-
Notifications
You must be signed in to change notification settings - Fork 0
/
output-breast-debug.txt
8693 lines (8692 loc) · 451 KB
/
output-breast-debug.txt
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
0%| | 0/1 [00:00<?, ?it/s]INFO:root:RandomForestClassifier: n_trees=1, max_depth=3
INFO:root:DecisionTreeClassifier(max_depth=3) created
DEBUG:root:Feature indeces: [ 5 4 14 29 22]
DEBUG:root:X_subset: [[6.877e-02 8.671e-02 4.973e-03 6.443e-02 9.248e+01]
[9.823e-02 8.992e-02 5.332e-03 8.472e-02 1.091e+02]
[7.223e-02 7.445e-02 3.443e-03 5.972e-02 1.203e+02]
...
[4.522e-02 7.896e-02 7.337e-03 6.025e-02 8.887e+01]
[7.112e-02 7.497e-02 2.667e-03 7.623e-02 1.273e+02]
[8.499e-02 1.049e-01 8.577e-03 6.783e-02 7.915e+01]]
DEBUG:root:Feature values:
DEBUG:root:Split values: [0.02141 0.02497 0.02883 0.03164 0.033025 0.033955 0.03426 0.03514
0.03594 0.03666 0.037235 0.03732 0.03762 0.03801 0.038425 0.03882
0.03965 0.040405 0.04065 0.041815 0.04289 0.043575 0.044375 0.04492
0.045465 0.04588 0.04663 0.047235 0.047385 0.04791 0.048985 0.0498
0.050245 0.051275 0.0521 0.05231 0.052465 0.052615 0.052865 0.053335
0.05397 0.05429 0.05461 0.05554 0.05656 0.057195 0.05752 0.057775
0.05809 0.058355 0.05851 0.058695 0.058895 0.05901 0.059105 0.059285
0.059495 0.05967 0.05989 0.060155 0.06042 0.060585 0.060795 0.061155
0.061385 0.0615 0.06188 0.06218 0.0622 0.062255 0.06231 0.0626
0.06289 0.0631 0.063515 0.063745 0.06413 0.064975 0.065905 0.066575
0.066955 0.06715 0.0672 0.067345 0.06777 0.06811 0.06846 0.06883
0.069115 0.069575 0.070275 0.070765 0.070955 0.071435 0.071875 0.072115
0.072285 0.072435 0.07289 0.073255 0.07376 0.07427 0.07444 0.074925
0.075335 0.07545 0.07589 0.07631 0.0766 0.07693 0.0771 0.07761
0.078115 0.07836 0.078555 0.07863 0.079105 0.079925 0.080575 0.081035
0.081375 0.08178 0.0823 0.08264 0.082925 0.083545 0.08406 0.084435
0.084835 0.085 0.08506 0.0853 0.085555 0.08563 0.08569 0.085855
0.086195 0.086765 0.08731 0.087935 0.08863 0.089265 0.08986 0.091185
0.09235 0.092525 0.093125 0.094035 0.094535 0.094855 0.095485 0.096245
0.09685 0.097305 0.097875 0.09847 0.09918 0.100375 0.1014 0.10175
0.10215 0.1026 0.1034 0.1044 0.10555 0.1067 0.10705 0.10725
0.10795 0.10865 0.1092 0.1097 0.10985 0.11035 0.1111 0.11155
0.11215 0.1128 0.11305 0.1132 0.1135 0.1138 0.11425 0.11465
0.11495 0.1153 0.11675 0.1183 0.1192 0.12015 0.1205 0.12075
0.12135 0.1224 0.12305 0.12315 0.1247 0.12645 0.12685 0.12765
0.1286 0.1293 0.12975 0.13005 0.13035 0.13045 0.13055 0.13095
0.1315 0.1318 0.1322 0.13295 0.1335 0.13375 0.13435 0.13565
0.1368 0.13865 0.14075 0.14205 0.1432 0.1437 0.14455 0.1461
0.1474 0.1484 0.14925 0.15035 0.1513 0.15155 0.15165 0.1524
0.15415 0.15525 0.1554 0.15565 0.15585 0.1565 0.15715 0.15805
0.1592 0.1597 0.1601 0.1621 0.16405 0.1643 0.16465 0.16545
0.16605 0.16635 0.1671 0.1679 0.16895 0.16985 0.17095 0.1742
0.1786 0.1828 0.18595 0.18725 0.19235 0.198 0.1998 0.20355
0.20735 0.2095 0.21205 0.21445 0.2179 0.22145 0.2229 0.2236
0.22575 0.23195 0.23635 0.2411 0.2517 0.2672 0.2941 ]
DEBUG:root:Classes.shape: (455,)
DEBUG:root:Group created, entropy: 0.9295739951438398
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9323735856547677
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9330718225021393
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9365517326147232
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9372452683052686
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9379379226529758
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9386296665049269
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9393204702393456
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9400103037578229
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9413869373224846
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9427593165743374
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9441271827403075
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9448093402538378
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.946169933086384
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9468482983171227
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9482009869084258
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9488752367171889
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9495480401701637
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9502193589811383
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9508891542411182
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9522240152939524
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9528890000578044
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9535522991902632
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9555316574653264
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9561877852401237
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9574942842654796
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9581445632451466
DEBUG:root:Group created, entropy: 0.35335933502142136
DEBUG:root:Group created, entropy: 0.9548822281224831
DEBUG:root:Group created, entropy: 0.3372900666170139
DEBUG:root:Group created, entropy: 0.9568886656798214
DEBUG:root:Group created, entropy: 0.3322866302216151
DEBUG:root:Group created, entropy: 0.9575534837147482
DEBUG:root:Group created, entropy: 0.32744491915447627
DEBUG:root:Group created, entropy: 0.9582162229357931
DEBUG:root:Group created, entropy: 0.31821529768323314
DEBUG:root:Group created, entropy: 0.9595352633866102
DEBUG:root:Group created, entropy: 0.3095434291503252
DEBUG:root:Group created, entropy: 0.9608453754114535
DEBUG:root:Group created, entropy: 0.2974722489192897
DEBUG:root:Group created, entropy: 0.9627928676985256
DEBUG:root:Group created, entropy: 0.29367630985136955
DEBUG:root:Group created, entropy: 0.9634370972859816
DEBUG:root:Group created, entropy: 0.28998604703320907
DEBUG:root:Group created, entropy: 0.9640787648082292
DEBUG:root:Group created, entropy: 0.2829047929798921
DEBUG:root:Group created, entropy: 0.9653541793217082
DEBUG:root:Group created, entropy: 0.2761954276479391
DEBUG:root:Group created, entropy: 0.9666186325481028
DEBUG:root:Group created, entropy: 0.27297085791406983
DEBUG:root:Group created, entropy: 0.9672465946068352
DEBUG:root:Group created, entropy: 0.26982844770307396
DEBUG:root:Group created, entropy: 0.9678716293485612
DEBUG:root:Group created, entropy: 0.26676498780302604
DEBUG:root:Group created, entropy: 0.968493672210383
DEBUG:root:Group created, entropy: 0.2608629096472068
DEBUG:root:Group created, entropy: 0.9697285184920534
DEBUG:root:Group created, entropy: 0.2580186686648155
DEBUG:root:Group created, entropy: 0.9703411871732319
DEBUG:root:Group created, entropy: 0.24988229283318547
DEBUG:root:Group created, entropy: 0.9721593423917587
DEBUG:root:Group created, entropy: 0.24729443986205676
DEBUG:root:Group created, entropy: 0.9727585387776965
DEBUG:root:Group created, entropy: 0.35335933502142136
DEBUG:root:Group created, entropy: 0.9709505944546686
DEBUG:root:Group created, entropy: 0.35001059292688497
DEBUG:root:Group created, entropy: 0.9715646221857022
DEBUG:root:Group created, entropy: 0.34037328575964604
DEBUG:root:Group created, entropy: 0.9733854352299557
DEBUG:root:Group created, entropy: 0.38431154412649704
DEBUG:root:Group created, entropy: 0.9724891369059359
DEBUG:root:Group created, entropy: 0.37764632137370036
DEBUG:root:Group created, entropy: 0.9737035683308131
DEBUG:root:Group created, entropy: 0.37123232664087563
DEBUG:root:Group created, entropy: 0.9749027280668625
DEBUG:root:Group created, entropy: 0.3681150054280774
DEBUG:root:Group created, entropy: 0.9754963748656531
DEBUG:root:Group created, entropy: 0.3650551896402848
DEBUG:root:Group created, entropy: 0.9760859533789412
DEBUG:root:Group created, entropy: 0.40379715049939247
DEBUG:root:Group created, entropy: 0.9752277539489909
DEBUG:root:Group created, entropy: 0.40057554263664014
DEBUG:root:Group created, entropy: 0.9758231165630108
DEBUG:root:Group created, entropy: 0.3974104103699248
DEBUG:root:Group created, entropy: 0.9764143081154869
DEBUG:root:Group created, entropy: 0.4327501587887541
DEBUG:root:Group created, entropy: 0.9755559139970473
DEBUG:root:Group created, entropy: 0.4262286569981449
DEBUG:root:Group created, entropy: 0.9767457252169423
DEBUG:root:Group created, entropy: 0.419921097375718
DEBUG:root:Group created, entropy: 0.977918057590051
DEBUG:root:Group created, entropy: 0.41684419634316516
DEBUG:root:Group created, entropy: 0.9784974342016799
DEBUG:root:Group created, entropy: 0.41381685030363374
DEBUG:root:Group created, entropy: 0.9790721556649794
DEBUG:root:Group created, entropy: 0.445693177722561
DEBUG:root:Group created, entropy: 0.978255283345345
DEBUG:root:Group created, entropy: 0.4425710648397979
DEBUG:root:Group created, entropy: 0.9788358474520995
DEBUG:root:Group created, entropy: 0.4394969869215134
DEBUG:root:Group created, entropy: 0.9794116346561963
DEBUG:root:Group created, entropy: 0.4364698170641029
DEBUG:root:Group created, entropy: 0.9799825430809321
DEBUG:root:Group created, entropy: 0.43348846324460666
DEBUG:root:Group created, entropy: 0.9805484689733152
DEBUG:root:Group created, entropy: 0.4305518670104394
DEBUG:root:Group created, entropy: 0.981109306665795
DEBUG:root:Group created, entropy: 0.4276590022251725
DEBUG:root:Group created, entropy: 0.9816649485370993
DEBUG:root:Group created, entropy: 0.4220005168831531
DEBUG:root:Group created, entropy: 0.9827602043210514
DEBUG:root:Group created, entropy: 0.41923299508081996
DEBUG:root:Group created, entropy: 0.9832995928570758
DEBUG:root:Group created, entropy: 0.4111664900021256
DEBUG:root:Group created, entropy: 0.9848834042585534
DEBUG:root:Group created, entropy: 0.4059770384755711
DEBUG:root:Group created, entropy: 0.985909442028652
DEBUG:root:Group created, entropy: 0.40343635676428
DEBUG:root:Group created, entropy: 0.986413135577306
DEBUG:root:Group created, entropy: 0.45777332903419987
DEBUG:root:Group created, entropy: 0.9850537449254728
DEBUG:root:Group created, entropy: 0.4826282743485024
DEBUG:root:Group created, entropy: 0.9843432030984678
DEBUG:root:Group created, entropy: 0.4798320236161285
DEBUG:root:Group created, entropy: 0.9848762435597415
DEBUG:root:Group created, entropy: 0.47707130621932975
DEBUG:root:Group created, entropy: 0.9854030272735896
DEBUG:root:Group created, entropy: 0.4743454375622397
DEBUG:root:Group created, entropy: 0.9859234215657531
DEBUG:root:Group created, entropy: 0.471653750252678
DEBUG:root:Group created, entropy: 0.9864372912103272
DEBUG:root:Group created, entropy: 0.4663703330651825
DEBUG:root:Group created, entropy: 0.9874449025640276
DEBUG:root:Group created, entropy: 0.4894438315258439
DEBUG:root:Group created, entropy: 0.9867867202680318
DEBUG:root:Group created, entropy: 0.48414891118771425
DEBUG:root:Group created, entropy: 0.9877917445513837
DEBUG:root:Group created, entropy: 0.4815485438118001
DEBUG:root:Group created, entropy: 0.9882836109919162
DEBUG:root:Group created, entropy: 0.476439191098034
DEBUG:root:Group created, entropy: 0.9892452969285004
DEBUG:root:Group created, entropy: 0.5185697317883058
DEBUG:root:Group created, entropy: 0.9879935196171046
DEBUG:root:Group created, entropy: 0.5107878229540133
DEBUG:root:Group created, entropy: 0.9894578576916802
DEBUG:root:Group created, entropy: 0.5082505651340841
DEBUG:root:Group created, entropy: 0.9899303926829204
DEBUG:root:Group created, entropy: 0.50574088622066
DEBUG:root:Group created, entropy: 0.990394860642656
DEBUG:root:Group created, entropy: 0.5008024688653857
DEBUG:root:Group created, entropy: 0.9912989042527836
DEBUG:root:Group created, entropy: 0.4959690720618337
DEBUG:root:Group created, entropy: 0.992168571021671
DEBUG:root:Group created, entropy: 0.4935907027803398
DEBUG:root:Group created, entropy: 0.9925900543563955
DEBUG:root:Group created, entropy: 0.48890859144051524
DEBUG:root:Group created, entropy: 0.9934053706163859
DEBUG:root:Group created, entropy: 0.48660406208078877
DEBUG:root:Group created, entropy: 0.9937988117404349
DEBUG:root:Group created, entropy: 0.4843233722040693
DEBUG:root:Group created, entropy: 0.9941825069613696
DEBUG:root:Group created, entropy: 0.5213789637993775
DEBUG:root:Group created, entropy: 0.9932338197397066
DEBUG:root:Group created, entropy: 0.5190356256549793
DEBUG:root:Group created, entropy: 0.9936369854966578
DEBUG:root:Group created, entropy: 0.5363596511250623
DEBUG:root:Group created, entropy: 0.993145521733029
DEBUG:root:Group created, entropy: 0.5340042729285396
DEBUG:root:Group created, entropy: 0.993553685320019
DEBUG:root:Group created, entropy: 0.5316714518221106
DEBUG:root:Group created, entropy: 0.9939518101706445
DEBUG:root:Group created, entropy: 0.5270721966256099
DEBUG:root:Group created, entropy: 0.9947170711438251
DEBUG:root:Group created, entropy: 0.5181305640384066
DEBUG:root:Group created, entropy: 0.9961172688791446
DEBUG:root:Group created, entropy: 0.5137834295634158
DEBUG:root:Group created, entropy: 0.9967483895937723
DEBUG:root:Group created, entropy: 0.5095157180881824
DEBUG:root:Group created, entropy: 0.9973308430460006
DEBUG:root:Group created, entropy: 0.5053252558458511
DEBUG:root:Group created, entropy: 0.9978625083531184
DEBUG:root:Group created, entropy: 0.5012099451628131
DEBUG:root:Group created, entropy: 0.9983411717548691
DEBUG:root:Group created, entropy: 0.4951734787020683
DEBUG:root:Group created, entropy: 0.9989547043589846
DEBUG:root:Group created, entropy: 0.49123734182433315
DEBUG:root:Group created, entropy: 0.9992905252065167
DEBUG:root:Group created, entropy: 0.48929502406887937
DEBUG:root:Group created, entropy: 0.9994355192975745
DEBUG:root:Group created, entropy: 0.4854607607459134
DEBUG:root:Group created, entropy: 0.9996780097837912
DEBUG:root:Group created, entropy: 0.4798320236161285
DEBUG:root:Group created, entropy: 0.9999177790172522
DEBUG:root:Group created, entropy: 0.4779876398212028
DEBUG:root:Group created, entropy: 0.9999631962421186
DEBUG:root:Group created, entropy: 0.47615884455807067
DEBUG:root:Group created, entropy: 0.999990733044733
DEBUG:root:Group created, entropy: 0.4689955935892812
DEBUG:root:Group created, entropy: 0.9999141519806996
DEBUG:root:Group created, entropy: 0.46724180329520937
DEBUG:root:Group created, entropy: 0.9998462628494693
DEBUG:root:Group created, entropy: 0.46377734988775166
DEBUG:root:Group created, entropy: 0.9996489698156859
DEBUG:root:Group created, entropy: 0.4586858162005403
DEBUG:root:Group created, entropy: 0.9991923818790531
DEBUG:root:Group created, entropy: 0.48890859144051524
DEBUG:root:Group created, entropy: 0.9995041299673619
DEBUG:root:Group created, entropy: 0.5032583347756457
DEBUG:root:Group created, entropy: 0.9996329539081625
DEBUG:root:Group created, entropy: 0.5015014472254578
DEBUG:root:Group created, entropy: 0.9994966160179354
DEBUG:root:Group created, entropy: 0.5417434375323451
DEBUG:root:Group created, entropy: 0.999831856990664
DEBUG:root:Group created, entropy: 0.5363596511250623
DEBUG:root:Group created, entropy: 0.9994730201859836
DEBUG:root:Group created, entropy: 0.5328350630342235
DEBUG:root:Group created, entropy: 0.99911518573228
DEBUG:root:Group created, entropy: 0.5310917331669388
DEBUG:root:Group created, entropy: 0.9988990309438097
DEBUG:root:Group created, entropy: 0.52764232609436
DEBUG:root:Group created, entropy: 0.9983893496387637
DEBUG:root:Group created, entropy: 0.5225593745369408
DEBUG:root:Group created, entropy: 0.9974222641246545
DEBUG:root:Group created, entropy: 0.5208888527768222
DEBUG:root:Group created, entropy: 0.9970433402104208
DEBUG:root:Group created, entropy: 0.5192300197391869
DEBUG:root:Group created, entropy: 0.9966350270220706
DEBUG:root:Group created, entropy: 0.5175827525559072
DEBUG:root:Group created, entropy: 0.9961966338535633
DEBUG:root:Group created, entropy: 0.5143224324979857
DEBUG:root:Group created, entropy: 0.9952267546295879
DEBUG:root:Group created, entropy: 0.5249857118803511
DEBUG:root:Group created, entropy: 0.9951480956540031
DEBUG:root:Group created, entropy: 0.5217560575039419
DEBUG:root:Group created, entropy: 0.9940302114769565
DEBUG:root:Group created, entropy: 0.5201575334938999
DEBUG:root:Group created, entropy: 0.9934199787361822
DEBUG:root:Group created, entropy: 0.5435644431995964
DEBUG:root:Group created, entropy: 0.9944236820628236
DEBUG:root:Group created, entropy: 0.5419451119776879
DEBUG:root:Group created, entropy: 0.9938275703358692
DEBUG:root:Group created, entropy: 0.5746356978376794
DEBUG:root:Group created, entropy: 0.9952794765491713
DEBUG:root:Group created, entropy: 0.584949386518702
DEBUG:root:Group created, entropy: 0.9957274520849256
DEBUG:root:Group created, entropy: 0.5832942817698306
DEBUG:root:Group created, entropy: 0.9951979991353438
DEBUG:root:Group created, entropy: 0.603096385925207
DEBUG:root:Group created, entropy: 0.9960896906243033
DEBUG:root:Group created, entropy: 0.6126138900733058
DEBUG:root:Group created, entropy: 0.9965063478937264
DEBUG:root:Group created, entropy: 0.6109464989595528
DEBUG:root:Group created, entropy: 0.9960210267850417
DEBUG:root:Group created, entropy: 0.6060022693908933
DEBUG:root:Group created, entropy: 0.9943433940231612
DEBUG:root:Group created, entropy: 0.6043732420352781
DEBUG:root:Group created, entropy: 0.993707106604508
DEBUG:root:Group created, entropy: 0.6027536083623014
DEBUG:root:Group created, entropy: 0.9930306188671676
DEBUG:root:Group created, entropy: 0.5979502983976932
DEBUG:root:Group created, entropy: 0.9907493970384138
DEBUG:root:Group created, entropy: 0.5947936590297478
DEBUG:root:Group created, entropy: 0.9890076795739704
DEBUG:root:Group created, entropy: 0.5901255652982048
DEBUG:root:Group created, entropy: 0.9860400318404436
DEBUG:root:Group created, entropy: 0.588587073932458
DEBUG:root:Group created, entropy: 0.9849510630128477
DEBUG:root:Group created, entropy: 0.5870572333051822
DEBUG:root:Group created, entropy: 0.9838099938085869
DEBUG:root:Group created, entropy: 0.585535972911542
DEBUG:root:Group created, entropy: 0.982615428552612
DEBUG:root:Group created, entropy: 0.582518914151422
DEBUG:root:Group created, entropy: 0.9800600105232579
DEBUG:root:Group created, entropy: 0.5810229781057232
DEBUG:root:Group created, entropy: 0.9786961448300948
DEBUG:root:Group created, entropy: 0.5751216137377778
DEBUG:root:Group created, entropy: 0.9726288914622414
DEBUG:root:Group created, entropy: 0.5931421088764405
DEBUG:root:Group created, entropy: 0.974823751226296
DEBUG:root:Group created, entropy: 0.5902112921157519
DEBUG:root:Group created, entropy: 0.9715268196632771
DEBUG:root:Group created, entropy: 0.6073814252851001
DEBUG:root:Group created, entropy: 0.9738003694382253
DEBUG:root:Group created, entropy: 0.6059162956553664
DEBUG:root:Group created, entropy: 0.9721142616258887
DEBUG:root:Group created, entropy: 0.6030087186547218
DEBUG:root:Group created, entropy: 0.9685254899898754
DEBUG:root:Group created, entropy: 0.6272976855937675
DEBUG:root:Group created, entropy: 0.9721439323621084
DEBUG:root:Group created, entropy: 0.624394447394717
DEBUG:root:Group created, entropy: 0.9684610087601622
DEBUG:root:Group created, entropy: 0.6229535516631148
DEBUG:root:Group created, entropy: 0.9665010938892072
DEBUG:root:Group created, entropy: 0.6215197391477512
DEBUG:root:Group created, entropy: 0.9644590583765233
DEBUG:root:Group created, entropy: 0.6186731687842812
DEBUG:root:Group created, entropy: 0.9601186626422924
DEBUG:root:Group created, entropy: 0.6158543498469493
DEBUG:root:Group created, entropy: 0.9554189905653109
DEBUG:root:Group created, entropy: 0.6235702082127974
DEBUG:root:Group created, entropy: 0.9568886656798214
DEBUG:root:Group created, entropy: 0.631122075738553
DEBUG:root:Group created, entropy: 0.9583485169215336
DEBUG:root:Group created, entropy: 0.6457523329916602
DEBUG:root:Group created, entropy: 0.961236604722876
DEBUG:root:Group created, entropy: 0.6443420946063824
DEBUG:root:Group created, entropy: 0.9588959490271538
DEBUG:root:Group created, entropy: 0.6429383500409614
DEBUG:root:Group created, entropy: 0.9564574047992596
DEBUG:root:Group created, entropy: 0.6415410585827174
DEBUG:root:Group created, entropy: 0.9539178608892709
DEBUG:root:Group created, entropy: 0.6486234709382429
DEBUG:root:Group created, entropy: 0.9554629988004849
DEBUG:root:Group created, entropy: 0.6472308538450207
DEBUG:root:Group created, entropy: 0.9528588097297789
DEBUG:root:Group created, entropy: 0.6609623351442085
DEBUG:root:Group created, entropy: 0.9559990930989408
DEBUG:root:Group created, entropy: 0.6581912658132185
DEBUG:root:Group created, entropy: 0.9506276993090659
DEBUG:root:Group created, entropy: 0.6713733382678762
DEBUG:root:Group created, entropy: 0.9538936403541861
DEBUG:root:Group created, entropy: 0.66862459154017
DEBUG:root:Group created, entropy: 0.9482336446318353
DEBUG:root:Group created, entropy: 0.6645451406455398
DEBUG:root:Group created, entropy: 0.9388170972669767
DEBUG:root:Group created, entropy: 0.6618542449008715
DEBUG:root:Group created, entropy: 0.9318709171039801
DEBUG:root:Group created, entropy: 0.660517322889647
DEBUG:root:Group created, entropy: 0.9281831040461171
DEBUG:root:Group created, entropy: 0.6591860425965107
DEBUG:root:Group created, entropy: 0.9243453622131494
DEBUG:root:Group created, entropy: 0.665580063146735
DEBUG:root:Group created, entropy: 0.9263556829124096
DEBUG:root:Group created, entropy: 0.671851470623639
DEBUG:root:Group created, entropy: 0.9283620723948678
DEBUG:root:Group created, entropy: 0.6840384356390417
DEBUG:root:Group created, entropy: 0.9323608839762941
DEBUG:root:Group created, entropy: 0.6957698547618822
DEBUG:root:Group created, entropy: 0.936337193209764
DEBUG:root:Group created, entropy: 0.6944460704939805
DEBUG:root:Group created, entropy: 0.9326193415661177
DEBUG:root:Group created, entropy: 0.7057464344153325
DEBUG:root:Group created, entropy: 0.9366673818775626
DEBUG:root:Group created, entropy: 0.6979262521139892
DEBUG:root:Group created, entropy: 0.9113423759758417
DEBUG:root:Group created, entropy: 0.6966399542505137
DEBUG:root:Group created, entropy: 0.9064548231489877
DEBUG:root:Group created, entropy: 0.6953584748246309
DEBUG:root:Group created, entropy: 0.9013562943838728
DEBUG:root:Group created, entropy: 0.6902803103011836
DEBUG:root:Group created, entropy: 0.8786744932173093
DEBUG:root:Group created, entropy: 0.7012065844539666
DEBUG:root:Group created, entropy: 0.8839131774079729
DEBUG:root:Group created, entropy: 0.699951191403326
DEBUG:root:Group created, entropy: 0.8777188199557573
DEBUG:root:Group created, entropy: 0.7104982551855185
DEBUG:root:Group created, entropy: 0.8830811134504757
DEBUG:root:Group created, entropy: 0.7143881566559658
DEBUG:root:Group created, entropy: 0.8794587736429037
DEBUG:root:Group created, entropy: 0.7119096532453402
DEBUG:root:Group created, entropy: 0.8659653498997097
DEBUG:root:Group created, entropy: 0.7169622516889513
DEBUG:root:Group created, entropy: 0.8688198340267391
DEBUG:root:Group created, entropy: 0.7157313999012328
DEBUG:root:Group created, entropy: 0.8616636287106233
DEBUG:root:Group created, entropy: 0.720699402845834
DEBUG:root:Group created, entropy: 0.8645801663882438
DEBUG:root:Group created, entropy: 0.7303829775893927
DEBUG:root:Group created, entropy: 0.8704441104104189
DEBUG:root:Group created, entropy: 0.7351020159548072
DEBUG:root:Group created, entropy: 0.8733906387040392
DEBUG:root:Group created, entropy: 0.7397414487232901
DEBUG:root:Group created, entropy: 0.8763462289152606
DEBUG:root:Group created, entropy: 0.7349077262402425
DEBUG:root:Group created, entropy: 0.8453509366224365
DEBUG:root:Group created, entropy: 0.739480936716638
DEBUG:root:Group created, entropy: 0.8485481782946158
DEBUG:root:Group created, entropy: 0.7427852757570844
DEBUG:root:Group created, entropy: 0.8431619569518378
DEBUG:root:Group created, entropy: 0.7404100515507526
DEBUG:root:Group created, entropy: 0.8246578332945034
DEBUG:root:Group created, entropy: 0.7492024280243945
DEBUG:root:Group created, entropy: 0.8314743880097293
DEBUG:root:Group created, entropy: 0.7480262917105377
DEBUG:root:Group created, entropy: 0.8216292954053164
DEBUG:root:Group created, entropy: 0.7456845715476199
DEBUG:root:Group created, entropy: 0.8003922080453356
DEBUG:root:Group created, entropy: 0.754212643838776
DEBUG:root:Group created, entropy: 0.8076226097576923
DEBUG:root:Group created, entropy: 0.7704651995097851
DEBUG:root:Group created, entropy: 0.8224042259549891
DEBUG:root:Group created, entropy: 0.7819899410174067
DEBUG:root:Group created, entropy: 0.833764907210665
DEBUG:root:Group created, entropy: 0.7857110218098508
DEBUG:root:Group created, entropy: 0.837602456861142
DEBUG:root:Group created, entropy: 0.7893736546165091
DEBUG:root:Group created, entropy: 0.8414646362081757
DEBUG:root:Group created, entropy: 0.7871265862012691
DEBUG:root:Group created, entropy: 0.819264971231439
DEBUG:root:Group created, entropy: 0.7848907000438816
DEBUG:root:Group created, entropy: 0.7943466904341505
DEBUG:root:Group created, entropy: 0.7885131605379785
DEBUG:root:Group created, entropy: 0.7985237652450763
DEBUG:root:Group created, entropy: 0.7862966893833992
DEBUG:root:Group created, entropy: 0.7706290693639405
DEBUG:root:Group created, entropy: 0.7898716087946334
DEBUG:root:Group created, entropy: 0.774967267326726
DEBUG:root:Group created, entropy: 0.7933917167523652
DEBUG:root:Group created, entropy: 0.7793498372920852
DEBUG:root:Group created, entropy: 0.7968579621627021
DEBUG:root:Group created, entropy: 0.783776947484701
DEBUG:root:Group created, entropy: 0.8002712717495217
DEBUG:root:Group created, entropy: 0.7882487221644086
DEBUG:root:Group created, entropy: 0.7980996697625762
DEBUG:root:Group created, entropy: 0.7572182549240019
DEBUG:root:Group created, entropy: 0.8047891408989483
DEBUG:root:Group created, entropy: 0.7665599404543365
DEBUG:root:Group created, entropy: 0.8080582716138263
DEBUG:root:Group created, entropy: 0.7713111060849784
DEBUG:root:Group created, entropy: 0.8048592156798694
DEBUG:root:Group created, entropy: 0.7169622516889513
DEBUG:root:Group created, entropy: 0.8112781244591328
DEBUG:root:Group created, entropy: 0.7269625813353974
DEBUG:root:Group created, entropy: 0.8205526474887402
DEBUG:root:Group created, entropy: 0.7424875695421236
DEBUG:root:Group created, entropy: 0.8235528554368685
DEBUG:root:Group created, entropy: 0.7478061583312325
DEBUG:root:Group created, entropy: 0.8294207119259785
DEBUG:root:Group created, entropy: 0.7586638628883696
DEBUG:root:Group created, entropy: 0.8322897695636229
DEBUG:root:Group created, entropy: 0.7642045065086203
DEBUG:root:Group created, entropy: 0.831270723431172
DEBUG:root:Group created, entropy: 0.743898745288434
DEBUG:root:Group created, entropy: 0.8368926926533287
DEBUG:root:Group created, entropy: 0.7553754125614288
DEBUG:root:Group created, entropy: 0.8396419178805956
DEBUG:root:Group created, entropy: 0.7612401496918492
DEBUG:root:Group created, entropy: 0.8450200444588866
DEBUG:root:Group created, entropy: 0.7732266742876346
DEBUG:root:Group created, entropy: 0.8440283903572292
DEBUG:root:Group created, entropy: 0.7516499461153355
DEBUG:root:Group created, entropy: 0.8430382774517289
DEBUG:root:Group created, entropy: 0.7281342378690551
DEBUG:root:Group created, entropy: 0.8456789037458909
DEBUG:root:Group created, entropy: 0.7344461802527669
DEBUG:root:Group created, entropy: 0.8482811477713184
DEBUG:root:Group created, entropy: 0.7408656862339817
DEBUG:root:Group created, entropy: 0.8533728188427889
DEBUG:root:Group created, entropy: 0.7540340561971326
DEBUG:root:Group created, entropy: 0.855863382087914
DEBUG:root:Group created, entropy: 0.7607859931846075
DEBUG:root:Group created, entropy: 0.8583178360590754
DEBUG:root:Group created, entropy: 0.7676515870125797
DEBUG:root:Group created, entropy: 0.8607367214663477
DEBUG:root:Group created, entropy: 0.7746319868686842
DEBUG:root:Group created, entropy: 0.863120568566631
DEBUG:root:Group created, entropy: 0.7817281222714539
DEBUG:root:Group created, entropy: 0.8654698974285928
DEBUG:root:Group created, entropy: 0.7889406572966209
DEBUG:root:Group created, entropy: 0.8645293536937669
DEBUG:root:Group created, entropy: 0.7642045065086203
DEBUG:root:Group created, entropy: 0.8668502042301283
DEBUG:root:Group created, entropy: 0.7717094696953632
DEBUG:root:Group created, entropy: 0.8713919724960606
DEBUG:root:Group created, entropy: 0.7871265862012691
DEBUG:root:Group created, entropy: 0.8758037157279309
DEBUG:root:Group created, entropy: 0.8030909760146978
DEBUG:root:Group created, entropy: 0.8842519414405878
DEBUG:root:Group created, entropy: 0.8366407419411673
DEBUG:root:Group created, entropy: 0.8862884087391518
DEBUG:root:Group created, entropy: 0.8453509366224365
DEBUG:root:Group created, entropy: 0.8854050817009774
DEBUG:root:Group created, entropy: 0.8203636429576732
DEBUG:root:Group created, entropy: 0.8845223394626734
DEBUG:root:Group created, entropy: 0.7918583525674836
DEBUG:root:Group created, entropy: 0.8885305247030799
DEBUG:root:Group created, entropy: 0.8112781244591328
DEBUG:root:Group created, entropy: 0.8867894455684142
DEBUG:root:Group created, entropy: 0.7424875695421236
DEBUG:root:Group created, entropy: 0.8907063094656265
DEBUG:root:Group created, entropy: 0.7642045065086203
DEBUG:root:Group created, entropy: 0.8945124104636955
DEBUG:root:Group created, entropy: 0.7871265862012691
DEBUG:root:Group created, entropy: 0.8982107797724577
DEBUG:root:Group created, entropy: 0.8112781244591328
DEBUG:root:Group created, entropy: 0.9000204837479338
DEBUG:root:Group created, entropy: 0.8238116333123173
DEBUG:root:Group created, entropy: 0.9018043446575508
DEBUG:root:Group created, entropy: 0.8366407419411673
DEBUG:root:Group created, entropy: 0.9009799714273107
DEBUG:root:Group created, entropy: 0.7973265101474423
DEBUG:root:Group created, entropy: 0.9027440835166104
DEBUG:root:Group created, entropy: 0.8112781244591328
DEBUG:root:Group created, entropy: 0.9044830608125891
DEBUG:root:Group created, entropy: 0.8256265261578954
DEBUG:root:Group created, entropy: 0.9061972411785715
DEBUG:root:Group created, entropy: 0.8403586716091171
DEBUG:root:Group created, entropy: 0.9045831927756273
DEBUG:root:Group created, entropy: 0.7382848661434506
DEBUG:root:Group created, entropy: 0.9062843367600284
DEBUG:root:Group created, entropy: 0.7553754125614288
DEBUG:root:Group created, entropy: 0.9079613654934364
DEBUG:root:Group created, entropy: 0.7732266742876346
DEBUG:root:Group created, entropy: 0.909614598725704
DEBUG:root:Group created, entropy: 0.7918583525674836
DEBUG:root:Group created, entropy: 0.9112443509306114
DEBUG:root:Group created, entropy: 0.8112781244591328
DEBUG:root:Group created, entropy: 0.9128509314167697
DEBUG:root:Group created, entropy: 0.8314743880097293
DEBUG:root:Group created, entropy: 0.9144346444355833
DEBUG:root:Group created, entropy: 0.8524051786494786
DEBUG:root:Group created, entropy: 0.9159957892863695
DEBUG:root:Group created, entropy: 0.8739810481273578
DEBUG:root:Group created, entropy: 0.9144612916935675
DEBUG:root:Group created, entropy: 0.7219280948873623
DEBUG:root:Group created, entropy: 0.9160115504328095
DEBUG:root:Group created, entropy: 0.74959525725948
DEBUG:root:Group created, entropy: 0.9144875737145894
DEBUG:root:Group created, entropy: 0.41381685030363374
DEBUG:root:Group created, entropy: 0.9137253152370278
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9167938075193882
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.919776746450224
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9226762997922613
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9240954657615896
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9268738583349085
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9282335858807061
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:feature 0 Information gain: 0.18091219079612042
DEBUG:root:Feature values:
DEBUG:root:Split values: [0.064135 0.065945 0.06748 0.069165 0.069525 0.0698 0.070155 0.070705
0.071945 0.073145 0.07363 0.073715 0.07374 0.07406 0.074405 0.07471
0.07506 0.07516 0.07534 0.07554 0.0762 0.07691 0.0771 0.077275
0.07757 0.078085 0.078375 0.07839 0.07868 0.07911 0.079315 0.07939
0.079425 0.0795 0.079595 0.07966 0.07978 0.08 0.080165 0.080315
0.080485 0.08057 0.0807 0.08089 0.080985 0.081035 0.081155 0.081325
0.08152 0.08172 0.08187 0.082045 0.08239 0.082645 0.082805 0.08302
0.083155 0.08336 0.083585 0.08368 0.083785 0.08387 0.08395 0.08411
0.084285 0.084475 0.08461 0.08469 0.084755 0.08479 0.084945 0.085095
0.08513 0.085165 0.085205 0.085345 0.08564 0.085825 0.085855 0.08594
0.086025 0.08621 0.086455 0.08658 0.08665 0.086695 0.08672 0.086775
0.08683 0.08689 0.087185 0.087475 0.087545 0.087645 0.087785 0.087885
0.087965 0.08809 0.08827 0.088545 0.08874 0.088995 0.089235 0.08926
0.089295 0.08939 0.08965 0.089875 0.090105 0.090345 0.09044 0.090515
0.09056 0.09058 0.09066 0.090755 0.090825 0.090885 0.09103 0.09127
0.09144 0.09153 0.091575 0.09169 0.091885 0.092065 0.09223 0.09238
0.092455 0.09252 0.09259 0.093085 0.0936 0.09371 0.09381 0.093835
0.093925 0.09413 0.09426 0.094285 0.09432 0.09448 0.094625 0.094755
0.094895 0.094915 0.094935 0.09502 0.095115 0.09515 0.09547 0.09582
0.09589 0.09601 0.096245 0.096425 0.096515 0.09662 0.096765 0.096865
0.096875 0.09701 0.097175 0.097305 0.097455 0.097515 0.0976 0.097705
0.097735 0.097785 0.097975 0.098175 0.09827 0.09849 0.09873 0.098795
0.09898 0.099225 0.09931 0.0994 0.099485 0.09959 0.09982 0.09998
0.10005 0.10025 0.1005 0.10065 0.10075 0.10085 0.10105 0.10135
0.10165 0.1019 0.1022 0.10245 0.10255 0.10265 0.10275 0.1029
0.1031 0.1034 0.10375 0.10395 0.10405 0.10415 0.1043 0.10465
0.105 0.1052 0.1056 0.10595 0.1061 0.10625 0.10645 0.10675
0.10705 0.10725 0.10735 0.10745 0.10755 0.1079 0.1083 0.10845
0.1088 0.10935 0.10975 0.10995 0.11005 0.11015 0.1104 0.11075
0.11145 0.1121 0.11235 0.11265 0.113 0.11325 0.1135 0.1138
0.114 0.11415 0.11455 0.11495 0.1154 0.116 0.11645 0.1168
0.11695 0.1171 0.11775 0.11845 0.119 0.11955 0.12065 0.1217
0.12225 0.12285 0.1233 0.12395 0.1249 0.1256 0.12915 0.1362
0.1516 ]
DEBUG:root:Classes.shape: (455,)
DEBUG:root:Group created, entropy: 0.9295739951438398
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9323735856547677
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9337693434962684
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9344661221417648
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9358573442730366
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9365517326147232
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9372452683052686
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9379379226529758
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9393204702393456
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9420736747166714
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9427593165743374
DEBUG:root:Group created, entropy: 0.0
DEBUG:root:Group created, entropy: 0.9434438302921355
DEBUG:root:Group created, entropy: 0.2761954276479391
DEBUG:root:Group created, entropy: 0.9422232039660328
DEBUG:root:Group created, entropy: 0.26676498780302604
DEBUG:root:Group created, entropy: 0.9429129926986975
DEBUG:root:Group created, entropy: 0.24988229283318547
DEBUG:root:Group created, entropy: 0.944289085873746
DEBUG:root:Group created, entropy: 0.21639693245126468
DEBUG:root:Group created, entropy: 0.9477073729342066
DEBUG:root:Group created, entropy: 0.21084230031853213
DEBUG:root:Group created, entropy: 0.9483869800362579
DEBUG:root:Group created, entropy: 0.4488644887230294
DEBUG:root:Group created, entropy: 0.946006754314402
DEBUG:root:Group created, entropy: 0.4305518670104394
DEBUG:root:Group created, entropy: 0.9473891522170097
DEBUG:root:Group created, entropy: 0.4220005168831531
DEBUG:root:Group created, entropy: 0.9480782435939054
DEBUG:root:Group created, entropy: 0.41381685030363374
DEBUG:root:Group created, entropy: 0.9487658779203216
DEBUG:root:Group created, entropy: 0.4059770384755711
DEBUG:root:Group created, entropy: 0.9494520153879484
DEBUG:root:Group created, entropy: 0.3984592740952357
DEBUG:root:Group created, entropy: 0.9501366155288595
DEBUG:root:Group created, entropy: 0.39124356362925566
DEBUG:root:Group created, entropy: 0.9508196372040086
DEBUG:root:Group created, entropy: 0.37123232664087563
DEBUG:root:Group created, entropy: 0.9528588097297789
DEBUG:root:Group created, entropy: 0.3650551896402848
DEBUG:root:Group created, entropy: 0.953535092313766
DEBUG:root:Group created, entropy: 0.35335933502142136
DEBUG:root:Group created, entropy: 0.9548822281224831
DEBUG:root:Group created, entropy: 0.3424637724817959
DEBUG:root:Group created, entropy: 0.9562218181794737
DEBUG:root:Group created, entropy: 0.3322866302216151
DEBUG:root:Group created, entropy: 0.9575534837147482
DEBUG:root:Group created, entropy: 0.4627490585781739
DEBUG:root:Group created, entropy: 0.9553413768968345
DEBUG:root:Group created, entropy: 0.45079138835466503
DEBUG:root:Group created, entropy: 0.9566958374253298
DEBUG:root:Group created, entropy: 0.44506485705083865
DEBUG:root:Group created, entropy: 0.9573699897258003
DEBUG:root:Group created, entropy: 0.4394969869215134
DEBUG:root:Group created, entropy: 0.9580420222262995
DEBUG:root:Group created, entropy: 0.4288109647301171
DEBUG:root:Group created, entropy: 0.9593795191444578
DEBUG:root:Group created, entropy: 0.42368057157091055
DEBUG:root:Group created, entropy: 0.9600448769942054
DEBUG:root:Group created, entropy: 0.40907313904382653
DEBUG:root:Group created, entropy: 0.9620267294465366
DEBUG:root:Group created, entropy: 0.4044483864864384
DEBUG:root:Group created, entropy: 0.9626824180986937
DEBUG:root:Group created, entropy: 0.3999380474390277
DEBUG:root:Group created, entropy: 0.9633355456726842
DEBUG:root:Group created, entropy: 0.3955378064564774
DEBUG:root:Group created, entropy: 0.9639860526760893
DEBUG:root:Group created, entropy: 0.39124356362925566
DEBUG:root:Group created, entropy: 0.9646338785939298
DEBUG:root:Group created, entropy: 0.4220005168831531
DEBUG:root:Group created, entropy: 0.9662095446196571
DEBUG:root:Group created, entropy: 0.4178642624458584
DEBUG:root:Group created, entropy: 0.9668518565999734
DEBUG:root:Group created, entropy: 0.41381685030363374
DEBUG:root:Group created, entropy: 0.9674911654558092
DEBUG:root:Group created, entropy: 0.409855370318405
DEBUG:root:Group created, entropy: 0.9681274034148163
DEBUG:root:Group created, entropy: 0.4021791902022729
DEBUG:root:Group created, entropy: 0.9693903896144029
DEBUG:root:Group created, entropy: 0.3984592740952357
DEBUG:root:Group created, entropy: 0.9700169963039464
DEBUG:root:Group created, entropy: 0.39124356362925566
DEBUG:root:Group created, entropy: 0.9712600736296211
DEBUG:root:Group created, entropy: 0.38431154412649704
DEBUG:root:Group created, entropy: 0.9724891369059359
DEBUG:root:Group created, entropy: 0.37764632137370036
DEBUG:root:Group created, entropy: 0.9737035683308131
DEBUG:root:Group created, entropy: 0.3744088453489206
DEBUG:root:Group created, entropy: 0.9743050980338559
DEBUG:root:Group created, entropy: 0.41381685030363374
DEBUG:root:Group created, entropy: 0.9734175081574921
DEBUG:root:Group created, entropy: 0.40707680632541937
DEBUG:root:Group created, entropy: 0.9746283078841383
DEBUG:root:Group created, entropy: 0.40379715049939247
DEBUG:root:Group created, entropy: 0.9752277539489909
DEBUG:root:Group created, entropy: 0.5032583347756457
DEBUG:root:Group created, entropy: 0.9725306880350082
DEBUG:root:Group created, entropy: 0.4995844074236609
DEBUG:root:Group created, entropy: 0.9731560354421096
DEBUG:root:Group created, entropy: 0.4959690720618337
DEBUG:root:Group created, entropy: 0.9737774317746631
DEBUG:root:Group created, entropy: 0.49241092131589836
DEBUG:root:Group created, entropy: 0.9743947894238696
DEBUG:root:Group created, entropy: 0.48890859144051524
DEBUG:root:Group created, entropy: 0.9750080191841489
DEBUG:root:Group created, entropy: 0.5683625344629002
DEBUG:root:Group created, entropy: 0.9722427736398473
DEBUG:root:Group created, entropy: 0.561028486340068
DEBUG:root:Group created, entropy: 0.9735190023846809
DEBUG:root:Group created, entropy: 0.5538976334852962
DEBUG:root:Group created, entropy: 0.9747785474909672
DEBUG:root:Group created, entropy: 0.5469617407220057
DEBUG:root:Group created, entropy: 0.976020648236615
DEBUG:root:Group created, entropy: 0.5435644431995964
DEBUG:root:Group created, entropy: 0.97663491144401
DEBUG:root:Group created, entropy: 0.5402129815415572
DEBUG:root:Group created, entropy: 0.9772445152396547
DEBUG:root:Group created, entropy: 0.5847281182574744
DEBUG:root:Group created, entropy: 0.9754630373159472
DEBUG:root:Group created, entropy: 0.6051865766334206
DEBUG:root:Group created, entropy: 0.9745386846013939
DEBUG:root:Group created, entropy: 0.6017460730975969
DEBUG:root:Group created, entropy: 0.9751768950157815
DEBUG:root:Group created, entropy: 0.5983474220910422
DEBUG:root:Group created, entropy: 0.9758104923889663
DEBUG:root:Group created, entropy: 0.5916727785823275
DEBUG:root:Group created, entropy: 0.977063424469919
DEBUG:root:Group created, entropy: 0.6109464989595528
DEBUG:root:Group created, entropy: 0.9761614567333896
DEBUG:root:Group created, entropy: 0.6076407686085386
DEBUG:root:Group created, entropy: 0.9767921158298617
DEBUG:root:Group created, entropy: 0.5979502983976932
DEBUG:root:Group created, entropy: 0.9786538944240246
DEBUG:root:Group created, entropy: 0.5947936590297478
DEBUG:root:Group created, entropy: 0.9792640369527741
DEBUG:root:Group created, entropy: 0.582518914151422
DEBUG:root:Group created, entropy: 0.9816491461552417
DEBUG:root:Group created, entropy: 0.57658473098221
DEBUG:root:Group created, entropy: 0.9828066559699873
DEBUG:root:Group created, entropy: 0.5679253419771396
DEBUG:root:Group created, entropy: 0.9844961311800011
DEBUG:root:Group created, entropy: 0.6030087186547218
DEBUG:root:Group created, entropy: 0.9829641077562825
DEBUG:root:Group created, entropy: 0.59728274179791
DEBUG:root:Group created, entropy: 0.9841095278800533
DEBUG:root:Group created, entropy: 0.594463471567966
DEBUG:root:Group created, entropy: 0.9846722580038164
DEBUG:root:Group created, entropy: 0.5861754623084123
DEBUG:root:Group created, entropy: 0.9863187212887685
DEBUG:root:Group created, entropy: 0.6024308020404453
DEBUG:root:Group created, entropy: 0.9855975044176755
DEBUG:root:Group created, entropy: 0.5969995167604552
DEBUG:root:Group created, entropy: 0.9866861824897746
DEBUG:root:Group created, entropy: 0.5943232617062951
DEBUG:root:Group created, entropy: 0.9872192940761724
DEBUG:root:Group created, entropy: 0.5890477097890546
DEBUG:root:Group created, entropy: 0.9882622210881788
DEBUG:root:Group created, entropy: 0.5838724133205311
DEBUG:root:Group created, entropy: 0.9892729241947813
DEBUG:root:Group created, entropy: 0.5993142373098092
DEBUG:root:Group created, entropy: 0.9886264261412017
DEBUG:root:Group created, entropy: 0.5967435150747518
DEBUG:root:Group created, entropy: 0.9891337127331896
DEBUG:root:Group created, entropy: 0.5916727785823275
DEBUG:root:Group created, entropy: 0.9901226308935799
DEBUG:root:Group created, entropy: 0.5866942528222021
DEBUG:root:Group created, entropy: 0.9910760598382222
DEBUG:root:Group created, entropy: 0.5989622786653417
DEBUG:root:Group created, entropy: 0.9909580057674299
DEBUG:root:Group created, entropy: 0.596510991708588
DEBUG:root:Group created, entropy: 0.9914266810680207
DEBUG:root:Group created, entropy: 0.6242741010130388
DEBUG:root:Group created, entropy: 0.9902246902198684
DEBUG:root:Group created, entropy: 0.6218178683793103
DEBUG:root:Group created, entropy: 0.9907147546131312
DEBUG:root:Group created, entropy: 0.6193821946787638
DEBUG:root:Group created, entropy: 0.9911952878260392
DEBUG:root:Group created, entropy: 0.6145715612236267
DEBUG:root:Group created, entropy: 0.9921268895582609
DEBUG:root:Group created, entropy: 0.6098403047164004
DEBUG:root:Group created, entropy: 0.9930177056425344
DEBUG:root:Group created, entropy: 0.6051865766334206
DEBUG:root:Group created, entropy: 0.993865867720418
DEBUG:root:Group created, entropy: 0.6028882209434991
DEBUG:root:Group created, entropy: 0.9942733471955286
DEBUG:root:Group created, entropy: 0.6006085754131871
DEBUG:root:Group created, entropy: 0.994669424923265
DEBUG:root:Group created, entropy: 0.5961045458832345
DEBUG:root:Group created, entropy: 0.9954263397180874
DEBUG:root:Group created, entropy: 0.5938797345302353
DEBUG:root:Group created, entropy: 0.9957866447091004
DEBUG:root:Group created, entropy: 0.5894834713740584
DEBUG:root:Group created, entropy: 0.9964695750523966
DEBUG:root:Group created, entropy: 0.6149387679628926
DEBUG:root:Group created, entropy: 0.9956670028378451
DEBUG:root:Group created, entropy: 0.6270276581289633
DEBUG:root:Group created, entropy: 0.9952301310803813
DEBUG:root:Group created, entropy: 0.624822746972585
DEBUG:root:Group created, entropy: 0.9956052611323961
DEBUG:root:Group created, entropy: 0.6204621937094819
DEBUG:root:Group created, entropy: 0.996316519558962
DEBUG:root:Group created, entropy: 0.6140419804242598
DEBUG:root:Group created, entropy: 0.9972813343356697
DEBUG:root:Group created, entropy: 0.6369610713475274
DEBUG:root:Group created, entropy: 0.9965538640813107
DEBUG:root:Group created, entropy: 0.6306365807664773
DEBUG:root:Group created, entropy: 0.9975025463691153
DEBUG:root:Group created, entropy: 0.6264939199692292
DEBUG:root:Group created, entropy: 0.9980597045705908
DEBUG:root:Group created, entropy: 0.6373874992221911
DEBUG:root:Group created, entropy: 0.9977558711449888
DEBUG:root:Group created, entropy: 0.6353320243569361
DEBUG:root:Group created, entropy: 0.9980306236357763
DEBUG:root:Group created, entropy: 0.6561288920730015
DEBUG:root:Group created, entropy: 0.9973885397455853
DEBUG:root:Group created, entropy: 0.6660636950950827
DEBUG:root:Group created, entropy: 0.9970293676535713
DEBUG:root:Group created, entropy: 0.6640133089215539
DEBUG:root:Group created, entropy: 0.997348797918045
DEBUG:root:Group created, entropy: 0.6619760641115652
DEBUG:root:Group created, entropy: 0.9976522531837853
DEBUG:root:Group created, entropy: 0.6599518501136404
DEBUG:root:Group created, entropy: 0.9979393468681378
DEBUG:root:Group created, entropy: 0.669592059792852
DEBUG:root:Group created, entropy: 0.9976161146077624
DEBUG:root:Group created, entropy: 0.6675797805241499
DEBUG:root:Group created, entropy: 0.9979075071733827
DEBUG:root:Group created, entropy: 0.676941869780886
DEBUG:root:Group created, entropy: 0.9975791349905527
DEBUG:root:Group created, entropy: 0.686037010175277
DEBUG:root:Group created, entropy: 0.9972239721836491
DEBUG:root:Group created, entropy: 0.6840384356390417
DEBUG:root:Group created, entropy: 0.9975412880255041
DEBUG:root:Group created, entropy: 0.69287851503822
DEBUG:root:Group created, entropy: 0.9971803988942642
DEBUG:root:Group created, entropy: 0.709825885194168
DEBUG:root:Group created, entropy: 0.9963743472653019
DEBUG:root:Group created, entropy: 0.7179499765002912
DEBUG:root:Group created, entropy: 0.9959278885231462
DEBUG:root:Group created, entropy: 0.7159772327755204
DEBUG:root:Group created, entropy: 0.996316519558962
DEBUG:root:Group created, entropy: 0.7101234912653349
DEBUG:root:Group created, entropy: 0.9973806632063373
DEBUG:root:Group created, entropy: 0.7257576154473544
DEBUG:root:Group created, entropy: 0.9965802695850056
DEBUG:root:Group created, entropy: 0.7238378469140184
DEBUG:root:Group created, entropy: 0.9969463384286337
DEBUG:root:Group created, entropy: 0.7200283048759193
DEBUG:root:Group created, entropy: 0.9976239285128743
DEBUG:root:Group created, entropy: 0.7143881566559658
DEBUG:root:Group created, entropy: 0.9984966963146396
DEBUG:root:Group created, entropy: 0.7292739418449411
DEBUG:root:Group created, entropy: 0.9978647447426495
DEBUG:root:Group created, entropy: 0.7364317525200728
DEBUG:root:Group created, entropy: 0.9975025463691153
DEBUG:root:Group created, entropy: 0.7345876609421158
DEBUG:root:Group created, entropy: 0.9978285364374468
DEBUG:root:Group created, entropy: 0.7327525499549905
DEBUG:root:Group created, entropy: 0.9981341775041117
DEBUG:root:Group created, entropy: 0.730926377590601
DEBUG:root:Group created, entropy: 0.9984189234706246
DEBUG:root:Group created, entropy: 0.7447418996856622
DEBUG:root:Group created, entropy: 0.9977533006867307
DEBUG:root:Group created, entropy: 0.7642045065086203
DEBUG:root:Group created, entropy: 0.9965063478937264
DEBUG:root:Group created, entropy: 0.7703752588257904
DEBUG:root:Group created, entropy: 0.9960210267850417
DEBUG:root:Group created, entropy: 0.7686028603274322
DEBUG:root:Group created, entropy: 0.9964447362420608
DEBUG:root:Group created, entropy: 0.7668379316856329
DEBUG:root:Group created, entropy: 0.9968479591238444
DEBUG:root:Group created, entropy: 0.7787684576550704
DEBUG:root:Group created, entropy: 0.9958781583419282
DEBUG:root:Group created, entropy: 0.7735709453787825
DEBUG:root:Group created, entropy: 0.997129332515102
DEBUG:root:Group created, entropy: 0.7684360387778186
DEBUG:root:Group created, entropy: 0.9981793584811884
DEBUG:root:Group created, entropy: 0.779910810997708
DEBUG:root:Group created, entropy: 0.9974095700495682
DEBUG:root:Group created, entropy: 0.79085809055281
DEBUG:root:Group created, entropy: 0.996485989886783
DEBUG:root:Group created, entropy: 0.7961425805312938
DEBUG:root:Group created, entropy: 0.9959638964643036
DEBUG:root:Group created, entropy: 0.7928434998489211
DEBUG:root:Group created, entropy: 0.996851925597173
DEBUG:root:Group created, entropy: 0.7912027614010297
DEBUG:root:Group created, entropy: 0.9972600576250381
DEBUG:root:Group created, entropy: 0.8014698931335287
DEBUG:root:Group created, entropy: 0.9962811561832605
DEBUG:root:Group created, entropy: 0.7998542771899442
DEBUG:root:Group created, entropy: 0.9967295890208367
DEBUG:root:Group created, entropy: 0.7982441335646698
DEBUG:root:Group created, entropy: 0.9971530725724465
DEBUG:root:Group created, entropy: 0.7950402793845223
DEBUG:root:Group created, entropy: 0.9979220705990753
DEBUG:root:Group created, entropy: 0.7902756144996435
DEBUG:root:Group created, entropy: 0.9988682894493479
DEBUG:root:Group created, entropy: 0.7871265862012691
DEBUG:root:Group created, entropy: 0.9993506898146105
DEBUG:root:Group created, entropy: 0.7921703563573823
DEBUG:root:Group created, entropy: 0.9991072619049429
DEBUG:root:Group created, entropy: 0.789059867732393
DEBUG:root:Group created, entropy: 0.999535272110375
DEBUG:root:Group created, entropy: 0.7875125797054776
DEBUG:root:Group created, entropy: 0.999699542856517
DEBUG:root:Group created, entropy: 0.7859705934918307
DEBUG:root:Group created, entropy: 0.9998292601233936
DEBUG:root:Group created, entropy: 0.7844339063542485
DEBUG:root:Group created, entropy: 0.9999233329473267
DEBUG:root:Group created, entropy: 0.7829025148263791
DEBUG:root:Group created, entropy: 0.9999806343593634
DEBUG:root:Group created, entropy: 0.7813764147402164
DEBUG:root:Group created, entropy: 1.0
DEBUG:root:Group created, entropy: 0.7768298114788119
DEBUG:root:Group created, entropy: 0.999818246960343
DEBUG:root:Group created, entropy: 0.7867531621775069
DEBUG:root:Group created, entropy: 0.9999793717018354
DEBUG:root:Group created, entropy: 0.7962699368824384
DEBUG:root:Group created, entropy: 0.9999789232714901
DEBUG:root:Group created, entropy: 0.8008817635816414
DEBUG:root:Group created, entropy: 0.9999147729530549
DEBUG:root:Group created, entropy: 0.7994146042010712
DEBUG:root:Group created, entropy: 0.9999784600582146
DEBUG:root:Group created, entropy: 0.7979519684655731
DEBUG:root:Group created, entropy: 1.0
DEBUG:root:Group created, entropy: 0.7935912300117065
DEBUG:root:Group created, entropy: 0.9997973711292647
DEBUG:root:Group created, entropy: 0.7907067265182695
DEBUG:root:Group created, entropy: 0.9994243005775636
DEBUG:root:Group created, entropy: 0.7892712724536985
DEBUG:root:Group created, entropy: 0.999161494604422
DEBUG:root:Group created, entropy: 0.787840349203883
DEBUG:root:Group created, entropy: 0.9988455359952018
DEBUG:root:Group created, entropy: 0.7969222449701817
DEBUG:root:Group created, entropy: 0.9993973671198155
DEBUG:root:Group created, entropy: 0.8056494213497769
DEBUG:root:Group created, entropy: 0.9997779672118907
DEBUG:root:Group created, entropy: 0.8098848438777957
DEBUG:root:Group created, entropy: 0.9999001572094884
DEBUG:root:Group created, entropy: 0.8140372976396065
DEBUG:root:Group created, entropy: 0.9999747434708204
DEBUG:root:Group created, entropy: 0.8126558369001462
DEBUG:root:Group created, entropy: 0.9998977657936449
DEBUG:root:Group created, entropy: 0.808533976548671
DEBUG:root:Group created, entropy: 0.9993375041688847
DEBUG:root:Group created, entropy: 0.8071675554288905
DEBUG:root:Group created, entropy: 0.9990342687784752