tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
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 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=3503 3573 3568 3545 3569 3587 3574 3567 3545 3581 3569 3555 3579 3555 3578 3557 3566 3584 3585 3586 3581 3574 3586 3575 3570 3577 3573 3566 3584 3573 3559 3567 3469 3542 3582 3576 3582 3578 3422 3533 3557 3584 3597 3574 3612 3591 3619 3596 3606 3592 3557 3452 3222 3420 3585 3588 3572 3568 3567 3577 3561 3573 3537 3559 3572 3559 3555 3558 3572 3574 2908 3245 3590 3571 3582 3568 3574 3547 3589 3540 3510 3503 3576 3312 3604 3452 3559 3188 3554 3570 3605 3315 3508 3556 3405 3573 3578 3522 3543 3444 3577 3579 3573 3587 3573 3584 3612 3577 3591 3577 3595 3600 3583 3490 3587 3558 3554 3547 3538 3340 3229 3325 3125 3218 3598 3568 3558 3560 3366 3584 3611 3608 3587 3584 3603 3574 3321 3332 3435 3231 3613 3601 3012 3546 3586 3587 3555 3556 3562 3571 3572 3601 3586 3577 3611 3615 3599 2875 3385 3588 3604 3585 3559 3584 3548 3103 3560 3607 2994 3587 3413 3524 3514 3536 3392 3221 3449 3523 3454 3202 2876 2786 3233 3392 3557 3081 3282 2868 3484 3436 2899 3481 3554 3441 3066 3578 3555 2678 3523 3586

Tree=0
num_leaves=31
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split_feature=18 7 7 47 0 0 1 6 7 6 44 17 5 16 0 7 6 7 21 7 8 21 23 47 17 17 7 46 0 50
split_gain=2636.48 1712.87 2116.69 1142.75 595.254 363.237 247.742 157.578 147.418 144.44 203.938 160.954 136.248 88.2567 74.745 67.4195 65.1642 48.111 41.9724 40.1218 35.0627 33.7885 19.9281 18.3581 14.1051 16.2886 10.5852 9.85206 7.27959 7.23807
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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=6 9 3 4 -3 -5 18 14 12 10 17 16 -4 -10 26 -13 -11 -2 23 20 -9 -12 -16 27 25 -20 -8 -1 -25 -21
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leaf_value=-0.35387921419921547 -0.31883578082010211 -0.34883509661219425 -0.32668035927825062 -0.33816599273031744 -0.37631009786015512 -0.35249022732841201 -0.31427504923311517 -0.35329317125968596 -0.3155600629428188 -0.35009435477323686 -0.29653032596908324 -0.32585995031997578 -0.34128575988326737 -0.32795948572556483 -0.4452605064631735 -0.33604000762668951 -0.41015265062270756 -0.32733734552144528 -0.32389247636636298 -0.29840578452544431 -0.40813121977448846 -0.26005506148190644 -0.34555581139727404 -0.2855703498354164 -0.37778989202738827 -0.22993284606456826 -0.38337895519053805 -0.39027899666489801 -0.35181196383010582 -0.35730123306149369
leaf_weight=55.852711498737335 8591.604055762291 7128.5058523714542 6985.9600191116333 19833.540691077709 15894.224665284157 24943.335279583931 16.998651325702667 77.950958222150803 4856.7575216293335 254.73693200945854 1255.4718193411827 12318.922615736723 9283.206326842308 13655.987961441278 1354.3068349063396 6056.1337915956974 202.28395077586174 8043.7618073225021 94.463933795690536 19.912705838680267 1094.2274696230888 181.39989343285561 12.627569556236265 12.384731680154799 25.497976988554001 13.113245308399199 74.308390080928802 274.40679997205734 63.137847781181335 37.639870792627335
leaf_count=230 35380 29355 28768 81674 65452 102716 70 321 20000 1049 5170 50729 38228 56235 5577 24939 833 33124 389 82 4506 747 52 51 105 54 306 1130 260 155
internal_value=-0.341754 -0.340121 -0.345372 -0.3535 -0.367803 -0.346145 -0.412351 -0.422152 -0.329528 -0.325525 -0.32048 -0.330367 -0.335014 -0.324707 -0.439717 -0.329215 -0.376677 -0.322947 -0.363462 -0.401323 -0.404484 -0.291925 -0.444339 -0.376088 -0.324961 -0.312439 -0.370514 -0.384123 -0.340949 -0.336924
internal_weight=142713 139486 102582 67799.6 23022.7 44776.9 3226.83 2687.97 34781.9 36904.3 18072.2 18832.1 16269.2 18512.7 1458.24 18375.1 457.021 16635.4 538.857 1229.73 1172.18 1436.87 1366.93 405.782 133.075 107.577 91.307 330.26 75.5226 57.5526
internal_count=587687 574399 422428 279197 94807 184390 13288 11069 143231 151971 74421 77550 66996 76235 6005 75668 1882 68504 2219 5064 4827 5917 5629 1671 548 443 376 1360 311 237
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 48 38 17 1 28 8 8 28 7 7 6 6 0 21 28 28 55 28 28 6 7 7 21 54 5 51 7
split_gain=4134.08 1481.92 880.712 619.432 440.477 370.148 355.616 344.221 344.047 334.753 331.93 199.633 240.115 189.072 165.101 138.076 125.722 107.621 74.6029 67.0811 65.274 64.7615 52.381 46.2016 33.2621 27.0119 21.1785 19.6175 15.0952 13.3644
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.9409729242324828 -0.0026376470923423763 0.035648154094815261 -0.0089428424835205061 0.047026967629790313 -0.0094470065087079984 0.061627229675650604 0.0033224067883566026 0.64674586057662975 6.0537413446581929e-05 -0.0017451324965804813 3.1571753025054936 -0.27692525088787073 -0.081908166408538804 0.15352448076009753 -0.16511735320091245 0.0010656728409230711 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 1.2277988195419314 1.0425440669059756 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 4 6 8 20 13 21 -7 25 -10 18 12 -12 -5 15 -8 19 -18 28 -6 27 29 -23 -16 -22 -3 -20 -2 -4 -1
right_child=1 3 10 5 16 7 14 -9 9 -11 11 -13 -14 -15 23 -17 17 -19 26 -21 24 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.050348102577487765 0.038304654512149365 0.0095975996639017271 -0.00083597159353767238 -0.014158600557394898 0.05146770126815637 0.0017124497075564453 -0.035954756722747387 0.013812322295527077 -0.019249092552875751 0.0048341663641021243 -0.0061311037539529588 0.0066321732456040509 -0.038453476191320418 -0.079307832503471565 -0.053304453760177145 -0.086453159703975727 0.12027477974855431 0.047596784854602815 -0.005499760257668412 0.025975942209904592 0.019030656282537896 -0.052385678062093967 -0.016416232915203208 -0.0074440631564775938 0.011408725881283083 -0.030024409069960217 0.057460761366394053 0.022374869970336567 0.03359572007923485 -0.0065961329648556079
leaf_weight=27.060694992542267 511.53618441522121 5046.1872268021107 95.900755643844604 718.95704148709774 1778.2596106380224 47939.869446367025 387.26990233361721 21145.604674771428 16542.139348059893 4604.7006461769342 1773.6844261735678 903.46271547675133 7498.3868940472603 453.29556481540203 1540.6547704488039 2651.8980560600758 261.44873368740082 247.56327024102211 2208.8498849719763 1010.2611106038094 6319.7579521387815 605.04152157902718 433.86021013557911 150.49126653373241 8222.5876829475164 109.71819970011711 33.854659140110016 8493.4005500376225 463.66321937739849 519.90656742453575
leaf_count=111 2099 20742 394 2960 7294 197419 1596 86994 68284 18934 7302 3714 30989 1876 6387 11065 1070 1014 9090 4145 25957 2506 1793 619 33815 453 139 34880 1904 2142
internal_value=4.53472e-05 0.00536214 -0.0339611 0.000797542 0.021781 0.00466903 -0.0581551 0.00541597 -0.00954365 -0.014005 -0.0221862 -0.0288164 -0.0322704 -0.039351 -0.0690088 -0.0800183 0.0488227 0.0849271 0.00188922 0.0422322 0.0179941 -0.0257807 -0.0373643 -0.0492234 0.014721 0.00875444 -0.00454934 0.0232798 0.0276947 -0.00377887
internal_weight=142699 123405 19294 96560.5 26844.8 70257.7 6316.18 69085.5 26302.7 21146.8 12977.8 10175.5 9272.07 1172.25 4730.31 3039.17 3297.53 509.012 2802.27 2788.52 23547.3 1585.87 1038.9 1691.15 14542.3 5155.91 2242.7 9004.94 559.564 546.967
internal_count=587687 507936 79751 397662 110274 289249 26219 284413 108413 87218 53532 42005 38291 4836 19667 12661 13523 2084 11527 11439 96751 6552 4299 7006 59772 21195 9229 36979 2298 2253
shrinkage=0.079

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 6 21 28 17 28 17 6 28 6 8 7 23 8 26 8 5 12 27 11
split_gain=3529.92 1251.26 812.85 565.971 600.122 410.858 393.098 448.591 368.762 164.743 131.268 125.622 104.322 103.813 102.342 89.4521 85.2304 82.0792 54.8744 50.2752 45.2786 40.957 31.984 28.3492 23.9824 20.0314 16.4266 15.4116 14.3091 10.3143
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.92906877398490917 3.1571753025054936 -0.081908166408538804 -0.9409729242324828 -0.23239897191524503 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 0.6756977140903474 -0.050118966028094285 -0.022537890821695324 -0.0016591091989539561 -0.0041350403334945432 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 14 5 -5 13 17 18 27 22 -9 24 28 19 -14 -6 -8 26 -3 -16 -15 -11 -20 -10 -12 -2 29 -4 -1
right_child=1 3 6 4 16 -7 7 11 12 10 25 -13 15 21 20 -17 -18 -19 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0057818473483050347 0.035068588000926354 -0.0046580804008056103 0.033537407856890376 -0.0170887809742651 -0.028338569690353334 -0.0022667363930283413 -0.022872375280807013 -0.013118783300039143 0.04269138191075509 -0.091296487300835505 -0.057419288244399715 -0.035576513012812755 0.10631668800083997 0.0083059703765056576 0.014461812890371279 0.039890700860641351 0.010062948277388465 -0.057802244026456694 0.018121122006278318 -0.056837583283726012 0.0074860871902796772 -0.01317299343582635 -0.017765292367889905 0.010884048185777269 0.025461799255439413 -0.0034455116467558148 0.020532482882979996 0.035861733137211443 0.0083102122098698498 -0.033838511227551514
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leaf_count=549 2099 1227 1652 71924 1518 146632 1977 19717 8752 6484 5332 9601 1171 2691 60723 913 75561 14664 21778 797 39280 14851 160 37994 2687 183 34880 124 880 886
internal_value=3.82013e-05 0.00493306 -0.0315096 0.00073348 -0.00282606 -0.00712884 -0.0241619 -0.0324047 0.0199896 -0.0675403 -0.0739842 -0.0204567 0.0446413 -0.0054621 0.0110096 0.0773433 0.00931033 -0.0536162 0.0165235 -0.0249163 0.0117252 -0.00986325 -0.0895084 0.0135248 0.038645 -0.0555943 0.02136 -0.0183824 0.0247694 -0.0230961
internal_weight=142663 123501 19162 96566.6 71722.5 52949.9 15916.2 11046.8 26934.3 3245.77 2869.61 7066.42 3320.27 4869.43 24844.1 514.474 18772.6 3980.39 23614 485.207 24358.8 4250.62 1556.04 14576.5 2805.8 1313.57 9037.51 376.165 618.811 346.09
internal_count=587687 507936 79751 397662 295635 218556 66033 45959 110274 13718 12159 29318 13523 20074 102027 2084 77079 16641 96751 2024 100003 17542 6644 59772 11439 5515 36979 1559 2532 1435

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 26 37 6 6 28 51 21 28 7 1 55 6 8 8 23 28 29 46 51 4 26 35 26
split_gain=1906.03 1541.46 1113.82 596.615 523.67 419.574 329.354 239.034 192.829 158.018 137.859 107.795 93.8225 75.5047 91.6665 63.6612 62.625 62.3373 50.6894 43.0225 29.6702 20.6538 19.1887 17.4491 16.3823 14.9924 14.1093 13.23 13.0821 12.2395
threshold=-0.014725709334015845 -0.020464387722313401 0.021683344617486004 -0.5827713906764983 -0.9409729242324828 1.0000000180025095e-35 0.00065479933982715021 -2.0629943609237666 0.18183939158916476 0.64674586057662975 0.81589552760124218 -0.16511735320091245 -0.32669194042682642 3.1571753025054936 -0.27692525088787073 -0.0007832700794097035 -0.0026376470923423763 0.15352448076009753 6.0516111261677004e-05 0.04795315861701966 1.0000000180025095e-35 0.0028270264156162743 -0.91767302155494679 -0.24111911654472348 -0.027065264992415902 0.17622788995504382 -0.020877178758382794 0.87006315588951122 0.33415424823760992 -1.7478882670402525
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leaf_count=531 2955 16537 2626 167400 87519 6469 80403 1676 3022 2341 57190 245 773 494 85 36643 3830 33 3551 26242 4159 57 596 8870 4569 1094 28482 1894 364 37037
internal_value=3.1927e-05 -0.00542953 -0.00352833 -0.00975205 0.00752441 0.015306 -0.0198563 -0.0536019 -0.00405198 -0.0440319 0.00926575 0.0125234 -0.0385194 0.0403612 0.0670419 0.00975956 -0.0531824 0.0356568 -0.0784023 0.00664809 -0.0224172 -0.0654146 0.100009 0.0197239 0.0207538 0.0362044 0.0202513 0.0438362 -0.00229856 0.0149868
internal_weight=142601 105041 101053 64649.6 36403.7 37559 23316.9 3988.22 41332.7 1189.38 35214.3 33804.7 2479.99 3754.33 562.737 24428.2 1298 3191.59 1508.23 15313.2 1181.99 835.955 271.978 9376.49 1130.95 290.759 9157.2 2060.64 219.288 9115.07
internal_count=587687 434039 417038 267362 149676 153648 96940 17001 170422 4967 144709 138414 10438 15234 2269 100167 5506 12965 6563 62885 4932 3608 1090 38247 4602 1179 37352 8363 895 37282

Tree=4
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Tree=6
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Tree=8
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Tree=9
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Tree=81
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Tree=82
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Tree=141
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Tree=143
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Tree=144
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Tree=177
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Tree=178
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Tree=179
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Tree=180
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Tree=181
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Tree=195
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leaf_count=5157 21 1734 23 23 84 21 35 1803 1070 5858 555 18 1754 65018 2437 28248 89329 341724 37694 4375 13956 20
internal_value=-3.3382e-05 0.00792881 0.00675634 0.00508407 0.00700875 0.080984 -5.90488e-05 -0.00128818 -0.0142688 -0.000917722 0.0135768 -0.040846 -0.00367219 -0.00139831 0.000126454 0.0013815 0.00177054 -0.000274687 0.00199678 -0.00524373 -0.000531692 -0.0759052
internal_weight=142935 459.285 454.343 444.333 434.019 10.0103 142476 18683.1 518.401 18164.7 582.951 147.774 370.627 17581.7 123793 29983.6 28320.6 93809.4 9535.19 1663.02 84274.2 10.3143
internal_count=600957 1926 1905 1861 1818 44 599031 76111 2877 73234 2358 1088 1789 70876 522920 124389 117577 398531 42851 6812 355680 43

Tree=198
num_cat=0
split_feature=55 11 35 21 7 45 25 9 45 5 23 16 31 25 2 24 24 52 34 13 31 49 26 9 54 31 54 45 19 9
split_gain=4.60671 9.3302 10.147 9.31297 9.44154 9.00634 8.61623 11.24 9.55124 9.59536 8.46513 10.9471 7.97869 7.93147 13.066 16.7058 9.69924 7.85959 9.31937 7.70602 7.38413 7.33992 12.791 8.20638 7.01832 13.2668 8.04725 6.63521 9.16678 6.7899
threshold=0.53411155939102184 -1.8003312945365904 -0.23395115882158277 1.1624502539634707 0.17280447483062747 -0.067970152944326387 -1.7594014406204221 0.045340333133935935 0.016743364743888382 -1.2124934792518614 -0.0078461728990077955 -0.29807893931865687 2.1785788536071782 -1.5659301877021787 0.037200450897216804 0.77858397364616405 -0.037586247548460953 -0.12943494319915769 0.3451699316501618 -0.12952692061662671 0.62838304042816173 1.3267600536346438 1.629767179489136 -0.033029973506927483 3.3051205873489384 -1.4183535575866697 3.0997023582458501 0.17919377982616427 0.081602856516838088 0.20248866081237796
left_child=6 2 3 4 -2 -5 7 8 20 -10 11 -9 24 14 15 -8 -16 18 -4 -12 -1 23 -23 -14 26 -26 -3 29 -29 -15
right_child=1 12 17 5 -6 -7 13 10 9 -11 19 -13 21 27 16 -17 -18 -19 -20 -21 -22 22 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.0055041028690066456 0.0041663070732659907 -0.00090374794491684984 0.020006714012287655 0.0056508450455521565 -0.066297773643021071 -0.039849260087452126 -0.003283274881462826 0.072467545777796669 -0.091530365423689905 -0.011815806319235254 -0.057644669451873631 -0.013430413186438402 -0.017523698087986511 0.00042258875863215265 -0.015035955934631475 -0.027650957152834364 0.068191476772318654 0.10464344642768367 -0.015153143190372505 0.018546924457884181 -0.0039218014030627532 -0.030558950569417688 0.082256064456205022 0.01469325885547711 -0.04356604372202276 -0.0053517680865121557 0.023822083937028168 0.0537811221626543 0.0073969487017430209 -0.0020514579117803847
leaf_weight=2005.668404083699 1432.8182839006186 45271.430032592267 319.1842550188303 47.792490780353546 11.966670840978621 62.861572906374931 1680.8652360774577 10.137566730380057 10.061227932572363 148.82202422618866 8.412183463573454 106.89878571033478 55.138387933373451 80860.885947121307 13.15344002842903 196.06956411525607 26.038581997156143 6.1805269122123709 55.182643190026283 546.11812531203032 699.61949391849339 54.377571865916252 7.090115286409854 469.5743371732533 61.034992918372154 797.92526008561254 82.297927461564541 29.387596487998962 279.40375674515963 7571.3604761511087
leaf_count=8958 5851 190931 1303 195 48 255 7114 41 42 633 34 449 223 340114 55 842 107 25 227 2219 3091 239 32 2050 277 3497 369 120 1139 30477
internal_value=-3.08394e-05 -0.000654364 0.0047199 0.00189096 0.00358268 -0.0201974 0.000291768 0.0041177 0.00196087 -0.0168637 0.0133164 -0.00599002 -0.000876688 0.000142552 -0.00488612 -0.00582879 0.0402591 0.0162828 0.0148241 0.0173911 0.00306645 0.00828215 -0.0175461 0.0113078 -0.000992862 -0.00806715 -0.000858881 0.000251133 0.0118113 0.000210767
internal_weight=142928 48734.9 1935.99 1555.44 1444.78 110.654 94192.9 3535.74 2864.17 158.883 671.567 117.036 46798.9 90657.2 1916.13 1876.93 39.192 380.547 374.367 554.53 2705.29 586.18 61.4677 524.713 46212.7 858.96 45353.7 88741 308.791 88432.2
internal_count=600957 205522 7904 6349 5899 450 395435 15467 12724 675 2743 490 197618 379968 8118 7956 162 1555 1530 2253 12049 2544 271 2273 195074 3774 191300 371850 1259 370591

Tree=199
num_cat=0
split_feature=28 28 7 5 34 45 31 4 7 23 27 28 4 55 5 9 7 28 35 45 15 27 13 17 47 33 4 0 23 46
split_gain=4.65393 18.4407 10.824 15.7574 13.9141 11.9889 11.1795 10.6582 13.0169 12.396 12.1039 11.9175 10.6364 9.68623 9.23093 8.91807 7.5438 13.44 12.9487 11.7106 9.37242 9.2715 9.24015 6.93558 10.4217 9.03793 7.62687 6.90306 25.1663 13.8793
threshold=-0.033250445500016206 -0.033404938876628869 0.014555991627275945 0.5408453941345216 0.21397326141595843 -0.0019158750656060872 1.6195777058601382 0.00021407994063338268 -0.24195387214422223 -0.0068127587437629691 -0.0075764507055282584 -0.044169396162033074 -0.012412549927830694 1.414014518260956 -0.74839842319488514 -0.017212871462106701 -0.52754068374633778 0.043198719620704658 -1.5609839558601377 -0.0025216855574399229 0.48480661213397985 -0.0041984324343502513 0.12928059697151187 1.5870265960693362 -0.57347567379474629 -0.39396022260189051 -0.043883984908461564 -0.026700210757553574 -0.013890701346099375 0.092484936118125929
left_child=1 7 3 5 13 -3 -6 8 12 -10 14 -12 -1 -4 -9 -5 17 20 21 -20 22 -19 -2 27 25 -25 -26 29 -29 -18
right_child=16 2 4 15 6 -7 -8 10 9 -11 11 -13 -14 -15 -16 -17 23 18 19 -21 -22 -23 -24 24 26 -27 -28 28 -30 -31
leaf_value=-0.0023106588514276391 0.0085883961673155519 -0.0012146384078846472 0.017198209149557574 0.072586693539293271 -0.0030922578922482737 -0.01019957256712405 -0.11910922779843465 -0.045564906165042593 0.0040240945076218167 -0.00013106528709669189 -0.0083602109894015848 0.013360899680357542 -0.018070474845346299 -0.04014653440906607 0.00050754267165434774 -0.025592779498284868 0.001989613866509064 -0.060276253151413765 -0.017703082234627042 0.0011759752302001392 -0.082823601971157998 0.029526418697685183 0.027920832088210775 -0.0069436510004989788 -0.011957157357659646 0.0096280660217488209 0.0014258731606016353 -0.006068722063872314 0.00010469037568861852 0.021753607842897267
leaf_weight=3198.4488985165954 733.88009136915207 1865.9353329092264 345.70152570307255 5.8804611563682547 1100.0165392458439 1841.5782607793808 5.2081826329231253 27.358106076717377 7797.4081248417497 10534.69209767133 2468.6905000433326 168.39597085118294 291.63783215731382 19.415682718157768 3411.5564093738794 319.20991724729538 4030.2240836769342 7.640872284770011 255.28502406179905 1042.176836386323 6.4613150358200064 117.6960164308548 195.37553460896015 234.42195641249418 284.8830774128437 1658.7250200547278 3959.3859816789627 4313.4742035940289 92452.258754454553 234.66564370691776
leaf_count=12878 2958 7592 1389 24 4434 7495 21 110 31563 42606 9939 676 1185 78 13722 1310 16490 31 1026 4197 26 474 788 1228 1167 7365 16367 18698 394163 957
internal_value=-2.84454e-05 -0.000844761 -0.00502427 -0.0071399 0.000778117 -0.00567759 -0.00363897 -2.03488e-05 0.000794431 0.0016363 -0.00294666 -0.00697317 -0.00362758 0.0141488 0.000141016 -0.0238168 0.000220498 0.00464003 -0.000196218 -0.00253862 0.0119937 0.0240518 0.012653 0.000123234 0.00270175 0.00757605 0.00052758 -3.34057e-05 -0.000170499 0.00307708
internal_weight=142928 33401.1 5502.95 4032.6 1470.34 3707.51 1105.22 27898.2 21822.2 18332.1 6076 2637.09 3490.09 365.117 3438.91 325.09 109527 2358.52 1422.8 1297.46 935.717 125.337 929.256 107168 6137.42 1893.15 4244.27 101031 96765.7 4264.89
internal_count=600957 135022 22343 16421 5922 15087 4455 112679 88232 74169 24447 10615 14063 1467 13832 1334 465935 9500 5728 5223 3772 505 3746 456435 26127 8593 17534 430308 412861 17447

end of trees

feature_importances:
Column_28=347
Column_6=327
Column_7=295
Column_17=277
Column_8=243
Column_9=223
Column_25=180
Column_23=179
Column_1=169
Column_33=160
Column_48=159
Column_34=158
Column_21=150
Column_55=150
Column_0=146
Column_24=141
Column_31=138
Column_46=138
Column_16=137
Column_12=124
Column_13=114
Column_26=113
Column_35=110
Column_11=106
Column_45=106
Column_18=102
Column_5=99
Column_14=95
Column_2=93
Column_51=89
Column_4=88
Column_20=86
Column_49=86
Column_19=85
Column_27=83
Column_3=82
Column_29=81
Column_47=67
Column_50=59
Column_15=52
Column_37=45
Column_53=41
Column_22=37
Column_44=25
Column_52=23
Column_43=21
Column_32=13
Column_54=12
Column_38=10
Column_42=2
Column_10=1
Column_39=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.079]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 5]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[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: 17869]
[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: 175]
[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: 16083]
[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

objective=binary metric=binary_logloss num_leaves=31 max_depth=5 learning_rate=0.079 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=2490 2514 2605 2650 2700 2508 2694 2322 2606 2879 2541 2525 2428 2321 2545 2446 2534 2342 2513 2436 2509 2613 2530 2711 2550 2720 2392 2605 2323 2766 2304 2418 2671 2511 2514 2421 2331 2695 2062 2599 2904 2593 3017 3013 3022 3025 3018 3057 2967 2862 3039 2964 2275 2657 2876 2963 2865 2746 3034 2844 3022 3024 3019 2752 2730 2678 2841 2378 2400 2301 2210 2495 2952 2473 2682 2387 2859 2300 2382 2682 2208 2582 2401 2488

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 47 0 0 55 49 29 27 26 0 23 31 23 25 18 45 45 1
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 1.45278 0.0378807 0.32812 4.3942 0.0249231 0.0297435 0.0174795 0.0457746 0.0168183 0.0186427 0.0113516 0.00939327 0.00858992 0.00956104 0.00800426 0.00581721 0.00535985
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.70929089188575756 0.02376531902700663 -0.050568621605634682 -1.2844281196594236 0.089464709162712111 -0.3590626567602157 0.15410324186086657 -0.092140045017003999 0.050698401406407363 0.012086161877959968
left_child=1 2 19 8 6 -6 7 -5 9 22 -11 12 -3 17 -15 23 -17 -13 -7 -1 -21 -8 -2 -10
right_child=3 11 -4 4 5 18 21 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25
leaf_value=0.0014812654179938132 0.00011959169088310154 9.0222664266927072e-05 0.056792378091239042 0.013471508521345748 0.054545039526383267 8.8641518033235415e-05 0.00082573641495594448 0.00010181872364775689 9.4322457971150134e-05 0.015823142276731639 0.00012149418797295304 0.00056161059351933777 0.003676751107942747 0.00030195506604450658 -0.0040144409789839531 -0.0016522561915603732 3.3473189202628821e-05 5.7548582423600625e-05 -0.0015716117924479626 0.00047060548123692485 -0.0015650222499098093 6.893900108626885e-05 -4.9601068102399196e-05 6.3150226075525288e-05
leaf_weight=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
leaf_count=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
internal_value=9.83133e-05 0.000653474 0.0112531 9.62016e-05 0.00026109 0.00209642 0.000144537 0.000913013 9.28964e-05 0.000193624 0.0012683 0.000144692 0.00175981 9.93714e-05 -0.00113684 8.88071e-05 3.11596e-05 0.000142063 3.33835e-05 0.000145965 -0.000343646 7.56471e-05 0.000108526 9.21082e-05
internal_weight=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689
internal_count=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 47 6 0 0 55 49 21 27 26 0 21 31 4 45 14 27 3
split_gain=0.0936422 1.63233 7.82205 0.0433664 0.334493 10.1033 0.121253 2.47054 0.0405566 0.0321319 0.278325 3.72734 0.0211408 0.0273574 0.0148268 0.0388279 0.0143066 0.0161737 0.00962885 0.00694603 0.0049344 0.00466389 0.00377957 0.00328678
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 6.0551392380148179e-05 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.025386652909219268 5.3197524547576913 -1.2844281196594236 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 9 6 -6 23 -8 19 10 20 -12 13 -3 18 -16 21 -18 -14 -4 -2 -11 -7 -5
right_child=3 12 8 4 5 22 7 -9 -10 16 11 -13 14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.053234759928655839 1.5255281360828201e-05 0.00028117341285848705 -0.0010262748609646225 -2.5294305773132023e-05 0.050141094410218877 -2.5158658142833762e-05 0.023226045944677514 -6.2057719565071723e-06 -0.0038579994592194758 -8.9995013982209919e-06 0.014478225206380254 1.7007480813933503e-05 0.00042235469970297861 0.0038908791335095882 0.00018321191158231711 -0.003792188859473833 -6.2574599203150992e-05 -0.00068623625264211579 -4.1886420795553348e-05 0.00077685100042072005 -0.00014057126403978624 -5.7451470239306115e-05 -0.0009795407553729429 -0.00097074536719858021
leaf_weight=21 19392 38 20 10167 26 634 30 598 21 511210 120 1523 335 20 46 23 27384 262 1663 40 1357 12707 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 21 511210 120 1523 335 20 46 23 27384 262 1663 40 1357 12707 27 23
internal_value=-4.3421e-06 0.000506961 0.0102692 -6.28702e-06 0.000145576 0.00183591 3.82304e-05 0.00110362 -0.000869993 -9.33112e-06 8.34389e-05 0.00107321 3.83724e-05 0.0015259 -3.36763e-06 -0.00114192 -1.30973e-05 -6.8485e-05 3.59518e-05 0.000175809 5.06411e-06 -1.01746e-05 -6.41425e-05 -2.74283e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 81 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 81 573955 22392 1643 2125 58 2067 69 551563 27646 1998 60 20749 523917 661 10190

Tree=2
num_cat=0
split_feature=45 17 24 23 49 2 45 47 23 31 23 26 24 49 17 28 27 26 13 21 27 17 51 23 45
split_gain=0.0794311 1.38461 7.42388 0.0328137 0.20722 8.08562 20.4398 0.054481 0.972656 0.0318321 2.83272 13.0585 0.0311412 0.0179325 0.0245123 0.01613 0.0125767 0.0329354 0.0115644 0.0100489 0.00854885 0.00853497 0.00753028 0.00742795 0.00416281
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 0.24980354309082034 -1.6757296919822691 0.18783452361822131 -0.00055394190712831904 0.16744337230920794 0.70929089188575756 0.25719563663005834 1.6111459732055666 -0.17727538943290708 5.6550514698028573 3.3942130804061894 0.072871152311563506 0.064614940434694304
left_child=1 2 12 4 5 24 -7 8 -6 18 11 -11 15 14 -3 -1 21 -18 20 -20 -5 -15 -9 -12 -2
right_child=3 13 -4 9 7 6 -8 22 -10 10 23 -13 -14 16 -16 -17 17 -19 19 -21 -22 -23 -24 -25 -26
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Tree=8
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Tree=9
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Tree=32
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Tree=33
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Tree=34
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Tree=35
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Tree=36
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Tree=37
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Tree=38
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Tree=65
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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Tree=71
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Tree=78
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Tree=79
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Tree=80
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Tree=81
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Tree=82
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Tree=83
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Column_49=143
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.079 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50