-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathSource.gv
More file actions
9676 lines (9676 loc) · 487 KB
/
Copy pathSource.gv
File metadata and controls
9676 lines (9676 loc) · 487 KB
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
digraph Tree {
node [shape=box] ;
0 [label="X[1] <= 0.5\ngini = 0.735\nsamples = 277058\nvalue = [102657, 12008, 18473, 16144, 91720, 23274, 9337, 3445]"] ;
1 [label="X[0] <= 17.655\ngini = 0.0\nsamples = 90964\nvalue = [90963, 0, 1, 0, 0, 0, 0, 0]"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="gini = 0.0\nsamples = 90273\nvalue = [90273, 0, 0, 0, 0, 0, 0, 0]"] ;
1 -> 2 ;
3 [label="X[0] <= 17.705\ngini = 0.003\nsamples = 691\nvalue = [690, 0, 1, 0, 0, 0, 0, 0]"] ;
1 -> 3 ;
4 [label="X[2] <= 0.5\ngini = 0.245\nsamples = 7\nvalue = [6, 0, 1, 0, 0, 0, 0, 0]"] ;
3 -> 4 ;
5 [label="gini = 0.0\nsamples = 1\nvalue = [1, 0, 0, 0, 0, 0, 0, 0]"] ;
4 -> 5 ;
6 [label="gini = 0.278\nsamples = 6\nvalue = [5, 0, 1, 0, 0, 0, 0, 0]"] ;
4 -> 6 ;
7 [label="gini = 0.0\nsamples = 684\nvalue = [684, 0, 0, 0, 0, 0, 0, 0]"] ;
3 -> 7 ;
8 [label="X[0] <= 0.865\ngini = 0.713\nsamples = 186094\nvalue = [11694, 12008, 18472, 16144, 91720, 23274, 9337, 3445]"] ;
0 -> 8 [labeldistance=2.5, labelangle=-45, headlabel="False"] ;
9 [label="X[0] <= 0.095\ngini = 0.785\nsamples = 13659\nvalue = [1206, 130, 499, 1287, 5022, 2821, 1337, 1357]"] ;
8 -> 9 ;
10 [label="X[0] <= 0.005\ngini = 0.785\nsamples = 609\nvalue = [192, 38, 34, 154, 119, 41, 7, 24]"] ;
9 -> 10 ;
11 [label="gini = 0.782\nsamples = 554\nvalue = [170, 37, 33, 150, 109, 29, 5, 21]"] ;
10 -> 11 ;
12 [label="X[0] <= 0.075\ngini = 0.749\nsamples = 55\nvalue = [22, 1, 1, 4, 10, 12, 2, 3]"] ;
10 -> 12 ;
13 [label="X[0] <= 0.065\ngini = 0.75\nsamples = 46\nvalue = [17, 1, 1, 3, 10, 11, 0, 3]"] ;
12 -> 13 ;
14 [label="X[0] <= 0.035\ngini = 0.747\nsamples = 42\nvalue = [16, 1, 1, 3, 7, 11, 0, 3]"] ;
13 -> 14 ;
15 [label="X[0] <= 0.025\ngini = 0.802\nsamples = 18\nvalue = [5, 1, 0, 3, 3, 4, 0, 2]"] ;
14 -> 15 ;
16 [label="X[0] <= 0.015\ngini = 0.805\nsamples = 16\nvalue = [4, 1, 0, 2, 3, 4, 0, 2]"] ;
15 -> 16 ;
17 [label="gini = 0.8\nsamples = 10\nvalue = [3, 1, 0, 1, 2, 2, 0, 1]"] ;
16 -> 17 ;
18 [label="gini = 0.778\nsamples = 6\nvalue = [1, 0, 0, 1, 1, 2, 0, 1]"] ;
16 -> 18 ;
19 [label="gini = 0.5\nsamples = 2\nvalue = [1, 0, 0, 1, 0, 0, 0, 0]"] ;
15 -> 19 ;
20 [label="X[0] <= 0.045\ngini = 0.674\nsamples = 24\nvalue = [11, 0, 1, 0, 4, 7, 0, 1]"] ;
14 -> 20 ;
21 [label="gini = 0.64\nsamples = 5\nvalue = [2, 0, 0, 0, 2, 1, 0, 0]"] ;
20 -> 21 ;
22 [label="X[0] <= 0.055\ngini = 0.659\nsamples = 19\nvalue = [9, 0, 1, 0, 2, 6, 0, 1]"] ;
20 -> 22 ;
23 [label="gini = 0.656\nsamples = 8\nvalue = [4, 0, 1, 0, 1, 2, 0, 0]"] ;
22 -> 23 ;
24 [label="gini = 0.645\nsamples = 11\nvalue = [5, 0, 0, 0, 1, 4, 0, 1]"] ;
22 -> 24 ;
25 [label="gini = 0.375\nsamples = 4\nvalue = [1, 0, 0, 0, 3, 0, 0, 0]"] ;
13 -> 25 ;
26 [label="X[0] <= 0.085\ngini = 0.617\nsamples = 9\nvalue = [5, 0, 0, 1, 0, 1, 2, 0]"] ;
12 -> 26 ;
27 [label="gini = 0.612\nsamples = 7\nvalue = [4, 0, 0, 1, 0, 1, 1, 0]"] ;
26 -> 27 ;
28 [label="gini = 0.5\nsamples = 2\nvalue = [1, 0, 0, 0, 0, 0, 1, 0]"] ;
26 -> 28 ;
29 [label="X[0] <= 0.695\ngini = 0.778\nsamples = 13050\nvalue = [1014, 92, 465, 1133, 4903, 2780, 1330, 1333]"] ;
9 -> 29 ;
30 [label="X[0] <= 0.465\ngini = 0.779\nsamples = 7398\nvalue = [649, 39, 181, 435, 2536, 1924, 765, 869]"] ;
29 -> 30 ;
31 [label="X[0] <= 0.285\ngini = 0.791\nsamples = 2592\nvalue = [293, 13, 59, 91, 743, 722, 267, 404]"] ;
30 -> 31 ;
32 [label="X[0] <= 0.195\ngini = 0.819\nsamples = 524\nvalue = [96, 3, 16, 16, 106, 122, 71, 94]"] ;
31 -> 32 ;
33 [label="X[0] <= 0.135\ngini = 0.815\nsamples = 170\nvalue = [41, 1, 4, 8, 40, 26, 20, 30]"] ;
32 -> 33 ;
34 [label="X[0] <= 0.105\ngini = 0.82\nsamples = 110\nvalue = [26, 1, 3, 7, 24, 22, 11, 16]"] ;
33 -> 34 ;
35 [label="gini = 0.826\nsamples = 91\nvalue = [20, 1, 3, 6, 21, 16, 10, 14]"] ;
34 -> 35 ;
36 [label="X[0] <= 0.125\ngini = 0.759\nsamples = 19\nvalue = [6, 0, 0, 1, 3, 6, 1, 2]"] ;
34 -> 36 ;
37 [label="X[0] <= 0.115\ngini = 0.7\nsamples = 10\nvalue = [4, 0, 0, 1, 2, 3, 0, 0]"] ;
36 -> 37 ;
38 [label="gini = 0.5\nsamples = 2\nvalue = [1, 0, 0, 0, 0, 1, 0, 0]"] ;
37 -> 38 ;
39 [label="gini = 0.719\nsamples = 8\nvalue = [3, 0, 0, 1, 2, 2, 0, 0]"] ;
37 -> 39 ;
40 [label="gini = 0.765\nsamples = 9\nvalue = [2, 0, 0, 0, 1, 3, 1, 2]"] ;
36 -> 40 ;
41 [label="X[0] <= 0.175\ngini = 0.784\nsamples = 60\nvalue = [15, 0, 1, 1, 16, 4, 9, 14]"] ;
33 -> 41 ;
42 [label="X[0] <= 0.165\ngini = 0.761\nsamples = 35\nvalue = [11, 0, 1, 0, 9, 1, 5, 8]"] ;
41 -> 42 ;
43 [label="X[0] <= 0.155\ngini = 0.766\nsamples = 21\nvalue = [5, 0, 0, 0, 6, 1, 4, 5]"] ;
42 -> 43 ;
44 [label="X[0] <= 0.145\ngini = 0.764\nsamples = 12\nvalue = [4, 0, 0, 0, 2, 1, 2, 3]"] ;
43 -> 44 ;
45 [label="gini = 0.667\nsamples = 3\nvalue = [1, 0, 0, 0, 0, 0, 1, 1]"] ;
44 -> 45 ;
46 [label="gini = 0.765\nsamples = 9\nvalue = [3, 0, 0, 0, 2, 1, 1, 2]"] ;
44 -> 46 ;
47 [label="gini = 0.691\nsamples = 9\nvalue = [1, 0, 0, 0, 4, 0, 2, 2]"] ;
43 -> 47 ;
48 [label="gini = 0.714\nsamples = 14\nvalue = [6, 0, 1, 0, 3, 0, 1, 3]"] ;
42 -> 48 ;
49 [label="X[0] <= 0.185\ngini = 0.797\nsamples = 25\nvalue = [4, 0, 0, 1, 7, 3, 4, 6]"] ;
41 -> 49 ;
50 [label="gini = 0.768\nsamples = 17\nvalue = [2, 0, 0, 0, 5, 2, 3, 5]"] ;
49 -> 50 ;
51 [label="gini = 0.812\nsamples = 8\nvalue = [2, 0, 0, 1, 2, 1, 1, 1]"] ;
49 -> 51 ;
52 [label="X[0] <= 0.275\ngini = 0.812\nsamples = 354\nvalue = [55, 2, 12, 8, 66, 96, 51, 64]"] ;
32 -> 52 ;
53 [label="X[0] <= 0.245\ngini = 0.811\nsamples = 327\nvalue = [47, 2, 10, 7, 62, 88, 50, 61]"] ;
52 -> 53 ;
54 [label="X[0] <= 0.225\ngini = 0.806\nsamples = 251\nvalue = [39, 2, 7, 5, 43, 73, 34, 48]"] ;
53 -> 54 ;
55 [label="X[0] <= 0.205\ngini = 0.804\nsamples = 229\nvalue = [36, 1, 6, 5, 41, 67, 31, 42]"] ;
54 -> 55 ;
56 [label="gini = 0.808\nsamples = 194\nvalue = [27, 1, 6, 5, 33, 56, 28, 38]"] ;
55 -> 56 ;
57 [label="X[0] <= 0.215\ngini = 0.762\nsamples = 35\nvalue = [9, 0, 0, 0, 8, 11, 3, 4]"] ;
55 -> 57 ;
58 [label="gini = 0.698\nsamples = 13\nvalue = [4, 0, 0, 0, 3, 5, 0, 1]"] ;
57 -> 58 ;
59 [label="gini = 0.785\nsamples = 22\nvalue = [5, 0, 0, 0, 5, 6, 3, 3]"] ;
57 -> 59 ;
60 [label="X[0] <= 0.235\ngini = 0.802\nsamples = 22\nvalue = [3, 1, 1, 0, 2, 6, 3, 6]"] ;
54 -> 60 ;
61 [label="gini = 0.79\nsamples = 9\nvalue = [1, 0, 1, 0, 1, 2, 1, 3]"] ;
60 -> 61 ;
62 [label="gini = 0.793\nsamples = 13\nvalue = [2, 1, 0, 0, 1, 4, 2, 3]"] ;
60 -> 62 ;
63 [label="X[0] <= 0.255\ngini = 0.812\nsamples = 76\nvalue = [8, 0, 3, 2, 19, 15, 16, 13]"] ;
53 -> 63 ;
64 [label="gini = 0.797\nsamples = 25\nvalue = [4, 0, 0, 1, 7, 6, 4, 3]"] ;
63 -> 64 ;
65 [label="X[0] <= 0.265\ngini = 0.81\nsamples = 51\nvalue = [4, 0, 3, 1, 12, 9, 12, 10]"] ;
63 -> 65 ;
66 [label="gini = 0.785\nsamples = 20\nvalue = [0, 0, 2, 0, 4, 5, 5, 4]"] ;
65 -> 66 ;
67 [label="gini = 0.81\nsamples = 31\nvalue = [4, 0, 1, 1, 8, 4, 7, 6]"] ;
65 -> 67 ;
68 [label="gini = 0.782\nsamples = 27\nvalue = [8, 0, 2, 1, 4, 8, 1, 3]"] ;
52 -> 68 ;
69 [label="X[0] <= 0.415\ngini = 0.779\nsamples = 2068\nvalue = [197, 10, 43, 75, 637, 600, 196, 310]"] ;
31 -> 69 ;
70 [label="X[0] <= 0.395\ngini = 0.777\nsamples = 1694\nvalue = [164, 10, 34, 63, 528, 496, 160, 239]"] ;
69 -> 70 ;
71 [label="X[0] <= 0.365\ngini = 0.784\nsamples = 894\nvalue = [96, 5, 14, 30, 262, 259, 97, 131]"] ;
70 -> 71 ;
72 [label="X[0] <= 0.345\ngini = 0.78\nsamples = 688\nvalue = [74, 4, 11, 24, 210, 200, 76, 89]"] ;
71 -> 72 ;
73 [label="X[0] <= 0.295\ngini = 0.775\nsamples = 593\nvalue = [58, 3, 11, 17, 178, 182, 64, 80]"] ;
72 -> 73 ;
74 [label="gini = 0.749\nsamples = 35\nvalue = [1, 0, 0, 0, 11, 10, 6, 7]"] ;
73 -> 74 ;
75 [label="X[0] <= 0.335\ngini = 0.776\nsamples = 558\nvalue = [57, 3, 11, 17, 167, 172, 58, 73]"] ;
73 -> 75 ;
76 [label="X[0] <= 0.305\ngini = 0.776\nsamples = 513\nvalue = [51, 3, 11, 13, 153, 158, 55, 69]"] ;
75 -> 76 ;
77 [label="gini = 0.772\nsamples = 415\nvalue = [38, 3, 9, 11, 126, 130, 44, 54]"] ;
76 -> 77 ;
78 [label="X[0] <= 0.315\ngini = 0.788\nsamples = 98\nvalue = [13, 0, 2, 2, 27, 28, 11, 15]"] ;
76 -> 78 ;
79 [label="gini = 0.789\nsamples = 21\nvalue = [4, 0, 0, 0, 6, 3, 4, 4]"] ;
78 -> 79 ;
80 [label="X[0] <= 0.325\ngini = 0.777\nsamples = 77\nvalue = [9, 0, 2, 2, 21, 25, 7, 11]"] ;
78 -> 80 ;
81 [label="gini = 0.786\nsamples = 40\nvalue = [4, 0, 2, 1, 10, 13, 4, 6]"] ;
80 -> 81 ;
82 [label="gini = 0.763\nsamples = 37\nvalue = [5, 0, 0, 1, 11, 12, 3, 5]"] ;
80 -> 82 ;
83 [label="gini = 0.768\nsamples = 45\nvalue = [6, 0, 0, 4, 14, 14, 3, 4]"] ;
75 -> 83 ;
84 [label="X[0] <= 0.355\ngini = 0.792\nsamples = 95\nvalue = [16, 1, 0, 7, 32, 18, 12, 9]"] ;
72 -> 84 ;
85 [label="gini = 0.787\nsamples = 45\nvalue = [10, 0, 0, 3, 14, 9, 6, 3]"] ;
84 -> 85 ;
86 [label="gini = 0.788\nsamples = 50\nvalue = [6, 1, 0, 4, 18, 9, 6, 6]"] ;
84 -> 86 ;
87 [label="X[0] <= 0.375\ngini = 0.79\nsamples = 206\nvalue = [22, 1, 3, 6, 52, 59, 21, 42]"] ;
71 -> 87 ;
88 [label="gini = 0.8\nsamples = 61\nvalue = [6, 1, 2, 4, 15, 18, 4, 11]"] ;
87 -> 88 ;
89 [label="X[0] <= 0.385\ngini = 0.783\nsamples = 145\nvalue = [16, 0, 1, 2, 37, 41, 17, 31]"] ;
87 -> 89 ;
90 [label="gini = 0.794\nsamples = 72\nvalue = [9, 0, 1, 1, 17, 19, 9, 16]"] ;
89 -> 90 ;
91 [label="gini = 0.771\nsamples = 73\nvalue = [7, 0, 0, 1, 20, 22, 8, 15]"] ;
89 -> 91 ;
92 [label="X[0] <= 0.405\ngini = 0.768\nsamples = 800\nvalue = [68, 5, 20, 33, 266, 237, 63, 108]"] ;
70 -> 92 ;
93 [label="gini = 0.768\nsamples = 747\nvalue = [61, 5, 20, 32, 251, 218, 59, 101]"] ;
92 -> 93 ;
94 [label="gini = 0.75\nsamples = 53\nvalue = [7, 0, 0, 1, 15, 19, 4, 7]"] ;
92 -> 94 ;
95 [label="X[0] <= 0.425\ngini = 0.783\nsamples = 374\nvalue = [33, 0, 9, 12, 109, 104, 36, 71]"] ;
69 -> 95 ;
96 [label="gini = 0.774\nsamples = 65\nvalue = [9, 0, 2, 1, 11, 21, 4, 17]"] ;
95 -> 96 ;
97 [label="X[0] <= 0.445\ngini = 0.778\nsamples = 309\nvalue = [24, 0, 7, 11, 98, 83, 32, 54]"] ;
95 -> 97 ;
98 [label="X[0] <= 0.435\ngini = 0.775\nsamples = 143\nvalue = [13, 0, 2, 7, 49, 35, 13, 24]"] ;
97 -> 98 ;
99 [label="gini = 0.76\nsamples = 58\nvalue = [4, 0, 0, 3, 20, 16, 5, 10]"] ;
98 -> 99 ;
100 [label="gini = 0.784\nsamples = 85\nvalue = [9, 0, 2, 4, 29, 19, 8, 14]"] ;
98 -> 100 ;
101 [label="X[0] <= 0.455\ngini = 0.778\nsamples = 166\nvalue = [11, 0, 5, 4, 49, 48, 19, 30]"] ;
97 -> 101 ;
102 [label="gini = 0.764\nsamples = 90\nvalue = [6, 0, 3, 1, 27, 29, 10, 14]"] ;
101 -> 102 ;
103 [label="gini = 0.789\nsamples = 76\nvalue = [5, 0, 2, 3, 22, 19, 9, 16]"] ;
101 -> 103 ;
104 [label="X[0] <= 0.595\ngini = 0.767\nsamples = 4806\nvalue = [356, 26, 122, 344, 1793, 1202, 498, 465]"] ;
30 -> 104 ;
105 [label="X[0] <= 0.475\ngini = 0.759\nsamples = 2245\nvalue = [171, 16, 47, 125, 840, 601, 220, 225]"] ;
104 -> 105 ;
106 [label="gini = 0.783\nsamples = 80\nvalue = [13, 0, 0, 5, 26, 18, 13, 5]"] ;
105 -> 106 ;
107 [label="X[0] <= 0.555\ngini = 0.758\nsamples = 2165\nvalue = [158, 16, 47, 120, 814, 583, 207, 220]"] ;
105 -> 107 ;
108 [label="X[0] <= 0.485\ngini = 0.757\nsamples = 1727\nvalue = [124, 10, 40, 102, 658, 455, 153, 185]"] ;
107 -> 108 ;
109 [label="gini = 0.753\nsamples = 91\nvalue = [11, 0, 2, 3, 31, 29, 7, 8]"] ;
108 -> 109 ;
110 [label="X[0] <= 0.535\ngini = 0.757\nsamples = 1636\nvalue = [113, 10, 38, 99, 627, 426, 146, 177]"] ;
108 -> 110 ;
111 [label="X[0] <= 0.515\ngini = 0.757\nsamples = 1425\nvalue = [95, 10, 31, 88, 548, 367, 132, 154]"] ;
110 -> 111 ;
112 [label="X[0] <= 0.505\ngini = 0.757\nsamples = 1239\nvalue = [84, 10, 25, 73, 470, 327, 112, 138]"] ;
111 -> 112 ;
113 [label="X[0] <= 0.495\ngini = 0.757\nsamples = 1143\nvalue = [77, 9, 24, 70, 439, 293, 100, 131]"] ;
112 -> 113 ;
114 [label="gini = 0.738\nsamples = 85\nvalue = [6, 0, 2, 3, 33, 25, 7, 9]"] ;
113 -> 114 ;
115 [label="gini = 0.759\nsamples = 1058\nvalue = [71, 9, 22, 67, 406, 268, 93, 122]"] ;
113 -> 115 ;
116 [label="gini = 0.743\nsamples = 96\nvalue = [7, 1, 1, 3, 31, 34, 12, 7]"] ;
112 -> 116 ;
117 [label="X[0] <= 0.525\ngini = 0.748\nsamples = 186\nvalue = [11, 0, 6, 15, 78, 40, 20, 16]"] ;
111 -> 117 ;
118 [label="gini = 0.742\nsamples = 99\nvalue = [6, 0, 3, 7, 43, 18, 14, 8]"] ;
117 -> 118 ;
119 [label="gini = 0.748\nsamples = 87\nvalue = [5, 0, 3, 8, 35, 22, 6, 8]"] ;
117 -> 119 ;
120 [label="X[0] <= 0.545\ngini = 0.754\nsamples = 211\nvalue = [18, 0, 7, 11, 79, 59, 14, 23]"] ;
110 -> 120 ;
121 [label="gini = 0.749\nsamples = 119\nvalue = [9, 0, 6, 6, 45, 34, 5, 14]"] ;
120 -> 121 ;
122 [label="gini = 0.758\nsamples = 92\nvalue = [9, 0, 1, 5, 34, 25, 9, 9]"] ;
120 -> 122 ;
123 [label="X[0] <= 0.565\ngini = 0.758\nsamples = 438\nvalue = [34, 6, 7, 18, 156, 128, 54, 35]"] ;
107 -> 123 ;
124 [label="gini = 0.741\nsamples = 96\nvalue = [8, 0, 1, 4, 29, 36, 11, 7]"] ;
123 -> 124 ;
125 [label="X[0] <= 0.585\ngini = 0.759\nsamples = 342\nvalue = [26, 6, 6, 14, 127, 92, 43, 28]"] ;
123 -> 125 ;
126 [label="X[0] <= 0.575\ngini = 0.755\nsamples = 233\nvalue = [18, 5, 4, 11, 90, 60, 29, 16]"] ;
125 -> 126 ;
127 [label="gini = 0.746\nsamples = 121\nvalue = [10, 2, 3, 5, 49, 31, 12, 9]"] ;
126 -> 127 ;
128 [label="gini = 0.763\nsamples = 112\nvalue = [8, 3, 1, 6, 41, 29, 17, 7]"] ;
126 -> 128 ;
129 [label="gini = 0.763\nsamples = 109\nvalue = [8, 1, 2, 3, 37, 32, 14, 12]"] ;
125 -> 129 ;
130 [label="X[0] <= 0.675\ngini = 0.772\nsamples = 2561\nvalue = [185, 10, 75, 219, 953, 601, 278, 240]"] ;
104 -> 130 ;
131 [label="X[0] <= 0.605\ngini = 0.769\nsamples = 2307\nvalue = [160, 8, 69, 197, 872, 544, 243, 214]"] ;
130 -> 131 ;
132 [label="gini = 0.77\nsamples = 1364\nvalue = [86, 6, 43, 125, 516, 317, 135, 136]"] ;
131 -> 132 ;
133 [label="X[0] <= 0.645\ngini = 0.767\nsamples = 943\nvalue = [74, 2, 26, 72, 356, 227, 108, 78]"] ;
131 -> 133 ;
134 [label="X[0] <= 0.635\ngini = 0.765\nsamples = 541\nvalue = [44, 1, 18, 37, 200, 140, 65, 36]"] ;
133 -> 134 ;
135 [label="X[0] <= 0.615\ngini = 0.764\nsamples = 396\nvalue = [33, 0, 13, 31, 147, 102, 48, 22]"] ;
134 -> 135 ;
136 [label="gini = 0.756\nsamples = 128\nvalue = [12, 0, 5, 5, 49, 33, 15, 9]"] ;
135 -> 136 ;
137 [label="X[0] <= 0.625\ngini = 0.766\nsamples = 268\nvalue = [21, 0, 8, 26, 98, 69, 33, 13]"] ;
135 -> 137 ;
138 [label="gini = 0.777\nsamples = 125\nvalue = [8, 0, 4, 14, 44, 31, 15, 9]"] ;
137 -> 138 ;
139 [label="gini = 0.754\nsamples = 143\nvalue = [13, 0, 4, 12, 54, 38, 18, 4]"] ;
137 -> 139 ;
140 [label="gini = 0.766\nsamples = 145\nvalue = [11, 1, 5, 6, 53, 38, 17, 14]"] ;
134 -> 140 ;
141 [label="X[0] <= 0.665\ngini = 0.767\nsamples = 402\nvalue = [30, 1, 8, 35, 156, 87, 43, 42]"] ;
133 -> 141 ;
142 [label="X[0] <= 0.655\ngini = 0.763\nsamples = 259\nvalue = [18, 1, 6, 19, 103, 53, 29, 30]"] ;
141 -> 142 ;
143 [label="gini = 0.749\nsamples = 126\nvalue = [8, 0, 1, 10, 52, 27, 15, 13]"] ;
142 -> 143 ;
144 [label="gini = 0.776\nsamples = 133\nvalue = [10, 1, 5, 9, 51, 26, 14, 17]"] ;
142 -> 144 ;
145 [label="gini = 0.77\nsamples = 143\nvalue = [12, 0, 2, 16, 53, 34, 14, 12]"] ;
141 -> 145 ;
146 [label="X[0] <= 0.685\ngini = 0.801\nsamples = 254\nvalue = [25, 2, 6, 22, 81, 57, 35, 26]"] ;
130 -> 146 ;
147 [label="gini = 0.812\nsamples = 131\nvalue = [17, 2, 1, 16, 40, 25, 16, 14]"] ;
146 -> 147 ;
148 [label="gini = 0.78\nsamples = 123\nvalue = [8, 0, 5, 6, 41, 32, 19, 12]"] ;
146 -> 148 ;
149 [label="X[0] <= 0.745\ngini = 0.763\nsamples = 5652\nvalue = [365, 53, 284, 698, 2367, 856, 565, 464]"] ;
29 -> 149 ;
150 [label="X[0] <= 0.725\ngini = 0.768\nsamples = 2104\nvalue = [118, 22, 94, 262, 839, 403, 198, 168]"] ;
149 -> 150 ;
151 [label="X[0] <= 0.715\ngini = 0.769\nsamples = 1818\nvalue = [99, 20, 82, 235, 719, 352, 171, 140]"] ;
150 -> 151 ;
152 [label="X[0] <= 0.705\ngini = 0.77\nsamples = 1657\nvalue = [93, 19, 77, 211, 654, 321, 160, 122]"] ;
151 -> 152 ;
153 [label="gini = 0.769\nsamples = 1519\nvalue = [86, 17, 70, 199, 604, 285, 143, 115]"] ;
152 -> 153 ;
154 [label="gini = 0.77\nsamples = 138\nvalue = [7, 2, 7, 12, 50, 36, 17, 7]"] ;
152 -> 154 ;
155 [label="gini = 0.758\nsamples = 161\nvalue = [6, 1, 5, 24, 65, 31, 11, 18]"] ;
151 -> 155 ;
156 [label="X[0] <= 0.735\ngini = 0.759\nsamples = 286\nvalue = [19, 2, 12, 27, 120, 51, 27, 28]"] ;
150 -> 156 ;
157 [label="gini = 0.745\nsamples = 137\nvalue = [10, 0, 6, 11, 60, 24, 16, 10]"] ;
156 -> 157 ;
158 [label="gini = 0.768\nsamples = 149\nvalue = [9, 2, 6, 16, 60, 27, 11, 18]"] ;
156 -> 158 ;
159 [label="X[0] <= 0.825\ngini = 0.758\nsamples = 3548\nvalue = [247, 31, 190, 436, 1528, 453, 367, 296]"] ;
149 -> 159 ;
160 [label="X[0] <= 0.795\ngini = 0.752\nsamples = 2898\nvalue = [193, 24, 151, 357, 1273, 361, 289, 250]"] ;
159 -> 160 ;
161 [label="X[0] <= 0.775\ngini = 0.761\nsamples = 786\nvalue = [67, 7, 44, 69, 336, 105, 85, 73]"] ;
160 -> 161 ;
162 [label="X[0] <= 0.755\ngini = 0.749\nsamples = 470\nvalue = [39, 4, 24, 42, 209, 60, 47, 45]"] ;
161 -> 162 ;
163 [label="gini = 0.769\nsamples = 149\nvalue = [16, 2, 11, 11, 62, 21, 13, 13]"] ;
162 -> 163 ;
164 [label="X[0] <= 0.765\ngini = 0.738\nsamples = 321\nvalue = [23, 2, 13, 31, 147, 39, 34, 32]"] ;
162 -> 164 ;
165 [label="gini = 0.741\nsamples = 139\nvalue = [12, 0, 6, 13, 63, 16, 16, 13]"] ;
164 -> 165 ;
166 [label="gini = 0.735\nsamples = 182\nvalue = [11, 2, 7, 18, 84, 23, 18, 19]"] ;
164 -> 166 ;
167 [label="X[0] <= 0.785\ngini = 0.777\nsamples = 316\nvalue = [28, 3, 20, 27, 127, 45, 38, 28]"] ;
161 -> 167 ;
168 [label="gini = 0.797\nsamples = 164\nvalue = [19, 1, 9, 16, 59, 25, 22, 13]"] ;
167 -> 168 ;
169 [label="gini = 0.748\nsamples = 152\nvalue = [9, 2, 11, 11, 68, 20, 16, 15]"] ;
167 -> 169 ;
170 [label="X[0] <= 0.815\ngini = 0.747\nsamples = 2112\nvalue = [126, 17, 107, 288, 937, 256, 204, 177]"] ;
160 -> 170 ;
171 [label="X[0] <= 0.805\ngini = 0.75\nsamples = 1938\nvalue = [112, 13, 104, 271, 851, 238, 186, 163]"] ;
170 -> 171 ;
172 [label="gini = 0.749\nsamples = 1769\nvalue = [101, 11, 98, 246, 779, 214, 167, 153]"] ;
171 -> 172 ;
173 [label="gini = 0.755\nsamples = 169\nvalue = [11, 2, 6, 25, 72, 24, 19, 10]"] ;
171 -> 173 ;
174 [label="gini = 0.711\nsamples = 174\nvalue = [14, 4, 3, 17, 86, 18, 18, 14]"] ;
170 -> 174 ;
175 [label="X[0] <= 0.855\ngini = 0.781\nsamples = 650\nvalue = [54, 7, 39, 79, 255, 92, 78, 46]"] ;
159 -> 175 ;
176 [label="X[0] <= 0.845\ngini = 0.786\nsamples = 483\nvalue = [40, 6, 27, 62, 185, 69, 58, 36]"] ;
175 -> 176 ;
177 [label="X[0] <= 0.835\ngini = 0.778\nsamples = 307\nvalue = [27, 3, 15, 38, 122, 41, 37, 24]"] ;
176 -> 177 ;
178 [label="gini = 0.777\nsamples = 161\nvalue = [13, 1, 8, 23, 64, 21, 17, 14]"] ;
177 -> 178 ;
179 [label="gini = 0.778\nsamples = 146\nvalue = [14, 2, 7, 15, 58, 20, 20, 10]"] ;
177 -> 179 ;
180 [label="gini = 0.799\nsamples = 176\nvalue = [13, 3, 12, 24, 63, 28, 21, 12]"] ;
176 -> 180 ;
181 [label="gini = 0.765\nsamples = 167\nvalue = [14, 1, 12, 17, 70, 23, 20, 10]"] ;
175 -> 181 ;
182 [label="X[0] <= 7.895\ngini = 0.704\nsamples = 172435\nvalue = [10488, 11878, 17973, 14857, 86698, 20453, 8000, 2088]"] ;
8 -> 182 ;
183 [label="X[0] <= 2.135\ngini = 0.692\nsamples = 153388\nvalue = [8972, 10536, 15917, 11117, 79353, 18291, 7288, 1914]"] ;
182 -> 183 ;
184 [label="X[0] <= 1.155\ngini = 0.678\nsamples = 42220\nvalue = [2190, 1095, 4486, 2820, 22439, 5332, 2620, 1238]"] ;
183 -> 184 ;
185 [label="X[0] <= 1.065\ngini = 0.718\nsamples = 10638\nvalue = [586, 94, 949, 996, 5156, 1368, 913, 576]"] ;
184 -> 185 ;
186 [label="X[0] <= 0.915\ngini = 0.727\nsamples = 7202\nvalue = [404, 64, 596, 739, 3411, 913, 663, 412]"] ;
185 -> 186 ;
187 [label="X[0] <= 0.885\ngini = 0.735\nsamples = 2639\nvalue = [156, 19, 186, 287, 1224, 328, 266, 173]"] ;
186 -> 187 ;
188 [label="X[0] <= 0.875\ngini = 0.708\nsamples = 374\nvalue = [31, 4, 21, 34, 186, 44, 38, 16]"] ;
187 -> 188 ;
189 [label="gini = 0.718\nsamples = 180\nvalue = [16, 2, 7, 18, 87, 18, 23, 9]"] ;
188 -> 189 ;
190 [label="gini = 0.696\nsamples = 194\nvalue = [15, 2, 14, 16, 99, 26, 15, 7]"] ;
188 -> 190 ;
191 [label="X[0] <= 0.895\ngini = 0.738\nsamples = 2265\nvalue = [125, 15, 165, 253, 1038, 284, 228, 157]"] ;
187 -> 191 ;
192 [label="gini = 0.748\nsamples = 203\nvalue = [12, 3, 12, 21, 89, 34, 22, 10]"] ;
191 -> 192 ;
193 [label="X[0] <= 0.905\ngini = 0.737\nsamples = 2062\nvalue = [113, 12, 153, 232, 949, 250, 206, 147]"] ;
191 -> 193 ;
194 [label="gini = 0.736\nsamples = 1887\nvalue = [103, 11, 141, 217, 872, 222, 187, 134]"] ;
193 -> 194 ;
195 [label="gini = 0.748\nsamples = 175\nvalue = [10, 1, 12, 15, 77, 28, 19, 13]"] ;
193 -> 195 ;
196 [label="X[0] <= 0.935\ngini = 0.723\nsamples = 4563\nvalue = [248, 45, 410, 452, 2187, 585, 397, 239]"] ;
186 -> 196 ;
197 [label="X[0] <= 0.925\ngini = 0.678\nsamples = 379\nvalue = [18, 2, 30, 29, 201, 51, 31, 17]"] ;
196 -> 197 ;
198 [label="gini = 0.668\nsamples = 195\nvalue = [7, 0, 20, 11, 104, 31, 15, 7]"] ;
197 -> 198 ;
199 [label="gini = 0.684\nsamples = 184\nvalue = [11, 2, 10, 18, 97, 20, 16, 10]"] ;
197 -> 199 ;
200 [label="X[0] <= 0.955\ngini = 0.726\nsamples = 4184\nvalue = [230, 43, 380, 423, 1986, 534, 366, 222]"] ;
196 -> 200 ;
201 [label="X[0] <= 0.945\ngini = 0.732\nsamples = 390\nvalue = [37, 4, 31, 42, 183, 37, 39, 17]"] ;
200 -> 201 ;
202 [label="gini = 0.719\nsamples = 204\nvalue = [21, 1, 17, 19, 99, 15, 22, 10]"] ;
201 -> 202 ;
203 [label="gini = 0.744\nsamples = 186\nvalue = [16, 3, 14, 23, 84, 22, 17, 7]"] ;
201 -> 203 ;
204 [label="X[0] <= 1.035\ngini = 0.725\nsamples = 3794\nvalue = [193, 39, 349, 381, 1803, 497, 327, 205]"] ;
200 -> 204 ;
205 [label="X[0] <= 0.995\ngini = 0.723\nsamples = 3211\nvalue = [159, 34, 298, 322, 1536, 408, 283, 171]"] ;
204 -> 205 ;
206 [label="X[0] <= 0.965\ngini = 0.736\nsamples = 759\nvalue = [46, 10, 69, 76, 349, 111, 62, 36]"] ;
205 -> 206 ;
207 [label="gini = 0.704\nsamples = 189\nvalue = [11, 2, 17, 18, 95, 23, 15, 8]"] ;
206 -> 207 ;
208 [label="X[0] <= 0.985\ngini = 0.746\nsamples = 570\nvalue = [35, 8, 52, 58, 254, 88, 47, 28]"] ;
206 -> 208 ;
209 [label="X[0] <= 0.975\ngini = 0.745\nsamples = 379\nvalue = [22, 4, 30, 45, 168, 61, 29, 20]"] ;
208 -> 209 ;
210 [label="gini = 0.754\nsamples = 211\nvalue = [16, 2, 15, 23, 92, 30, 19, 14]"] ;
209 -> 210 ;
211 [label="gini = 0.73\nsamples = 168\nvalue = [6, 2, 15, 22, 76, 31, 10, 6]"] ;
209 -> 211 ;
212 [label="gini = 0.744\nsamples = 191\nvalue = [13, 4, 22, 13, 86, 27, 18, 8]"] ;
208 -> 212 ;
213 [label="X[0] <= 1.025\ngini = 0.719\nsamples = 2452\nvalue = [113, 24, 229, 246, 1187, 297, 221, 135]"] ;
205 -> 213 ;
214 [label="X[0] <= 1.005\ngini = 0.721\nsamples = 2265\nvalue = [102, 24, 213, 232, 1090, 275, 207, 122]"] ;
213 -> 214 ;
215 [label="gini = 0.72\nsamples = 1920\nvalue = [86, 21, 189, 194, 926, 227, 177, 100]"] ;
214 -> 215 ;
216 [label="X[0] <= 1.015\ngini = 0.724\nsamples = 345\nvalue = [16, 3, 24, 38, 164, 48, 30, 22]"] ;
214 -> 216 ;
217 [label="gini = 0.709\nsamples = 166\nvalue = [7, 1, 11, 17, 81, 28, 11, 10]"] ;
216 -> 217 ;
218 [label="gini = 0.735\nsamples = 179\nvalue = [9, 2, 13, 21, 83, 20, 19, 12]"] ;
216 -> 218 ;
219 [label="gini = 0.69\nsamples = 187\nvalue = [11, 0, 16, 14, 97, 22, 14, 13]"] ;
213 -> 219 ;
220 [label="X[0] <= 1.055\ngini = 0.736\nsamples = 583\nvalue = [34, 5, 51, 59, 267, 89, 44, 34]"] ;
204 -> 220 ;
221 [label="X[0] <= 1.045\ngini = 0.734\nsamples = 365\nvalue = [24, 3, 33, 34, 169, 54, 25, 23]"] ;
220 -> 221 ;
222 [label="gini = 0.738\nsamples = 185\nvalue = [12, 1, 18, 16, 84, 30, 14, 10]"] ;
221 -> 222 ;
223 [label="gini = 0.729\nsamples = 180\nvalue = [12, 2, 15, 18, 85, 24, 11, 13]"] ;
221 -> 223 ;
224 [label="gini = 0.74\nsamples = 218\nvalue = [10, 2, 18, 25, 98, 35, 19, 11]"] ;
220 -> 224 ;
225 [label="X[0] <= 1.105\ngini = 0.698\nsamples = 3436\nvalue = [182, 30, 353, 257, 1745, 455, 250, 164]"] ;
185 -> 225 ;
226 [label="X[0] <= 1.075\ngini = 0.694\nsamples = 2485\nvalue = [136, 26, 257, 186, 1277, 298, 186, 119]"] ;
225 -> 226 ;
227 [label="gini = 0.729\nsamples = 187\nvalue = [10, 1, 26, 17, 87, 24, 15, 7]"] ;
226 -> 227 ;
228 [label="X[0] <= 1.095\ngini = 0.691\nsamples = 2298\nvalue = [126, 25, 231, 169, 1190, 274, 171, 112]"] ;
226 -> 228 ;
229 [label="X[0] <= 1.085\ngini = 0.706\nsamples = 377\nvalue = [26, 2, 31, 28, 188, 53, 26, 23]"] ;
228 -> 229 ;
230 [label="gini = 0.668\nsamples = 207\nvalue = [13, 0, 20, 15, 112, 25, 10, 12]"] ;
229 -> 230 ;
231 [label="gini = 0.744\nsamples = 170\nvalue = [13, 2, 11, 13, 76, 28, 16, 11]"] ;
229 -> 231 ;
232 [label="gini = 0.688\nsamples = 1921\nvalue = [100, 23, 200, 141, 1002, 221, 145, 89]"] ;
228 -> 232 ;
233 [label="X[0] <= 1.125\ngini = 0.706\nsamples = 951\nvalue = [46, 4, 96, 71, 468, 157, 64, 45]"] ;
225 -> 233 ;
234 [label="X[0] <= 1.115\ngini = 0.71\nsamples = 364\nvalue = [17, 1, 31, 31, 174, 72, 23, 15]"] ;
233 -> 234 ;
235 [label="gini = 0.718\nsamples = 180\nvalue = [10, 0, 19, 15, 85, 32, 12, 7]"] ;
234 -> 235 ;
236 [label="gini = 0.7\nsamples = 184\nvalue = [7, 1, 12, 16, 89, 40, 11, 8]"] ;
234 -> 236 ;
237 [label="X[0] <= 1.145\ngini = 0.701\nsamples = 587\nvalue = [29, 3, 65, 40, 294, 85, 41, 30]"] ;
233 -> 237 ;
238 [label="X[0] <= 1.135\ngini = 0.697\nsamples = 395\nvalue = [14, 1, 46, 24, 199, 56, 33, 22]"] ;
237 -> 238 ;
239 [label="gini = 0.694\nsamples = 203\nvalue = [5, 1, 24, 13, 103, 28, 17, 12]"] ;
238 -> 239 ;
240 [label="gini = 0.7\nsamples = 192\nvalue = [9, 0, 22, 11, 96, 28, 16, 10]"] ;
238 -> 240 ;
241 [label="gini = 0.706\nsamples = 192\nvalue = [15, 2, 19, 16, 95, 29, 8, 8]"] ;
237 -> 241 ;
242 [label="X[0] <= 1.755\ngini = 0.662\nsamples = 31582\nvalue = [1604, 1001, 3537, 1824, 17283, 3964, 1707, 662]"] ;
184 -> 242 ;
243 [label="X[0] <= 1.435\ngini = 0.663\nsamples = 19968\nvalue = [1017, 437, 2354, 1049, 10876, 2597, 1107, 531]"] ;
242 -> 243 ;
244 [label="X[0] <= 1.415\ngini = 0.664\nsamples = 10060\nvalue = [520, 157, 1160, 510, 5468, 1303, 591, 351]"] ;
243 -> 244 ;
245 [label="X[0] <= 1.335\ngini = 0.664\nsamples = 9706\nvalue = [500, 151, 1132, 486, 5275, 1253, 567, 342]"] ;
244 -> 245 ;
246 [label="X[0] <= 1.305\ngini = 0.668\nsamples = 6558\nvalue = [334, 96, 747, 352, 3543, 841, 399, 246]"] ;
245 -> 246 ;
247 [label="X[0] <= 1.175\ngini = 0.665\nsamples = 6016\nvalue = [301, 86, 683, 328, 3267, 762, 367, 222]"] ;
246 -> 247 ;
248 [label="X[0] <= 1.165\ngini = 0.627\nsamples = 357\nvalue = [16, 4, 42, 16, 207, 45, 19, 8]"] ;
247 -> 248 ;
249 [label="gini = 0.609\nsamples = 178\nvalue = [5, 1, 20, 9, 106, 23, 9, 5]"] ;
248 -> 249 ;
250 [label="gini = 0.642\nsamples = 179\nvalue = [11, 3, 22, 7, 101, 22, 10, 3]"] ;
248 -> 250 ;
251 [label="X[0] <= 1.185\ngini = 0.668\nsamples = 5659\nvalue = [285, 82, 641, 312, 3060, 717, 348, 214]"] ;
247 -> 251 ;
252 [label="gini = 0.763\nsamples = 178\nvalue = [17, 2, 18, 15, 76, 21, 18, 11]"] ;
251 -> 252 ;
253 [label="X[0] <= 1.195\ngini = 0.664\nsamples = 5481\nvalue = [268, 80, 623, 297, 2984, 696, 330, 203]"] ;
251 -> 253 ;
254 [label="gini = 0.68\nsamples = 168\nvalue = [11, 1, 19, 7, 86, 32, 3, 9]"] ;
253 -> 254 ;
255 [label="X[0] <= 1.225\ngini = 0.663\nsamples = 5313\nvalue = [257, 79, 604, 290, 2898, 664, 327, 194]"] ;
253 -> 255 ;
256 [label="X[0] <= 1.215\ngini = 0.66\nsamples = 2202\nvalue = [98, 27, 269, 114, 1206, 263, 152, 73]"] ;
255 -> 256 ;
257 [label="X[0] <= 1.205\ngini = 0.659\nsamples = 2014\nvalue = [86, 25, 245, 109, 1105, 244, 136, 64]"] ;
256 -> 257 ;
258 [label="gini = 0.661\nsamples = 1817\nvalue = [78, 24, 219, 102, 994, 215, 129, 56]"] ;
257 -> 258 ;
259 [label="gini = 0.638\nsamples = 197\nvalue = [8, 1, 26, 7, 111, 29, 7, 8]"] ;
257 -> 259 ;
260 [label="gini = 0.67\nsamples = 188\nvalue = [12, 2, 24, 5, 101, 19, 16, 9]"] ;
256 -> 260 ;
261 [label="X[0] <= 1.295\ngini = 0.665\nsamples = 3111\nvalue = [159, 52, 335, 176, 1692, 401, 175, 121]"] ;
255 -> 261 ;
262 [label="X[0] <= 1.265\ngini = 0.669\nsamples = 1256\nvalue = [85, 11, 124, 69, 677, 173, 57, 60]"] ;
261 -> 262 ;
263 [label="X[0] <= 1.235\ngini = 0.679\nsamples = 745\nvalue = [45, 6, 84, 47, 393, 99, 28, 43]"] ;
262 -> 263 ;
264 [label="gini = 0.66\nsamples = 182\nvalue = [8, 2, 12, 13, 100, 23, 6, 18]"] ;
263 -> 264 ;
265 [label="X[0] <= 1.245\ngini = 0.683\nsamples = 563\nvalue = [37, 4, 72, 34, 293, 76, 22, 25]"] ;
263 -> 265 ;
266 [label="gini = 0.695\nsamples = 185\nvalue = [11, 2, 27, 13, 93, 26, 4, 9]"] ;
265 -> 266 ;
267 [label="X[0] <= 1.255\ngini = 0.676\nsamples = 378\nvalue = [26, 2, 45, 21, 200, 50, 18, 16]"] ;
265 -> 267 ;
268 [label="gini = 0.664\nsamples = 203\nvalue = [13, 1, 20, 11, 110, 30, 10, 8]"] ;
267 -> 268 ;
269 [label="gini = 0.689\nsamples = 175\nvalue = [13, 1, 25, 10, 90, 20, 8, 8]"] ;
267 -> 269 ;
270 [label="X[0] <= 1.275\ngini = 0.652\nsamples = 511\nvalue = [40, 5, 40, 22, 284, 74, 29, 17]"] ;
262 -> 270 ;
271 [label="gini = 0.601\nsamples = 190\nvalue = [13, 0, 14, 10, 115, 25, 8, 5]"] ;
270 -> 271 ;
272 [label="X[0] <= 1.285\ngini = 0.679\nsamples = 321\nvalue = [27, 5, 26, 12, 169, 49, 21, 12]"] ;
270 -> 272 ;
273 [label="gini = 0.696\nsamples = 149\nvalue = [17, 2, 12, 5, 75, 23, 10, 5]"] ;
272 -> 273 ;
274 [label="gini = 0.661\nsamples = 172\nvalue = [10, 3, 14, 7, 94, 26, 11, 7]"] ;
272 -> 274 ;
275 [label="gini = 0.662\nsamples = 1855\nvalue = [74, 41, 211, 107, 1015, 228, 118, 61]"] ;
261 -> 275 ;
276 [label="X[0] <= 1.315\ngini = 0.694\nsamples = 542\nvalue = [33, 10, 64, 24, 276, 79, 32, 24]"] ;
246 -> 276 ;
277 [label="gini = 0.704\nsamples = 185\nvalue = [10, 3, 22, 4, 91, 30, 15, 10]"] ;
276 -> 277 ;
278 [label="X[0] <= 1.325\ngini = 0.687\nsamples = 357\nvalue = [23, 7, 42, 20, 185, 49, 17, 14]"] ;
276 -> 278 ;
279 [label="gini = 0.702\nsamples = 178\nvalue = [12, 4, 23, 10, 89, 25, 9, 6]"] ;
278 -> 279 ;
280 [label="gini = 0.672\nsamples = 179\nvalue = [11, 3, 19, 10, 96, 24, 8, 8]"] ;
278 -> 280 ;
281 [label="X[0] <= 1.385\ngini = 0.657\nsamples = 3148\nvalue = [166, 55, 385, 134, 1732, 412, 168, 96]"] ;
245 -> 281 ;
282 [label="X[0] <= 1.375\ngini = 0.656\nsamples = 923\nvalue = [62, 11, 107, 31, 507, 129, 45, 31]"] ;
281 -> 282 ;
283 [label="X[0] <= 1.365\ngini = 0.651\nsamples = 740\nvalue = [48, 11, 83, 26, 412, 98, 38, 24]"] ;
282 -> 283 ;
284 [label="X[0] <= 1.355\ngini = 0.663\nsamples = 586\nvalue = [37, 10, 67, 21, 318, 82, 29, 22]"] ;
283 -> 284 ;
285 [label="X[0] <= 1.345\ngini = 0.642\nsamples = 411\nvalue = [25, 8, 50, 10, 232, 53, 19, 14]"] ;
284 -> 285 ;
286 [label="gini = 0.637\nsamples = 199\nvalue = [9, 5, 25, 3, 113, 27, 9, 8]"] ;
285 -> 286 ;
287 [label="gini = 0.646\nsamples = 212\nvalue = [16, 3, 25, 7, 119, 26, 10, 6]"] ;
285 -> 287 ;
288 [label="gini = 0.707\nsamples = 175\nvalue = [12, 2, 17, 11, 86, 29, 10, 8]"] ;
284 -> 288 ;
289 [label="gini = 0.596\nsamples = 154\nvalue = [11, 1, 16, 5, 94, 16, 9, 2]"] ;
283 -> 289 ;
290 [label="gini = 0.675\nsamples = 183\nvalue = [14, 0, 24, 5, 95, 31, 7, 7]"] ;
282 -> 290 ;
291 [label="X[0] <= 1.395\ngini = 0.656\nsamples = 2225\nvalue = [104, 44, 278, 103, 1225, 283, 123, 65]"] ;
281 -> 291 ;
292 [label="gini = 0.692\nsamples = 175\nvalue = [8, 8, 22, 9, 90, 23, 10, 5]"] ;
291 -> 292 ;
293 [label="X[0] <= 1.405\ngini = 0.653\nsamples = 2050\nvalue = [96, 36, 256, 94, 1135, 260, 113, 60]"] ;
291 -> 293 ;
294 [label="gini = 0.652\nsamples = 1883\nvalue = [87, 36, 233, 89, 1046, 238, 102, 52]"] ;
293 -> 294 ;
295 [label="gini = 0.669\nsamples = 167\nvalue = [9, 0, 23, 5, 89, 22, 11, 8]"] ;
293 -> 295 ;
296 [label="X[0] <= 1.425\ngini = 0.663\nsamples = 354\nvalue = [20, 6, 28, 24, 193, 50, 24, 9]"] ;
244 -> 296 ;
297 [label="gini = 0.665\nsamples = 178\nvalue = [10, 5, 12, 14, 97, 24, 13, 3]"] ;
296 -> 297 ;
298 [label="gini = 0.661\nsamples = 176\nvalue = [10, 1, 16, 10, 96, 26, 11, 6]"] ;
296 -> 298 ;
299 [label="X[0] <= 1.725\ngini = 0.661\nsamples = 9908\nvalue = [497, 280, 1194, 539, 5408, 1294, 516, 180]"] ;
243 -> 299 ;
300 [label="X[0] <= 1.705\ngini = 0.661\nsamples = 9419\nvalue = [466, 267, 1147, 511, 5146, 1216, 495, 171]"] ;
299 -> 300 ;
301 [label="X[0] <= 1.685\ngini = 0.662\nsamples = 9111\nvalue = [455, 258, 1115, 496, 4966, 1173, 478, 170]"] ;
300 -> 301 ;
302 [label="X[0] <= 1.625\ngini = 0.659\nsamples = 7317\nvalue = [373, 189, 889, 384, 4009, 960, 373, 140]"] ;
301 -> 302 ;
303 [label="X[0] <= 1.495\ngini = 0.66\nsamples = 6337\nvalue = [310, 161, 795, 334, 3460, 832, 327, 118]"] ;
302 -> 303 ;
304 [label="X[0] <= 1.485\ngini = 0.648\nsamples = 1031\nvalue = [54, 29, 117, 47, 579, 126, 54, 25]"] ;
303 -> 304 ;
305 [label="X[0] <= 1.445\ngini = 0.657\nsamples = 870\nvalue = [49, 27, 104, 38, 480, 107, 45, 20]"] ;
304 -> 305 ;
306 [label="gini = 0.641\nsamples = 164\nvalue = [9, 3, 27, 7, 92, 16, 8, 2]"] ;
305 -> 306 ;
307 [label="X[0] <= 1.455\ngini = 0.66\nsamples = 706\nvalue = [40, 24, 77, 31, 388, 91, 37, 18]"] ;
305 -> 307 ;
308 [label="gini = 0.639\nsamples = 160\nvalue = [10, 3, 15, 7, 91, 23, 6, 5]"] ;
307 -> 308 ;
309 [label="X[0] <= 1.465\ngini = 0.665\nsamples = 546\nvalue = [30, 21, 62, 24, 297, 68, 31, 13]"] ;
307 -> 309 ;
310 [label="gini = 0.7\nsamples = 161\nvalue = [10, 9, 18, 6, 82, 18, 12, 6]"] ;
309 -> 310 ;
311 [label="X[0] <= 1.475\ngini = 0.65\nsamples = 385\nvalue = [20, 12, 44, 18, 215, 50, 19, 7]"] ;
309 -> 311 ;
312 [label="gini = 0.631\nsamples = 187\nvalue = [11, 6, 19, 7, 108, 24, 10, 2]"] ;
311 -> 312 ;
313 [label="gini = 0.666\nsamples = 198\nvalue = [9, 6, 25, 11, 107, 26, 9, 5]"] ;
311 -> 313 ;
314 [label="gini = 0.593\nsamples = 161\nvalue = [5, 2, 13, 9, 99, 19, 9, 5]"] ;
304 -> 314 ;
315 [label="X[0] <= 1.615\ngini = 0.662\nsamples = 5306\nvalue = [256, 132, 678, 287, 2881, 706, 273, 93]"] ;
303 -> 315 ;
316 [label="X[0] <= 1.605\ngini = 0.663\nsamples = 5149\nvalue = [248, 129, 653, 282, 2791, 690, 263, 93]"] ;
315 -> 316 ;
317 [label="X[0] <= 1.595\ngini = 0.662\nsamples = 4974\nvalue = [236, 128, 638, 270, 2701, 661, 250, 90]"] ;
316 -> 317 ;
318 [label="X[0] <= 1.575\ngini = 0.664\nsamples = 3350\nvalue = [166, 81, 424, 182, 1810, 461, 164, 62]"] ;
317 -> 318 ;
319 [label="X[0] <= 1.535\ngini = 0.663\nsamples = 2989\nvalue = [148, 78, 388, 165, 1622, 396, 137, 55]"] ;
318 -> 319 ;
320 [label="X[0] <= 1.505\ngini = 0.66\nsamples = 2291\nvalue = [97, 56, 299, 129, 1246, 317, 109, 38]"] ;
319 -> 320 ;
321 [label="gini = 0.665\nsamples = 1786\nvalue = [73, 51, 234, 103, 963, 247, 81, 34]"] ;
320 -> 321 ;
322 [label="X[0] <= 1.525\ngini = 0.642\nsamples = 505\nvalue = [24, 5, 65, 26, 283, 70, 28, 4]"] ;
320 -> 322 ;
323 [label="X[0] <= 1.515\ngini = 0.644\nsamples = 324\nvalue = [16, 4, 37, 17, 181, 48, 19, 2]"] ;
322 -> 323 ;
324 [label="gini = 0.652\nsamples = 141\nvalue = [8, 1, 18, 8, 78, 17, 10, 1]"] ;
323 -> 324 ;
325 [label="gini = 0.637\nsamples = 183\nvalue = [8, 3, 19, 9, 103, 31, 9, 1]"] ;
323 -> 325 ;
326 [label="gini = 0.637\nsamples = 181\nvalue = [8, 1, 28, 9, 102, 22, 9, 2]"] ;
322 -> 326 ;
327 [label="X[0] <= 1.555\ngini = 0.67\nsamples = 698\nvalue = [51, 22, 89, 36, 376, 79, 28, 17]"] ;
319 -> 327 ;
328 [label="X[0] <= 1.545\ngini = 0.689\nsamples = 331\nvalue = [25, 13, 37, 23, 173, 34, 14, 12]"] ;
327 -> 328 ;
329 [label="gini = 0.654\nsamples = 190\nvalue = [15, 6, 17, 11, 106, 22, 7, 6]"] ;
328 -> 329 ;
330 [label="gini = 0.728\nsamples = 141\nvalue = [10, 7, 20, 12, 67, 12, 7, 6]"] ;
328 -> 330 ;
331 [label="X[0] <= 1.565\ngini = 0.65\nsamples = 367\nvalue = [26, 9, 52, 13, 203, 45, 14, 5]"] ;
327 -> 331 ;
332 [label="gini = 0.665\nsamples = 181\nvalue = [14, 3, 31, 5, 96, 23, 7, 2]"] ;
331 -> 332 ;
333 [label="gini = 0.634\nsamples = 186\nvalue = [12, 6, 21, 8, 107, 22, 7, 3]"] ;
331 -> 333 ;
334 [label="X[0] <= 1.585\ngini = 0.676\nsamples = 361\nvalue = [18, 3, 36, 17, 188, 65, 27, 7]"] ;
318 -> 334 ;
335 [label="gini = 0.673\nsamples = 171\nvalue = [9, 1, 14, 5, 89, 32, 17, 4]"] ;
334 -> 335 ;
336 [label="gini = 0.676\nsamples = 190\nvalue = [9, 2, 22, 12, 99, 33, 10, 3]"] ;
334 -> 336 ;
337 [label="gini = 0.658\nsamples = 1624\nvalue = [70, 47, 214, 88, 891, 200, 86, 28]"] ;
317 -> 337 ;
338 [label="gini = 0.685\nsamples = 175\nvalue = [12, 1, 15, 12, 90, 29, 13, 3]"] ;
316 -> 338 ;
339 [label="gini = 0.628\nsamples = 157\nvalue = [8, 3, 25, 5, 90, 16, 10, 0]"] ;
315 -> 339 ;
340 [label="X[0] <= 1.655\ngini = 0.65\nsamples = 980\nvalue = [63, 28, 94, 50, 549, 128, 46, 22]"] ;
302 -> 340 ;
341 [label="X[0] <= 1.645\ngini = 0.654\nsamples = 472\nvalue = [29, 11, 41, 30, 261, 71, 17, 12]"] ;
340 -> 341 ;
342 [label="X[0] <= 1.635\ngini = 0.658\nsamples = 315\nvalue = [22, 8, 25, 23, 174, 42, 11, 10]"] ;
341 -> 342 ;
343 [label="gini = 0.627\nsamples = 154\nvalue = [8, 6, 12, 10, 90, 19, 5, 4]"] ;
342 -> 343 ;
344 [label="gini = 0.684\nsamples = 161\nvalue = [14, 2, 13, 13, 84, 23, 6, 6]"] ;
342 -> 344 ;
345 [label="gini = 0.642\nsamples = 157\nvalue = [7, 3, 16, 7, 87, 29, 6, 2]"] ;
341 -> 345 ;
346 [label="X[0] <= 1.675\ngini = 0.644\nsamples = 508\nvalue = [34, 17, 53, 20, 288, 57, 29, 10]"] ;
340 -> 346 ;
347 [label="X[0] <= 1.665\ngini = 0.642\nsamples = 345\nvalue = [25, 12, 39, 15, 196, 36, 18, 4]"] ;
346 -> 347 ;
348 [label="gini = 0.668\nsamples = 177\nvalue = [12, 6, 19, 10, 96, 20, 11, 3]"] ;
347 -> 348 ;
349 [label="gini = 0.613\nsamples = 168\nvalue = [13, 6, 20, 5, 100, 16, 7, 1]"] ;
347 -> 349 ;
350 [label="gini = 0.647\nsamples = 163\nvalue = [9, 5, 14, 5, 92, 21, 11, 6]"] ;
346 -> 350 ;
351 [label="X[0] <= 1.695\ngini = 0.674\nsamples = 1794\nvalue = [82, 69, 226, 112, 957, 213, 105, 30]"] ;
301 -> 351 ;
352 [label="gini = 0.691\nsamples = 176\nvalue = [12, 11, 25, 5, 90, 22, 8, 3]"] ;
351 -> 352 ;
353 [label="gini = 0.672\nsamples = 1618\nvalue = [70, 58, 201, 107, 867, 191, 97, 27]"] ;
351 -> 353 ;
354 [label="X[0] <= 1.715\ngini = 0.621\nsamples = 308\nvalue = [11, 9, 32, 15, 180, 43, 17, 1]"] ;
300 -> 354 ;
355 [label="gini = 0.617\nsamples = 161\nvalue = [5, 5, 16, 7, 94, 26, 7, 1]"] ;
354 -> 355 ;
356 [label="gini = 0.623\nsamples = 147\nvalue = [6, 4, 16, 8, 86, 17, 10, 0]"] ;
354 -> 356 ;
357 [label="X[0] <= 1.745\ngini = 0.668\nsamples = 489\nvalue = [31, 13, 47, 28, 262, 78, 21, 9]"] ;
299 -> 357 ;
358 [label="X[0] <= 1.735\ngini = 0.649\nsamples = 326\nvalue = [21, 6, 31, 22, 180, 54, 10, 2]"] ;
357 -> 358 ;
359 [label="gini = 0.65\nsamples = 162\nvalue = [11, 1, 16, 14, 89, 26, 4, 1]"] ;
358 -> 359 ;
360 [label="gini = 0.646\nsamples = 164\nvalue = [10, 5, 15, 8, 91, 28, 6, 1]"] ;
358 -> 360 ;
361 [label="gini = 0.702\nsamples = 163\nvalue = [10, 7, 16, 6, 82, 24, 11, 7]"] ;
357 -> 361 ;
362 [label="X[0] <= 1.825\ngini = 0.659\nsamples = 11614\nvalue = [587, 564, 1183, 775, 6407, 1367, 600, 131]"] ;
242 -> 362 ;
363 [label="X[0] <= 1.805\ngini = 0.633\nsamples = 2564\nvalue = [121, 93, 290, 139, 1481, 278, 126, 36]"] ;
362 -> 363 ;
364 [label="X[0] <= 1.765\ngini = 0.64\nsamples = 2228\nvalue = [103, 85, 248, 132, 1273, 242, 112, 33]"] ;
363 -> 364 ;
365 [label="gini = 0.612\nsamples = 134\nvalue = [0, 5, 10, 6, 79, 21, 11, 2]"] ;
364 -> 365 ;
366 [label="X[0] <= 1.785\ngini = 0.641\nsamples = 2094\nvalue = [103, 80, 238, 126, 1194, 221, 101, 31]"] ;
364 -> 366 ;
367 [label="X[0] <= 1.775\ngini = 0.635\nsamples = 302\nvalue = [13, 15, 31, 16, 173, 39, 14, 1]"] ;
366 -> 367 ;
368 [label="gini = 0.618\nsamples = 135\nvalue = [6, 8, 12, 8, 80, 14, 7, 0]"] ;
367 -> 368 ;
369 [label="gini = 0.647\nsamples = 167\nvalue = [7, 7, 19, 8, 93, 25, 7, 1]"] ;
367 -> 369 ;
370 [label="X[0] <= 1.795\ngini = 0.641\nsamples = 1792\nvalue = [90, 65, 207, 110, 1021, 182, 87, 30]"] ;
366 -> 370 ;
371 [label="gini = 0.625\nsamples = 165\nvalue = [14, 4, 16, 11, 97, 13, 6, 4]"] ;
370 -> 371 ;
372 [label="gini = 0.643\nsamples = 1627\nvalue = [76, 61, 191, 99, 924, 169, 81, 26]"] ;
370 -> 372 ;
373 [label="X[0] <= 1.815\ngini = 0.584\nsamples = 336\nvalue = [18, 8, 42, 7, 208, 36, 14, 3]"] ;
363 -> 373 ;
374 [label="gini = 0.584\nsamples = 164\nvalue = [10, 4, 18, 6, 102, 16, 7, 1]"] ;
373 -> 374 ;
375 [label="gini = 0.583\nsamples = 172\nvalue = [8, 4, 24, 1, 106, 20, 7, 2]"] ;
373 -> 375 ;
376 [label="X[0] <= 2.035\ngini = 0.666\nsamples = 9050\nvalue = [466, 471, 893, 636, 4926, 1089, 474, 95]"] ;
362 -> 376 ;
377 [label="X[0] <= 2.015\ngini = 0.676\nsamples = 6133\nvalue = [326, 311, 656, 411, 3274, 751, 334, 70]"] ;
376 -> 377 ;
378 [label="X[0] <= 1.995\ngini = 0.674\nsamples = 5825\nvalue = [303, 297, 626, 396, 3123, 699, 315, 66]"] ;
377 -> 378 ;
379 [label="X[0] <= 1.905\ngini = 0.668\nsamples = 4159\nvalue = [231, 200, 422, 267, 2254, 513, 227, 45]"] ;
378 -> 379 ;
380 [label="X[0] <= 1.885\ngini = 0.667\nsamples = 2750\nvalue = [138, 141, 288, 181, 1496, 316, 156, 34]"] ;
379 -> 380 ;
381 [label="X[0] <= 1.835\ngini = 0.665\nsamples = 950\nvalue = [54, 48, 90, 52, 516, 132, 47, 11]"] ;
380 -> 381 ;
382 [label="gini = 0.685\nsamples = 168\nvalue = [8, 8, 20, 7, 86, 29, 8, 2]"] ;
381 -> 382 ;
383 [label="X[0] <= 1.865\ngini = 0.66\nsamples = 782\nvalue = [46, 40, 70, 45, 430, 103, 39, 9]"] ;
381 -> 383 ;
384 [label="X[0] <= 1.855\ngini = 0.651\nsamples = 466\nvalue = [28, 26, 41, 25, 261, 58, 20, 7]"] ;
383 -> 384 ;
385 [label="X[0] <= 1.845\ngini = 0.665\nsamples = 316\nvalue = [18, 19, 29, 20, 172, 42, 12, 4]"] ;
384 -> 385 ;
386 [label="gini = 0.676\nsamples = 141\nvalue = [11, 9, 11, 6, 75, 20, 8, 1]"] ;
385 -> 386 ;
387 [label="gini = 0.654\nsamples = 175\nvalue = [7, 10, 18, 14, 97, 22, 4, 3]"] ;
385 -> 387 ;
388 [label="gini = 0.619\nsamples = 150\nvalue = [10, 7, 12, 5, 89, 16, 8, 3]"] ;
384 -> 388 ;
389 [label="X[0] <= 1.875\ngini = 0.672\nsamples = 316\nvalue = [18, 14, 29, 20, 169, 45, 19, 2]"] ;
383 -> 389 ;
390 [label="gini = 0.696\nsamples = 138\nvalue = [8, 7, 12, 10, 70, 21, 9, 1]"] ;
389 -> 390 ;
391 [label="gini = 0.652\nsamples = 178\nvalue = [10, 7, 17, 10, 99, 24, 10, 1]"] ;
389 -> 391 ;
392 [label="X[0] <= 1.895\ngini = 0.667\nsamples = 1800\nvalue = [84, 93, 198, 129, 980, 184, 109, 23]"] ;
380 -> 392 ;
393 [label="gini = 0.616\nsamples = 163\nvalue = [11, 5, 17, 9, 97, 15, 8, 1]"] ;
392 -> 393 ;
394 [label="gini = 0.672\nsamples = 1637\nvalue = [73, 88, 181, 120, 883, 169, 101, 22]"] ;
392 -> 394 ;
395 [label="X[0] <= 1.925\ngini = 0.67\nsamples = 1409\nvalue = [93, 59, 134, 86, 758, 197, 71, 11]"] ;
379 -> 395 ;
396 [label="X[0] <= 1.915\ngini = 0.67\nsamples = 314\nvalue = [30, 10, 24, 19, 168, 47, 13, 3]"] ;
395 -> 396 ;
397 [label="gini = 0.641\nsamples = 160\nvalue = [14, 4, 12, 9, 91, 20, 9, 1]"] ;
396 -> 397 ;
398 [label="gini = 0.696\nsamples = 154\nvalue = [16, 6, 12, 10, 77, 27, 4, 2]"] ;
396 -> 398 ;
399 [label="X[0] <= 1.975\ngini = 0.669\nsamples = 1095\nvalue = [63, 49, 110, 67, 590, 150, 58, 8]"] ;
395 -> 399 ;
400 [label="X[0] <= 1.955\ngini = 0.66\nsamples = 743\nvalue = [41, 30, 76, 46, 408, 93, 43, 6]"] ;
399 -> 400 ;
401 [label="X[0] <= 1.935\ngini = 0.661\nsamples = 449\nvalue = [23, 15, 47, 36, 245, 61, 20, 2]"] ;
400 -> 401 ;
402 [label="gini = 0.683\nsamples = 151\nvalue = [7, 5, 21, 13, 78, 20, 7, 0]"] ;
401 -> 402 ;
403 [label="X[0] <= 1.945\ngini = 0.647\nsamples = 298\nvalue = [16, 10, 26, 23, 167, 41, 13, 2]"] ;
401 -> 403 ;
404 [label="gini = 0.641\nsamples = 148\nvalue = [8, 5, 14, 11, 84, 19, 6, 1]"] ;
403 -> 404 ;
405 [label="gini = 0.653\nsamples = 150\nvalue = [8, 5, 12, 12, 83, 22, 7, 1]"] ;
403 -> 405 ;
406 [label="X[0] <= 1.965\ngini = 0.657\nsamples = 294\nvalue = [18, 15, 29, 10, 163, 32, 23, 4]"] ;
400 -> 406 ;
407 [label="gini = 0.652\nsamples = 146\nvalue = [11, 6, 12, 7, 82, 15, 10, 3]"] ;
406 -> 407 ;
408 [label="gini = 0.66\nsamples = 148\nvalue = [7, 9, 17, 3, 81, 17, 13, 1]"] ;
406 -> 408 ;
409 [label="X[0] <= 1.985\ngini = 0.685\nsamples = 352\nvalue = [22, 19, 34, 21, 182, 57, 15, 2]"] ;
399 -> 409 ;
410 [label="gini = 0.69\nsamples = 188\nvalue = [13, 10, 16, 12, 96, 32, 8, 1]"] ;
409 -> 410 ;
411 [label="gini = 0.679\nsamples = 164\nvalue = [9, 9, 18, 9, 86, 25, 7, 1]"] ;
409 -> 411 ;
412 [label="X[0] <= 2.005\ngini = 0.686\nsamples = 1666\nvalue = [72, 97, 204, 129, 869, 186, 88, 21]"] ;
378 -> 412 ;
413 [label="gini = 0.689\nsamples = 1524\nvalue = [64, 89, 191, 123, 790, 167, 80, 20]"] ;
412 -> 413 ;
414 [label="gini = 0.653\nsamples = 142\nvalue = [8, 8, 13, 6, 79, 19, 8, 1]"] ;
412 -> 414 ;
415 [label="X[0] <= 2.025\ngini = 0.708\nsamples = 308\nvalue = [23, 14, 30, 15, 151, 52, 19, 4]"] ;
377 -> 415 ;
416 [label="gini = 0.685\nsamples = 170\nvalue = [8, 8, 17, 8, 87, 31, 9, 2]"] ;
415 -> 416 ;
417 [label="gini = 0.731\nsamples = 138\nvalue = [15, 6, 13, 7, 64, 21, 10, 2]"] ;
415 -> 417 ;
418 [label="X[0] <= 2.115\ngini = 0.646\nsamples = 2917\nvalue = [140, 160, 237, 225, 1652, 338, 140, 25]"] ;
376 -> 418 ;
419 [label="X[0] <= 2.085\ngini = 0.644\nsamples = 2625\nvalue = [122, 151, 218, 212, 1493, 288, 116, 25]"] ;
418 -> 419 ;
420 [label="X[0] <= 2.055\ngini = 0.623\nsamples = 766\nvalue = [37, 38, 53, 49, 450, 99, 33, 7]"] ;
419 -> 420 ;
421 [label="X[0] <= 2.045\ngini = 0.639\nsamples = 305\nvalue = [16, 17, 22, 15, 174, 43, 15, 3]"] ;
420 -> 421 ;
422 [label="gini = 0.65\nsamples = 157\nvalue = [6, 8, 13, 9, 88, 21, 10, 2]"] ;
421 -> 422 ;
423 [label="gini = 0.625\nsamples = 148\nvalue = [10, 9, 9, 6, 86, 22, 5, 1]"] ;
421 -> 423 ;
424 [label="X[0] <= 2.065\ngini = 0.611\nsamples = 461\nvalue = [21, 21, 31, 34, 276, 56, 18, 4]"] ;
420 -> 424 ;
425 [label="gini = 0.566\nsamples = 167\nvalue = [7, 6, 8, 11, 107, 17, 9, 2]"] ;
424 -> 425 ;
426 [label="X[0] <= 2.075\ngini = 0.634\nsamples = 294\nvalue = [14, 15, 23, 23, 169, 39, 9, 2]"] ;
424 -> 426 ;
427 [label="gini = 0.638\nsamples = 146\nvalue = [8, 5, 10, 13, 83, 21, 5, 1]"] ;
426 -> 427 ;
428 [label="gini = 0.628\nsamples = 148\nvalue = [6, 10, 13, 10, 86, 18, 4, 1]"] ;
426 -> 428 ;
429 [label="X[0] <= 2.095\ngini = 0.651\nsamples = 1859\nvalue = [85, 113, 165, 163, 1043, 189, 83, 18]"] ;
419 -> 429 ;
430 [label="gini = 0.632\nsamples = 156\nvalue = [7, 8, 10, 18, 90, 17, 5, 1]"] ;
429 -> 430 ;
431 [label="X[0] <= 2.105\ngini = 0.653\nsamples = 1703\nvalue = [78, 105, 155, 145, 953, 172, 78, 17]"] ;
429 -> 431 ;
432 [label="gini = 0.653\nsamples = 1566\nvalue = [71, 98, 146, 132, 876, 155, 73, 15]"] ;
431 -> 432 ;
433 [label="gini = 0.649\nsamples = 137\nvalue = [7, 7, 9, 13, 77, 17, 5, 2]"] ;
431 -> 433 ;
434 [label="X[0] <= 2.125\ngini = 0.656\nsamples = 292\nvalue = [18, 9, 19, 13, 159, 50, 24, 0]"] ;
418 -> 434 ;
435 [label="gini = 0.681\nsamples = 143\nvalue = [9, 4, 12, 5, 74, 23, 16, 0]"] ;
434 -> 435 ;
436 [label="gini = 0.629\nsamples = 149\nvalue = [9, 5, 7, 8, 85, 27, 8, 0]"] ;
434 -> 436 ;
437 [label="X[0] <= 4.675\ngini = 0.695\nsamples = 111168\nvalue = [6782, 9441, 11431, 8297, 56914, 12959, 4668, 676]"] ;
183 -> 437 ;
438 [label="X[0] <= 3.185\ngini = 0.683\nsamples = 65588\nvalue = [3581, 5410, 6562, 4638, 34542, 7530, 2848, 477]"] ;
437 -> 438 ;
439 [label="X[0] <= 2.285\ngini = 0.677\nsamples = 27834\nvalue = [1432, 2404, 2256, 2252, 14868, 3107, 1297, 218]"] ;
438 -> 439 ;
440 [label="X[0] <= 2.185\ngini = 0.66\nsamples = 3621\nvalue = [189, 254, 274, 264, 1999, 421, 191, 29]"] ;
439 -> 440 ;
441 [label="X[0] <= 2.145\ngini = 0.685\nsamples = 808\nvalue = [41, 67, 54, 67, 424, 95, 56, 4]"] ;
440 -> 441 ;
442 [label="gini = 0.694\nsamples = 142\nvalue = [8, 13, 13, 17, 73, 9, 8, 1]"] ;
441 -> 442 ;
443 [label="X[0] <= 2.175\ngini = 0.682\nsamples = 666\nvalue = [33, 54, 41, 50, 351, 86, 48, 3]"] ;
441 -> 443 ;
444 [label="X[0] <= 2.165\ngini = 0.667\nsamples = 504\nvalue = [23, 35, 32, 37, 274, 64, 36, 3]"] ;
443 -> 444 ;
445 [label="X[0] <= 2.155\ngini = 0.666\nsamples = 326\nvalue = [14, 20, 24, 22, 177, 43, 25, 1]"] ;
444 -> 445 ;
446 [label="gini = 0.674\nsamples = 174\nvalue = [6, 11, 15, 12, 93, 23, 13, 1]"] ;
445 -> 446 ;
447 [label="gini = 0.657\nsamples = 152\nvalue = [8, 9, 9, 10, 84, 20, 12, 0]"] ;
445 -> 447 ;
448 [label="gini = 0.666\nsamples = 178\nvalue = [9, 15, 8, 15, 97, 21, 11, 2]"] ;
444 -> 448 ;
449 [label="gini = 0.723\nsamples = 162\nvalue = [10, 19, 9, 13, 77, 22, 12, 0]"] ;
443 -> 449 ;
450 [label="X[0] <= 2.275\ngini = 0.652\nsamples = 2813\nvalue = [148, 187, 220, 197, 1575, 326, 135, 25]"] ;
440 -> 450 ;
451 [label="X[0] <= 2.225\ngini = 0.656\nsamples = 2668\nvalue = [142, 180, 206, 190, 1484, 311, 130, 25]"] ;
450 -> 451 ;
452 [label="X[0] <= 2.195\ngini = 0.65\nsamples = 1900\nvalue = [87, 119, 147, 147, 1069, 216, 96, 19]"] ;
451 -> 452 ;
453 [label="gini = 0.581\nsamples = 134\nvalue = [5, 10, 11, 6, 84, 13, 4, 1]"] ;
452 -> 453 ;
454 [label="X[0] <= 2.205\ngini = 0.655\nsamples = 1766\nvalue = [82, 109, 136, 141, 985, 203, 92, 18]"] ;
452 -> 454 ;
455 [label="gini = 0.658\nsamples = 1463\nvalue = [67, 89, 113, 123, 810, 172, 74, 15]"] ;
454 -> 455 ;
456 [label="X[0] <= 2.215\ngini = 0.636\nsamples = 303\nvalue = [15, 20, 23, 18, 175, 31, 18, 3]"] ;
454 -> 456 ;
457 [label="gini = 0.596\nsamples = 143\nvalue = [8, 10, 9, 5, 88, 13, 9, 1]"] ;
456 -> 457 ;
458 [label="gini = 0.668\nsamples = 160\nvalue = [7, 10, 14, 13, 87, 18, 9, 2]"] ;
456 -> 458 ;
459 [label="X[0] <= 2.265\ngini = 0.67\nsamples = 768\nvalue = [55, 61, 59, 43, 415, 95, 34, 6]"] ;
451 -> 459 ;
460 [label="X[0] <= 2.255\ngini = 0.663\nsamples = 621\nvalue = [44, 47, 46, 36, 341, 73, 31, 3]"] ;
459 -> 460 ;
461 [label="X[0] <= 2.245\ngini = 0.664\nsamples = 492\nvalue = [30, 40, 35, 26, 269, 62, 27, 3]"] ;
460 -> 461 ;
462 [label="X[0] <= 2.235\ngini = 0.663\nsamples = 339\nvalue = [21, 29, 29, 18, 186, 38, 16, 2]"] ;
461 -> 462 ;
463 [label="gini = 0.663\nsamples = 183\nvalue = [13, 15, 14, 10, 100, 24, 5, 2]"] ;
462 -> 463 ;
464 [label="gini = 0.661\nsamples = 156\nvalue = [8, 14, 15, 8, 86, 14, 11, 0]"] ;
462 -> 464 ;
465 [label="gini = 0.663\nsamples = 153\nvalue = [9, 11, 6, 8, 83, 24, 11, 1]"] ;
461 -> 465 ;
466 [label="gini = 0.652\nsamples = 129\nvalue = [14, 7, 11, 10, 72, 11, 4, 0]"] ;
460 -> 466 ;
467 [label="gini = 0.699\nsamples = 147\nvalue = [11, 14, 13, 7, 74, 22, 3, 3]"] ;
459 -> 467 ;
468 [label="gini = 0.579\nsamples = 145\nvalue = [6, 7, 14, 7, 91, 15, 5, 0]"] ;
450 -> 468 ;
469 [label="X[0] <= 2.805\ngini = 0.679\nsamples = 24213\nvalue = [1243, 2150, 1982, 1988, 12869, 2686, 1106, 189]"] ;
439 -> 469 ;
470 [label="X[0] <= 2.795\ngini = 0.68\nsamples = 15259\nvalue = [771, 1338, 1198, 1366, 8089, 1715, 679, 103]"] ;
469 -> 470 ;
471 [label="X[0] <= 2.715\ngini = 0.678\nsamples = 13936\nvalue = [711, 1195, 1103, 1222, 7414, 1579, 625, 87]"] ;
470 -> 471 ;
472 [label="X[0] <= 2.675\ngini = 0.681\nsamples = 12840\nvalue = [654, 1102, 1012, 1148, 6797, 1442, 601, 84]"] ;
471 -> 472 ;
473 [label="X[0] <= 2.305\ngini = 0.681\nsamples = 10941\nvalue = [553, 913, 861, 971, 5791, 1259, 519, 74]"] ;
472 -> 473 ;
474 [label="X[0] <= 2.295\ngini = 0.685\nsamples = 1652\nvalue = [76, 147, 149, 161, 868, 160, 78, 13]"] ;
473 -> 474 ;
475 [label="gini = 0.705\nsamples = 152\nvalue = [13, 11, 13, 15, 76, 18, 6, 0]"] ;
474 -> 475 ;
476 [label="gini = 0.682\nsamples = 1500\nvalue = [63, 136, 136, 146, 792, 142, 72, 13]"] ;
474 -> 476 ;
477 [label="X[0] <= 2.395\ngini = 0.68\nsamples = 9289\nvalue = [477, 766, 712, 810, 4923, 1099, 441, 61]"] ;
473 -> 477 ;
478 [label="X[0] <= 2.365\ngini = 0.669\nsamples = 1344\nvalue = [86, 101, 110, 94, 728, 157, 64, 4]"] ;
477 -> 478 ;
479 [label="X[0] <= 2.345\ngini = 0.676\nsamples = 891\nvalue = [59, 71, 65, 69, 476, 104, 44, 3]"] ;
478 -> 479 ;
480 [label="X[0] <= 2.315\ngini = 0.676\nsamples = 593\nvalue = [41, 48, 49, 39, 317, 70, 28, 1]"] ;
479 -> 480 ;
481 [label="gini = 0.674\nsamples = 153\nvalue = [9, 15, 9, 15, 82, 16, 7, 0]"] ;
480 -> 481 ;
482 [label="X[0] <= 2.325\ngini = 0.675\nsamples = 440\nvalue = [32, 33, 40, 24, 235, 54, 21, 1]"] ;
480 -> 482 ;
483 [label="gini = 0.674\nsamples = 147\nvalue = [11, 12, 14, 4, 78, 21, 6, 1]"] ;
482 -> 483 ;
484 [label="X[0] <= 2.335\ngini = 0.675\nsamples = 293\nvalue = [21, 21, 26, 20, 157, 33, 15, 0]"] ;
482 -> 484 ;
485 [label="gini = 0.679\nsamples = 149\nvalue = [12, 9, 13, 13, 79, 17, 6, 0]"] ;
484 -> 485 ;
486 [label="gini = 0.669\nsamples = 144\nvalue = [9, 12, 13, 7, 78, 16, 9, 0]"] ;
484 -> 486 ;
487 [label="X[0] <= 2.355\ngini = 0.677\nsamples = 298\nvalue = [18, 23, 16, 30, 159, 34, 16, 2]"] ;
479 -> 487 ;
488 [label="gini = 0.7\nsamples = 154\nvalue = [10, 11, 7, 19, 78, 17, 11, 1]"] ;
487 -> 488 ;
489 [label="gini = 0.649\nsamples = 144\nvalue = [8, 12, 9, 11, 81, 17, 5, 1]"] ;
487 -> 489 ;
490 [label="X[0] <= 2.375\ngini = 0.654\nsamples = 453\nvalue = [27, 30, 45, 25, 252, 53, 20, 1]"] ;
478 -> 490 ;
491 [label="gini = 0.641\nsamples = 143\nvalue = [12, 6, 12, 5, 81, 19, 8, 0]"] ;
490 -> 491 ;
492 [label="X[0] <= 2.385\ngini = 0.658\nsamples = 310\nvalue = [15, 24, 33, 20, 171, 34, 12, 1]"] ;
490 -> 492 ;
493 [label="gini = 0.655\nsamples = 150\nvalue = [5, 14, 18, 10, 83, 13, 7, 0]"] ;
492 -> 493 ;
494 [label="gini = 0.659\nsamples = 160\nvalue = [10, 10, 15, 10, 88, 21, 5, 1]"] ;
492 -> 494 ;
495 [label="X[0] <= 2.505\ngini = 0.682\nsamples = 7945\nvalue = [391, 665, 602, 716, 4195, 942, 377, 57]"] ;
477 -> 495 ;
496 [label="X[0] <= 2.495\ngini = 0.688\nsamples = 4218\nvalue = [211, 366, 327, 396, 2198, 483, 203, 34]"] ;
495 -> 496 ;
497 [label="X[0] <= 2.455\ngini = 0.681\nsamples = 2771\nvalue = [147, 223, 213, 249, 1469, 312, 136, 22]"] ;
496 -> 497 ;
498 [label="X[0] <= 2.435\ngini = 0.679\nsamples = 2163\nvalue = [109, 175, 167, 208, 1151, 233, 100, 20]"] ;
497 -> 498 ;
499 [label="X[0] <= 2.405\ngini = 0.682\nsamples = 1891\nvalue = [100, 154, 140, 184, 1000, 204, 90, 19]"] ;