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Tree=39
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Tree=40
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Tree=43
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Tree=44
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Tree=45
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Tree=46
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Tree=69
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Tree=70
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Tree=71
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Tree=73
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Tree=74
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Tree=75
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Tree=77
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Tree=78
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=86
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Tree=87
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Tree=88
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Tree=89
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Tree=90
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Tree=91
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Tree=92
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Tree=93
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Tree=94
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Tree=95
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split_gain=0.037587 0.0265731 0.0224884 0.00352762 0.000820994 4.12259e-08 6.31902e-09 3.44532e-10
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Tree=96
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split_gain=0.0345006 0.0321099 0.0248884 0.00596634 0.00327947 9.69712e-08 9.44172e-09 3.86565e-09 4.58184e-10
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Tree=97
num_cat=0
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split_gain=0.0322672 0.0291188 0.0235471 0.00219481 0.000181393 2.42744e-08 5.76373e-09 1.38919e-09
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internal_weight=0 0.0800136 0.0573389 0.0494584 0.0418371 0.0382312 0.0276415 0.0194231
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Tree=98
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split_gain=0.0301746 0.0285918 0.0141774 0.0023868 0.00155207 2.90212e-08 5.73543e-09 1.31343e-09 3.40021e-10
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Tree=99
num_cat=0
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split_gain=0.0296618 0.031426 0.0124533 0.0114511 5.65224e-08 4.13535e-09 4.02282e-09 4.89104e-10
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Tree=100
num_leaves=12
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split_gain=0.0274862 0.0257656 0.0205944 0.00538908 0.00200024 6.35582e-08 1.09742e-08 2.81931e-09 1.41374e-09 2.89175e-10 9.47552e-11
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decision_type=2 2 2 2 2 2 2 2 2 2 2
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Tree=101
num_cat=0
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split_gain=0.0246754 0.0256552 0.0112382 0.0108022 0.000413386 3.06361e-08 3.31276e-09 2.63704e-09 4.1682e-10
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Tree=102
num_cat=0
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split_gain=0.0233883 0.0208871 0.0199155 0.00122661 9.31138e-09 6.89122e-09 2.67212e-09 8.35304e-10 5.86021e-10 1.16117e-10
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Tree=103
num_cat=0
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Tree=104
num_cat=0
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split_gain=0.0209311 0.0153727 0.0117326 0.00679955 0.00253679 1.17868e-05 9.54656e-09 3.21996e-09 7.61827e-10 7.36773e-10 1.56547e-10
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Tree=105
num_cat=0
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split_gain=0.0192956 0.0179366 0.0077148 0.00162274 9.99267e-05 2.03757e-08 1.93369e-09 5.14782e-10 1.43219e-10 2.35477e-11
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Tree=106
num_cat=0
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Tree=107
num_cat=0
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Tree=110
num_cat=0
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Tree=111
num_cat=0
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split_gain=0.0128775 0.0128155 0.00688752 0.000923467 0.000298013 5.99623e-09 6.27763e-10 2.3037e-10 6.91484e-11 1.881e-11
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Tree=112
num_cat=0
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Tree=113
num_cat=0
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Tree=114
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Tree=115
num_cat=0
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Tree=116
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Tree=117
num_cat=0
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Tree=118
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Tree=119
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Tree=120
num_cat=0
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Tree=121
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Tree=122
num_cat=0
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Tree=127
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Tree=128
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Tree=138
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Tree=139
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split_feature=460 294 655 197 4 145
split_gain=0.00215575 0.00205326 0.001455 0.000105143 6.20868e-05 3.91176e-11
threshold=0.047446256503462798 -1.4219568967819212 0.070624556392431273 0.28813314437866216 0.65297442674636852 -0.75326684117317189
left_child=1 2 -1 -2 5 -4
right_child=3 -3 4 -5 -6 -7
leaf_value=-0.018098617686024419 -0.057439775507396998 -0.068760230327704716 0.1000361019149275 -0.10000738571899358 0.071059513972547339 0.10001148963977172
leaf_weight=0.0017523860512937972 0.0010001934747378982 0.0016922488908903688 0.0010367991926614195 0.0013820603055592073 0.0010130047355687566 0.0017121408361617796
leaf_count=23 19 31 3 33 17 49
internal_value=0 0.0275942 0.0571636 -0.0821353 0.0922222 0.100021
internal_weight=0 0.00720658 0.00551433 0.00238225 0.00376194 0.00274894
internal_count=175 123 92 52 69 52

Tree=140
num_cat=0
split_feature=392 244 481 1 481
split_gain=0.00210351 0.00170444 0.00131159 3.18625e-05 3.72785e-06
threshold=1.5142165422439577 -0.16336990147829053 0.80674982070922863 -0.25239342451095576 0.67881062626838695
left_child=1 4 3 -2 -1
right_child=2 -3 -4 -5 -6
leaf_value=-0.10000890136905545 0.10001315202448804 0.017694659420482591 -0.03873664597491773 0.077754906302623966 -0.092279857638997431
leaf_weight=0.0016595367721947696 0.0018013970837387205 0.0025176875860779546 0.0010553535886401733 0.0010002258341614834 0.0010000951513120526
leaf_count=39 36 24 26 26 24
internal_value=0 -0.0412776 0.0562759 0.0920666 -0.0971026
internal_weight=0 0.00517732 0.00385698 0.00280162 0.00265963
internal_count=175 87 88 62 63

Tree=141
num_cat=0
split_feature=287 761 358 58 339
split_gain=0.00198551 0.00196708 0.00141098 0.000139392 1.49118e-05
threshold=-1.125003397464752 3.0100014209747319 0.41355653107166296 -0.15198032557964322 -0.22409670799970624
left_child=3 2 4 -1 -2
right_child=1 -3 -4 -5 -6
leaf_value=0.10001716497863702 -0.10001012505810641 0.075734392138973039 0.02144354902129339 0.050658104506346648 -0.085414235052236553
leaf_weight=0.0013371900188872132 0.0023295461392081052 0.001386316844218527 0.0014902742996127927 0.0010000228794524446 0.001000604693558671
leaf_count=47 38 15 20 22 33
internal_value=0 -0.0292417 -0.059432 0.0788979 -0.0956245
internal_weight=0 0.00620674 0.00482043 0.00233721 0.00333015
internal_count=175 106 91 69 71

Tree=142
num_cat=0
split_feature=445 418 32 18 607
split_gain=0.00182824 0.00140714 0.00105708 2.20975e-05 1.33295e-05
threshold=0.64206400513648998 0.52601155638694774 1.2786213755607607 -0.53155529499053944 -0.4511056244373321
left_child=2 3 -1 -2 -4
right_child=1 -3 4 -5 -6
leaf_value=-0.023953753072919193 -0.080769294526376725 0.019516520273906903 0.10001480609552381 -0.10000942062344431 0.084741288357083833
leaf_weight=0.0011420367187611191 0.0010007422642956953 0.0020641247529056272 0.0013325676023896449 0.0014793636916010655 0.0010003297654179732
leaf_count=23 23 24 28 30 47
internal_value=0 -0.0414801 0.0548758 -0.0922459 0.0934656
internal_weight=0 0.00454423 0.00347493 0.00248011 0.0023329
internal_count=175 77 98 53 75

Tree=143
num_leaves=5
num_cat=0
split_feature=741 292 206 505
split_gain=0.00172888 0.00198177 0.000858246 1.96271e-05
threshold=-0.49383138120174402 -0.075553506612777696 0.80223554372787487 1.4866970181465151
decision_type=2 2 2 2
left_child=2 -2 -1 -3
right_child=1 3 -4 -5
leaf_value=0.095962643420014745 0.049196868283636813 -0.082381129692384147 -0.0064064247202547595 -0.10000818211384382
leaf_weight=0.0019798935543349216 0.0015172369704714583 0.0010007058974679239 0.0013967437918154246 0.0017129430634668097
leaf_count=56 31 19 37 32
internal_value=0 -0.0423326 0.0536177 -0.0935079
internal_weight=0 0.00423089 0.00337664 0.00271365
internal_count=175 82 93 51

Tree=144
num_cat=0
split_feature=392 17 397 542
split_gain=0.00168713 0.00139981 0.000911203 3.61788e-06
threshold=1.5142165422439577 0.18266239762306216 0.27197898924350744 -0.7729697823524474
left_child=1 3 -2 -1
right_child=2 -3 -4 -5
leaf_value=-0.091835131598493713 -0.013994167546148873 0.019678598655829195 0.1000078546137919 -0.10001001668944787
leaf_weight=0.0010003427316860325 0.0011185929952262086 0.001993695563669462 0.0018785831740046888 0.0011799100552707387
leaf_count=34 16 28 72 25
internal_value=0 -0.0408813 0.0574605 -0.0962592
internal_weight=0 0.00417395 0.00299718 0.00218025
internal_count=175 87 88 59

Tree=145
num_cat=0
split_feature=287 292 761 544
split_gain=0.00155123 0.00153381 0.00103375 0.00016549
threshold=-1.1625083684921262 1.0000000180025095e-35 2.6444627046585087 -0.24190207570791242
left_child=-1 2 -2 -3
leaf_value=0.084851130178026202 -0.04372804584706054 -0.048317492681335672 0.085303108627390725 -0.10000607628265884
leaf_weight=0.0016416286802609648 0.0011032764964511443 0.0010013069040724076 0.0014201409737779613 0.0016240801156754969
leaf_count=66 28 16 24 41
internal_value=0 -0.026783 0.0288887 -0.0802924
internal_weight=0 0.0051488 0.00252342 0.00262539
internal_count=175 109 52 57

Tree=146
num_cat=0
split_feature=134 168 319 338
split_gain=0.00146074 0.00134381 0.000651192 9.29275e-06
threshold=-0.20373138785362241 -0.67914411425590504 -0.44247829914093012 0.73689833283424389
left_child=1 -1 3 -3
right_child=-2 2 -4 -5
leaf_value=-0.062737248763445677 -0.075952015436438314 0.10001003779480344 0.0027872793126093873 0.08697992585021587
leaf_weight=0.0011601473293012532 0.0018061255602788151 0.001208483330827903 0.0012077974080852982 0.0010004271913430784
leaf_count=31 46 51 26 21
internal_value=0 0.0302521 0.0618268 0.0941086
internal_weight=0 0.00457686 0.00341671 0.00220891
internal_count=175 129 98 72

Tree=147
num_leaves=4
num_cat=0
split_feature=392 269 582
split_gain=0.00133849 0.00119252 0.000684314
threshold=1.5142165422439577 0.89755210280418407 0.070809517055749907
decision_type=2 2 2
left_child=1 -1 -2
right_child=2 -3 -4
leaf_value=-0.09589870583758224 -0.0066589901276689865 0.019822610896040371 0.10000704665425093
leaf_weight=0.0018129723612219095 0.0010157737401073064 0.0017501625334261917 0.0014745694038538204
leaf_count=61 30 26 58
internal_value=0 -0.039058 0.0564996
internal_weight=0 0.00356313 0.00249034
internal_count=175 87 88

Tree=148
num_cat=0
split_feature=287 688 431
split_gain=0.00124705 0.00132483 0.00134254
threshold=-1.1625083684921262 -0.089227534830570207 -0.24435089528560636
left_child=-1 -2 -3
right_child=1 2 -4
leaf_value=0.083388964640283933 -0.10000539729767635 -0.064070772639241741 0.075182752241916562
leaf_weight=0.0013726572014718386 0.0015539166579401353 0.0012195665688068402 0.0016014523105241096
leaf_count=66 49 31 29
internal_value=0 -0.0258603 0.0149815
internal_weight=0 0.00437494 0.00282102
internal_count=175 109 60

Tree=149
num_cat=0
split_feature=134 3 682
split_gain=0.00117931 0.00106923 0.000456241
threshold=-0.20373138785362241 -0.71669909358024586 -0.57658013701438893
left_child=1 2 -1
right_child=-2 -3 -4
leaf_value=0.098653119948301532 -0.073971403880310968 -0.050163815076606125 0.014554409715781081
leaf_weight=0.0015923137449078695 0.0015329003996384927 0.0011657191242875342 0.0010843956173403058
leaf_count=63 46 35 31
internal_value=0 0.0297709 0.0645828
internal_weight=0 0.00384243 0.00267671
internal_count=175 129 94

Tree=150
num_cat=0
split_feature=38 33 761 366
split_gain=0.00116257 0.000926285 0.000356028 9.16846e-05
threshold=1.5131114125251772 -0.53291234374046315 2.3456150293350224 -1.1466524004936216
leaf_value=-0.10000517807654426 -0.036154918982602542 0.057363496949310699 -0.016185655718300267 0.10001003619118486
leaf_weight=0.0010258449561888483 0.0010742962980430093 0.0010026783162118136 0.0010014471785098067 0.0010138407675128747
leaf_count=36 31 40 28 40
internal_value=0 0.0388474 -0.0585998 0.0788048
internal_weight=0 0.00309082 0.00202729 0.00201652
internal_count=175 111 64 80

Tree=151
num_cat=0
split_feature=392 95 544
split_gain=0.00110394 0.00097552 0.000384165
threshold=1.3679416179656985 0.71267265081405651 -0.016437918879091736
left_child=2 -2 -1
right_child=1 -3 -4
leaf_value=-0.012605860109533915 -0.037007186541995328 0.084263666512991914 -0.10000513300023697
leaf_weight=0.0010006617092130909 0.0010430439720039431 0.001822039301401901 0.0010110885426115601
leaf_count=25 24 85 41
internal_value=0 0.0401146 -0.056532
internal_weight=0 0.00286508 0.00201175
internal_count=175 109 66

Tree=152
num_leaves=3
num_cat=0
split_feature=40 397
split_gain=0.00101143 0.000848251
threshold=0.44727212190628057 0.31260225176811224
decision_type=2 2
left_child=1 -1
right_child=-2 -3
leaf_value=-0.021064528767551671 -0.063033554288287941 0.085294801644993645
leaf_weight=0.001430953418378067 0.0016361825148578646 0.0015753743025186395
leaf_count=44 51 80
internal_value=0 0.0346698
internal_weight=0 0.00300633
internal_count=175 124

Tree=153
num_cat=0
split_feature=287 761
split_gain=0.000973107 0.000862237
threshold=-1.0759167075157163 2.8862578868865971
left_child=-1 -2
right_child=1 -3
leaf_value=0.065370622796611585 -0.072090567904856517 0.041979829132830215
leaf_weight=0.0015167385921728282 0.001943476618691875 0.0010054671515717928
leaf_count=75 75 25
internal_value=0 -0.0331973
internal_weight=0 0.00294894
internal_count=175 100

Tree=154
num_cat=0
split_feature=378 172 392
split_gain=0.000947526 0.000897593 0.000266268
threshold=-0.083250295370817171 0.36026367545127874 1.5142165422439577
left_child=1 -1 -3
right_child=-2 2 -4
leaf_value=-0.04778876168058336 -0.078880497176293918 0.029241392550472603 0.10000577729114367
leaf_weight=0.0010442510936456983 0.001118999038169477 0.0010403733224393363 0.0010875896766577853
leaf_count=41 49 20 65
internal_value=0 0.0281456 0.0654087
internal_weight=0 0.00317221 0.00212796
internal_count=175 126 85

Tree=155
num_cat=0
split_feature=504 24
split_gain=0.000896771 0.000603099
threshold=0.20263082534074786 0.0079329480649903434
leaf_value=-0.018873501093075503 -0.059927778060330478 0.079276761448558608
leaf_weight=0.0011058325540034275 0.0015416415598110689 0.0014429324962890178
leaf_count=31 58 86
internal_value=0 0.0366923
internal_weight=0 0.00254877
internal_count=175 117

Tree=156
num_cat=0
split_feature=134 498
split_gain=0.000866712 0.000808394
threshold=-0.18654172867536542 -0.30159325897693628
leaf_value=-0.044007407997862583 -0.07834072149752272 0.066634095978709132
leaf_weight=0.0010115833739234859 0.0010341953858414854 0.0019020296303722262
leaf_count=34 43 98
internal_value=0 0.0282202
internal_weight=0 0.00291361
internal_count=175 132

Tree=157
num_leaves=2
num_cat=0
split_feature=624
split_gain=0.000809725
threshold=-0.27052541077136988
decision_type=2
left_child=-1
right_child=-2
leaf_value=-0.047620280469441563 0.044899696055851451
leaf_weight=0.0018269855482060393 0.0019615814451299229
leaf_count=72 103
internal_value=0
internal_weight=0
internal_count=175

Tree=158
num_cat=0
split_feature=38 3
split_gain=0.000776908 0.000668561
threshold=1.5131114125251772 -0.95355793833732594
leaf_value=-0.056643112070608237 0.08794815198272303 -0.02121807866971584
leaf_weight=0.0014573784176832305 0.0012030944672716259 0.0010511547310443348
leaf_count=64 61 50
internal_value=0 0.037044
internal_weight=0 0.00225425
internal_count=175 111

Tree=159
num_cat=0
split_feature=392 17
split_gain=0.00079243 0.000737893
threshold=1.5142165422439577 0.11815884336829187
leaf_value=-0.10000419771427352 0.057255584527783468 0.018010189998696993
leaf_weight=0.001018630795158515 0.0014514954255133716 0.0011040627571219375
leaf_count=55 88 32
internal_value=0 -0.0386221
internal_weight=0 0.00212269
internal_count=175 87

Tree=160
num_cat=0
split_feature=269 655
split_gain=0.000701705 0.000674804
threshold=0.73105496168136608 0.36683350801467901
leaf_value=-0.058330436240303589 -0.017720274290848968 0.094620532152605866
leaf_weight=0.0012825212575080513 0.0011358602399269557 0.0010102537899570052
leaf_count=70 45 60
internal_value=0 0.0351626
internal_weight=0 0.00214611
internal_count=175 105

Tree=161
num_cat=0
split_feature=287 292
split_gain=0.000694607 0.000633569
threshold=-1.0759167075157163 1.0000000180025095e-35
leaf_value=0.064963073952359382 0.023311444401088708 -0.084231244272629291
leaf_weight=0.0011039356618738339 0.0010595456683404336 0.0011342482611098603
leaf_count=75 46 54
internal_value=0 -0.0322909
internal_weight=0 0.00219379

Tree=162
num_cat=0
split_feature=741
split_gain=0.000650573
threshold=-0.49383138120174402
leaf_value=0.049707992594028534 -0.04123580528833809
leaf_weight=0.00144473634544795 0.0017267040982176241
leaf_count=93 82

Tree=163
num_cat=0
split_feature=392
split_gain=0.000643107
threshold=1.5142165422439577
leaf_value=-0.037563395405498239 0.054971463399215471
leaf_weight=0.001841053381014035 0.00126856865393421
leaf_count=87 88

Tree=164
num_cat=0
split_feature=485
split_gain=0.000644928
threshold=4.9729015827178964
leaf_value=-0.03817353173858351 0.055335499209974839
leaf_weight=0.0017978464296390939 0.0012506585238938328
leaf_count=90 85

Tree=165
num_cat=0
split_feature=504
split_gain=0.00061427
threshold=0.20263082534074786
leaf_value=0.035214693967834047 -0.058521842998914636
leaf_weight=0.0018710910080557142 0.001116125299546411
leaf_count=117 58

Tree=166
num_cat=0
split_feature=38
split_gain=0.00059679
threshold=1.5131114125251772
leaf_value=-0.055239619564292755 0.036938035610849441
leaf_weight=0.0011688227936588191 0.0017600187088291364
leaf_count=64 111

Tree=167
num_cat=0
split_feature=134
split_gain=0.000567513
threshold=-0.34280097484588617
leaf_value=0.032737474111376862 -0.060460322231579336
leaf_weight=0.0018669882285138328 0.0010051414946161685
leaf_count=111 64

Tree=168
num_cat=0
split_feature=445
split_gain=0.000556419
threshold=0.64206400513648998
leaf_value=0.052759314406992636 -0.037397843711969907
leaf_weight=0.0011716558489780482 0.0016465421790883283
leaf_count=98 77

Tree=169
num_cat=0
split_feature=418
split_gain=0.000544537
threshold=0.52601155638694774
leaf_value=-0.041687274266847124 0.047224459448705319
leaf_weight=0.0014658864859171672 0.0012994351743529364
leaf_count=96 79

Tree=170
num_cat=0
split_gain=0.000534896
leaf_value=-0.036286235356668202 0.054278474747986229
leaf_weight=0.0016236283588000333 0.0010899504680068617

Tree=171
num_cat=0
split_feature=244
split_gain=0.00053853
threshold=-0.16336990147829053
leaf_value=-0.047337860488879856 0.042733920527982583
leaf_weight=0.0012603491549043611 0.0014023971060623808
leaf_count=81 94

Tree=172
num_cat=0
split_gain=0.000511767
leaf_value=0.048292621462033496 -0.040564004762367011
leaf_weight=0.0011947906276574827 0.0014167827634139485

Tree=173
num_cat=0
split_feature=269
split_gain=0.000488724
threshold=0.92138823866844188
leaf_value=-0.045603837996477999 0.04182155534540645
leaf_weight=0.0012234519203673244 0.0013394935400157237
leaf_count=85 90

Tree=174
num_cat=0
split_gain=0.000464605
leaf_value=-0.035308419665618991 0.052251735478967012
leaf_weight=0.0014995125378760576 0.0010169943328648401

Tree=175
num_cat=0
split_gain=0.000465065
leaf_value=-0.035904541687611168 0.052351318589719212
leaf_weight=0.0014641296334900744 0.0010082267387048205

Tree=176
num_cat=0
split_feature=228
split_gain=0.000462478
threshold=0.51870054006576549
leaf_value=-0.051478091828813959 0.037025746058879976
leaf_weight=0.0010132387853900582 0.0014149221758827935
leaf_count=86 89

Tree=177
num_cat=0
split_gain=0.000442347
leaf_value=-0.044205362545295494 0.041974165086178968
leaf_weight=0.0011592259739785504 0.001224990413533078

Tree=178
num_cat=0
split_gain=0.000411286
leaf_value=0.04554405132937546 -0.038546056235590855
leaf_weight=0.0010754408834543483 0.0012667445701310953

Tree=179
num_cat=0
split_gain=0.000406687
leaf_value=-0.043979935593901703 0.040156403602150219
leaf_weight=0.0010974293529670831 0.0012056767241261923

Tree=180
num_cat=0
split_gain=0.000397692
leaf_value=-0.039066837136885774 0.044946067170439127
leaf_weight=0.0012099376568528442 0.0010545246432016597

Tree=181
num_cat=0
split_feature=438
split_gain=0.000390466
threshold=-1.9062632322311399
leaf_value=0.04600986595936743 -0.038103511161124405
leaf_weight=0.0010101955502328508 0.0012164781282706372

Tree=182
num_cat=0
split_feature=655
split_gain=0.000352653
threshold=0.36683350801467901
leaf_value=-0.040006668989008162 0.040258102557433707
leaf_weight=0.0010966053657810448 0.0010929660565892618
leaf_count=73 102

Tree=183
num_cat=0
split_gain=0.000364379
leaf_value=-0.042615396730102145 0.039661276450690057
leaf_weight=0.0010379054636473484 0.0011181578294312544

Tree=184
num_cat=0
split_gain=0.000329732
leaf_value=-0.039672929002507948 0.039178102043880683
leaf_weight=0.001052795243822402 0.0010686451579218215

Tree=185
num_cat=0
split_feature=292
split_gain=0.000332376
threshold=0.048079077154397971
leaf_value=0.039532823665691975 -0.040226449956262338
leaf_weight=0.0010552632723239697 0.0010348474671673102
leaf_count=105 70

Tree=186
num_cat=0
split_feature=179
split_gain=0.000313557
threshold=-0.19109244644641873
leaf_value=0.038930093340395849 -0.03912704489447634
leaf_weight=0.001032877559143941 0.0010256512998907397
leaf_count=99 76

Tree=187
num_cat=0
split_feature=366
split_gain=0.000296273
threshold=-1.4213258028030393
leaf_value=-0.037946268905647312 0.03848508855435346
leaf_weight=0.0010205880943452428 0.0010081475781227311

Tree=188
num_cat=0
split_feature=144
split_gain=0.000217953
threshold=0.054834723472595222
leaf_value=0.033039819517193501 -0.032973759929189779
leaf_weight=0.0010002742228607531 0.001000311670456

end of trees

feature_importances:
Column_287=58
Column_392=54
Column_761=34
Column_244=31
Column_134=26
Column_445=24
Column_460=23
Column_688=19
Column_378=16
Column_418=16
Column_17=15
Column_228=15
Column_388=15
Column_485=13
Column_505=13
Column_292=12
Column_504=12
Column_269=11
Column_38=10
Column_48=10
Column_184=10
Column_343=10
Column_397=10
Column_574=10
Column_674=9
Column_748=9
Column_4=8
Column_32=8
Column_683=8
Column_734=8
Column_741=8
Column_3=7
Column_40=7
Column_169=7
Column_283=7
Column_570=7
Column_589=7
Column_624=7
Column_645=7
Column_655=7
Column_731=7
Column_759=7
Column_145=6
Column_167=6
Column_207=6
Column_352=6
Column_561=6
Column_654=6
Column_94=5
Column_95=5
Column_104=5
Column_119=5
Column_303=5
Column_431=5
Column_451=5
Column_466=5
Column_481=5
Column_1=4
Column_10=4
Column_37=4
Column_121=4
Column_148=4
Column_166=4
Column_168=4
Column_185=4
Column_211=4
Column_256=4
Column_263=4
Column_334=4
Column_358=4
Column_374=4
Column_429=4
Column_467=4
Column_473=4
Column_488=4
Column_502=4
Column_531=4
Column_548=4
Column_616=4
Column_692=4
Column_703=4
Column_7=3
Column_24=3
Column_55=3
Column_56=3
Column_99=3
Column_175=3
Column_204=3
Column_206=3
Column_216=3
Column_234=3
Column_236=3
Column_271=3
Column_285=3
Column_294=3
Column_312=3
Column_319=3
Column_326=3
Column_337=3
Column_351=3
Column_405=3
Column_438=3
Column_447=3
Column_454=3
Column_476=3
Column_495=3
Column_498=3
Column_513=3
Column_552=3
Column_559=3
Column_569=3
Column_588=3
Column_602=3
Column_609=3
Column_610=3
Column_633=3
Column_701=3
Column_740=3
Column_8=2
Column_25=2
Column_31=2
Column_33=2
Column_39=2
Column_57=2
Column_58=2
Column_59=2
Column_67=2
Column_112=2
Column_116=2
Column_128=2
Column_131=2
Column_141=2
Column_149=2
Column_153=2
Column_163=2
Column_172=2
Column_182=2
Column_188=2
Column_194=2
Column_197=2
Column_215=2
Column_217=2
Column_220=2
Column_248=2
Column_251=2
Column_261=2
Column_308=2
Column_311=2
Column_316=2
Column_339=2
Column_341=2
Column_365=2
Column_366=2
Column_370=2
Column_385=2
Column_395=2
Column_401=2
Column_402=2
Column_442=2
Column_457=2
Column_474=2
Column_493=2
Column_494=2
Column_503=2
Column_506=2
Column_507=2
Column_516=2
Column_524=2
Column_530=2
Column_540=2
Column_544=2
Column_563=2
Column_567=2
Column_571=2
Column_578=2
Column_580=2
Column_582=2
Column_605=2
Column_627=2
Column_637=2
Column_638=2
Column_657=2
Column_659=2
Column_660=2
Column_664=2
Column_669=2
Column_682=2
Column_708=2
Column_721=2
Column_725=2
Column_751=2
Column_0=1
Column_5=1
Column_11=1
Column_18=1
Column_23=1
Column_28=1
Column_29=1
Column_43=1
Column_51=1
Column_63=1
Column_66=1
Column_71=1
Column_74=1
Column_77=1
Column_79=1
Column_82=1
Column_83=1
Column_86=1
Column_87=1
Column_88=1
Column_90=1
Column_92=1
Column_96=1
Column_102=1
Column_103=1
Column_105=1
Column_108=1
Column_118=1
Column_125=1
Column_126=1
Column_127=1
Column_130=1
Column_132=1
Column_135=1
Column_136=1
Column_139=1
Column_143=1
Column_144=1
Column_152=1
Column_160=1
Column_162=1
Column_164=1
Column_165=1
Column_171=1
Column_177=1
Column_179=1
Column_183=1
Column_186=1
Column_189=1
Column_190=1
Column_192=1
Column_195=1
Column_199=1
Column_201=1
Column_208=1
Column_213=1
Column_214=1
Column_218=1
Column_219=1
Column_221=1
Column_222=1
Column_225=1
Column_227=1
Column_230=1
Column_232=1
Column_235=1
Column_237=1
Column_238=1
Column_239=1
Column_240=1
Column_250=1
Column_257=1
Column_266=1
Column_270=1
Column_273=1
Column_274=1
Column_286=1
Column_288=1
Column_289=1
Column_296=1
Column_306=1
Column_307=1
Column_315=1
Column_320=1
Column_331=1
Column_338=1
Column_342=1
Column_348=1
Column_349=1
Column_350=1
Column_357=1
Column_359=1
Column_363=1
Column_368=1
Column_371=1
Column_373=1
Column_379=1
Column_390=1
Column_391=1
Column_394=1
Column_400=1
Column_409=1
Column_410=1
Column_416=1
Column_419=1
Column_422=1
Column_427=1
Column_440=1
Column_441=1
Column_443=1
Column_444=1
Column_449=1
Column_450=1
Column_458=1
Column_475=1
Column_480=1
Column_486=1
Column_489=1
Column_490=1
Column_496=1
Column_499=1
Column_500=1
Column_509=1
Column_510=1
Column_511=1
Column_512=1
Column_514=1
Column_523=1
Column_525=1
Column_533=1
Column_534=1
Column_537=1
Column_538=1
Column_542=1
Column_545=1
Column_550=1
Column_557=1
Column_560=1
Column_562=1
Column_564=1
Column_586=1
Column_587=1
Column_594=1
Column_596=1
Column_597=1
Column_600=1
Column_604=1
Column_607=1
Column_612=1
Column_614=1
Column_615=1
Column_625=1
Column_631=1
Column_643=1
Column_648=1
Column_650=1
Column_662=1
Column_666=1
Column_667=1
Column_676=1
Column_678=1
Column_680=1
Column_693=1
Column_697=1
Column_698=1
Column_699=1
Column_705=1
Column_710=1
Column_714=1
Column_715=1
Column_716=1
Column_718=1
Column_719=1
Column_722=1
Column_726=1
Column_728=1
Column_729=1
Column_732=1
Column_733=1
Column_736=1
Column_737=1
Column_745=1
Column_753=1
Column_754=1
Column_755=1
Column_756=1
Column_763=1
Column_764=1
Column_766=1
Column_768=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 500]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null