Dataclusters iter() not functioning in PeakExtraction class

[stevenhua0320]

When running peakextraction.py example, we have this error
Traceback (most recent call last):
File "/Users/huarundong/dbs/diffpy.srmise/diffpy.srmise/src/diffpy/srmise/peakextraction.py", line 1331, in <module> te.extract_single()
File "/Users/huarundong/dbs/diffpy.srmise/diffpy.srmise/src/diffpy/srmise/peakextraction.py", line 796, in extract_single for step in dclusters:
TypeError: iter() returned non-iterator of type 'DataClusters'
It still maintains the DataClusters original __iter__ and I changed original next() to __next__, but the issue persists.

[stevenhua0320]

This has been fixed by PR #178 as at that time we made a mistake on changing the AIC regularization logic, so we run into issue. Now since it is fixed, it could be run successfully.

/opt/miniconda3/envs/diffpy.srmise_env/bin/python /Users/huarundong/dbs/diffpy.srmise/diffpy.srmise/src/diffpy/srmise/peakextraction.py 
Setting variable rng=[1.51, 10.0]
Setting variable pf=[<diffpy.srmise.peaks.gaussianoverr.GaussianOverR object at 0x10ac417f0>]
Setting variable cres=0.1
Setting variable effective_dy=[1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5]
Estimate: [2.99356631 0.1400762  7.53753299]
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.50759357 0.11965854 6.40571776]
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.22017036 0.1498427  0.58143493]
Estimate: [3.90972083 0.06442648 0.49051596]
Estimate: [2.55520338 0.06462146 0.43496258]
Estimate: [2.09986731 0.06851017 0.35044666]
Estimate: [3.89965969 0.10237278 0.77741733]

*********STARTING RECURSION level 2 (reduce at border)************
Fit: No model to fit, estimation not possible.
Estimate: [3.47281348 0.13785754 3.82605362]
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.08828584 0.0789837  0.95685852]
Estimate: [2.8960668  0.04352981 0.571511  ]
Fit: No model to fit, estimation not possible.
Estimate: [2.7215708  0.07388653 0.44742669]
Estimate: [2.71512715 0.07960683 0.48092514]
Estimate: [2.71512715 0.07960683 0.48092514]

*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.08145691 0.03356856 0.20994503]
====Pruning fits:====
Original model:
[3.08026563 0.02538103 0.15400129]

w/ quality: 117.66982011070746
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 111.87944725922662
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.10903085 0.13375883 0.86650419]
Fit: No model to fit, estimation not possible.
Estimate: [3.51879005 0.03471928 0.31496707]
====Pruning fits:====
Original model:
[3.08458669 0.00602681 0.19269712]
[3.51820358 0.01526486 0.15011838]

w/ quality: 34.85543634850272
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 28.605550435889707
=================
*********ENDING RECURSION level 3 (prefit) ************

Estimate: [2.71512715 0.07960683 0.48092514]

*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [2.77899971 0.09200984 0.56861491]
Estimate: [3.08169689 0.03468535 0.22270623]
Estimate: [2.75873414 0.16494788 1.0119337 ]
Estimate: [2.76065939 0.16053654 0.98555801]
Estimate: [2.79668358 0.24589547 1.52928815]
Estimate: [2.79668358 0.24589547 1.52928815]
Estimate: [2.79668358 0.24589547 1.52928815]
====Pruning fits:====
Original model:
[3.08463262 0.00568216 0.23023674]

w/ quality: 28.60130933074767
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 24.782973113824188
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (full boundary)************
Fit: No model to fit, estimation not possible.
Estimate: [2.77893165 0.09182879 0.56747191]
Estimate: [3.08169699 0.03468685 0.22272556]
Estimate: [2.75863423 0.16475412 1.01069018]
Estimate: [2.76053511 0.16032702 0.98420971]
Estimate: [2.79666462 0.24587818 1.52914275]
Estimate: [2.79666462 0.24587818 1.52914275]
Estimate: [2.79666462 0.24587818 1.52914275]
====Pruning fits:====
Original model:
[3.0845939  0.00597436 0.19750814]

w/ quality: 28.60111275082764
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 24.783019712466707
=================
*********ENDING RECURSION level 3 (full boundary) ************

====Pruning fits:====
Original model:
[2.89278487 0.08425941 0.84913031]
[3.11681804 0.10322018 0.83202485]
[3.46157984 0.11218892 3.05673345]

w/ quality: 1471.6811220427062
Best model after pruning is:
[2.89278487 0.08425941 0.84913031]
[3.11681804 0.10322018 0.83202485]
[3.46157984 0.11218892 3.05673345]

w/ quality: 1471.6811220427062
=================
*********ENDING RECURSION level 2 (reduce at border) ************


*********STARTING RECURSION level 2 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11611506 0.17766319 1.01597727]
Fit: No model to fit, estimation not possible.
Estimate: [3.63070608 0.08563912 0.59685048]
Estimate: [3.53135948 0.03903186 0.23085941]
Estimate: [3.08750308 0.37664922 2.13411352]
Estimate: [2.71882257 0.07691395 0.42183381]
Estimate: [3.41164935 0.03575132 0.20423607]
Estimate: [2.72077438 0.13940753 0.7651281 ]

*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************

Estimate: [2.89645111 0.02509961 0.1255991 ]
Estimate: [3.65300547 0.14861914 1.04214302]

*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.63070602 0.08563926 0.5968503 ]
Estimate: [3.61818043 0.14590975 1.01338851]
Estimate: [3.61151867 0.18559897 1.28666911]
====Pruning fits:====
Original model:
[3.61151867 0.18559897 1.28666911]

w/ quality: 46.290349796993496
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 16.043448110595588
=================
*********ENDING RECURSION level 3 (prefit) ************

Estimate: [3.11466534 0.19130527 1.09348132]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611152 0.17762204 1.01574076]
Estimate: [3.08750062 0.37657566 2.13369503]
Estimate: [3.09104661 0.27786949 1.57622953]
Estimate: [3.09104661 0.27786949 1.57622953]
Estimate: [3.09157466 0.18805162 1.06691509]
====Pruning fits:====
Original model:
[3.09157466 0.18805162 1.06691509]

w/ quality: 39.733342397504806
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 14.719033619169421
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.63070602 0.08563926 0.5968503 ]
Estimate: [3.61818043 0.14590975 1.01338851]
Estimate: [3.60908811 0.14593858 1.01104163]
====Pruning fits:====
Original model:
[3.60908811 0.14593858 1.01104163]

w/ quality: 43.459870550854916
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 18.56455365625683
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.63070602 0.08563926 0.5968503 ]
Estimate: [3.61818043 0.14590975 1.01338851]
Estimate: [3.60908805 0.14593913 1.01104546]
====Pruning fits:====
Original model:
[3.60908805 0.14593913 1.01104546]

w/ quality: 43.45938547928654
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 18.56450502567728
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611152 0.17762204 1.01574076]
Estimate: [3.08750062 0.37657566 2.13369503]
Estimate: [2.75837604 0.04168921 0.23155529]
Estimate: [2.75976735 0.12788737 0.71068591]
Estimate: [2.75976735 0.12788737 0.71068591]
Estimate: [2.75976735 0.12788737 0.71068591]
Estimate: [3.09017613 0.26751602 1.51707159]
Estimate: [2.76115976 0.15795044 0.87819298]
====Pruning fits:====
Original model:
[3.09017613 0.26751602 1.51707159]

w/ quality: 60.4035851499278
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.394631761716493
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611152 0.17762204 1.01574076]
Estimate: [3.08750062 0.37657566 2.13369503]
Estimate: [2.758376   0.04168918 0.2315557 ]
Estimate: [2.75976657 0.12789259 0.71071648]
Estimate: [2.75976657 0.12789259 0.71071648]
Estimate: [2.75976657 0.12789259 0.71071648]
Estimate: [3.09017613 0.26751602 1.51707159]
Estimate: [2.7611567  0.1579459  0.87816892]
====Pruning fits:====
Original model:
[3.09017613 0.26751602 1.51707159]

w/ quality: 60.40365906693852
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.39463174235744
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11611151 0.17762203 1.0157407 ]
Estimate: [3.08750062 0.37657565 2.13369493]
Estimate: [3.08997169 0.22784162 1.29199431]
====Pruning fits:====
Original model:
[3.08997169 0.22784162 1.29199431]

w/ quality: 50.87695231802393
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.482350714180956
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611373 0.17764781 1.01588886]
Estimate: [3.08750217 0.37662163 2.13395656]
Estimate: [3.09046762 0.2348578  1.33199385]
====Pruning fits:====
Original model:
[3.09046762 0.2348578  1.33199385]

w/ quality: 51.59309224928611
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.47098531628423
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.67448649 0.05385729 0.12416985]
[2.89740414 0.01778777 0.10294157]
[3.25721276 0.0464068  0.11491412]
[3.42016523 0.02601517 0.12752114]
[3.51575182 0.00629108 0.13131684]
[3.69115786 0.01901482 0.10720546]

w/ quality: 81.88251206768149
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 54.03690167072825
=================
*********ENDING RECURSION level 2 (prefit) ************


*********STARTING RECURSION level 2 (full boundary)************
*********ENDING RECURSION level 2 (full boundary) ************

Estimate: [2.26042842 0.25470903 1.00626954]
Estimate: [2.26042842 0.25470903 1.00626954]

*********STARTING RECURSION level 2 (reduce at border)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11611636 0.17768153 1.01610118]
Fit: No model to fit, estimation not possible.
Estimate: [3.08750954 0.37665817 2.13420787]
Estimate: [2.71882317 0.07691472 0.42184291]
Estimate: [3.41164935 0.03575131 0.20423577]
Estimate: [3.51929624 0.05219259 0.30764622]
Estimate: [2.89645101 0.02510073 0.12561275]
Estimate: [3.11466942 0.19130302 1.09348996]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611281 0.17764018 1.0158636 ]
Estimate: [3.08750706 0.37658429 2.13378754]
Estimate: [3.0910508  0.27784838 1.57614086]
====Pruning fits:====
Original model:
[3.0910508  0.27784838 1.57614086]

w/ quality: 49.12411797558573
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 14.71902611501381
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [2.75835358 0.04167033 0.23183727]
Estimate: [2.7572133  0.13741381 0.76420022]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [2.75873517 0.13392078 0.74518549]
Estimate: [3.09017058 0.17092634 0.9693318 ]
====Pruning fits:====
Original model:
[2.74672302 0.00525261 0.08571072]
[3.1675541  0.01206036 0.0707664 ]

w/ quality: 40.89065313747563
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 31.715040901208805
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [2.75835357 0.04167032 0.23183731]
Estimate: [2.75721165 0.1374189  0.76422824]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [2.75873529 0.13392812 0.74522655]
Estimate: [3.09017058 0.17092634 0.9693318 ]
====Pruning fits:====
Original model:
[3.16280963 0.0228454  0.09127128]

w/ quality: 36.58019296533631
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 31.715040891209615
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [3.08997916 0.22782924 1.29195095]
====Pruning fits:====
Original model:
[3.08997916 0.22782924 1.29195095]

w/ quality: 50.87373364483366
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.48020033059481
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611503 0.17766613 1.0160127 ]
Estimate: [3.08750862 0.37663056 2.1340508 ]
Estimate: [3.09047471 0.23484448 1.33194581]
====Pruning fits:====
Original model:
[3.09047471 0.23484448 1.33194581]

w/ quality: 51.589903207312304
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.46885732029161
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.67661534 0.04264297 0.10794179]
[2.89740392 0.01779063 0.10295804]
[3.25721208 0.04640739 0.11491792]
[3.42016522 0.02601505 0.12752064]
[3.51572164 0.00616351 0.13821193]

w/ quality: 68.55429973033415
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 45.3793373293819
=================
*********ENDING RECURSION level 2 (reduce at border) ************


*********STARTING RECURSION level 2 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11611636 0.17768153 1.01610118]
Fit: No model to fit, estimation not possible.
Estimate: [3.08750954 0.37665817 2.13420787]
Estimate: [2.71882317 0.07691472 0.42184291]
Estimate: [3.41164935 0.03575131 0.20423577]
Estimate: [3.51929624 0.05219259 0.30764622]
Estimate: [2.89645101 0.02510073 0.12561275]
Estimate: [3.11466942 0.19130302 1.09348996]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611281 0.17764018 1.0158636 ]
Estimate: [3.08750706 0.37658429 2.13378754]
Estimate: [3.0910508  0.27784838 1.57614086]
====Pruning fits:====
Original model:
[3.0910508  0.27784838 1.57614086]

w/ quality: 49.12411797558573
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 14.71902611501381
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [2.75835358 0.04167033 0.23183727]
Estimate: [2.7572133  0.13741381 0.76420022]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [2.75873517 0.13392078 0.74518549]
Estimate: [3.09017058 0.17092634 0.9693318 ]
====Pruning fits:====
Original model:
[2.74672302 0.00525261 0.08571072]
[3.1675541  0.01206036 0.0707664 ]

w/ quality: 40.89065313747563
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 31.715040901208805
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [2.75835357 0.04167032 0.23183731]
Estimate: [2.75721165 0.1374189  0.76422824]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [3.0901823  0.26750282 1.51702761]
Estimate: [2.75873529 0.13392812 0.74522655]
Estimate: [3.09017058 0.17092634 0.9693318 ]
====Pruning fits:====
Original model:
[3.16280963 0.0228454  0.09127128]

w/ quality: 36.58019296533631
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 31.715040891209615
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11611283 0.17764042 1.01586495]
Estimate: [3.08750708 0.37658471 2.13378992]
Estimate: [3.08997916 0.22782924 1.29195095]
====Pruning fits:====
Original model:
[3.08997916 0.22782924 1.29195095]

w/ quality: 50.87373364483366
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.48020033059481
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611503 0.17766613 1.0160127 ]
Estimate: [3.08750862 0.37663056 2.1340508 ]
Estimate: [3.09047471 0.23484448 1.33194581]
====Pruning fits:====
Original model:
[3.09047471 0.23484448 1.33194581]

w/ quality: 51.589903207312304
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.46885732029161
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.67661534 0.04264297 0.10794179]
[2.89740392 0.01779063 0.10295804]
[3.25721208 0.04640739 0.11491792]
[3.42016522 0.02601505 0.12752064]
[3.51572164 0.00616351 0.13821193]

w/ quality: 68.55429973033415
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 45.3793373293819
=================
*********ENDING RECURSION level 2 (prefit) ************


*********STARTING RECURSION level 2 (reduce at border)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11611636 0.17768153 1.01610118]
Estimate: [3.63070606 0.08563911 0.59684981]
Estimate: [3.53135947 0.03903187 0.2308597 ]
Estimate: [3.41164935 0.03575131 0.20423577]
Estimate: [3.11307271 0.2840744  1.62293969]
Estimate: [3.12797116 0.22056496 1.26613579]

*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************

Estimate: [3.65300547 0.14861918 1.04214227]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.630706   0.08563924 0.59684963]
Estimate: [3.61818038 0.1459101  1.01338992]
Estimate: [3.6115187  0.18559911 1.28666883]
====Pruning fits:====
Original model:
[3.6115187  0.18559911 1.28666883]

w/ quality: 46.29027678115888
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 16.043447278701013
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.630706   0.08563924 0.59684963]
Estimate: [3.61818038 0.1459101  1.01338992]
Estimate: [3.60908811 0.1459393  1.01104562]
====Pruning fits:====
Original model:
[3.60908811 0.1459393  1.01104562]

w/ quality: 43.459910828275554
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 18.564558571853574
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.630706   0.08563924 0.59684963]
Estimate: [3.61818038 0.1459101  1.01338992]
Estimate: [3.60908805 0.14593987 1.01104956]
====Pruning fits:====
Original model:
[3.60908805 0.14593987 1.01104956]

w/ quality: 43.45941980762311
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 18.564509895715506
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11610329 0.17752795 1.01521866]
Estimate: [3.10518477 0.24163246 1.37696766]
Estimate: [3.10423332 0.17489261 0.99633833]
====Pruning fits:====
Original model:
[3.10423332 0.17489261 0.99633833]

w/ quality: 42.76864723263828
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 19.552687334517994
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11611503 0.17766612 1.01601266]
Estimate: [3.10433326 0.23452054 1.33607318]
Estimate: [3.10338944 0.16845052 0.95937776]
====Pruning fits:====
Original model:
[3.10338944 0.16845052 0.95937776]

w/ quality: 41.86971637210498
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 19.327870199083325
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.630706   0.08563924 0.59684963]
Estimate: [3.61818038 0.1459101  1.01338992]
Estimate: [3.61838681 0.09131786 0.63426642]
Estimate: [3.70478084 0.18306742 1.30189091]
====Pruning fits:====
Original model:
[3.70478084 0.18306742 1.30189091]

w/ quality: 55.51989050047384
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.09952727127524
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[3.25721099 0.04639473 0.11491056]
[3.42016516 0.02601514 0.12752029]
[3.51548446 0.00505007 0.2732334 ]
[3.69115788 0.01901517 0.10720301]

w/ quality: 64.4253185649886
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 45.3427361010252
=================
*********ENDING RECURSION level 2 (reduce at border) ************


*********STARTING RECURSION level 2 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.1161281  0.17781729 1.01688461]
Fit: No model to fit, estimation not possible.
Estimate: [3.63086607 0.08670032 0.61674655]
Estimate: [3.53158946 0.03945657 0.23107713]
Estimate: [3.41154591 0.0356331  0.204769  ]
Estimate: [3.11317214 0.2845277  1.62558646]
Estimate: [3.12838701 0.22146652 1.27148412]

*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************

Estimate: [3.65278636 0.14907433 1.0668489 ]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.63086607 0.08670032 0.61674655]
Estimate: [3.53158946 0.03945657 0.23107713]
Estimate: [3.65278636 0.14907433 1.0668489 ]
Estimate: [3.61389477 0.15933893 1.12816646]
====Pruning fits:====
Original model:
[3.61389477 0.15933893 1.12816646]

w/ quality: 41.9854947380996
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 18.623567067716532
=================
*********ENDING RECURSION level 3 (prefit) ************

Estimate: [3.61389477 0.15933893 1.12816646]
Estimate: [3.61389477 0.15933893 1.12816646]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11611473 0.17765978 1.01597952]
Estimate: [3.10520536 0.24171063 1.37742662]
Estimate: [3.10425619 0.1749544  0.9967008 ]
====Pruning fits:====
Original model:
[3.10425619 0.1749544  0.9967008 ]

w/ quality: 62.19893890123544
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 38.982470392619405
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11612671 0.1778012  1.01679218]
Estimate: [3.1043611  0.23465448 1.33685244]
Estimate: [3.10341965 0.16856241 0.96002737]
====Pruning fits:====
Original model:
[3.10341965 0.16856241 0.96002737]

w/ quality: 61.300586046068155
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 38.75332539351496
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.630866   0.08670048 0.61674634]
Estimate: [3.53158946 0.03945657 0.23107713]
Estimate: [3.63358305 0.13037585 0.92812632]
Estimate: [3.63358305 0.13037585 0.92812632]
Estimate: [3.59184117 0.15994449 1.12554083]
====Pruning fits:====
Original model:
[3.59184117 0.15994449 1.12554083]

w/ quality: 52.09242607157123
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.184455068161277
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[3.2574053  0.04658593 0.11656094]
[3.41999637 0.02592414 0.1277976 ]
[3.69112335 0.01910964 0.10993316]

w/ quality: 59.556322596292624
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 45.33191664217668
=================
*********ENDING RECURSION level 2 (prefit) ************


*********STARTING RECURSION level 2 (reduce at border)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.71884964 0.07688874 0.42167878]
Estimate: [2.72885403 0.15553688 0.85614535]
Estimate: [2.89645148 0.02509877 0.12559128]

*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [2.75835299 0.04166465 0.23179238]
Estimate: [2.75719399 0.13743185 0.76425147]
Estimate: [2.75874535 0.15296984 0.85113611]
====Pruning fits:====
Original model:
[2.75874535 0.15296984 0.85113611]

w/ quality: 56.46219860563736
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.580840375176972
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.758353   0.04166465 0.23179231]
Estimate: [2.75719708 0.1374223  0.76419891]
Estimate: [2.75875123 0.15298128 0.85120123]
====Pruning fits:====
Original model:
[2.75875123 0.15298128 0.85120123]

w/ quality: 56.46452959571891
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.580840348669177
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.75835299 0.04166465 0.23179233]
Estimate: [2.75719627 0.13742481 0.76421271]
Estimate: [2.75853804 0.16676366 0.92781599]
Estimate: [2.75853804 0.16676366 0.92781599]
Estimate: [2.75874835 0.15297264 0.85115235]
====Pruning fits:====
Original model:
[2.75874835 0.15297264 0.85115235]

w/ quality: 71.75524777301827
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 41.92852583583495
=================
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.67664749 0.0425551  0.1076541 ]
[2.8974045  0.01778794 0.1029375 ]

w/ quality: 57.51512460698961
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 48.731357476124096
=================
*********ENDING RECURSION level 2 (reduce at border) ************


*********STARTING RECURSION level 2 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.22017036 0.1498427  0.58143493]
Estimate: [2.55520302 0.06462176 0.43495751]
Fit: No model to fit, estimation not possible.
Estimate: [2.22605702 0.15704209 0.61098644]
Estimate: [2.71882128 0.07691226 0.4218141 ]
Estimate: [2.72879431 0.15564928 0.85676706]
Estimate: [2.89645148 0.02509878 0.12559129]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.7583552  0.04166718 0.2317694 ]
Estimate: [2.75803523 0.13481349 0.74979911]
Estimate: [2.75937847 0.16438651 0.9147222 ]
====Pruning fits:====
Original model:
[2.75937847 0.16438651 0.9147222 ]

w/ quality: 46.55338138968335
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 15.423810121994471
=================
*********ENDING RECURSION level 3 (prefit) ************

Estimate: [2.22605702 0.15704209 0.61098644]
Estimate: [2.26042842 0.25470903 1.00626954]
Estimate: [2.26042842 0.25470903 1.00626954]

*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [2.75835273 0.04166487 0.23179856]
Estimate: [2.75720616 0.13740415 0.76411722]
Estimate: [2.75854758 0.16674527 0.92773705]
Estimate: [2.75854758 0.16674527 0.92773705]
Estimate: [2.75872862 0.13470517 0.74952155]
====Pruning fits:====
Original model:
[2.75872862 0.13470517 0.74952155]

w/ quality: 44.07365915269906
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132708938120057
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.75835272 0.04166486 0.23179863]
Estimate: [2.75720302 0.13741376 0.76417012]
Estimate: [2.75854443 0.16675396 0.92778475]
Estimate: [2.75854443 0.16675396 0.92778475]
Estimate: [2.75872541 0.13593031 0.7563379 ]
====Pruning fits:====
Original model:
[2.75872541 0.13593031 0.7563379 ]

w/ quality: 44.26382704125072
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132708918023077
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.22017036 0.1498427  0.58143493]
Estimate: [2.55520302 0.06462176 0.43495751]
Estimate: [2.22605702 0.15704209 0.61098644]
Estimate: [2.22605702 0.15704209 0.61098644]
Estimate: [2.26042842 0.25470903 1.00626954]
Estimate: [2.26042842 0.25470903 1.00626954]
Estimate: [2.39829182 0.34995783 2.21085545]
*********ENDING RECURSION level 3 (prefit) ************

Estimate: [2.39829182 0.34995783 2.21085545]
====Pruning fits:====
Original model:
[2.67661506 0.04264176 0.10793891]
[2.89740449 0.01778796 0.10293757]

w/ quality: 46.309762625704145
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 37.52967669978135
=================
*********ENDING RECURSION level 2 (prefit) ************

Estimate: [2.58252055 0.7        4.76194575]

*********STARTING RECURSION level 2 (reduce at border)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11612959 0.17779887 1.01652082]
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.22017036 0.1498427  0.58143493]
Estimate: [2.55520302 0.06462176 0.43495751]
Fit: No model to fit, estimation not possible.
Estimate: [3.08748907 0.37703026 2.13576472]
Estimate: [2.71882128 0.07691226 0.4218141 ]
Estimate: [3.41154587 0.03563316 0.20477082]
Estimate: [2.72879431 0.15564928 0.85676706]
Estimate: [3.51933797 0.05148633 0.30048188]
Estimate: [2.89645148 0.02509878 0.12559129]
Estimate: [3.11515365 0.19281754 1.10204105]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11612581 0.17775478 1.01626748]
Estimate: [3.08748643 0.37695147 2.13531655]
Estimate: [3.09105914 0.27912603 1.58299455]
Estimate: [3.09105914 0.27912603 1.58299455]
Estimate: [3.09159512 0.18919372 1.07315165]
====Pruning fits:====
Original model:
[3.09159512 0.18919372 1.07315165]

w/ quality: 39.849017344136975
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 14.717872695021313
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11612585 0.17775525 1.01626947]
Estimate: [3.0875363  0.37649198 2.1327466 ]
Estimate: [3.0902242  0.26693372 1.51343884]
====Pruning fits:====
Original model:
[3.0902242  0.26693372 1.51343884]

w/ quality: 79.26436699754461
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 44.35220877195053
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11612581 0.17775482 1.01626773]
Estimate: [3.08748644 0.37695154 2.13531698]
Estimate: [2.7583552  0.04166718 0.2317694 ]
Estimate: [2.75803523 0.13481349 0.74979911]
Estimate: [3.09016719 0.26729489 1.51545971]
Estimate: [2.75937847 0.16438649 0.91472209]
====Pruning fits:====
Original model:
[2.74679146 0.00533203 0.08069475]
[3.16755518 0.01206058 0.07075783]

w/ quality: 35.596025693462536
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.419426333282768
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11612584 0.17775512 1.01626947]
Estimate: [3.08748645 0.37695209 2.13532006]
Estimate: [3.08995515 0.22762545 1.29046062]
====Pruning fits:====
Original model:
[3.08995515 0.22762545 1.29046062]

w/ quality: 50.8398594005455
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.486411989839283
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.1161282  0.17778275 1.01642817]
Estimate: [3.08748811 0.37700135 2.13560026]
Estimate: [3.09096555 0.23660545 1.3418089 ]
====Pruning fits:====
Original model:
[3.09096555 0.23660545 1.3418089 ]

w/ quality: 51.76442537809956
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.474483335456725
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [2.75835273 0.04166487 0.23179854]
Estimate: [2.75720767 0.13740308 0.7641116 ]
Estimate: [2.75854995 0.16674911 0.92775907]
Estimate: [2.75854995 0.16674911 0.92775907]
Estimate: [2.75873128 0.13470865 0.74954156]
====Pruning fits:====
Original model:
[2.75873128 0.13470865 0.74954156]

w/ quality: 44.07467072664542
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132710226727667
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.75835272 0.04166486 0.23179863]
Estimate: [2.75720297 0.13741392 0.764171  ]
Estimate: [2.75854523 0.16675853 0.92781041]
Estimate: [2.75854523 0.16675853 0.92781041]
Estimate: [2.75872638 0.13593427 0.75636023]
====Pruning fits:====
Original model:
[2.75872638 0.13593427 0.75636023]

w/ quality: 44.264480348644064
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132710190709904
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.22493269 0.00641328 0.12829427]
[2.57310549e+00 2.29516182e-03 2.48804330e+00]
[2.67661493 0.04264265 0.10794003]
[2.8974044  0.01778877 0.10294008]
[3.25740944 0.04658827 0.11653462]
[3.41999446 0.025924   0.12779804]
[3.51573656 0.00614733 0.13616624]

w/ quality: 98.19024249214092
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 67.92552218206856
=================
*********ENDING RECURSION level 2 (reduce at border) ************


*********STARTING RECURSION level 2 (prefit)************
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [3.11612959 0.17779887 1.01652082]
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Fit: No model to fit, estimation not possible.
Estimate: [2.22017036 0.1498427  0.58143493]
Estimate: [2.55520302 0.06462176 0.43495751]
Fit: No model to fit, estimation not possible.
Estimate: [3.08748907 0.37703026 2.13576472]
Estimate: [2.71882128 0.07691226 0.4218141 ]
Estimate: [3.41154587 0.03563316 0.20477082]
Estimate: [2.72879431 0.15564928 0.85676706]
Estimate: [3.51933797 0.05148633 0.30048188]
Estimate: [2.89645148 0.02509878 0.12559129]
Estimate: [3.11515365 0.19281754 1.10204105]

*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.11612581 0.17775478 1.01626748]
Estimate: [3.08748643 0.37695147 2.13531655]
Estimate: [3.09105914 0.27912603 1.58299455]
Estimate: [3.09105914 0.27912603 1.58299455]
Estimate: [3.09159512 0.18919372 1.07315165]
====Pruning fits:====
Original model:
[3.09159512 0.18919372 1.07315165]

w/ quality: 39.849017344136975
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 14.717872695021313
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (full boundary)************
*********ENDING RECURSION level 3 (full boundary) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11612585 0.17775525 1.01626947]
Estimate: [3.0875363  0.37649198 2.1327466 ]
Estimate: [3.0902242  0.26693372 1.51343884]
====Pruning fits:====
Original model:
[3.0902242  0.26693372 1.51343884]

w/ quality: 79.26436699754461
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 44.35220877195053
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Fit: No model to fit, estimation not possible.
Estimate: [3.11612581 0.17775482 1.01626773]
Estimate: [3.08748644 0.37695154 2.13531698]
Estimate: [2.7583552  0.04166718 0.2317694 ]
Estimate: [2.75803523 0.13481349 0.74979911]
Estimate: [3.09016719 0.26729489 1.51545971]
Estimate: [2.75937847 0.16438649 0.91472209]
====Pruning fits:====
Original model:
[2.74679146 0.00533203 0.08069475]
[3.16755518 0.01206058 0.07075783]

w/ quality: 35.596025693462536
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 26.419426333282768
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [3.11612584 0.17775512 1.01626947]
Estimate: [3.08748645 0.37695209 2.13532006]
Estimate: [3.08995515 0.22762545 1.29046062]
====Pruning fits:====
Original model:
[3.08995515 0.22762545 1.29046062]

w/ quality: 50.8398594005455
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.486411989839283
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [3.1161282  0.17778275 1.01642817]
Estimate: [3.08748811 0.37700135 2.13560026]
Estimate: [3.09096555 0.23660545 1.3418089 ]
====Pruning fits:====
Original model:
[3.09096555 0.23660545 1.3418089 ]

w/ quality: 51.76442537809956
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 21.474483335456725
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
Estimate: [2.75835273 0.04166487 0.23179854]
Estimate: [2.75720767 0.13740308 0.7641116 ]
Estimate: [2.75854995 0.16674911 0.92775907]
Estimate: [2.75854995 0.16674911 0.92775907]
Estimate: [2.75873128 0.13470865 0.74954156]
====Pruning fits:====
Original model:
[2.75873128 0.13470865 0.74954156]

w/ quality: 44.07467072664542
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132710226727667
=================
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
Estimate: [2.75835272 0.04166486 0.23179863]
Estimate: [2.75720297 0.13741392 0.764171  ]
Estimate: [2.75854523 0.16675853 0.92781041]
Estimate: [2.75854523 0.16675853 0.92781041]
Estimate: [2.75872638 0.13593427 0.75636023]
====Pruning fits:====
Original model:
[2.75872638 0.13593427 0.75636023]

w/ quality: 44.264480348644064
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 17.132710190709904
=================
*********ENDING RECURSION level 3 (prefit) ************


*********STARTING RECURSION level 3 (reduce at border)************
*********ENDING RECURSION level 3 (reduce at border) ************


*********STARTING RECURSION level 3 (prefit)************
*********ENDING RECURSION level 3 (prefit) ************

====Pruning fits:====
Original model:
[2.22493269 0.00641328 0.12829427]
[2.57310549e+00 2.29516182e-03 2.48804330e+00]
[2.67661493 0.04264265 0.10794003]
[2.8974044  0.01778877 0.10294008]
[3.25740944 0.04658827 0.11653462]
[3.41999446 0.025924   0.12779804]
[3.51573656 0.00614733 0.13616624]

w/ quality: 98.19024249214092
Fit: No model to fit.
Fit: No model to fit.
Best model after pruning is:

w/ quality: 67.92552218206856
=================
*********ENDING RECURSION level 2 (prefit) ************

====Pruning fits:====
Original model:
[2.09884754e+00 8.17033566e-04 1.03961049e+00]
[2.99914621 0.19788808 9.98711013]
[3.50305601 0.19961932 9.75172231]
[3.89807309 0.0616669  0.18966213]

w/ quality: 114.32039202490671
Best model after pruning is:
[2.99914623 0.19788823 9.98711346]
[3.50305693 0.19962683 9.75191842]

w/ quality: 105.78116519219559
=================
--- Actual Peak parameters ---
[ 3.   0.2 10. ]
[ 3.5  0.2 10. ]


--- After extraction ---
effective_dy: [1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5 1.5
 1.5 1.5]
rng: [1.51, 10.0]
pf: [<diffpy.srmise.peaks.gaussianoverr.GaussianOverR object at 0x10ac417f0>]
initial_peaks: 
baseline: []
cres: 0.1
error_method: <class 'diffpy.srmise.modelevaluators.aic.AIC'>
Extraction type: extract_single
--- Extracted ---
Slice: slice(0, 200, 1)
Quality: 105.78116519219559
Baseline: []
Peaks:
[2.99914623 0.19788823 9.98711346]
[3.50305693 0.19962683 9.75191842]