tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=1
objective=cross_entropy
feature_names=continuous categorical
feature_infos=[0:999] [0:4]
tree_sizes=2727 2974 2889 3329 2915

Tree=0
num_leaves=27
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
split_gain=280.38 22.4089 22.1208 7.50824 3.11012 2.54042 1.94164 1.90443 2.21201 2.51488 1.36837 1.4651 1.4881 1.14286 1.55556 0.855856 0.800189 0.733507 0.431077 0.923295 0.363582 0.334821 0.15625 0.0605194 0.234375 1.42109e-14
threshold=292.50000000000006 76.500000000000014 556.50000000000011 224.50000000000003 56.500000000000007 128.50000000000003 256.50000000000006 196.50000000000003 176.50000000000003 148.50000000000003 512.50000000000011 372.50000000000006 348.50000000000006 412.50000000000006 484.50000000000006 36.500000000000007 536.50000000000011 452.50000000000006 644.50000000000011 608.50000000000011 108.50000000000001 324.50000000000006 432.50000000000006 724.50000000000011 704.50000000000011 978.50000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 10 5 15 20 -5 8 9 -7 11 12 21 -13 17 -1 -12 22 19 -4 -3 -2 -15 24 -20 -25
right_child=2 3 18 6 -6 7 -8 -9 -10 -11 16 13 -14 14 -16 -17 -18 -19 23 -21 -22 -23 -24 25 -26 -27
leaf_value=1.0721051602262419 1.3941068614109291 1.2183256048625672 1.5112943657765037 1.3355131092281418 0.98004434598589851 1.1050443506425114 1.25087768940856 1.2211157835379378 1.0737943494783584 1.221115783537938 1.4852526981397094 1.3550443599557376 1.4852526981397094 1.417544362284044 1.3550443599557376 1.1362943518066648 1.417544362284044 1.4527006135937164 1.5112943657765037 1.4592110305029151 1.2612943564632779 1.4331693628661206 1.3862943611198908 1.5112943657765037 1.4800443646123504 1.5112943657765037
leaf_weight=5.9199998676776868 5.1199998855590803 5.1199998855590838 8.3199998140335065 5.1199998855590803 3.1999999284744254 3.1999999284744245 5.7599998712539673 4.4799998998641959 3.1999999284744263 4.4799998998641968 3.8399999141693106 6.3999998569488552 3.8399999141693106 3.1999999284744245 4.4799998998641959 3.1999999284744263 3.1999999284744263 5.119999885559082 9.599999785423277 5.7599998712539664 3.1999999284744263 3.8399999141693115 3.1999999284744263 40.639999091625214 3.1999999284744254 3.3599999248981467
leaf_count=37 32 32 52 32 20 20 36 28 20 28 24 40 24 20 28 20 20 32 60 36 20 24 20 254 20 21
internal_value=1.38629 1.18066 1.47151 1.22194 1.06487 1.19035 1.29071 1.16624 1.14365 1.17275 1.41423 1.40618 1.43317 1.39076 1.40504 1.09463 1.45448 1.42449 1.50565 1.48999 1.23485 1.41085 1.40192 1.50953 1.50348 1.51129
internal_weight=0 46.88 113.12 34.56 12.32 23.68 10.88 15.36 10.88 7.68 42.24 35.2 12.8 22.4 16 9.12 7.04 11.52 70.88 14.08 8.32 8.96 6.4 56.8 12.8 44
internal_count=1000 293 707 216 77 148 68 96 68 48 264 220 80 140 100 57 44 72 443 88 52 56 40 355 80 275
is_linear=0
shrinkage=1


Tree=1
num_leaves=28
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
split_gain=211.25 20.8403 11.9826 4.58729 1.56279 1.39803 1.31771 1.1949 1.25676 1.57171 1.28177 1.168 1.1071 0.897751 0.737938 0.642425 0.437696 0.911575 0.417707 0.29528 0.242532 0.130468 0.0622725 0.236701 7.10543e-15 1.77636e-15 1.77636e-15
threshold=292.50000000000006 556.50000000000011 76.500000000000014 224.50000000000003 132.50000000000003 56.500000000000007 256.50000000000006 512.50000000000011 384.50000000000006 412.50000000000006 484.50000000000006 196.50000000000003 164.50000000000003 324.50000000000006 536.50000000000011 452.50000000000006 644.50000000000011 608.50000000000011 36.500000000000007 356.50000000000006 100.50000000000001 432.50000000000006 724.50000000000011 704.50000000000011 904.50000000000011 588.50000000000011 684.50000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 5 4 20 18 -5 8 13 -10 15 12 -6 -2 -9 21 17 25 -1 -15 -4 -11 23 26 -24 -3 -18
right_child=1 16 3 6 11 -7 -8 14 9 10 -12 -13 -14 19 -16 -17 22 -19 -20 -21 -22 -23 24 -25 -26 -27 -28
leaf_value=-0.23566066336355354 0.0070661937054954105 0.12206242611183948 -0.1069794227152793 -0.044274943422934823 -0.1615244224559497 -0.2908594064539502 -0.11219386734653831 0.094967316192204498 -0.049488381385330266 0.028691604316531068 -0.027578135198672193 -0.13449673006399565 -0.22301923732955628 0.042531815828354247 0.02869160431653105 0.062375818665986987 0.12206242611183948 0.068783760430409249 -0.19407192183909161 0.078234149215064344 -0.13871314183168346 0 0.12206242611183947 0.089658923528287082 0.12206242611183947 0.12206242611183943 0.12206242611183943
leaf_weight=7.0291282385587674 5.0960063934326163 4.7384815216064435 4.2274017333984393 5.2762012481689435 5.8043375015258807 3.9683571457862845 6.2287389636039734 3.6130832433700553 4.5640747547149685 3.1400713324546796 4.5640747547149649 4.924488127231597 5.9068780541419983 4.9365655183792096 3.1400713324546814 4.9165863990783691 5.9231019020080549 5.5088131427764893 3.6790341138839722 4.3647541999816895 5.59712153673172 3.1999999284744263 26.653958559036255 3.020797371864318 14.067367017269133 2.9615509510040283 2.9615509510040283
leaf_count=37 32 32 24 32 32 20 36 24 28 20 28 28 32 32 20 32 40 36 20 28 32 20 180 20 95 20 20
internal_value=0 0.0811241 -0.163426 -0.133762 -0.156683 -0.24016 -0.081046 0.0256576 0.0181839 0.00220912 0.0171232 -0.175359 -0.192541 0.0408022 0.0641505 0.0352476 0.116118 0.0998423 -0.221372 0.0592856 -0.125058 0.0142102 0.120202 0.113841 0.122062 0.122062 0.122062
internal_weight=0 107.371 52.6417 37.9652 26.4602 14.6765 11.5049 41.5353 34.7821 20.3848 15.8207 16.6357 11.7112 14.3973 6.75315 11.2567 65.8356 13.2088 10.7082 9.30132 9.82452 6.34007 52.6268 11.9055 40.7213 7.70003 8.88465
internal_count=1000 707 293 216 148 77 68 264 220 128 100 92 64 92 44 72 443 88 57 60 56 40 355 80 275 52 60
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=27
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
split_gain=165.001 19.6812 7.73167 3.0702 1.04112 1.11737 1.27613 1.01602 0.93265 0.89774 0.808351 1.05623 0.749694 0.716701 0.680322 0.572097 1.55474 0.448803 0.906274 0.352883 0.342834 0.24395 0.214592 0.0648933 0.241493 0.012491
threshold=292.50000000000006 556.50000000000011 76.500000000000014 224.50000000000003 512.50000000000011 372.50000000000006 348.50000000000006 132.50000000000003 256.50000000000006 56.500000000000007 412.50000000000006 484.50000000000006 196.50000000000003 176.50000000000003 536.50000000000011 460.50000000000006 440.50000000000006 644.50000000000011 608.50000000000011 152.50000000000003 24.500000000000004 324.50000000000006 108.50000000000001 724.50000000000011 704.50000000000011 392.50000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 9 7 5 6 21 22 -5 20 25 15 13 19 -6 16 -12 18 -3 -9 -1 -2 -4 24 -19 -7
right_child=1 17 3 8 14 10 -8 12 -10 -11 11 -13 -14 -15 -16 -17 -18 23 -20 -21 -22 -23 -24 -25 -26 -27
leaf_value=-0.16012439491625791 0.0063882714360810324 0.11952728715379 -0.11742482579028007 -0.038788102335510763 0.091168171035958423 -0.030644050206551927 0.092320061222661745 -0.16253096135645498 -0.094763297748309452 -0.23179798708046709 0.055246685727244227 -0.024400755368781776 -0.11240975282933446 -0.19108976057961929 0.02630719396829358 0.065566138895650258 -0.0373497071652618 0.11952728715378998 0.06481456731129466 -0.12200755332113861 -0.19436282881823932 0.040327834138361933 -0.088528208877537817 0.11952728715378998 0.085744043637838135 -0.02191685915932565
leaf_weight=5.2727110683918017 5.0743169784545881 7.1074091792106611 5.9855189323425311 5.4125208854675275 3.3984929323196402 3.2080874443054226 3.4628384113311759 3.9914929270744341 6.6141262650489807 4.4503027200698844 4.3652043342590314 4.6383546590805045 5.2814342975616446 4.1941517591476432 3.0852043628692627 3.5452820062637329 3.1017606258392334 8.2008567452430707 5.2740329504013062 4.6550881862640381 6.5668715834617615 3.6348656415939331 4.5035298466682434 37.587260082364082 2.8517127037048331 3.3552759885787964
leaf_count=25 32 52 32 32 24 20 24 20 36 20 28 28 28 20 20 24 20 60 36 24 32 24 24 275 20 20
internal_value=0 0.0772516 -0.1353 -0.111967 0.0235487 0.0166181 0.0409703 -0.129788 -0.069572 -0.193508 0.00327445 0.0156278 -0.144124 -0.157168 0.0603047 0.0324878 0.0167824 0.11322 0.0962217 -0.140714 -0.179115 0.0205533 -0.105018 0.117547 0.110811 -0.0261826
internal_weight=0 101.891 56.9277 40.6379 40.8697 34.386 12.172 28.6112 12.0266 16.2899 22.214 15.6506 18.1222 12.8407 6.4837 11.0122 7.46696 61.0213 12.3814 8.64658 11.8396 8.70918 10.489 48.6398 11.0526 6.56336
internal_count=1000 707 293 216 264 220 80 148 68 77 140 100 92 64 44 72 48 443 88 44 57 56 56 355 80 40
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
split_gain=131.631 18.6071 5.52886 2.18228 0.904256 0.943094 1.15313 0.72098 0.695517 0.792896 0.687596 0.65413 0.871425 0.62636 0.548712 0.53146 0.588571 0.463582 0.905178 0.332679 0.206874 0.193563 0.0714699 0.0682911 0.248198 0.00959177 7.10543e-15 7.10543e-15 1.77636e-15 8.88178e-16
threshold=292.50000000000006 556.50000000000011 76.500000000000014 224.50000000000003 512.50000000000011 372.50000000000006 348.50000000000006 132.50000000000003 264.50000000000006 244.50000000000003 56.500000000000007 412.50000000000006 484.50000000000006 536.50000000000011 452.50000000000006 196.50000000000003 164.50000000000003 644.50000000000011 608.50000000000011 36.500000000000007 324.50000000000006 100.50000000000001 432.50000000000006 724.50000000000011 704.50000000000011 392.50000000000006 975.50000000000011 748.50000000000011 684.50000000000011 664.50000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 10 7 5 6 20 21 9 -5 19 25 14 -6 22 16 -9 18 -3 -1 -2 -4 -13 24 28 -7 27 -25 29 -19
right_child=1 17 3 8 13 11 -8 15 -10 -11 -12 12 -14 -15 -16 -17 -18 23 -20 -21 -22 -23 -24 26 -26 -27 -28 -29 -30 -31
leaf_value=-0.16192711433600612 0.0057729735579778087 0.11732734603385214 -0.074318215810952423 -0.073884429629347423 0.087517206686452909 -0.027055757857661539 0.088627286512167613 -0.11108587052088109 -0.087324370037624624 -0.0069023556560815144 -0.19480087093931828 0.021612882983111873 -0.021636725699783737 0.024089375487653247 0.056060860303547656 -0.0956270400927616 -0.15257877472746664 0.11732734603385216 0.060994532558492326 -0.12781326852851371 0.037287122599759137 -0.10108219842620783 9.2794172190787704e-05 0.11732734603385198 0.081968523076374852 -0.019466754526870692 0.11732734603385211 0.11732734603385211 0.11732734603385207 0.11732734603385207
leaf_weight=8.2973186671733874 5.0547184944152814 6.5454114675521833 4.7319256067276019 3.4573909640312177 3.1967890262603751 3.2668780088424709 3.25716209411621 6.6966283321380633 5.3924940824508667 3.6151471734046936 4.7473514080047599 2.9801204800605756 4.7040959000587454 3.0350619554519653 4.6076285839080811 5.5704070329666129 6.9838858246803284 2.5174659490585309 5.0555418133735657 4.3612393736839286 3.5431219339370728 6.2997855544090271 3.2007392048835754 3.0209591388702419 2.6930847764015198 3.3974432945251465 3.0209591388702384 28.573238521814346 2.5174659490585327 2.5174659490585327
leaf_count=37 32 52 24 20 24 20 24 32 28 20 20 20 28 20 32 28 32 20 36 20 24 32 20 24 20 20 24 227 20 20
internal_value=0 0.073564 -0.114835 -0.0954891 0.0216074 0.015191 0.0379559 -0.109985 -0.0602723 -0.0396464 -0.162346 0.00301068 0.0142799 0.0566263 0.0299406 -0.121666 -0.132268 0.110597 0.0927783 -0.150174 0.0187598 -0.0896021 0.0104688 0.115205 0.108033 -0.0231869 0.117327 0.117327 0.117327 0.117327
internal_weight=0 96.7054 60.1536 42.7477 40.2438 34.0119 11.855 30.2826 12.465 7.07254 17.4059 22.1569 15.4926 6.23185 10.7885 19.2509 13.6805 56.4616 11.601 12.6586 8.59784 11.0317 6.18086 44.8606 10.2455 6.66432 34.6152 31.5942 7.5524 5.03493
internal_count=1000 707 293 216 264 220 80 148 68 40 77 140 100 44 72 92 64 443 88 57 56 56 40 355 80 40 275 251 60 40
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=27
num_cat=0
split_feature=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
split_gain=106.436 17.6036 4.23157 1.61765 0.783654 0.842406 0.937886 0.807631 0.789684 0.595101 0.594761 0.575415 0.53915 0.514191 1.16741 0.481394 0.906567 0.399027 0.433403 0.229082 0.178292 0.164303 0.0724088 0.256383 7.10543e-15 3.55271e-15
threshold=292.50000000000006 556.50000000000011 76.500000000000014 224.50000000000003 512.50000000000011 384.50000000000006 412.50000000000006 440.50000000000006 356.50000000000006 24.500000000000004 256.50000000000006 536.50000000000011 132.50000000000003 460.50000000000006 484.50000000000006 644.50000000000011 608.50000000000011 196.50000000000003 164.50000000000003 56.500000000000007 108.50000000000001 324.50000000000006 724.50000000000011 704.50000000000011 888.50000000000011 792.50000000000011
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 9 12 5 8 -7 -8 21 -1 -5 -6 20 -9 -15 16 -3 18 -14 -11 -4 -2 23 -17 25 -24
right_child=1 15 3 10 11 6 7 13 -10 19 -12 -13 17 14 -16 22 -18 -19 -20 -21 -22 -23 24 -25 -26 -27
leaf_value=-0.1135247778940463 0.0052149464835676354 0.11540911105783001 -0.088120756958849966 -0.028376791139516151 0.083980362532077468 -0.037547499547187696 0.050527541049137273 -0.035397148730070625 0.070753305504192218 -0.14112418991632966 -0.071707216327639864 0.022030703368329053 -0.095635013206256642 0.058355189581991408 -0.019221529721812132 0.11540911105783001 0.057314198078987383 -0.082381156823035331 -0.13044546227883153 -0.16898861606092519 -0.062932833479776185 0.031511655157407677 0.1154091110578299 0.078304385991311676 0.11540911105783001 0.11540911105783001
leaf_weight=5.8541342616081264 5.037017345428465 6.0159009397029859 6.5616800785064715 5.6811721920967084 3.0081553459167472 4.8213558793067959 4.176856040954589 3.1306053400039664 3.9583303332328788 7.3821465373039228 7.1603783369064331 2.9893109202384949 6.9837765097618121 3.2729548215866071 4.7623724341392517 6.9414241611957532 4.8529652953147888 5.80568903684616 7.33111971616745 4.9147915840148926 4.9154691100120544 4.4974280595779419 7.8669473826885286 2.5449779629707336 12.841634698212145 11.106278657913206
leaf_count=25 32 52 32 32 24 28 28 20 28 32 36 20 32 24 28 60 36 28 32 20 24 32 68 20 111 96
internal_value=0 0.070022 -0.0990831 -0.0824656 0.0198009 0.0138667 0.000925193 0.0130149 0.033207 -0.139768 -0.0525376 0.0531029 -0.0946286 -0.00101744 0.0123771 0.108195 0.0894696 -0.104494 -0.113463 -0.152261 -0.0773332 0.0176192 0.113123 0.105455 0.115409 0.115409
internal_weight=0 91.8245 62.5904 44.4393 39.6544 33.6569 20.1641 15.3428 13.4928 18.1511 12.8416 5.99747 31.5977 11.1659 8.03533 52.1701 10.8689 20.1206 14.3149 12.2969 11.4771 9.53445 41.3013 9.4864 31.8149 18.9732
internal_count=1000 707 293 216 264 220 128 100 92 77 68 44 148 72 52 443 88 92 64 52 56 64 355 80 275 164
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
continuous=135

parameters:
[boosting: gbdt]
[objective: cross_entropy]
[metric: cross_entropy]
[tree_learner: serial]
[device_type: cpu]
[data: ]
[valid: ]
[num_iterations: 5]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 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]
[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]
[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: ]
[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:[]
