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=1020 1039 1041 1047 1036 1039 1036 1048 1049 1046 1033 1047 1035 1044 1049 1045 1050 1046 1044 1040 1047 1042 1048 1040 1042 1047 1037 1052 1044 1041 1039 1046 1047 1048 1044 1051 1042 1037 1037 1051 1040 1046 1044 1050 1048 1039 1047 1043 1044 1039 1041 1042 1033 1038 1039 1039 1034 1043 1031 1037 1039 1045 1042 1041 1038 1044 1041 1045 1046 1039 1038 1033 1042 1038 1043 1044 1043 1031 1048 1041 1044 1038 1038 1045 1051 1039 1035 1042 1039 1039 1047 1044 1053 1039 1040 1049 1054 1041 1042 1040 1038 1032 1042 1041 1041 1041 1050 1034 1042 1049 1042 1039 1043 1040 1043 1049 1029 1051 1035 1047 1048 1040 1047 1041 1038 1043 1039 1037 1041 1043 1050 1037 1043 1048 1046 1044 1042 1039 1041 1049 1051 1037 1040 1047 1036 1045 1046 1046 1046 1033 1042 1032 1038 1043 1049 1039 1045 1046 1046 1028 1039 1037 1033 1044 1035 1041 1036 1050 1045 1061 1054 1054 1042 1041 1047 1055 1044 1059 1053 1054 1046 1056 1045 1042 1060 1037 1052 1057 1041 1045 1042 1035 1043 1037 1034 1054 1040 1058 1044 1051 1028 1037 1033 1034 1038 1033 1040 1037 1045 1048 1030 1031 1040 1033 1043 1036 1040 1039 1040 1031 1045 1034 1041 1038 1039 1034 1036 1034 1040 1041 1043 1051 1049 1050 1037 1043 1041 1047 1042 1046 1031 1045 1051 1044 1043 1044 1034 1041 1045 1043 1049 1044 1041 1042 1047 1053 1044 1050 1046 1055 1054 1048 1045 1046 1054 1040 1045 1056 1058 1056 1048 1059 1051 1058 1050 1051 1046 1051 1045 1041 1046 1045 1046 1049 1045 1053 1049 1048 1048 1054 1056 1059 1054 1040 1047 1057 1052 1053 1045 1048 1053 1056 1048 1049 1045 1052 1049 1043 1050 1048 1037 1046 1033 1047 1039 1049 1049 1045 1043 1052 1062 1046 1050 1051 1040 1051 1048 1043 1038 1036 1042 1033 1052 1053 1043 1042 1049 1063 1049 1046 1052 1037 1041 1049 1056 1043 1039 1047 1039 1044 1045 1048 1047 1052 1039 1046 1042 1049 1046 1047 1047 1050 1042 1057 1045 1051 1044 1054 1046 1046 1042 1052 1053 1051 1053 1040 1053 1044 1043 1042 1048 1054 1039 1048 1054 1054 1053 1049 1056 1040 1058 1037 1045 1052 1036 1041 1034 1053 1044 1047 1043 1044 1044 1038 1052 1029 1035 1037 1064 1038 1050 1057 1045 1054 1053 1062 1061 1049 1056 1050 1034 1030 1033 1034 1040 1055 1046 1041 1040 1053 1045 1053 1047 1039 1048 1043 1052 1037 1052 1046 1069 1051 1027 1050 1051 1059 1043 1050 1050 1048

Tree=0
num_leaves=8
num_cat=0
split_feature=48 28 18 7 38 8 1
split_gain=3627.44 1431.66 894.688 603.588 536.889 405.488 150.786
threshold=-1.1439211964607237 -0.036551302298903458 -0.065606351941823945 -0.039131550118327134 1.0000000180025095e-35 -0.035641307011246674 -0.0028918832540512081
decision_type=2 2 2 2 2 2 2
left_child=2 4 6 -3 -2 -4 -1
right_child=1 3 5 -5 -6 -7 -8
leaf_value=-0.33278566238600898 -0.31011518410777217 -0.31226387045009818 -0.31463895078651061 -0.31912329032414094 -0.29476995906974829 -0.33188642030142163 -0.35575050603586228
leaf_weight=418.59730708599091 22155.182806491852 20236.510234117508 1934.275500535965 70325.322773456573 3195.9185198545456 12211.973039746284 2144.9150307178497
leaf_count=1717 90876 83006 7934 288460 13109 50091 8798
internal_value=-0.31773 -0.315533 -0.332976 -0.317591 -0.308181 -0.329528 -0.352001
internal_weight=132623 115913 16709.8 90561.8 25351.1 14146.2 2563.51
internal_count=543991 475451 68540 371466 103985 58025 10515
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 18 17 38 8 13
split_gain=3385.53 1330.67 841.995 578.198 496.859 398.92 170.599
threshold=-1.1439211964607237 -0.036551302298903458 -0.065606351941823945 -0.87786456942558277 1.0000000180025095e-35 0.021342030726373199 0.0023863855749368672
leaf_value=-0.016013135697234181 0.0073239395536453906 -0.017354726075135603 -0.013862978535721618 0.00056662714972265625 0.022062449678177807 0.0027612802353448179 -0.038027938336244731
leaf_weight=549.7904219776392 22181.407428860664 2261.8041367381811 12046.944487601519 88301.618738457561 3207.0788413435221 2072.4060595035553 1999.1417983472347
leaf_count=2263 90876 9277 49505 362189 13109 8520 8252
internal_value=-1.5976e-05 0.00210426 -0.0147652 0.000119045 0.00918571 -0.0114229 -0.0332795
internal_weight=132620 115952 16668.3 90563.4 25388.5 14119.4 2548.93
shrinkage=0.035

Tree=2
num_cat=0
split_feature=28 47 6 8 44 28 21
split_gain=2149.79 1709.76 725.627 713.68 600.063 104.1 52.3281
threshold=-0.018960512243211266 -1.279981195926666 -0.0036708941916003819 -0.035641307011246674 1.0000000180025095e-35 -0.036551302298903458 3.0895459651947026
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.0070203662514330125 -0.022807612043058183 0.0047199376387739318 -0.0050523099104224983 -0.0027790105664961713 0.019015498140485795 0.0024687671309076048 0.031309468529213944
leaf_weight=23148.694054663181 6695.6980947852135 20398.855931296945 4870.7862660288811 65360.033108875155 3267.542345136404 8385.0799418240786 487.3780554831028
leaf_count=94754 27594 83628 20001 268297 13328 34401 1988
internal_value=-1.56084e-05 -0.00269895 -0.0153306 -0.000995289 0.00738499 0.00581006 0.0206112
internal_weight=132614 97325.4 11566.5 85758.9 35288.7 31533.8 3754.92
internal_count=543991 399520 47595 351925 144471 129155 15316

Tree=3
num_cat=0
split_feature=48 28 48 28 6 38 28
split_gain=3071.82 1371.66 854.531 500.046 583.531 433.1 35.9381
threshold=-1.5334839224815366 -0.036551302298903458 -0.36479590088129038 -0.00085027812747284759 -0.0036709025735035534 1.0000000180025095e-35 -0.040517184883356087
left_child=3 5 -3 6 -5 -2 -1
right_child=1 2 -4 4 -6 -7 -8
leaf_value=0.0047981601380311335 0.0068235453733477098 -0.0052119049430611256 0.0017797628671197328 -0.036139605651439984 -0.015382305797162635 0.020429044344583123 -0.0073003222905073046
leaf_weight=360.53215396404266 22908.419344142079 31751.085368305445 65776.619358807802 2985.0241657793522 3734.8132053166628 3275.9909391105175 1814.359881773591
leaf_count=1481 93665 130418 269834 12388 15408 13315 7482
internal_value=-1.5218e-05 0.00141316 -0.000496442 -0.0198818 -0.0246029 0.00852576 -0.00529476
internal_weight=132607 123712 97527.7 8894.73 6719.84 26184.4 2174.89
internal_count=543991 507232 400252 36759 27796 106980 8963

Tree=4
num_cat=0
split_feature=48 18 7 7 7 13 7
split_gain=2885.62 741.131 683.352 793.877 380.688 101.859 61.2961
threshold=-1.1439211964607237 -0.067023251205682741 -0.039131550118327134 0.031597597524523742 -0.037927806377410882 0.0023863855749368672 -0.094110250473022447
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.014291504421037906 0.007837001302333611 0.0040898967000985017 -0.0020036165982156057 0.0051311093002986453 -0.013110599530420479 -0.037426392758989215 0.0046092332663387661
leaf_weight=271.63315795361996 17518.113371998072 1796.5343553572893 57705.239781305194 28559.737817361951 12854.841708943248 1644.724503532052 12244.821928232908
leaf_count=1127 71653 7384 236679 117011 53124 6905 50108
internal_value=-1.48762e-05 -0.0136787 0.0019362 0.000358476 -0.0110015 -0.0341471 0.00650906
internal_weight=132596 16567.7 116028 86265 14651.4 1916.36 29762.9
internal_count=543991 68540 475451 353690 60508 8032 121761

Tree=5
num_cat=0
split_feature=48 28 47 8 38 28 26
split_gain=2719.68 1050.84 675.603 481.13 388.416 296.156 248.658
threshold=-1.1439211964607237 -0.036551302298903458 -1.279981195926666 -0.052134172990918153 1.0000000180025095e-35 -0.012710257433354853 -2.0681375265121456
leaf_value=-0.038268772257316196 0.0064903273893584679 0.0052480838838451574 0.0022633883401009455 -0.0011741841109546088 0.019494503249409524 -0.011468565753099659 -0.019701470482695181
leaf_weight=1123.8126676231623 22248.097968056798 17782.875621631742 2457.663598626852 72744.316603630781 3220.9803731590509 8859.3686681240797 4133.2122839391232
leaf_count=4765 90815 72770 10127 298550 13053 36660 17197
internal_value=-4.05765e-05 0.00185437 -0.0133027 8.73859e-05 0.00813492 -0.00848647 -0.0236707
internal_weight=132570 115996 16574.1 90527.2 25469.1 11317 5257.02
internal_count=543937 475188 68749 371320 103868 46787 21962

Tree=6
num_cat=0
split_feature=48 9 18 9 7 0 45
split_gain=2538.92 732.346 663.187 659.871 331.131 126.936 58.1353
threshold=-1.1439211964607237 -0.038874208927154534 -0.065334070473909364 0.05917301960289479 0.017334426753222946 -0.0022538665216416116 0.0087395389564335364
left_child=2 6 5 -3 -4 -1 -2
right_child=1 3 4 -5 -6 -7 -8
leaf_value=-0.0075375431681947089 0.0079653622171851832 -0.0015464171513388616 -0.012210744545627239 0.0054381188872754966 0.002441006815949344 -0.031833439788011793 0.0047005265296591698
leaf_weight=297.29575854539871 17253.912415593863 65709.178197443485 11665.276694417 22157.345123425126 2254.7694094777107 2312.0285362005234 10903.179885700345
leaf_count=1236 70512 269420 48384 90638 9319 9810 44618
internal_value=-3.93328e-05 0.00178899 -0.0128728 0.000214877 -0.00983745 -0.0290653 0.00670113
internal_weight=132553 116024 16529.4 87866.5 13920 2609.32 28157.1
internal_count=543937 475188 68749 360058 57703 11046 115130

Tree=7
num_cat=0
split_feature=48 28 48 38 28 6 28
split_gain=2398.06 1156.78 708.93 465.673 445.284 487.641 42.9356
threshold=-1.5334839224815366 -0.018960512243211266 -0.36479590088129038 1.0000000180025095e-35 -0.00085027812747284759 -0.0036709025735035534 -0.012710257433354853
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=0.00050998294025781776 0.0052442302537352055 -0.0053589943279951984 0.0012899773096149644 0.018434047799715723 -0.032874846429540319 -0.013771990306032931 -0.0094305796326481575
leaf_weight=1205.5053446441889 31041.780037984252 29262.070489674807 59765.148584157228 3666.2609726339579 2923.0128595232964 3720.609640032053 953.08963631093502
leaf_count=4987 126746 120490 244985 14842 12409 15514 3964
internal_value=-3.81214e-05 0.00121756 -0.000895452 0.00663749 -0.0176895 -0.0221767 -0.0038791
internal_weight=132537 123735 89027.2 34708 8802.22 6643.62 2158.59
internal_count=543937 507063 365475 141588 36874 27923 8951

Tree=8
num_cat=0
split_feature=28 6 28 38 28 28 55
split_gain=1610.1 1634.13 1594.04 569.241 460.301 142.935 44.8529
threshold=-0.012710257433354853 -0.0036708924453705545 -0.00081837165635079135 1.0000000180025095e-35 0.037518208846449859 -0.073092244565486894 -0.27852535247802729
left_child=3 2 -2 5 -3 -1 -5
right_child=1 4 -4 6 -6 -7 -8
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leaf_weight=15925.759837985039 13121.037147954106 36662.456661939621 13216.623653039336 1983.0631850361824 26482.810951381922 23158.248475983739 1967.1506121605635
leaf_count=64880 53959 150662 55076 8025 108545 94836 7954
internal_value=-3.69696e-05 -0.00271241 -0.010036 0.00552619 0.000342227 0.00424646 0.0181881
internal_weight=132517 89482.9 26337.7 43034.2 63145.3 39084 3950.21
internal_count=543937 368242 109035 175695 259207 159716 15979

Tree=9
num_cat=0
split_feature=48 28 48 28 6 44 28
split_gain=2165.88 1001.45 664.125 399.711 448.145 303.725 38.7132
threshold=-1.5334839224815366 -0.036551302298903458 -0.36479590088129038 -0.00085027812747284759 -0.0036709025735035534 1.0000000180025095e-35 -0.012710257433354853
leaf_value=0.0003717977882320656 0.0057720747209543512 -0.004649001149405866 0.0015215501498226749 -0.031489363353990073 -0.013092332068995563 0.017011435899224055 -0.009071532072073547
leaf_weight=1206.3412237763405 22897.956378817558 31631.990801438689 65840.552683845162 2885.587150812149 3704.2332370877266 3380.1037912070751 951.04988865554333
leaf_count=4987 93227 130408 269805 12409 15514 13623 3964
internal_value=-3.5847e-05 0.00115387 -0.00048093 -0.0168672 -0.0211481 0.00721778 -0.00379114
internal_weight=132498 123751 97472.5 8747.21 6589.82 26278.1 2157.39
internal_count=543937 507063 400213 36874 27923 106850 8951

Tree=10
num_cat=0
split_feature=48 9 9 18 0 0 9
split_gain=2008.63 768.144 858.603 366.064 173.82 103.624 74.3644
threshold=-1.5334839224815366 -0.024180301465094086 0.043961346149444587 -0.065914914011955247 -0.0027239327318966384 -0.0022538665216416116 -0.078543849289417253
left_child=3 6 -3 5 -5 -1 -2
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internal_value=1.47349e-06 0.00114276 -0.000608094 -0.0162699 -0.01255 -0.0301509 0.00548338
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Tree=11
num_cat=0
split_feature=48 28 18 7 28 38 13
split_gain=1883.43 732.569 553.149 434.648 305.984 299.966 129.684
threshold=-1.1439211964607237 -0.036551302298903458 -0.065334070473909364 -0.035713678225874894 -0.012710257433354853 1.0000000180025095e-35 0.0023863855749368672
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internal_weight=132481 116215 16266.1 90579.8 13759.9 25634.8 2506.14
internal_count=544038 475586 68452 371503 57523 104083 10929

Tree=12
num_cat=0
split_feature=47 28 17 18 37 7 28
split_gain=1315.38 845.733 553.64 545.305 311.619 239.204 59.2933
threshold=-1.279981195926666 -0.018960512243211266 -0.89680764079093922 -0.067455209791660295 -0.19607162475585935 -0.033654062077403062 -0.0017898007645271716
left_child=3 4 -3 6 -2 -5 -1
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internal_value=1.08263e-06 0.00115205 -0.000700526 -0.0105686 0.0058339 -0.0079013 -0.029823
internal_weight=132454 119447 85582.9 13007 33864.5 11424.4 1582.59
internal_count=544038 489605 351865 54433 137740 47426 7007

Tree=13
num_cat=0
split_feature=47 28 28 18 38 8 28
split_gain=1227.87 786.987 518.917 516.222 321.24 220.504 56.1672
threshold=-1.279981195926666 -0.018960512243211266 0.048173472285270698 -0.067455209791660295 1.0000000180025095e-35 -0.036775661632418626 -0.0017898007645271716
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leaf_count=1145 386 2130 572753 16267 379 6996 22
internal_value=-3.56602e-05 -0.00754085 -1.06217e-05 2.86671e-05 -0.00331614 -0.00353442 -0.0185951
internal_weight=143483 477.09 143006 141429 345.172 1576.87 131.917
internal_count=600078 3676 596402 589020 2509 7382 1167

Tree=443
num_cat=0
split_gain=21.5475 129.367 70.6756 59.3995 51.6797 26.1852 21.3261
leaf_value=4.5657540444685316e-07 0.0019781446047492856 -0.0066823209332922649 -0.0010160123451762868 0.0023466166519265884 -0.010064369342258244 0.0033981398236893204 0.0002928351765411925
leaf_weight=57487.230800226331 10877.994566127658 5679.5321185998619 5134.1001849025488 623.47651620209217 1206.0236892998219 2919.7180773317814 59552.086581192911
internal_value=-3.44196e-05 -0.000466451 -0.00399207 0.0003914 -0.00583482 0.000164681 0.000553133
internal_weight=143480 71220.6 10813.6 72259.6 1829.5 60406.9 70430.1

Tree=444
num_cat=0
split_feature=23 23 6 28 48 6 28
split_gain=20.4334 48.9688 103.629 27.7864 15.7307 21.4118 15.4938
threshold=-0.0014371092547662554 -0.001615132321603596 -0.0032315314747393127 0.37684145569801336 -1.4635246396064756 0.67479363083839428 -0.94438832998275746
leaf_value=0.0002295810828294304 0.0066365075588097179 -0.0045384399721202732 0.00011319224484240379 -0.0081884468989511135 0.011600793766232015 -0.00011523325530473532 0.00031920365077646673
leaf_weight=58764.298685126007 1164.2331424430013 9595.7858802899718 15097.665699385107 484.29754914343357 149.51663748919964 1137.613214969635 57070.040592685342
leaf_count=240027 5157 48122 64522 2095 631 5752 233772
internal_value=-3.32392e-05 -0.000384973 -0.00169442 0.000160772 0.000462805 0.00329968 0.000348683
internal_weight=143463 83942 24693.5 59248.6 59521.4 2301.85 57219.6
internal_count=600078 354766 112644 242122 245312 10909 234403

Tree=445
num_cat=0
split_feature=48 1 1 18 20 22 23
split_gain=18.9321 25.8322 86.9028 25.0306 22.1433 19.5854 13.6546
threshold=0.42069473117589956 -0.0037464592605829235 -0.0036749573191627856 -0.019557600840926167 -0.031473683193325989 0.33658398687839514 -0.0017051076865755019
leaf_value=0.0026530244035011192 9.7079255309774295e-05 -0.0040000930626237982 -0.00018295635482144332 1.2587834457778221e-05 0.00090059929532782434 -0.00056659843803257882 0.0079679716976569642
leaf_weight=5000.2225247994065 413.47791178524494 8841.2293413542211 42082.811011597514 36517.079686418176 33273.045519441366 16758.966310113668 778.11434203386307
leaf_count=21249 1692 43690 177628 150614 134953 67918 3213
internal_value=-1.83028e-05 -0.000317387 -0.000845672 0.000330594 0.000521443 0.00040914 0.0052368
internal_weight=143665 92441.3 50924 41517.3 51223.6 50032 1191.59
internal_count=600957 393181 221318 171863 207776 202871 4905

Tree=446
num_cat=0
split_feature=55 7 25 26 12 28 37
split_gain=22.7339 22.9733 22.5363 15.9079 14.5979 22.3634 15.5226
threshold=0.36563305556774145 -0.15514732152223584 -0.98611101508140553 0.81041687726974498 -0.25320763885974878 0.17000621557235721 -1.2182720899581907
leaf_value=0.0015523368873026778 0.00047285418477192452 -0.0024664933641026484 -0.00047258615197799805 0.0047526592068756453 0.017562383163348225 -0.0035433805226547047 9.1742602037620742e-05
leaf_weight=16709.39268546924 4159.5616866499186 8288.01636569947 42820.588783938438 1429.5373186916113 62.35566657781601 1126.1320533156395 69061.35320918262
leaf_count=71996 16770 35879 179465 5765 261 4602 286219
internal_value=-1.76706e-05 -0.000562947 -0.000795928 0.00156751 0.000337851 0.00123059 0.000107503
internal_weight=143657 56697.7 51108.6 5589.1 86959.2 17835.5 69123.7
internal_count=600957 237879 215344 22535 363078 76598 286480

Tree=447
num_cat=0
split_feature=6 0 23 6 23 17 6
split_gain=18.8138 141.398 60.8624 64.159 55.25 29.3603 23.0104
threshold=-0.0032315300777554508 -0.0022947916295379396 -0.027622920460999009 0.39170515537261968 -0.0012290789163671432 -0.72142368555068959 0.1221495568752289
leaf_value=0.0026226744387798573 0.0010190122366789112 -0.0054992637005534589 0.0015466790479982916 -0.018262754539907118 0.0080492207188225164 -0.00010090666631913377 0.00011882701621587294
leaf_weight=5316.3576676547527 408.20131123065948 7529.1085278652608 18345.212771341205 438.47151072323322 387.69821975380182 55106.579941183329 56123.690655179322
leaf_count=22027 1721 40547 76656 2157 1769 224002 232078
internal_value=-1.70547e-05 -0.000437541 0.000364485 -0.00896655 -0.00483577 0.00013873 0.000470574
internal_weight=143655 68339.7 75315.6 846.673 7916.81 60422.9 74468.9
internal_count=600957 288345 312612 3878 42316 246029 308734

Tree=448
num_cat=0
split_feature=55 7 25 51 12 33 7
split_gain=21.0676 21.2565 20.7802 17.616 13.8766 26.1945 13.0317
threshold=0.36563305556774145 -0.15514732152223584 -0.98611101508140553 -0.13451607525348661 -0.26059690117835993 -0.39253015816211695 -2.1393389701843257
leaf_value=-0.0011834225714191283 0.0039196380006280467 -0.0023704129856044402 -0.00045518878423086848 -9.3017215533158196e-05 0.0071537604768841532 0.002192216916787493 9.5816701143989499e-05
leaf_weight=3811.7706366404891 2229.7643355131149 8282.3147614970803 42813.577272832394 3359.4973053336143 321.89637541770935 10779.624606028199 72042.659993842244
leaf_count=17606 8950 35879 179465 13585 1293 45539 298640
internal_value=-1.64813e-05 -0.000541471 -0.000765634 0.00150778 0.000325751 0.00131038 0.000127212
internal_weight=143641 56685.2 51095.9 5589.26 86956 14591.4 72364.6
internal_count=600957 237879 215344 22535 363078 63145 299933

Tree=449
num_cat=0
split_feature=55 43 7 7 54 28 48
split_gain=19.6198 20.3054 25.3336 23.8631 13.4863 31.317 11.2732
threshold=0.36563305556774145 0.66967812180519115 -0.015298211015760897 -0.059299960732460015 4.5166687965393075 0.097450174391269698 0.42069473117589956
leaf_value=-3.9653179253166389e-05 0.0010586608003829391 -0.0079819343056606006 -0.00060915925836699215 -0.00075768012715683231 0.0066522836678696374 -0.0051857024161525997 0.0008009223164868282
leaf_weight=55271.94668289274 11147.736239269376 986.12208721041679 1355.9270215630531 43189.499499659985 1083.6108007580042 366.29086475074291 30236.577140405774
leaf_count=234559 44940 4219 5744 182976 4462 1514 122543
internal_value=-1.5907e-05 -0.000522577 -0.00371347 -0.000385043 0.000314339 0.00366164 0.000257582
internal_weight=143638 56679.3 2342.05 54337.2 86958.4 1449.9 85508.5
internal_count=600957 237879 9963 227916 363078 5976 357102

end of trees

feature_importances:
Column_6=398
Column_7=266
Column_28=214
Column_48=193
Column_17=178
Column_18=176
Column_8=162
Column_0=123
Column_9=115
Column_23=112
Column_34=104
Column_21=99
Column_1=66
Column_12=66
Column_13=60
Column_33=55
Column_14=52
Column_20=52
Column_16=51
Column_47=45
Column_29=42
Column_26=39
Column_51=39
Column_55=39
Column_19=37
Column_25=31
Column_24=27
Column_22=25
Column_5=23
Column_11=23
Column_38=23
Column_46=23
Column_35=20
Column_37=20
Column_3=19
Column_45=19
Column_2=16
Column_44=16
Column_27=15
Column_31=14
Column_52=11
Column_4=8
Column_49=8
Column_53=8
Column_50=6
Column_43=4
Column_54=4
Column_15=3
Column_32=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: 0.035]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[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=3 learning_rate=0.035 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=811 829 821 829 822 910 827 826 824 822 924 929 924 918 921 821 827 820 819 828 826 910 906 916 909 907 816 909 818 906 909 901 900 904 902 917 823 906 820 906 902 907 908 906 902 906 911 909 907 827 912 921 915 908 907 909 912 915 918 913 921 924 824 913 826 914 914 919 908 923 911 910 909 911 921 922 915 914 917 916 921 924 930 924 921 922 908 901 902 902 902 904 908 911 908 911 914 912 904 908 907 905 910 912 914 912 906 908 912 909 919 830 819 820 911 905 910 902 821 915 916 914 916 915 913 906 914 913 914 831 824 912 915 828 921 917 914 924 914 925 923 918 926 926 929 920 914 913 918 930 919 837 922 914 908 923 923 923 926 927 923 929 927 917 923 906 905 905 912 907 912 918 913 915 922 924 923 915 917 926 912 917 903 909 923 903 909 914 914 921 907 907 910 909 916 902 927 925 909 925 916 915 925 913 908 921 905

Tree=0
num_leaves=7
num_cat=0
split_feature=4 35 24 0 23 32
split_gain=0.352607 33.6048 0.0290471 0.0095502 0.0118129 0.00361496
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 -0.16952691972255704 0.67778030037879955
decision_type=2 2 2 2 2 2
left_child=1 2 -1 5 -5 -2
right_child=3 -3 -4 4 -6 -7
leaf_value=8.9240149332597767e-05 5.4831702641115996e-05 0.04565998159472702 -0.0012190114274285369 -0.00083332110832406775 1.833482215619955e-05 3.4628285643708198e-05
leaf_weight=2080 522637 20 21 20 8134 11079
leaf_count=2080 522637 20 21 20 8134 11079
internal_value=5.56009e-05 0.000505997 7.61639e-05 5.3838e-05 1.62459e-05 5.44123e-05
internal_weight=543991 2121 2101 541870 8154 533716
internal_count=543991 2121 2101 541870 8154 533716

Tree=1
num_cat=0
split_feature=29 19 31 13 18 0
split_gain=0.336309 33.5976 0.0137917 0.00931209 0.00784156 0.00504898
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 0.7668118178844453 0.78813576698303234 -0.26042965054512018
left_child=3 -2 -3 5 -5 -1
right_child=1 2 -4 4 -6 -7
leaf_value=2.7241277959960579e-05 0.045588341117011627 1.4109489853694981e-05 -0.00079715994859340692 -2.3880114860093847e-05 -0.00017143562635614436 -2.0929443158208671e-06
leaf_weight=7289 20 2022 26 16926 453 517255
leaf_count=7289 20 2022 26 16926 453 517255
internal_value=-8.20435e-07 0.000444666 3.81017e-06 -2.52043e-06 -2.77263e-05 -1.68532e-06
internal_weight=543991 2068 2048 541923 17379 524544
internal_count=543991 2068 2048 541923 17379 524544

Tree=2
num_cat=0
split_feature=4 35 24 0 21 13
split_gain=0.321259 31.0714 0.0269021 0.00852 0.00858534 0.00406558
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 4.9349098205566415 0.37186226248741155
leaf_value=2.8388113887838301e-05 -1.101461278299386e-06 0.043847763279394714 -0.0012306324800010772 -3.1489323345838673e-05 -0.0002366616066421571 -1.3167169641579455e-05
leaf_weight=2080 496977 20 21 7896 258 36739
leaf_count=2080 496977 20 21 7896 258 36739
internal_value=-7.9172e-07 0.000429118 1.58039e-05 -2.47448e-06 -3.79812e-05 -1.93202e-06

Tree=3
num_cat=0
split_feature=29 19 25 13 33 0
split_gain=0.307396 31.0724 0.0153636 0.00840593 0.0082543 0.004368
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 0.44382226467132574 1.1209472417831423 -0.26042965054512018
leaf_value=2.5826740005898437e-05 0.043839174539549275 -2.1660647033085204e-05 0.00040355224050836632 -1.4664377794878024e-05 -8.6962450022251884e-05 -1.6246242429592578e-06
leaf_weight=7203 20 1938 110 33507 2053 499160
leaf_count=7203 20 1938 110 33507 2053 499160
internal_value=-7.6401e-07 0.000425143 1.17794e-06 -2.38929e-06 -1.88384e-05 -1.23413e-06
internal_weight=543991 2068 2048 541923 35560 506363
internal_count=543991 2068 2048 541923 35560 506363

Tree=4
num_cat=0
split_feature=4 35 24 13 33 1
split_gain=0.292784 28.7296 0.0248984 0.00717809 0.0107995 0.00612632
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.7668118178844453 2.4339780807495122 0.38500006496906286
leaf_value=2.4350559502763001e-05 -1.5572001809489959e-06 0.042160043440584563 -0.0011868764009947581 -1.8644373548635075e-05 -0.00015786114779413777 -0.00032442990604648816
leaf_weight=2080 524009 20 21 17078 711 72
leaf_count=2080 524009 20 21 17078 711 72
internal_value=-7.3727e-07 0.000409677 1.22441e-05 -2.34372e-06 -2.42087e-05 -1.60156e-06
internal_weight=543991 2121 2101 541870 17789 524081
internal_count=543991 2121 2101 541870 17789 524081

Tree=5
num_cat=0
split_feature=51 26 0 0 55 25 46
split_gain=0.295805 10.6034 23.0324 0.0500524 0.358857 0.0227566 0.015725
threshold=4.0962991714477548 -1.829436659812927 -0.014278143178671597 -0.1339168846607208 -1.2998190522193906 1.1009418964385989 0.63300400972366344
leaf_value=0.00057919196020251413 0.045587205118179104 -5.6820769376469023e-05 -0.00022651964355446116 -2.6467381652731701e-06 1.1806408236854954e-05 0.00027398898543513938 -0.00011997954099047157
leaf_weight=1473 20 1790 41 520197 18716 297 1403
leaf_count=1473 20 1790 41 520197 18716 297 1403
internal_value=7.55757e-07 0.000410671 0.0147944 -8.69412e-07 5.32032e-05 -9.74339e-06 -2.96234e-06
internal_weight=543937 2148 61 541789 20189 2087 521600
internal_count=543937 2148 61 541789 20189 2087 521600

Tree=6
num_cat=0
split_feature=29 18 19 0 55 46
split_gain=0.294134 31.7754 0.0718804 0.0456101 0.329342 0.0144332
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -1.2998190522193906 0.63300400972366344
left_child=3 -2 -3 4 -1 -5
right_child=1 2 -4 5 -6 -7
leaf_value=0.00055430408048306177 0.044319743673961062 -0.0020999871404274021 8.6199278334037526e-06 -2.5534401588362254e-06 1.1031189644001308e-05 -0.00011597607872062307
leaf_weight=1475 20 20 2022 520365 18657 1378
leaf_count=1475 20 20 2022 520365 18657 1378
internal_value=7.29305e-07 0.000417956 -1.20324e-05 -8.58369e-07 5.08349e-05 -2.85301e-06
internal_weight=543937 2062 2042 541875 20132 521743
internal_count=543937 2062 2042 541875 20132 521743

Tree=7
num_cat=0
split_feature=29 18 19 0 0 46
split_gain=0.273905 29.5901 0.0669369 0.0424732 0.321295 0.0134406
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -0.14231177419424054 0.63300400972366344
leaf_value=7.9992816207214388e-06 0.042768550337757921 -0.0020264875652719642 8.3182259868138575e-06 -2.4640691641686364e-06 0.00052523745616634408 -0.00011191691351758295
leaf_weight=18534 20 20 2022 520365 1598 1378
leaf_count=18534 20 20 2022 520365 1598 1378
internal_value=7.0378e-07 0.000403327 -1.16113e-05 -8.28325e-07 4.90556e-05 -2.75315e-06

Tree=8
num_cat=0
split_feature=4 18 35 0 49 4
split_gain=0.252534 29.0175 0.518141 0.0377656 0.380896 0.00992035
threshold=-0.66065314412116993 -0.0086172646842896921 0.88867983222007763 -0.1339168846607208 -1.401929438114166 0.45803524553775793
left_child=1 -1 -3 4 -2 -5
right_child=3 2 -4 5 -6 -7
leaf_value=0.040369294289293152 0.00058473074507693601 2.2582888711323243e-05 -0.00514958636990438 -2.2421110008187325e-06 3.0780720419065056e-06 -6.3201628173077554e-05
leaf_weight=22 1490 2084 24 518486 18540 3291
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internal_value=-5.38162e-06 -0.00015093 -9.51711e-05 -0.00375599 -1.31128e-06 0.00062339 -2.23916e-06
internal_weight=600923 16348 16099 249 584575 867 583708
internal_count=600923 16348 16099 249 584575 867 583708

Tree=199
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split_gain=0.275312 0.646594 1.17061 0.41504 0.232846 15.7464 0.100867
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Tree=200
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Tree=201
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split_gain=1.07765 32.6229 927.393 0.396878 0.177473 4.02041 0.142166
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leaf_count=581634 36 13186 900 2145 32 1343 1094
internal_value=6.90132e-06 0.00028789 0.0066313 -9.9393e-05 -9.24081e-07 -0.000398089 1.30652e-08
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internal_count=600370 16267 936 15331 584103 1375 582728

Tree=202
num_cat=0
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split_gain=1.00353 13.9402 387.405 0.466522 0.132865 3.78771 0.0707385
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leaf_count=1180 72 12442 1813 1940 24 1111 581788
internal_value=6.65977e-06 0.000277814 0.00310792 -9.31183e-05 -8.91738e-07 -0.000379207 -1.55184e-07
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internal_count=600370 16267 1885 14382 584103 1135 582968

Tree=203
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split_gain=0.979715 29.8106 1453.47 2.2926 0.137163 3.2406 0.0404772
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leaf_count=565690 20 76 814 15489 30 837 17414
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Tree=204
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split_gain=0.912335 27.7603 1362.71 2.13493 0.12773 3.05575 0.0681727
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Tree=205
num_cat=0
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leaf_weight=577688 1152 131 21 15095 31 1209 5043
leaf_count=577688 1152 131 21 15095 31 1209 5043
internal_value=5.98468e-06 0.000254441 0.00460736 -8.0905e-05 -9.92436e-07 -0.000278186 -4.02592e-07
internal_weight=600370 16399 1173 15226 583971 1240 582731
internal_count=600370 16399 1173 15226 583971 1240 582731

Tree=206
num_cat=0
split_feature=15 9 19 5 46 7 21
split_gain=0.721817 25.5656 1261.17 2.14402 0.376522 13.3572 0.0564607
threshold=0.48480661213397985 -0.0018452440272085366 0.004761686548590661 -0.4922413676977157 0.24645754694938662 -0.017919823527336117 0.80182349681854259
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leaf_weight=565029 23 55 827 15468 787 40 18466
leaf_count=565029 23 55 827 15468 787 40 18466
internal_value=7.21106e-06 0.000236412 0.00614672 -8.72213e-05 7.88729e-07 0.00074707 -2.68992e-07

Column_20=125
Column_18=103
Column_26=101
Column_51=86
Column_19=85
Column_29=71
Column_45=67
Column_46=61
Column_17=58
Column_15=57
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Column_49=49
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Column_5=32
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Column_47=27
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Column_35=25
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Column_3=20
Column_12=19
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Column_32=13
Column_33=12
Column_34=12
Column_1=11
Column_25=11
Column_23=10
Column_31=10
Column_2=9
Column_8=9
Column_24=6
Column_6=2
Column_11=2
Column_22=1
Column_48=1
Column_50=1

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.035 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