RF_BT_LR_cmd_output.txt

(base) Glenns-MacBook-Pro:ML-Error glennpalmer$ python generate_synthetic_plots.py && python generate_realdata_plots.py
STARTING BT Friedman 500
NLL optimization successful!
Correction Factors:
a: 0.812516324289124
b: 0.06232423366993524
r^2: 0.6442049346911876
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING RF Friedman 500
NLL optimization successful!
Correction Factors:
a: 0.4525098358886626
b: 0.06903021343569746
r^2: 0.7861450871331471
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING LR Friedman 500
NLL optimization successful!
Correction Factors:
a: 8.174358880791651
b: -0.0637281546684859
r^2: 0.7212380941962302
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING BT Diffusion
NLL optimization successful!
Correction Factors:
a: 0.9712245558945953
b: 0.21412554372550438
r^2: 0.5852426168259492
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 1.0404837801988336
b: 0.2049881301516397
r^2: 0.740639745298801
NLL optimization successful!
Correction Factors:
a: 1.414779767466786
b: 0.1731212425097374
r^2: 0.6341905474495119
NLL optimization successful!
Correction Factors:
a: 2.2510408133110356
b: 0.08773466142423544
r^2: 0.6150869729275907
NLL optimization successful!
Correction Factors:
a: 0.8774308954519967
b: 0.2251569705782669
r^2: 0.26476064034889624
NLL optimization successful!
Correction Factors:
a: 1.140522516886628
b: 0.18171369575258367
r^2: 0.5985241454680997
NLL optimization successful!
Correction Factors:
a: 1.3275052515681742
b: 0.18317001875215422
r^2: 0.5043005895028876
NLL optimization successful!
Correction Factors:
a: 0.4192695200636949
b: 0.2697310206431361
r^2: 0.3849487750346854
NLL optimization successful!
Correction Factors:
a: 0.9009634842637545
b: 0.2313296526009414
r^2: 0.15287030448586258
NLL optimization successful!
Correction Factors:
a: 1.1968401219036666
b: 0.17174885850575622
r^2: 0.6638553510915572
NLL optimization successful!
Correction Factors:
a: 1.2501268766833094
b: 0.1821672363180588
r^2: 0.778343543811133
NLL optimization successful!
Correction Factors:
a: 1.3628537881273184
b: 0.14325719371052917
r^2: 0.6346787901587587
NLL optimization successful!
Correction Factors:
a: 1.1259839960324205
b: 0.1931967819384518
r^2: 0.5313450941647542
NLL optimization successful!
Correction Factors:
a: 1.11254068094217
b: 0.2062985356445664
r^2: 0.5985907288314622
NLL optimization successful!
Correction Factors:
a: 1.0555813137216115
b: 0.19331361238881237
r^2: 0.5123412767667455
NLL optimization successful!
Correction Factors:
a: 1.1776095377259086
b: 0.20418566867903756
r^2: 0.6953070802716801
NLL optimization successful!
Correction Factors:
a: 1.161642804327177
b: 0.17124998291195112
r^2: 0.5503909070988737
NLL optimization successful!
Correction Factors:
a: 0.819515799416821
b: 0.23962307357385576
r^2: 0.37545553301863255
NLL optimization successful!
Correction Factors:
a: 0.6798396372443615
b: 0.2538599198981253
r^2: 0.292467413929693
NLL optimization successful!
Correction Factors:
a: 1.157705327952077
b: 0.20245095667802004
r^2: 0.7887837545835548
NLL optimization successful!
Correction Factors:
a: 1.280984746748549
b: 0.19070181998044142
r^2: 0.5229734287643626
NLL optimization successful!
Correction Factors:
a: 0.9683715143044246
b: 0.1876117264328078
r^2: 0.1425103204512369
NLL optimization successful!
Correction Factors:
a: 1.3806556920442086
b: 0.1791424449822998
r^2: 0.6696856155580788
NLL optimization successful!
Correction Factors:
a: 0.51716425019085
b: 0.2699172236564784
r^2: 0.27533901812105377
NLL optimization successful!
Correction Factors:
a: 1.5218793294419743
b: 0.13505348608115372
r^2: 0.558745280095247
NLL optimization successful!
Correction Factors:
a: 1.0747506084488632
b: 0.19672478906785806
r^2: 0.6293710070436518
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING RF Diffusion
NLL optimization successful!
Correction Factors:
a: 0.6818200333536727
b: 0.014198088643196067
r^2: 0.9500160503571471
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 0.6632563226528665
b: 0.02111970465193646
r^2: 0.9581503432839698
NLL optimization successful!
Correction Factors:
a: 0.6638033278612347
b: 0.04028790508395354
r^2: 0.9026226590276226
NLL optimization successful!
Correction Factors:
a: 0.7046319096848417
b: 0.014947361199918211
r^2: 0.93514509704031
NLL optimization successful!
Correction Factors:
a: 0.5740427422157952
b: 0.06832025464309453
r^2: 0.8937122036809398
NLL optimization successful!
Correction Factors:
a: 0.7406527053501011
b: -0.024719128271054477
r^2: 0.8908830323769394
NLL optimization successful!
Correction Factors:
a: 0.6933096239572336
b: 0.003881427583589083
r^2: 0.9258765597712584
NLL optimization successful!
Correction Factors:
a: 0.5909451694759491
b: 0.051593594279262106
r^2: 0.9641852887581513
NLL optimization successful!
Correction Factors:
a: 0.6047000218674728
b: 0.055939801424788285
r^2: 0.9308187887376412
NLL optimization successful!
Correction Factors:
a: 0.6903990430549933
b: 0.0027386384031022276
r^2: 0.9098854041574728
NLL optimization successful!
Correction Factors:
a: 0.6452701179160394
b: 0.040340133206248026
r^2: 0.9674709208558653
NLL optimization successful!
Correction Factors:
a: 0.6627848859554528
b: 0.008946531860501023
r^2: 0.9142756936858082
NLL optimization successful!
Correction Factors:
a: 0.5741024787543798
b: 0.06608311987668682
r^2: 0.9128997688020162
NLL optimization successful!
Correction Factors:
a: 0.662483108043713
b: 0.04604452970623969
r^2: 0.8538720755389086
NLL optimization successful!
Correction Factors:
a: 0.7009208843704324
b: -0.00674114949522479
r^2: 0.9739901920683746
NLL optimization successful!
Correction Factors:
a: 0.6292060319706809
b: 0.04970398122668859
r^2: 0.9264318791791832
NLL optimization successful!
Correction Factors:
a: 0.6382033499804439
b: 0.029089131452582916
r^2: 0.8482357808494086
NLL optimization successful!
Correction Factors:
a: 0.6213373376965607
b: 0.054649304209224786
r^2: 0.9323026452053427
NLL optimization successful!
Correction Factors:
a: 0.6875200710804616
b: 0.013295996445692262
r^2: 0.965403432883705
NLL optimization successful!
Correction Factors:
a: 0.6699715546347773
b: 0.03503725793696259
r^2: 0.8999440713072117
NLL optimization successful!
Correction Factors:
a: 0.6275523028272133
b: 0.04570235734933964
r^2: 0.8895341304646721
NLL optimization successful!
Correction Factors:
a: 0.7524094090233102
b: -0.023550162454262096
r^2: 0.9217200456990274
NLL optimization successful!
Correction Factors:
a: 0.6526612309625595
b: 0.045942284205488494
r^2: 0.8974247102689661
NLL optimization successful!
Correction Factors:
a: 0.6592075818955159
b: 0.02090236979840391
r^2: 0.9426379774738414
NLL optimization successful!
Correction Factors:
a: 0.6252360536013534
b: 0.04210020396234529
r^2: 0.8544720355644597
NLL optimization successful!
Correction Factors:
a: 0.6640407097134822
b: 0.03893328229914328
r^2: 0.8937772128467261
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING LR Diffusion
NLL optimization successful!
Correction Factors:
a: 0.9112490943537763
b: 0.1670502687789373
r^2: 0.6491955524500455
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 0.8320679245976023
b: 0.18488955731068252
r^2: 0.8245670576509061
NLL optimization successful!
Correction Factors:
a: 0.8216838845153133
b: 0.19727177088394648
r^2: 0.5519953463249562
NLL optimization successful!
Correction Factors:
a: 0.9988978444242049
b: 0.1482918755698821
r^2: 0.7828888899157477
NLL optimization successful!
Correction Factors:
a: 1.0325222450239575
b: 0.12602548118071044
r^2: 0.6984164140674428
NLL optimization successful!
Correction Factors:
a: 1.0590994936684448
b: 0.10931900169003222
r^2: 0.7485384276728543
NLL optimization successful!
Correction Factors:
a: 1.1156381044651416
b: 0.08215883456997759
r^2: 0.5079094515616245
NLL optimization successful!
Correction Factors:
a: 0.788214441179535
b: 0.19755120366061557
r^2: 0.7485210954400826
NLL optimization successful!
Correction Factors:
a: 1.081501482338126
b: 0.10130888276622385
r^2: 0.7526534158148763
NLL optimization successful!
Correction Factors:
a: 0.8569115888450733
b: 0.1761764421639693
r^2: 0.8099895125829034
NLL optimization successful!
Correction Factors:
a: 0.8121448781349071
b: 0.19919691482866192
r^2: 0.5037988887461557
NLL optimization successful!
Correction Factors:
a: 1.0242994378335983
b: 0.10624193302681173
r^2: 0.9019877206424303
NLL optimization successful!
Correction Factors:
a: 0.9551948134014365
b: 0.13561639849586288
r^2: 0.7892760591015779
NLL optimization successful!
Correction Factors:
a: 0.8749212954445329
b: 0.175036573245535
r^2: 0.6697017876867033
NLL optimization successful!
Correction Factors:
a: 0.8340051404244062
b: 0.18334084667882428
r^2: 0.6159438999046112
NLL optimization successful!
Correction Factors:
a: 0.8536918939964651
b: 0.18630400441089173
r^2: 0.8173154371536919
NLL optimization successful!
Correction Factors:
a: 0.8790968656358535
b: 0.1563169592122596
r^2: 0.8747919578364238
NLL optimization successful!
Correction Factors:
a: 0.9413665000306848
b: 0.1427659713850861
r^2: 0.6509707705331993
NLL optimization successful!
Correction Factors:
a: 0.7451060423584005
b: 0.22474322969176952
r^2: 0.6452666011317981
NLL optimization successful!
Correction Factors:
a: 0.9302628952973262
b: 0.14897350308483226
r^2: 0.8388591636090799
NLL optimization successful!
Correction Factors:
a: 1.0011883159777932
b: 0.12358023634165533
r^2: 0.5124498511931901
NLL optimization successful!
Correction Factors:
a: 0.936217360782617
b: 0.1340164961493363
r^2: 0.7003058980289616
NLL optimization successful!
Correction Factors:
a: 0.7758457328332748
b: 0.20655550346673945
r^2: 0.8479915717827782
NLL optimization successful!
Correction Factors:
a: 1.1051934798407061
b: 0.08754275070113905
r^2: 0.7467743629013607
NLL optimization successful!
Correction Factors:
a: 1.0464730012047714
b: 0.1297442169225898
r^2: 0.5348624686902739
NLL optimization successful!
Correction Factors:
a: 0.7841988382376288
b: 0.20716699194221588
r^2: 0.574112220875354
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING BT Perovskite
NLL optimization successful!
Correction Factors:
a: 0.9837474064311392
b: 0.2112343294090022
r^2: 0.5923699695469002
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 1.0637637349367863
b: 0.20417269455470016
r^2: 0.7283144584032607
NLL optimization successful!
Correction Factors:
a: 1.4166572033766878
b: 0.17289509165989597
r^2: 0.6383567405328586
NLL optimization successful!
Correction Factors:
a: 2.2445776783539206
b: 0.08965438707564302
r^2: 0.6517285362819172
NLL optimization successful!
Correction Factors:
a: 0.8988997641520239
b: 0.22292543987498498
r^2: 0.33508310006457454
NLL optimization successful!
Correction Factors:
a: 1.1263553999550098
b: 0.18203394109247312
r^2: 0.6132630333729745
NLL optimization successful!
Correction Factors:
a: 1.4161725389630937
b: 0.17197085682643526
r^2: 0.5221148430985267
NLL optimization successful!
Correction Factors:
a: 0.43056841750966823
b: 0.2681497366019773
r^2: 0.3550374347011601
NLL optimization successful!
Correction Factors:
a: 0.8377055290399036
b: 0.2370418787933457
r^2: 0.14323759068681596
NLL optimization successful!
Correction Factors:
a: 1.1532116382418403
b: 0.17514322620972828
r^2: 0.6269282671241161
NLL optimization successful!
Correction Factors:
a: 1.2562224854005732
b: 0.18170148378849232
r^2: 0.7022629487621406
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING RF Perovskite
NLL optimization successful!
Correction Factors:
a: 0.6830095109985435
b: 0.011488466775660674
r^2: 0.9440728920337667
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 0.6923017662675122
b: 0.0037668974316461927
r^2: 0.9583751979539311
NLL optimization successful!
Correction Factors:
a: 0.6230320664481499
b: 0.06255698580549976
r^2: 0.9321819491346399
NLL optimization successful!
Correction Factors:
a: 0.6382801204905058
b: 0.04389750559339055
r^2: 0.9472037421129935
NLL optimization successful!
Correction Factors:
a: 0.6409821829537625
b: 0.03471154880330516
r^2: 0.8864318124578061
NLL optimization successful!
Correction Factors:
a: 0.7362606818468895
b: -0.02033201652403797
r^2: 0.8645387564577991
NLL optimization successful!
Correction Factors:
a: 0.6350794642959487
b: 0.03382667310681946
r^2: 0.9429391649688673
NLL optimization successful!
Correction Factors:
a: 0.5911337147617757
b: 0.048668412415082955
r^2: 0.9274560878975389
NLL optimization successful!
Correction Factors:
a: 0.5907219052613111
b: 0.06198889245804497
r^2: 0.9183177905634509
NLL optimization successful!
Correction Factors:
a: 0.6615189750139456
b: 0.012953537596104795
r^2: 0.9659578152387178
NLL optimization successful!
Correction Factors:
a: 0.6542541519719443
b: 0.037631936261822305
r^2: 0.9356736836628124
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
STARTING LR Perovskite
NLL optimization successful!
Correction Factors:
a: 0.8906322986784059
b: 0.1679246171737822
r^2: 0.8433994681345804
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.
NLL optimization successful!
Correction Factors:
a: 0.8078663329066444
b: 0.19535207100708157
r^2: 0.7988383223694504
NLL optimization successful!
Correction Factors:
a: 0.8551667294478542
b: 0.1858915263729008
r^2: 0.5588219673372423
NLL optimization successful!
Correction Factors:
a: 1.061147872193686
b: 0.12193309961571637
r^2: 0.8823011768055038
NLL optimization successful!
Correction Factors:
a: 0.9773548622558841
b: 0.14783295162020776
r^2: 0.6713405083370704
NLL optimization successful!
Correction Factors:
a: 1.042500788954142
b: 0.11519464560735909
r^2: 0.8451191847453476
NLL optimization successful!
Correction Factors:
a: 1.0850549933717333
b: 0.09249413467843107
r^2: 0.5335795554262851
NLL optimization successful!
Correction Factors:
a: 0.7764727832527747
b: 0.20085762604120155
r^2: 0.7430989287869187
NLL optimization successful!
Correction Factors:
a: 1.108681865390904
b: 0.09356279615763488
r^2: 0.7292703476346039
NLL optimization successful!
Correction Factors:
a: 0.8636989338370286
b: 0.17347303746044743
r^2: 0.7526786743747357
NLL optimization successful!
Correction Factors:
a: 0.826468801591683
b: 0.19481141973886934
r^2: 0.5014683714481608
0 values deleted before making r-stat plot because model errors were zero.
0 values deleted before making r-stat plot because model errors were zero.



#### GPR (copy/pasted results) #####
NLL optimization successful!
Correction Factors:
a: 0.7116402857911439
b: -0.0004853610212230704
r^2: 0.9399728513688715


#### RF 10-fold Friedman 500 ####
NLL optimization successful!
Correction Factors:
a: 0.3863518694254198
b: 0.08126872746281366
r^2: 0.8243112780739885

#### RF 2-fold Friedman 500 ####
NLL optimization successful!
Correction Factors:
a: 0.5011256631959293
b: 0.07256681946304232
r^2: 0.7841467688157959

#### RF 20-fold Friedman 500 ####
NLL optimization successful!
Correction Factors:
a: 0.3802651380085699
b: 0.08247190925031925
r^2: 0.7458811261970117

#### RF 50-fold Friedman 500 ####
NLL optimization successful!
Correction Factors:
a: 0.36283152301989663
b: 0.08377650070924918
r^2: 0.7277117171838812