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=[0.27500000000000002:6.6950000000000003] [-2.4169999999999998:2.4300000000000002] [-1.7430000000000001:1.7430000000000001] [0.019:5.7000000000000002] [-1.7430000000000001:1.7430000000000001] [0.159:4.1900000000000004] [-2.9409999999999998:2.9700000000000002] [-1.7410000000000001:1.7410000000000001] [0:2.173] [0.19:5.1929999999999996] [-2.9039999999999999:2.9089999999999998] [-1.742:1.7430000000000001] [0:2.2149999999999999] [0.26400000000000001:6.5229999999999997] [-2.7280000000000002:2.7269999999999999] [-1.742:1.742] [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=3348 3391 3391 3406 3415 3400 3395 3411 3410 3414

Tree=0
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 26 5 22 25 9 24 22 27 5 13 3 22 3 22 14 27 0 24 17 26 21 21 24 24 27
split_gain=333.201 226.241 132.881 129.627 63.3642 48.6639 48.1001 45.6413 36.0331 35.2638 30.4007 64.4809 29.9443 32.6909 24.5457 23.6037 18.3764 18.3138 17.9036 16.9981 16.6901 16.1311 15.1996 24.866 17.3326 14.9136 14.8086 14.6473 14.2255 14.1523
threshold=1.0675000000000001 0.6695000000000001 0.77650000000000008 0.90450000000000019 1.5585000000000002 0.86550000000000005 0.82050000000000012 1.0265000000000002 0.89550000000000007 1.1375000000000002 1.0265000000000002 0.99050000000000005 1.0475000000000001 0.89650000000000019 1.3005000000000002 1.6895000000000002 0.7985000000000001 1.8335000000000001 1.0605000000000002 1.2275000000000003 0.83850000000000013 1.0045000000000002 1.2565000000000002 1.4605000000000004 1.0005000000000002 0.86150000000000004 0.58250000000000013 1.2685000000000002 0.82250000000000012 0.79950000000000021
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 6 5 7 8 19 12 29 14 11 21 13 -2 16 -12 -1 22 -18 -3 -11 -5 24 -24 -6 -16 -15 -28 -13 -4
right_child=4 2 3 10 17 -7 -8 -9 -10 20 15 28 -14 26 25 -17 18 -19 -20 -21 -22 -23 23 -25 -26 -27 27 -29 -30 -31
leaf_value=0.1111955813535849 0.031388516415172041 0.020597816129895904 0.23944323258274114 0.078512964280332248 0.10098720943482076 0.25815819219608094 0.17544026862900725 0.1357020641757824 0.10758903079545865 0.20374666009699033 0.19129339418077923 0.22312631416198114 -0.012046083593079265 0.22982923683376821 0.059837183095616461 0.10347386413298126 0.04004547267802272 -0.08956906638210993 0.10813825169263523 0.16696353905794459 0.10862167561338369 -0.040402213875409154 0.025153589466858542 0.18904309782252782 -0.014999340080280421 0.20206800085500468 0.0783782831660194 0.18610776334451584 0.13013564246072593 0.14547247243041087
leaf_weight=76.208636194467545 80.193401485681534 68.986249104142189 74.465301379561424 21.418113440275192 14.693822011351584 276.94118773937225 37.357174605131149 106.09437587857246 41.590987727046013 35.11574412882328 144.19869397580624 28.142404869198799 50.307661801576614 10.958104550838469 10.709056720137594 38.851461589336395 181.30682075023651 17.184300318360329 49.062422648072243 8.9657219052314741 38.851461589336395 24.406687408685684 38.353365927934647 12.20334370434284 104.60008889436722 23.659543916583061 51.80194878578186 16.68620465695858 39.598605081439018 20.421922117471695
leaf_count=306 322 277 299 86 59 1112 150 426 167 141 579 113 202 44 43 156 728 69 197 36 156 98 154 49 420 95 208 67 159 82
internal_value=0.123586 0.151429 0.181712 0.197881 0.0549417 0.234073 0.0821432 0.0822437 0.1852 0.0911914 0.147438 0.106793 0.0552292 0.0764298 0.0776126 0.172654 0.0686289 0.00880828 0.0545474 0.0374322 0.153782 0.0151777 0.0187614 0.0647131 -0.000712897 0.15775 0.121895 0.104625 0.168768 0.219219
internal_weight=1743.33 1240.26 825.345 710.035 503.077 413.419 115.309 316.042 136.478 414.914 296.616 113.566 209.947 159.64 340.946 183.05 306.578 187.035 230.369 77.952 73.9672 45.8248 169.851 50.5567 119.294 34.3686 79.4463 68.4882 67.741 94.8872
internal_count=7000 4980 3314 2851 2020 1660 463 1269 548 1666 1191 456 843 641 1369 735 1231 751 925 313 297 184 682 203 479 138 319 275 272 381
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=25 26 27 5 22 24 25 5 25 27 24 21 24 25 21 25 25 3 26 25 27 22 26 22 21 25 26 22 17 25
split_gain=274.228 154.322 176.842 56.6101 52.3894 84.9381 39.3952 37.2805 36.1983 29.9395 36.3038 22.3469 22.2476 19.7508 17.1205 17.0896 18.2307 17.0367 16.51 17.4762 20.4103 15.1634 15.0669 15 14.9968 14.9105 14.4764 14.4515 14.3183 13.9482
threshold=1.2450000000000003 0.81150000000000022 0.90450000000000019 0.88150000000000006 1.0485000000000002 1.0795000000000001 0.98450000000000004 1.3505000000000003 0.6695000000000001 0.89550000000000007 1.2485000000000002 1.0625000000000002 0.73550000000000015 0.64950000000000008 1.0925000000000002 0.6905 1.0115000000000001 1.8135000000000001 0.77250000000000008 0.96550000000000014 0.83850000000000013 1.0705000000000002 0.86950000000000005 1.0445000000000002 0.61150000000000004 0.62350000000000005 0.95650000000000002 0.73150000000000015 0.61750000000000005 0.98950000000000016
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 7 3 6 5 -4 8 12 -3 14 23 22 21 -6 24 -5 -17 -12 -14 20 -20 27 -10 -11 -2 -7 -8 28 -1 -27
right_child=9 2 4 15 13 25 26 -9 11 10 17 -13 18 -15 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.043378553756161134 0.048118619580468314 -0.0024085819984287684 -0.10345929454356112 0.061016389917616209 -0.031059715801734396 -0.052230530944254616 -0.059212216733775053 0.085543551466935902 0.059228354048941556 -0.14773312185380244 -0.029396926179060059 -0.01216406178325217 -0.082807506882942625 0.047948612224023031 0.089245205831833083 0.14359759697531752 0.067361936855876089 -0.1395004665781919 0.03601703927430798 -0.15098160267002991 -0.11403449302617868 0.053408056254859872 0.12755059159400073 -0.084186515384721619 -0.065195070415427825 0.052602558136175016 0.05426367874862166 -0.040642647680670621 0.12614361563416207 -0.015308640886576338
leaf_weight=8.9729338139295596 14.173216611146925 53.599988773465157 103.53120814263821 45.734090119600296 38.611353769898415 28.67879918217659 38.545573726296425 24.832768142223358 47.986403733491898 104.44071458280087 82.000019505620003 18.248065561056137 138.22734256088734 175.2453024238348 10.7227266728878 161.2604438662529 38.943183764815331 16.960156813263893 39.952477186918259 8.7324916273355466 11.725438490509985 27.596916496753693 98.598074316978455 57.648948967456818 66.389010027050972 81.654221534729004 15.871293067932127 121.41826139390469 11.203118622303007 48.035276189446449
leaf_count=36 57 215 415 184 155 115 155 100 194 418 329 74 554 706 43 655 157 68 161 35 47 111 401 231 266 329 64 487 45 193
internal_value=2.70019e-05 0.020037 0.0409945 0.0813756 -0.00303895 -0.0330253 0.0500136 -0.0330449 0.0689793 -0.0787558 -0.0959936 0.0921931 -0.041051 0.0336838 -0.0294604 0.116169 0.128768 -0.0482669 -0.0637484 -0.0201386 0.00197116 -0.0144032 0.105184 -0.125132 -0.0452599 0.01302 -0.0261157 -0.0276197 0.0507517 0.0274491
internal_weight=1739.54 1387.21 994.543 518.787 475.756 261.9 272.849 392.662 218.433 352.335 261.05 164.833 367.829 213.857 91.285 245.938 200.204 98.9602 198.638 60.4104 51.6779 169.191 146.584 162.09 80.5622 158.368 54.4169 141.594 20.1761 129.689
internal_count=7000 5588 4012 2099 1913 1052 1103 1576 884 1412 1046 669 1476 861 366 996 812 397 797 243 208 679 595 649 323 637 219 568 81 522
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=25 25 5 27 26 25 0 27 3 25 27 24 13 25 25 26 27 5 22 18 24 26 24 24 3 5 27 22 19 24
split_gain=223.325 123.837 85.4266 87.1512 69.0218 76.2889 41.7725 38.9381 23.4484 24.4412 23.407 28.5825 22.838 17.2536 17.0337 16.5292 16.0994 15.9224 14.762 14.0543 13.8044 13.7094 13.5653 17.158 13.4559 13.2284 15.7419 12.2408 16.2953 12.3579
threshold=1.2815000000000001 0.59250000000000014 0.88150000000000006 0.90450000000000019 0.77650000000000008 0.96550000000000014 1.7460000000000002 0.83850000000000013 2.0310000000000001 0.98950000000000016 0.89550000000000007 1.2485000000000002 0.9405 0.77850000000000008 1.0115000000000001 0.88650000000000018 0.90650000000000019 1.3045000000000002 1.0735000000000003 0.7875000000000002 1.2805000000000002 0.81150000000000022 1.0755000000000001 1.7695000000000001 1.8135000000000001 1.3505000000000003 0.91350000000000009 0.94650000000000001 -1.0214999999999999 0.84050000000000014
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 12 4 14 18 7 8 -6 9 -5 27 -12 -1 19 21 -7 -17 -11 -3 -9 -18 -4 -8 -24 -13 26 -14 -2 -29 -30
right_child=10 2 3 6 5 15 22 13 -10 17 11 24 25 -15 -16 16 20 -19 -20 -21 -22 -23 23 -25 -26 -27 -28 28 29 -31
leaf_value=-0.056966641280080721 -0.066283538764710853 -0.07196402059128916 0.064250118300580208 0.07702774017513514 0.086949449798117751 -0.093991333484504946 -0.13071944149023362 0.0016727051594575865 -0.054015313996883696 -0.033659154951115232 -0.1162781784824532 -0.028861881019893117 0.015281289470902027 0.041893460003152354 0.048421082731703945 0.032496786534503733 -0.087813209397719236 0.066492602739074896 0.051094117229265983 -0.11164056689313483 0.015562866792022345 0.12560050225901098 0.02661658930076723 -0.17880659676061994 -0.12930404442944929 0.079290433811385092 -0.078657575948172256 -0.11666168176716381 -0.020783086074208579 0.10280687311974024
leaf_weight=211.23322086036205 40.909523144364357 109.86577591300011 45.79977910220623 121.96330000460148 155.6068678945303 38.41107913851738 19.63315986096859 42.079739198088646 24.375753358006477 43.977093920111656 152.8057761490345 77.589845806360245 53.756848245859146 94.599659591913223 49.88884924352169 39.590575322508812 36.042765572667122 24.840849176049232 10.69739845395088 14.794078275561331 20.132912620902061 177.91887399554253 18.557769820094112 5.2067969590425482 16.106321781873703 17.838906586170197 26.698582634329796 7.9805771559476844 15.709568336606024 16.681922912597656
leaf_count=847 164 440 185 493 637 154 79 170 98 177 614 311 216 385 202 160 145 100 43 60 81 737 75 21 65 72 107 32 63 67
internal_value=4.96632e-05 0.0174064 0.0332066 0.0619189 0.00601001 0.0243313 0.0202893 0.0518164 0.0383413 0.0501415 -0.0742689 -0.0896138 -0.0384372 0.0157247 0.101258 -0.0385717 -0.0163433 0.0024921 -0.0610452 -0.0278025 -0.0507641 0.113041 -0.0692087 -0.0183915 -0.0461278 0.00138241 -0.0158917 -0.0277324 0.011332 0.0428669
internal_weight=1731.29 1403.51 1093.98 532.162 561.821 441.258 258.555 307.08 215.157 190.781 327.784 246.502 309.528 151.473 273.608 134.177 95.7663 68.8179 120.563 56.8738 56.1757 223.719 43.3977 23.7646 93.6962 98.2943 80.4554 81.2816 40.3721 32.3915
internal_count=7000 5684 4442 2167 2275 1792 1043 1252 868 770 1316 990 1242 615 1124 540 386 277 483 230 226 922 175 96 376 395 323 326 162 130
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 5 22 26 27 9 27 5 27 5 25 13 22 9 25 0 3 5 0 3 9 24 9 11 13 27
split_gain=182.987 131.504 87.7378 76.6147 38.7364 36.8247 33.0647 30.2382 28.4731 22.4425 20.3482 19.6431 24.3934 19.62 19.5255 17.7836 16.7705 16.2873 15.5649 15.0536 14.4153 17.4223 26.0707 12.9209 12.5597 11.7971 11.4566 11.6146 11.4028 11.2184
threshold=1.0675000000000001 0.62350000000000005 0.77650000000000008 0.90450000000000019 1.5585000000000002 0.82050000000000012 1.0265000000000002 0.86550000000000005 0.7965000000000001 1.3175000000000001 1.0285000000000002 1.5755000000000001 0.84450000000000014 0.89650000000000019 0.94850000000000001 1.3085000000000002 1.1175000000000004 0.99050000000000005 0.68650000000000022 0.96850000000000003 2.0310000000000001 0.81250000000000011 1.7985000000000002 1.8335000000000001 0.90350000000000008 1.3025000000000002 1.2545000000000002 -1.0774999999999999 0.88550000000000006 0.75650000000000006
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 11 5 7 6 -3 10 8 14 20 13 12 15 -2 -4 17 -14 19 28 -1 21 -5 -23 -6 -16 -12 -8 -28 -9 -7
right_child=4 2 3 9 23 29 26 18 -10 -11 25 -13 16 -15 24 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.067342657543857445 -0.069274403165814222 -0.06770167060929913 0.091018400499249752 -0.025731636458041537 -0.078759004947588931 0.07235258782499375 -0.0057491345012351354 -0.046199738416511094 -0.026257474078528589 0.067165057589966951 -0.14615012469106467 0.057343633249815763 -0.09658146765895545 0.0019178269224622057 -0.083674281433051292 0.082411653536917664 -0.0096749057358659993 0.033594643698900868 0.1088576726180522 -0.0043183762466479491 -0.071890555069459808 0.053435880829256432 -0.058650898580268451 -0.17085765638303058 0.10682343532954675 -0.05239756557412209 -0.037080041224157471 0.10064777265465859 0.11120298416654942 -0.055465940979977174
leaf_weight=87.076527908444405 78.175954759120941 92.70974312722683 91.425513178110123 80.853314250707626 168.84194877743721 32.833394825458527 73.607911601662636 11.698981568217279 39.547700420022011 70.886363908648491 30.623309805989265 23.457146778702736 86.088097184896469 76.682048812508583 11.632203936576845 16.580009400844574 29.922190696001053 37.468676283955574 257.86654834449291 67.105309650301933 23.13203352689743 112.3816087692976 25.450673416256905 16.743641912937164 4.9269119501113883 23.894154623150826 8.2069863229989988 24.112366408109665 7.5872957408428183 8.682424068450926
leaf_count=349 314 372 379 327 682 133 296 48 161 288 124 95 345 309 47 67 120 151 1090 269 93 457 103 69 20 96 33 97 31 35
internal_value=6.66286e-05 0.0209708 0.0417128 0.0552491 -0.0508205 -0.032651 -0.0294852 0.0829084 0.0463354 0.0176849 -0.0525187 -0.0310255 -0.0374186 -0.0340217 0.0729215 -0.0169457 -0.0741659 -0.0255413 0.102377 -0.0399123 0.00318026 0.0111211 0.0327391 -0.0870682 -0.0269946 -0.10506 0.0160427 0.065674 0.0157231 0.0456212
internal_weight=1720.2 1219.31 871.615 737.389 500.888 134.226 315.303 424.685 147.532 312.704 209.375 347.698 324.241 154.858 107.985 208.231 116.01 191.651 277.153 154.182 241.818 218.686 137.832 185.586 16.5591 54.5175 105.927 32.3194 19.2863 41.5158
internal_count=7000 4980 3584 3044 2020 540 1269 1776 607 1268 843 1396 1301 623 446 836 465 769 1169 618 980 887 560 751 67 220 426 130 79 168
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=0
split_feature=25 26 27 5 22 24 25 5 25 25 24 22 27 21 22 24 25 26 13 25 4 26 27 25 25 1 23 26 27 21
split_gain=151.524 89.0808 107.93 39.8709 38.4839 66.6268 27.9677 24.1356 22.8582 18.5498 18.0234 15.6598 15.3901 15.0039 14.8217 14.6669 13.7919 13.6441 13.4008 12.4664 12.3752 12.066 14.4265 12.8989 11.7915 11.5783 11.1994 11.1902 10.9696 10.5378
threshold=1.2815000000000001 0.81150000000000022 0.90450000000000019 0.88150000000000006 1.0485000000000002 1.0185000000000002 0.98450000000000004 1.3505000000000003 0.51650000000000007 1.8325000000000002 0.71850000000000003 1.0445000000000002 0.97050000000000003 1.0355000000000001 0.75250000000000006 0.71050000000000002 0.46200000000000008 0.89450000000000018 1.3685000000000003 0.62350000000000005 1.5885000000000002 0.72850000000000004 0.84450000000000014 0.94550000000000012 0.96950000000000014 1.8120000000000001 1.2925000000000002 0.94150000000000011 0.82650000000000012 0.59250000000000014
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 7 3 6 5 -4 8 10 -3 11 -1 12 -2 17 -14 -8 -6 28 21 -7 25 26 23 -23 -21 -18 -12 -17 29 -10
right_child=9 2 4 -5 16 19 15 -9 13 -11 18 -13 14 -15 -16 27 20 -19 -20 24 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0058997776838965081 -0.036341281042021271 -0.043979693743321904 -0.097039627732639661 0.092647520703635786 -0.060577284723100568 -0.048395188203132149 0.10322765144979151 0.070687569417172053 -0.042033266165416083 -0.096883468407639339 -0.09371089630007258 -0.006034726206059618 0.04054714126617262 -0.0098639204389400544 -0.11727145588258339 -0.08263543298237036 0.045381820985412644 0.10581620550765287 0.0426347968100491 0.045006239389261314 -0.068675608286724685 0.00046343159748272745 -0.11275428081336909 -0.095582667784394781 -0.01299273067319669 -0.10608550372204342 0.045226018449458102 0.01484485149213499 -0.039780883561938513 0.075651169443090527
leaf_weight=152.06456464529037 88.668029353022575 21.692528933286667 92.85358002781868 237.35400260984898 16.216786488890648 32.34741148352623 7.676131233572959 24.280294939875603 8.5775254964828473 101.67764203250408 85.463308498263359 69.665595322847366 6.6446747779846183 23.780925050377846 56.993989840149879 30.721493005752563 184.45941914618015 77.094683542847633 14.30863283574581 82.391593366861343 10.828420594334601 72.361529499292374 19.623182967305183 17.331875219941139 61.009999066591263 5.1886683255434027 6.2243227362632743 19.096053898334503 12.204562231898306 67.364809259772301
leaf_count=613 358 87 375 1016 65 130 31 100 36 416 344 281 27 98 234 124 751 330 58 336 44 294 79 70 246 21 25 78 50 283
internal_value=8.16284e-05 0.0145005 0.0304595 0.0627951 -0.00322657 -0.0285198 0.036377 -0.0258742 0.0532446 -0.0615108 -0.032256 -0.0453078 -0.0632714 0.0644022 -0.100793 -0.0254431 0.0281257 0.0750903 -0.0508701 0.00768135 0.035301 -0.0575263 -0.0350879 -0.018096 0.0203307 0.0412378 -0.084279 -0.0452693 0.048217 0.062359
internal_weight=1706.17 1382.52 990.859 505.563 485.296 268.603 268.209 391.658 210.715 323.65 367.377 221.972 152.307 189.023 63.6387 57.4937 216.693 165.242 215.313 175.749 200.477 201.004 109.317 89.6934 143.402 189.648 91.6876 49.8175 88.1469 75.9423
internal_count=7000 5684 4101 2133 1968 1087 1117 1583 884 1316 1483 900 619 797 261 233 881 699 870 712 816 812 443 364 582 772 369 202 369 319
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=0
split_feature=25 25 26 27 26 25 22 25 5 5 27 5 0 9 27 14 27 26 13 24 5 3 4 15 24 0 1 1 24 17
split_gain=125.566 95.5981 51.4709 55.6791 27.3602 26.8516 24.6844 24.5085 23.4404 20.417 20.1564 20.3897 19.5354 15.9853 12.8933 12.5279 11.9366 19.2772 11.6791 13.1675 11.3169 11.2395 14.1038 11.9498 11.1046 10.6471 10.579 15.013 11.7815 17.9055
threshold=1.0675000000000001 0.6695000000000001 0.77650000000000008 0.90450000000000019 0.85850000000000015 1.8325000000000002 1.0375000000000003 0.83950000000000002 0.80150000000000021 1.3365000000000002 1.0475000000000001 1.2185000000000004 1.3185000000000002 1.5710000000000004 0.98750000000000016 1.2275000000000003 0.84450000000000014 0.79050000000000009 1.3735000000000002 0.75150000000000017 0.60750000000000004 1.6895000000000002 1.2695000000000001 0.8135 1.0605000000000002 0.93350000000000011 0.89550000000000007 0.65900000000000014 0.71850000000000003 0.60550000000000004
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 8 4 7 6 10 -4 15 16 11 24 -9 21 -11 -3 17 26 19 -19 -6 22 -5 -24 -2 -21 27 28 29 -1
right_child=5 2 3 13 20 -7 -8 12 -10 14 -12 -13 -14 -15 -16 -17 -18 18 -20 25 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.077432204733016485 -0.062951162459512808 -0.071852587726775954 0.075236511221613483 0.027883682765524644 0.043945809043940728 -0.088531865458088693 0.005352920341437039 0.013131701529575886 0.037664228656437454 0.087079950002636144 -0.09502336240932345 0.040247352476584841 -0.14064583925941937 0.079793021414400089 -0.018863496909751143 0.058989466168242501 -0.053903329551187276 0.092488115506515547 0.16920059608616345 -0.05176505583143895 0.1008670285807465 -0.034461502741626765 -0.082937441196727343 0.083906919294660529 -0.0059715748213555672 0.038625315927812633 -0.08975566075164397 0.10159672285010142 -0.063599839163425084 0.035873843188791721
leaf_weight=20.935115993022919 116.14533999562263 65.870412245392799 64.612722933292389 177.8439884185791 41.503148943185806 100.21830889582634 128.82055090367794 43.03628808259964 40.013314768671989 26.319794714450836 67.846999481320381 32.729930981993675 10.22355020046234 34.337440133094788 20.38357849419117 8.2324246764183027 128.57645317912102 16.689221918582916 5.2984269559383383 27.881198287010193 220.48957923054695 51.824182078242302 21.584369257092479 5.3584906011819831 48.479298278689384 24.46670588850975 29.306388780474663 8.9636047184467298 61.28143173456192 41.782699763774872
leaf_count=84 472 267 275 729 181 416 521 179 163 109 282 133 42 142 82 33 520 68 22 113 983 210 88 22 196 99 118 36 247 168
internal_value=8.87377e-05 0.0175998 0.0380729 0.0486347 0.0738485 -0.0423148 -0.0305596 0.0338372 -0.0240129 -0.0214158 -0.048004 -0.0318396 -0.0163868 0.0157153 0.0408412 -0.0573167 -0.0293779 -0.0160502 0.0261223 0.0151414 0.0918499 0.00714103 0.0176691 -0.0497548 -0.0461716 -0.00951781 -0.0353695 -0.0233822 -0.0324166 -0.00194755
internal_weight=1691.05 1196.81 784.93 670.814 379.865 494.24 394.022 117.873 114.116 411.885 265.202 197.355 53.2598 290.948 46.7034 74.1028 365.181 236.605 74.3356 69.0371 261.993 256.611 204.787 26.9429 164.625 52.3479 162.269 132.963 123.999 62.7178
internal_count=7000 4980 3314 2851 1660 2020 1604 496 463 1666 1083 801 221 1191 191 300 1475 955 302 280 1164 1049 839 110 668 212 653 535 499 252
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=25 25 5 27 26 25 0 27 3 24 27 25 13 5 25 23 3 5 6 17 10 21 6 9 24 24 25 26 27 25
split_gain=104.526 64.8607 51.5524 47.3797 30.2884 38.8315 24.0802 23.1512 16.9537 15.6912 22.3679 15.4654 15.0052 14.7132 14.3996 14.586 14.1743 14.1171 13.0254 12.6992 12.3738 12.0528 11.6606 11.3392 12.3076 10.753 10.7181 10.5087 11.3475 10.3724
threshold=1.2450000000000003 0.59250000000000014 0.88150000000000006 1.0105000000000002 0.77650000000000008 0.96550000000000014 1.5955000000000001 0.82250000000000012 1.8535000000000001 1.3235000000000003 0.89550000000000007 0.98450000000000004 0.9405 2.0995000000000004 0.86450000000000016 1.1595000000000002 2.6165000000000007 1.1815000000000002 1.2175000000000002 1.5415000000000003 1.1305000000000003 1.0925000000000002 -0.79449999999999987 1.0415000000000003 0.74250000000000005 0.63550000000000006 1.5585000000000002 0.88850000000000018 1.3825000000000001 2.0390000000000001
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 12 4 11 25 7 13 -6 9 10 20 -4 -1 16 15 -9 -5 -13 22 26 21 -2 -8 24 -7 -3 -11 -16 -29 -12
right_child=8 2 3 6 5 23 18 14 -10 19 29 17 -14 -15 27 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.042689023845815272 -0.018091397482272367 0.021206728701185774 0.082279256845559534 0.022363361885758846 0.067200359313052418 0.043772235312125596 -0.0021161015283882342 -0.028152739446654307 -0.12658066045495736 0.025859821776324315 -0.064395932986637136 -0.00049389387800685637 0.0048864568742500152 0.13415253137540892 -0.080539181553675315 0.074571940322984781 -0.12302643575495192 0.085627635800785099 0.080397131893920518 0.078791013632318607 -0.1430404421936059 0.099618314232597135 -0.1377871068670716 0.020485398580491872 -0.062991316872920963 -0.055908230277582328 -0.062416099903545422 0.078655801357126201 -0.074111916836458416 -0.12777817758261245
leaf_weight=209.47973105311394 71.425814896821976 22.287307232618332 248.73236581683159 108.3833626806736 130.59575109183788 12.482638418674467 9.2049619257450122 87.074302420020103 26.186741098761559 24.479778572916985 123.08651387691498 50.481511861085892 96.98845200240612 11.049832850694655 5.6000612229108802 16.430732220411301 7.1477512717247 30.553830325603485 4.910912722349166 15.412876442074774 6.9209460765123358 9.9052184224128705 20.318627893924713 31.998527243733406 79.987327352166176 95.836846515536308 31.391648769378662 48.606522127985954 5.4027087688446036 32.673078149557114
leaf_count=847 289 90 1102 447 570 51 38 361 114 99 513 210 395 46 23 69 29 129 20 62 28 40 83 131 327 391 128 207 22 139
internal_value=9.98426e-05 0.0127408 0.0247876 0.0482073 0.00335573 0.0159863 0.00374198 0.0358235 -0.0492653 -0.0428439 -0.0549015 0.0699184 -0.0276327 0.0239121 0.010702 -0.0118459 0.0133683 0.0319776 -0.0704032 -0.00156985 -0.0146787 -0.00375566 -0.0954872 -0.030824 -0.0485792 -0.0413584 -0.0237385 0.0498539 0.063374 -0.0776914
internal_weight=1675.04 1333.55 1027.09 490.783 536.303 418.179 161.015 293.71 341.483 315.296 244.012 329.768 306.468 126.581 163.114 103.505 115.531 81.0353 34.4345 71.2843 88.252 81.331 29.5236 124.468 92.47 118.124 55.8714 59.6093 54.0092 155.76
internal_count=7000 5588 4346 2104 2242 1761 663 1252 1412 1298 1009 1441 1242 522 682 430 476 339 141 289 357 329 121 509 378 481 227 252 229 652
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=25 26 27 24 22 5 3 24 27 27 5 22 22 6 9 26 9 27 26 27 3 21 21 21 5 22 21 26 22 15
split_gain=85.9496 58.2165 72.554 23.7405 44.9551 23.7199 20.4374 18.0062 16.6454 16.2519 23.3353 15.4841 15.1916 13.9229 14.46 13.7573 13.5328 11.8273 13.7178 11.6902 12.2243 10.8648 10.7704 10.7657 12.3212 10.7572 10.7086 10.5643 10.182 10.0783
threshold=1.1785000000000003 0.81150000000000022 0.90450000000000019 1.0265000000000002 1.0605000000000002 0.88150000000000006 1.8535000000000001 0.96550000000000014 0.9385 0.72450000000000003 0.70050000000000001 0.68050000000000022 1.0405000000000002 -1.4399999999999997 0.75850000000000006 0.72850000000000004 1.6925000000000001 0.83850000000000013 0.90150000000000008 1.0105000000000002 2.0310000000000001 0.9125000000000002 0.99750000000000016 0.95350000000000013 0.81250000000000011 1.0515000000000001 1.2440000000000004 0.85350000000000004 1.1735000000000002 -1.4624999999999997
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 12 7 8 23 10 15 -9 17 -12 -15 -1 19 27 -19 -5 -21 28 -6 24 -2 -26 -14 -3 -11 -13
right_child=6 2 3 16 22 -7 -8 11 -10 21 13 29 26 14 -16 -17 -18 18 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.052615625857310999 -0.1108257738165688 -0.0021047495201151484 -0.081599824335847587 0.040918874318765154 0.067501981406607792 0.079246999427441553 -0.12259936019557927 0.16262493012464374 -0.092821543452044908 -0.075176261478920259 -0.11247388295268282 0.068639943770427203 0.10590026174635324 0.0032961008671187303 0.079650782590162381 0.026984442636149398 0.085578908451922314 -0.08740660572653669 0.018509673051993716 0.0041423682949364602 -0.078283756770871779 -0.013694895979274294 -0.0064589702249491414 0.025976887135342991 -0.042901481540771419 0.090380665630988663 -0.0074226584752359621 0.055371617630026106 0.067500359606413998 -0.024692355425101779
leaf_weight=89.504892826080322 22.412314191460609 48.416539028286934 87.690658420324326 77.308875694870949 30.933456063270569 209.28851316869259 28.649345636367798 4.8449852317571631 77.286397248506546 86.510518148541451 6.3247660696506491 12.397224292159079 40.063720539212227 50.837171703577042 48.431462869048119 28.666302606463432 25.47931207716465 19.040324419736862 34.177791565656662 141.50690485537052 20.613550588488579 65.831726282835007 54.165472775697708 25.215947687625885 32.822747960686684 7.4255217015743247 10.530451580882071 94.19100821018219 5.3087547719478598 173.3287415355444
leaf_count=365 92 204 359 318 128 966 128 20 331 355 26 51 177 208 200 118 107 78 148 581 83 270 222 103 134 30 44 417 22 715
internal_value=0.000101972 0.0125996 0.0265625 -0.00251537 -0.0313522 0.0544911 -0.0413471 -0.0348033 -0.0589702 -0.0201061 -0.00277977 -0.0138585 0.0334655 0.0313826 0.0405482 -0.033306 0.0162937 0.0208449 -0.0193849 0.00892063 -0.00633808 -0.0446984 0.0204258 -0.0291984 -0.0514021 -0.0183119 0.0823137 0.0358579 -0.0669271 -0.0184624
internal_weight=1659.21 1274.82 893.407 437.698 172.79 455.708 384.383 355.734 165.163 381.416 223.765 190.571 246.42 105.593 99.2686 118.171 264.909 195.826 53.2181 239.429 162.12 157.651 85.0989 87.8765 62.6606 40.2483 50.5942 142.608 91.8193 185.726
internal_count=7000 5396 3832 1798 709 2034 1604 1476 690 1564 917 786 1068 434 408 483 1089 847 226 982 664 647 350 359 256 164 221 621 377 766
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=0
split_feature=25 25 26 27 25 26 5 27 9 0 5 7 6 3 0 3 21 5 11 13 9 0 14 22 24 5 25 24 6 15
split_gain=73.0058 75.579 33.4948 30.6612 22.7428 21.5885 18.6749 16.8694 16.1742 14.1451 13.8948 13.0454 14.2844 12.6174 12.2166 14.9405 11.9126 11.4891 11.4844 11.1674 10.8962 10.7524 10.6636 10.5229 10.2283 10.0186 11.9273 9.8041 9.65561 9.61319
threshold=0.98450000000000004 0.67850000000000021 0.77650000000000008 0.90450000000000019 1.4915000000000003 0.87150000000000005 0.88650000000000018 0.80150000000000021 1.0365000000000002 2.4805000000000006 0.82050000000000012 1.3325000000000002 0.87250000000000016 1.8335000000000001 1.6975000000000002 1.3285000000000002 0.82450000000000012 0.86450000000000016 -0.71149999999999991 1.3085000000000002 0.96650000000000003 1.1945000000000003 0.77350000000000019 0.78450000000000009 1.7450000000000003 1.2105000000000004 2.1950000000000007 1.0755000000000001 -0.54649999999999987 0.70250000000000001
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 10 5 6 7 20 -4 16 11 22 12 -8 21 15 -5 -1 18 -17 23 -2 25 -3 -18 -19 -6 -27 -16 -12 -25
right_child=4 2 3 14 13 -7 9 -9 -10 -11 28 -13 -14 -15 27 17 19 24 -20 -21 -22 -23 -24 29 -26 26 -28 -29 -30 -31
leaf_value=-0.055442096811559261 -0.057393230070589343 -0.063167479832751935 0.056180722494704655 0.050642630565824659 -0.056591333801609328 0.089737883157281997 0.014171902480623978 -0.032567173013304286 0.017971614203552543 -0.12896608644090671 -0.057095176267590954 0.07567719274072586 -0.061069149591142437 -0.14159532197466396 -0.096399575809985372 0.043701524257837687 0.030735130933310428 0.048550047355194866 -0.095462195778702796 0.053098729322751406 -0.006732571908874857 -0.089800082621955407 0.032077557696186941 -0.048072480023913552 -0.085667814338015055 0.029060433320042291 -0.067132988959254125 0.012425878184339732 0.07203728183288724 0.0059427044749994122
leaf_weight=105.34422725439072 108.99097719788551 51.700240299105644 90.202211812138557 123.1158497184515 82.735331580042839 186.20352448523045 147.26862145960331 28.087599635124207 101.15031147003174 7.4678289145231238 7.729415804147723 27.17343008518219 30.448838293552399 15.565466091036795 14.85025244951248 8.3228723555803317 31.508998140692711 34.743666276335716 20.625856965780258 22.014074131846428 69.545772567391396 46.150916919112206 15.214070245623587 114.10619793832302 6.7870032936334601 39.273411601781845 19.187502577900887 18.706510186195374 23.082074895501137 46.324963435530663
leaf_count=431 451 214 406 516 349 909 614 119 418 32 32 113 127 76 62 34 128 145 84 91 286 197 62 466 28 165 83 77 96 189
internal_value=0.000101424 0.0159519 0.0378823 0.047773 -0.0279214 0.0685151 -0.0138212 0.0351078 -0.0168758 0.00622015 -0.015925 0.0111474 0.00128064 -0.0550841 0.0199686 0.0296238 -0.027915 -0.00709269 -0.0554521 -0.0143616 -0.0376593 -0.0478965 -0.041512 -0.0220988 0.026616 -0.0342 -0.00251129 -0.0357339 0.0396429 -0.0324754
internal_weight=1643.63 1049.82 629.371 531.645 593.808 304.493 390.895 118.29 420.449 212.359 97.7258 204.891 177.717 202.913 227.152 193.595 319.298 70.4794 28.9487 213.954 178.537 187.347 66.9143 191.94 41.5307 141.196 58.4609 33.5568 30.8115 160.431
internal_count=7000 4507 2784 2380 2493 1434 1623 525 1723 886 404 854 741 870 946 807 1305 291 118 874 737 794 276 783 173 597 248 139 128 655
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=25 25 5 27 25 22 21 0 5 26 27 25 19 26 27 5 22 27 15 6 0 24 13 1 3 18 24 0 27 24
split_gain=60.3423 40.7155 34.1995 31.5686 22.413 21.2067 20.7208 17.6618 17.6299 15.571 19.9194 18.3792 14.2548 12.8334 13.1695 12.7216 11.6112 14.2693 14.6054 10.9896 13.0996 10.3462 10.2521 9.98413 10.7837 9.93817 9.79746 9.77567 11.519 11.5859
threshold=1.2815000000000001 0.59250000000000014 0.81250000000000011 1.0105000000000002 0.98950000000000016 1.0515000000000001 1.1465000000000003 1.7460000000000002 1.1815000000000002 0.76450000000000007 0.84050000000000014 0.94550000000000012 0.95150000000000012 0.95850000000000002 1.3125000000000002 2.0060000000000007 1.0445000000000002 1.0835000000000001 -1.5714999999999997 -1.6324999999999996 0.64350000000000007 1.5375000000000003 0.9405 -1.6234999999999997 1.6295000000000002 -1.3594999999999999 1.2745000000000002 0.90750000000000008 0.95650000000000002 0.97150000000000014
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 22 5 4 -4 9 -7 15 -6 -3 11 -11 13 -12 25 23 17 18 -2 -8 -21 -19 27 -5 26 -15 -25 -1 29 -29
right_child=16 2 3 7 8 6 19 -9 -10 10 12 -13 -14 14 -16 -17 -18 21 -20 20 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.057639401262113046 0.12802746461450648 -0.051477365137367614 0.065531579531816195 -0.10674796608046216 -0.014832673767926605 0.072819274652718841 -0.16117647933639834 -0.069258056832644979 0.074092425170870529 0.045410307099285924 -0.099501281091912128 -0.035075858285156601 0.033091137189639262 0.13203022301267295 -0.13978373859481608 0.11012035361492307 -0.013647519763276415 -0.11871675230811279 -0.04230078485693356 -0.090135549256200126 0.048004115187248869 -0.030545244754839801 0.0042299286339030993 -0.00025482991635134407 -0.037067906485680174 -0.017604502474664538 0.063689526139351707 -0.013836393009919682 -0.080196653940838358 0.086814301199428831
leaf_weight=100.51197461783886 5.2397222220897666 82.534659817814827 286.93501918017864 7.4738214015960684 74.498368546366692 63.908844634890556 4.9316918402910224 30.243122965097427 31.816103145480156 104.03318108618259 33.81473545730114 39.01048755645752 26.21846915781498 4.9198492914438239 8.1796011775732023 12.735823795199392 109.33005224168301 45.528910860419273 128.41012768447399 10.54169222712517 19.680427804589272 18.805205285549164 96.322557032108307 52.339563772082329 33.176656976342201 45.371551841497421 44.192878633737564 72.132553666830063 21.203622087836266 13.591542512178419
leaf_count=411 22 344 1343 31 311 278 20 126 138 472 142 163 110 21 34 55 461 210 541 43 81 82 395 219 136 190 185 294 87 55
internal_value=0.000105162 0.00939449 0.0189938 0.0351182 0.0509998 -0.00187047 0.0388995 0.000452786 0.0117794 -0.0136083 -0.00165824 0.0234603 -0.0319783 -0.0504646 -0.0221058 0.0145156 -0.0398048 -0.0542492 -0.0356231 -0.022766 -0.000179991 -0.0929438 -0.0227302 0.00563978 0.0121155 -0.00296621 0.0290191 -0.0352489 -0.0142019 0.00212176
internal_weight=1627.63 1320.32 1016.56 573.411 393.249 443.145 99.0627 180.162 106.314 344.083 261.548 143.044 118.504 92.2857 58.471 149.919 307.314 197.984 133.65 35.1538 30.2221 64.3341 303.762 137.183 129.709 50.2914 96.5324 207.44 106.928 85.7241
internal_count=7000 5684 4442 2544 1792 1898 422 752 449 1476 1132 635 497 387 245 626 1316 855 563 144 124 292 1242 571 540 211 404 847 436 349
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
Column_25=52
Column_27=41
Column_5=30
Column_24=29
Column_26=29
Column_22=24
Column_3=15
Column_21=14
Column_0=13
Column_9=11
Column_13=9
Column_6=6
Column_1=4
Column_15=4
Column_17=4
Column_14=3
Column_4=2
Column_11=2
Column_18=2
Column_19=2
Column_23=2
Column_7=1
Column_10=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: ]
[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
