.79144060e-01  1.55342968e+02
 -1.42691156e+02 -2.00985482e-02  1.54854188e+02 -1.42164622e+02
  4.95780593e-01  1.55348759e+02 -1.42681737e+02 -4.70283192e-03
  1.54848816e+02 -1.42192613e+02  4.85231542e-01  1.55341711e+02
 -1.42655452e+02  3.59441786e-02  1.54851320e+02 -1.42167067e+02
  4.89314185e-01  1.55369326e+02 -1.42701500e+02 -1.03622349e-02
  1.54847914e+02 -1.42162812e+02  4.78768870e-01  1.55340698e+02
 -1.42682780e+02  3.58243946e-04  1.54840278e+02 -1.42177925e+02
  5.13338912e-01  1.55355189e+02 -1.42698039e+02  3.44242765e-03
  1.54845387e+02 -1.42197633e+02  5.07537092e-01  1.55342447e+02
 -1.42675305e+02 -8.60026377e-03  1.54861485e+02 -1.42183985e+02
  5.16649612e-01  1.55350366e+02]
res:  5807 -0.0005959009831713047 0.0152998105622828 0.02410160286541117
[ 1.21294088e-10 -1.03197295e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
Niter:  5 row:  288 ngroup:  26 nlines:  6309 gd:  5807
[ 1.21294088e-10 -1.03197295e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
res:  5807 -0.0006000198518449906 0.01530284422369732 0.024100670170404903
[ 1.21293777e-10 -1.03197295e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
Niter:  6 row:  288 ngroup:  26 nlines:  6309 gd:  5807
[ 1.21293777e-10 -1.03197295e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
res:  5807 -0.0005956365130259655 0.015299927086743992 0.02410067071891886
[ 1.21294093e-10 -1.03197296e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
Saving figure to  wave_resid_43670005_fiber288.png
Final values:
res:  -0.0005956365130259655 0.02410067071891886
pars:  [ 1.21294093e-10 -1.03197296e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
288 [ 1.21294093e-10 -1.03197296e-05 -2.82786147e-01  1.61518250e+04
 -1.42688698e+02 -1.91752206e-02  1.54839220e+02 -1.42170208e+02
  5.05264067e-01  1.55332436e+02 -1.42680597e+02 -2.42361958e-03
  1.54854752e+02 -1.42163954e+02  4.86845154e-01  1.55346652e+02
 -1.42685767e+02 -2.47178608e-02  1.54837966e+02 -1.42155309e+02
  5.13880815e-01  1.55339484e+02 -1.42655816e+02 -3.09513486e-03
  1.54840022e+02 -1.42154558e+02  4.95336564e-01  1.55343801e+02
 -1.42692246e+02  1.45312372e-02  1.54849015e+02 -1.42190495e+02
  4.84550622e-01  1.55333059e+02 -1.42667256e+02  3.77397219e-03
  1.54841162e+02 -1.42190341e+02  4.75374283e-01  1.55339717e+02
 -1.42694957e+02 -2.45374609e-02  1.54850927e+02 -1.42168442e+02
  4.92011916e-01  1.55345504e+02 -1.42685536e+02 -8.48723470e-03
  1.54845555e+02 -1.42196414e+02  4.80813763e-01  1.55338451e+02
 -1.42657469e+02  3.55442191e-02  1.54848061e+02 -1.42170854e+02
  4.82325873e-01  1.55366069e+02 -1.42705299e+02 -1.41368318e-02
  1.54845080e+02 -1.42166611e+02  4.75001473e-01  1.55337441e+02
 -1.42685678e+02 -3.41171406e-03  1.54837016e+02 -1.42181699e+02
  5.09568829e-01  1.55351926e+02 -1.42701857e+02 -3.29008976e-04
  1.54842126e+02 -1.42201400e+02  5.03759991e-01  1.55339197e+02
 -1.42679090e+02 -1.23844391e-02  1.54858227e+02 -1.42187794e+02
  5.12876713e-01  1.55347114e+02]
--- Row 290/300 row=289 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  289
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=289 ---
Niter:  0 row:  289 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 0.000536647108674515 0.01403174689039588 0.031520146691762736
[ 1.20474293e-10 -1.03204401e-05 -2.82778562e-01  1.61518204e+04
 -1.42710251e+02 -1.60485195e-14  1.54829235e+02]
Niter:  1 row:  289 ngroup:  1 nlines:  236 gd:  217
[ 1.20474293e-10 -1.03204401e-05 -2.82778562e-01  1.61518204e+04
 -1.42710251e+02 -1.60485195e-14  1.54829235e+02]
res:  217 0.0011826787103927927 0.013942349944954913 0.021426771290178212
[ 1.20485884e-10 -1.03198216e-05 -2.82778858e-01  1.61518193e+04
 -1.42701993e+02  1.14661675e-11  1.54835792e+02]
Niter:  2 row:  289 ngroup:  1 nlines:  236 gd:  218
[ 1.20485884e-10 -1.03198216e-05 -2.82778858e-01  1.61518193e+04
 -1.42701993e+02  1.14661675e-11  1.54835792e+02]
res:  218 0.001001710795208055 0.01378247054071835 0.021788185715601045
[ 1.20649915e-10 -1.03198565e-05 -2.82781367e-01  1.61518204e+04
 -1.42684019e+02  3.02988822e-11  1.54827870e+02]
Niter:  3 row:  289 ngroup:  1 nlines:  236 gd:  217
[ 1.20649915e-10 -1.03198565e-05 -2.82781367e-01  1.61518204e+04
 -1.42684019e+02  3.02988822e-11  1.54827870e+02]
res:  217 0.0010014392182711163 0.01392859432962723 0.02140079661550556
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
Niter:  4 row:  289 ngroup:  1 nlines:  236 gd:  217
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
res:  217 0.0010014392182711163 0.01392859432962723 0.021400796615471403
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
Niter:  5 row:  289 ngroup:  1 nlines:  236 gd:  217
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
res:  217 0.0010014392182711163 0.01392859432962723 0.021400796615471403
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
Niter:  6 row:  289 ngroup:  1 nlines:  236 gd:  217
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
res:  217 0.0010014392182711163 0.01392859432962723 0.021400796615471403
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
Final values:
res:  0.0010014392182711163 0.021400796615471403
pars:  [ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
289 [ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02]
elapsed: 3.0 sec.
Niter:  0 row:  289 ngroup:  26 nlines:  6193 gd:  6193
[ 1.20732499e-10 -1.03198879e-05 -2.82782690e-01  1.61518194e+04
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02 -1.42681013e+02 -4.64869741e-11
  1.54818634e+02 -1.42681013e+02 -4.64869741e-11  1.54818634e+02
 -1.42681013e+02 -4.64869741e-11  1.54818634e+02 -1.42681013e+02
 -4.64869741e-11  1.54818634e+02]
res:  6193 0.0006781609263271093 0.014970739572163438 0.0354537578871361
[ 1.20732511e-10 -1.03198869e-05 -2.82782662e-01  1.61518178e+04
 -1.42689517e+02 -9.05864416e-03  1.54811945e+02 -1.42178471e+02
  4.90585621e-01  1.55309043e+02 -1.42679996e+02  6.31627198e-03
  1.54810283e+02 -1.42204449e+02  4.81552941e-01  1.55314205e+02
 -1.42666618e+02 -1.19519460e-02  1.54812741e+02 -1.42185704e+02
  5.03989708e-01  1.55314033e+02 -1.42668674e+02 -1.78595004e-02
  1.54816232e+02 -1.42168328e+02  5.06516680e-01  1.55313848e+02
 -1.42704300e+02  1.05299863e-02  1.54818816e+02 -1.42185843e+02
  4.91712721e-01  1.55315292e+02 -1.42675631e+02  7.96837041e-03
  1.54812436e+02 -1.42164079e+02  4.89688257e-01  1.55303503e+02
 -1.42694801e+02  2.06196783e-02  1.54823122e+02 -1.42172905e+02
  4.83714114e-01  1.55325854e+02 -1.42687959e+02  1.40010115e-02
  1.54816447e+02 -1.42194591e+02  4.85183425e-01  1.55322523e+02
 -1.42688100e+02  4.45548144e-03  1.54810911e+02 -1.42203788e+02
  4.78761039e-01  1.55322117e+02 -1.42708920e+02 -5.12314905e-03
  1.54807358e+02 -1.42172835e+02  4.86909003e-01  1.55306402e+02
 -1.42670510e+02 -2.12703735e-03  1.54812068e+02 -1.42179704e+02
  4.92847381e-01  1.55312663e+02 -1.42725888e+02 -2.54305428e-02
  1.54793959e+02 -1.42250474e+02  4.72633180e-01  1.55302226e+02
 -1.42669622e+02  2.58563761e-02  1.54813341e+02 -1.42198564e+02
  4.75481690e-01  1.55323680e+02]
Niter:  1 row:  289 ngroup:  26 nlines:  6193 gd:  5709
[ 1.20732511e-10 -1.03198869e-05 -2.82782662e-01  1.61518178e+04
 -1.42689517e+02 -9.05864416e-03  1.54811945e+02 -1.42178471e+02
  4.90585621e-01  1.55309043e+02 -1.42679996e+02  6.31627198e-03
  1.54810283e+02 -1.42204449e+02  4.81552941e-01  1.55314205e+02
 -1.42666618e+02 -1.19519460e-02  1.54812741e+02 -1.42185704e+02
  5.03989708e-01  1.55314033e+02 -1.42668674e+02 -1.78595004e-02
  1.54816232e+02 -1.42168328e+02  5.06516680e-01  1.55313848e+02
 -1.42704300e+02  1.05299863e-02  1.54818816e+02 -1.42185843e+02
  4.91712721e-01  1.55315292e+02 -1.42675631e+02  7.96837041e-03
  1.54812436e+02 -1.42164079e+02  4.89688257e-01  1.55303503e+02
 -1.42694801e+02  2.06196783e-02  1.54823122e+02 -1.42172905e+02
  4.83714114e-01  1.55325854e+02 -1.42687959e+02  1.40010115e-02
  1.54816447e+02 -1.42194591e+02  4.85183425e-01  1.55322523e+02
 -1.42688100e+02  4.45548144e-03  1.54810911e+02 -1.42203788e+02
  4.78761039e-01  1.55322117e+02 -1.42708920e+02 -5.12314905e-03
  1.54807358e+02 -1.42172835e+02  4.86909003e-01  1.55306402e+02
 -1.42670510e+02 -2.12703735e-03  1.54812068e+02 -1.42179704e+02
  4.92847381e-01  1.55312663e+02 -1.42725888e+02 -2.54305428e-02
  1.54793959e+02 -1.42250474e+02  4.72633180e-01  1.55302226e+02
 -1.42669622e+02  2.58563761e-02  1.54813341e+02 -1.42198564e+02
  4.75481690e-01  1.55323680e+02]
res:  5709 -0.00010122515595867299 0.0150013262500579 0.023165718748938077
[ 1.20732523e-10 -1.03198859e-05 -2.82782634e-01  1.61518162e+04
 -1.42690314e+02 -1.50818279e-02  1.54807115e+02 -1.42185233e+02
  4.65527956e-01  1.55304058e+02 -1.42686761e+02 -1.66617658e-02
  1.54804620e+02 -1.42203610e+02  4.86630217e-01  1.55304538e+02
 -1.42679001e+02 -2.49430000e-02  1.54806354e+02 -1.42205792e+02
  4.84505686e-01  1.55306911e+02 -1.42697249e+02 -2.25742472e-02
  1.54806602e+02 -1.42186590e+02  5.01724735e-01  1.55304545e+02
 -1.42697408e+02 -8.88626116e-03  1.54809045e+02 -1.42206093e+02
  4.79280862e-01  1.55312669e+02 -1.42687824e+02 -2.82535842e-03
  1.54807717e+02 -1.42181554e+02  4.78791920e-01  1.55297051e+02
 -1.42696395e+02 -2.74383495e-02  1.54815485e+02 -1.42169295e+02
  4.66873836e-01  1.55315937e+02 -1.42699613e+02 -1.84524964e-02
  1.54815363e+02 -1.42182150e+02  4.73865857e-01  1.55313400e+02
 -1.42706231e+02 -1.25309064e-02  1.54804911e+02 -1.42213125e+02
  4.68919901e-01  1.55314424e+02 -1.42709979e+02  1.86331734e-03
  1.54806062e+02 -1.42187056e+02  4.62718596e-01  1.55297044e+02
 -1.42695371e+02 -8.65758918e-03  1.54809541e+02 -1.42186655e+02
  4.73517117e-01  1.55304527e+02 -1.42727227e+02 -2.99646454e-02
  1.54797523e+02 -1.42222486e+02  4.62755625e-01  1.55295125e+02
 -1.42683217e+02 -4.25411935e-03  1.54809778e+02 -1.42204617e+02
  4.75342427e-01  1.55312798e+02]
Niter:  2 row:  289 ngroup:  26 nlines:  6193 gd:  5710
[ 1.20732523e-10 -1.03198859e-05 -2.82782634e-01  1.61518162e+04
 -1.42690314e+02 -1.50818279e-02  1.54807115e+02 -1.42185233e+02
  4.65527956e-01  1.55304058e+02 -1.42686761e+02 -1.66617658e-02
  1.54804620e+02 -1.42203610e+02  4.86630217e-01  1.55304538e+02
 -1.42679001e+02 -2.49430000e-02  1.54806354e+02 -1.42205792e+02
  4.84505686e-01  1.55306911e+02 -1.42697249e+02 -2.25742472e-02
  1.54806602e+02 -1.42186590e+02  5.01724735e-01  1.55304545e+02
 -1.42697408e+02 -8.88626116e-03  1.54809045e+02 -1.42206093e+02
  4.79280862e-01  1.55312669e+02 -1.42687824e+02 -2.82535842e-03
  1.54807717e+02 -1.42181554e+02  4.78791920e-01  1.55297051e+02
 -1.42696395e+02 -2.74383495e-02  1.54815485e+02 -1.42169295e+02
  4.66873836e-01  1.55315937e+02 -1.42699613e+02 -1.84524964e-02
  1.54815363e+02 -1.42182150e+02  4.73865857e-01  1.55313400e+02
 -1.42706231e+02 -1.25309064e-02  1.54804911e+02 -1.42213125e+02
  4.68919901e-01  1.55314424e+02 -1.42709979e+02  1.86331734e-03
  1.54806062e+02 -1.42187056e+02  4.62718596e-01  1.55297044e+02
 -1.42695371e+02 -8.65758918e-03  1.54809541e+02 -1.42186655e+02
  4.73517117e-01  1.55304527e+02 -1.42727227e+02 -2.99646454e-02
  1.54797523e+02 -1.42222486e+02  4.62755625e-01  1.55295125e+02
 -1.42683217e+02 -4.25411935e-03  1.54809778e+02 -1.42204617e+02
  4.75342427e-01  1.55312798e+02]
res:  5710 -0.00012891491496702656 0.014932180241885362 0.02313284701559856
[ 1.20732535e-10 -1.03198848e-05 -2.82782605e-01  1.61518146e+04
 -1.42692350e+02 -2.07670997e-02  1.54802389e+02 -1.42192200e+02
  4.52986769e-01  1.55299323e+02 -1.42693700e+02 -2.59640280e-02
  1.54799879e+02 -1.42210601e+02  4.80923160e-01  1.55299808e+02
 -1.42685965e+02 -3.06256641e-02  1.54803825e+02 -1.42218288e+02
  4.78798668e-01  1.55302174e+02 -1.42704226e+02 -2.82752761e-02
  1.54801869e+02 -1.42193561e+02  4.96012853e-01  1.55299805e+02
 -1.42704373e+02 -1.45799492e-02  1.54804311e+02 -1.42213035e+02
  4.70361533e-01  1.55307943e+02 -1.42694760e+02 -8.52628291e-03
  1.54805121e+02 -1.42188510e+02  4.73085661e-01  1.55292318e+02
 -1.42697639e+02 -4.41070710e-02  1.54810752e+02 -1.42176245e+02
  4.57922429e-01  1.55311207e+02 -1.42706582e+02 -2.41497340e-02
  1.54810630e+02 -1.42184018e+02  4.68142960e-01  1.55308668e+02
 -1.42713190e+02 -2.16955854e-02  1.54800172e+02 -1.42220061e+02
  4.63196969e-01  1.55309692e+02 -1.42716949e+02 -3.83514464e-03
  1.54801339e+02 -1.42194008e+02  4.50373840e-01  1.55292305e+02
 -1.42702333e+02 -1.43395499e-02  1.54804796e+02 -1.42193605e+02
  4.64723337e-01  1.55299792e+02 -1.42734176e+02 -3.56673285e-02
  1.54794875e+02 -1.42223356e+02  4.57045617e-01  1.55290398e+02
 -1.42690181e+02 -1.77532959e-02  1.54805039e+02 -1.42202005e+02
  4.72989835e-01  1.55308073e+02]
Niter:  3 row:  289 ngroup:  26 nlines:  6193 gd:  5708
[ 1.20732535e-10 -1.03198848e-05 -2.82782605e-01  1.61518146e+04
 -1.42692350e+02 -2.07670997e-02  1.54802389e+02 -1.42192200e+02
  4.52986769e-01  1.55299323e+02 -1.42693700e+02 -2.59640280e-02
  1.54799879e+02 -1.42210601e+02  4.80923160e-01  1.55299808e+02
 -1.42685965e+02 -3.06256641e-02  1.54803825e+02 -1.42218288e+02
  4.78798668e-01  1.55302174e+02 -1.42704226e+02 -2.82752761e-02
  1.54801869e+02 -1.42193561e+02  4.96012853e-01  1.55299805e+02
 -1.42704373e+02 -1.45799492e-02  1.54804311e+02 -1.42213035e+02
  4.70361533e-01  1.55307943e+02 -1.42694760e+02 -8.52628291e-03
  1.54805121e+02 -1.42188510e+02  4.73085661e-01  1.55292318e+02
 -1.42697639e+02 -4.41070710e-02  1.54810752e+02 -1.42176245e+02
  4.57922429e-01  1.55311207e+02 -1.42706582e+02 -2.41497340e-02
  1.54810630e+02 -1.42184018e+02  4.68142960e-01  1.55308668e+02
 -1.42713190e+02 -2.16955854e-02  1.54800172e+02 -1.42220061e+02
  4.63196969e-01  1.55309692e+02 -1.42716949e+02 -3.83514464e-03
  1.54801339e+02 -1.42194008e+02  4.50373840e-01  1.55292305e+02
 -1.42702333e+02 -1.43395499e-02  1.54804796e+02 -1.42193605e+02
  4.64723337e-01  1.55299792e+02 -1.42734176e+02 -3.56673285e-02
  1.54794875e+02 -1.42223356e+02  4.57045617e-01  1.55290398e+02
 -1.42690181e+02 -1.77532959e-02  1.54805039e+02 -1.42202005e+02
  4.72989835e-01  1.55308073e+02]
res:  5708 -0.0005178559840715025 0.014944558994102408 0.023079593954061263
[ 1.20815378e-10 -1.03198848e-05 -2.82782605e-01  1.61518146e+04
 -1.42692350e+02 -2.07670997e-02  1.54802389e+02 -1.42192200e+02
  4.52986769e-01  1.55299323e+02 -1.42693700e+02 -2.59640280e-02
  1.54799879e+02 -1.42210601e+02  4.80923160e-01  1.55299808e+02
 -1.42685965e+02 -3.06256641e-02  1.54803825e+02 -1.42218288e+02
  4.78798668e-01  1.55302174e+02 -1.42704226e+02 -2.82752761e-02
  1.54801869e+02 -1.42193561e+02  4.96012853e-01  1.55299805e+02
 -1.42704373e+02 -1.45799492e-02  1.54804311e+02 -1.42213035e+02
  4.70361533e-01  1.55307943e+02 -1.42694760e+02 -8.52628291e-03
  1.54805121e+02 -1.42188510e+02  4.73085661e-01  1.55292318e+02
 -1.42697639e+02 -4.41070710e-02  1.54810752e+02 -1.42176245e+02
  4.57922429e-01  1.55311207e+02 -1.42706582e+02 -2.41497340e-02
  1.54810630e+02 -1.42184018e+02  4.68142960e-01  1.55308668e+02
 -1.42713190e+02 -2.16955854e-02  1.54800172e+02 -1.42220061e+02
  4.63196969e-01  1.55309692e+02 -1.42716949e+02 -3.83514464e-03
  1.54801339e+02 -1.42194008e+02  4.50373840e-01  1.55292305e+02
 -1.42702333e+02 -1.43395499e-02  1.54804796e+02 -1.42193605e+02
  4.64723337e-01  1.55299792e+02 -1.42734176e+02 -3.56673285e-02
  1.54794875e+02 -1.42223356e+02  4.57045617e-01  1.55290398e+02
 -1.42690181e+02 -1.77532959e-02  1.54805039e+02 -1.42202005e+02
  4.72989835e-01  1.55308073e+02]
Niter:  4 row:  289 ngroup:  26 nlines:  6193 gd:  5706
[ 1.20815378e-10 -1.03198848e-05 -2.82782605e-01  1.61518146e+04
 -1.42692350e+02 -2.07670997e-02  1.54802389e+02 -1.42192200e+02
  4.52986769e-01  1.55299323e+02 -1.42693700e+02 -2.59640280e-02
  1.54799879e+02 -1.42210601e+02  4.80923160e-01  1.55299808e+02
 -1.42685965e+02 -3.06256641e-02  1.54803825e+02 -1.42218288e+02
  4.78798668e-01  1.55302174e+02 -1.42704226e+02 -2.82752761e-02
  1.54801869e+02 -1.42193561e+02  4.96012853e-01  1.55299805e+02
 -1.42704373e+02 -1.45799492e-02  1.54804311e+02 -1.42213035e+02
  4.70361533e-01  1.55307943e+02 -1.42694760e+02 -8.52628291e-03
  1.54805121e+02 -1.42188510e+02  4.73085661e-01  1.55292318e+02
 -1.42697639e+02 -4.41070710e-02  1.54810752e+02 -1.42176245e+02
  4.57922429e-01  1.55311207e+02 -1.42706582e+02 -2.41497340e-02
  1.54810630e+02 -1.42184018e+02  4.68142960e-01  1.55308668e+02
 -1.42713190e+02 -2.16955854e-02  1.54800172e+02 -1.42220061e+02
  4.63196969e-01  1.55309692e+02 -1.42716949e+02 -3.83514464e-03
  1.54801339e+02 -1.42194008e+02  4.50373840e-01  1.55292305e+02
 -1.42702333e+02 -1.43395499e-02  1.54804796e+02 -1.42193605e+02
  4.64723337e-01  1.55299792e+02 -1.42734176e+02 -3.56673285e-02
  1.54794875e+02 -1.42223356e+02  4.57045617e-01  1.55290398e+02
 -1.42690181e+02 -1.77532959e-02  1.54805039e+02 -1.42202005e+02
  4.72989835e-01  1.55308073e+02]
res:  5706 -0.0002174825276597403 0.014760471565750777 0.02303155909084464
[ 1.20815390e-10 -1.03198838e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
Niter:  5 row:  289 ngroup:  26 nlines:  6193 gd:  5706
[ 1.20815390e-10 -1.03198838e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
res:  5706 -0.0005667471177730476 0.014851700270810397 0.023018913213247404
[ 1.20874901e-10 -1.03198838e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
Niter:  6 row:  289 ngroup:  26 nlines:  6193 gd:  5706
[ 1.20874901e-10 -1.03198838e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
res:  5706 -0.0006550199523189804 0.014824031673924765 0.023017418506070184
[ 1.20868300e-10 -1.03198526e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
Saving figure to  wave_resid_43670005_fiber289.png
Final values:
res:  -0.0006550199523189804 0.023017418506070184
pars:  [ 1.20868300e-10 -1.03198526e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
289 [ 1.20868300e-10 -1.03198526e-05 -2.82782577e-01  1.61518129e+04
 -1.42702873e+02 -2.64436114e-02  1.54801009e+02 -1.42202699e+02
  4.47278996e-01  1.55297829e+02 -1.42704003e+02 -3.16625403e-02
  1.54798307e+02 -1.42221281e+02  4.75225579e-01  1.55298378e+02
 -1.42696439e+02 -3.62991546e-02  1.54800082e+02 -1.42234273e+02
  4.73094614e-01  1.55300668e+02 -1.42714795e+02 -3.39653391e-02
  1.54800398e+02 -1.42204076e+02  4.90307117e-01  1.55298245e+02
 -1.42714863e+02 -2.02698455e-02  1.54802829e+02 -1.42223319e+02
  4.64672847e-01  1.55306566e+02 -1.42705055e+02 -1.42110604e-02
  1.54801518e+02 -1.42198922e+02  4.67381870e-01  1.55290828e+02
 -1.42708228e+02 -4.97938441e-02  1.54809275e+02 -1.42181800e+02
  4.52246113e-01  1.55307684e+02 -1.42717113e+02 -2.98423848e-02
  1.54809161e+02 -1.42194506e+02  4.62429998e-01  1.55305019e+02
 -1.42723634e+02 -2.73960390e-02  1.54798632e+02 -1.42230328e+02
  4.57467873e-01  1.55308218e+02 -1.42727453e+02 -9.51442842e-03
  1.54799993e+02 -1.42204421e+02  4.44683102e-01  1.55288563e+02
 -1.42712790e+02 -1.62352019e-02  1.54803200e+02 -1.42203987e+02
  4.59017028e-01  1.55298301e+02 -1.42744553e+02 -4.13609136e-02
  1.54793356e+02 -1.42233882e+02  4.51343758e-01  1.55289009e+02
 -1.42700649e+02 -2.34165619e-02  1.54803486e+02 -1.42207670e+02
  4.70628938e-01  1.55306712e+02]
--- Row 291/300 row=290 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  290
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=290 ---
Niter:  0 row:  290 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0011468776701804018 0.015505568720072915 0.03290914537815821
[ 1.21532609e-10 -1.03204942e-05 -2.82790854e-01  1.61518399e+04
 -1.42608562e+02  4.05904852e-14  1.54802933e+02]
Niter:  1 row:  290 ngroup:  1 nlines:  238 gd:  227
[ 1.21532609e-10 -1.03204942e-05 -2.82790854e-01  1.61518399e+04
 -1.42608562e+02  4.05904852e-14  1.54802933e+02]
res:  227 -0.0013235558926680824 0.015272048491169699 0.022907844739344173
[ 1.21738238e-10 -1.03201231e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
Niter:  2 row:  290 ngroup:  1 nlines:  238 gd:  226
[ 1.21738238e-10 -1.03201231e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
res:  226 -0.0014260428015404614 0.01575197441070486 0.022449263251221013
[ 1.21795690e-10 -1.03201231e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
Niter:  3 row:  290 ngroup:  1 nlines:  238 gd:  226
[ 1.21795690e-10 -1.03201231e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
res:  226 -0.0016013432414183626 0.015590779813464906 0.022447319818932075
[ 1.21771689e-10 -1.03200532e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
Niter:  4 row:  290 ngroup:  1 nlines:  238 gd:  226
[ 1.21771689e-10 -1.03200532e-05 -2.82791871e-01  1.61518420e+04
 -1.42602192e+02 -2.75225911e-11  1.54811220e+02]
res:  226 -0.001675502710895671 0.015214044498861767 0.022442658023067764
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
Niter:  5 row:  290 ngroup:  1 nlines:  238 gd:  226
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
res:  226 -0.001675502710895671 0.015214044498861767 0.022442658023067764
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
Niter:  6 row:  290 ngroup:  1 nlines:  238 gd:  226
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
res:  226 -0.001675502710895671 0.015214044498861767 0.022442658023067764
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
Final values:
res:  -0.001675502710895671 0.022442658023067764
pars:  [ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
290 [ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02]
elapsed: 2.9 sec.
Niter:  0 row:  290 ngroup:  26 nlines:  6228 gd:  6228
[ 1.21829683e-10 -1.03198949e-05 -2.82792098e-01  1.61518419e+04
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02 -1.42600296e+02 -1.75375130e-09
  1.54814216e+02 -1.42600296e+02 -1.75375130e-09  1.54814216e+02
 -1.42600296e+02 -1.75375130e-09  1.54814216e+02 -1.42600296e+02
 -1.75375130e-09  1.54814216e+02]
res:  6228 0.0004774400176756899 0.014705959608363628 0.033897924931109324
[ 1.21829695e-10 -1.03198959e-05 -2.82792070e-01  1.61518403e+04
 -1.42600253e+02  2.07228431e-03  1.54816805e+02 -1.42082185e+02
  5.04601086e-01  1.55304673e+02 -1.42584655e+02 -4.78359453e-03
  1.54808512e+02 -1.42049727e+02  4.87850670e-01  1.55306138e+02
 -1.42597624e+02 -1.76515532e-02  1.54817520e+02 -1.42112294e+02
  4.82720113e-01  1.55305160e+02 -1.42584131e+02  6.59398803e-03
  1.54802809e+02 -1.42085700e+02  4.85620498e-01  1.55319072e+02
 -1.42581740e+02  6.59432517e-03  1.54808590e+02 -1.42097179e+02
  5.03267129e-01  1.55311631e+02 -1.42576169e+02  1.17894678e-02
  1.54807241e+02 -1.42079907e+02  4.84320784e-01  1.55303029e+02
 -1.42578111e+02  9.72201317e-03  1.54811716e+02 -1.42108370e+02
  5.32214130e-01  1.55312280e+02 -1.42603909e+02 -2.07826594e-02
  1.54818964e+02 -1.42098611e+02  5.18200090e-01  1.55308200e+02
 -1.42572500e+02 -1.10610655e-02  1.54802558e+02 -1.42087479e+02
  4.96312688e-01  1.55312490e+02 -1.42591009e+02 -8.78463739e-03
  1.54800520e+02 -1.42086476e+02  4.83322962e-01  1.55310145e+02
 -1.42594118e+02  1.71167317e-02  1.54814802e+02 -1.42081664e+02
  4.88517220e-01  1.55320349e+02 -1.42607941e+02  1.13169702e-02
  1.54806334e+02 -1.42104238e+02  4.96580647e-01  1.55303560e+02
 -1.42590891e+02  3.28169826e-03  1.54808137e+02 -1.42097770e+02
  5.19314744e-01  1.55315903e+02]
Niter:  1 row:  290 ngroup:  26 nlines:  6228 gd:  5786
[ 1.21829695e-10 -1.03198959e-05 -2.82792070e-01  1.61518403e+04
 -1.42600253e+02  2.07228431e-03  1.54816805e+02 -1.42082185e+02
  5.04601086e-01  1.55304673e+02 -1.42584655e+02 -4.78359453e-03
  1.54808512e+02 -1.42049727e+02  4.87850670e-01  1.55306138e+02
 -1.42597624e+02 -1.76515532e-02  1.54817520e+02 -1.42112294e+02
  4.82720113e-01  1.55305160e+02 -1.42584131e+02  6.59398803e-03
  1.54802809e+02 -1.42085700e+02  4.85620498e-01  1.55319072e+02
 -1.42581740e+02  6.59432517e-03  1.54808590e+02 -1.42097179e+02
  5.03267129e-01  1.55311631e+02 -1.42576169e+02  1.17894678e-02
  1.54807241e+02 -1.42079907e+02  4.84320784e-01  1.55303029e+02
 -1.42578111e+02  9.72201317e-03  1.54811716e+02 -1.42108370e+02
  5.32214130e-01  1.55312280e+02 -1.42603909e+02 -2.07826594e-02
  1.54818964e+02 -1.42098611e+02  5.18200090e-01  1.55308200e+02
 -1.42572500e+02 -1.10610655e-02  1.54802558e+02 -1.42087479e+02
  4.96312688e-01  1.55312490e+02 -1.42591009e+02 -8.78463739e-03
  1.54800520e+02 -1.42086476e+02  4.83322962e-01  1.55310145e+02
 -1.42594118e+02  1.71167317e-02  1.54814802e+02 -1.42081664e+02
  4.88517220e-01  1.55320349e+02 -1.42607941e+02  1.13169702e-02
  1.54806334e+02 -1.42104238e+02  4.96580647e-01  1.55303560e+02
 -1.42590891e+02  3.28169826e-03  1.54808137e+02 -1.42097770e+02
  5.19314744e-01  1.55315903e+02]
res:  5786 -6.718130225635832e-05 0.014659175541055447 0.022921564797088
[ 1.21829707e-10 -1.03198970e-05 -2.82792041e-01  1.61518387e+04
 -1.42614269e+02 -1.14131821e-02  1.54804671e+02 -1.42088466e+02
  5.02104962e-01  1.55298830e+02 -1.42584614e+02 -1.80088165e-02
  1.54801192e+02 -1.42088423e+02  4.71687218e-01  1.55296512e+02
 -1.42599238e+02 -8.44760766e-03  1.54813074e+02 -1.42114872e+02
  4.65047433e-01  1.55302249e+02 -1.42593805e+02  2.84586575e-04
  1.54801881e+02 -1.42100960e+02  4.74644627e-01  1.55310680e+02
 -1.42598987e+02  3.87144636e-03  1.54803108e+02 -1.42103283e+02
  4.89600872e-01  1.55306859e+02 -1.42588419e+02  7.65284512e-03
  1.54802469e+02 -1.42084529e+02  4.72063157e-01  1.55300309e+02
 -1.42584397e+02  3.01544659e-03  1.54809651e+02 -1.42101410e+02
  5.06287030e-01  1.55309429e+02 -1.42605352e+02 -1.77584728e-02
  1.54811962e+02 -1.42097099e+02  4.91756826e-01  1.55305940e+02
 -1.42576050e+02  9.02910093e-03  1.54795999e+02 -1.42095785e+02
  4.71224511e-01  1.55301110e+02 -1.42593389e+02 -5.74495415e-03
  1.54792719e+02 -1.42113447e+02  4.87202760e-01  1.55298097e+02
 -1.42616926e+02  1.19368842e-02  1.54803528e+02 -1.42100167e+02
  4.97010503e-01  1.55313943e+02 -1.42622774e+02 -1.78406591e-03
  1.54800053e+02 -1.42100556e+02  4.79816949e-01  1.55296897e+02
 -1.42604257e+02  2.50477373e-03  1.54804054e+02 -1.42103103e+02
  4.93859337e-01  1.55308060e+02]
Niter:  2 row:  290 ngroup:  26 nlines:  6228 gd:  5789
[ 1.21829707e-10 -1.03198970e-05 -2.82792041e-01  1.61518387e+04
 -1.42614269e+02 -1.14131821e-02  1.54804671e+02 -1.42088466e+02
  5.02104962e-01  1.55298830e+02 -1.42584614e+02 -1.80088165e-02
  1.54801192e+02 -1.42088423e+02  4.71687218e-01  1.55296512e+02
 -1.42599238e+02 -8.44760766e-03  1.54813074e+02 -1.42114872e+02
  4.65047433e-01  1.55302249e+02 -1.42593805e+02  2.84586575e-04
  1.54801881e+02 -1.42100960e+02  4.74644627e-01  1.55310680e+02
 -1.42598987e+02  3.87144636e-03  1.54803108e+02 -1.42103283e+02
  4.89600872e-01  1.55306859e+02 -1.42588419e+02  7.65284512e-03
  1.54802469e+02 -1.42084529e+02  4.72063157e-01  1.55300309e+02
 -1.42584397e+02  3.01544659e-03  1.54809651e+02 -1.42101410e+02
  5.06287030e-01  1.55309429e+02 -1.42605352e+02 -1.77584728e-02
  1.54811962e+02 -1.42097099e+02  4.91756826e-01  1.55305940e+02
 -1.42576050e+02  9.02910093e-03  1.54795999e+02 -1.42095785e+02
  4.71224511e-01  1.55301110e+02 -1.42593389e+02 -5.74495415e-03
  1.54792719e+02 -1.42113447e+02  4.87202760e-01  1.55298097e+02
 -1.42616926e+02  1.19368842e-02  1.54803528e+02 -1.42100167e+02
  4.97010503e-01  1.55313943e+02 -1.42622774e+02 -1.78406591e-03
  1.54800053e+02 -1.42100556e+02  4.79816949e-01  1.55296897e+02
 -1.42604257e+02  2.50477373e-03  1.54804054e+02 -1.42103103e+02
  4.93859337e-01  1.55308060e+02]
res:  5789 -0.00014729750364494976 0.014714795889631205 0.022932704616541767
[ 1.21829720e-10 -1.03198980e-05 -2.82792013e-01  1.61518371e+04
 -1.42621256e+02 -1.71199595e-02  1.54799898e+02 -1.42095467e+02
  4.96397963e-01  1.55294066e+02 -1.42591617e+02 -2.37149666e-02
  1.54796415e+02 -1.42100312e+02  4.62797507e-01  1.55291739e+02
 -1.42606206e+02 -7.52168577e-03  1.54808306e+02 -1.42116314e+02
  4.59338244e-01  1.55297478e+02 -1.42600791e+02 -1.91241374e-03
  1.54797106e+02 -1.42107970e+02  4.68938472e-01  1.55303848e+02
 -1.42605993e+02 -1.84197726e-03  1.54798339e+02 -1.42110270e+02
  4.83887668e-01  1.55302094e+02 -1.42600699e+02  1.94265357e-03
  1.54797698e+02 -1.42091501e+02  4.63057813e-01  1.55295552e+02
 -1.42591407e+02 -2.68690995e-03  1.54804882e+02 -1.42103702e+02
  4.97660046e-01  1.55304667e+02 -1.42612350e+02 -2.34734807e-02
  1.54807187e+02 -1.42098668e+02  4.80048410e-01  1.55301168e+02
 -1.42583060e+02  6.72500762e-03  1.54791233e+02 -1.42102768e+02
  4.62368548e-01  1.55296340e+02 -1.42600388e+02 -1.14587765e-02
  1.54787951e+02 -1.42120416e+02  4.81493769e-01  1.55293329e+02
 -1.42623946e+02  6.22488893e-03  1.54798756e+02 -1.42107143e+02
  4.91307134e-01  1.55309170e+02 -1.42629769e+02 -7.47453609e-03
  1.54795288e+02 -1.42102082e+02  4.71223581e-01  1.55292130e+02
 -1.42611232e+02 -3.20320864e-03  1.54799282e+02 -1.42110097e+02
  4.88140081e-01  1.55301205e+02]
Niter:  3 row:  290 ngroup:  26 nlines:  6228 gd:  5790
[ 1.21829720e-10 -1.03198980e-05 -2.82792013e-01  1.61518371e+04
 -1.42621256e+02 -1.71199595e-02  1.54799898e+02 -1.42095467e+02
  4.96397963e-01  1.55294066e+02 -1.42591617e+02 -2.37149666e-02
  1.54796415e+02 -1.42100312e+02  4.62797507e-01  1.55291739e+02
 -1.42606206e+02 -7.52168577e-03  1.54808306e+02 -1.42116314e+02
  4.59338244e-01  1.55297478e+02 -1.42600791e+02 -1.91241374e-03
  1.54797106e+02 -1.42107970e+02  4.68938472e-01  1.55303848e+02
 -1.42605993e+02 -1.84197726e-03  1.54798339e+02 -1.42110270e+02
  4.83887668e-01  1.55302094e+02 -1.42600699e+02  1.94265357e-03
  1.54797698e+02 -1.42091501e+02  4.63057813e-01  1.55295552e+02
 -1.42591407e+02 -2.68690995e-03  1.54804882e+02 -1.42103702e+02
  4.97660046e-01  1.55304667e+02 -1.42612350e+02 -2.34734807e-02
  1.54807187e+02 -1.42098668e+02  4.80048410e-01  1.55301168e+02
 -1.42583060e+02  6.72500762e-03  1.54791233e+02 -1.42102768e+02
  4.62368548e-01  1.55296340e+02 -1.42600388e+02 -1.14587765e-02
  1.54787951e+02 -1.42120416e+02  4.81493769e-01  1.55293329e+02
 -1.42623946e+02  6.22488893e-03  1.54798756e+02 -1.42107143e+02
  4.91307134e-01  1.55309170e+02 -1.42629769e+02 -7.47453609e-03
  1.54795288e+02 -1.42102082e+02  4.71223581e-01  1.55292130e+02
 -1.42611232e+02 -3.20320864e-03  1.54799282e+02 -1.42110097e+02
  4.88140081e-01  1.55301205e+02]
res:  5790 -0.000579952171392506 0.014333370489111985 0.02280535788006222
[ 1.21507312e-10 -1.03198105e-05 -2.82784190e-01  1.61518387e+04
 -1.42669072e+02 -1.04485340e-02  1.54847064e+02 -1.42143678e+02
  5.02996069e-01  1.55341301e+02 -1.42640211e+02 -1.67957562e-02
  1.54843503e+02 -1.42148555e+02  4.70121055e-01  1.55338887e+02
 -1.42653499e+02  2.54016815e-04  1.54855642e+02 -1.42164922e+02
  4.65564399e-01  1.55344710e+02 -1.42648637e+02  4.51954930e-03
  1.54844297e+02 -1.42156550e+02  4.75796900e-01  1.55350986e+02
 -1.42654544e+02  4.51271350e-03  1.54845662e+02 -1.42157973e+02
  4.89956810e-01  1.55349362e+02 -1.42649492e+02  8.19772584e-03
  1.54844793e+02 -1.42139269e+02  4.69027301e-01  1.55342893e+02
 -1.42639962e+02  4.36727175e-03  1.54852066e+02 -1.42152237e+02
  5.04069967e-01  1.55351889e+02 -1.42660416e+02 -1.69705373e-02
  1.54854443e+02 -1.42147238e+02  4.86055815e-01  1.55348293e+02
 -1.42631812e+02  1.36309399e-02  1.54838455e+02 -1.42150372e+02
  4.68731510e-01  1.55343576e+02 -1.42648362e+02 -5.30369762e-03
  1.54835170e+02 -1.42168010e+02  4.87819137e-01  1.55340582e+02
 -1.42673233e+02  1.29898113e-02  1.54845976e+02 -1.42154925e+02
  4.98047945e-01  1.55356254e+02 -1.42677890e+02  2.44501925e-05
  1.54842519e+02 -1.42150755e+02  4.77467176e-01  1.55339314e+02
 -1.42658829e+02  3.33586239e-03  1.54846528e+02 -1.42158762e+02
  4.94119612e-01  1.55348416e+02]
Niter:  4 row:  290 ngroup:  26 nlines:  6228 gd:  5771
[ 1.21507312e-10 -1.03198105e-05 -2.82784190e-01  1.61518387e+04
 -1.42669072e+02 -1.04485340e-02  1.54847064e+02 -1.42143678e+02
  5.02996069e-01  1.55341301e+02 -1.42640211e+02 -1.67957562e-02
  1.54843503e+02 -1.42148555e+02  4.70121055e-01  1.55338887e+02
 -1.42653499e+02  2.54016815e-04  1.54855642e+02 -1.42164922e+02
  4.65564399e-01  1.55344710e+02 -1.42648637e+02  4.51954930e-03
  1.54844297e+02 -1.42156550e+02  4.75796900e-01  1.55350986e+02
 -1.42654544e+02  4.51271350e-03  1.54845662e+02 -1.42157973e+02
  4.89956810e-01  1.55349362e+02 -1.42649492e+02  8.19772584e-03
  1.54844793e+02 -1.42139269e+02  4.69027301e-01  1.55342893e+02
 -1.42639962e+02  4.36727175e-03  1.54852066e+02 -1.42152237e+02
  5.04069967e-01  1.55351889e+02 -1.42660416e+02 -1.69705373e-02
  1.54854443e+02 -1.42147238e+02  4.86055815e-01  1.55348293e+02
 -1.42631812e+02  1.36309399e-02  1.54838455e+02 -1.42150372e+02
  4.68731510e-01  1.55343576e+02 -1.42648362e+02 -5.30369762e-03
  1.54835170e+02 -1.42168010e+02  4.87819137e-01  1.55340582e+02
 -1.42673233e+02  1.29898113e-02  1.54845976e+02 -1.42154925e+02
  4.98047945e-01  1.55356254e+02 -1.42677890e+02  2.44501925e-05
  1.54842519e+02 -1.42150755e+02  4.77467176e-01  1.55339314e+02
 -1.42658829e+02  3.33586239e-03  1.54846528e+02 -1.42158762e+02
  4.94119612e-01  1.55348416e+02]
res:  5771 -0.00039650667713431176 0.014388640665856656 0.022494274133317133
[ 1.21507299e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
Niter:  5 row:  290 ngroup:  26 nlines:  6228 gd:  5771
[ 1.21507299e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
res:  5771 -0.00032674176054570125 0.014379503034433583 0.022493360584425956
[ 1.21493239e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
Niter:  6 row:  290 ngroup:  26 nlines:  6228 gd:  5773
[ 1.21493239e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
res:  5773 -0.0003059071605093777 0.014381167796273076 0.022520523698958062
[ 1.21491691e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
Saving figure to  wave_resid_43670005_fiber290.png
Final values:
res:  -0.0003059071605093777 0.022520523698958062
pars:  [ 1.21491691e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
290 [ 1.21491691e-10 -1.03198115e-05 -2.82784218e-01  1.61518370e+04
 -1.42671435e+02 -1.66120033e-02  1.54843485e+02 -1.42145832e+02
  5.00220250e-01  1.55335847e+02 -1.42642087e+02 -1.96427335e-02
  1.54837973e+02 -1.42161139e+02  4.63385628e-01  1.55333322e+02
 -1.42655893e+02 -2.70999579e-03  1.54849980e+02 -1.42172542e+02
  4.65305197e-01  1.55339131e+02 -1.42650901e+02  1.81895142e-03
  1.54838734e+02 -1.42158760e+02  4.69625805e-01  1.55343453e+02
 -1.42656647e+02 -1.64942537e-03  1.54840089e+02 -1.42155629e+02
  4.83835528e-01  1.55343860e+02 -1.42656429e+02  2.05641782e-03
  1.54839359e+02 -1.42141303e+02  4.62912080e-01  1.55337474e+02
 -1.42642077e+02 -2.12965541e-03  1.54846560e+02 -1.42154455e+02
  4.94597393e-01  1.55346456e+02 -1.42662866e+02 -1.63125014e-02
  1.54846585e+02 -1.42154385e+02  4.82987280e-01  1.55342791e+02
 -1.42633790e+02  3.89673870e-03  1.54835023e+02 -1.42152852e+02
  4.62574711e-01  1.55338053e+02 -1.42650832e+02 -1.14317057e-02
  1.54829670e+02 -1.42170165e+02  4.91149141e-01  1.55335058e+02
 -1.42674924e+02  1.33791604e-02  1.54842420e+02 -1.42156972e+02
  4.91874032e-01  1.55350763e+02 -1.42680137e+02 -6.21827332e-03
  1.54837071e+02 -1.42153062e+02  4.74528042e-01  1.55333838e+02
 -1.42661102e+02  2.95689238e-03  1.54840926e+02 -1.42160591e+02
  4.88007338e-01  1.55342917e+02]
--- Row 292/300 row=291 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  291
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=291 ---
Niter:  0 row:  291 ngroup:  1 nlines:  234 gd:  234
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  234 0.0024116743152262643 0.01634140076384938 0.038131673384215095
[ 1.21049583e-10 -1.03196188e-05 -2.82778572e-01  1.61518250e+04
 -1.42658187e+02  1.35500232e-13  1.54853078e+02]
Niter:  1 row:  291 ngroup:  1 nlines:  234 gd:  218
[ 1.21049583e-10 -1.03196188e-05 -2.82778572e-01  1.61518250e+04
 -1.42658187e+02  1.35500232e-13  1.54853078e+02]
res:  218 -0.00035269450290797977 0.01666740569362446 0.025590655237543603
[ 1.21578036e-10 -1.03196095e-05 -2.82786452e-01  1.61518296e+04
 -1.42603715e+02  2.93460973e-12  1.54828272e+02]
Niter:  2 row:  291 ngroup:  1 nlines:  234 gd:  219
[ 1.21578036e-10 -1.03196095e-05 -2.82786452e-01  1.61518296e+04
 -1.42603715e+02  2.93460973e-12  1.54828272e+02]
res:  219 -0.0003078011031902861 0.01657161904131499 0.026002093073078814
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
Niter:  3 row:  291 ngroup:  1 nlines:  234 gd:  219
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
res:  219 -0.0003078011031902861 0.01657161904131499 0.026002093073078814
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
Niter:  4 row:  291 ngroup:  1 nlines:  234 gd:  219
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
res:  219 -0.0003078011031902861 0.01657161904131499 0.026002093073078814
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
Niter:  5 row:  291 ngroup:  1 nlines:  234 gd:  219
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
res:  219 -0.0003078011031902861 0.01657161904131499 0.026002093073078814
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
Niter:  6 row:  291 ngroup:  1 nlines:  234 gd:  219
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
res:  219 -0.0003078011031902861 0.01657161904131499 0.026002093073078814
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
Final values:
res:  -0.0003078011031902861 0.026002093073078814
pars:  [ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
291 [ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02]
elapsed: 3.0 sec.
Niter:  0 row:  291 ngroup:  26 nlines:  6236 gd:  6236
[ 1.21657388e-10 -1.03196666e-05 -2.82787535e-01  1.61518307e+04
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02 -1.42594156e+02 -5.39762667e-11
  1.54826669e+02 -1.42594156e+02 -5.39762667e-11  1.54826669e+02
 -1.42594156e+02 -5.39762667e-11  1.54826669e+02 -1.42594156e+02
 -5.39762667e-11  1.54826669e+02]
res:  6236 0.0014555811794707552 0.015145503715757513 0.03658740099665147
[ 1.21657376e-10 -1.03196676e-05 -2.82787507e-01  1.61518291e+04
 -1.42594306e+02  1.41862721e-02  1.54827513e+02 -1.42084546e+02
  5.12972715e-01  1.55329738e+02 -1.42600274e+02  2.54900409e-02
  1.54825150e+02 -1.42123211e+02  5.15250884e-01  1.55335479e+02
 -1.42624108e+02 -2.63361500e-04  1.54829078e+02 -1.42109336e+02
  4.88054455e-01  1.55325871e+02 -1.42597889e+02  8.67363404e-03
  1.54823207e+02 -1.42094801e+02  5.45819164e-01  1.55337169e+02
 -1.42598277e+02  4.87760248e-02  1.54827817e+02 -1.42093933e+02
  5.22417410e-01  1.55325498e+02 -1.42591244e+02  1.27897082e-02
  1.54832516e+02 -1.42113256e+02  5.02427114e-01  1.55326060e+02
 -1.42598971e+02  2.24208243e-02  1.54835045e+02 -1.42119317e+02
  5.01831666e-01  1.55336063e+02 -1.42626595e+02  3.72386127e-02
  1.54829690e+02 -1.42113595e+02  4.90921044e-01  1.55331873e+02
 -1.42579598e+02  1.07938986e-02  1.54828132e+02 -1.42100005e+02
  5.07479822e-01  1.55344465e+02 -1.42628318e+02 -8.61414825e-03
  1.54820322e+02 -1.42110280e+02  5.01373370e-01  1.55319790e+02
 -1.42626357e+02  1.46584614e-02  1.54832714e+02 -1.42059085e+02
  5.04413819e-01  1.55335783e+02 -1.42609429e+02 -8.65598161e-03
  1.54830986e+02 -1.42102595e+02  5.16125207e-01  1.55323017e+02
 -1.42607592e+02  1.63259798e-02  1.54824324e+02 -1.42076684e+02
  5.04502008e-01  1.55332754e+02]
Niter:  1 row:  291 ngroup:  26 nlines:  6236 gd:  5776
[ 1.21657376e-10 -1.03196676e-05 -2.82787507e-01  1.61518291e+04
 -1.42594306e+02  1.41862721e-02  1.54827513e+02 -1.42084546e+02
  5.12972715e-01  1.55329738e+02 -1.42600274e+02  2.54900409e-02
  1.54825150e+02 -1.42123211e+02  5.15250884e-01  1.55335479e+02
 -1.42624108e+02 -2.63361500e-04  1.54829078e+02 -1.42109336e+02
  4.88054455e-01  1.55325871e+02 -1.42597889e+02  8.67363404e-03
  1.54823207e+02 -1.42094801e+02  5.45819164e-01  1.55337169e+02
 -1.42598277e+02  4.87760248e-02  1.54827817e+02 -1.42093933e+02
  5.22417410e-01  1.55325498e+02 -1.42591244e+02  1.27897082e-02
  1.54832516e+02 -1.42113256e+02  5.02427114e-01  1.55326060e+02
 -1.42598971e+02  2.24208243e-02  1.54835045e+02 -1.42119317e+02
  5.01831666e-01  1.55336063e+02 -1.42626595e+02  3.72386127e-02
  1.54829690e+02 -1.42113595e+02  4.90921044e-01  1.55331873e+02
 -1.42579598e+02  1.07938986e-02  1.54828132e+02 -1.42100005e+02
  5.07479822e-01  1.55344465e+02 -1.42628318e+02 -8.61414825e-03
  1.54820322e+02 -1.42110280e+02  5.01373370e-01  1.55319790e+02
 -1.42626357e+02  1.46584614e-02  1.54832714e+02 -1.42059085e+02
  5.04413819e-01  1.55335783e+02 -1.42609429e+02 -8.65598161e-03
  1.54830986e+02 -1.42102595e+02  5.16125207e-01  1.55323017e+02
 -1.42607592e+02  1.63259798e-02  1.54824324e+02 -1.42076684e+02
  5.04502008e-01  1.55332754e+02]
res:  5776 -0.0003263250737290946 0.01519662383452669 0.02375478806954588
[ 1.21657388e-10 -1.03196686e-05 -2.82787478e-01  1.61518275e+04
 -1.42602624e+02 -7.51148584e-03  1.54814862e+02 -1.42101421e+02
  4.86347045e-01  1.55327335e+02 -1.42609304e+02  1.83125582e-02
  1.54819530e+02 -1.42121516e+02  5.04192649e-01  1.55320607e+02
 -1.42636518e+02 -1.88860165e-02  1.54828577e+02 -1.42117623e+02
  4.76669116e-01  1.55322839e+02 -1.42610328e+02  4.89370621e-03
  1.54822723e+02 -1.42097382e+02  5.25586621e-01  1.55321124e+02
 -1.42613180e+02  1.60352877e-02  1.54822857e+02 -1.42109786e+02
  4.74621475e-01  1.55316211e+02 -1.42603302e+02  4.95183196e-03
  1.54823012e+02 -1.42114491e+02  4.83196312e-01  1.55317311e+02
 -1.42605541e+02  2.98315509e-03  1.54821486e+02 -1.42119499e+02
  4.84828287e-01  1.55325393e+02 -1.42627862e+02  1.07521610e-02
  1.54820038e+02 -1.42128719e+02  4.66775341e-01  1.55316050e+02
 -1.42604682e+02 -3.76315268e-03  1.54825486e+02 -1.42105577e+02
  4.90572963e-01  1.55336767e+02 -1.42637701e+02 -2.39096455e-02
  1.54812546e+02 -1.42111495e+02  4.72298494e-01  1.55312151e+02
 -1.42622369e+02  9.46059182e-03  1.54817696e+02 -1.42093844e+02
  4.76562402e-01  1.55331740e+02 -1.42632226e+02 -2.12439126e-02
  1.54811029e+02 -1.42093244e+02  5.00403498e-01  1.55312556e+02
 -1.42605702e+02  1.81986349e-03  1.54817268e+02 -1.42078373e+02
  4.99664431e-01  1.55320591e+02]
Niter:  2 row:  291 ngroup:  26 nlines:  6236 gd:  5776
[ 1.21657388e-10 -1.03196686e-05 -2.82787478e-01  1.61518275e+04
 -1.42602624e+02 -7.51148584e-03  1.54814862e+02 -1.42101421e+02
  4.86347045e-01  1.55327335e+02 -1.42609304e+02  1.83125582e-02
  1.54819530e+02 -1.42121516e+02  5.04192649e-01  1.55320607e+02
 -1.42636518e+02 -1.88860165e-02  1.54828577e+02 -1.42117623e+02
  4.76669116e-01  1.55322839e+02 -1.42610328e+02  4.89370621e-03
  1.54822723e+02 -1.42097382e+02  5.25586621e-01  1.55321124e+02
 -1.42613180e+02  1.60352877e-02  1.54822857e+02 -1.42109786e+02
  4.74621475e-01  1.55316211e+02 -1.42603302e+02  4.95183196e-03
  1.54823012e+02 -1.42114491e+02  4.83196312e-01  1.55317311e+02
 -1.42605541e+02  2.98315509e-03  1.54821486e+02 -1.42119499e+02
  4.84828287e-01  1.55325393e+02 -1.42627862e+02  1.07521610e-02
  1.54820038e+02 -1.42128719e+02  4.66775341e-01  1.55316050e+02
 -1.42604682e+02 -3.76315268e-03  1.54825486e+02 -1.42105577e+02
  4.90572963e-01  1.55336767e+02 -1.42637701e+02 -2.39096455e-02
  1.54812546e+02 -1.42111495e+02  4.72298494e-01  1.55312151e+02
 -1.42622369e+02  9.46059182e-03  1.54817696e+02 -1.42093844e+02
  4.76562402e-01  1.55331740e+02 -1.42632226e+02 -2.12439126e-02
  1.54811029e+02 -1.42093244e+02  5.00403498e-01  1.55312556e+02
 -1.42605702e+02  1.81986349e-03  1.54817268e+02 -1.42078373e+02
  4.99664431e-01  1.55320591e+02]
res:  5776 -0.0003811771048276569 0.015182637274847366 0.02372232218533553
[ 1.21657401e-10 -1.03196697e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514322e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571502e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105227e-01  1.55315823e+02]
Niter:  3 row:  291 ngroup:  26 nlines:  6236 gd:  5779
[ 1.21657401e-10 -1.03196697e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514322e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571502e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105227e-01  1.55315823e+02]
res:  5779 -0.0004265707830199972 0.01524095539116388 0.02376338666639693
[ 1.21668846e-10 -1.03196697e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514322e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571502e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105227e-01  1.55315823e+02]
Niter:  4 row:  291 ngroup:  26 nlines:  6236 gd:  5779
[ 1.21668846e-10 -1.03196697e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514322e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571502e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105227e-01  1.55315823e+02]
res:  5779 -0.0004218839176246547 0.015237898821396811 0.023763329551724353
[ 1.21668846e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
Niter:  5 row:  291 ngroup:  26 nlines:  6236 gd:  5779
[ 1.21668846e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
res:  5779 -0.0004212870453557116 0.015239153722177434 0.023763328427893193
[ 1.21668996e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
Niter:  6 row:  291 ngroup:  26 nlines:  6236 gd:  5779
[ 1.21668996e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
res:  5779 -0.000421872974584403 0.01523789510702045 0.0237633294316088
[ 1.21668847e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
Saving figure to  wave_resid_43670005_fiber291.png
Final values:
res:  -0.000421872974584403 0.0237633294316088
pars:  [ 1.21668847e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
291 [ 1.21668847e-10 -1.03196707e-05 -2.82787450e-01  1.61518259e+04
 -1.42609616e+02 -1.32052320e-02  1.54810091e+02 -1.42108434e+02
  4.67514320e-01  1.55322569e+02 -1.42616294e+02  1.26119508e-02
  1.54814760e+02 -1.42123063e+02  4.98488354e-01  1.55313530e+02
 -1.42643523e+02 -2.45827059e-02  1.54823809e+02 -1.42124584e+02
  4.70961997e-01  1.55319999e+02 -1.42617333e+02  2.92884663e-03
  1.54817960e+02 -1.42104383e+02  5.19899605e-01  1.55316353e+02
 -1.42620154e+02  6.89564994e-03  1.54818084e+02 -1.42116775e+02
  4.65424682e-01  1.55311439e+02 -1.42610294e+02 -7.30335790e-04
  1.54818245e+02 -1.42121496e+02  4.74376381e-01  1.55312539e+02
 -1.42612535e+02 -2.72515281e-03  1.54816723e+02 -1.42126500e+02
  4.75748283e-01  1.55320625e+02 -1.42634833e+02 -2.50161066e-03
  1.54815266e+02 -1.42135710e+02  4.54571500e-01  1.55311279e+02
 -1.42611685e+02 -9.48666685e-03  1.54820721e+02 -1.42107299e+02
  4.84862461e-01  1.55332005e+02 -1.42644692e+02 -2.96116078e-02
  1.54807784e+02 -1.42118504e+02  4.66579037e-01  1.55307389e+02
 -1.42629372e+02  3.76780486e-03  1.54812931e+02 -1.42106266e+02
  4.70848246e-01  1.55326980e+02 -1.42639199e+02 -3.07239526e-02
  1.54806258e+02 -1.42095740e+02  4.94693083e-01  1.55307789e+02
 -1.42612696e+02 -3.87766757e-03  1.54812492e+02 -1.42079971e+02
  4.97105229e-01  1.55315823e+02]
--- Row 293/300 row=292 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  292
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=292 ---
Niter:  0 row:  292 ngroup:  1 nlines:  241 gd:  241
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  241 0.0005515549910342088 0.016072716398412012 0.03787074833362053
[ 1.19828714e-10 -1.03198032e-05 -2.82757427e-01  1.61518413e+04
 -1.42763675e+02 -7.89784240e-14  1.54944287e+02]
Niter:  1 row:  292 ngroup:  1 nlines:  241 gd:  218
[ 1.19828714e-10 -1.03198032e-05 -2.82757427e-01  1.61518413e+04
 -1.42763675e+02 -7.89784240e-14  1.54944287e+02]
res:  218 -0.0024226987534348154 0.015756550626974786 0.023448344701554897
[ 1.20999187e-10 -1.03194706e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
Niter:  2 row:  292 ngroup:  1 nlines:  241 gd:  215
[ 1.20999187e-10 -1.03194706e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
res:  215 -0.0021230778547760565 0.015931554742564913 0.022201409738782017
[ 1.20944147e-10 -1.03194706e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
Niter:  3 row:  292 ngroup:  1 nlines:  241 gd:  215
[ 1.20944147e-10 -1.03194706e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
res:  215 -0.0018126052655134117 0.015696510086854687 0.022198837511176395
[ 1.20969924e-10 -1.03195414e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
Niter:  4 row:  292 ngroup:  1 nlines:  241 gd:  216
[ 1.20969924e-10 -1.03195414e-05 -2.82772520e-01  1.61518436e+04
 -1.42686490e+02 -4.28880530e-11  1.54890803e+02]
res:  216 -0.0020454926871025236 0.01577873615315184 0.022547105141937095
[ 1.21066290e-10 -1.03198357e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
Niter:  5 row:  292 ngroup:  1 nlines:  241 gd:  217
[ 1.21066290e-10 -1.03198357e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
res:  217 -0.002135106375135365 0.015696905113145476 0.022919590152632372
[ 1.21091845e-10 -1.03198357e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
Niter:  6 row:  292 ngroup:  1 nlines:  241 gd:  217
[ 1.21091845e-10 -1.03198357e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
res:  217 -0.0021584328860626556 0.015817005991266342 0.022919399538014047
[ 1.21076501e-10 -1.03198004e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
Final values:
res:  -0.0021584328860626556 0.022919399538014047
pars:  [ 1.21076501e-10 -1.03198004e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
292 [ 1.21076501e-10 -1.03198004e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02]
elapsed: 2.9 sec.
Niter:  0 row:  292 ngroup:  26 nlines:  6265 gd:  6265
[ 1.21076501e-10 -1.03198004e-05 -2.82774564e-01  1.61518447e+04
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02 -1.42674347e+02 -2.21723031e-11
  1.54879220e+02 -1.42674347e+02 -2.21723031e-11  1.54879220e+02
 -1.42674347e+02 -2.21723031e-11  1.54879220e+02 -1.42674347e+02
 -2.21723031e-11  1.54879220e+02]
res:  6265 0.0010319532120774966 0.015057393638926442 0.03797202460913179
[ 1.21076489e-10 -1.03198015e-05 -2.82774592e-01  1.61518463e+04
 -1.42652603e+02  1.96141622e-02  1.54891503e+02 -1.42179497e+02
  5.13014475e-01  1.55399030e+02 -1.42638405e+02  4.75767346e-02
  1.54887615e+02 -1.42147639e+02  5.13340255e-01  1.55387056e+02
 -1.42657847e+02  1.07838899e-02  1.54895719e+02 -1.42171651e+02
  5.07319023e-01  1.55387236e+02 -1.42628735e+02  3.60149471e-02
  1.54887537e+02 -1.42170198e+02  4.95437442e-01  1.55384138e+02
 -1.42621464e+02  2.68954027e-02  1.54893759e+02 -1.42128715e+02
  4.97825818e-01  1.55390547e+02 -1.42641969e+02 -1.42675015e-03
  1.54897997e+02 -1.42177610e+02  5.06093427e-01  1.55371183e+02
 -1.42620332e+02 -8.12506264e-03  1.54891156e+02 -1.42149075e+02
  4.88827334e-01  1.55393220e+02 -1.42644771e+02  7.81837641e-03
  1.54891321e+02 -1.42148677e+02  4.93931698e-01  1.55386371e+02
 -1.42636163e+02  4.55653701e-02  1.54882201e+02 -1.42162319e+02
  5.08849341e-01  1.55388991e+02 -1.42676096e+02 -2.40197100e-02
  1.54881358e+02 -1.42124635e+02  4.91830181e-01  1.55369742e+02
 -1.42626199e+02  3.62519712e-02  1.54892631e+02 -1.42133664e+02
  5.11643405e-01  1.55393206e+02 -1.42680981e+02  3.10972556e-03
  1.54891542e+02 -1.42187252e+02  5.02598636e-01  1.55381006e+02
 -1.42670053e+02  3.03127682e-02  1.54895026e+02 -1.42139847e+02
  5.13010799e-01  1.55392475e+02]
Niter:  1 row:  292 ngroup:  26 nlines:  6265 gd:  5710
[ 1.21076489e-10 -1.03198015e-05 -2.82774592e-01  1.61518463e+04
 -1.42652603e+02  1.96141622e-02  1.54891503e+02 -1.42179497e+02
  5.13014475e-01  1.55399030e+02 -1.42638405e+02  4.75767346e-02
  1.54887615e+02 -1.42147639e+02  5.13340255e-01  1.55387056e+02
 -1.42657847e+02  1.07838899e-02  1.54895719e+02 -1.42171651e+02
  5.07319023e-01  1.55387236e+02 -1.42628735e+02  3.60149471e-02
  1.54887537e+02 -1.42170198e+02  4.95437442e-01  1.55384138e+02
 -1.42621464e+02  2.68954027e-02  1.54893759e+02 -1.42128715e+02
  4.97825818e-01  1.55390547e+02 -1.42641969e+02 -1.42675015e-03
  1.54897997e+02 -1.42177610e+02  5.06093427e-01  1.55371183e+02
 -1.42620332e+02 -8.12506264e-03  1.54891156e+02 -1.42149075e+02
  4.88827334e-01  1.55393220e+02 -1.42644771e+02  7.81837641e-03
  1.54891321e+02 -1.42148677e+02  4.93931698e-01  1.55386371e+02
 -1.42636163e+02  4.55653701e-02  1.54882201e+02 -1.42162319e+02
  5.08849341e-01  1.55388991e+02 -1.42676096e+02 -2.40197100e-02
  1.54881358e+02 -1.42124635e+02  4.91830181e-01  1.55369742e+02
 -1.42626199e+02  3.62519712e-02  1.54892631e+02 -1.42133664e+02
  5.11643405e-01  1.55393206e+02 -1.42680981e+02  3.10972556e-03
  1.54891542e+02 -1.42187252e+02  5.02598636e-01  1.55381006e+02
 -1.42670053e+02  3.03127682e-02  1.54895026e+02 -1.42139847e+02
  5.13010799e-01  1.55392475e+02]
res:  5710 1.4023378753336146e-05 0.015151813051488716 0.02400941993438767
[ 1.21076477e-10 -1.03198025e-05 -2.82774621e-01  1.61518479e+04
 -1.42660215e+02  1.14794187e-02  1.54887607e+02 -1.42167653e+02
  5.01306163e-01  1.55400287e+02 -1.42645480e+02  3.21329290e-02
  1.54891871e+02 -1.42131125e+02  5.10544558e-01  1.55390113e+02
 -1.42661066e+02  1.76560033e-03  1.54894798e+02 -1.42156761e+02
  5.01730939e-01  1.55390079e+02 -1.42626775e+02  3.22848341e-02
  1.54892188e+02 -1.42145810e+02  5.23096052e-01  1.55389020e+02
 -1.42644825e+02  2.93734538e-02  1.54894842e+02 -1.42115575e+02
  5.01276311e-01  1.55390575e+02 -1.42654757e+02  7.15525608e-03
  1.54898869e+02 -1.42173377e+02  5.02693735e-01  1.55377680e+02
 -1.42616948e+02  8.61136077e-04  1.54891612e+02 -1.42155699e+02
  4.95216815e-01  1.55392679e+02 -1.42639348e+02  1.21164946e-02
  1.54887997e+02 -1.42129891e+02  4.90060984e-01  1.55389881e+02
 -1.42644197e+02  3.62695651e-02  1.54891445e+02 -1.42135646e+02
  5.11477503e-01  1.55393246e+02 -1.42667729e+02 -2.81607478e-03
  1.54885701e+02 -1.42142046e+02  4.84195333e-01  1.55374618e+02
 -1.42627697e+02  2.78485827e-02  1.54899907e+02 -1.42129630e+02
  5.05297410e-01  1.55398673e+02 -1.42658201e+02  6.51457456e-03
  1.54895378e+02 -1.42160084e+02  4.99046521e-01  1.55382614e+02
 -1.42653532e+02  8.79315623e-03  1.54901121e+02 -1.42139491e+02
  5.10964684e-01  1.55388638e+02]
Niter:  2 row:  292 ngroup:  26 nlines:  6265 gd:  5708
[ 1.21076477e-10 -1.03198025e-05 -2.82774621e-01  1.61518479e+04
 -1.42660215e+02  1.14794187e-02  1.54887607e+02 -1.42167653e+02
  5.01306163e-01  1.55400287e+02 -1.42645480e+02  3.21329290e-02
  1.54891871e+02 -1.42131125e+02  5.10544558e-01  1.55390113e+02
 -1.42661066e+02  1.76560033e-03  1.54894798e+02 -1.42156761e+02
  5.01730939e-01  1.55390079e+02 -1.42626775e+02  3.22848341e-02
  1.54892188e+02 -1.42145810e+02  5.23096052e-01  1.55389020e+02
 -1.42644825e+02  2.93734538e-02  1.54894842e+02 -1.42115575e+02
  5.01276311e-01  1.55390575e+02 -1.42654757e+02  7.15525608e-03
  1.54898869e+02 -1.42173377e+02  5.02693735e-01  1.55377680e+02
 -1.42616948e+02  8.61136077e-04  1.54891612e+02 -1.42155699e+02
  4.95216815e-01  1.55392679e+02 -1.42639348e+02  1.21164946e-02
  1.54887997e+02 -1.42129891e+02  4.90060984e-01  1.55389881e+02
 -1.42644197e+02  3.62695651e-02  1.54891445e+02 -1.42135646e+02
  5.11477503e-01  1.55393246e+02 -1.42667729e+02 -2.81607478e-03
  1.54885701e+02 -1.42142046e+02  4.84195333e-01  1.55374618e+02
 -1.42627697e+02  2.78485827e-02  1.54899907e+02 -1.42129630e+02
  5.05297410e-01  1.55398673e+02 -1.42658201e+02  6.51457456e-03
  1.54895378e+02 -1.42160084e+02  4.99046521e-01  1.55382614e+02
 -1.42653532e+02  8.79315623e-03  1.54901121e+02 -1.42139491e+02
  5.10964684e-01  1.55388638e+02]
res:  5708 -0.00011683828051900491 0.015149570452194894 0.023941271292277726
[ 1.21076465e-10 -1.03198035e-05 -2.82774649e-01  1.61518496e+04
 -1.42653254e+02  1.72022185e-02  1.54890293e+02 -1.42155593e+02
  5.00436166e-01  1.55405019e+02 -1.42638526e+02  2.18016945e-02
  1.54896605e+02 -1.42124162e+02  5.16272149e-01  1.55394852e+02
 -1.42654077e+02  4.01394053e-03  1.54899538e+02 -1.42144152e+02
  5.01022479e-01  1.55394820e+02 -1.42619805e+02  3.80089255e-02
  1.54896914e+02 -1.42138841e+02  5.28788810e-01  1.55393756e+02
 -1.42637870e+02  3.50757066e-02  1.54899573e+02 -1.42108606e+02
  5.06994336e-01  1.55395311e+02 -1.42647822e+02  1.28957063e-02
  1.54903610e+02 -1.42166423e+02  5.08406089e-01  1.55382415e+02
 -1.42609962e+02  1.02218909e-02  1.54896347e+02 -1.42148733e+02
  5.00937791e-01  1.55397415e+02 -1.42632359e+02  1.78361500e-02
  1.54892730e+02 -1.42112291e+02  4.92410152e-01  1.55396650e+02
 -1.42642384e+02  4.19716004e-02  1.54896175e+02 -1.42128711e+02
  5.17188007e-01  1.55397971e+02 -1.42655442e+02  2.91457317e-03
  1.54890432e+02 -1.42140202e+02  4.86759843e-01  1.55379348e+02
 -1.42620718e+02  2.28770786e-02  1.54906658e+02 -1.42122659e+02
  5.10993773e-01  1.55403401e+02 -1.42651229e+02  1.22565287e-02
  1.54900119e+02 -1.42153136e+02  5.04760251e-01  1.55387336e+02
 -1.42641133e+02  1.09852873e-02  1.54905857e+02 -1.42132517e+02
  5.16677441e-01  1.55391056e+02]
Niter:  3 row:  292 ngroup:  26 nlines:  6265 gd:  5709
[ 1.21076465e-10 -1.03198035e-05 -2.82774649e-01  1.61518496e+04
 -1.42653254e+02  1.72022185e-02  1.54890293e+02 -1.42155593e+02
  5.00436166e-01  1.55405019e+02 -1.42638526e+02  2.18016945e-02
  1.54896605e+02 -1.42124162e+02  5.16272149e-01  1.55394852e+02
 -1.42654077e+02  4.01394053e-03  1.54899538e+02 -1.42144152e+02
  5.01022479e-01  1.55394820e+02 -1.42619805e+02  3.80089255e-02
  1.54896914e+02 -1.42138841e+02  5.28788810e-01  1.55393756e+02
 -1.42637870e+02  3.50757066e-02  1.54899573e+02 -1.42108606e+02
  5.06994336e-01  1.55395311e+02 -1.42647822e+02  1.28957063e-02
  1.54903610e+02 -1.42166423e+02  5.08406089e-01  1.55382415e+02
 -1.42609962e+02  1.02218909e-02  1.54896347e+02 -1.42148733e+02
  5.00937791e-01  1.55397415e+02 -1.42632359e+02  1.78361500e-02
  1.54892730e+02 -1.42112291e+02  4.92410152e-01  1.55396650e+02
 -1.42642384e+02  4.19716004e-02  1.54896175e+02 -1.42128711e+02
  5.17188007e-01  1.55397971e+02 -1.42655442e+02  2.91457317e-03
  1.54890432e+02 -1.42140202e+02  4.86759843e-01  1.55379348e+02
 -1.42620718e+02  2.28770786e-02  1.54906658e+02 -1.42122659e+02
  5.10993773e-01  1.55403401e+02 -1.42651229e+02  1.22565287e-02
  1.54900119e+02 -1.42153136e+02  5.04760251e-01  1.55387336e+02
 -1.42641133e+02  1.09852873e-02  1.54905857e+02 -1.42132517e+02
  5.16677441e-01  1.55391056e+02]
res:  5709 0.00012864085147157311 0.015080617877174518 0.023948144002018487
[ 1.21042239e-10 -1.03198035e-05 -2.82774649e-01  1.61518496e+04
 -1.42653254e+02  1.72022185e-02  1.54890293e+02 -1.42155593e+02
  5.00436166e-01  1.55405019e+02 -1.42638526e+02  2.18016945e-02
  1.54896605e+02 -1.42124162e+02  5.16272149e-01  1.55394852e+02
 -1.42654077e+02  4.01394053e-03  1.54899538e+02 -1.42144152e+02
  5.01022479e-01  1.55394820e+02 -1.42619805e+02  3.80089255e-02
  1.54896914e+02 -1.42138841e+02  5.28788810e-01  1.55393756e+02
 -1.42637870e+02  3.50757066e-02  1.54899573e+02 -1.42108606e+02
  5.06994336e-01  1.55395311e+02 -1.42647822e+02  1.28957063e-02
  1.54903610e+02 -1.42166423e+02  5.08406089e-01  1.55382415e+02
 -1.42609962e+02  1.02218909e-02  1.54896347e+02 -1.42148733e+02
  5.00937791e-01  1.55397415e+02 -1.42632359e+02  1.78361500e-02
  1.54892730e+02 -1.42112291e+02  4.92410152e-01  1.55396650e+02
 -1.42642384e+02  4.19716004e-02  1.54896175e+02 -1.42128711e+02
  5.17188007e-01  1.55397971e+02 -1.42655442e+02  2.91457317e-03
  1.54890432e+02 -1.42140202e+02  4.86759843e-01  1.55379348e+02
 -1.42620718e+02  2.28770786e-02  1.54906658e+02 -1.42122659e+02
  5.10993773e-01  1.55403401e+02 -1.42651229e+02  1.22565287e-02
  1.54900119e+02 -1.42153136e+02  5.04760251e-01  1.55387336e+02
 -1.42641133e+02  1.09852873e-02  1.54905857e+02 -1.42132517e+02
  5.16677441e-01  1.55391056e+02]
Niter:  4 row:  292 ngroup:  26 nlines:  6265 gd:  5708
[ 1.21042239e-10 -1.03198035e-05 -2.82774649e-01  1.61518496e+04
 -1.42653254e+02  1.72022185e-02  1.54890293e+02 -1.42155593e+02
  5.00436166e-01  1.55405019e+02 -1.42638526e+02  2.18016945e-02
  1.54896605e+02 -1.42124162e+02  5.16272149e-01  1.55394852e+02
 -1.42654077e+02  4.01394053e-03  1.54899538e+02 -1.42144152e+02
  5.01022479e-01  1.55394820e+02 -1.42619805e+02  3.80089255e-02
  1.54896914e+02 -1.42138841e+02  5.28788810e-01  1.55393756e+02
 -1.42637870e+02  3.50757066e-02  1.54899573e+02 -1.42108606e+02
  5.06994336e-01  1.55395311e+02 -1.42647822e+02  1.28957063e-02
  1.54903610e+02 -1.42166423e+02  5.08406089e-01  1.55382415e+02
 -1.42609962e+02  1.02218909e-02  1.54896347e+02 -1.42148733e+02
  5.00937791e-01  1.55397415e+02 -1.42632359e+02  1.78361500e-02
  1.54892730e+02 -1.42112291e+02  4.92410152e-01  1.55396650e+02
 -1.42642384e+02  4.19716004e-02  1.54896175e+02 -1.42128711e+02
  5.17188007e-01  1.55397971e+02 -1.42655442e+02  2.91457317e-03
  1.54890432e+02 -1.42140202e+02  4.86759843e-01  1.55379348e+02
 -1.42620718e+02  2.28770786e-02  1.54906658e+02 -1.42122659e+02
  5.10993773e-01  1.55403401e+02 -1.42651229e+02  1.22565287e-02
  1.54900119e+02 -1.42153136e+02  5.04760251e-01  1.55387336e+02
 -1.42641133e+02  1.09852873e-02  1.54905857e+02 -1.42132517e+02
  5.16677441e-01  1.55391056e+02]
res:  5708 -4.376413380668964e-05 0.015150345334404847 0.023924864425218507
[ 1.21042227e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
Niter:  5 row:  292 ngroup:  26 nlines:  6265 gd:  5709
[ 1.21042227e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
res:  5709 8.854182851791847e-05 0.015187958948445157 0.02393769261199468
[ 1.21020768e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
Niter:  6 row:  292 ngroup:  26 nlines:  6265 gd:  5708
[ 1.21020768e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
res:  5708 8.849954429024365e-05 0.015187951117695775 0.023923217730968553
[ 1.21020770e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
Saving figure to  wave_resid_43670005_fiber292.png
Final values:
res:  8.849954429024365e-05 0.023923217730968553
pars:  [ 1.21020770e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
292 [ 1.21020770e-10 -1.03198046e-05 -2.82774677e-01  1.61518512e+04
 -1.42644841e+02  2.29185268e-02  1.54893697e+02 -1.42141180e+02
  5.06147099e-01  1.55408402e+02 -1.42630137e+02  2.75356648e-02
  1.54899992e+02 -1.42115744e+02  5.21993474e-01  1.55398258e+02
 -1.42645577e+02  9.71221986e-03  1.54902969e+02 -1.42135733e+02
  5.03472860e-01  1.55398251e+02 -1.42611360e+02  4.37356713e-02
  1.54900258e+02 -1.42130410e+02  5.34477242e-01  1.55397154e+02
 -1.42629483e+02  4.07672851e-02  1.54902938e+02 -1.42100161e+02
  5.12713036e-01  1.55400918e+02 -1.42639506e+02  1.86396154e-02
  1.54907032e+02 -1.42158033e+02  5.14122134e-01  1.55385816e+02
 -1.42601466e+02  1.93251064e-02  1.54899745e+02 -1.42140299e+02
  5.06645966e-01  1.55400815e+02 -1.42623848e+02  2.35563647e-02
  1.54896123e+02 -1.42098755e+02  4.94641785e-01  1.55400011e+02
 -1.42633883e+02  4.76850056e-02  1.54901591e+02 -1.42120406e+02
  5.22897542e-01  1.55401313e+02 -1.42647003e+02  8.64598982e-03
  1.54893805e+02 -1.42136875e+02  4.85831527e-01  1.55382706e+02
 -1.42612251e+02  2.52777930e-02  1.54910038e+02 -1.42114214e+02
  5.16687988e-01  1.55406758e+02 -1.42642785e+02  1.79973622e-02
  1.54903558e+02 -1.42144772e+02  5.10468069e-01  1.55390669e+02
 -1.42632697e+02  1.31322287e-02  1.54909264e+02 -1.42124051e+02
  5.22389095e-01  1.55394473e+02]
--- Row 294/300 row=293 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  293
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=293 ---
Niter:  0 row:  293 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 -0.002018998451603693 0.01559825222921063 0.03501009630736955
[ 1.20657722e-10 -1.03208945e-05 -2.82765754e-01  1.61518327e+04
 -1.42690092e+02 -3.21626436e-15  1.54908935e+02]
Niter:  1 row:  293 ngroup:  1 nlines:  240 gd:  226
[ 1.20657722e-10 -1.03208945e-05 -2.82765754e-01  1.61518327e+04
 -1.42690092e+02 -3.21626436e-15  1.54908935e+02]
res:  226 -0.00045763340403937036 0.015327337370763416 0.024988785977875756
[ 1.20623633e-10 -1.03204552e-05 -2.82768789e-01  1.61518296e+04
 -1.42660732e+02 -4.01094552e-11  1.54884933e+02]
Niter:  2 row:  293 ngroup:  1 nlines:  240 gd:  225
[ 1.20623633e-10 -1.03204552e-05 -2.82768789e-01  1.61518296e+04
 -1.42660732e+02 -4.01094552e-11  1.54884933e+02]
res:  225 0.0001584320816618856 0.015021939148937236 0.024582537614537926
[ 1.20724324e-10 -1.03204954e-05 -2.82770386e-01  1.61518285e+04
 -1.42656796e+02 -8.11445092e-11  1.54874066e+02]
Niter:  3 row:  293 ngroup:  1 nlines:  240 gd:  224
[ 1.20724324e-10 -1.03204954e-05 -2.82770386e-01  1.61518285e+04
 -1.42656796e+02 -8.11445092e-11  1.54874066e+02]
res:  224 3.549660414137179e-05 0.014694196015625494 0.024185011920555968
[ 1.20887279e-10 -1.03205247e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
Niter:  4 row:  293 ngroup:  1 nlines:  240 gd:  223
[ 1.20887279e-10 -1.03205247e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
res:  223 0.0004270824556442676 0.014572776596651238 0.023811079748470087
[ 1.20829581e-10 -1.03205247e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
Niter:  5 row:  293 ngroup:  1 nlines:  240 gd:  223
[ 1.20829581e-10 -1.03205247e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
res:  223 0.000668591666908469 0.014560724968760042 0.023809176518832683
[ 1.20852145e-10 -1.03205929e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
Niter:  6 row:  293 ngroup:  1 nlines:  240 gd:  223
[ 1.20852145e-10 -1.03205929e-05 -2.82772872e-01  1.61518295e+04
 -1.42639225e+02 -1.44277861e-11  1.54866073e+02]
res:  223 0.0006572346692337305 0.014729642075508309 0.023803331753401047
[ 1.20777595e-10 -1.03207581e-05 -2.82772473e-01  1.61518296e+04
 -1.42641879e+02  3.59359139e-09  1.54863193e+02]
Final values:
res:  0.0006572346692337305 0.023803331753401047
pars:  [ 1.20777595e-10 -1.03207581e-05 -2.82772473e-01  1.61518296e+04
 -1.42641879e+02  3.59359139e-09  1.54863193e+02]
293 [ 1.20777595e-10 -1.03207581e-05 -2.82772473e-01  1.61518296e+04
 -1.42641879e+02  3.59359139e-09  1.54863193e+02]
elapsed: 3.0 sec.
Niter:  0 row:  293 ngroup:  26 nlines:  6226 gd:  6226
[ 1.20777595e-10 -1.03207581e-05 -2.82772473e-01  1.61518296e+04
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02 -1.42641879e+02  3.59359139e-09
  1.54863193e+02 -1.42641879e+02  3.59359139e-09  1.54863193e+02
 -1.42641879e+02  3.59359139e-09  1.54863193e+02 -1.42641879e+02
  3.59359139e-09  1.54863193e+02]
res:  6226 9.031906029122183e-05 0.015269242765498348 0.037009369066989345
[ 1.20777607e-10 -1.03207591e-05 -2.82772445e-01  1.61518280e+04
 -1.42658566e+02 -1.64257376e-02  1.54855129e+02 -1.42177905e+02
  5.01119369e-01  1.55366076e+02 -1.42634709e+02 -5.47871730e-02
  1.54858702e+02 -1.42115673e+02  4.83141227e-01  1.55352106e+02
 -1.42638402e+02 -4.82030697e-02  1.54859713e+02 -1.42151136e+02
  4.87166045e-01  1.55368586e+02 -1.42628261e+02 -3.32881854e-02
  1.54851848e+02 -1.42121577e+02  4.89940805e-01  1.55364073e+02
 -1.42652278e+02  3.68137497e-03  1.54857504e+02 -1.42136473e+02
  4.88254375e-01  1.55360091e+02 -1.42655092e+02 -2.94555831e-02
  1.54852293e+02 -1.42149752e+02  4.93026757e-01  1.55370505e+02
 -1.42644872e+02 -3.30337526e-02  1.54862798e+02 -1.42162022e+02
  4.88577042e-01  1.55355084e+02 -1.42656210e+02 -2.65574457e-02
  1.54867548e+02 -1.42149209e+02  4.90879442e-01  1.55359998e+02
 -1.42660540e+02  2.01700668e-03  1.54857355e+02 -1.42148732e+02
  5.09160572e-01  1.55365685e+02 -1.42654048e+02 -1.52342230e-02
  1.54857413e+02 -1.42158312e+02  4.89860771e-01  1.55357036e+02
 -1.42652132e+02 -8.82458560e-03  1.54858111e+02 -1.42130841e+02
  4.83383472e-01  1.55364257e+02 -1.42651805e+02 -3.79415980e-02
  1.54858754e+02 -1.42165973e+02  4.77773499e-01  1.55352021e+02
 -1.42637786e+02 -3.19330641e-02  1.54865203e+02 -1.42136135e+02
  4.92198398e-01  1.55355760e+02]
Niter:  1 row:  293 ngroup:  26 nlines:  6226 gd:  5780
[ 1.20777607e-10 -1.03207591e-05 -2.82772445e-01  1.61518280e+04
 -1.42658566e+02 -1.64257376e-02  1.54855129e+02 -1.42177905e+02
  5.01119369e-01  1.55366076e+02 -1.42634709e+02 -5.47871730e-02
  1.54858702e+02 -1.42115673e+02  4.83141227e-01  1.55352106e+02
 -1.42638402e+02 -4.82030697e-02  1.54859713e+02 -1.42151136e+02
  4.87166045e-01  1.55368586e+02 -1.42628261e+02 -3.32881854e-02
  1.54851848e+02 -1.42121577e+02  4.89940805e-01  1.55364073e+02
 -1.42652278e+02  3.68137497e-03  1.54857504e+02 -1.42136473e+02
  4.88254375e-01  1.55360091e+02 -1.42655092e+02 -2.94555831e-02
  1.54852293e+02 -1.42149752e+02  4.93026757e-01  1.55370505e+02
 -1.42644872e+02 -3.30337526e-02  1.54862798e+02 -1.42162022e+02
  4.88577042e-01  1.55355084e+02 -1.42656210e+02 -2.65574457e-02
  1.54867548e+02 -1.42149209e+02  4.90879442e-01  1.55359998e+02
 -1.42660540e+02  2.01700668e-03  1.54857355e+02 -1.42148732e+02
  5.09160572e-01  1.55365685e+02 -1.42654048e+02 -1.52342230e-02
  1.54857413e+02 -1.42158312e+02  4.89860771e-01  1.55357036e+02
 -1.42652132e+02 -8.82458560e-03  1.54858111e+02 -1.42130841e+02
  4.83383472e-01  1.55364257e+02 -1.42651805e+02 -3.79415980e-02
  1.54858754e+02 -1.42165973e+02  4.77773499e-01  1.55352021e+02
 -1.42637786e+02 -3.19330641e-02  1.54865203e+02 -1.42136135e+02
  4.92198398e-01  1.55355760e+02]
res:  5780 -0.0005136858453624882 0.015020661701782956 0.024218174278142754
[ 1.20777619e-10 -1.03207581e-05 -2.82772417e-01  1.61518263e+04
 -1.42655824e+02 -1.14187266e-02  1.54853691e+02 -1.42172157e+02
  4.92433050e-01  1.55352600e+02 -1.42644391e+02 -3.91040713e-02
  1.54849021e+02 -1.42140402e+02  4.69732114e-01  1.55352774e+02
 -1.42656378e+02 -4.56432168e-02  1.54855036e+02 -1.42162771e+02
  4.71419939e-01  1.55361308e+02 -1.42646754e+02 -2.25626558e-02
  1.54845520e+02 -1.42120972e+02  4.80859468e-01  1.55357511e+02
 -1.42645373e+02 -4.63491327e-03  1.54857000e+02 -1.42169645e+02
  4.74426404e-01  1.55353584e+02 -1.42649425e+02 -2.25443212e-02
  1.54850665e+02 -1.42145624e+02  4.86572087e-01  1.55356799e+02
 -1.42642843e+02 -3.68136714e-02  1.54858478e+02 -1.42169376e+02
  4.74916597e-01  1.55355885e+02 -1.42663122e+02 -3.14573141e-02
  1.54860564e+02 -1.42171789e+02  4.77989383e-01  1.55357429e+02
 -1.42651865e+02 -7.09913824e-03  1.54852678e+02 -1.42148613e+02
  4.86456989e-01  1.55361301e+02 -1.42668093e+02 -2.54441305e-02
  1.54846937e+02 -1.42158726e+02  4.61598961e-01  1.55343470e+02
 -1.42665471e+02 -1.60942946e-02  1.54853502e+02 -1.42146769e+02
  4.67882185e-01  1.55364716e+02 -1.42663559e+02 -4.07032549e-02
  1.54854182e+02 -1.42179479e+02  4.61204097e-01  1.55347296e+02
 -1.42653291e+02 -2.67253908e-02  1.54851108e+02 -1.42149016e+02
  4.79404344e-01  1.55348172e+02]
Niter:  2 row:  293 ngroup:  26 nlines:  6226 gd:  5762
[ 1.20777619e-10 -1.03207581e-05 -2.82772417e-01  1.61518263e+04
 -1.42655824e+02 -1.14187266e-02  1.54853691e+02 -1.42172157e+02
  4.92433050e-01  1.55352600e+02 -1.42644391e+02 -3.91040713e-02
  1.54849021e+02 -1.42140402e+02  4.69732114e-01  1.55352774e+02
 -1.42656378e+02 -4.56432168e-02  1.54855036e+02 -1.42162771e+02
  4.71419939e-01  1.55361308e+02 -1.42646754e+02 -2.25626558e-02
  1.54845520e+02 -1.42120972e+02  4.80859468e-01  1.55357511e+02
 -1.42645373e+02 -4.63491327e-03  1.54857000e+02 -1.42169645e+02
  4.74426404e-01  1.55353584e+02 -1.42649425e+02 -2.25443212e-02
  1.54850665e+02 -1.42145624e+02  4.86572087e-01  1.55356799e+02
 -1.42642843e+02 -3.68136714e-02  1.54858478e+02 -1.42169376e+02
  4.74916597e-01  1.55355885e+02 -1.42663122e+02 -3.14573141e-02
  1.54860564e+02 -1.42171789e+02  4.77989383e-01  1.55357429e+02
 -1.42651865e+02 -7.09913824e-03  1.54852678e+02 -1.42148613e+02
  4.86456989e-01  1.55361301e+02 -1.42668093e+02 -2.54441305e-02
  1.54846937e+02 -1.42158726e+02  4.61598961e-01  1.55343470e+02
 -1.42665471e+02 -1.60942946e-02  1.54853502e+02 -1.42146769e+02
  4.67882185e-01  1.55364716e+02 -1.42663559e+02 -4.07032549e-02
  1.54854182e+02 -1.42179479e+02  4.61204097e-01  1.55347296e+02
 -1.42653291e+02 -2.67253908e-02  1.54851108e+02 -1.42149016e+02
  4.79404344e-01  1.55348172e+02]
res:  5762 -0.00040811887811287306 0.014995500791883387 0.023937621089141763
[ 1.20777631e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662778e+02 -1.71321156e-02  1.54848956e+02 -1.42173241e+02
  4.86718257e-01  1.55347867e+02 -1.42651358e+02 -3.78309400e-02
  1.54842053e+02 -1.42147394e+02  4.64021151e-01  1.55348045e+02
 -1.42663338e+02 -4.78692068e-02  1.54850303e+02 -1.42169725e+02
  4.65710962e-01  1.55358706e+02 -1.42653719e+02 -2.40824619e-02
  1.54842791e+02 -1.42127941e+02  4.71540840e-01  1.55352776e+02
 -1.42652339e+02 -1.03452130e-02  1.54854356e+02 -1.42176601e+02
  4.65523101e-01  1.55348854e+02 -1.42656403e+02 -2.10322218e-02
  1.54848118e+02 -1.42152586e+02  4.80864115e-01  1.55352063e+02
 -1.42644792e+02 -3.84132159e-02  1.54855812e+02 -1.42176341e+02
  4.65791813e-01  1.55351152e+02 -1.42670088e+02 -3.35612188e-02
  1.54855826e+02 -1.42184773e+02  4.72272677e-01  1.55352693e+02
 -1.42653567e+02 -1.28078420e-02  1.54847949e+02 -1.42155565e+02
  4.77380507e-01  1.55356562e+02 -1.42679773e+02 -3.11608808e-02
  1.54842190e+02 -1.42165663e+02  4.49471188e-01  1.55338739e+02
 -1.42672408e+02 -2.18054448e-02  1.54848763e+02 -1.42153722e+02
  4.62159330e-01  1.55359987e+02 -1.42670532e+02 -4.64217760e-02
  1.54849447e+02 -1.42191630e+02  4.55482602e-01  1.55342570e+02
 -1.42660256e+02 -3.24307873e-02  1.54846372e+02 -1.42155967e+02
  4.73688507e-01  1.55343433e+02]
Niter:  3 row:  293 ngroup:  26 nlines:  6226 gd:  5759
[ 1.20777631e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662778e+02 -1.71321156e-02  1.54848956e+02 -1.42173241e+02
  4.86718257e-01  1.55347867e+02 -1.42651358e+02 -3.78309400e-02
  1.54842053e+02 -1.42147394e+02  4.64021151e-01  1.55348045e+02
 -1.42663338e+02 -4.78692068e-02  1.54850303e+02 -1.42169725e+02
  4.65710962e-01  1.55358706e+02 -1.42653719e+02 -2.40824619e-02
  1.54842791e+02 -1.42127941e+02  4.71540840e-01  1.55352776e+02
 -1.42652339e+02 -1.03452130e-02  1.54854356e+02 -1.42176601e+02
  4.65523101e-01  1.55348854e+02 -1.42656403e+02 -2.10322218e-02
  1.54848118e+02 -1.42152586e+02  4.80864115e-01  1.55352063e+02
 -1.42644792e+02 -3.84132159e-02  1.54855812e+02 -1.42176341e+02
  4.65791813e-01  1.55351152e+02 -1.42670088e+02 -3.35612188e-02
  1.54855826e+02 -1.42184773e+02  4.72272677e-01  1.55352693e+02
 -1.42653567e+02 -1.28078420e-02  1.54847949e+02 -1.42155565e+02
  4.77380507e-01  1.55356562e+02 -1.42679773e+02 -3.11608808e-02
  1.54842190e+02 -1.42165663e+02  4.49471188e-01  1.55338739e+02
 -1.42672408e+02 -2.18054448e-02  1.54848763e+02 -1.42153722e+02
  4.62159330e-01  1.55359987e+02 -1.42670532e+02 -4.64217760e-02
  1.54849447e+02 -1.42191630e+02  4.55482602e-01  1.55342570e+02
 -1.42660256e+02 -3.24307873e-02  1.54846372e+02 -1.42155967e+02
  4.73688507e-01  1.55343433e+02]
res:  5759 -0.0005634474837279413 0.015067887359691667 0.02388952710180036
[ 1.20812136e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662778e+02 -1.71321156e-02  1.54848956e+02 -1.42173241e+02
  4.86718257e-01  1.55347867e+02 -1.42651358e+02 -3.78309400e-02
  1.54842053e+02 -1.42147394e+02  4.64021151e-01  1.55348045e+02
 -1.42663338e+02 -4.78692068e-02  1.54850303e+02 -1.42169725e+02
  4.65710962e-01  1.55358706e+02 -1.42653719e+02 -2.40824619e-02
  1.54842791e+02 -1.42127941e+02  4.71540840e-01  1.55352776e+02
 -1.42652339e+02 -1.03452130e-02  1.54854356e+02 -1.42176601e+02
  4.65523101e-01  1.55348854e+02 -1.42656403e+02 -2.10322218e-02
  1.54848118e+02 -1.42152586e+02  4.80864115e-01  1.55352063e+02
 -1.42644792e+02 -3.84132159e-02  1.54855812e+02 -1.42176341e+02
  4.65791813e-01  1.55351152e+02 -1.42670088e+02 -3.35612188e-02
  1.54855826e+02 -1.42184773e+02  4.72272677e-01  1.55352693e+02
 -1.42653567e+02 -1.28078420e-02  1.54847949e+02 -1.42155565e+02
  4.77380507e-01  1.55356562e+02 -1.42679773e+02 -3.11608808e-02
  1.54842190e+02 -1.42165663e+02  4.49471188e-01  1.55338739e+02
 -1.42672408e+02 -2.18054448e-02  1.54848763e+02 -1.42153722e+02
  4.62159330e-01  1.55359987e+02 -1.42670532e+02 -4.64217760e-02
  1.54849447e+02 -1.42191630e+02  4.55482602e-01  1.55342570e+02
 -1.42660256e+02 -3.24307873e-02  1.54846372e+02 -1.42155967e+02
  4.73688507e-01  1.55343433e+02]
Niter:  4 row:  293 ngroup:  26 nlines:  6226 gd:  5758
[ 1.20812136e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662778e+02 -1.71321156e-02  1.54848956e+02 -1.42173241e+02
  4.86718257e-01  1.55347867e+02 -1.42651358e+02 -3.78309400e-02
  1.54842053e+02 -1.42147394e+02  4.64021151e-01  1.55348045e+02
 -1.42663338e+02 -4.78692068e-02  1.54850303e+02 -1.42169725e+02
  4.65710962e-01  1.55358706e+02 -1.42653719e+02 -2.40824619e-02
  1.54842791e+02 -1.42127941e+02  4.71540840e-01  1.55352776e+02
 -1.42652339e+02 -1.03452130e-02  1.54854356e+02 -1.42176601e+02
  4.65523101e-01  1.55348854e+02 -1.42656403e+02 -2.10322218e-02
  1.54848118e+02 -1.42152586e+02  4.80864115e-01  1.55352063e+02
 -1.42644792e+02 -3.84132159e-02  1.54855812e+02 -1.42176341e+02
  4.65791813e-01  1.55351152e+02 -1.42670088e+02 -3.35612188e-02
  1.54855826e+02 -1.42184773e+02  4.72272677e-01  1.55352693e+02
 -1.42653567e+02 -1.28078420e-02  1.54847949e+02 -1.42155565e+02
  4.77380507e-01  1.55356562e+02 -1.42679773e+02 -3.11608808e-02
  1.54842190e+02 -1.42165663e+02  4.49471188e-01  1.55338739e+02
 -1.42672408e+02 -2.18054448e-02  1.54848763e+02 -1.42153722e+02
  4.62159330e-01  1.55359987e+02 -1.42670532e+02 -4.64217760e-02
  1.54849447e+02 -1.42191630e+02  4.55482602e-01  1.55342570e+02
 -1.42660256e+02 -3.24307873e-02  1.54846372e+02 -1.42155967e+02
  4.73688507e-01  1.55343433e+02]
res:  5758 -0.0005633173859678209 0.015067875384374929 0.023875540600578494
[ 1.20812148e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
Niter:  5 row:  293 ngroup:  26 nlines:  6226 gd:  5758
[ 1.20812148e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
res:  5758 -0.0005634547587760608 0.015067779791024805 0.023875540531848722
[ 1.20812156e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
Niter:  6 row:  293 ngroup:  26 nlines:  6226 gd:  5758
[ 1.20812156e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
res:  5758 -0.0005633170358123607 0.015067874914166168 0.023875540600820738
[ 1.20812148e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
Saving figure to  wave_resid_43670005_fiber293.png
Final values:
res:  -0.0005633170358123607 0.023875540600820738
pars:  [ 1.20812148e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
293 [ 1.20812148e-10 -1.03207570e-05 -2.82772389e-01  1.61518247e+04
 -1.42662779e+02 -1.71320060e-02  1.54848957e+02 -1.42173242e+02
  4.86718368e-01  1.55347868e+02 -1.42651359e+02 -3.78308304e-02
  1.54842054e+02 -1.42147395e+02  4.64021260e-01  1.55348046e+02
 -1.42663339e+02 -4.78690963e-02  1.54850305e+02 -1.42169726e+02
  4.65711071e-01  1.55358708e+02 -1.42653720e+02 -2.40823549e-02
  1.54842792e+02 -1.42127942e+02  4.71539627e-01  1.55352778e+02
 -1.42652340e+02 -1.03451044e-02  1.54854357e+02 -1.42176602e+02
  4.65523209e-01  1.55348855e+02 -1.42656404e+02 -2.10321119e-02
  1.54848119e+02 -1.42152587e+02  4.80864224e-01  1.55352064e+02
 -1.42644793e+02 -3.84131053e-02  1.54855813e+02 -1.42176342e+02
  4.65791924e-01  1.55351153e+02 -1.42670088e+02 -3.35611086e-02
  1.54855827e+02 -1.42184774e+02  4.72272787e-01  1.55352694e+02
 -1.42653567e+02 -1.28077301e-02  1.54847950e+02 -1.42155566e+02
  4.77380619e-01  1.55356563e+02 -1.42679774e+02 -3.11607693e-02
  1.54842191e+02 -1.42165663e+02  4.49468729e-01  1.55338740e+02
 -1.42672409e+02 -2.18053339e-02  1.54848764e+02 -1.42153723e+02
  4.62159441e-01  1.55359988e+02 -1.42670533e+02 -4.64216648e-02
  1.54849449e+02 -1.42191631e+02  4.55482709e-01  1.55342571e+02
 -1.42660257e+02 -3.24306771e-02  1.54846373e+02 -1.42155968e+02
  4.73688616e-01  1.55343435e+02]
--- Row 295/300 row=294 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  294
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=294 ---
Niter:  0 row:  294 ngroup:  1 nlines:  240 gd:  240
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  240 0.0035034692045883276 0.015078990912115842 0.038552266099480405
[ 1.20471339e-10 -1.03200313e-05 -2.82766901e-01  1.61518301e+04
 -1.42646514e+02  4.15072734e-14  1.54866809e+02]
Niter:  1 row:  294 ngroup:  1 nlines:  240 gd:  221
[ 1.20471339e-10 -1.03200313e-05 -2.82766901e-01  1.61518301e+04
 -1.42646514e+02  4.15072734e-14  1.54866809e+02]
res:  221 -0.00018172312866227003 0.015017048111985787 0.02334717420341424
[ 1.20929874e-10 -1.03209250e-05 -2.82774440e-01  1.61518382e+04
 -1.42610713e+02  9.56675054e-12  1.54840419e+02]
Niter:  2 row:  294 ngroup:  1 nlines:  240 gd:  220
[ 1.20929874e-10 -1.03209250e-05 -2.82774440e-01  1.61518382e+04
 -1.42610713e+02  9.56675054e-12  1.54840419e+02]
res:  220 -0.0008221286016123486 0.015028788345262 0.022743612530366164
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
Niter:  3 row:  294 ngroup:  1 nlines:  240 gd:  220
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
res:  220 -0.0008221286016123486 0.015028788345262 0.022743612530366164
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
Niter:  4 row:  294 ngroup:  1 nlines:  240 gd:  220
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
res:  220 -0.0008221286016123486 0.015028788345262 0.022743612530366164
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
Niter:  5 row:  294 ngroup:  1 nlines:  240 gd:  220
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
res:  220 -0.0008221286016123486 0.015028788345262 0.022743612530366164
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
Niter:  6 row:  294 ngroup:  1 nlines:  240 gd:  220
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
res:  220 -0.0008221286016123486 0.015028788345262 0.022743612530366164
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
Final values:
res:  -0.0008221286016123486 0.022743612530366164
pars:  [ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
294 [ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02]
elapsed: 3.0 sec.
Niter:  0 row:  294 ngroup:  26 nlines:  6247 gd:  6247
[ 1.21049502e-10 -1.03210220e-05 -2.82776005e-01  1.61518411e+04
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02 -1.42592180e+02  1.70579181e-11
  1.54841854e+02 -1.42592180e+02  1.70579181e-11  1.54841854e+02
 -1.42592180e+02  1.70579181e-11  1.54841854e+02 -1.42592180e+02
  1.70579181e-11  1.54841854e+02]
res:  6247 0.0012051410594722256 0.014878977974149166 0.0367556665868114
[ 1.21049514e-10 -1.03210230e-05 -2.82775977e-01  1.61518395e+04
 -1.42575042e+02  3.24803092e-02  1.54839974e+02 -1.42113377e+02
  5.17579156e-01  1.55344723e+02 -1.42582633e+02  3.10559247e-02
  1.54852108e+02 -1.42080257e+02  4.99285477e-01  1.55340154e+02
 -1.42585992e+02 -7.62082636e-03  1.54846791e+02 -1.42105475e+02
  4.96559625e-01  1.55346522e+02 -1.42564784e+02  3.56955478e-02
  1.54839612e+02 -1.42082825e+02  5.19234857e-01  1.55343919e+02
 -1.42593133e+02  7.27887417e-03  1.54842511e+02 -1.42094956e+02
  4.90058490e-01  1.55332424e+02 -1.42571512e+02  2.16737325e-03
  1.54832320e+02 -1.42086179e+02  4.98722393e-01  1.55337642e+02
 -1.42588448e+02  1.50316571e-02  1.54853167e+02 -1.42113103e+02
  5.08436297e-01  1.55350534e+02 -1.42615378e+02  3.72962168e-03
  1.54842691e+02 -1.42105659e+02  5.09812019e-01  1.55340565e+02
 -1.42597153e+02  2.50027385e-02  1.54843094e+02 -1.42093805e+02
  5.22035391e-01  1.55341874e+02 -1.42590420e+02 -2.10583356e-02
  1.54838571e+02 -1.42089294e+02  5.00301382e-01  1.55336861e+02
 -1.42587293e+02  2.12289302e-03  1.54850444e+02 -1.42090978e+02
  4.92805396e-01  1.55342887e+02 -1.42603305e+02  5.31811299e-03
  1.54833253e+02 -1.42083721e+02  4.65261379e-01  1.55318210e+02
 -1.42624035e+02  1.96355724e-02  1.54839403e+02 -1.42104262e+02
  5.13590664e-01  1.55350716e+02]
Niter:  1 row:  294 ngroup:  26 nlines:  6247 gd:  5775
[ 1.21049514e-10 -1.03210230e-05 -2.82775977e-01  1.61518395e+04
 -1.42575042e+02  3.24803092e-02  1.54839974e+02 -1.42113377e+02
  5.17579156e-01  1.55344723e+02 -1.42582633e+02  3.10559247e-02
  1.54852108e+02 -1.42080257e+02  4.99285477e-01  1.55340154e+02
 -1.42585992e+02 -7.62082636e-03  1.54846791e+02 -1.42105475e+02
  4.96559625e-01  1.55346522e+02 -1.42564784e+02  3.56955478e-02
  1.54839612e+02 -1.42082825e+02  5.19234857e-01  1.55343919e+02
 -1.42593133e+02  7.27887417e-03  1.54842511e+02 -1.42094956e+02
  4.90058490e-01  1.55332424e+02 -1.42571512e+02  2.16737325e-03
  1.54832320e+02 -1.42086179e+02  4.98722393e-01  1.55337642e+02
 -1.42588448e+02  1.50316571e-02  1.54853167e+02 -1.42113103e+02
  5.08436297e-01  1.55350534e+02 -1.42615378e+02  3.72962168e-03
  1.54842691e+02 -1.42105659e+02  5.09812019e-01  1.55340565e+02
 -1.42597153e+02  2.50027385e-02  1.54843094e+02 -1.42093805e+02
  5.22035391e-01  1.55341874e+02 -1.42590420e+02 -2.10583356e-02
  1.54838571e+02 -1.42089294e+02  5.00301382e-01  1.55336861e+02
 -1.42587293e+02  2.12289302e-03  1.54850444e+02 -1.42090978e+02
  4.92805396e-01  1.55342887e+02 -1.42603305e+02  5.31811299e-03
  1.54833253e+02 -1.42083721e+02  4.65261379e-01  1.55318210e+02
 -1.42624035e+02  1.96355724e-02  1.54839403e+02 -1.42104262e+02
  5.13590664e-01  1.55350716e+02]
res:  5775 0.00012183832041046117 0.014886193441270734 0.02356493421481222
[ 1.21049526e-10 -1.03210220e-05 -2.82775948e-01  1.61518379e+04
 -1.42606102e+02 -3.48195127e-04  1.54832363e+02 -1.42114042e+02
  4.89983562e-01  1.55338527e+02 -1.42594857e+02  7.56538425e-03
  1.54841372e+02 -1.42081835e+02  4.94160292e-01  1.55333068e+02
 -1.42583343e+02 -3.39735589e-02  1.54842056e+02 -1.42123039e+02
  4.69822615e-01  1.55344528e+02 -1.42580015e+02  4.86955036e-03
  1.54830660e+02 -1.42092705e+02  4.90187712e-01  1.55330897e+02
 -1.42606155e+02 -9.21174765e-04  1.54844076e+02 -1.42089123e+02
  4.78709960e-01  1.55324021e+02 -1.42583892e+02 -7.01385829e-03
  1.54831102e+02 -1.42105959e+02  4.92088356e-01  1.55331326e+02
 -1.42595089e+02 -3.25744331e-03  1.54849336e+02 -1.42125095e+02
  4.93424071e-01  1.55340034e+02 -1.42616204e+02 -1.13544846e-02
  1.54834940e+02 -1.42112259e+02  4.91125185e-01  1.55332478e+02
 -1.42586823e+02 -1.62897808e-02  1.54836701e+02 -1.42092680e+02
  4.96637745e-01  1.55336997e+02 -1.42593533e+02 -2.05578486e-02
  1.54826453e+02 -1.42108506e+02  4.84962652e-01  1.55328978e+02
 -1.42581864e+02 -2.15955786e-02  1.54842557e+02 -1.42089615e+02
  4.68723257e-01  1.55341407e+02 -1.42606563e+02 -1.42350475e-02
  1.54829712e+02 -1.42105834e+02  4.44105365e-01  1.55316443e+02
 -1.42621077e+02 -8.00008595e-03  1.54834129e+02 -1.42100757e+02
  4.90481946e-01  1.55341789e+02]
Niter:  2 row:  294 ngroup:  26 nlines:  6247 gd:  5765
[ 1.21049526e-10 -1.03210220e-05 -2.82775948e-01  1.61518379e+04
 -1.42606102e+02 -3.48195127e-04  1.54832363e+02 -1.42114042e+02
  4.89983562e-01  1.55338527e+02 -1.42594857e+02  7.56538425e-03
  1.54841372e+02 -1.42081835e+02  4.94160292e-01  1.55333068e+02
 -1.42583343e+02 -3.39735589e-02  1.54842056e+02 -1.42123039e+02
  4.69822615e-01  1.55344528e+02 -1.42580015e+02  4.86955036e-03
  1.54830660e+02 -1.42092705e+02  4.90187712e-01  1.55330897e+02
 -1.42606155e+02 -9.21174765e-04  1.54844076e+02 -1.42089123e+02
  4.78709960e-01  1.55324021e+02 -1.42583892e+02 -7.01385829e-03
  1.54831102e+02 -1.42105959e+02  4.92088356e-01  1.55331326e+02
 -1.42595089e+02 -3.25744331e-03  1.54849336e+02 -1.42125095e+02
  4.93424071e-01  1.55340034e+02 -1.42616204e+02 -1.13544846e-02
  1.54834940e+02 -1.42112259e+02  4.91125185e-01  1.55332478e+02
 -1.42586823e+02 -1.62897808e-02  1.54836701e+02 -1.42092680e+02
  4.96637745e-01  1.55336997e+02 -1.42593533e+02 -2.05578486e-02
  1.54826453e+02 -1.42108506e+02  4.84962652e-01  1.55328978e+02
 -1.42581864e+02 -2.15955786e-02  1.54842557e+02 -1.42089615e+02
  4.68723257e-01  1.55341407e+02 -1.42606563e+02 -1.42350475e-02
  1.54829712e+02 -1.42105834e+02  4.44105365e-01  1.55316443e+02
 -1.42621077e+02 -8.00008595e-03  1.54834129e+02 -1.42100757e+02
  4.90481946e-01  1.55341789e+02]
res:  5765 8.208548388211057e-05 0.01477026045540697 0.02337336581910025
[ 1.21049538e-10 -1.03210210e-05 -2.82775920e-01  1.61518363e+04
 -1.42613045e+02 -1.71606135e-02  1.54827634e+02 -1.42110374e+02
  4.81193863e-01  1.55333803e+02 -1.42607004e+02 -1.79108691e-03
  1.54836637e+02 -1.42088794e+02  4.95574249e-01  1.55328332e+02
 -1.42585492e+02 -3.96899674e-02  1.54837321e+02 -1.42129989e+02
  4.64116809e-01  1.55339795e+02 -1.42586978e+02 -1.27649236e-02
  1.54825916e+02 -1.42099642e+02  4.77342706e-01  1.55326160e+02
 -1.42613086e+02 -6.64778907e-03  1.54841369e+02 -1.42096086e+02
  4.72999754e-01  1.55319289e+02 -1.42590833e+02 -9.37059119e-03
  1.54828547e+02 -1.42112922e+02  4.86371305e-01  1.55326586e+02
 -1.42602072e+02 -8.97704396e-03  1.54844596e+02 -1.42132071e+02
  4.87703316e-01  1.55335295e+02 -1.42618143e+02 -2.03266940e-02
  1.54828085e+02 -1.42119209e+02  4.75742327e-01  1.55329815e+02
 -1.42593782e+02 -2.19888797e-02  1.54831966e+02 -1.42099663e+02
  4.90919789e-01  1.55332265e+02 -1.42600475e+02 -2.62696575e-02
  1.54821709e+02 -1.42115456e+02  4.79265703e-01  1.55326242e+02
 -1.42588823e+02 -2.73080076e-02  1.54837819e+02 -1.42096574e+02
  4.63027200e-01  1.55336677e+02 -1.42613517e+02 -2.38831103e-02
  1.54824975e+02 -1.42117733e+02  4.38404507e-01  1.55311710e+02
 -1.42628026e+02 -2.48988497e-02  1.54829398e+02 -1.42097931e+02
  4.78011946e-01  1.55337057e+02]
Niter:  3 row:  294 ngroup:  26 nlines:  6247 gd:  5759
[ 1.21049538e-10 -1.03210210e-05 -2.82775920e-01  1.61518363e+04
 -1.42613045e+02 -1.71606135e-02  1.54827634e+02 -1.42110374e+02
  4.81193863e-01  1.55333803e+02 -1.42607004e+02 -1.79108691e-03
  1.54836637e+02 -1.42088794e+02  4.95574249e-01  1.55328332e+02
 -1.42585492e+02 -3.96899674e-02  1.54837321e+02 -1.42129989e+02
  4.64116809e-01  1.55339795e+02 -1.42586978e+02 -1.27649236e-02
  1.54825916e+02 -1.42099642e+02  4.77342706e-01  1.55326160e+02
 -1.42613086e+02 -6.64778907e-03  1.54841369e+02 -1.42096086e+02
  4.72999754e-01  1.55319289e+02 -1.42590833e+02 -9.37059119e-03
  1.54828547e+02 -1.42112922e+02  4.86371305e-01  1.55326586e+02
 -1.42602072e+02 -8.97704396e-03  1.54844596e+02 -1.42132071e+02
  4.87703316e-01  1.55335295e+02 -1.42618143e+02 -2.03266940e-02
  1.54828085e+02 -1.42119209e+02  4.75742327e-01  1.55329815e+02
 -1.42593782e+02 -2.19888797e-02  1.54831966e+02 -1.42099663e+02
  4.90919789e-01  1.55332265e+02 -1.42600475e+02 -2.62696575e-02
  1.54821709e+02 -1.42115456e+02  4.79265703e-01  1.55326242e+02
 -1.42588823e+02 -2.73080076e-02  1.54837819e+02 -1.42096574e+02
  4.63027200e-01  1.55336677e+02 -1.42613517e+02 -2.38831103e-02
  1.54824975e+02 -1.42117733e+02  4.38404507e-01  1.55311710e+02
 -1.42628026e+02 -2.48988497e-02  1.54829398e+02 -1.42097931e+02
  4.78011946e-01  1.55337057e+02]
res:  5759 -0.0002180054179916624 0.014745313488674583 0.023272000710163474
[ 1.21114382e-10 -1.03210210e-05 -2.82775920e-01  1.61518363e+04
 -1.42613045e+02 -1.71606135e-02  1.54827634e+02 -1.42110374e+02
  4.81193863e-01  1.55333803e+02 -1.42607004e+02 -1.79108691e-03
  1.54836637e+02 -1.42088794e+02  4.95574249e-01  1.55328332e+02
 -1.42585492e+02 -3.96899674e-02  1.54837321e+02 -1.42129989e+02
  4.64116809e-01  1.55339795e+02 -1.42586978e+02 -1.27649236e-02
  1.54825916e+02 -1.42099642e+02  4.77342706e-01  1.55326160e+02
 -1.42613086e+02 -6.64778907e-03  1.54841369e+02 -1.42096086e+02
  4.72999754e-01  1.55319289e+02 -1.42590833e+02 -9.37059119e-03
  1.54828547e+02 -1.42112922e+02  4.86371305e-01  1.55326586e+02
 -1.42602072e+02 -8.97704396e-03  1.54844596e+02 -1.42132071e+02
  4.87703316e-01  1.55335295e+02 -1.42618143e+02 -2.03266940e-02
  1.54828085e+02 -1.42119209e+02  4.75742327e-01  1.55329815e+02
 -1.42593782e+02 -2.19888797e-02  1.54831966e+02 -1.42099663e+02
  4.90919789e-01  1.55332265e+02 -1.42600475e+02 -2.62696575e-02
  1.54821709e+02 -1.42115456e+02  4.79265703e-01  1.55326242e+02
 -1.42588823e+02 -2.73080076e-02  1.54837819e+02 -1.42096574e+02
  4.63027200e-01  1.55336677e+02 -1.42613517e+02 -2.38831103e-02
  1.54824975e+02 -1.42117733e+02  4.38404507e-01  1.55311710e+02
 -1.42628026e+02 -2.48988497e-02  1.54829398e+02 -1.42097931e+02
  4.78011946e-01  1.55337057e+02]
Niter:  4 row:  294 ngroup:  26 nlines:  6247 gd:  5760
[ 1.21114382e-10 -1.03210210e-05 -2.82775920e-01  1.61518363e+04
 -1.42613045e+02 -1.71606135e-02  1.54827634e+02 -1.42110374e+02
  4.81193863e-01  1.55333803e+02 -1.42607004e+02 -1.79108691e-03
  1.54836637e+02 -1.42088794e+02  4.95574249e-01  1.55328332e+02
 -1.42585492e+02 -3.96899674e-02  1.54837321e+02 -1.42129989e+02
  4.64116809e-01  1.55339795e+02 -1.42586978e+02 -1.27649236e-02
  1.54825916e+02 -1.42099642e+02  4.77342706e-01  1.55326160e+02
 -1.42613086e+02 -6.64778907e-03  1.54841369e+02 -1.42096086e+02
  4.72999754e-01  1.55319289e+02 -1.42590833e+02 -9.37059119e-03
  1.54828547e+02 -1.42112922e+02  4.86371305e-01  1.55326586e+02
 -1.42602072e+02 -8.97704396e-03  1.54844596e+02 -1.42132071e+02
  4.87703316e-01  1.55335295e+02 -1.42618143e+02 -2.03266940e-02
  1.54828085e+02 -1.42119209e+02  4.75742327e-01  1.55329815e+02
 -1.42593782e+02 -2.19888797e-02  1.54831966e+02 -1.42099663e+02
  4.90919789e-01  1.55332265e+02 -1.42600475e+02 -2.62696575e-02
  1.54821709e+02 -1.42115456e+02  4.79265703e-01  1.55326242e+02
 -1.42588823e+02 -2.73080076e-02  1.54837819e+02 -1.42096574e+02
  4.63027200e-01  1.55336677e+02 -1.42613517e+02 -2.38831103e-02
  1.54824975e+02 -1.42117733e+02  4.38404507e-01  1.55311710e+02
 -1.42628026e+02 -2.48988497e-02  1.54829398e+02 -1.42097931e+02
  4.78011946e-01  1.55337057e+02]
res:  5760 2.1907986592850648e-05 0.014642445408753701 0.02326981199556566
[ 1.21114394e-10 -1.03210199e-05 -2.82775892e-01  1.61518347e+04
 -1.42622628e+02 -2.28751612e-02  1.54825489e+02 -1.42120212e+02
  4.75494092e-01  1.55331701e+02 -1.42616635e+02 -7.51095010e-03
  1.54834431e+02 -1.42098482e+02  4.89874381e-01  1.55326124e+02
 -1.42595366e+02 -4.53966104e-02  1.54835115e+02 -1.42139618e+02
  4.58422295e-01  1.55337620e+02 -1.42596669e+02 -2.57878551e-02
  1.54823636e+02 -1.42109207e+02  4.71613502e-01  1.55323949e+02
 -1.42622600e+02 -1.23721388e-02  1.54839182e+02 -1.42105792e+02
  4.67298172e-01  1.55319186e+02 -1.42600397e+02 -1.17493182e-02
  1.54826350e+02 -1.42122627e+02  4.80656220e-01  1.55324336e+02
 -1.42611900e+02 -1.46998124e-02  1.54842352e+02 -1.42141862e+02
  4.81984706e-01  1.55333056e+02 -1.42627803e+02 -2.60441378e-02
  1.54823670e+02 -1.42128830e+02  4.66694904e-01  1.55327596e+02
 -1.42603467e+02 -2.76816874e-02  1.54829747e+02 -1.42109471e+02
  4.85199304e-01  1.55330087e+02 -1.42610068e+02 -3.19711344e-02
  1.54819422e+02 -1.42125084e+02  4.73579215e-01  1.55324069e+02
 -1.42598499e+02 -3.30099328e-02  1.54835598e+02 -1.42106264e+02
  4.57336145e-01  1.55334537e+02 -1.42623169e+02 -2.96076039e-02
  1.54822764e+02 -1.42127361e+02  4.32710886e-01  1.55309528e+02
 -1.42637656e+02 -3.06045110e-02  1.54824968e+02 -1.42107612e+02
  4.72292632e-01  1.55334880e+02]
Niter:  5 row:  294 ngroup:  26 nlines:  6247 gd:  5754
[ 1.21114394e-10 -1.03210199e-05 -2.82775892e-01  1.61518347e+04
 -1.42622628e+02 -2.28751612e-02  1.54825489e+02 -1.42120212e+02
  4.75494092e-01  1.55331701e+02 -1.42616635e+02 -7.51095010e-03
  1.54834431e+02 -1.42098482e+02  4.89874381e-01  1.55326124e+02
 -1.42595366e+02 -4.53966104e-02  1.54835115e+02 -1.42139618e+02
  4.58422295e-01  1.55337620e+02 -1.42596669e+02 -2.57878551e-02
  1.54823636e+02 -1.42109207e+02  4.71613502e-01  1.55323949e+02
 -1.42622600e+02 -1.23721388e-02  1.54839182e+02 -1.42105792e+02
  4.67298172e-01  1.55319186e+02 -1.42600397e+02 -1.17493182e-02
  1.54826350e+02 -1.42122627e+02  4.80656220e-01  1.55324336e+02
 -1.42611900e+02 -1.46998124e-02  1.54842352e+02 -1.42141862e+02
  4.81984706e-01  1.55333056e+02 -1.42627803e+02 -2.60441378e-02
  1.54823670e+02 -1.42128830e+02  4.66694904e-01  1.55327596e+02
 -1.42603467e+02 -2.76816874e-02  1.54829747e+02 -1.42109471e+02
  4.85199304e-01  1.55330087e+02 -1.42610068e+02 -3.19711344e-02
  1.54819422e+02 -1.42125084e+02  4.73579215e-01  1.55324069e+02
 -1.42598499e+02 -3.30099328e-02  1.54835598e+02 -1.42106264e+02
  4.57336145e-01  1.55334537e+02 -1.42623169e+02 -2.96076039e-02
  1.54822764e+02 -1.42127361e+02  4.32710886e-01  1.55309528e+02
 -1.42637656e+02 -3.06045110e-02  1.54824968e+02 -1.42107612e+02
  4.72292632e-01  1.55334880e+02]
res:  5754 -0.0001474861073802458 0.014741335977305425 0.02317820477761276
[ 1.21160303e-10 -1.03210199e-05 -2.82775892e-01  1.61518347e+04
 -1.42622628e+02 -2.28751612e-02  1.54825489e+02 -1.42120212e+02
  4.75494092e-01  1.55331701e+02 -1.42616635e+02 -7.51095010e-03
  1.54834431e+02 -1.42098482e+02  4.89874381e-01  1.55326124e+02
 -1.42595366e+02 -4.53966104e-02  1.54835115e+02 -1.42139618e+02
  4.58422295e-01  1.55337620e+02 -1.42596669e+02 -2.57878551e-02
  1.54823636e+02 -1.42109207e+02  4.71613502e-01  1.55323949e+02
 -1.42622600e+02 -1.23721388e-02  1.54839182e+02 -1.42105792e+02
  4.67298172e-01  1.55319186e+02 -1.42600397e+02 -1.17493182e-02
  1.54826350e+02 -1.42122627e+02  4.80656220e-01  1.55324336e+02
 -1.42611900e+02 -1.46998124e-02  1.54842352e+02 -1.42141862e+02
  4.81984706e-01  1.55333056e+02 -1.42627803e+02 -2.60441378e-02
  1.54823670e+02 -1.42128830e+02  4.66694904e-01  1.55327596e+02
 -1.42603467e+02 -2.76816874e-02  1.54829747e+02 -1.42109471e+02
  4.85199304e-01  1.55330087e+02 -1.42610068e+02 -3.19711344e-02
  1.54819422e+02 -1.42125084e+02  4.73579215e-01  1.55324069e+02
 -1.42598499e+02 -3.30099328e-02  1.54835598e+02 -1.42106264e+02
  4.57336145e-01  1.55334537e+02 -1.42623169e+02 -2.96076039e-02
  1.54822764e+02 -1.42127361e+02  4.32710886e-01  1.55309528e+02
 -1.42637656e+02 -3.06045110e-02  1.54824968e+02 -1.42107612e+02
  4.72292632e-01  1.55334880e+02]
Niter:  6 row:  294 ngroup:  26 nlines:  6247 gd:  5756
[ 1.21160303e-10 -1.03210199e-05 -2.82775892e-01  1.61518347e+04
 -1.42622628e+02 -2.28751612e-02  1.54825489e+02 -1.42120212e+02
  4.75494092e-01  1.55331701e+02 -1.42616635e+02 -7.51095010e-03
  1.54834431e+02 -1.42098482e+02  4.89874381e-01  1.55326124e+02
 -1.42595366e+02 -4.53966104e-02  1.54835115e+02 -1.42139618e+02
  4.58422295e-01  1.55337620e+02 -1.42596669e+02 -2.57878551e-02
  1.54823636e+02 -1.42109207e+02  4.71613502e-01  1.55323949e+02
 -1.42622600e+02 -1.23721388e-02  1.54839182e+02 -1.42105792e+02
  4.67298172e-01  1.55319186e+02 -1.42600397e+02 -1.17493182e-02
  1.54826350e+02 -1.42122627e+02  4.80656220e-01  1.55324336e+02
 -1.42611900e+02 -1.46998124e-02  1.54842352e+02 -1.42141862e+02
  4.81984706e-01  1.55333056e+02 -1.42627803e+02 -2.60441378e-02
  1.54823670e+02 -1.42128830e+02  4.66694904e-01  1.55327596e+02
 -1.42603467e+02 -2.76816874e-02  1.54829747e+02 -1.42109471e+02
  4.85199304e-01  1.55330087e+02 -1.42610068e+02 -3.19711344e-02
  1.54819422e+02 -1.42125084e+02  4.73579215e-01  1.55324069e+02
 -1.42598499e+02 -3.30099328e-02  1.54835598e+02 -1.42106264e+02
  4.57336145e-01  1.55334537e+02 -1.42623169e+02 -2.96076039e-02
  1.54822764e+02 -1.42127361e+02  4.32710886e-01  1.55309528e+02
 -1.42637656e+02 -3.06045110e-02  1.54824968e+02 -1.42107612e+02
  4.72292632e-01  1.55334880e+02]
res:  5756 -0.0005138456435815897 0.014545873615134042 0.02319176905272257
[ 1.20899394e-10 -1.03208917e-05 -2.82770274e-01  1.61518363e+04
 -1.42653501e+02 -1.67990896e-02  1.54861818e+02 -1.42151904e+02
  4.82051894e-01  1.55368043e+02 -1.42647412e+02 -1.11475283e-03
  1.54870787e+02 -1.42129559e+02  4.96434747e-01  1.55362418e+02
 -1.42627068e+02 -3.92077037e-02  1.54871348e+02 -1.42170684e+02
  4.65030947e-01  1.55373931e+02 -1.42628107e+02 -1.92269100e-02
  1.54859849e+02 -1.42139938e+02  4.77320985e-01  1.55360177e+02
 -1.42653175e+02 -6.60569108e-03  1.54875483e+02 -1.42136767e+02
  4.73768335e-01  1.55355545e+02 -1.42631030e+02 -5.61940392e-03
  1.54862738e+02 -1.42153751e+02  4.86806630e-01  1.55360587e+02
 -1.42643425e+02 -8.57122258e-03  1.54878581e+02 -1.42173536e+02
  4.88051898e-01  1.55369331e+02 -1.42658682e+02 -2.00934123e-02
  1.54859862e+02 -1.42159543e+02  4.72970163e-01  1.55363913e+02
 -1.42634521e+02 -2.06823166e-02  1.54866097e+02 -1.42140842e+02
  4.91180862e-01  1.55366470e+02 -1.42640634e+02 -2.55703858e-02
  1.54855649e+02 -1.42155647e+02  4.80555150e-01  1.55360372e+02
 -1.42629290e+02 -2.64516633e-02  1.54871860e+02 -1.42137051e+02
  4.64179869e-01  1.55370776e+02 -1.42654000e+02 -2.37169327e-02
  1.54859068e+02 -1.42158120e+02  4.39430344e-01  1.55345888e+02
 -1.42668435e+02 -2.42442356e-02  1.54861358e+02 -1.42138536e+02
  4.78430906e-01  1.55371176e+02]
Saving figure to  wave_resid_43670005_fiber294.png
Final values:
res:  -0.0005138456435815897 0.02319176905272257
pars:  [ 1.20899394e-10 -1.03208917e-05 -2.82770274e-01  1.61518363e+04
 -1.42653501e+02 -1.67990896e-02  1.54861818e+02 -1.42151904e+02
  4.82051894e-01  1.55368043e+02 -1.42647412e+02 -1.11475283e-03
  1.54870787e+02 -1.42129559e+02  4.96434747e-01  1.55362418e+02
 -1.42627068e+02 -3.92077037e-02  1.54871348e+02 -1.42170684e+02
  4.65030947e-01  1.55373931e+02 -1.42628107e+02 -1.92269100e-02
  1.54859849e+02 -1.42139938e+02  4.77320985e-01  1.55360177e+02
 -1.42653175e+02 -6.60569108e-03  1.54875483e+02 -1.42136767e+02
  4.73768335e-01  1.55355545e+02 -1.42631030e+02 -5.61940392e-03
  1.54862738e+02 -1.42153751e+02  4.86806630e-01  1.55360587e+02
 -1.42643425e+02 -8.57122258e-03  1.54878581e+02 -1.42173536e+02
  4.88051898e-01  1.55369331e+02 -1.42658682e+02 -2.00934123e-02
  1.54859862e+02 -1.42159543e+02  4.72970163e-01  1.55363913e+02
 -1.42634521e+02 -2.06823166e-02  1.54866097e+02 -1.42140842e+02
  4.91180862e-01  1.55366470e+02 -1.42640634e+02 -2.55703858e-02
  1.54855649e+02 -1.42155647e+02  4.80555150e-01  1.55360372e+02
 -1.42629290e+02 -2.64516633e-02  1.54871860e+02 -1.42137051e+02
  4.64179869e-01  1.55370776e+02 -1.42654000e+02 -2.37169327e-02
  1.54859068e+02 -1.42158120e+02  4.39430344e-01  1.55345888e+02
 -1.42668435e+02 -2.42442356e-02  1.54861358e+02 -1.42138536e+02
  4.78430906e-01  1.55371176e+02]
294 [ 1.20899394e-10 -1.03208917e-05 -2.82770274e-01  1.61518363e+04
 -1.42653501e+02 -1.67990896e-02  1.54861818e+02 -1.42151904e+02
  4.82051894e-01  1.55368043e+02 -1.42647412e+02 -1.11475283e-03
  1.54870787e+02 -1.42129559e+02  4.96434747e-01  1.55362418e+02
 -1.42627068e+02 -3.92077037e-02  1.54871348e+02 -1.42170684e+02
  4.65030947e-01  1.55373931e+02 -1.42628107e+02 -1.92269100e-02
  1.54859849e+02 -1.42139938e+02  4.77320985e-01  1.55360177e+02
 -1.42653175e+02 -6.60569108e-03  1.54875483e+02 -1.42136767e+02
  4.73768335e-01  1.55355545e+02 -1.42631030e+02 -5.61940392e-03
  1.54862738e+02 -1.42153751e+02  4.86806630e-01  1.55360587e+02
 -1.42643425e+02 -8.57122258e-03  1.54878581e+02 -1.42173536e+02
  4.88051898e-01  1.55369331e+02 -1.42658682e+02 -2.00934123e-02
  1.54859862e+02 -1.42159543e+02  4.72970163e-01  1.55363913e+02
 -1.42634521e+02 -2.06823166e-02  1.54866097e+02 -1.42140842e+02
  4.91180862e-01  1.55366470e+02 -1.42640634e+02 -2.55703858e-02
  1.54855649e+02 -1.42155647e+02  4.80555150e-01  1.55360372e+02
 -1.42629290e+02 -2.64516633e-02  1.54871860e+02 -1.42137051e+02
  4.64179869e-01  1.55370776e+02 -1.42654000e+02 -2.37169327e-02
  1.54859068e+02 -1.42158120e+02  4.39430344e-01  1.55345888e+02
 -1.42668435e+02 -2.42442356e-02  1.54861358e+02 -1.42138536e+02
  4.78430906e-01  1.55371176e+02]
--- Row 296/300 row=295 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  295
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=295 ---
Niter:  0 row:  295 ngroup:  1 nlines:  237 gd:  237
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  237 0.0003120304099866189 0.015697617400292074 0.04048407951527022
[ 1.21029043e-10 -1.03224043e-05 -2.82771725e-01  1.61518544e+04
 -1.42593384e+02  1.85045987e-14  1.54832393e+02]
Niter:  1 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21029043e-10 -1.03224043e-05 -2.82771725e-01  1.61518544e+04
 -1.42593384e+02  1.85045987e-14  1.54832393e+02]
res:  216 -0.0021152944300411036 0.016413024150097044 0.02368736376905369
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Niter:  2 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
res:  216 -0.002115294431860093 0.016413024150097044 0.0236873637690466
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Niter:  3 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
res:  216 -0.0021152944300411036 0.016413024150097044 0.023687363769046156
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Niter:  4 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
res:  216 -0.002115294431860093 0.016413024150097044 0.023687363769033583
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Niter:  5 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
res:  216 -0.002115294431860093 0.016413024150097044 0.023687363769033583
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Niter:  6 row:  295 ngroup:  1 nlines:  237 gd:  216
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
res:  216 -0.002115294431860093 0.016413024150097044 0.023687363769033583
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
Final values:
res:  -0.002115294431860093 0.023687363769033583
pars:  [ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
295 [ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02]
elapsed: 2.9 sec.
Niter:  0 row:  295 ngroup:  26 nlines:  6188 gd:  6188
[ 1.21357365e-10 -1.03213321e-05 -2.82774492e-01  1.61518569e+04
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02 -1.42566004e+02  4.35390397e-12
  1.54842849e+02 -1.42566004e+02  4.35390397e-12  1.54842849e+02
 -1.42566004e+02  4.35390397e-12  1.54842849e+02 -1.42566004e+02
  4.35390397e-12  1.54842849e+02]
res:  6188 0.0016703326546121389 0.01488877013707679 0.03761378701220221
[ 1.21357353e-10 -1.03213331e-05 -2.82774520e-01  1.61518552e+04
 -1.42563022e+02  4.44325296e-03  1.54845625e+02 -1.42082121e+02
  5.02590735e-01  1.55355580e+02 -1.42568414e+02  2.91280116e-02
  1.54848372e+02 -1.42078750e+02  4.99083812e-01  1.55361165e+02
 -1.42551722e+02 -3.97092935e-03  1.54859904e+02 -1.42058510e+02
  5.07192133e-01  1.55360062e+02 -1.42574457e+02  1.95488788e-02
  1.54851383e+02 -1.42077950e+02  4.78755553e-01  1.55351386e+02
 -1.42551882e+02  1.66916773e-03  1.54860598e+02 -1.42064095e+02
  5.08209008e-01  1.55349780e+02 -1.42554338e+02  1.35701714e-02
  1.54846653e+02 -1.42121010e+02  5.22314637e-01  1.55347378e+02
 -1.42536532e+02  9.85997595e-04  1.54866504e+02 -1.42078806e+02
  5.01140122e-01  1.55352904e+02 -1.42566673e+02  2.03328028e-02
  1.54852019e+02 -1.42091773e+02  5.01197082e-01  1.55349175e+02
 -1.42560825e+02 -2.17682042e-02  1.54860795e+02 -1.42085052e+02
  5.25596342e-01  1.55369388e+02 -1.42582449e+02  1.89340639e-03
  1.54849890e+02 -1.42079118e+02  4.95980032e-01  1.55334824e+02
 -1.42567417e+02  1.20735445e-03  1.54859532e+02 -1.42048739e+02
  5.07554807e-01  1.55376274e+02 -1.42606108e+02 -2.10551873e-02
  1.54846480e+02 -1.42064710e+02  5.00621270e-01  1.55333368e+02
 -1.42558451e+02 -8.80975681e-04  1.54859219e+02 -1.42076961e+02
  5.20896637e-01  1.55348738e+02]
Niter:  1 row:  295 ngroup:  26 nlines:  6188 gd:  5700
[ 1.21357353e-10 -1.03213331e-05 -2.82774520e-01  1.61518552e+04
 -1.42563022e+02  4.44325296e-03  1.54845625e+02 -1.42082121e+02
  5.02590735e-01  1.55355580e+02 -1.42568414e+02  2.91280116e-02
  1.54848372e+02 -1.42078750e+02  4.99083812e-01  1.55361165e+02
 -1.42551722e+02 -3.97092935e-03  1.54859904e+02 -1.42058510e+02
  5.07192133e-01  1.55360062e+02 -1.42574457e+02  1.95488788e-02
  1.54851383e+02 -1.42077950e+02  4.78755553e-01  1.55351386e+02
 -1.42551882e+02  1.66916773e-03  1.54860598e+02 -1.42064095e+02
  5.08209008e-01  1.55349780e+02 -1.42554338e+02  1.35701714e-02
  1.54846653e+02 -1.42121010e+02  5.22314637e-01  1.55347378e+02
 -1.42536532e+02  9.85997595e-04  1.54866504e+02 -1.42078806e+02
  5.01140122e-01  1.55352904e+02 -1.42566673e+02  2.03328028e-02
  1.54852019e+02 -1.42091773e+02  5.01197082e-01  1.55349175e+02
 -1.42560825e+02 -2.17682042e-02  1.54860795e+02 -1.42085052e+02
  5.25596342e-01  1.55369388e+02 -1.42582449e+02  1.89340639e-03
  1.54849890e+02 -1.42079118e+02  4.95980032e-01  1.55334824e+02
 -1.42567417e+02  1.20735445e-03  1.54859532e+02 -1.42048739e+02
  5.07554807e-01  1.55376274e+02 -1.42606108e+02 -2.10551873e-02
  1.54846480e+02 -1.42064710e+02  5.00621270e-01  1.55333368e+02
 -1.42558451e+02 -8.80975681e-04  1.54859219e+02 -1.42076961e+02
  5.20896637e-01  1.55348738e+02]
res:  5700 -0.00040741212978900876 0.015023832701444917 0.02433149553942158
[ 1.21357341e-10 -1.03213341e-05 -2.82774549e-01  1.61518537e+04
 -1.42578719e+02 -1.47708990e-02  1.54832754e+02 -1.42089888e+02
  4.70654465e-01  1.55346647e+02 -1.42579918e+02 -1.29543130e-02
  1.54837786e+02 -1.42097799e+02  4.79380544e-01  1.55351702e+02
 -1.42557024e+02 -1.04407652e-02  1.54844401e+02 -1.42079002e+02
  4.85781318e-01  1.55350823e+02 -1.42584517e+02 -1.31643998e-02
  1.54844002e+02 -1.42059280e+02  4.57147077e-01  1.55341243e+02
 -1.42581492e+02 -1.30151553e-03  1.54851917e+02 -1.42086106e+02
  4.83852779e-01  1.55347233e+02 -1.42572198e+02  6.17372059e-03
  1.54842116e+02 -1.42121738e+02  4.93536878e-01  1.55340427e+02
 -1.42553330e+02 -7.59170266e-03  1.54843586e+02 -1.42099135e+02
  4.83603250e-01  1.55353066e+02 -1.42568903e+02 -1.41763460e-02
  1.54847102e+02 -1.42094021e+02  4.88007782e-01  1.55341787e+02
 -1.42585885e+02 -1.71693321e-02  1.54853481e+02 -1.42103451e+02
  4.96471233e-01  1.55343727e+02 -1.42603193e+02 -6.08372657e-03
  1.54842865e+02 -1.42093615e+02  4.80564275e-01  1.55325884e+02
 -1.42573007e+02 -2.04890742e-02  1.54843885e+02 -1.42060409e+02
  4.96980757e-01  1.55362202e+02 -1.42613840e+02 -2.98858097e-02
  1.54839643e+02 -1.42100251e+02  4.86807557e-01  1.55331335e+02
 -1.42581169e+02 -2.35549216e-02  1.54842595e+02 -1.42081566e+02
  5.05034880e-01  1.55339362e+02]
Niter:  2 row:  295 ngroup:  26 nlines:  6188 gd:  5701
[ 1.21357341e-10 -1.03213341e-05 -2.82774549e-01  1.61518537e+04
 -1.42578719e+02 -1.47708990e-02  1.54832754e+02 -1.42089888e+02
  4.70654465e-01  1.55346647e+02 -1.42579918e+02 -1.29543130e-02
  1.54837786e+02 -1.42097799e+02  4.79380544e-01  1.55351702e+02
 -1.42557024e+02 -1.04407652e-02  1.54844401e+02 -1.42079002e+02
  4.85781318e-01  1.55350823e+02 -1.42584517e+02 -1.31643998e-02
  1.54844002e+02 -1.42059280e+02  4.57147077e-01  1.55341243e+02
 -1.42581492e+02 -1.30151553e-03  1.54851917e+02 -1.42086106e+02
  4.83852779e-01  1.55347233e+02 -1.42572198e+02  6.17372059e-03
  1.54842116e+02 -1.42121738e+02  4.93536878e-01  1.55340427e+02
 -1.42553330e+02 -7.59170266e-03  1.54843586e+02 -1.42099135e+02
  4.83603250e-01  1.55353066e+02 -1.42568903e+02 -1.41763460e-02
  1.54847102e+02 -1.42094021e+02  4.88007782e-01  1.55341787e+02
 -1.42585885e+02 -1.71693321e-02  1.54853481e+02 -1.42103451e+02
  4.96471233e-01  1.55343727e+02 -1.42603193e+02 -6.08372657e-03
  1.54842865e+02 -1.42093615e+02  4.80564275e-01  1.55325884e+02
 -1.42573007e+02 -2.04890742e-02  1.54843885e+02 -1.42060409e+02
  4.96980757e-01  1.55362202e+02 -1.42613840e+02 -2.98858097e-02
  1.54839643e+02 -1.42100251e+02  4.86807557e-01  1.55331335e+02
 -1.42581169e+02 -2.35549216e-02  1.54842595e+02 -1.42081566e+02
  5.05034880e-01  1.55339362e+02]
res:  5701 -0.0004803912979696179 0.014978294964748784 0.024312443667010436
[ 1.21357329e-10 -1.03213352e-05 -2.82774546e-01  1.61518521e+04
 -1.42585479e+02 -2.04965724e-02  1.54827806e+02 -1.42096678e+02
  4.58816195e-01  1.55341708e+02 -1.42586702e+02 -1.86986816e-02
  1.54832838e+02 -1.42104581e+02  4.73667783e-01  1.55346752e+02
 -1.42563839e+02 -1.61632315e-02  1.54839455e+02 -1.42085844e+02
  4.80070026e-01  1.55345879e+02 -1.42585695e+02 -2.31122927e-02
  1.54839058e+02 -1.42060068e+02  4.44654798e-01  1.55336303e+02
 -1.42593637e+02 -7.02394229e-03  1.54846976e+02 -1.42092885e+02
  4.78149147e-01  1.55342293e+02 -1.42584306e+02  4.06409256e-03
  1.54837175e+02 -1.42128523e+02  4.84049897e-01  1.55335484e+02
 -1.42560130e+02 -1.33132156e-02  1.54838639e+02 -1.42105878e+02
  4.74191942e-01  1.55348125e+02 -1.42575690e+02 -2.71902700e-02
  1.54842151e+02 -1.42100804e+02  4.82297686e-01  1.55336848e+02
 -1.42592659e+02 -1.89530360e-02  1.54850527e+02 -1.42110225e+02
  4.80763550e-01  1.55338778e+02 -1.42609984e+02 -1.18131783e-02
  1.54837925e+02 -1.42100403e+02  4.71274665e-01  1.55320943e+02
 -1.42575011e+02 -2.62131892e-02  1.54836810e+02 -1.42067207e+02
  4.91276350e-01  1.55357259e+02 -1.42620612e+02 -3.56091950e-02
  1.54834698e+02 -1.42107057e+02  4.77863994e-01  1.55330585e+02
 -1.42587944e+02 -2.92702154e-02  1.54837645e+02 -1.42083662e+02
  4.95930383e-01  1.55334420e+02]
Niter:  3 row:  295 ngroup:  26 nlines:  6188 gd:  5698
[ 1.21357329e-10 -1.03213352e-05 -2.82774546e-01  1.61518521e+04
 -1.42585479e+02 -2.04965724e-02  1.54827806e+02 -1.42096678e+02
  4.58816195e-01  1.55341708e+02 -1.42586702e+02 -1.86986816e-02
  1.54832838e+02 -1.42104581e+02  4.73667783e-01  1.55346752e+02
 -1.42563839e+02 -1.61632315e-02  1.54839455e+02 -1.42085844e+02
  4.80070026e-01  1.55345879e+02 -1.42585695e+02 -2.31122927e-02
  1.54839058e+02 -1.42060068e+02  4.44654798e-01  1.55336303e+02
 -1.42593637e+02 -7.02394229e-03  1.54846976e+02 -1.42092885e+02
  4.78149147e-01  1.55342293e+02 -1.42584306e+02  4.06409256e-03
  1.54837175e+02 -1.42128523e+02  4.84049897e-01  1.55335484e+02
 -1.42560130e+02 -1.33132156e-02  1.54838639e+02 -1.42105878e+02
  4.74191942e-01  1.55348125e+02 -1.42575690e+02 -2.71902700e-02
  1.54842151e+02 -1.42100804e+02  4.82297686e-01  1.55336848e+02
 -1.42592659e+02 -1.89530360e-02  1.54850527e+02 -1.42110225e+02
  4.80763550e-01  1.55338778e+02 -1.42609984e+02 -1.18131783e-02
  1.54837925e+02 -1.42100403e+02  4.71274665e-01  1.55320943e+02
 -1.42575011e+02 -2.62131892e-02  1.54836810e+02 -1.42067207e+02
  4.91276350e-01  1.55357259e+02 -1.42620612e+02 -3.56091950e-02
  1.54834698e+02 -1.42107057e+02  4.77863994e-01  1.55330585e+02
 -1.42587944e+02 -2.92702154e-02  1.54837645e+02 -1.42083662e+02
  4.95930383e-01  1.55334420e+02]
res:  5698 -0.00021601131265924778 0.015101028170647623 0.024260585582835194
[ 1.21305188e-10 -1.03213352e-05 -2.82774546e-01  1.61518521e+04
 -1.42585479e+02 -2.04965724e-02  1.54827806e+02 -1.42096678e+02
  4.58816195e-01  1.55341708e+02 -1.42586702e+02 -1.86986816e-02
  1.54832838e+02 -1.42104581e+02  4.73667783e-01  1.55346752e+02
 -1.42563839e+02 -1.61632315e-02  1.54839455e+02 -1.42085844e+02
  4.80070026e-01  1.55345879e+02 -1.42585695e+02 -2.31122927e-02
  1.54839058e+02 -1.42060068e+02  4.44654798e-01  1.55336303e+02
 -1.42593637e+02 -7.02394229e-03  1.54846976e+02 -1.42092885e+02
  4.78149147e-01  1.55342293e+02 -1.42584306e+02  4.06409256e-03
  1.54837175e+02 -1.42128523e+02  4.84049897e-01  1.55335484e+02
 -1.42560130e+02 -1.33132156e-02  1.54838639e+02 -1.42105878e+02
  4.74191942e-01  1.55348125e+02 -1.42575690e+02 -2.71902700e-02
  1.54842151e+02 -1.42100804e+02  4.82297686e-01  1.55336848e+02
 -1.42592659e+02 -1.89530360e-02  1.54850527e+02 -1.42110225e+02
  4.80763550e-01  1.55338778e+02 -1.42609984e+02 -1.18131783e-02
  1.54837925e+02 -1.42100403e+02  4.71274665e-01  1.55320943e+02
 -1.42575011e+02 -2.62131892e-02  1.54836810e+02 -1.42067207e+02
  4.91276350e-01  1.55357259e+02 -1.42620612e+02 -3.56091950e-02
  1.54834698e+02 -1.42107057e+02  4.77863994e-01  1.55330585e+02
 -1.42587944e+02 -2.92702154e-02  1.54837645e+02 -1.42083662e+02
  4.95930383e-01  1.55334420e+02]
Niter:  4 row:  295 ngroup:  26 nlines:  6188 gd:  5700
[ 1.21305188e-10 -1.03213352e-05 -2.82774546e-01  1.61518521e+04
 -1.42585479e+02 -2.04965724e-02  1.54827806e+02 -1.42096678e+02
  4.58816195e-01  1.55341708e+02 -1.42586702e+02 -1.86986816e-02
  1.54832838e+02 -1.42104581e+02  4.73667783e-01  1.55346752e+02
 -1.42563839e+02 -1.61632315e-02  1.54839455e+02 -1.42085844e+02
  4.80070026e-01  1.55345879e+02 -1.42585695e+02 -2.31122927e-02
  1.54839058e+02 -1.42060068e+02  4.44654798e-01  1.55336303e+02
 -1.42593637e+02 -7.02394229e-03  1.54846976e+02 -1.42092885e+02
  4.78149147e-01  1.55342293e+02 -1.42584306e+02  4.06409256e-03
  1.54837175e+02 -1.42128523e+02  4.84049897e-01  1.55335484e+02
 -1.42560130e+02 -1.33132156e-02  1.54838639e+02 -1.42105878e+02
  4.74191942e-01  1.55348125e+02 -1.42575690e+02 -2.71902700e-02
  1.54842151e+02 -1.42100804e+02  4.82297686e-01  1.55336848e+02
 -1.42592659e+02 -1.89530360e-02  1.54850527e+02 -1.42110225e+02
  4.80763550e-01  1.55338778e+02 -1.42609984e+02 -1.18131783e-02
  1.54837925e+02 -1.42100403e+02  4.71274665e-01  1.55320943e+02
 -1.42575011e+02 -2.62131892e-02  1.54836810e+02 -1.42067207e+02
  4.91276350e-01  1.55357259e+02 -1.42620612e+02 -3.56091950e-02
  1.54834698e+02 -1.42107057e+02  4.77863994e-01  1.55330585e+02
 -1.42587944e+02 -2.92702154e-02  1.54837645e+02 -1.42083662e+02
  4.95930383e-01  1.55334420e+02]
res:  5700 -0.0005683615190719138 0.014940215759452258 0.024280781473300376
[ 1.21305176e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
Niter:  5 row:  295 ngroup:  26 nlines:  6188 gd:  5696
[ 1.21305176e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
res:  5696 -0.0003747751425180468 0.015049247433125856 0.024221130070371723
[ 1.21265949e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
Niter:  6 row:  295 ngroup:  26 nlines:  6188 gd:  5697
[ 1.21265949e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
res:  5697 -0.00037685114693886135 0.015049650120090519 0.02423483266266794
[ 1.21266143e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
Saving figure to  wave_resid_43670005_fiber295.png
Final values:
res:  -0.00037685114693886135 0.02423483266266794
pars:  [ 1.21266143e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
295 [ 1.21266143e-10 -1.03213362e-05 -2.82774518e-01  1.61518505e+04
 -1.42590354e+02 -2.62211813e-02  1.54821022e+02 -1.42101445e+02
  4.49651578e-01  1.55334878e+02 -1.42591496e+02 -2.44395892e-02
  1.54826057e+02 -1.42114498e+02  4.67940283e-01  1.55339999e+02
 -1.42568535e+02 -2.18984580e-02  1.54832658e+02 -1.42090446e+02
  4.74343698e-01  1.55339078e+02 -1.42590439e+02 -2.88522088e-02
  1.54832264e+02 -1.42064791e+02  4.38931640e-01  1.55329468e+02
 -1.42598543e+02 -1.27453974e-02  1.54840153e+02 -1.42097701e+02
  4.72437997e-01  1.55335467e+02 -1.42589151e+02  1.74027648e-03
  1.54830357e+02 -1.42133301e+02  4.78330387e-01  1.55328682e+02
 -1.42570497e+02 -1.90330785e-02  1.54831863e+02 -1.42110829e+02
  4.68486766e-01  1.55341299e+02 -1.42580468e+02 -3.29008487e-02
  1.54835402e+02 -1.42105606e+02  4.76585243e-01  1.55330004e+02
 -1.42597487e+02 -2.46784404e-02  1.54843755e+02 -1.42115077e+02
  4.75047856e-01  1.55332008e+02 -1.42614763e+02 -1.75391760e-02
  1.54831100e+02 -1.42105171e+02  4.65583552e-01  1.55314117e+02
 -1.42579792e+02 -3.19369224e-02  1.54830021e+02 -1.42071933e+02
  4.85569867e-01  1.55350452e+02 -1.42625450e+02 -4.13354158e-02
  1.54827909e+02 -1.42111789e+02  4.72152599e-01  1.55323739e+02
 -1.42592770e+02 -3.49912227e-02  1.54830894e+02 -1.42088443e+02
  4.86710074e-01  1.55327595e+02]
--- Row 297/300 row=296 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  296
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=296 ---
Niter:  0 row:  296 ngroup:  1 nlines:  236 gd:  236
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  236 -0.0010970051043841522 0.015732348925666884 0.03733543290534611
[ 1.21216579e-10 -1.03201482e-05 -2.82768427e-01  1.61517819e+04
 -1.42634641e+02 -6.39809617e-14  1.54868002e+02]
Niter:  1 row:  296 ngroup:  1 nlines:  236 gd:  219
[ 1.21216579e-10 -1.03201482e-05 -2.82768427e-01  1.61517819e+04
 -1.42634641e+02 -6.39809617e-14  1.54868002e+02]
res:  219 0.0006898377650941256 0.016473397418849345 0.025537798495377847
[ 1.21285971e-10 -1.03205805e-05 -2.82772849e-01  1.61517828e+04
 -1.42594308e+02  1.15728434e-10  1.54840469e+02]
Niter:  2 row:  296 ngroup:  1 nlines:  236 gd:  224
[ 1.21285971e-10 -1.03205805e-05 -2.82772849e-01  1.61517828e+04
 -1.42594308e+02  1.15728434e-10  1.54840469e+02]
res:  224 3.9873628338682465e-05 0.017236621662959806 0.027365585876096245
[ 1.21430118e-10 -1.03210708e-05 -2.82774588e-01  1.61517839e+04
 -1.42595643e+02  1.57925075e-10  1.54827708e+02]
Niter:  3 row:  296 ngroup:  1 nlines:  236 gd:  225
[ 1.21430118e-10 -1.03210708e-05 -2.82774588e-01  1.61517839e+04
 -1.42595643e+02  1.57925075e-10  1.54827708e+02]
res:  225 -0.00013649033826368395 0.017388697811838938 0.027758322064432427
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
Niter:  4 row:  296 ngroup:  1 nlines:  236 gd:  225
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
res:  225 -0.00013649033826368395 0.017388697811838938 0.027758322064432427
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
Niter:  5 row:  296 ngroup:  1 nlines:  236 gd:  225
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
res:  225 -0.00013649033826368395 0.017388697811838938 0.027758322064432427
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
Niter:  6 row:  296 ngroup:  1 nlines:  236 gd:  225
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
res:  225 -0.00013649033826368395 0.017388697811838938 0.027758322064432427
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
Final values:
res:  -0.00013649033826368395 0.027758322064432427
pars:  [ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
296 [ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02]
elapsed: 2.9 sec.
Niter:  0 row:  296 ngroup:  26 nlines:  6231 gd:  6231
[ 1.21437412e-10 -1.03211069e-05 -2.82774596e-01  1.61517850e+04
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02 -1.42591838e+02  1.09547671e-10
  1.54830808e+02 -1.42591838e+02  1.09547671e-10  1.54830808e+02
 -1.42591838e+02  1.09547671e-10  1.54830808e+02 -1.42591838e+02
  1.09547671e-10  1.54830808e+02]
res:  6231 0.0009812326552491868 0.01496886106178863 0.036751792829564894
[ 1.21437400e-10 -1.03211079e-05 -2.82774568e-01  1.61517834e+04
 -1.42605459e+02  4.63374741e-03  1.54823398e+02 -1.42087535e+02
  4.90310032e-01  1.55332421e+02 -1.42605287e+02  1.57002883e-02
  1.54843471e+02 -1.42109564e+02  4.72175334e-01  1.55331813e+02
 -1.42568656e+02 -2.98119356e-02  1.54835805e+02 -1.42095790e+02
  4.85373417e-01  1.55328918e+02 -1.42592155e+02 -2.83585829e-03
  1.54830162e+02 -1.42108270e+02  4.98584817e-01  1.55339796e+02
 -1.42605006e+02 -2.25352575e-02  1.54846588e+02 -1.42108001e+02
  4.83795471e-01  1.55328830e+02 -1.42597185e+02 -1.66477922e-03
  1.54832463e+02 -1.42086105e+02  5.09057877e-01  1.55331441e+02
 -1.42581063e+02  4.22532893e-03  1.54841646e+02 -1.42081996e+02
  4.73572416e-01  1.55344248e+02 -1.42612481e+02 -6.13580976e-03
  1.54838570e+02 -1.42104926e+02  4.70681486e-01  1.55333267e+02
 -1.42615934e+02  9.68376325e-03  1.54836377e+02 -1.42097485e+02
  4.94672802e-01  1.55343708e+02 -1.42607166e+02  5.87352249e-03
  1.54841422e+02 -1.42098016e+02  4.69745425e-01  1.55342952e+02
 -1.42611248e+02 -3.34731710e-02  1.54838062e+02 -1.42113333e+02
  4.79463416e-01  1.55352737e+02 -1.42597999e+02 -1.00414773e-02
  1.54824450e+02 -1.42098410e+02  4.81139461e-01  1.55325620e+02
 -1.42593666e+02 -2.34278810e-02  1.54842977e+02 -1.42132497e+02
  4.77464339e-01  1.55338423e+02]
Niter:  1 row:  296 ngroup:  26 nlines:  6231 gd:  5711
[ 1.21437400e-10 -1.03211079e-05 -2.82774568e-01  1.61517834e+04
 -1.42605459e+02  4.63374741e-03  1.54823398e+02 -1.42087535e+02
  4.90310032e-01  1.55332421e+02 -1.42605287e+02  1.57002883e-02
  1.54843471e+02 -1.42109564e+02  4.72175334e-01  1.55331813e+02
 -1.42568656e+02 -2.98119356e-02  1.54835805e+02 -1.42095790e+02
  4.85373417e-01  1.55328918e+02 -1.42592155e+02 -2.83585829e-03
  1.54830162e+02 -1.42108270e+02  4.98584817e-01  1.55339796e+02
 -1.42605006e+02 -2.25352575e-02  1.54846588e+02 -1.42108001e+02
  4.83795471e-01  1.55328830e+02 -1.42597185e+02 -1.66477922e-03
  1.54832463e+02 -1.42086105e+02  5.09057877e-01  1.55331441e+02
 -1.42581063e+02  4.22532893e-03  1.54841646e+02 -1.42081996e+02
  4.73572416e-01  1.55344248e+02 -1.42612481e+02 -6.13580976e-03
  1.54838570e+02 -1.42104926e+02  4.70681486e-01  1.55333267e+02
 -1.42615934e+02  9.68376325e-03  1.54836377e+02 -1.42097485e+02
  4.94672802e-01  1.55343708e+02 -1.42607166e+02  5.87352249e-03
  1.54841422e+02 -1.42098016e+02  4.69745425e-01  1.55342952e+02
 -1.42611248e+02 -3.34731710e-02  1.54838062e+02 -1.42113333e+02
  4.79463416e-01  1.55352737e+02 -1.42597999e+02 -1.00414773e-02
  1.54824450e+02 -1.42098410e+02  4.81139461e-01  1.55325620e+02
 -1.42593666e+02 -2.34278810e-02  1.54842977e+02 -1.42132497e+02
  4.77464339e-01  1.55338423e+02]
res:  5711 -0.00019854449055856094 0.0152531063031347 0.023791413832139827
[ 1.21437412e-10 -1.03211069e-05 -2.82774539e-01  1.61517818e+04
 -1.42604896e+02 -7.88130052e-03  1.54821305e+02 -1.42106566e+02
  4.75069741e-01  1.55324124e+02 -1.42603807e+02 -1.72332396e-02
  1.54833332e+02 -1.42111481e+02  4.65136471e-01  1.55327975e+02
 -1.42593813e+02 -2.97636705e-02  1.54830448e+02 -1.42097211e+02
  4.77438821e-01  1.55321846e+02 -1.42601414e+02  8.88524897e-04
  1.54818409e+02 -1.42115634e+02  4.91999138e-01  1.55327029e+02
 -1.42611703e+02 -1.91101269e-02  1.54827155e+02 -1.42093090e+02
  4.71978980e-01  1.55323773e+02 -1.42611269e+02 -9.93279015e-03
  1.54825308e+02 -1.42118650e+02  4.81210688e-01  1.55315760e+02
 -1.42582397e+02 -1.73389883e-02  1.54828069e+02 -1.42102064e+02
  4.68669831e-01  1.55333281e+02 -1.42624641e+02 -3.71032391e-02
  1.54830375e+02 -1.42104885e+02  4.55121191e-01  1.55326977e+02
 -1.42631304e+02 -2.26903926e-02  1.54836541e+02 -1.42101577e+02
  4.68540948e-01  1.55331302e+02 -1.42614737e+02 -2.22368464e-02
  1.54833071e+02 -1.42093710e+02  4.57632556e-01  1.55325303e+02
 -1.42623309e+02 -1.14478043e-02  1.54830237e+02 -1.42106175e+02
  4.66073813e-01  1.55344617e+02 -1.42600870e+02 -1.38475670e-02
  1.54819880e+02 -1.42129425e+02  4.72901219e-01  1.55315414e+02
 -1.42596970e+02 -3.03485043e-02  1.54830314e+02 -1.42125903e+02
  4.56414326e-01  1.55326837e+02]
Niter:  2 row:  296 ngroup:  26 nlines:  6231 gd:  5732
[ 1.21437412e-10 -1.03211069e-05 -2.82774539e-01  1.61517818e+04
 -1.42604896e+02 -7.88130052e-03  1.54821305e+02 -1.42106566e+02
  4.75069741e-01  1.55324124e+02 -1.42603807e+02 -1.72332396e-02
  1.54833332e+02 -1.42111481e+02  4.65136471e-01  1.55327975e+02
 -1.42593813e+02 -2.97636705e-02  1.54830448e+02 -1.42097211e+02
  4.77438821e-01  1.55321846e+02 -1.42601414e+02  8.88524897e-04
  1.54818409e+02 -1.42115634e+02  4.91999138e-01  1.55327029e+02
 -1.42611703e+02 -1.91101269e-02  1.54827155e+02 -1.42093090e+02
  4.71978980e-01  1.55323773e+02 -1.42611269e+02 -9.93279015e-03
  1.54825308e+02 -1.42118650e+02  4.81210688e-01  1.55315760e+02
 -1.42582397e+02 -1.73389883e-02  1.54828069e+02 -1.42102064e+02
  4.68669831e-01  1.55333281e+02 -1.42624641e+02 -3.71032391e-02
  1.54830375e+02 -1.42104885e+02  4.55121191e-01  1.55326977e+02
 -1.42631304e+02 -2.26903926e-02  1.54836541e+02 -1.42101577e+02
  4.68540948e-01  1.55331302e+02 -1.42614737e+02 -2.22368464e-02
  1.54833071e+02 -1.42093710e+02  4.57632556e-01  1.55325303e+02
 -1.42623309e+02 -1.14478043e-02  1.54830237e+02 -1.42106175e+02
  4.66073813e-01  1.55344617e+02 -1.42600870e+02 -1.38475670e-02
  1.54819880e+02 -1.42129425e+02  4.72901219e-01  1.55315414e+02
 -1.42596970e+02 -3.03485043e-02  1.54830314e+02 -1.42125903e+02
  4.56414326e-01  1.55326837e+02]
res:  5732 -0.00023349926777882501 0.015306002936995355 0.024035560402557856
[ 1.21437424e-10 -1.03211058e-05 -2.82774511e-01  1.61517802e+04
 -1.42607245e+02 -1.71442993e-02  1.54816571e+02 -1.42113515e+02
  4.69357305e-01  1.55319389e+02 -1.42610765e+02 -2.64987089e-02
  1.54830705e+02 -1.42118438e+02  4.59420036e-01  1.55323241e+02
 -1.42605642e+02 -3.54925460e-02  1.54825713e+02 -1.42104171e+02
  4.71745407e-01  1.55317112e+02 -1.42608364e+02 -8.85532701e-04
  1.54813675e+02 -1.42122596e+02  4.86275440e-01  1.55322288e+02
 -1.42618652e+02 -2.14586946e-02  1.54822416e+02 -1.42100054e+02
  4.66277032e-01  1.55319042e+02 -1.42618221e+02 -1.56300357e-02
  1.54820578e+02 -1.42130885e+02  4.72123330e-01  1.55311021e+02
 -1.42589371e+02 -3.03489409e-02  1.54823334e+02 -1.42109026e+02
  4.66110543e-01  1.55326495e+02 -1.42626851e+02 -4.94522948e-02
  1.54825642e+02 -1.42111842e+02  4.49404982e-01  1.55322238e+02
 -1.42638248e+02 -4.59821348e-02  1.54831804e+02 -1.42103331e+02
  4.59808496e-01  1.55326572e+02 -1.42621687e+02 -3.15429849e-02
  1.54830391e+02 -1.42095742e+02  4.51938831e-01  1.55318305e+02
 -1.42630263e+02 -9.83147403e-03  1.54825497e+02 -1.42103020e+02
  4.60362685e-01  1.55339877e+02 -1.42607795e+02 -1.61909229e-02
  1.54815153e+02 -1.42136366e+02  4.67186912e-01  1.55310677e+02
 -1.42598867e+02 -2.52303617e-02  1.54825585e+02 -1.42132846e+02
  4.43872697e-01  1.55319920e+02]
Niter:  3 row:  296 ngroup:  26 nlines:  6231 gd:  5732
[ 1.21437424e-10 -1.03211058e-05 -2.82774511e-01  1.61517802e+04
 -1.42607245e+02 -1.71442993e-02  1.54816571e+02 -1.42113515e+02
  4.69357305e-01  1.55319389e+02 -1.42610765e+02 -2.64987089e-02
  1.54830705e+02 -1.42118438e+02  4.59420036e-01  1.55323241e+02
 -1.42605642e+02 -3.54925460e-02  1.54825713e+02 -1.42104171e+02
  4.71745407e-01  1.55317112e+02 -1.42608364e+02 -8.85532701e-04
  1.54813675e+02 -1.42122596e+02  4.86275440e-01  1.55322288e+02
 -1.42618652e+02 -2.14586946e-02  1.54822416e+02 -1.42100054e+02
  4.66277032e-01  1.55319042e+02 -1.42618221e+02 -1.56300357e-02
  1.54820578e+02 -1.42130885e+02  4.72123330e-01  1.55311021e+02
 -1.42589371e+02 -3.03489409e-02  1.54823334e+02 -1.42109026e+02
  4.66110543e-01  1.55326495e+02 -1.42626851e+02 -4.94522948e-02
  1.54825642e+02 -1.42111842e+02  4.49404982e-01  1.55322238e+02
 -1.42638248e+02 -4.59821348e-02  1.54831804e+02 -1.42103331e+02
  4.59808496e-01  1.55326572e+02 -1.42621687e+02 -3.15429849e-02
  1.54830391e+02 -1.42095742e+02  4.51938831e-01  1.55318305e+02
 -1.42630263e+02 -9.83147403e-03  1.54825497e+02 -1.42103020e+02
  4.60362685e-01  1.55339877e+02 -1.42607795e+02 -1.61909229e-02
  1.54815153e+02 -1.42136366e+02  4.67186912e-01  1.55310677e+02
 -1.42598867e+02 -2.52303617e-02  1.54825585e+02 -1.42132846e+02
  4.43872697e-01  1.55319920e+02]
res:  5732 -0.0003226269327569753 0.015336730362832895 0.024032920457438794
[ 1.21450393e-10 -1.03211058e-05 -2.82774511e-01  1.61517802e+04
 -1.42607245e+02 -1.71442993e-02  1.54816571e+02 -1.42113515e+02
  4.69357305e-01  1.55319389e+02 -1.42610765e+02 -2.64987089e-02
  1.54830705e+02 -1.42118438e+02  4.59420036e-01  1.55323241e+02
 -1.42605642e+02 -3.54925460e-02  1.54825713e+02 -1.42104171e+02
  4.71745407e-01  1.55317112e+02 -1.42608364e+02 -8.85532701e-04
  1.54813675e+02 -1.42122596e+02  4.86275440e-01  1.55322288e+02
 -1.42618652e+02 -2.14586946e-02  1.54822416e+02 -1.42100054e+02
  4.66277032e-01  1.55319042e+02 -1.42618221e+02 -1.56300357e-02
  1.54820578e+02 -1.42130885e+02  4.72123330e-01  1.55311021e+02
 -1.42589371e+02 -3.03489409e-02  1.54823334e+02 -1.42109026e+02
  4.66110543e-01  1.55326495e+02 -1.42626851e+02 -4.94522948e-02
  1.54825642e+02 -1.42111842e+02  4.49404982e-01  1.55322238e+02
 -1.42638248e+02 -4.59821348e-02  1.54831804e+02 -1.42103331e+02
  4.59808496e-01  1.55326572e+02 -1.42621687e+02 -3.15429849e-02
  1.54830391e+02 -1.42095742e+02  4.51938831e-01  1.55318305e+02
 -1.42630263e+02 -9.83147403e-03  1.54825497e+02 -1.42103020e+02
  4.60362685e-01  1.55339877e+02 -1.42607795e+02 -1.61909229e-02
  1.54815153e+02 -1.42136366e+02  4.67186912e-01  1.55310677e+02
 -1.42598867e+02 -2.52303617e-02  1.54825585e+02 -1.42132846e+02
  4.43872697e-01  1.55319920e+02]
Niter:  4 row:  296 ngroup:  26 nlines:  6231 gd:  5733
[ 1.21450393e-10 -1.03211058e-05 -2.82774511e-01  1.61517802e+04
 -1.42607245e+02 -1.71442993e-02  1.54816571e+02 -1.42113515e+02
  4.69357305e-01  1.55319389e+02 -1.42610765e+02 -2.64987089e-02
  1.54830705e+02 -1.42118438e+02  4.59420036e-01  1.55323241e+02
 -1.42605642e+02 -3.54925460e-02  1.54825713e+02 -1.42104171e+02
  4.71745407e-01  1.55317112e+02 -1.42608364e+02 -8.85532701e-04
  1.54813675e+02 -1.42122596e+02  4.86275440e-01  1.55322288e+02
 -1.42618652e+02 -2.14586946e-02  1.54822416e+02 -1.42100054e+02
  4.66277032e-01  1.55319042e+02 -1.42618221e+02 -1.56300357e-02
  1.54820578e+02 -1.42130885e+02  4.72123330e-01  1.55311021e+02
 -1.42589371e+02 -3.03489409e-02  1.54823334e+02 -1.42109026e+02
  4.66110543e-01  1.55326495e+02 -1.42626851e+02 -4.94522948e-02
  1.54825642e+02 -1.42111842e+02  4.49404982e-01  1.55322238e+02
 -1.42638248e+02 -4.59821348e-02  1.54831804e+02 -1.42103331e+02
  4.59808496e-01  1.55326572e+02 -1.42621687e+02 -3.15429849e-02
  1.54830391e+02 -1.42095742e+02  4.51938831e-01  1.55318305e+02
 -1.42630263e+02 -9.83147403e-03  1.54825497e+02 -1.42103020e+02
  4.60362685e-01  1.55339877e+02 -1.42607795e+02 -1.61909229e-02
  1.54815153e+02 -1.42136366e+02  4.67186912e-01  1.55310677e+02
 -1.42598867e+02 -2.52303617e-02  1.54825585e+02 -1.42132846e+02
  4.43872697e-01  1.55319920e+02]
res:  5733 -0.0003342323616379872 0.015336105141614098 0.02404450224557353
[ 1.21450406e-10 -1.03211048e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
Niter:  5 row:  296 ngroup:  26 nlines:  6231 gd:  5733
[ 1.21450406e-10 -1.03211048e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
res:  5733 -0.0003391025929886382 0.015337580269260798 0.024044267427888604
[ 1.21455588e-10 -1.03211048e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
Niter:  6 row:  296 ngroup:  26 nlines:  6231 gd:  5733
[ 1.21455588e-10 -1.03211048e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
res:  5733 -0.00034719523864623625 0.01533616921187786 0.02404425624216204
[ 1.21455225e-10 -1.03211029e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
Saving figure to  wave_resid_43670005_fiber296.png
Final values:
res:  -0.00034719523864623625 0.02404425624216204
pars:  [ 1.21455225e-10 -1.03211029e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
296 [ 1.21455225e-10 -1.03211029e-05 -2.82774483e-01  1.61517786e+04
 -1.42614740e+02 -2.28942801e-02  1.54812342e+02 -1.42121001e+02
  4.63643851e-01  1.55315159e+02 -1.42618269e+02 -3.21983323e-02
  1.54826457e+02 -1.42125940e+02  4.53708407e-01  1.55319016e+02
 -1.42613131e+02 -4.12222492e-02  1.54821482e+02 -1.42111677e+02
  4.66046016e-01  1.55312888e+02 -1.42610321e+02 -6.59691957e-03
  1.54809447e+02 -1.42130106e+02  4.80548711e-01  1.55318042e+02
 -1.42626134e+02 -2.71905461e-02  1.54818178e+02 -1.42107569e+02
  4.60570392e-01  1.55314823e+02 -1.42625709e+02 -2.13213949e-02
  1.54816361e+02 -1.42138334e+02  4.66423201e-01  1.55306783e+02
 -1.42596906e+02 -3.60476825e-02  1.54819106e+02 -1.42116538e+02
  4.60390702e-01  1.55322273e+02 -1.42634352e+02 -5.51678250e-02
  1.54821422e+02 -1.42119340e+02  4.43689569e-01  1.55318001e+02
 -1.42645720e+02 -5.54779071e-02  1.54827570e+02 -1.42110894e+02
  4.54114350e-01  1.55322358e+02 -1.42629176e+02 -4.09522113e-02
  1.54826179e+02 -1.42103270e+02  4.46248562e-01  1.55314048e+02
 -1.42637758e+02 -1.55343045e-02  1.54821256e+02 -1.42110563e+02
  4.54646107e-01  1.55335638e+02 -1.42615226e+02 -2.19155325e-02
  1.54810944e+02 -1.42143839e+02  4.61468995e-01  1.55306444e+02
 -1.42606348e+02 -3.09423449e-02  1.54821370e+02 -1.42140319e+02
  4.38163902e-01  1.55315698e+02]
--- Row 298/300 row=297 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  297
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=297 ---
Niter:  0 row:  297 ngroup:  1 nlines:  227 gd:  227
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  227 0.0012286337077966891 0.012847006115407567 0.03615278934137417
[ 1.20583443e-10 -1.03195568e-05 -2.82768760e-01  1.61517797e+04
 -1.42533765e+02  2.20149891e-14  1.54874814e+02]
Niter:  1 row:  297 ngroup:  1 nlines:  227 gd:  207
[ 1.20583443e-10 -1.03195568e-05 -2.82768760e-01  1.61517797e+04
 -1.42533765e+02  2.20149891e-14  1.54874814e+02]
res:  207 0.002476237659720937 0.012934109465277288 0.0210103872398674
[ 1.20305093e-10 -1.03193492e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
Niter:  2 row:  297 ngroup:  1 nlines:  227 gd:  205
[ 1.20305093e-10 -1.03193492e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
res:  205 0.0022750661610189127 0.012195741564937634 0.020410512251849065
[ 1.20365871e-10 -1.03193492e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
Niter:  3 row:  297 ngroup:  1 nlines:  227 gd:  205
[ 1.20365871e-10 -1.03193492e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
res:  205 0.0020886189395241672 0.01286091071779083 0.020408436857860892
[ 1.20334223e-10 -1.03192676e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
Niter:  4 row:  297 ngroup:  1 nlines:  227 gd:  205
[ 1.20334223e-10 -1.03192676e-05 -2.82765185e-01  1.61517771e+04
 -1.42557777e+02 -4.20709801e-11  1.54882999e+02]
res:  205 0.0019181096758984495 0.012831512569391634 0.020406419096303013
[ 1.20319527e-10 -1.03191882e-05 -2.82764847e-01  1.61517770e+04
 -1.42558541e+02  1.07760407e-09  1.54884647e+02]
Niter:  5 row:  297 ngroup:  1 nlines:  227 gd:  203
[ 1.20319527e-10 -1.03191882e-05 -2.82764847e-01  1.61517770e+04
 -1.42558541e+02  1.07760407e-09  1.54884647e+02]
res:  203 0.0013259054630907485 0.012321861097007059 0.019816584296185307
[ 1.20369617e-10 -1.03191882e-05 -2.82764847e-01  1.61517770e+04
 -1.42558541e+02  1.07760407e-09  1.54884647e+02]
Niter:  6 row:  297 ngroup:  1 nlines:  227 gd:  204
[ 1.20369617e-10 -1.03191882e-05 -2.82764847e-01  1.61517770e+04
 -1.42558541e+02  1.07760407e-09  1.54884647e+02]
res:  204 0.001285163172724424 0.012401638854498742 0.02010810679139133
[ 1.20384227e-10 -1.03191514e-05 -2.82764928e-01  1.61517770e+04
 -1.42558056e+02  9.95053880e-08  1.54885087e+02]
Final values:
res:  0.001285163172724424 0.02010810679139133
pars:  [ 1.20384227e-10 -1.03191514e-05 -2.82764928e-01  1.61517770e+04
 -1.42558056e+02  9.95053880e-08  1.54885087e+02]
297 [ 1.20384227e-10 -1.03191514e-05 -2.82764928e-01  1.61517770e+04
 -1.42558056e+02  9.95053880e-08  1.54885087e+02]
elapsed: 2.9 sec.
Niter:  0 row:  297 ngroup:  26 nlines:  6169 gd:  6169
[ 1.20384227e-10 -1.03191514e-05 -2.82764928e-01  1.61517770e+04
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02 -1.42558056e+02  9.95053880e-08
  1.54885087e+02 -1.42558056e+02  9.95053880e-08  1.54885087e+02
 -1.42558056e+02  9.95053880e-08  1.54885087e+02 -1.42558056e+02
  9.95053880e-08  1.54885087e+02]
res:  6169 0.0016634857038297923 0.015545287733402802 0.03790760986707424
[ 1.20384239e-10 -1.03191524e-05 -2.82764900e-01  1.61517754e+04
 -1.42570523e+02 -1.51053596e-02  1.54885958e+02 -1.42041102e+02
  5.08778567e-01  1.55387761e+02 -1.42568524e+02  2.83779834e-02
  1.54885568e+02 -1.42049014e+02  4.86448782e-01  1.55378212e+02
 -1.42539532e+02 -1.49611862e-02  1.54885827e+02 -1.42053535e+02
  5.16464237e-01  1.55384924e+02 -1.42535625e+02 -1.98296374e-02
  1.54893482e+02 -1.42045561e+02  5.11073781e-01  1.55383533e+02
 -1.42547487e+02  1.90640302e-02  1.54892008e+02 -1.42025357e+02
  4.98368504e-01  1.55381131e+02 -1.42554573e+02  4.37018267e-02
  1.54896208e+02 -1.42047276e+02  4.93672753e-01  1.55375918e+02
 -1.42544251e+02  2.18423080e-02  1.54887507e+02 -1.42040463e+02
  5.09462231e-01  1.55390033e+02 -1.42550227e+02  7.47415418e-04
  1.54884570e+02 -1.42070128e+02  4.78964533e-01  1.55390878e+02
 -1.42537884e+02  7.33181074e-03  1.54888257e+02 -1.42037241e+02
  5.19287528e-01  1.55382740e+02 -1.42543708e+02  1.55564160e-02
  1.54892946e+02 -1.42069542e+02  5.01823549e-01  1.55384452e+02
 -1.42539247e+02  1.42972150e-02  1.54901763e+02 -1.42077055e+02
  4.97207367e-01  1.55399442e+02 -1.42558406e+02  1.52231241e-02
  1.54896299e+02 -1.42058991e+02  4.79971302e-01  1.55382667e+02
 -1.42548247e+02 -3.78919620e-03  1.54882661e+02 -1.42019993e+02
  4.97540684e-01  1.55382488e+02]
Niter:  1 row:  297 ngroup:  26 nlines:  6169 gd:  5700
[ 1.20384239e-10 -1.03191524e-05 -2.82764900e-01  1.61517754e+04
 -1.42570523e+02 -1.51053596e-02  1.54885958e+02 -1.42041102e+02
  5.08778567e-01  1.55387761e+02 -1.42568524e+02  2.83779834e-02
  1.54885568e+02 -1.42049014e+02  4.86448782e-01  1.55378212e+02
 -1.42539532e+02 -1.49611862e-02  1.54885827e+02 -1.42053535e+02
  5.16464237e-01  1.55384924e+02 -1.42535625e+02 -1.98296374e-02
  1.54893482e+02 -1.42045561e+02  5.11073781e-01  1.55383533e+02
 -1.42547487e+02  1.90640302e-02  1.54892008e+02 -1.42025357e+02
  4.98368504e-01  1.55381131e+02 -1.42554573e+02  4.37018267e-02
  1.54896208e+02 -1.42047276e+02  4.93672753e-01  1.55375918e+02
 -1.42544251e+02  2.18423080e-02  1.54887507e+02 -1.42040463e+02
  5.09462231e-01  1.55390033e+02 -1.42550227e+02  7.47415418e-04
  1.54884570e+02 -1.42070128e+02  4.78964533e-01  1.55390878e+02
 -1.42537884e+02  7.33181074e-03  1.54888257e+02 -1.42037241e+02
  5.19287528e-01  1.55382740e+02 -1.42543708e+02  1.55564160e-02
  1.54892946e+02 -1.42069542e+02  5.01823549e-01  1.55384452e+02
 -1.42539247e+02  1.42972150e-02  1.54901763e+02 -1.42077055e+02
  4.97207367e-01  1.55399442e+02 -1.42558406e+02  1.52231241e-02
  1.54896299e+02 -1.42058991e+02  4.79971302e-01  1.55382667e+02
 -1.42548247e+02 -3.78919620e-03  1.54882661e+02 -1.42019993e+02
  4.97540684e-01  1.55382488e+02]
res:  5700 4.871771307080053e-05 0.01547418515838217 0.024493705667604674
[ 1.20384251e-10 -1.03191535e-05 -2.82764872e-01  1.61517738e+04
 -1.42579748e+02 -1.49311989e-02  1.54881280e+02 -1.42050342e+02
  4.89090272e-01  1.55378017e+02 -1.42574155e+02 -5.99531416e-03
  1.54882166e+02 -1.42061921e+02  4.93240563e-01  1.55373280e+02
 -1.42552048e+02 -3.64090904e-02  1.54885071e+02 -1.42076933e+02
  5.00234108e-01  1.55370283e+02 -1.42542638e+02 -3.59657934e-02
  1.54880407e+02 -1.42045678e+02  4.94719883e-01  1.55375941e+02
 -1.42563035e+02 -6.51980242e-04  1.54879831e+02 -1.42041097e+02
  4.84519948e-01  1.55380839e+02 -1.42569697e+02  2.33114705e-02
  1.54885912e+02 -1.42052872e+02  4.69195754e-01  1.55364148e+02
 -1.42556405e+02 -4.54657972e-03  1.54883332e+02 -1.42051342e+02
  4.88315052e-01  1.55386675e+02 -1.42570101e+02 -2.61273336e-02
  1.54881754e+02 -1.42093495e+02  4.67419242e-01  1.55379777e+02
 -1.42565400e+02 -1.38911256e-04  1.54879817e+02 -1.42049843e+02
  5.07614299e-01  1.55382093e+02 -1.42559005e+02  7.67527154e-03
  1.54883490e+02 -1.42071160e+02  4.90016114e-01  1.55372941e+02
 -1.42553190e+02 -1.15043417e-02  1.54894906e+02 -1.42080944e+02
  4.78530500e-01  1.55388310e+02 -1.42565780e+02 -1.10038418e-02
  1.54876678e+02 -1.42080173e+02  4.64966825e-01  1.55378364e+02
 -1.42562441e+02 -8.58265475e-03  1.54880097e+02 -1.42034780e+02
  4.71036130e-01  1.55377713e+02]
Niter:  2 row:  297 ngroup:  26 nlines:  6169 gd:  5709
[ 1.20384251e-10 -1.03191535e-05 -2.82764872e-01  1.61517738e+04
 -1.42579748e+02 -1.49311989e-02  1.54881280e+02 -1.42050342e+02
  4.89090272e-01  1.55378017e+02 -1.42574155e+02 -5.99531416e-03
  1.54882166e+02 -1.42061921e+02  4.93240563e-01  1.55373280e+02
 -1.42552048e+02 -3.64090904e-02  1.54885071e+02 -1.42076933e+02
  5.00234108e-01  1.55370283e+02 -1.42542638e+02 -3.59657934e-02
  1.54880407e+02 -1.42045678e+02  4.94719883e-01  1.55375941e+02
 -1.42563035e+02 -6.51980242e-04  1.54879831e+02 -1.42041097e+02
  4.84519948e-01  1.55380839e+02 -1.42569697e+02  2.33114705e-02
  1.54885912e+02 -1.42052872e+02  4.69195754e-01  1.55364148e+02
 -1.42556405e+02 -4.54657972e-03  1.54883332e+02 -1.42051342e+02
  4.88315052e-01  1.55386675e+02 -1.42570101e+02 -2.61273336e-02
  1.54881754e+02 -1.42093495e+02  4.67419242e-01  1.55379777e+02
 -1.42565400e+02 -1.38911256e-04  1.54879817e+02 -1.42049843e+02
  5.07614299e-01  1.55382093e+02 -1.42559005e+02  7.67527154e-03
  1.54883490e+02 -1.42071160e+02  4.90016114e-01  1.55372941e+02
 -1.42553190e+02 -1.15043417e-02  1.54894906e+02 -1.42080944e+02
  4.78530500e-01  1.55388310e+02 -1.42565780e+02 -1.10038418e-02
  1.54876678e+02 -1.42080173e+02  4.64966825e-01  1.55378364e+02
 -1.42562441e+02 -8.58265475e-03  1.54880097e+02 -1.42034780e+02
  4.71036130e-01  1.55377713e+02]
res:  5709 2.5856183128780685e-05 0.015428660004545236 0.02460058557674303
[ 1.20384263e-10 -1.03191545e-05 -2.82764843e-01  1.61517722e+04
 -1.42586747e+02 -2.06423931e-02  1.54876516e+02 -1.42057348e+02
  4.83375140e-01  1.55373256e+02 -1.42581132e+02 -1.83944848e-02
  1.54879514e+02 -1.42068924e+02  4.90867738e-01  1.55368516e+02
 -1.42559039e+02 -4.21003348e-02  1.54880303e+02 -1.42083913e+02
  4.94543103e-01  1.55365516e+02 -1.42549649e+02 -4.16768577e-02
  1.54875644e+02 -1.42052678e+02  4.85108320e-01  1.55371174e+02
 -1.42570037e+02 -6.34216964e-03  1.54875060e+02 -1.42048095e+02
  4.78804671e-01  1.55376078e+02 -1.42576669e+02  1.37358654e-02
  1.54881144e+02 -1.42059853e+02  4.63513089e-01  1.55359374e+02
 -1.42563406e+02 -1.80702099e-02  1.54878567e+02 -1.42058342e+02
  4.82591386e-01  1.55381911e+02 -1.42577107e+02 -3.18249847e-02
  1.54876992e+02 -1.42100479e+02  4.61722945e-01  1.55375005e+02
 -1.42572388e+02 -5.81968866e-03  1.54875050e+02 -1.42056830e+02
  5.01916879e-01  1.55377321e+02 -1.42565986e+02  5.77517720e-03
  1.54878719e+02 -1.42078135e+02  4.84327639e-01  1.55368170e+02
 -1.42560191e+02 -2.45753069e-02  1.54890147e+02 -1.42087921e+02
  4.72824099e-01  1.55383543e+02 -1.42572773e+02 -2.04557773e-02
  1.54871912e+02 -1.42087185e+02  4.59270370e-01  1.55373602e+02
 -1.42569435e+02 -1.42750582e-02  1.54875327e+02 -1.42041765e+02
  4.61955260e-01  1.55372946e+02]
Niter:  3 row:  297 ngroup:  26 nlines:  6169 gd:  5705
[ 1.20384263e-10 -1.03191545e-05 -2.82764843e-01  1.61517722e+04
 -1.42586747e+02 -2.06423931e-02  1.54876516e+02 -1.42057348e+02
  4.83375140e-01  1.55373256e+02 -1.42581132e+02 -1.83944848e-02
  1.54879514e+02 -1.42068924e+02  4.90867738e-01  1.55368516e+02
 -1.42559039e+02 -4.21003348e-02  1.54880303e+02 -1.42083913e+02
  4.94543103e-01  1.55365516e+02 -1.42549649e+02 -4.16768577e-02
  1.54875644e+02 -1.42052678e+02  4.85108320e-01  1.55371174e+02
 -1.42570037e+02 -6.34216964e-03  1.54875060e+02 -1.42048095e+02
  4.78804671e-01  1.55376078e+02 -1.42576669e+02  1.37358654e-02
  1.54881144e+02 -1.42059853e+02  4.63513089e-01  1.55359374e+02
 -1.42563406e+02 -1.80702099e-02  1.54878567e+02 -1.42058342e+02
  4.82591386e-01  1.55381911e+02 -1.42577107e+02 -3.18249847e-02
  1.54876992e+02 -1.42100479e+02  4.61722945e-01  1.55375005e+02
 -1.42572388e+02 -5.81968866e-03  1.54875050e+02 -1.42056830e+02
  5.01916879e-01  1.55377321e+02 -1.42565986e+02  5.77517720e-03
  1.54878719e+02 -1.42078135e+02  4.84327639e-01  1.55368170e+02
 -1.42560191e+02 -2.45753069e-02  1.54890147e+02 -1.42087921e+02
  4.72824099e-01  1.55383543e+02 -1.42572773e+02 -2.04557773e-02
  1.54871912e+02 -1.42087185e+02  4.59270370e-01  1.55373602e+02
 -1.42569435e+02 -1.42750582e-02  1.54875327e+02 -1.42041765e+02
  4.61955260e-01  1.55372946e+02]
res:  5705 -0.0004883943220193032 0.014913974548107944 0.024428791614615857
[ 1.20357209e-10 -1.03193244e-05 -2.82760508e-01  1.61517738e+04
 -1.42618625e+02 -1.47199114e-02  1.54904971e+02 -1.42089066e+02
  4.89175918e-01  1.55401659e+02 -1.42612427e+02 -1.34430061e-02
  1.54908549e+02 -1.42100625e+02  4.96824859e-01  1.55396932e+02
 -1.42590187e+02 -3.56278479e-02  1.54908692e+02 -1.42114846e+02
  5.01021103e-01  1.55393878e+02 -1.42581478e+02 -3.57551329e-02
  1.54904116e+02 -1.42084438e+02  4.91089593e-01  1.55399592e+02
 -1.42602865e+02  1.82864258e-04  1.54903383e+02 -1.42079513e+02
  4.84642167e-01  1.55404476e+02 -1.42607325e+02  1.93370204e-02
  1.54909527e+02 -1.42090816e+02  4.70296458e-01  1.55387685e+02
 -1.42595186e+02 -1.13775376e-02  1.54906975e+02 -1.42090002e+02
  4.88301768e-01  1.55410329e+02 -1.42608618e+02 -2.53212296e-02
  1.54905451e+02 -1.42131573e+02  4.67092083e-01  1.55403367e+02
 -1.42604062e+02  9.39259186e-04  1.54903430e+02 -1.42087787e+02
  5.08150121e-01  1.55405671e+02 -1.42597140e+02  1.19362191e-02
  1.54907122e+02 -1.42107432e+02  4.90951453e-01  1.55396545e+02
 -1.42591595e+02 -1.92801205e-02  1.54918602e+02 -1.42119114e+02
  4.78796033e-01  1.55411884e+02 -1.42604277e+02 -1.40298820e-02
  1.54900296e+02 -1.42119562e+02  4.65691924e-01  1.55402036e+02
 -1.42600675e+02 -7.62746589e-03  1.54903699e+02 -1.42072854e+02
  4.68383617e-01  1.55401363e+02]
Niter:  4 row:  297 ngroup:  26 nlines:  6169 gd:  5669
[ 1.20357209e-10 -1.03193244e-05 -2.82760508e-01  1.61517738e+04
 -1.42618625e+02 -1.47199114e-02  1.54904971e+02 -1.42089066e+02
  4.89175918e-01  1.55401659e+02 -1.42612427e+02 -1.34430061e-02
  1.54908549e+02 -1.42100625e+02  4.96824859e-01  1.55396932e+02
 -1.42590187e+02 -3.56278479e-02  1.54908692e+02 -1.42114846e+02
  5.01021103e-01  1.55393878e+02 -1.42581478e+02 -3.57551329e-02
  1.54904116e+02 -1.42084438e+02  4.91089593e-01  1.55399592e+02
 -1.42602865e+02  1.82864258e-04  1.54903383e+02 -1.42079513e+02
  4.84642167e-01  1.55404476e+02 -1.42607325e+02  1.93370204e-02
  1.54909527e+02 -1.42090816e+02  4.70296458e-01  1.55387685e+02
 -1.42595186e+02 -1.13775376e-02  1.54906975e+02 -1.42090002e+02
  4.88301768e-01  1.55410329e+02 -1.42608618e+02 -2.53212296e-02
  1.54905451e+02 -1.42131573e+02  4.67092083e-01  1.55403367e+02
 -1.42604062e+02  9.39259186e-04  1.54903430e+02 -1.42087787e+02
  5.08150121e-01  1.55405671e+02 -1.42597140e+02  1.19362191e-02
  1.54907122e+02 -1.42107432e+02  4.90951453e-01  1.55396545e+02
 -1.42591595e+02 -1.92801205e-02  1.54918602e+02 -1.42119114e+02
  4.78796033e-01  1.55411884e+02 -1.42604277e+02 -1.40298820e-02
  1.54900296e+02 -1.42119562e+02  4.65691924e-01  1.55402036e+02
 -1.42600675e+02 -7.62746589e-03  1.54903699e+02 -1.42072854e+02
  4.68383617e-01  1.55401363e+02]
res:  5669 -0.0001458984534110641 0.014866932697259472 0.023889339828713437
[ 1.20357221e-10 -1.03193254e-05 -2.82760479e-01  1.61517722e+04
 -1.42625500e+02 -2.07983145e-02  1.54902442e+02 -1.42096278e+02
  4.86354616e-01  1.55401162e+02 -1.42619227e+02 -2.61675102e-02
  1.54903297e+02 -1.42102606e+02  4.87378353e-01  1.55396486e+02
 -1.42592773e+02 -4.17178903e-02  1.54906133e+02 -1.42122094e+02
  4.98535081e-01  1.55391363e+02 -1.42583379e+02 -4.18088756e-02
  1.54899447e+02 -1.42091426e+02  4.88566887e-01  1.55397043e+02
 -1.42613644e+02 -5.89248460e-03  1.54900826e+02 -1.42086780e+02
  4.81801519e-01  1.55402076e+02 -1.42614595e+02  1.32764372e-02
  1.54906995e+02 -1.42098039e+02  4.64229002e-01  1.55387209e+02
 -1.42602206e+02 -1.74878385e-02  1.54904469e+02 -1.42097097e+02
  4.82265617e-01  1.55407838e+02 -1.42615886e+02 -3.14195691e-02
  1.54902970e+02 -1.42138767e+02  4.65206779e-01  1.55400748e+02
 -1.42610817e+02 -1.38888549e-03  1.54898801e+02 -1.42095223e+02
  5.08824573e-01  1.55403073e+02 -1.42604174e+02  1.91372396e-03
  1.54904497e+02 -1.42111116e+02  4.84872242e-01  1.55391683e+02
 -1.42604231e+02 -1.68178170e-02  1.54914075e+02 -1.42125994e+02
  4.75949560e-01  1.55409382e+02 -1.42611331e+02 -2.00933692e-02
  1.54895647e+02 -1.42126298e+02  4.59637074e-01  1.55397430e+02
 -1.42608048e+02 -1.37306463e-02  1.54901045e+02 -1.42085826e+02
  4.62334683e-01  1.55398804e+02]
Niter:  5 row:  297 ngroup:  26 nlines:  6169 gd:  5666
[ 1.20357221e-10 -1.03193254e-05 -2.82760479e-01  1.61517722e+04
 -1.42625500e+02 -2.07983145e-02  1.54902442e+02 -1.42096278e+02
  4.86354616e-01  1.55401162e+02 -1.42619227e+02 -2.61675102e-02
  1.54903297e+02 -1.42102606e+02  4.87378353e-01  1.55396486e+02
 -1.42592773e+02 -4.17178903e-02  1.54906133e+02 -1.42122094e+02
  4.98535081e-01  1.55391363e+02 -1.42583379e+02 -4.18088756e-02
  1.54899447e+02 -1.42091426e+02  4.88566887e-01  1.55397043e+02
 -1.42613644e+02 -5.89248460e-03  1.54900826e+02 -1.42086780e+02
  4.81801519e-01  1.55402076e+02 -1.42614595e+02  1.32764372e-02
  1.54906995e+02 -1.42098039e+02  4.64229002e-01  1.55387209e+02
 -1.42602206e+02 -1.74878385e-02  1.54904469e+02 -1.42097097e+02
  4.82265617e-01  1.55407838e+02 -1.42615886e+02 -3.14195691e-02
  1.54902970e+02 -1.42138767e+02  4.65206779e-01  1.55400748e+02
 -1.42610817e+02 -1.38888549e-03  1.54898801e+02 -1.42095223e+02
  5.08824573e-01  1.55403073e+02 -1.42604174e+02  1.91372396e-03
  1.54904497e+02 -1.42111116e+02  4.84872242e-01  1.55391683e+02
 -1.42604231e+02 -1.68178170e-02  1.54914075e+02 -1.42125994e+02
  4.75949560e-01  1.55409382e+02 -1.42611331e+02 -2.00933692e-02
  1.54895647e+02 -1.42126298e+02  4.59637074e-01  1.55397430e+02
 -1.42608048e+02 -1.37306463e-02  1.54901045e+02 -1.42085826e+02
  4.62334683e-01  1.55398804e+02]
res:  5666 4.6447652493952774e-05 0.014976718150137458 0.023799633708703905
[ 1.20632186e-10 -1.03198328e-05 -2.82762910e-01  1.61517738e+04
 -1.42618565e+02 -1.55906854e-02  1.54893077e+02 -1.42089350e+02
  4.91579877e-01  1.55391821e+02 -1.42611893e+02 -3.06319342e-02
  1.54893971e+02 -1.42095749e+02  4.92593924e-01  1.55387120e+02
 -1.42585631e+02 -3.67552143e-02  1.54896793e+02 -1.42114775e+02
  5.03352998e-01  1.55382043e+02 -1.42576694e+02 -3.65680847e-02
  1.54890094e+02 -1.42084358e+02  4.93668315e-01  1.55387697e+02
 -1.42606607e+02 -9.64335309e-04  1.54891526e+02 -1.42079814e+02
  4.86982561e-01  1.55392776e+02 -1.42607138e+02  1.86965939e-02
  1.54897643e+02 -1.42090857e+02  4.65803526e-01  1.55377923e+02
 -1.42595278e+02 -1.26806401e-02  1.54895123e+02 -1.42090196e+02
  4.87602536e-01  1.55398498e+02 -1.42608902e+02 -2.64983123e-02
  1.54893613e+02 -1.42136405e+02  4.70041262e-01  1.55391414e+02
 -1.42603651e+02  3.39273040e-03  1.54889484e+02 -1.42088053e+02
  5.13718152e-01  1.55393737e+02 -1.42596963e+02  7.12998571e-03
  1.54895134e+02 -1.42103611e+02  4.89748400e-01  1.55382343e+02
 -1.42597387e+02 -1.18455691e-02  1.54904741e+02 -1.42118688e+02
  4.81049274e-01  1.55400109e+02 -1.42604236e+02 -1.50907911e-02
  1.54886323e+02 -1.42119505e+02  4.64566871e-01  1.55388084e+02
 -1.42601055e+02 -8.85010182e-03  1.54891694e+02 -1.42078799e+02
  4.67303387e-01  1.55389466e+02]
Niter:  6 row:  297 ngroup:  26 nlines:  6169 gd:  5673
[ 1.20632186e-10 -1.03198328e-05 -2.82762910e-01  1.61517738e+04
 -1.42618565e+02 -1.55906854e-02  1.54893077e+02 -1.42089350e+02
  4.91579877e-01  1.55391821e+02 -1.42611893e+02 -3.06319342e-02
  1.54893971e+02 -1.42095749e+02  4.92593924e-01  1.55387120e+02
 -1.42585631e+02 -3.67552143e-02  1.54896793e+02 -1.42114775e+02
  5.03352998e-01  1.55382043e+02 -1.42576694e+02 -3.65680847e-02
  1.54890094e+02 -1.42084358e+02  4.93668315e-01  1.55387697e+02
 -1.42606607e+02 -9.64335309e-04  1.54891526e+02 -1.42079814e+02
  4.86982561e-01  1.55392776e+02 -1.42607138e+02  1.86965939e-02
  1.54897643e+02 -1.42090857e+02  4.65803526e-01  1.55377923e+02
 -1.42595278e+02 -1.26806401e-02  1.54895123e+02 -1.42090196e+02
  4.87602536e-01  1.55398498e+02 -1.42608902e+02 -2.64983123e-02
  1.54893613e+02 -1.42136405e+02  4.70041262e-01  1.55391414e+02
 -1.42603651e+02  3.39273040e-03  1.54889484e+02 -1.42088053e+02
  5.13718152e-01  1.55393737e+02 -1.42596963e+02  7.12998571e-03
  1.54895134e+02 -1.42103611e+02  4.89748400e-01  1.55382343e+02
 -1.42597387e+02 -1.18455691e-02  1.54904741e+02 -1.42118688e+02
  4.81049274e-01  1.55400109e+02 -1.42604236e+02 -1.50907911e-02
  1.54886323e+02 -1.42119505e+02  4.64566871e-01  1.55388084e+02
 -1.42601055e+02 -8.85010182e-03  1.54891694e+02 -1.42078799e+02
  4.67303387e-01  1.55389466e+02]
res:  5673 1.8791903130477294e-05 0.014965804366511293 0.023894887746584284
[ 1.20636046e-10 -1.03198328e-05 -2.82762910e-01  1.61517738e+04
 -1.42618565e+02 -1.55906854e-02  1.54893077e+02 -1.42089350e+02
  4.91579877e-01  1.55391821e+02 -1.42611893e+02 -3.06319342e-02
  1.54893971e+02 -1.42095749e+02  4.92593924e-01  1.55387120e+02
 -1.42585631e+02 -3.67552143e-02  1.54896793e+02 -1.42114775e+02
  5.03352998e-01  1.55382043e+02 -1.42576694e+02 -3.65680847e-02
  1.54890094e+02 -1.42084358e+02  4.93668315e-01  1.55387697e+02
 -1.42606607e+02 -9.64335309e-04  1.54891526e+02 -1.42079814e+02
  4.86982561e-01  1.55392776e+02 -1.42607138e+02  1.86965939e-02
  1.54897643e+02 -1.42090857e+02  4.65803526e-01  1.55377923e+02
 -1.42595278e+02 -1.26806401e-02  1.54895123e+02 -1.42090196e+02
  4.87602536e-01  1.55398498e+02 -1.42608902e+02 -2.64983123e-02
  1.54893613e+02 -1.42136405e+02  4.70041262e-01  1.55391414e+02
 -1.42603651e+02  3.39273040e-03  1.54889484e+02 -1.42088053e+02
  5.13718152e-01  1.55393737e+02 -1.42596963e+02  7.12998571e-03
  1.54895134e+02 -1.42103611e+02  4.89748400e-01  1.55382343e+02
 -1.42597387e+02 -1.18455691e-02  1.54904741e+02 -1.42118688e+02
  4.81049274e-01  1.55400109e+02 -1.42604236e+02 -1.50907911e-02
  1.54886323e+02 -1.42119505e+02  4.64566871e-01  1.55388084e+02
 -1.42601055e+02 -8.85010182e-03  1.54891694e+02 -1.42078799e+02
  4.67303387e-01  1.55389466e+02]
Saving figure to  wave_resid_43670005_fiber297.png
Final values:
res:  1.8791903130477294e-05 0.023894887746584284
pars:  [ 1.20636046e-10 -1.03198328e-05 -2.82762910e-01  1.61517738e+04
 -1.42618565e+02 -1.55906854e-02  1.54893077e+02 -1.42089350e+02
  4.91579877e-01  1.55391821e+02 -1.42611893e+02 -3.06319342e-02
  1.54893971e+02 -1.42095749e+02  4.92593924e-01  1.55387120e+02
 -1.42585631e+02 -3.67552143e-02  1.54896793e+02 -1.42114775e+02
  5.03352998e-01  1.55382043e+02 -1.42576694e+02 -3.65680847e-02
  1.54890094e+02 -1.42084358e+02  4.93668315e-01  1.55387697e+02
 -1.42606607e+02 -9.64335309e-04  1.54891526e+02 -1.42079814e+02
  4.86982561e-01  1.55392776e+02 -1.42607138e+02  1.86965939e-02
  1.54897643e+02 -1.42090857e+02  4.65803526e-01  1.55377923e+02
 -1.42595278e+02 -1.26806401e-02  1.54895123e+02 -1.42090196e+02
  4.87602536e-01  1.55398498e+02 -1.42608902e+02 -2.64983123e-02
  1.54893613e+02 -1.42136405e+02  4.70041262e-01  1.55391414e+02
 -1.42603651e+02  3.39273040e-03  1.54889484e+02 -1.42088053e+02
  5.13718152e-01  1.55393737e+02 -1.42596963e+02  7.12998571e-03
  1.54895134e+02 -1.42103611e+02  4.89748400e-01  1.55382343e+02
 -1.42597387e+02 -1.18455691e-02  1.54904741e+02 -1.42118688e+02
  4.81049274e-01  1.55400109e+02 -1.42604236e+02 -1.50907911e-02
  1.54886323e+02 -1.42119505e+02  4.64566871e-01  1.55388084e+02
 -1.42601055e+02 -8.85010182e-03  1.54891694e+02 -1.42078799e+02
  4.67303387e-01  1.55389466e+02]
297 [ 1.20636046e-10 -1.03198328e-05 -2.82762910e-01  1.61517738e+04
 -1.42618565e+02 -1.55906854e-02  1.54893077e+02 -1.42089350e+02
  4.91579877e-01  1.55391821e+02 -1.42611893e+02 -3.06319342e-02
  1.54893971e+02 -1.42095749e+02  4.92593924e-01  1.55387120e+02
 -1.42585631e+02 -3.67552143e-02  1.54896793e+02 -1.42114775e+02
  5.03352998e-01  1.55382043e+02 -1.42576694e+02 -3.65680847e-02
  1.54890094e+02 -1.42084358e+02  4.93668315e-01  1.55387697e+02
 -1.42606607e+02 -9.64335309e-04  1.54891526e+02 -1.42079814e+02
  4.86982561e-01  1.55392776e+02 -1.42607138e+02  1.86965939e-02
  1.54897643e+02 -1.42090857e+02  4.65803526e-01  1.55377923e+02
 -1.42595278e+02 -1.26806401e-02  1.54895123e+02 -1.42090196e+02
  4.87602536e-01  1.55398498e+02 -1.42608902e+02 -2.64983123e-02
  1.54893613e+02 -1.42136405e+02  4.70041262e-01  1.55391414e+02
 -1.42603651e+02  3.39273040e-03  1.54889484e+02 -1.42088053e+02
  5.13718152e-01  1.55393737e+02 -1.42596963e+02  7.12998571e-03
  1.54895134e+02 -1.42103611e+02  4.89748400e-01  1.55382343e+02
 -1.42597387e+02 -1.18455691e-02  1.54904741e+02 -1.42118688e+02
  4.81049274e-01  1.55400109e+02 -1.42604236e+02 -1.50907911e-02
  1.54886323e+02 -1.42119505e+02  4.64566871e-01  1.55388084e+02
 -1.42601055e+02 -8.85010182e-03  1.54891694e+02 -1.42078799e+02
  4.67303387e-01  1.55389466e+02]
--- Row 299/300 row=298 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  298
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=298 ---
Niter:  0 row:  298 ngroup:  1 nlines:  239 gd:  239
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  239 0.00045301535828912165 0.015853761733524152 0.034782232322236976
[ 1.19742581e-10 -1.03211836e-05 -2.82751216e-01  1.61517694e+04
 -1.42627168e+02  4.76854396e-14  1.54914919e+02]
Niter:  1 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.19742581e-10 -1.03211836e-05 -2.82751216e-01  1.61517694e+04
 -1.42627168e+02  4.76854396e-14  1.54914919e+02]
res:  227 -0.00028299811128817964 0.016319897173161735 0.026697665138026332
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Niter:  2 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
res:  227 -0.0002829981349350419 0.016319897320499877 0.026697665138020167
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Niter:  3 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
res:  227 -0.00028299811310716905 0.016319897178618703 0.02669766513799923
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Niter:  4 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.20386503e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
res:  227 -0.0002829985442076577 0.016319899303198326 0.026697665137991333
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Niter:  5 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
res:  227 -0.0002829985442076577 0.016319899303198326 0.026697665137991333
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Niter:  6 row:  298 ngroup:  1 nlines:  239 gd:  227
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
res:  227 -0.0002829985442076577 0.016319899303198326 0.026697665137991333
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
Final values:
res:  -0.0002829985442076577 0.026697665137991333
pars:  [ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
298 [ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02]
elapsed: 2.9 sec.
Niter:  0 row:  298 ngroup:  26 nlines:  6317 gd:  6317
[ 1.20386504e-10 -1.03212063e-05 -2.82760307e-01  1.61517686e+04
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02 -1.42592546e+02  3.57475083e-11
  1.54869213e+02 -1.42592546e+02  3.57475083e-11  1.54869213e+02
 -1.42592546e+02  3.57475083e-11  1.54869213e+02 -1.42592546e+02
  3.57475083e-11  1.54869213e+02]
res:  6317 0.00014581992218154483 0.01556160927975725 0.036143444807464245
[ 1.20386516e-10 -1.03212073e-05 -2.82760278e-01  1.61517670e+04
 -1.42590777e+02 -8.07408330e-03  1.54870163e+02 -1.42092252e+02
  4.75358160e-01  1.55376605e+02 -1.42599536e+02 -8.08006206e-03
  1.54877825e+02 -1.42093353e+02  4.66323580e-01  1.55368328e+02
 -1.42596590e+02 -4.21504267e-02  1.54870435e+02 -1.42122899e+02
  4.92402829e-01  1.55366289e+02 -1.42580855e+02 -2.01552227e-02
  1.54874560e+02 -1.42094032e+02  4.97107728e-01  1.55358084e+02
 -1.42598807e+02 -7.55176086e-03  1.54874589e+02 -1.42116793e+02
  4.99705060e-01  1.55380019e+02 -1.42590669e+02 -1.24446423e-02
  1.54881846e+02 -1.42116496e+02  4.85572835e-01  1.55374821e+02
 -1.42587408e+02 -2.70491392e-02  1.54879835e+02 -1.42093575e+02
  4.96480080e-01  1.55384832e+02 -1.42602813e+02 -2.44902980e-02
  1.54875624e+02 -1.42087429e+02  4.88464916e-01  1.55374016e+02
 -1.42588446e+02 -8.52316660e-03  1.54879030e+02 -1.42086098e+02
  4.98262915e-01  1.55384381e+02 -1.42589037e+02 -1.94992478e-02
  1.54872308e+02 -1.42080607e+02  4.73190576e-01  1.55367082e+02
 -1.42573637e+02 -2.54542417e-02  1.54877933e+02 -1.42131107e+02
  4.85705204e-01  1.55381116e+02 -1.42604261e+02 -2.21564984e-02
  1.54873934e+02 -1.42125599e+02  4.73206087e-01  1.55376662e+02
 -1.42621285e+02 -8.22084567e-03  1.54874971e+02 -1.42118576e+02
  4.85120728e-01  1.55387810e+02]
Niter:  1 row:  298 ngroup:  26 nlines:  6317 gd:  5894
[ 1.20386516e-10 -1.03212073e-05 -2.82760278e-01  1.61517670e+04
 -1.42590777e+02 -8.07408330e-03  1.54870163e+02 -1.42092252e+02
  4.75358160e-01  1.55376605e+02 -1.42599536e+02 -8.08006206e-03
  1.54877825e+02 -1.42093353e+02  4.66323580e-01  1.55368328e+02
 -1.42596590e+02 -4.21504267e-02  1.54870435e+02 -1.42122899e+02
  4.92402829e-01  1.55366289e+02 -1.42580855e+02 -2.01552227e-02
  1.54874560e+02 -1.42094032e+02  4.97107728e-01  1.55358084e+02
 -1.42598807e+02 -7.55176086e-03  1.54874589e+02 -1.42116793e+02
  4.99705060e-01  1.55380019e+02 -1.42590669e+02 -1.24446423e-02
  1.54881846e+02 -1.42116496e+02  4.85572835e-01  1.55374821e+02
 -1.42587408e+02 -2.70491392e-02  1.54879835e+02 -1.42093575e+02
  4.96480080e-01  1.55384832e+02 -1.42602813e+02 -2.44902980e-02
  1.54875624e+02 -1.42087429e+02  4.88464916e-01  1.55374016e+02
 -1.42588446e+02 -8.52316660e-03  1.54879030e+02 -1.42086098e+02
  4.98262915e-01  1.55384381e+02 -1.42589037e+02 -1.94992478e-02
  1.54872308e+02 -1.42080607e+02  4.73190576e-01  1.55367082e+02
 -1.42573637e+02 -2.54542417e-02  1.54877933e+02 -1.42131107e+02
  4.85705204e-01  1.55381116e+02 -1.42604261e+02 -2.21564984e-02
  1.54873934e+02 -1.42125599e+02  4.73206087e-01  1.55376662e+02
 -1.42621285e+02 -8.22084567e-03  1.54874971e+02 -1.42118576e+02
  4.85120728e-01  1.55387810e+02]
res:  5894 -0.000558882928089588 0.015937790918542305 0.024869133084907173
[ 1.20386528e-10 -1.03212063e-05 -2.82760250e-01  1.61517653e+04
 -1.42611792e+02 -1.14254732e-02  1.54859719e+02 -1.42107438e+02
  4.67300330e-01  1.55375864e+02 -1.42600591e+02 -2.25982781e-02
  1.54871433e+02 -1.42098248e+02  4.63161642e-01  1.55363069e+02
 -1.42614530e+02 -3.88936214e-02  1.54858178e+02 -1.42110901e+02
  4.66406863e-01  1.55357664e+02 -1.42579686e+02 -2.60695213e-02
  1.54870826e+02 -1.42102020e+02  4.70253132e-01  1.55354694e+02
 -1.42601493e+02 -1.62432877e-02  1.54866243e+02 -1.42123521e+02
  4.70279162e-01  1.55377354e+02 -1.42594108e+02 -1.98249894e-02
  1.54876909e+02 -1.42101753e+02  4.75915609e-01  1.55367668e+02
 -1.42581867e+02 -4.55727735e-02  1.54869953e+02 -1.42083609e+02
  4.67438701e-01  1.55384326e+02 -1.42607981e+02 -1.92029821e-02
  1.54868280e+02 -1.42104591e+02  4.70732323e-01  1.55376050e+02
 -1.42601089e+02 -1.38442793e-02  1.54874646e+02 -1.42087863e+02
  4.73695325e-01  1.55383921e+02 -1.42608910e+02 -4.16247834e-02
  1.54864971e+02 -1.42096071e+02  4.69217928e-01  1.55365997e+02
 -1.42594690e+02 -3.22183142e-02  1.54875723e+02 -1.42108705e+02
  4.61031315e-01  1.55380826e+02 -1.42623107e+02 -3.36447337e-02
  1.54868252e+02 -1.42121216e+02  4.53924522e-01  1.55368178e+02
 -1.42619550e+02 -1.84013317e-02  1.54867109e+02 -1.42131598e+02
  4.74319510e-01  1.55367696e+02]
Niter:  2 row:  298 ngroup:  26 nlines:  6317 gd:  5910
[ 1.20386528e-10 -1.03212063e-05 -2.82760250e-01  1.61517653e+04
 -1.42611792e+02 -1.14254732e-02  1.54859719e+02 -1.42107438e+02
  4.67300330e-01  1.55375864e+02 -1.42600591e+02 -2.25982781e-02
  1.54871433e+02 -1.42098248e+02  4.63161642e-01  1.55363069e+02
 -1.42614530e+02 -3.88936214e-02  1.54858178e+02 -1.42110901e+02
  4.66406863e-01  1.55357664e+02 -1.42579686e+02 -2.60695213e-02
  1.54870826e+02 -1.42102020e+02  4.70253132e-01  1.55354694e+02
 -1.42601493e+02 -1.62432877e-02  1.54866243e+02 -1.42123521e+02
  4.70279162e-01  1.55377354e+02 -1.42594108e+02 -1.98249894e-02
  1.54876909e+02 -1.42101753e+02  4.75915609e-01  1.55367668e+02
 -1.42581867e+02 -4.55727735e-02  1.54869953e+02 -1.42083609e+02
  4.67438701e-01  1.55384326e+02 -1.42607981e+02 -1.92029821e-02
  1.54868280e+02 -1.42104591e+02  4.70732323e-01  1.55376050e+02
 -1.42601089e+02 -1.38442793e-02  1.54874646e+02 -1.42087863e+02
  4.73695325e-01  1.55383921e+02 -1.42608910e+02 -4.16247834e-02
  1.54864971e+02 -1.42096071e+02  4.69217928e-01  1.55365997e+02
 -1.42594690e+02 -3.22183142e-02  1.54875723e+02 -1.42108705e+02
  4.61031315e-01  1.55380826e+02 -1.42623107e+02 -3.36447337e-02
  1.54868252e+02 -1.42121216e+02  4.53924522e-01  1.55368178e+02
 -1.42619550e+02 -1.84013317e-02  1.54867109e+02 -1.42131598e+02
  4.74319510e-01  1.55367696e+02]
res:  5910 -0.0006500465024146251 0.015948703690810362 0.025078048123540718
[ 1.20386540e-10 -1.03212053e-05 -2.82760222e-01  1.61517637e+04
 -1.42618730e+02 -1.71366099e-02  1.54854988e+02 -1.42114371e+02
  4.61598401e-01  1.55371136e+02 -1.42602081e+02 -3.50653503e-02
  1.54866692e+02 -1.42105211e+02  4.57447866e-01  1.55356273e+02
 -1.42621469e+02 -4.46249409e-02  1.54851217e+02 -1.42117851e+02
  4.60695971e-01  1.55352930e+02 -1.42586635e+02 -3.17769741e-02
  1.54866098e+02 -1.42108967e+02  4.64541709e-01  1.55349957e+02
 -1.42603333e+02 -2.19488258e-02  1.54861511e+02 -1.42130486e+02
  4.61531276e-01  1.55372625e+02 -1.42601046e+02 -2.20255951e-02
  1.54872176e+02 -1.42103445e+02  4.69985077e-01  1.55362942e+02
 -1.42588828e+02 -5.86362721e-02  1.54865223e+02 -1.42090583e+02
  4.57910270e-01  1.55379591e+02 -1.42609633e+02 -2.07972731e-02
  1.54863548e+02 -1.42111549e+02  4.61595800e-01  1.55371318e+02
 -1.42602775e+02 -1.95494653e-02  1.54872011e+02 -1.42094805e+02
  4.60841555e-01  1.55379191e+02 -1.42620974e+02 -5.08615361e-02
  1.54860234e+02 -1.42103029e+02  4.63520478e-01  1.55365543e+02
 -1.42601635e+02 -3.79301146e-02  1.54873152e+02 -1.42115665e+02
  4.55331297e-01  1.55376099e+02 -1.42630074e+02 -3.93371798e-02
  1.54863527e+02 -1.42128163e+02  4.48211723e-01  1.55361473e+02
 -1.42626500e+02 -2.40891739e-02  1.54862382e+02 -1.42138545e+02
  4.68618080e-01  1.55360764e+02]
Niter:  3 row:  298 ngroup:  26 nlines:  6317 gd:  5904
[ 1.20386540e-10 -1.03212053e-05 -2.82760222e-01  1.61517637e+04
 -1.42618730e+02 -1.71366099e-02  1.54854988e+02 -1.42114371e+02
  4.61598401e-01  1.55371136e+02 -1.42602081e+02 -3.50653503e-02
  1.54866692e+02 -1.42105211e+02  4.57447866e-01  1.55356273e+02
 -1.42621469e+02 -4.46249409e-02  1.54851217e+02 -1.42117851e+02
  4.60695971e-01  1.55352930e+02 -1.42586635e+02 -3.17769741e-02
  1.54866098e+02 -1.42108967e+02  4.64541709e-01  1.55349957e+02
 -1.42603333e+02 -2.19488258e-02  1.54861511e+02 -1.42130486e+02
  4.61531276e-01  1.55372625e+02 -1.42601046e+02 -2.20255951e-02
  1.54872176e+02 -1.42103445e+02  4.69985077e-01  1.55362942e+02
 -1.42588828e+02 -5.86362721e-02  1.54865223e+02 -1.42090583e+02
  4.57910270e-01  1.55379591e+02 -1.42609633e+02 -2.07972731e-02
  1.54863548e+02 -1.42111549e+02  4.61595800e-01  1.55371318e+02
 -1.42602775e+02 -1.95494653e-02  1.54872011e+02 -1.42094805e+02
  4.60841555e-01  1.55379191e+02 -1.42620974e+02 -5.08615361e-02
  1.54860234e+02 -1.42103029e+02  4.63520478e-01  1.55365543e+02
 -1.42601635e+02 -3.79301146e-02  1.54873152e+02 -1.42115665e+02
  4.55331297e-01  1.55376099e+02 -1.42630074e+02 -3.93371798e-02
  1.54863527e+02 -1.42128163e+02  4.48211723e-01  1.55361473e+02
 -1.42626500e+02 -2.40891739e-02  1.54862382e+02 -1.42138545e+02
  4.68618080e-01  1.55360764e+02]
res:  5904 -0.0008158626878866926 0.015951020606735256 0.024974116713695038
[ 1.20443763e-10 -1.03212053e-05 -2.82760222e-01  1.61517637e+04
 -1.42618730e+02 -1.71366099e-02  1.54854988e+02 -1.42114371e+02
  4.61598401e-01  1.55371136e+02 -1.42602081e+02 -3.50653503e-02
  1.54866692e+02 -1.42105211e+02  4.57447866e-01  1.55356273e+02
 -1.42621469e+02 -4.46249409e-02  1.54851217e+02 -1.42117851e+02
  4.60695971e-01  1.55352930e+02 -1.42586635e+02 -3.17769741e-02
  1.54866098e+02 -1.42108967e+02  4.64541709e-01  1.55349957e+02
 -1.42603333e+02 -2.19488258e-02  1.54861511e+02 -1.42130486e+02
  4.61531276e-01  1.55372625e+02 -1.42601046e+02 -2.20255951e-02
  1.54872176e+02 -1.42103445e+02  4.69985077e-01  1.55362942e+02
 -1.42588828e+02 -5.86362721e-02  1.54865223e+02 -1.42090583e+02
  4.57910270e-01  1.55379591e+02 -1.42609633e+02 -2.07972731e-02
  1.54863548e+02 -1.42111549e+02  4.61595800e-01  1.55371318e+02
 -1.42602775e+02 -1.95494653e-02  1.54872011e+02 -1.42094805e+02
  4.60841555e-01  1.55379191e+02 -1.42620974e+02 -5.08615361e-02
  1.54860234e+02 -1.42103029e+02  4.63520478e-01  1.55365543e+02
 -1.42601635e+02 -3.79301146e-02  1.54873152e+02 -1.42115665e+02
  4.55331297e-01  1.55376099e+02 -1.42630074e+02 -3.93371798e-02
  1.54863527e+02 -1.42128163e+02  4.48211723e-01  1.55361473e+02
 -1.42626500e+02 -2.40891739e-02  1.54862382e+02 -1.42138545e+02
  4.68618080e-01  1.55360764e+02]
Niter:  4 row:  298 ngroup:  26 nlines:  6317 gd:  5904
[ 1.20443763e-10 -1.03212053e-05 -2.82760222e-01  1.61517637e+04
 -1.42618730e+02 -1.71366099e-02  1.54854988e+02 -1.42114371e+02
  4.61598401e-01  1.55371136e+02 -1.42602081e+02 -3.50653503e-02
  1.54866692e+02 -1.42105211e+02  4.57447866e-01  1.55356273e+02
 -1.42621469e+02 -4.46249409e-02  1.54851217e+02 -1.42117851e+02
  4.60695971e-01  1.55352930e+02 -1.42586635e+02 -3.17769741e-02
  1.54866098e+02 -1.42108967e+02  4.64541709e-01  1.55349957e+02
 -1.42603333e+02 -2.19488258e-02  1.54861511e+02 -1.42130486e+02
  4.61531276e-01  1.55372625e+02 -1.42601046e+02 -2.20255951e-02
  1.54872176e+02 -1.42103445e+02  4.69985077e-01  1.55362942e+02
 -1.42588828e+02 -5.86362721e-02  1.54865223e+02 -1.42090583e+02
  4.57910270e-01  1.55379591e+02 -1.42609633e+02 -2.07972731e-02
  1.54863548e+02 -1.42111549e+02  4.61595800e-01  1.55371318e+02
 -1.42602775e+02 -1.95494653e-02  1.54872011e+02 -1.42094805e+02
  4.60841555e-01  1.55379191e+02 -1.42620974e+02 -5.08615361e-02
  1.54860234e+02 -1.42103029e+02  4.63520478e-01  1.55365543e+02
 -1.42601635e+02 -3.79301146e-02  1.54873152e+02 -1.42115665e+02
  4.55331297e-01  1.55376099e+02 -1.42630074e+02 -3.93371798e-02
  1.54863527e+02 -1.42128163e+02  4.48211723e-01  1.55361473e+02
 -1.42626500e+02 -2.40891739e-02  1.54862382e+02 -1.42138545e+02
  4.68618080e-01  1.55360764e+02]
res:  5904 -0.0006213686538103502 0.01584287431614939 0.024963558781047515
[ 1.20443776e-10 -1.03212042e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
Niter:  5 row:  298 ngroup:  26 nlines:  6317 gd:  5901
[ 1.20443776e-10 -1.03212042e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
res:  5901 -0.0007386562683677766 0.015819515123439487 0.024914392604607594
[ 1.20478287e-10 -1.03212042e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
Niter:  6 row:  298 ngroup:  26 nlines:  6317 gd:  5901
[ 1.20478287e-10 -1.03212042e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
res:  5901 -0.0006496809801319614 0.015816886590982904 0.02491436067676855
[ 1.20479844e-10 -1.03212246e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
Saving figure to  wave_resid_43670005_fiber298.png
Final values:
res:  -0.0006496809801319614 0.02491436067676855
pars:  [ 1.20479844e-10 -1.03212246e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
298 [ 1.20479844e-10 -1.03212246e-05 -2.82760194e-01  1.61517621e+04
 -1.42627990e+02 -2.28472093e-02  1.54852523e+02 -1.42123598e+02
  4.55872518e-01  1.55368700e+02 -1.42611466e+02 -5.52852279e-02
  1.54864146e+02 -1.42114577e+02  4.51740683e-01  1.55353823e+02
 -1.42630702e+02 -5.03545729e-02  1.54848706e+02 -1.42127170e+02
  4.54984293e-01  1.55350442e+02 -1.42595950e+02 -3.74748037e-02
  1.54863669e+02 -1.42118275e+02  4.58826230e-01  1.55347450e+02
 -1.42612692e+02 -2.76438678e-02  1.54859031e+02 -1.42139869e+02
  4.52362495e-01  1.55370187e+02 -1.42610282e+02 -2.77462000e-02
  1.54869701e+02 -1.42112746e+02  4.64442127e-01  1.55360510e+02
 -1.42598206e+02 -6.43309768e-02  1.54862768e+02 -1.42094347e+02
  4.52223415e-01  1.55377103e+02 -1.42618871e+02 -2.65283753e-02
  1.54861083e+02 -1.42120892e+02  4.55895832e-01  1.55368860e+02
 -1.42612098e+02 -2.52421719e-02  1.54869557e+02 -1.42104066e+02
  4.55124267e-01  1.55376736e+02 -1.42630333e+02 -5.65664638e-02
  1.54857727e+02 -1.42112388e+02  4.57831795e-01  1.55363089e+02
 -1.42610926e+02 -4.36396173e-02  1.54870692e+02 -1.42125031e+02
  4.49631067e-01  1.55373670e+02 -1.42639478e+02 -4.50173077e-02
  1.54861114e+02 -1.42137463e+02  4.42498916e-01  1.55359014e+02
 -1.42635797e+02 -2.97646632e-02  1.54859962e+02 -1.42147838e+02
  4.62923165e-01  1.55358251e+02]
--- Row 300/300 row=299 ---
Running wavecal for first group only:  [43670005 43670006] 26 26  row:  299
Finding lines with initial wavelength guess:  {'a': array([-1.11021602e-05, -2.13143694e-01,  1.69493795e+04]), 'b': array([-1.03146037e-05, -2.61718458e-01,  1.64289549e+04]), 'c': array([-9.52564642e-06, -3.06953432e-01,  1.58027605e+04])}
1/2 43670005
Reading existing Lines data 43670005
Setting BAD=1 for  1159  of  17523  outlier lines
 Frame: 43670005  Nlines: 17523  
2/2 43670006
Reading existing Lines data 43670006
Setting BAD=1 for  4418  of  63558  outlier lines
 Frame: 43670006  Nlines: 63558  
 
Getting improved initial estimates and pruning out bad lines using all fibers
chip-frameid: 143670005  4938  113  0.0384
chip-frameid: 143670006  12679  97  0.0384
chip-frameid: 243670005  4792  61  0.0324
chip-frameid: 243670006  20354  249  0.0468
chip-frameid: 343670005  6634  89  0.0214
chip-frameid: 343670006  26107  443  0.0298
1052 of 81081 lines marked as BAD=2
 
Looping over 1 rows
--- Row 1/1 row=299 ---
Niter:  0 row:  299 ngroup:  1 nlines:  238 gd:  238
[ 1.19112154e-10 -1.03229705e-05 -2.82422124e-01  1.61501396e+04
 -1.44043125e+02  0.00000000e+00  1.54456264e+02]
res:  238 0.0014377343413798371 0.016174348577806086 0.03975293195753861
[ 1.20234617e-10 -1.03208895e-05 -2.82754181e-01  1.61517623e+04
 -1.42673112e+02  1.07852405e-13  1.54876745e+02]
Niter:  1 row:  299 ngroup:  1 nlines:  238 gd:  221
[ 1.20234617e-10 -1.03208895e-05 -2.82754181e-01  1.61517623e+04
 -1.42673112e+02  1.07852405e-13  1.54876745e+02]
res:  221 0.0009916116368913208 0.015248278211402067 0.026254507204167825
[ 1.20568140e-10 -1.03208088e-05 -2.82757085e-01  1.61517663e+04
 -1.42643171e+02  1.03469382e-11  1.54885425e+02]
Niter:  2 row:  299 ngroup:  1 nlines:  238 gd:  220
[ 1.20568140e-10 -1.03208088e-05 -2.82757085e-01  1.61517663e+04
 -1.42643171e+02  1.03469382e-11  1.54885425e+02]
res:  220 0.0010693613994590123 0.015228131916956045 0.025857980333022484
[ 1.20553610e-10 -1.03208088e-05 -2.82757085e-01  1.61517663e+04
 -1.42643171e+02  1.03469382e-11  1.54885425e+02]
Niter:  3 row:  299 ngroup:  1 nlines:  238 gd:  221
[ 1.20553610e-10 -1.03208088e-05 -2.82757085e-01  1.61517663e+04
 -1.42643171e+02  1.03469382e-11  1.54885425e+02]
res:  221 0.0014030835936864605 0.014814689147897298 0.02621347129351215
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
Niter:  4 row:  299 ngroup:  1 nlines:  238 gd:  221
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
res:  221 0.0014030835936864605 0.014814689147897298 0.02621347129351215
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
Niter:  5 row:  299 ngroup:  1 nlines:  238 gd:  221
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
res:  221 0.0014030835936864605 0.014814689147897298 0.02621347129351215
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
Niter:  6 row:  299 ngroup:  1 nlines:  238 gd:  221
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
res:  221 0.0014030835936864605 0.014814689147897298 0.02621347129351215
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
Final values:
res:  0.0014030835936864605 0.02621347129351215
pars:  [ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
299 [ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02]
elapsed: 2.9 sec.
Niter:  0 row:  299 ngroup:  26 nlines:  6216 gd:  6216
[ 1.20743021e-10 -1.03207445e-05 -2.82759062e-01  1.61517673e+04
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02 -1.42628606e+02 -8.43486191e-11
  1.54885134e+02 -1.42628606e+02 -8.43486191e-11  1.54885134e+02
 -1.42628606e+02 -8.43486191e-11  1.54885134e+02 -1.42628606e+02
 -8.43486191e-11  1.54885134e+02]
res:  6216 0.0010530308309171232 0.015097362484084442 0.03708134114263657
[ 1.20743009e-10 -1.03207435e-05 -2.82759034e-01  1.61517656e+04
 -1.42638842e+02  1.21029139e-02  1.54875850e+02 -1.42127519e+02
  4.83532641e-01  1.55381979e+02 -1.42641863e+02  2.74849119e-02
  1.54886989e+02 -1.42153955e+02  5.24108301e-01  1.55381908e+02
 -1.42618910e+02 -2.09082301e-02  1.54884348e+02 -1.42154668e+02
  4.66358390e-01  1.55377504e+02 -1.42588302e+02  2.39971916e-02
  1.54883635e+02 -1.42130926e+02  5.03288972e-01  1.55375558e+02
 -1.42637511e+02  2.15688776e-02  1.54875681e+02 -1.42099553e+02
  4.83930126e-01  1.55370583e+02 -1.42622809e+02  4.12728339e-02
  1.54883321e+02 -1.42129199e+02  4.73611267e-01  1.55366534e+02
 -1.42634197e+02  7.60836387e-03  1.54891271e+02 -1.42104753e+02
  4.97002641e-01  1.55381027e+02 -1.42636096e+02  5.10671784e-03
  1.54874710e+02 -1.42151944e+02  4.74743194e-01  1.55382081e+02
 -1.42615187e+02  2.43861291e-02  1.54874251e+02 -1.42140101e+02
  5.24647664e-01  1.55380902e+02 -1.42617321e+02 -1.56504068e-02
  1.54878986e+02 -1.42143579e+02  4.81298079e-01  1.55353922e+02
 -1.42633882e+02 -2.23541055e-02  1.54890597e+02 -1.42118286e+02
  4.87589543e-01  1.55375551e+02 -1.42639471e+02 -2.04287715e-03
  1.54880837e+02 -1.42128253e+02  4.94468634e-01  1.55377404e+02
 -1.42628003e+02  2.15840682e-02  1.54885517e+02 -1.42123619e+02
  5.05173615e-01  1.55369499e+02]
Niter:  1 row:  299 ngroup:  26 nlines:  6216 gd:  5767
[ 1.20743009e-10 -1.03207435e-05 -2.82759034e-01  1.61517656e+04
 -1.42638842e+02  1.21029139e-02  1.54875850e+02 -1.42127519e+02
  4.83532641e-01  1.55381979e+02 -1.42641863e+02  2.74849119e-02
  1.54886989e+02 -1.42153955e+02  5.24108301e-01  1.55381908e+02
 -1.42618910e+02 -2.09082301e-02  1.54884348e+02 -1.42154668e+02
  4.66358390e-01  1.55377504e+02 -1.42588302e+02  2.39971916e-02
  1.54883635e+02 -1.42130926e+02  5.03288972e-01  1.55375558e+02
 -1.42637511e+02  2.15688776e-02  1.54875681e+02 -1.42099553e+02
  4.83930126e-01  1.55370583e+02 -1.42622809e+02  4.12728339e-02
  1.54883321e+02 -1.42129199e+02  4.73611267e-01  1.55366534e+02
 -1.42634197e+02  7.60836387e-03  1.54891271e+02 -1.42104753e+02
  4.97002641e-01  1.55381027e+02 -1.42636096e+02  5.10671784e-03
  1.54874710e+02 -1.42151944e+02  4.74743194e-01  1.55382081e+02
 -1.42615187e+02  2.43861291e-02  1.54874251e+02 -1.42140101e+02
  5.24647664e-01  1.55380902e+02 -1.42617321e+02 -1.56504068e-02
  1.54878986e+02 -1.42143579e+02  4.81298079e-01  1.55353922e+02
 -1.42633882e+02 -2.23541055e-02  1.54890597e+02 -1.42118286e+02
  4.87589543e-01  1.55375551e+02 -1.42639471e+02 -2.04287715e-03
  1.54880837e+02 -1.42128253e+02  4.94468634e-01  1.55377404e+02
 -1.42628003e+02  2.15840682e-02  1.54885517e+02 -1.42123619e+02
  5.05173615e-01  1.55369499e+02]
res:  5767 -0.00023659586349822348 0.014922729890713526 0.024165329190051977
[ 1.20743021e-10 -1.03207425e-05 -2.82759062e-01  1.61517673e+04
 -1.42628568e+02  3.48910848e-03  1.54885167e+02 -1.42105330e+02
  4.74768255e-01  1.55386918e+02 -1.42635853e+02 -1.32450072e-03
  1.54886076e+02 -1.42126965e+02  4.87079573e-01  1.55381022e+02
 -1.42616532e+02 -2.38041774e-02  1.54882610e+02 -1.42165633e+02
  4.47604860e-01  1.55388397e+02 -1.42600124e+02  7.42477103e-03
  1.54893249e+02 -1.42125520e+02  4.83496086e-01  1.55383364e+02
 -1.42622789e+02  1.73065083e-02  1.54885128e+02 -1.42126144e+02
  4.79173458e-01  1.55379685e+02 -1.42638088e+02  2.34008050e-02
  1.54885636e+02 -1.42143130e+02  4.73102403e-01  1.55366826e+02
 -1.42634262e+02 -2.63844554e-03  1.54896040e+02 -1.42097520e+02
  4.80208462e-01  1.55394084e+02 -1.42620269e+02 -1.44218912e-02
  1.54877060e+02 -1.42157132e+02  4.65928637e-01  1.55386801e+02
 -1.42614238e+02  1.53259806e-02  1.54876279e+02 -1.42138504e+02
  4.86134538e-01  1.55383373e+02 -1.42618256e+02 -1.06023041e-02
  1.54888807e+02 -1.42139355e+02  4.75655602e-01  1.55362158e+02
 -1.42616986e+02 -1.46088798e-02  1.54895209e+02 -1.42116457e+02
  4.74437263e-01  1.55385427e+02 -1.42626226e+02 -1.03932998e-02
  1.54884057e+02 -1.42135312e+02  4.84971861e-01  1.55381126e+02
 -1.42622119e+02  6.16403180e-03  1.54883554e+02 -1.42118821e+02
  4.88040890e-01  1.55373515e+02]
Niter:  2 row:  299 ngroup:  26 nlines:  6216 gd:  5746
[ 1.20743021e-10 -1.03207425e-05 -2.82759062e-01  1.61517673e+04
 -1.42628568e+02  3.48910848e-03  1.54885167e+02 -1.42105330e+02
  4.74768255e-01  1.55386918e+02 -1.42635853e+02 -1.32450072e-03
  1.54886076e+02 -1.42126965e+02  4.87079573e-01  1.55381022e+02
 -1.42616532e+02 -2.38041774e-02  1.54882610e+02 -1.42165633e+02
  4.47604860e-01  1.55388397e+02 -1.42600124e+02  7.42477103e-03
  1.54893249e+02 -1.42125520e+02  4.83496086e-01  1.55383364e+02
 -1.42622789e+02  1.73065083e-02  1.54885128e+02 -1.42126144e+02
  4.79173458e-01  1.55379685e+02 -1.42638088e+02  2.34008050e-02
  1.54885636e+02 -1.42143130e+02  4.73102403e-01  1.55366826e+02
 -1.42634262e+02 -2.63844554e-03  1.54896040e+02 -1.42097520e+02
  4.80208462e-01  1.55394084e+02 -1.42620269e+02 -1.44218912e-02
  1.54877060e+02 -1.42157132e+02  4.65928637e-01  1.55386801e+02
 -1.42614238e+02  1.53259806e-02  1.54876279e+02 -1.42138504e+02
  4.86134538e-01  1.55383373e+02 -1.42618256e+02 -1.06023041e-02
  1.54888807e+02 -1.42139355e+02  4.75655602e-01  1.55362158e+02
 -1.42616986e+02 -1.46088798e-02  1.54895209e+02 -1.42116457e+02
  4.74437263e-01  1.55385427e+02 -1.42626226e+02 -1.03932998e-02
  1.54884057e+02 -1.42135312e+02  4.84971861e-01  1.55381126e+02
 -1.42622119e+02  6.16403180e-03  1.54883554e+02 -1.42118821e+02
  4.88040890e-01  1.55373515e+02]
res:  5746 -0.0003982818616350414 0.014890001582898549 0.0238068880018705
[ 1.20743033e-10 -1.03207414e-05 -2.82759090e-01  1.61517689e+04
 -1.42621562e+02  9.19785551e-03  1.54889933e+02 -1.42093267e+02
  4.80471988e-01  1.55391684e+02 -1.42628857e+02 -2.12821202e-03
  1.54890845e+02 -1.42114179e+02  4.81518020e-01  1.55385785e+02
 -1.42609530e+02 -1.80982498e-02  1.54887382e+02 -1.42158614e+02
  4.49959935e-01  1.55393153e+02 -1.42598478e+02  5.48010306e-03
  1.54898016e+02 -1.42118529e+02  4.85996850e-01  1.55388129e+02
 -1.42615806e+02  2.30200044e-02  1.54889892e+02 -1.42124641e+02
  4.81512280e-01  1.55386445e+02 -1.42637048e+02  2.14501244e-02
  1.54890397e+02 -1.42136132e+02  4.78809300e-01  1.55371595e+02
 -1.42627261e+02 -7.59994310e-04  1.54900810e+02 -1.42090511e+02
  4.85931525e-01  1.55400974e+02 -1.42613225e+02 -8.73372103e-03
  1.54881831e+02 -1.42150128e+02  4.71630241e-01  1.55391560e+02
 -1.42607254e+02  1.72879167e-02  1.54881047e+02 -1.42131518e+02
  4.85302483e-01  1.55388135e+02 -1.42611262e+02 -4.91919120e-03
  1.54893572e+02 -1.42126857e+02  4.77734203e-01  1.55366930e+02
 -1.42610011e+02 -8.91486644e-03  1.54899973e+02 -1.42104034e+02
  4.80139137e-01  1.55390198e+02 -1.42619222e+02 -4.68639666e-03
  1.54890896e+02 -1.42128310e+02  4.87386325e-01  1.55385895e+02
 -1.42615144e+02 -2.41894718e-03  1.54888333e+02 -1.42111823e+02
  4.82955375e-01  1.55378283e+02]
Niter:  3 row:  299 ngroup:  26 nlines:  6216 gd:  5736
[ 1.20743033e-10 -1.03207414e-05 -2.82759090e-01  1.61517689e+04
 -1.42621562e+02  9.19785551e-03  1.54889933e+02 -1.42093267e+02
  4.80471988e-01  1.55391684e+02 -1.42628857e+02 -2.12821202e-03
  1.54890845e+02 -1.42114179e+02  4.81518020e-01  1.55385785e+02
 -1.42609530e+02 -1.80982498e-02  1.54887382e+02 -1.42158614e+02
  4.49959935e-01  1.55393153e+02 -1.42598478e+02  5.48010306e-03
  1.54898016e+02 -1.42118529e+02  4.85996850e-01  1.55388129e+02
 -1.42615806e+02  2.30200044e-02  1.54889892e+02 -1.42124641e+02
  4.81512280e-01  1.55386445e+02 -1.42637048e+02  2.14501244e-02
  1.54890397e+02 -1.42136132e+02  4.78809300e-01  1.55371595e+02
 -1.42627261e+02 -7.59994310e-04  1.54900810e+02 -1.42090511e+02
  4.85931525e-01  1.55400974e+02 -1.42613225e+02 -8.73372103e-03
  1.54881831e+02 -1.42150128e+02  4.71630241e-01  1.55391560e+02
 -1.42607254e+02  1.72879167e-02  1.54881047e+02 -1.42131518e+02
  4.85302483e-01  1.55388135e+02 -1.42611262e+02 -4.91919120e-03
  1.54893572e+02 -1.42126857e+02  4.77734203e-01  1.55366930e+02
 -1.42610011e+02 -8.91486644e-03  1.54899973e+02 -1.42104034e+02
  4.80139137e-01  1.55390198e+02 -1.42619222e+02 -4.68639666e-03
  1.54890896e+02 -1.42128310e+02  4.87386325e-01  1.55385895e+02
 -1.42615144e+02 -2.41894718e-03  1.54888333e+02 -1.42111823e+02
  4.82955375e-01  1.55378283e+02]
res:  5736 -0.0006053254728612956 0.014799134739405417 0.023641161303468303
[ 1.20793831e-10 -1.03202980e-05 -2.82760040e-01  1.61517674e+04
 -1.42614806e+02  3.48771277e-03  1.54887438e+02 -1.42086645e+02
  4.74744981e-01  1.55389183e+02 -1.42622191e+02 -1.08329735e-02
  1.54888309e+02 -1.42107035e+02  4.75892435e-01  1.55383364e+02
 -1.42602807e+02 -2.71533652e-02  1.54884787e+02 -1.42156664e+02
  4.44296768e-01  1.55392698e+02 -1.42591683e+02 -3.80094717e-03
  1.54895527e+02 -1.42111944e+02  4.80380364e-01  1.55385644e+02
 -1.42609315e+02  1.42294768e-02  1.54887443e+02 -1.42118096e+02
  4.72642257e-01  1.55384209e+02 -1.42630712e+02  1.56302209e-02
  1.54887987e+02 -1.42129462e+02  4.73056428e-01  1.55370906e+02
 -1.42620544e+02 -1.01599033e-02  1.54898246e+02 -1.42083701e+02
  4.80286167e-01  1.55398513e+02 -1.42605990e+02 -1.45484120e-02
  1.54879249e+02 -1.42143388e+02  4.65876387e-01  1.55389217e+02
 -1.42600748e+02  1.15550476e-02  1.54878522e+02 -1.42124998e+02
  4.79621538e-01  1.55385701e+02 -1.42604635e+02 -1.08044503e-02
  1.54891124e+02 -1.42114818e+02  4.71978458e-01  1.55366199e+02
 -1.42603621e+02 -1.46672091e-02  1.54897543e+02 -1.42097344e+02
  4.71269715e-01  1.55387626e+02 -1.42612476e+02 -1.04057392e-02
  1.54888363e+02 -1.42121592e+02  4.81709641e-01  1.55383327e+02
 -1.42608750e+02 -8.25826151e-03  1.54885627e+02 -1.42105163e+02
  4.77226024e-01  1.55375759e+02]
Niter:  4 row:  299 ngroup:  26 nlines:  6216 gd:  5735
[ 1.20793831e-10 -1.03202980e-05 -2.82760040e-01  1.61517674e+04
 -1.42614806e+02  3.48771277e-03  1.54887438e+02 -1.42086645e+02
  4.74744981e-01  1.55389183e+02 -1.42622191e+02 -1.08329735e-02
  1.54888309e+02 -1.42107035e+02  4.75892435e-01  1.55383364e+02
 -1.42602807e+02 -2.71533652e-02  1.54884787e+02 -1.42156664e+02
  4.44296768e-01  1.55392698e+02 -1.42591683e+02 -3.80094717e-03
  1.54895527e+02 -1.42111944e+02  4.80380364e-01  1.55385644e+02
 -1.42609315e+02  1.42294768e-02  1.54887443e+02 -1.42118096e+02
  4.72642257e-01  1.55384209e+02 -1.42630712e+02  1.56302209e-02
  1.54887987e+02 -1.42129462e+02  4.73056428e-01  1.55370906e+02
 -1.42620544e+02 -1.01599033e-02  1.54898246e+02 -1.42083701e+02
  4.80286167e-01  1.55398513e+02 -1.42605990e+02 -1.45484120e-02
  1.54879249e+02 -1.42143388e+02  4.65876387e-01  1.55389217e+02
 -1.42600748e+02  1.15550476e-02  1.54878522e+02 -1.42124998e+02
  4.79621538e-01  1.55385701e+02 -1.42604635e+02 -1.08044503e-02
  1.54891124e+02 -1.42114818e+02  4.71978458e-01  1.55366199e+02
 -1.42603621e+02 -1.46672091e-02  1.54897543e+02 -1.42097344e+02
  4.71269715e-01  1.55387626e+02 -1.42612476e+02 -1.04057392e-02
  1.54888363e+02 -1.42121592e+02  4.81709641e-01  1.55383327e+02
 -1.42608750e+02 -8.25826151e-03  1.54885627e+02 -1.42105163e+02
  4.77226024e-01  1.55375759e+02]
res:  5735 -0.00035280354313727 0.014812296960371896 0.023626550463339474
[ 1.20793843e-10 -1.03202970e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
Niter:  5 row:  299 ngroup:  26 nlines:  6216 gd:  5735
[ 1.20793843e-10 -1.03202970e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
res:  5735 -0.0003626686311690719 0.014808414157414518 0.023626545152002913
[ 1.20795115e-10 -1.03202970e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
Niter:  6 row:  299 ngroup:  26 nlines:  6216 gd:  5735
[ 1.20795115e-10 -1.03202970e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
res:  5735 -0.0003580681905077654 0.014810724876042514 0.023626540808540635
[ 1.20793849e-10 -1.03202956e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
Saving figure to  wave_resid_43670005_fiber299.png
Final values:
res:  -0.0003580681905077654 0.023626540808540635
pars:  [ 1.20793849e-10 -1.03202956e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
299 [ 1.20793849e-10 -1.03202956e-05 -2.82760011e-01  1.61517660e+04
 -1.42619714e+02 -4.07197940e-04  1.54884031e+02 -1.42091552e+02
  4.70840157e-01  1.55385776e+02 -1.42627104e+02 -1.49703532e-02
  1.54884900e+02 -1.42111982e+02  4.71974393e-01  1.55379957e+02
 -1.42607713e+02 -3.13244254e-02  1.54881378e+02 -1.42161937e+02
  4.40381521e-01  1.55389456e+02 -1.42596599e+02 -7.90853868e-03
  1.54892118e+02 -1.42116851e+02  4.76458705e-01  1.55382237e+02
 -1.42614206e+02  1.00741545e-02  1.54884035e+02 -1.42123005e+02
  4.68460035e-01  1.55380801e+02 -1.42635610e+02  1.17509295e-02
  1.54884580e+02 -1.42134376e+02  4.69152134e-01  1.55367666e+02
 -1.42625465e+02 -1.43455706e-02  1.54894838e+02 -1.42088619e+02
  4.76365562e-01  1.55395108e+02 -1.42610942e+02 -1.84348515e-02
  1.54875842e+02 -1.42148294e+02  4.61978126e-01  1.55385809e+02
 -1.42605642e+02  7.66175488e-03  1.54875115e+02 -1.42129894e+02
  4.75710846e-01  1.55382295e+02 -1.42609540e+02 -1.46785107e-02
  1.54887715e+02 -1.42119380e+02  4.68086896e-01  1.55364968e+02
 -1.42608513e+02 -1.85568096e-02  1.54894134e+02 -1.42102254e+02
  4.67117532e-01  1.55384218e+02 -1.42617384e+02 -1.42977848e-02
  1.54884956e+02 -1.42126499e+02  4.77797229e-01  1.55379921e+02
 -1.42613635e+02 -1.21403276e-02  1.54882219e+02 -1.42110062e+02
  4.73319865e-01  1.55372352e+02]
Refining the solution
Filling in values for 3 missing fibers: 135,275,279
Saving to  /uufs/chpc.utah.edu/common/home/sdss50/sdsswork/mwm/apogee/spectro/redux/daily/cal/apogee-n/wave/apWave-59936.fits
elapsed: 5253.2 sec.
End:  2022-12-23 16:12:58
elapsed:  5261.907410144806
