forked from H-Yin/visualized_gbdt
-
Notifications
You must be signed in to change notification settings - Fork 0
/
output
2304 lines (2304 loc) · 64.4 KB
/
output
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
// GBDT boosters
digraph {
graph [rankdir=LR]
subgraph booster2 {
"2-0" [label="bh_lcf_score0<1.69429898
num=0, depth=1
gain=4714045.5,cover=42008912
yes=1,no=2,missing=2"]
"2-0" -> "2-1" [label=Yes]
"2-0" -> "2-2" [label=No]
"2-1" [label="bh_lcf_score0<0.928498983
num=1, depth=2
gain=514458.719,cover=36381924
yes=3,no=4,missing=4"]
"2-1" -> "2-3" [label=Yes]
"2-1" -> "2-4" [label=No]
"2-2" [label="bh_lcf_score0<2.99589896
num=2, depth=2
gain=699361.625,cover=5626989
yes=5,no=6,missing=6"]
"2-2" -> "2-5" [label=Yes]
"2-2" -> "2-6" [label=No]
"2-3" [label="mt_img_count_show<1.99999905
num=3, depth=3
gain=228898.656,cover=31039672
yes=7,no=8,missing=8"]
"2-3" -> "2-7" [label=Yes]
"2-3" -> "2-8" [label=No]
"2-4" [label="bh_lcf_score0<1.26889908
num=4, depth=3
gain=39681.3828,cover=5342252
yes=9,no=10,missing=10"]
"2-4" -> "2-9" [label=Yes]
"2-4" -> "2-10" [label=No]
"2-5" [label="bh_lcf_score0<2.28889894
num=5, depth=3
gain=79173.8906,cover=3761788.25
yes=11,no=12,missing=12"]
"2-5" -> "2-11" [label=Yes]
"2-5" -> "2-12" [label=No]
"2-6" [label="bh_lcf_score0<4.30969906
num=6, depth=3
gain=133708.297,cover=1865200.75
yes=13,no=14,missing=14"]
"2-6" -> "2-13" [label=Yes]
"2-6" -> "2-14" [label=No]
"2-7" [label="bh_lcf_score0<0.372198999
num=7, depth=4
gain=25851.1953,cover=8503155
yes=15,no=16,missing=16"]
"2-7" -> "2-15" [label=Yes]
"2-7" -> "2-16" [label=No]
"2-8" [label="bh_dssm_score<0.616998971
num=8, depth=4
gain=94339.7422,cover=22536518
yes=17,no=18,missing=18"]
"2-8" -> "2-17" [label=Yes]
"2-8" -> "2-18" [label=No]
"2-9" [label="clk_real_36h<781.0
num=9, depth=4
gain=11934.1299,cover=2759484.75
yes=19,no=20,missing=20"]
"2-9" -> "2-19" [label=Yes]
"2-9" -> "2-20" [label=No]
"2-10" [label="ctr_real_thirty<0.143711895
num=10, depth=4
gain=14100.0176,cover=2582767
yes=21,no=22,missing=22"]
"2-10" -> "2-21" [label=Yes]
"2-10" -> "2-22" [label=No]
"2-11" [label="ctr_real_thirty<0.14659591
num=11, depth=4
gain=15150.7979,cover=2251305.75
yes=23,no=24,missing=24"]
"2-11" -> "2-23" [label=Yes]
"2-11" -> "2-24" [label=No]
"2-12" [label="bh_scls_mt_classes_cos<0.0178675391
num=12, depth=4
gain=10081.8721,cover=1510482.5
yes=25,no=26,missing=26"]
"2-12" -> "2-25" [label=Yes]
"2-12" -> "2-26" [label=No]
"2-13" [label="bh_lcf_score0<3.47769904
num=13, depth=4
gain=18201.6152,cover=1246582
yes=27,no=28,missing=28"]
"2-13" -> "2-27" [label=Yes]
"2-13" -> "2-28" [label=No]
"2-14" [label="bh_scls_mt_classes_cos<0.021492213
num=14, depth=4
gain=14525.6133,cover=618618.688
yes=29,no=30,missing=30"]
"2-14" -> "2-29" [label=Yes]
"2-14" -> "2-30" [label=No]
"2-15" [label="clk_real_16h<1098.0
num=15, depth=5
gain=14511.2891,cover=7664046
yes=31,no=32,missing=32"]
"2-15" -> "2-31" [label=Yes]
"2-15" -> "2-32" [label=No]
"2-16" [label="bh_lcf_score0<0.648099005
num=16, depth=5
gain=2811.78589,cover=839108.562
yes=33,no=34,missing=34"]
"2-16" -> "2-33" [label=Yes]
"2-16" -> "2-34" [label=No]
"2-17" [label="ctr_real_sixty<0.130684957
num=17, depth=5
gain=95653.8047,cover=19806450
yes=35,no=36,missing=36"]
"2-17" -> "2-35" [label=Yes]
"2-17" -> "2-36" [label=No]
"2-18" [label="ctr_real_16h<0.122198731
num=18, depth=5
gain=23235.7812,cover=2730067.25
yes=37,no=38,missing=38"]
"2-18" -> "2-37" [label=Yes]
"2-18" -> "2-38" [label=No]
"2-19" [label="bh_cls_mt_classes_cos<0.0121138822
num=19, depth=5
gain=7158,cover=1877751.12
yes=39,no=40,missing=40"]
"2-19" -> "2-39" [label=Yes]
"2-19" -> "2-40" [label=No]
"2-20" [label="ctr_real_thirty<0.16215466
num=20, depth=5
gain=2359.0708,cover=881733.75
yes=41,no=42,missing=42"]
"2-20" -> "2-41" [label=Yes]
"2-20" -> "2-42" [label=No]
"2-21" [label="imp_thirty<2619.0
num=21, depth=5
gain=10735.0566,cover=1608551.88
yes=43,no=44,missing=44"]
"2-21" -> "2-43" [label=Yes]
"2-21" -> "2-44" [label=No]
"2-22" [label="bh_cls_mt_classes_cos<0.0657564327
num=22, depth=5
gain=3871.0813,cover=974215.188
yes=45,no=46,missing=46"]
"2-22" -> "2-45" [label=Yes]
"2-22" -> "2-46" [label=No]
"2-23" [label="bh_scls_mt_classes_cos<0.0124478703
num=23, depth=5
gain=11092.832,cover=1391384.25
yes=47,no=48,missing=48"]
"2-23" -> "2-47" [label=Yes]
"2-23" -> "2-48" [label=No]
"2-24" [label="bh_lcf_score0<1.971699
num=24, depth=5
gain=4704.79053,cover=859921.438
yes=49,no=50,missing=50"]
"2-24" -> "2-49" [label=Yes]
"2-24" -> "2-50" [label=No]
"2-25" [label="ctr_real_sixty<0.126868635
num=25, depth=5
gain=6026.47949,cover=534324.875
yes=51,no=52,missing=52"]
"2-25" -> "2-51" [label=Yes]
"2-25" -> "2-52" [label=No]
"2-26" [label="cp_ulevel_3<2.00000095
num=26, depth=5
gain=11822.8174,cover=976157.625
yes=53,no=54,missing=54"]
"2-26" -> "2-53" [label=Yes]
"2-26" -> "2-54" [label=No]
"2-27" [label="bh_scls_mt_classes_cos<0.0253843125
num=27, depth=5
gain=4739.42969,cover=617759.375
yes=55,no=56,missing=56"]
"2-27" -> "2-55" [label=Yes]
"2-27" -> "2-56" [label=No]
"2-28" [label="bh_scls_mt_classes_cos<0.021492213
num=28, depth=5
gain=6182.0376,cover=628822.688
yes=57,no=58,missing=58"]
"2-28" -> "2-57" [label=Yes]
"2-28" -> "2-58" [label=No]
"2-29" [label="ctr_real_36h<0.0885230303
num=29, depth=5
gain=7619.9375,cover=210724.984
yes=59,no=60,missing=60"]
"2-29" -> "2-59" [label=Yes]
"2-29" -> "2-60" [label=No]
"2-30" [label="cp_ulevel_3<2.00000095
num=30, depth=5
gain=6432.52783,cover=407893.719
yes=61,no=62,missing=62"]
"2-30" -> "2-61" [label=Yes]
"2-30" -> "2-62" [label=No]
"2-31" [label="bh_dssm_score<0.579199016
num=31, depth=6
gain=17368.0566,cover=7191233
yes=63,no=64,missing=64"]
"2-31" -> "2-63" [label=Yes]
"2-31" -> "2-64" [label=No]
"2-32" [label="mt_app_type_2880<2.00000095
num=32, depth=6
gain=4701.82666,cover=472813.094
yes=65,no=66,missing=66"]
"2-32" -> "2-65" [label=Yes]
"2-32" -> "2-66" [label=No]
"2-33" [label="clk_real_36h<877.0
num=33, depth=6
gain=1275.98438,cover=490140.625
yes=67,no=68,missing=68"]
"2-33" -> "2-67" [label=Yes]
"2-33" -> "2-68" [label=No]
"2-34" [label="clk_real_36h<877.0
num=34, depth=6
gain=1060.62427,cover=348967.906
yes=69,no=70,missing=70"]
"2-34" -> "2-69" [label=Yes]
"2-34" -> "2-70" [label=No]
"2-35" [label="bh_dssm_score<0.51719898
num=35, depth=6
gain=20584.6445,cover=14844110
yes=71,no=72,missing=72"]
"2-35" -> "2-71" [label=Yes]
"2-35" -> "2-72" [label=No]
"2-36" [label="lcf_tag_0<2.00000095
num=36, depth=6
gain=24373.9922,cover=4962339.5
yes=73,no=74,missing=74"]
"2-36" -> "2-73" [label=Yes]
"2-36" -> "2-74" [label=No]
"2-37" [label="imp_16h<77.0
num=37, depth=6
gain=17835.9141,cover=2334165.5
yes=75,no=76,missing=76"]
"2-37" -> "2-75" [label=Yes]
"2-37" -> "2-76" [label=No]
"2-38" [label="cp_ulevel_3<2.00000095
num=38, depth=6
gain=7033.36523,cover=395901.719
yes=77,no=78,missing=78"]
"2-38" -> "2-77" [label=Yes]
"2-38" -> "2-78" [label=No]
"2-39" [label="clk_biased_48h<179.210007
num=39, depth=6
gain=1165.34644,cover=474783.719
yes=79,no=80,missing=80"]
"2-39" -> "2-79" [label=Yes]
"2-39" -> "2-80" [label=No]
"2-40" [label="imp_thirty<955.0
num=40, depth=6
gain=2709.05737,cover=1402967.38
yes=81,no=82,missing=82"]
"2-40" -> "2-81" [label=Yes]
"2-40" -> "2-82" [label=No]
"2-41" [label="imp_thirty<3769.0
num=41, depth=6
gain=1756.70605,cover=414644.719
yes=83,no=84,missing=84"]
"2-41" -> "2-83" [label=Yes]
"2-41" -> "2-84" [label=No]
"2-42" [label="bh_cls_mt_classes_cos<0.0952027142
num=42, depth=6
gain=1438.5304,cover=467089
yes=85,no=86,missing=86"]
"2-42" -> "2-85" [label=Yes]
"2-42" -> "2-86" [label=No]
"2-43" [label="bh_cls_mt_classes_cos<0.010435313
num=43, depth=6
gain=5655.12207,cover=1423379.38
yes=87,no=88,missing=88"]
"2-43" -> "2-87" [label=Yes]
"2-43" -> "2-88" [label=No]
"2-44" [label="ctr_real_thirty<0.100391939
num=44, depth=6
gain=1517.34973,cover=185172.453
yes=89,no=90,missing=90"]
"2-44" -> "2-89" [label=Yes]
"2-44" -> "2-90" [label=No]
"2-45" [label="imp_48h<3380.0
num=45, depth=6
gain=1318.63,cover=384202.531
yes=91,no=92,missing=92"]
"2-45" -> "2-91" [label=Yes]
"2-45" -> "2-92" [label=No]
"2-46" [label="clk_real_8h<2337.0
num=46, depth=6
gain=1832.00867,cover=590012.688
yes=93,no=94,missing=94"]
"2-46" -> "2-93" [label=Yes]
"2-46" -> "2-94" [label=No]
"2-47" [label="imp_thirty<2098.0
num=47, depth=6
gain=4909.44531,cover=464728.594
yes=95,no=96,missing=96"]
"2-47" -> "2-95" [label=Yes]
"2-47" -> "2-96" [label=No]
"2-48" [label="bh_lcf_score0<1.971699
num=48, depth=6
gain=4595.44824,cover=926655.75
yes=97,no=98,missing=98"]
"2-48" -> "2-97" [label=Yes]
"2-48" -> "2-98" [label=No]
"2-49" [label="bh_scls_mt_classes_cos<0.0321529098
num=49, depth=6
gain=2079.81006,cover=454152.625
yes=99,no=100,missing=100"]
"2-49" -> "2-99" [label=Yes]
"2-49" -> "2-100" [label=No]
"2-50" [label="bh_scls_mt_classes_cos<0.0418333337
num=50, depth=6
gain=1642.37402,cover=405768.781
yes=101,no=102,missing=102"]
"2-50" -> "2-101" [label=Yes]
"2-50" -> "2-102" [label=No]
"2-51" [label="bh_cls_mt_classes_cos<0.00379839214
num=51, depth=6
gain=1562.91541,cover=218539.656
yes=103,no=104,missing=104"]
"2-51" -> "2-103" [label=Yes]
"2-51" -> "2-104" [label=No]
"2-52" [label="bh_lcf_score0<2.611799
num=52, depth=6
gain=1824.06689,cover=315785.219
yes=105,no=106,missing=106"]
"2-52" -> "2-105" [label=Yes]
"2-52" -> "2-106" [label=No]
"2-53" [label="bh_lcf_score0<2.611799
num=53, depth=6
gain=3203.25,cover=614816.812
yes=107,no=108,missing=108"]
"2-53" -> "2-107" [label=Yes]
"2-53" -> "2-108" [label=No]
"2-54" [label="bh_lcf_score0<2.611799
num=54, depth=6
gain=2376.33618,cover=361340.844
yes=109,no=110,missing=110"]
"2-54" -> "2-109" [label=Yes]
"2-54" -> "2-110" [label=No]
"2-55" [label="ctr_real_thirty<0.125483453
num=55, depth=6
gain=2832.51587,cover=233402.219
yes=111,no=112,missing=112"]
"2-55" -> "2-111" [label=Yes]
"2-55" -> "2-112" [label=No]
"2-56" [label="cp_ulevel_3<2.00000095
num=56, depth=6
gain=5240.35645,cover=384357.156
yes=113,no=114,missing=114"]
"2-56" -> "2-113" [label=Yes]
"2-56" -> "2-114" [label=No]
"2-57" [label="ctr_real_48h<0.0791156441
num=57, depth=6
gain=3239.41748,cover=226874.938
yes=115,no=116,missing=116"]
"2-57" -> "2-115" [label=Yes]
"2-57" -> "2-116" [label=No]
"2-58" [label="cp_ulevel_3<2.00000095
num=58, depth=6
gain=5350.92432,cover=401947.75
yes=117,no=118,missing=118"]
"2-58" -> "2-117" [label=Yes]
"2-58" -> "2-118" [label=No]
"2-59" [label="bh_cls_mt_classes_cos<0.00812780205
num=59, depth=6
gain=2429.66309,cover=16733
yes=119,no=120,missing=120"]
"2-59" -> "2-119" [label=Yes]
"2-59" -> "2-120" [label=No]
"2-60" [label="ctr_real_sixty<0.132796943
num=60, depth=6
gain=1890.18677,cover=193991.984
yes=121,no=122,missing=122"]
"2-60" -> "2-121" [label=Yes]
"2-60" -> "2-122" [label=No]
"2-61" [label="bh_conn_type_2<2.00000095
num=61, depth=6
gain=491.076324,cover=152126.953
yes=123,no=124,missing=124"]
"2-61" -> "2-123" [label=Yes]
"2-61" -> "2-124" [label=No]
"2-62" [label="bh_scls_mt_classes_cos<0.79264766
num=62, depth=6
gain=4420.95703,cover=255766.766
yes=125,no=126,missing=126"]
"2-62" -> "2-125" [label=Yes]
"2-62" -> "2-126" [label=No]
"2-63" [label="clk_real_sixty<9.99999905
num=63, depth=7
gain=4459.81006,cover=5766530.5
yes=127,no=128,missing=128"]
"2-63" -> "2-127" [label=Yes]
"2-63" -> "2-128" [label=No]
"2-64" [label="mt_time_length<31.9999981
num=64, depth=7
gain=4015.78564,cover=1424702.38
yes=129,no=130,missing=129"]
"2-64" -> "2-129" [label=Yes]
"2-64" -> "2-130" [label=No]
"2-65" [label="ctr_real_sixty<0.121163487
num=65, depth=7
gain=1457.58606,cover=64668.5
yes=131,no=132,missing=132"]
"2-65" -> "2-131" [label=Yes]
"2-65" -> "2-132" [label=No]
"2-66" [label="cp_ulevel_3<2.00000095
num=66, depth=7
gain=1227.979,cover=408144.594
yes=133,no=134,missing=134"]
"2-66" -> "2-133" [label=Yes]
"2-66" -> "2-134" [label=No]
"2-67" [label="imp_thirty<342.0
num=67, depth=7
gain=815.18219,cover=389617.812
yes=135,no=136,missing=136"]
"2-67" -> "2-135" [label=Yes]
"2-67" -> "2-136" [label=No]
"2-68" [label="bh_cls_mt_classes_cos<0.148935169
num=68, depth=7
gain=157.23024,cover=100522.812
yes=137,no=138,missing=138"]
"2-68" -> "2-137" [label=Yes]
"2-68" -> "2-138" [label=No]
"2-69" [label="imp_thirty<396.0
num=69, depth=7
gain=1249.25354,cover=280306.344
yes=139,no=140,missing=140"]
"2-69" -> "2-139" [label=Yes]
"2-69" -> "2-140" [label=No]
"2-70" [label="mt_fields_26<2.00000095
num=70, depth=7
gain=167.092377,cover=68661.5703
yes=141,no=142,missing=142"]
"2-70" -> "2-141" [label=Yes]
"2-70" -> "2-142" [label=No]
"2-71" [label="ctr_biased_48h<0.151612788
num=71, depth=7
gain=13759.6553,cover=11331509
yes=143,no=144,missing=144"]
"2-71" -> "2-143" [label=Yes]
"2-71" -> "2-144" [label=No]
"2-72" [label="cp_ulevel_3<2.00000095
num=72, depth=7
gain=11909.1113,cover=3512601.25
yes=145,no=146,missing=146"]
"2-72" -> "2-145" [label=Yes]
"2-72" -> "2-146" [label=No]
"2-73" [label="cp_ulevel_3<2.00000095
num=73, depth=7
gain=28301.0684,cover=2888951
yes=147,no=148,missing=148"]
"2-73" -> "2-147" [label=Yes]
"2-73" -> "2-148" [label=No]
"2-74" [label="bh_lcf_score0<0.590698957
num=74, depth=7
gain=18659.2676,cover=2073388.5
yes=149,no=150,missing=150"]
"2-74" -> "2-149" [label=Yes]
"2-74" -> "2-150" [label=No]
"2-75" [label="bh_rtlabel_mt_labels_cos<0.00999899954
num=75, depth=7
gain=12438.8613,cover=1344142.25
yes=151,no=152,missing=152"]
"2-75" -> "2-151" [label=Yes]
"2-75" -> "2-152" [label=No]
"2-76" [label="ctr_real_16h<0.0744694471
num=76, depth=7
gain=11680.2646,cover=990023.125
yes=153,no=154,missing=154"]
"2-76" -> "2-153" [label=Yes]
"2-76" -> "2-154" [label=No]
"2-77" [label="bh_os_iphone<2.00000095
num=77, depth=7
gain=1106.85522,cover=182908.828
yes=155,no=156,missing=156"]
"2-77" -> "2-155" [label=Yes]
"2-77" -> "2-156" [label=No]
"2-78" [label="ctr_real_16h<0.170161575
num=78, depth=7
gain=1726.74084,cover=212992.906
yes=157,no=158,missing=158"]
"2-78" -> "2-157" [label=Yes]
"2-78" -> "2-158" [label=No]
"2-79" [label="imp_thirty<16.9999981
num=79, depth=7
gain=732.699951,cover=268018.344
yes=159,no=160,missing=160"]
"2-79" -> "2-159" [label=Yes]
"2-79" -> "2-160" [label=No]
"2-80" [label="imp_thirty<804.0
num=80, depth=7
gain=772.606934,cover=206765.359
yes=161,no=162,missing=162"]
"2-80" -> "2-161" [label=Yes]
"2-80" -> "2-162" [label=No]
"2-81" [label="bh_lcf_score0<1.08959901
num=81, depth=7
gain=1821.8186,cover=1169009.5
yes=163,no=164,missing=164"]
"2-81" -> "2-163" [label=Yes]
"2-81" -> "2-164" [label=No]
"2-82" [label="ctr_real_thirty<0.0974578038
num=82, depth=7
gain=1450.47656,cover=233957.859
yes=165,no=166,missing=166"]
"2-82" -> "2-165" [label=Yes]
"2-82" -> "2-166" [label=No]
"2-83" [label="bh_lcf_score0<1.11189902
num=83, depth=7
gain=576.892761,cover=363510.438
yes=167,no=168,missing=168"]
"2-83" -> "2-167" [label=Yes]
"2-83" -> "2-168" [label=No]
"2-84" [label="ctr_real_36h<0.133540228
num=84, depth=7
gain=310.313416,cover=51134.2773
yes=169,no=170,missing=170"]
"2-84" -> "2-169" [label=Yes]
"2-84" -> "2-170" [label=No]
"2-85" [label="bh_lcf_score0<1.08959901
num=85, depth=7
gain=445.079224,cover=208917.922
yes=171,no=172,missing=172"]
"2-85" -> "2-171" [label=Yes]
"2-85" -> "2-172" [label=No]
"2-86" [label="bh_lcf_score0<1.08959901
num=86, depth=7
gain=563.628052,cover=258171.078
yes=173,no=174,missing=174"]
"2-86" -> "2-173" [label=Yes]
"2-86" -> "2-174" [label=No]
"2-87" [label="clk_biased_48h<179.210007
num=87, depth=7
gain=1789.11194,cover=277382.031
yes=175,no=176,missing=176"]
"2-87" -> "2-175" [label=Yes]
"2-87" -> "2-176" [label=No]
"2-88" [label="bh_lcf_score0<1.44959903
num=88, depth=7
gain=2865.23145,cover=1145997.38
yes=177,no=178,missing=178"]
"2-88" -> "2-177" [label=Yes]
"2-88" -> "2-178" [label=No]
"2-89" [label="bh_scls_mt_classes_cos<0.0253843125
num=89, depth=7
gain=390.318787,cover=56669.5859
yes=179,no=180,missing=180"]
"2-89" -> "2-179" [label=Yes]
"2-89" -> "2-180" [label=No]
"2-90" [label="bh_scls_mt_classes_cos<0.00676278817
num=90, depth=7
gain=765.162903,cover=128502.867
yes=181,no=182,missing=182"]
"2-90" -> "2-181" [label=Yes]
"2-90" -> "2-182" [label=No]
"2-91" [label="bh_scls_mt_classes_cos<0.00142961519
num=91, depth=7
gain=755.683167,cover=150194.969
yes=183,no=184,missing=184"]
"2-91" -> "2-183" [label=Yes]
"2-91" -> "2-184" [label=No]
"2-92" [label="imp_thirty<5096.0
num=92, depth=7
gain=881.095276,cover=234007.547
yes=185,no=186,missing=186"]
"2-92" -> "2-185" [label=Yes]
"2-92" -> "2-186" [label=No]
"2-93" [label="bh_lcf_score0<1.49199903
num=93, depth=7
gain=913.898499,cover=432659.031
yes=187,no=188,missing=188"]
"2-93" -> "2-187" [label=Yes]
"2-93" -> "2-188" [label=No]
"2-94" [label="imp_thirty<8836.0
num=94, depth=7
gain=438.582397,cover=157353.656
yes=189,no=190,missing=190"]
"2-94" -> "2-189" [label=Yes]
"2-94" -> "2-190" [label=No]
"2-95" [label="clk_real_48h<153.0
num=95, depth=7
gain=2900.38892,cover=389611.031
yes=191,no=192,missing=192"]
"2-95" -> "2-191" [label=Yes]
"2-95" -> "2-192" [label=No]
"2-96" [label="ctr_real_thirty<0.118357234
num=96, depth=7
gain=768.805176,cover=75117.5469
yes=193,no=194,missing=194"]
"2-96" -> "2-193" [label=Yes]
"2-96" -> "2-194" [label=No]
"2-97" [label="cp_ulevel_3<2.00000095
num=97, depth=7
gain=1234.66284,cover=492217.438
yes=195,no=196,missing=196"]
"2-97" -> "2-195" [label=Yes]
"2-97" -> "2-196" [label=No]
"2-98" [label="cp_ulevel_3<2.00000095
num=98, depth=7
gain=1857.66785,cover=434438.281
yes=197,no=198,missing=198"]
"2-98" -> "2-197" [label=Yes]
"2-98" -> "2-198" [label=No]
"2-99" [label="imp_48h<3001.0
num=99, depth=7
gain=1179.60339,cover=193827.828
yes=199,no=200,missing=200"]
"2-99" -> "2-199" [label=Yes]
"2-99" -> "2-200" [label=No]
"2-100" [label="cp_ulevel_3<2.00000095
num=100, depth=7
gain=1818.40869,cover=260324.781
yes=201,no=202,missing=202"]
"2-100" -> "2-201" [label=Yes]
"2-100" -> "2-202" [label=No]
"2-101" [label="imp_48h<6269.0
num=101, depth=7
gain=850.810242,cover=178382.406
yes=203,no=204,missing=204"]
"2-101" -> "2-203" [label=Yes]
"2-101" -> "2-204" [label=No]
"2-102" [label="cp_ulevel_3<2.00000095
num=102, depth=7
gain=2380.28394,cover=227386.391
yes=205,no=206,missing=206"]
"2-102" -> "2-205" [label=Yes]
"2-102" -> "2-206" [label=No]
"2-103" [label="ctr_real_48h<0.0893058702
num=103, depth=7
gain=1243.12158,cover=73961.0781
yes=207,no=208,missing=208"]
"2-103" -> "2-207" [label=Yes]
"2-103" -> "2-208" [label=No]
"2-104" [label="bh_lcf_score0<2.65729904
num=104, depth=7
gain=821.426514,cover=144578.578
yes=209,no=210,missing=210"]
"2-104" -> "2-209" [label=Yes]
"2-104" -> "2-210" [label=No]
"2-105" [label="imp_36h<5925.0
num=105, depth=7
gain=771.985535,cover=166274.734
yes=211,no=212,missing=212"]
"2-105" -> "2-211" [label=Yes]
"2-105" -> "2-212" [label=No]
"2-106" [label="imp_48h<4291.0
num=106, depth=7
gain=555.679749,cover=149510.484
yes=213,no=214,missing=214"]
"2-106" -> "2-213" [label=Yes]
"2-106" -> "2-214" [label=No]
"2-107" [label="ctr_real_thirty<0.131769374
num=107, depth=7
gain=735.988525,cover=333413.719
yes=215,no=216,missing=216"]
"2-107" -> "2-215" [label=Yes]
"2-107" -> "2-216" [label=No]
"2-108" [label="ctr_real_thirty<0.143711895
num=108, depth=7
gain=464.417725,cover=281403.062
yes=217,no=218,missing=218"]
"2-108" -> "2-217" [label=Yes]
"2-108" -> "2-218" [label=No]
"2-109" [label="ctr_real_sixty<0.142352358
num=109, depth=7
gain=835.675781,cover=184035.438
yes=219,no=220,missing=220"]
"2-109" -> "2-219" [label=Yes]
"2-109" -> "2-220" [label=No]
"2-110" [label="ctr_real_sixty<0.142352358
num=110, depth=7
gain=531.298035,cover=177305.406
yes=221,no=222,missing=222"]
"2-110" -> "2-221" [label=Yes]
"2-110" -> "2-222" [label=No]
"2-111" [label="ctr_real_48h<0.0791156441
num=111, depth=7
gain=1284.47729,cover=101643.789
yes=223,no=224,missing=224"]
"2-111" -> "2-223" [label=Yes]
"2-111" -> "2-224" [label=No]
"2-112" [label="clk_real_16h<599.0
num=112, depth=7
gain=259.192688,cover=131758.422
yes=225,no=226,missing=226"]
"2-112" -> "2-225" [label=Yes]
"2-112" -> "2-226" [label=No]
"2-113" [label="ctr_biased_48h<0.195492402
num=113, depth=7
gain=351.332703,cover=219077.812
yes=227,no=228,missing=228"]
"2-113" -> "2-227" [label=Yes]
"2-113" -> "2-228" [label=No]
"2-114" [label="bh_scls_mt_classes_cos<0.79264766
num=114, depth=7
gain=677.315247,cover=165279.344
yes=229,no=230,missing=230"]
"2-114" -> "2-229" [label=Yes]
"2-114" -> "2-230" [label=No]
"2-115" [label="bh_cls_mt_classes_cos<0.00812780205
num=115, depth=7
gain=1105.99658,cover=15240.0381
yes=231,no=232,missing=232"]
"2-115" -> "2-231" [label=Yes]
"2-115" -> "2-232" [label=No]
"2-116" [label="ctr_real_thirty<0.137298241
num=116, depth=7
gain=1377.0354,cover=211634.891
yes=233,no=234,missing=234"]
"2-116" -> "2-233" [label=Yes]
"2-116" -> "2-234" [label=No]
"2-117" [label="bh_lcf_score0<4.19679928
num=117, depth=7
gain=511.101349,cover=205556.812
yes=235,no=236,missing=236"]
"2-117" -> "2-235" [label=Yes]
"2-117" -> "2-236" [label=No]
"2-118" [label="bh_scls_mt_classes_cos<0.79264766
num=118, depth=7
gain=1302.01941,cover=196390.922
yes=237,no=238,missing=238"]
"2-118" -> "2-237" [label=Yes]
"2-118" -> "2-238" [label=No]
"2-119" [label="bh_rtclasses_mt_classes_cos<0.0970644653
num=119, depth=7
gain=847.810181,cover=8205.52441
yes=239,no=240,missing=240"]
"2-119" -> "2-239" [label=Yes]
"2-119" -> "2-240" [label=No]
"2-120" [label="bh_cls_mt_classes_cos<0.157136559
num=120, depth=7
gain=529.194885,cover=8527.47656
yes=241,no=242,missing=242"]
"2-120" -> "2-241" [label=Yes]
"2-120" -> "2-242" [label=No]
"2-121" [label="bh_cls_mt_classes_cos<0.00379839214
num=121, depth=7
gain=1019.57227,cover=54126.707
yes=243,no=244,missing=244"]
"2-121" -> "2-243" [label=Yes]
"2-121" -> "2-244" [label=No]
"2-122" [label="bh_cls_mt_classes_cos<0.762947559
num=122, depth=7
gain=759.2005,cover=139865.266
yes=245,no=246,missing=246"]
"2-122" -> "2-245" [label=Yes]
"2-122" -> "2-246" [label=No]
"2-123" [label="mt_fields_26<2.00000095
num=123, depth=7
gain=157.453201,cover=102792
yes=247,no=248,missing=248"]
"2-123" -> "2-247" [label=Yes]
"2-123" -> "2-248" [label=No]
"2-124" [label="bh_cls_mt_classes_cos<0.0243220478
num=124, depth=7
gain=100.474197,cover=49334.9453
yes=249,no=250,missing=250"]
"2-124" -> "2-249" [label=Yes]
"2-124" -> "2-250" [label=No]
"2-125" [label="bh_conn_type_2<2.00000095
num=125, depth=7
gain=1259.19421,cover=246584.547
yes=251,no=252,missing=252"]
"2-125" -> "2-251" [label=Yes]
"2-125" -> "2-252" [label=No]
"2-126" [label="bh_os_android<2.00000095
num=126, depth=7
gain=432.09848,cover=9182.22559
yes=253,no=254,missing=254"]
"2-126" -> "2-253" [label=Yes]
"2-126" -> "2-254" [label=No]
"2-127" [label="bh_dssm_score<0.453398973
num=127, depth=8
gain=3516.95288,cover=4329080.5
yes=255,no=256,missing=256"]
"2-127" -> "2-255" [label=Yes]
"2-127" -> "2-256" [label=No]
"2-128" [label="mt_vty_0<2.00000095
num=128, depth=8
gain=3239.40479,cover=1437450.25
yes=257,no=258,missing=258"]
"2-128" -> "2-257" [label=Yes]
"2-128" -> "2-258" [label=No]
"2-129" [label="bh_dssm_score<0.678498983
num=129, depth=8
gain=1288.27856,cover=358107.781
yes=259,no=260,missing=260"]
"2-129" -> "2-259" [label=Yes]
"2-129" -> "2-260" [label=No]
"2-130" [label="bh_dssm_score<0.681298971
num=130, depth=8
gain=1882.89233,cover=1066594.62
yes=261,no=262,missing=262"]
"2-130" -> "2-261" [label=Yes]
"2-130" -> "2-262" [label=No]
"2-131" [label="bh_scls_mt_classes_cos<0.00142961519
num=131, depth=8
gain=596.751892,cover=47653.7812
yes=263,no=264,missing=264"]
"2-131" -> "2-263" [label=Yes]
"2-131" -> "2-264" [label=No]
"2-132" [label="bh_scls_mt_classes_cos<0.00142961519
num=132, depth=8
gain=714.188232,cover=17014.7188
yes=265,no=266,missing=266"]
"2-132" -> "2-265" [label=Yes]
"2-132" -> "2-266" [label=No]
"2-133" [label="bh_cls_mt_classes_cos<0.165578127
num=133, depth=8
gain=461.535797,cover=257646.328
yes=267,no=268,missing=268"]
"2-133" -> "2-267" [label=Yes]
"2-133" -> "2-268" [label=No]
"2-134" [label="bh_scls_mt_classes_cos<0.116977066
num=134, depth=8
gain=652.940979,cover=150498.266
yes=269,no=270,missing=270"]
"2-134" -> "2-269" [label=Yes]
"2-134" -> "2-270" [label=No]
"2-135" [label="bh_cls_mt_classes_cos<0.010435313
num=135, depth=8
gain=629.450012,cover=316249.875
yes=271,no=272,missing=272"]
"2-135" -> "2-271" [label=Yes]
"2-135" -> "2-272" [label=No]
"2-136" [label="ctr_real_4h<0.174724758
num=136, depth=8
gain=119.917252,cover=73367.9531
yes=273,no=274,missing=274"]
"2-136" -> "2-273" [label=Yes]
"2-136" -> "2-274" [label=No]
"2-137" [label="ctr_real_8h<0.254456639
num=137, depth=8
gain=64.188858,cover=67161.2422
yes=275,no=276,missing=276"]
"2-137" -> "2-275" [label=Yes]
"2-137" -> "2-276" [label=No]
"2-138" [label="bh_conn_type_2<2.00000095
num=138, depth=8
gain=69.6196976,cover=33361.5664
yes=277,no=278,missing=278"]
"2-138" -> "2-277" [label=Yes]
"2-138" -> "2-278" [label=No]
"2-139" [label="bh_cls_mt_classes_cos<0.0175533593
num=139, depth=8
gain=600.713074,cover=229772.641
yes=279,no=280,missing=280"]
"2-139" -> "2-279" [label=Yes]
"2-139" -> "2-280" [label=No]
"2-140" [label="ctr_real_4h<0.12050651
num=140, depth=8
gain=185.851791,cover=50533.7109
yes=281,no=282,missing=282"]
"2-140" -> "2-281" [label=Yes]
"2-140" -> "2-282" [label=No]
"2-141" [label="imp_thirty<2098.0
num=141, depth=8
gain=120.54351,cover=35184.4531
yes=283,no=284,missing=284"]
"2-141" -> "2-283" [label=Yes]
"2-141" -> "2-284" [label=No]
"2-142" [label="bh_cls_mt_classes_cos<0.249999002
num=142, depth=8
gain=79.068428,cover=33477.1133
yes=285,no=286,missing=286"]
"2-142" -> "2-285" [label=Yes]
"2-142" -> "2-286" [label=No]
"2-143" [label="bh_rtlabel_mt_labels_cos<0.00999899954
num=143, depth=8
gain=12195.9932,cover=8445948
yes=287,no=288,missing=288"]
"2-143" -> "2-287" [label=Yes]
"2-143" -> "2-288" [label=No]
"2-144" [label="bh_cls_mt_classes_cos<0.207464397
num=144, depth=8
gain=4253.46484,cover=2885561.5
yes=289,no=290,missing=290"]
"2-144" -> "2-289" [label=Yes]
"2-144" -> "2-290" [label=No]
"2-145" [label="bh_rtlabel_mt_labels_cos<0.00999899954
num=145, depth=8
gain=8040.98828,cover=2493688.5
yes=291,no=292,missing=292"]
"2-145" -> "2-291" [label=Yes]
"2-145" -> "2-292" [label=No]
"2-146" [label="ctr_real_16h<0.106740281
num=146, depth=8
gain=5443.80078,cover=1018912.62
yes=293,no=294,missing=294"]
"2-146" -> "2-293" [label=Yes]
"2-146" -> "2-294" [label=No]
"2-147" [label="bh_scls_mt_classes_cos<0.202619448
num=147, depth=8
gain=5979.33008,cover=1870957.62
yes=295,no=296,missing=296"]
"2-147" -> "2-295" [label=Yes]
"2-147" -> "2-296" [label=No]
"2-148" [label="bh_scls_mt_classes_cos<0.021492213
num=148, depth=8
gain=12485.7812,cover=1017993.38
yes=297,no=298,missing=298"]
"2-148" -> "2-297" [label=Yes]
"2-148" -> "2-298" [label=No]
"2-149" [label="bh_lcf_score0<0.411899
num=149, depth=8
gain=2506.2998,cover=944295
yes=299,no=300,missing=300"]
"2-149" -> "2-299" [label=Yes]
"2-149" -> "2-300" [label=No]
"2-150" [label="bh_cls_mt_classes_cos<0.0413978957
num=150, depth=8
gain=2612.98438,cover=1129093.5
yes=301,no=302,missing=302"]
"2-150" -> "2-301" [label=Yes]
"2-150" -> "2-302" [label=No]
"2-151" [label="cp_ulevel_3<2.00000095
num=151, depth=8
gain=8356.1123,cover=1209466.75
yes=303,no=304,missing=304"]
"2-151" -> "2-303" [label=Yes]
"2-151" -> "2-304" [label=No]
"2-152" [label="bh_pctr<673.0
num=152, depth=8
gain=5675.15723,cover=134675.484
yes=305,no=306,missing=306"]
"2-152" -> "2-305" [label=Yes]
"2-152" -> "2-306" [label=No]
"2-153" [label="cp_ulevel_3<2.00000095
num=153, depth=8
gain=2287.25903,cover=500895.312
yes=307,no=308,missing=308"]
"2-153" -> "2-307" [label=Yes]
"2-153" -> "2-308" [label=No]
"2-154" [label="cp_ulevel_3<2.00000095
num=154, depth=8
gain=5058.41846,cover=489127.812
yes=309,no=310,missing=310"]
"2-154" -> "2-309" [label=Yes]
"2-154" -> "2-310" [label=No]
"2-155" [label="bh_dssm_score<0.71349901
num=155, depth=8
gain=573.692993,cover=80170.1406
yes=311,no=312,missing=312"]
"2-155" -> "2-311" [label=Yes]
"2-155" -> "2-312" [label=No]
"2-156" [label="ctr_real_16h<0.177512452
num=156, depth=8
gain=532.954102,cover=102738.68
yes=313,no=314,missing=314"]
"2-156" -> "2-313" [label=Yes]
"2-156" -> "2-314" [label=No]
"2-157" [label="bh_dssm_score<0.71349901
num=157, depth=8
gain=968.325195,cover=169121.766
yes=315,no=316,missing=316"]
"2-157" -> "2-315" [label=Yes]
"2-157" -> "2-316" [label=No]
"2-158" [label="mt_vty_0<2.00000095
num=158, depth=8
gain=706.703064,cover=43871.1523
yes=317,no=318,missing=318"]
"2-158" -> "2-317" [label=Yes]
"2-158" -> "2-318" [label=No]
"2-159" [label="mt_fields_26<2.00000095
num=159, depth=8
gain=260.533966,cover=82885.75
yes=319,no=320,missing=320"]
"2-159" -> "2-319" [label=Yes]
"2-159" -> "2-320" [label=No]
"2-160" [label="ctr_real_sixty<0.0900068209
num=160, depth=8
gain=773.91217,cover=185132.609
yes=321,no=322,missing=322"]
"2-160" -> "2-321" [label=Yes]
"2-160" -> "2-322" [label=No]
"2-161" [label="bh_lcf_score0<1.04519904
num=161, depth=8
gain=205.307663,cover=131783
yes=323,no=324,missing=324"]
"2-161" -> "2-323" [label=Yes]
"2-161" -> "2-324" [label=No]
"2-162" [label="ctr_biased_thirty<0.124243803
num=162, depth=8
gain=532.716187,cover=74982.3594
yes=325,no=326,missing=326"]
"2-162" -> "2-325" [label=Yes]
"2-162" -> "2-326" [label=No]
"2-163" [label="clk_biased_48h<312.910004
num=163, depth=8
gain=607.66217,cover=597477.062
yes=327,no=328,missing=328"]
"2-163" -> "2-327" [label=Yes]
"2-163" -> "2-328" [label=No]
"2-164" [label="ctr_real_thirty<0.10897176
num=164, depth=8
gain=589.261963,cover=571532.5
yes=329,no=330,missing=330"]
"2-164" -> "2-329" [label=Yes]
"2-164" -> "2-330" [label=No]
"2-165" [label="ctr_biased_thirty<0.090644531
num=165, depth=8
gain=203.965546,cover=65541.25
yes=331,no=332,missing=332"]
"2-165" -> "2-331" [label=Yes]
"2-165" -> "2-332" [label=No]