tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=27
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27
feature_infos=-1:2:3:1:4:0 [-2.4169999999999998:2.4300000000000002] [-1.7430000000000001:1.7430000000000001] [0.019:5.7000000000000002] [-1.7430000000000001:1.7430000000000001] -1:2:3:4:1:0 [-2.9409999999999998:2.9700000000000002] [-1.7410000000000001:1.7410000000000001] [0:2.173] [0.19:5.1929999999999996] -1:1:2:3:0:4 [-1.742:1.7430000000000001] [0:2.2149999999999999] [0.26400000000000001:6.5229999999999997] [-2.7280000000000002:2.7269999999999999] -1:0:2:1:4:3 [0:2.548] [0.36499999999999999:6.0679999999999996] [-2.4950000000000001:2.496] [-1.74:1.7430000000000001] [0:3.1019999999999999] [0.17199999999999999:13.098000000000001] [0.41899999999999998:7.3920000000000003] [0.46100000000000002:3.6819999999999999] [0.38400000000000001:6.5830000000000002] [0.092999999999999999:7.8600000000000003] [0.38900000000000001:4.5430000000000001] [0.48899999999999999:4.3159999999999998]
tree_sizes=3374 3424 3417 3421 3421 3392 3420 3434 3440 3405

Tree=0
num_leaves=31
num_cat=1
split_feature=25 25 26 27 25 26 22 25 9 24 22 27 13 3 24 5 22 3 22 27 24 17 26 21 22 24 27 27 24 3
split_gain=333.201 226.241 132.881 129.627 63.3642 48.6639 45.6413 36.0331 35.2638 30.4007 64.4809 29.9443 24.5457 23.6037 22.1752 20.7159 18.3764 18.3138 17.9036 16.6901 15.1996 24.866 17.3326 14.9136 14.6308 14.2255 14.1523 13.9255 13.8253 13.6173
threshold=1.0675000000000001 0.6695000000000001 0.77650000000000008 0.90450000000000019 1.5585000000000002 0.86550000000000005 1.0265000000000002 0.89550000000000007 1.1375000000000002 1.0265000000000002 0.99050000000000005 1.0475000000000001 1.3005000000000002 1.6895000000000002 0.97750000000000015 0 0.7985000000000001 1.8335000000000001 1.0605000000000002 0.83850000000000013 1.2565000000000002 1.4605000000000004 1.0005000000000002 0.86150000000000004 0.78450000000000009 0.82250000000000012 0.79950000000000021 0.84050000000000014 1.3025000000000002 1.2705000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 8 15 5 6 7 11 26 12 10 24 14 16 -11 -2 -3 -1 20 -18 -10 22 -22 -6 -14 -5 -12 -4 -9 -13 -30
right_child=4 2 3 9 17 -7 -8 27 19 13 25 28 23 -15 -16 -17 18 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.1111955813535849 0.044634795177060732 0.15749985385790027 0.23944323258274114 0.14581017579077368 0.10098720943482076 0.25815819219608094 0.1357020641757824 0.13071436655011079 0.20374666009699033 0.19129339418077923 0.22312631416198114 -0.055827108779472168 0.059837183095616461 0.10347386413298126 0.12011845458628245 0.063029569426542864 0.04004547267802272 -0.08956906638210993 0.10813825169263523 0.10862167561338369 0.025153589466858542 0.18904309782252782 -0.014999340080280421 0.20206800085500468 -0.0092632072878320038 0.13013564246072593 0.14547247243041087 -0.037195680016276489 0.13693463875559705 -0.025689405738934301
leaf_weight=76.208636194467545 92.396745190024376 26.150022223591805 74.465301379561424 7.2223870903253546 14.693822011351584 276.94118773937225 106.09437587857246 35.862887620925903 35.11574412882328 144.19869397580624 28.142404869198799 29.636691853404045 10.709056720137594 38.851461589336395 67.242914289236069 89.15912339091301 181.30682075023651 17.184300318360329 49.062422648072243 38.851461589336395 38.353365927934647 12.20334370434284 104.60008889436722 23.659543916583061 38.602413758635521 39.598605081439018 20.421922117471695 5.7281001061201087 9.7128653973341006 10.958104550838469
leaf_count=306 371 105 299 29 59 1112 426 144 141 579 113 119 43 156 270 358 728 69 197 156 154 49 420 95 155 159 82 23 39 44
internal_value=0.123586 0.151429 0.181712 0.197881 0.0549417 0.234073 0.0822437 0.1852 0.0911914 0.147438 0.106793 0.0552292 0.0776126 0.172654 0.0764298 0.0821432 0.0686289 0.00880828 0.0545474 0.153782 0.0187614 0.0647131 -0.000712897 0.15775 0.0151777 0.168768 0.219219 0.107589 -0.0120461 0.0507243
internal_weight=1743.33 1240.26 825.345 710.035 503.077 413.419 316.042 136.478 414.914 296.616 113.566 209.947 340.946 183.05 159.64 115.309 306.578 187.035 230.369 73.9672 169.851 50.5567 119.294 34.3686 45.8248 67.741 94.8872 41.591 50.3077 20.671
internal_count=7000 4980 3314 2851 2020 1660 1269 548 1666 1191 456 843 1369 735 641 463 1231 751 925 297 682 203 479 138 184 272 381 167 202 83
cat_boundaries=0 1
cat_threshold=8
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 25 25 27 24 9 26 27 24 25 26 21 3 21 27 25 27 25 22 26 25 26 9 19 25 9
split_gain=272.882 154.567 176.872 52.5366 83.8304 45.5346 51.8701 29.9004 35.6286 28.0849 27.3943 26.6533 22.5995 19.7508 17.3009 17.0699 16.6118 16.2831 15.6866 15.6665 14.87 14.731 14.6645 14.6482 14.4878 13.8214 13.7935 12.4794 12.4445 12.2613
threshold=1.2450000000000003 0.81150000000000022 0.90450000000000019 1.0485000000000002 1.0795000000000001 1.0835000000000001 0.68650000000000022 0.89550000000000007 1.2485000000000002 0.99050000000000005 0.86350000000000005 0.7965000000000001 0.71850000000000003 0.64950000000000008 0.77250000000000008 1.0925000000000002 1.8135000000000001 0.61150000000000004 0.73150000000000015 0.96550000000000014 0.83850000000000013 0.62350000000000005 1.0445000000000002 0.97650000000000003 0.98950000000000016 0.72850000000000004 0.86550000000000005 0.78450000000000009 2.0390000000000001 1.1155000000000002
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=1 9 5 4 -4 6 26 15 22 12 11 -8 25 -5 -14 17 -10 -2 -11 20 -16 -6 -9 -7 -23 27 -3 -1 -24 -15
right_child=7 2 3 13 21 23 10 8 16 18 -12 -13 14 29 19 -17 -18 -19 -20 -21 -22 24 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.010565447420847199 0.052016723402039923 -0.0052283321465797939 -0.1030942373885112 -0.031059715801734396 -0.052230530944254616 -0.043408628394851455 0.095768093844830274 -0.14701934425189955 -0.029892618944663604 0.06303130178266439 0.1245110137961544 -0.025466873942926488 -0.08521707709240918 0.025409650334292988 0.038836663573686599 0.08921437999580209 -0.13859521032014346 -0.065897354976717101 -0.031688682785819697 -0.16219210677214915 -0.093556458056144987 0.052602558136175016 -0.058498330965962499 0.071858342881276682 -0.016613531645204464 0.040276685886188796 0.06774901881104424 -0.092265619960308895 -0.1682203436144506 0.07899101185029897
leaf_weight=66.876750737428665 14.220607101917265 55.341686591506004 103.52688477933407 38.611353769898415 28.67879918217659 35.672552540898323 62.030543103814125 104.43252624571323 82.008978024125099 41.761193603277206 275.46533603966236 25.625360310077667 142.52875021100044 101.52848969399929 32.517854630947113 10.722382158040999 16.967057958245277 66.370837271213531 30.076176688075066 6.4851428717374793 11.478170305490492 81.654221534729004 44.152141928672791 15.956351622939108 48.027389243245125 35.078694060444832 48.684351623058319 25.950658053159714 13.496807038784025 73.71681272983551
leaf_count=268 57 222 415 155 115 143 251 418 329 168 1120 103 571 409 131 43 68 266 121 26 46 329 177 64 193 141 196 104 54 297
internal_value=1.06631e-05 0.0199714 0.0409478 -0.00309012 -0.0331197 0.0813327 0.0911819 -0.0785741 -0.0958022 -0.0331444 0.109017 0.0603262 -0.0457963 0.0336838 -0.0673991 -0.0293205 -0.0485271 -0.0450911 0.0233749 -0.0170917 0.00429648 0.0126257 -0.124671 -0.00778439 0.0269685 -0.0131978 0.0289252 -0.0334054 -0.0841865 0.0479486
internal_weight=1739.64 1387.27 994.52 475.744 261.887 518.776 467.147 352.371 261.058 392.753 363.121 87.6559 320.916 213.857 193.01 91.3138 98.976 80.5914 71.8374 50.4812 43.996 158.36 162.081 51.6289 129.682 127.906 104.026 92.8274 57.6489 175.245
internal_count=7000 5588 4012 1913 1052 2099 1892 1412 1046 1576 1474 354 1287 861 774 366 397 323 289 203 177 637 649 207 522 513 418 372 231 706
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 25 25 26 27 24 9 24 25 26 27 25 25 26 25 27 9 24 13 3 9 27 1 4 1 22
split_gain=222.541 123.415 147.259 46.8468 70.9312 45.7887 53.6617 28.403 23.2778 28.2267 23.0173 18.3842 17.9275 17.6275 17.785 16.6541 15.9072 14.0306 13.8913 15.3447 13.5241 13.6049 13.2728 13.1924 12.8791 12.6375 12.3036 12.1068 12.011 11.9902
threshold=1.2815000000000001 0.81150000000000022 0.90450000000000019 1.0485000000000002 1.0185000000000002 0.98450000000000004 0.68650000000000022 0.95850000000000002 0.89550000000000007 1.2485000000000002 0.99050000000000005 0.71850000000000003 0.62350000000000005 0.87150000000000005 0.7965000000000001 0.46200000000000008 0.96950000000000014 0.72850000000000004 0.96550000000000014 0.83850000000000013 0.99050000000000005 0.68050000000000022 1.3835000000000002 1.8135000000000001 0.90750000000000008 0.73150000000000015 1.8120000000000001 1.5885000000000002 1.0025000000000002 0.94650000000000001
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=1 10 5 4 -4 6 22 20 29 -10 11 -1 -6 14 -8 -5 -14 -13 19 -19 21 -7 24 -11 -3 -12 27 -17 -26 -2
right_child=8 2 3 15 12 7 13 -9 9 23 25 17 16 -15 -16 26 -18 18 -20 -21 -22 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.012208506404785009 -0.065903565027209829 -0.014591126576669207 -0.10181043793851091 -0.066564225325797435 -0.061248368166470869 0.069395362274101285 0.099894210072167935 0.080012086163643553 -0.11599008520170001 -0.029179254350152242 0.056388412346563582 -0.089802027577278426 0.049496386885705998 0.12478138040548091 0.00098019664162048224 0.048812094167317743 -0.017688994646286399 0.0012143704165623057 -0.12949014168413706 -0.096908968349715394 0.045008152439220656 -0.075929234884763733 0.14655744666894091 -0.1286358992125318 0.083188680270629339 -0.028463839738884968 -0.10943182627093756 -0.060814464023554331 -0.077396986328606268 0.010895500484369713
leaf_weight=128.61318580806255 40.943945840001106 57.095776170492172 93.516441449522972 16.221077710390091 32.471203058958054 7.6582120209932318 64.758935675024986 42.439056888222694 152.69191893935204 77.606242164969444 42.043105021119118 90.214970514178276 83.066235899925232 216.47779777646065 25.271194189786911 185.764180585742 61.208382725715637 68.897106349468231 13.732572481036184 20.733362212777138 19.97236579656601 40.56194968521595 8.4076295197010023 16.104644000530243 32.817000016570091 30.132072389125824 5.451640471816062 10.651574984192846 5.4280268102884284 40.375719577074051
leaf_count=516 164 229 375 65 130 31 266 173 614 311 170 361 336 898 102 751 246 277 55 83 81 164 34 65 133 121 22 43 22 162
internal_value=3.2403e-05 0.0173563 0.0358922 -0.003558 -0.0313806 0.0728782 0.0882746 0.0157836 -0.0741643 -0.0894749 -0.0300797 -0.0415141 0.0058839 0.109316 0.0721293 0.0309207 0.020993 -0.0609847 -0.0358331 -0.0214836 -0.0241885 -0.0528491 0.0261112 -0.0462713 0.0154897 0.0209638 0.0387541 0.0428671 0.0603971 -0.0277724
internal_weight=1731.33 1403.61 1009.24 488.351 270.262 520.888 410.256 110.632 327.722 246.403 394.366 322.191 176.746 306.508 90.0301 218.088 144.275 193.578 103.363 89.6305 68.1925 48.2202 103.748 93.7109 95.3408 72.1752 201.867 196.416 38.245 81.3197
internal_count=7000 5684 4101 1968 1087 2133 1684 449 1316 990 1583 1292 712 1266 368 881 582 776 415 360 276 195 418 376 384 291 816 794 155 326
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=1
split_feature=25 25 26 27 25 22 5 26 25 13 9 27 27 24 27 3 22 21 25 3 25 24 22 21 9 4 19 12 22 22
split_gain=184.897 135.236 90.3659 75.1431 37.8519 28.8474 24.6104 24.0313 28.9202 22.6042 21.8804 20.3535 19.866 16.7057 15.8143 15.5986 13.6983 13.2484 13.0152 12.8856 12.8082 12.553 27.4805 14.5616 12.0822 14.3329 14.1209 14.7958 12.4895 14.0934
threshold=1.0675000000000001 0.62350000000000005 0.77650000000000008 0.90450000000000019 1.5585000000000002 1.0265000000000002 0 0.86550000000000005 0.94550000000000012 0.9405 1.3175000000000001 1.0475000000000001 0.79950000000000021 1.2745000000000002 0.83650000000000013 2.0310000000000001 1.0735000000000003 0.57350000000000001 0.67850000000000021 1.8335000000000001 0.52350000000000019 1.0515000000000001 0.99050000000000005 0.99750000000000016 1.1275000000000002 0.43350000000000005 0.45850000000000007 1.0000000180025095e-35 0.77250000000000008 1.1035000000000001
decision_type=2 2 2 2 2 2 1 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 9 6 7 5 11 -3 8 12 24 15 13 -4 17 20 21 -8 -2 -9 -6 -11 22 -5 -24 28 26 27 -26 -1 -30
right_child=4 2 3 10 19 -7 16 18 -10 14 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 29 -31
leaf_value=-0.011685377399652658 0.04555442526356579 0.038845141494399479 0.09296443769233631 -0.081919748045398588 -0.078649234953797664 0.012570119112540879 -0.071423924745632153 0.01469569583621342 -0.047309023523399614 0.0052662129056723636 0.067553071559055711 -0.10729570107311577 -0.0015516174098733314 0.038164295422612578 -0.035946540128745021 -0.073901294188842545 0.053355314227112961 -0.059172135562182315 0.10619593764286916 -0.17064538464348819 0.10064903237576338 0.033169061074602373 0.093164604830422909 -0.011679805218427168 0.13131331381274394 0.087083953509577483 -0.15280651977557616 -0.10353764219086599 -0.082981144274121663 0.005516848928662714
leaf_weight=44.88536012172699 13.438737496733664 32.018715307116508 94.295052573084831 37.154578790068626 168.80664950609207 105.71075344085693 92.772551625967026 16.53639343380928 24.982101783156395 39.169029772281647 70.760779157280922 49.839967399835587 29.101236000657082 26.65526607632637 50.796100363135338 23.057171240448952 9.7197537869214994 119.43455743789673 259.43947663903236 16.734663099050522 21.977496474981308 125.76723094284534 21.681690126657486 34.052282720804214 5.9034043401479774 13.323638886213301 7.6658325642347327 4.9168751090764999 137.91861820220947 20.695009812712669
leaf_count=180 54 129 389 150 682 426 372 67 101 158 288 202 117 107 204 93 39 480 1102 69 89 511 88 138 24 54 31 20 553 83
internal_value=5.12035e-05 0.0210709 0.0421012 0.0558608 -0.0511141 -0.0300132 -0.0332713 0.0832641 0.0508096 -0.0316993 0.0186457 -0.0515137 0.0706742 -0.0340862 0.00529148 0.00432817 -0.0542933 -0.0485801 0.100713 -0.0869467 0.039549 0.0125774 -0.0153028 0.0291069 -0.0492968 0.00801641 -0.0489706 0.024594 -0.0582557 -0.0714344
internal_weight=1719.21 1218.59 871.339 736.828 500.621 315.079 134.511 424.354 148.378 347.251 312.474 209.369 123.396 159.529 111.943 241.713 102.492 132.873 275.976 185.541 61.1465 218.656 92.8886 55.734 235.309 31.8098 18.4861 10.8203 203.499 158.614
internal_count=7000 4980 3584 3044 2020 1269 540 1776 607 1396 1268 843 506 641 451 980 411 534 1169 751 247 887 376 226 945 129 75 44 816 636
cat_boundaries=0 1
cat_threshold=9
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=1
split_feature=25 25 26 27 25 22 27 5 26 25 24 3 13 27 9 22 21 25 27 8 24 22 18 22 22 25 27 22 9 24
split_gain=151.345 113.272 72.5002 63.8824 32.548 27.2359 23.7608 20.8799 20.5212 24.4415 19.3722 18.9511 18.3589 17.7015 16.0888 14.5852 14.1832 13.3516 12.8438 12.1737 11.7599 10.9844 10.8667 10.7397 10.5923 10.5383 10.2077 13.6639 9.77656 10.8561
threshold=1.0565000000000002 0.62350000000000005 0.77650000000000008 0.90450000000000019 1.8325000000000002 1.0375000000000003 1.0025000000000002 0 0.87150000000000005 0.94550000000000012 1.2895000000000001 2.0310000000000001 0.9405 0.79950000000000021 1.3175000000000001 0.74450000000000005 0.62050000000000016 0.67850000000000021 0.83650000000000013 1.6300000000000001 0.6625000000000002 1.0735000000000003 -0.72249999999999981 0.86050000000000015 0.73650000000000004 0.52350000000000019 0.95650000000000002 1.1035000000000001 1.2615000000000001 0.96550000000000014
decision_type=2 2 2 2 2 2 2 1 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 12 7 8 5 6 10 -3 9 13 16 14 26 -4 19 -8 23 -10 25 -5 -18 -9 -15 -2 -22 -14 27 -1 -7 -30
right_child=4 2 3 11 -6 28 15 21 17 -11 -12 -13 18 22 -16 -17 20 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.042844914177623206 -0.019540780139725419 0.037514560204530395 0.087155338079168088 -0.0075812200172120751 -0.096132635380300702 -0.01548803544160666 0.02525534903095349 -0.063802079326559499 0.0015614448212403795 -0.042527819032210382 0.052676302876629014 -0.058717212681866596 0.0047409207551711054 -0.11401816882730248 0.07013977705401217 -0.10871960105936751 0.045058937609443572 0.10103185309384433 -0.032347777168726381 0.041143865729796912 0.064837059393448554 0.048098106024048549 0.030898166215430796 0.1271559912553189 -0.069001618005641238 0.091542080986423302 -0.087454398507822551 0.050298666376740235 -0.023422685710058556 0.077646158257548323
leaf_weight=172.72747659683228 14.31673449277878 31.679912000894547 100.80366763472557 125.85381807386875 101.53070883452892 86.942793473601341 9.0896188169717771 91.314820617437363 14.307435378432272 24.434375613927841 24.099521651864052 29.710043743252754 39.158633098006248 6.3879307508468619 62.087685331702232 76.629151120781898 10.938215777277945 237.38009032607079 50.801930144429207 86.531324788928032 6.2010699063539496 9.7046381980180723 27.238419935107231 7.6611018031835547 127.40959532558918 21.758579656481743 44.716206654906273 17.329753801226616 16.562732934951782 29.658773884177208
leaf_count=695 58 128 424 513 416 351 37 367 58 99 97 120 158 26 255 314 44 1038 204 353 25 39 110 31 514 89 180 70 67 120
internal_value=9.04291e-05 0.0195828 0.0392783 0.0518814 -0.045449 -0.0328828 -0.0507851 -0.0286037 0.077615 0.0494744 -0.031122 0.017149 -0.0285874 0.0661969 0.0253611 -0.0945129 -0.0432492 0.0953774 0.00478113 0.0122707 -0.0546289 -0.0482735 0.0033687 0.0315952 -0.06279 0.0357448 -0.0444661 -0.0343519 0.00426821 0.0414298
internal_weight=1704.97 1193.93 847.434 714.735 511.04 409.509 276.345 132.699 410.552 158.864 190.626 304.183 346.493 134.43 274.473 85.7188 166.527 251.688 111.719 212.385 144.549 101.019 33.6264 21.9778 133.611 60.9172 234.773 190.057 133.164 46.2215
internal_count=7000 4926 3530 2996 2074 1658 1120 534 1755 659 769 1241 1396 560 1121 351 672 1096 451 866 583 406 136 89 539 247 945 765 538 187
cat_boundaries=0 1
cat_threshold=9
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=2
split_feature=25 25 25 26 27 5 25 27 24 5 3 22 13 26 24 24 14 13 19 27 26 21 27 27 11 8 9 17 17 4
split_gain=126.54 72.9051 57.9401 58.5512 53.0106 19.7895 17.2709 16.8314 23.3985 16.407 16.0687 15.0462 14.8861 14.711 14.1092 12.9321 12.8941 12.0401 14.5675 11.7823 12.2114 11.476 10.7545 10.6529 10.6236 13.838 10.5511 10.1626 9.68952 9.62966
threshold=1.2815000000000001 0.59250000000000014 0.98450000000000004 0.77650000000000008 0.85750000000000004 0 0.77550000000000019 0.89550000000000007 1.2435000000000003 1 1.5465000000000002 1.0355000000000001 0.9405 0.88150000000000006 1.7450000000000003 0.64950000000000008 0.79900000000000015 1.5015000000000003 0.41450000000000004 0.99350000000000016 0.9275000000000001 1.0925000000000002 0.75650000000000006 0.82250000000000012 0.98450000000000004 1.6300000000000001 1.0615000000000003 2.0440000000000005 1.5170000000000001 -0.86249999999999993
decision_type=2 2 2 2 2 1 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 12 3 9 13 11 -6 21 -9 22 -8 -4 28 23 -12 -11 -17 19 -19 20 -7 -2 29 26 25 -21 -5 -10 -1 -3
right_child=7 2 5 4 6 17 10 8 27 15 14 -13 -14 -15 -16 16 -18 18 -20 24 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.049260933929599487 -0.030649160522322562 -0.014597021629423291 -0.07193324887471364 0.056306688746113845 -0.0069761023280474942 -0.023933755461482631 0.055747164246073448 -0.094627034828264442 -0.04043305220790832 0.028817898283794947 0.011676878647113644 0.010187580709105026 0.0027664508536458183 0.10593088242159568 -0.14744535349411186 -0.07962232212760316 0.019224778633589144 0.0036402574902865189 0.15288916136143149 -0.072063469508979225 0.048973830947297202 0.086631094663846081 -0.047061965879291318 -0.01618638176278701 -0.11929888169775056 0.039392688525765225 0.12243633538331858 0.079861407872541604 0.052135888187741536 0.11970529512515825
leaf_weight=200.12236346304417 71.441387444734573 7.6383604556322124 76.892142295837402 112.43992292881012 111.12939989566803 38.42180047929287 172.31671719253063 146.56016390025616 85.736795723438263 20.869487151503563 43.09087872505188 31.431002646684647 97.680288806557655 145.39281187951565 6.4000223428010932 64.626171469688416 16.58279187977314 14.416574135422708 11.969429865479468 21.732581317424774 57.135441064834595 9.446569696068762 9.1747950315475446 15.735877782106398 12.4847175180912 22.85359862446785 30.718773692846298 7.6494005024433127 9.8901592344045621 17.733720675110817
leaf_count=807 288 31 314 479 457 157 724 610 349 84 178 129 395 653 26 261 67 59 49 89 236 38 37 64 51 93 132 31 40 72
internal_value=0.000124635 0.0133731 0.0257999 0.0400383 0.052775 -0.0125467 0.0252013 -0.0564014 -0.0697 -0.0193663 0.0413227 -0.0440395 -0.0294851 0.0829449 -0.00890036 -0.037701 -0.0594378 0.00849548 0.0713437 -0.00181297 0.019659 -0.0169525 0.0354579 0.0619122 -0.0377648 -0.0149342 0.0704967 -0.0305796 -0.0444858 0.0792731
internal_weight=1689.71 1368.88 1061.19 773.85 637.224 287.337 332.937 320.834 239.946 136.625 221.808 108.323 307.693 304.287 49.4909 102.078 81.209 179.014 26.386 152.628 95.5572 80.888 34.5469 158.895 57.0709 44.5862 143.159 93.3862 210.013 25.3721
internal_count=7000 5684 4442 3265 2713 1177 1385 1316 990 552 928 443 1242 1328 204 412 328 734 108 626 393 326 140 675 233 182 611 380 847 103
cat_boundaries=0 1 2
cat_threshold=4 24
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=25 26 27 22 24 25 25 26 24 13 3 22 22 21 27 24 17 22 26 24 9 22 27 17 25 4 13 11 9 1
split_gain=103.742 61.5817 81.6217 28.6458 50.7725 23.1862 25.9987 18.0615 17.2761 15.4417 15.4358 14.9686 13.9827 13.5686 13.3091 13.2179 13.0221 18.9741 12.3045 11.4557 13.8286 11.3238 10.8421 10.1057 10.0201 10.0146 9.9024 9.22013 9.15838 10.1527
threshold=1.2815000000000001 0.81150000000000022 0.90450000000000019 1.0485000000000002 1.0755000000000001 0.98450000000000004 0.68650000000000022 0.9255000000000001 0.73550000000000015 1.3685000000000003 1.8535000000000001 1.0445000000000002 1.0705000000000002 1.0625000000000002 1.0835000000000001 1.5375000000000003 0.61350000000000005 0.73150000000000015 0.88150000000000006 2.1485000000000007 1.1035000000000001 0.76250000000000007 0.80850000000000011 1.4495000000000002 1.9785000000000001 1.5885000000000002 1.3835000000000002 -1.6384999999999998 0.90750000000000008 1.0025000000000002
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=1 8 5 4 -4 6 26 -7 12 -10 11 14 16 18 -2 -16 -1 -18 22 20 25 -6 -8 -19 -13 27 28 -5 -3 -30
right_child=10 2 3 19 21 7 13 -9 9 -11 -12 24 -14 -15 15 -17 17 23 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.054851904670591117 -0.044228257718803635 -0.011352917412102622 -0.079691870627941808 -0.12048216274477125 0.069496255166718673 -0.027426050598508236 0.078527037079609507 0.054290366190970635 -0.048588341737728941 0.056799586834340381 -0.12705683235519777 0.0046427603971354271 0.062465117665580876 0.017691816209647597 -0.13086819277322403 -0.021510716939084008 0.12218845061715711 -0.019465004425441468 0.10638919483396281 -0.10606061775417891 0.058233243120386205 -0.0020240554202813322 -0.005663974783779193 0.088049656184035152 -0.065827519024397083 -0.10641801610677984 0.12922613234840283 0.019332819319105646 0.073745748662501193 -0.074396239127148572
leaf_weight=47.25175978243351 132.90735755860806 56.745793417096138 104.74597257375717 4.9296207129955283 26.483082965016365 53.754326790571213 69.134022042155266 54.442174479365349 193.66573551297188 14.978426471352575 24.807129099965096 75.440285742282867 30.899551436305046 29.250498980283737 41.898780226707458 15.012907907366751 12.861023038625715 79.848198518157005 158.70990653336048 6.6032092273235312 86.711728006601334 134.92282609641552 19.642016768455505 9.8172768950462324 27.544110730290413 7.4444191902875891 8.0963060408830625 109.15221700072289 32.045591056346893 5.4067281931638709
leaf_count=191 547 229 428 20 108 220 309 229 790 61 108 306 126 132 179 61 52 323 743 27 359 551 82 40 115 30 34 445 133 22
internal_value=0.000130942 0.012168 0.0256737 -0.00354846 -0.0254742 0.0545219 0.0661771 0.0136919 -0.0214198 -0.0410226 -0.0513183 -0.0449015 0.00121723 0.0821003 -0.0615556 -0.10202 -0.0114183 0.00859905 0.0897128 0.0236139 0.0277258 0.00971082 0.0598995 -0.00769346 -0.0142052 0.00595812 0.0231001 0.0132912 0.0139786 0.0523595
internal_weight=1675.15 1357.54 968.22 480.993 266.152 487.227 379.031 108.197 389.322 208.644 317.611 292.803 180.678 276.736 189.819 56.9117 149.778 102.526 247.486 214.841 208.238 161.406 88.776 89.6655 102.984 121.526 102.294 114.082 94.1981 37.4523
internal_count=7000 5684 4101 1968 1087 2133 1684 449 1583 851 1316 1208 732 1266 787 240 606 415 1134 881 854 659 391 363 421 495 418 465 384 155
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=1
split_feature=25 25 26 27 25 22 27 22 27 24 3 27 9 5 24 21 21 21 9 9 22 11 26 25 26 26 24 7 22 26
split_gain=86.419 69.5277 42.9246 45.008 21.7044 18.1555 17.791 15.2636 15.6412 17.6037 15.1354 14.5307 16.1026 14.1897 12.4195 12.3774 12.2146 12.073 11.2355 10.7176 10.643 10.5155 10.5036 14.268 10.2036 10.1708 10.1529 10.695 10.325 10.0367
threshold=1.0565000000000002 0.62350000000000005 0.77650000000000008 1.0105000000000002 1.8325000000000002 1.0265000000000002 1.0285000000000002 1.0575000000000003 0.85750000000000004 0.99650000000000005 2.0310000000000001 0.85250000000000015 1.5245000000000002 0 1.1185000000000003 1.1925000000000001 1.1925000000000001 0.79950000000000021 1.2260000000000002 1.5710000000000004 0.87650000000000017 0.7350000000000001 0.90350000000000008 0.94550000000000012 1.0165000000000002 0.65950000000000009 1.6165000000000003 0.085500000000000007 0.78450000000000009 0.96750000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 11 13 7 5 6 14 8 18 -10 19 12 17 -3 -2 -9 24 25 22 -5 21 -16 23 -4 -13 -1 28 -28 -8 -11
right_child=4 2 3 10 -6 -7 26 15 9 29 -12 16 -14 -15 20 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.10688686286805343 -0.038544673383505743 0.032701504317504453 0.05044758893159923 -3.5775302220599392e-06 -0.07714005915769083 0.004699895416766812 0.002796749237361847 0.10848208740228536 -0.025429074271155566 -0.00036387564972176884 -0.076488428356428939 -0.095197352395670898 0.13288775862697982 -0.037925093832805928 0.12156018935933642 0.030284713070504427 0.0034881250793685039 0.0031587263003268157 0.10865880347344579 0.073665162675750087 -0.029517045926864355 -0.0098306429176027339 0.084442378392352913 -0.035472651033056586 -0.027003269071906002 -0.021235301728491241 -0.093548197333794131 0.064159220624134636 -0.12065992706782119 0.078753265599189409
leaf_weight=20.509422421455383 142.90398448705673 31.374680235981941 126.77431933581829 143.80134271085262 96.882315903902054 139.76181730628014 7.9060470610857001 84.018258929252625 52.922963872551918 24.734863728284836 22.960588797926903 55.960547357797623 7.9119223505258551 99.689419209957123 14.288488358259203 26.665946185588837 31.729750260710716 148.69007842242718 42.119391113519669 22.892265111207962 22.339697554707527 10.617248818278311 69.303349763154984 22.803960397839546 36.092216193675995 42.786131724715233 8.6339638382196444 8.5666962116956693 47.320326268672943 45.583659753203392
leaf_count=83 586 128 565 593 416 569 33 379 228 107 93 228 33 406 58 114 128 605 197 97 91 43 333 95 146 173 36 35 207 195
internal_value=0.000136795 0.0151159 0.0310124 0.04105 -0.0346486 -0.0244168 -0.0399147 0.0569225 0.0474971 0.0181358 -0.000371051 -0.0226109 -0.00718378 -0.0214168 -0.0238499 0.0896428 -0.050017 -0.0124117 0.0613612 0.0101135 0.0205974 0.0655486 0.0522597 0.0373486 -0.0684597 -0.0489887 -0.0820911 -0.0150029 -0.102986 0.0509234
internal_weight=1658.55 1159.33 815.645 684.581 499.221 402.338 262.576 494.927 384.243 123.241 189.654 343.68 219.898 131.064 190.149 110.684 123.783 211.986 261.001 166.694 47.2454 24.9057 218.882 149.578 92.0528 63.2956 72.427 17.2007 55.2264 70.3185
internal_count=7000 4926 3530 2996 2074 1658 1089 2213 1720 530 783 1396 894 534 778 493 502 861 1190 690 192 101 993 660 374 256 311 71 240 302
cat_boundaries=0 1
cat_threshold=9
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=1
split_feature=25 25 26 27 25 5 9 3 26 25 25 3 21 3 22 9 27 26 24 23 2 17 6 13 22 26 13 17 22 18
split_gain=72.2424 68.3627 29.0556 31.0276 22.4698 19.8596 14.7227 13.1423 12.9192 16.3466 13.9684 12.7562 11.4023 11.1531 10.7045 12.2847 10.5659 16.9575 10.7973 11.2414 11.1604 11.7774 10.4942 10.3106 10.255 12.8884 10.0305 9.3141 9.28351 12.1775
threshold=0.98450000000000004 0.6695000000000001 0.77250000000000008 1.0105000000000002 1.5585000000000002 0 1.4075000000000002 2.0965000000000003 0.87150000000000005 0.78850000000000009 0.83950000000000002 1.8135000000000001 0.95150000000000012 1.8335000000000001 1.0355000000000001 1.0205000000000002 0.85250000000000015 0.74250000000000005 0.72150000000000014 1.2555000000000003 0.47450000000000003 0.60550000000000004 0.87250000000000016 1.0225000000000002 0.99050000000000005 0.75350000000000017 0.56950000000000001 2.1615000000000006 1.0215000000000003 1.1810000000000003
decision_type=2 2 2 2 2 1 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 6 24 8 5 14 16 -5 10 28 -4 22 -11 27 15 -2 17 18 20 -20 21 -1 23 -7 -3 -26 -22 -6 29 -10
right_child=4 2 3 7 13 11 -8 -9 9 12 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 26 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.11241220522051021 -0.087342820617989481 -0.035725135236306181 0.060042143059956657 0.016771068433299847 -0.056233868610001493 -0.0027369761223652446 0.047300975367819208 -0.078640502325046435 0.024016100479917153 0.10201031614599004 -0.0067053565188583582 -0.063580723430041577 0.047417674175467606 -0.14231557054201457 -0.0037672308670543327 -0.012347132819588137 -0.044883807387685756 0.019942675764960796 -0.082897743099129423 0.045828399494253762 0.1297357641654551 -0.0046268347856112052 -0.036054047447246364 0.042259489187054529 0.069990362552445895 -0.081734546739903033 0.0032208109304639057 0.048555700653667024 0.08635750186880925 -0.1343456878141463
leaf_weight=15.276654258370398 70.815866529941559 67.152279734611511 82.416517645120621 131.73521400988102 150.79937782883644 111.19122010469437 33.647492110729218 16.21354641020298 40.088000595569611 143.33856491744518 50.603024408221245 27.334935039281845 52.187406450510025 14.369646936655043 41.042400479316711 31.583403363823891 129.3129001557827 108.57625602185726 50.453391015529633 7.8379246443510047 8.4209794700145704 30.134222835302353 43.792069047689438 93.955625250935555 23.537190571427349 7.3460468500852576 24.496571809053421 8.9876658022403699 20.134289234876633 5.5250094532966605
leaf_count=62 294 275 364 548 644 461 139 66 189 696 220 115 237 69 169 131 528 444 206 32 34 122 182 390 96 30 99 38 94 26
internal_value=0.000135361 0.0159204 0.0363081 0.045366 -0.0277318 -0.015202 -0.0160619 0.00631502 0.0600189 0.0729346 0.0346502 0.00122027 0.0874391 -0.0579286 -0.0438593 -0.0642116 -0.0217547 -0.00955676 -0.0330009 -0.0655891 -0.00874915 -0.0408869 0.00838482 0.017871 -0.0137917 0.0339003 0.0355859 -0.0503397 0.0297996 0.00483406
internal_weight=1642.31 1048.43 640.277 542.242 593.872 419.716 408.156 147.949 394.293 261.273 133.02 276.274 195.526 174.157 143.442 102.399 374.509 245.196 136.62 58.2913 78.3284 45.4109 248.939 205.147 98.0355 30.8832 32.9176 159.787 65.7473 45.613
internal_count=7000 4507 2841 2440 2493 1742 1666 614 1826 1242 584 1148 933 751 594 425 1527 999 555 238 317 184 1033 851 401 126 133 682 309 215
cat_boundaries=0 1
cat_threshold=4
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=1
split_feature=25 25 5 27 9 25 26 27 3 24 27 25 24 22 24 13 22 24 25 24 13 19 23 25 25 21 22 9 14 11
split_gain=60.7566 40.0564 38.1033 36.3736 27.4818 14.9156 19.4407 19.3242 13.1182 12.6239 17.1341 11.671 10.8364 12.4091 10.373 10.3648 10.3464 9.75374 10.5543 9.72233 9.42176 9.33013 10.326 9.25914 9.09888 10.32 10.988 8.95254 8.86064 8.71483
threshold=1.2450000000000003 0.59250000000000014 0 1.0105000000000002 1.268 0.96550000000000014 0.76750000000000018 0.86350000000000005 1.8535000000000001 0.96550000000000014 0.89350000000000007 0.98950000000000016 0.95950000000000013 1.1195000000000002 0.64150000000000007 0.9405 0.71350000000000013 0.71050000000000002 1.0725000000000002 1.2805000000000002 2.2890000000000001 1.2595000000000003 0.99150000000000016 0.96950000000000014 0.86750000000000005 1.0835000000000001 1.0085000000000002 0.9105000000000002 -0.85949999999999982 0.077500000000000013
decision_type=2 2 1 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=1 15 3 11 5 6 14 -8 9 10 -2 -3 13 -5 -4 -1 -11 18 -7 -19 -18 -14 -23 -6 25 26 -9 -13 -15 -27
right_child=8 2 4 12 23 17 7 24 -10 16 -12 27 21 28 -16 -17 20 19 -20 -21 -22 22 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.03450646240632832 -0.013444683439302578 0.067532427596722233 0.030621457769809946 -0.096381326665589975 0.090860471406990329 -0.031809677098347811 0.041444917188806517 -0.042975332930976953 -0.1096831049198066 0.1204715703965787 -0.083872457098401867 -0.0019398020271892951 0.025190846243000192 -0.10287261971468098 -0.056421885718004973 0.0051288332841162411 -0.023544241091460597 -0.065867131466985362 0.15213099872171904 0.019154637438200769 0.097342004256510253 0.036074360901033962 -0.14228033857704356 0.0038886683332247092 0.02835474242039264 -0.15263692947693133 0.058664412880401244 0.061979443377833232 0.055432959961277999 -0.016143935525028293
leaf_weight=207.08488029241562 59.345937505364418 262.91063976287842 17.090643718838692 22.136212587356567 39.97700235247612 7.9843977242708188 133.77411484718323 35.629462316632271 23.7783462703228 5.5487331151962271 82.65749317407608 50.69683925807476 97.506957247853279 4.7638435363769558 68.824319645762444 96.826938092708588 152.62371027469635 81.470474198460579 5.11959208548069 16.108988136053085 6.7316748201847068 5.7620681375265104 7.4342735111713409 17.643266439437866 31.417068272829056 11.728566989302637 15.162913173437117 38.592288494110107 13.714268893003462 7.7811649143695822
leaf_count=847 242 1215 69 93 182 33 626 150 114 23 365 210 404 20 284 395 640 342 21 66 28 24 31 74 135 49 65 164 57 32
internal_value=0.000135146 0.00988969 0.0196103 0.0385413 -0.000628626 -0.00929217 0.00161081 0.0164658 -0.0381278 -0.0325839 -0.0544393 0.0569239 -0.00169821 -0.0458795 -0.0391068 -0.0218786 -0.0137636 -0.0409528 0.040054 -0.0518312 -0.0184376 0.0145108 -0.0644033 0.0642298 -0.016385 -0.0363786 -0.0126331 0.0256872 0.0146202 -0.0981987
internal_weight=1627.83 1297.14 993.229 503.517 489.712 432.092 321.408 235.493 330.686 306.908 142.003 352.2 151.318 40.6143 85.915 303.912 164.904 110.683 13.104 97.5795 159.355 110.703 13.1963 57.6203 101.719 70.3021 50.7924 89.2891 18.4781 19.5097
internal_count=7000 5588 4346 2218 2128 1872 1410 1057 1412 1298 607 1589 629 170 353 1242 691 462 54 408 668 459 55 256 431 296 215 374 77 81
cat_boundaries=0 1
cat_threshold=25
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_25=55
Column_27=41
Column_22=36
Column_24=33
Column_26=32
Column_9=21
Column_3=15
Column_21=13
Column_13=12
Column_5=8
Column_17=7
Column_4=4
Column_11=4
Column_19=4
Column_1=3
Column_8=2
Column_14=2
Column_18=2
Column_23=2
Column_2=1
Column_6=1
Column_7=1
Column_12=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 10]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 1]
[seed: 2147483647]
[deterministic: 1]
[force_col_wise: 0]
[force_row_wise: 1]
[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: 29739]
[bagging_by_query: 0]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 11141]
[extra_trees: 0]
[extra_seed: 7870]
[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: 3374]
[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: 35]
[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: 0,5,10,15]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 31308]
[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
