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=1012 1041 1045 1040 1039 1032 1045 1047 1042 1044 1038 1043 1050 1045 1042 1049 1040 1050 1039 1042 1037 1042 1043 1051 1048 1047 1042 1044 1037 1039 1043 1047 1041 1044 1043 1043 1045 1050 1042 1044 1042 1054 1042 1050 1043 1040 1047 1038 1040 1038 1041 1050 1049 1047 1050 1041 1042 1043 1051 1039 1040 1048 1045 1054 1043 1046 1046 1045 1040 1042 1047 1046 1054 1038 1042 1046 1046 1044 1045 1049 1053 1039 1050 1048 1047 1046 1051 1042 1042 1040 1050 1052 1056 1049 1043 1051 1047 1053 1055 1036 1035 1046 1050 1042 1053 1052 1052 1053 1042 1054 1043 1039 1046 1049 1050 1054 1039 1057 1048 1050 1042 1049 1047 1052 1047 1054 1055 1044 1043 1051 1039 1047 1042 1044 1047 1042 1049 1052 1040 1043 1036 1042 1048 1041 1039 1049 1041 1052 1041 1045 1040 1048 1039 1045 1051 1046 1057 1049 1040 1040 1038 1044 1038 1047 1042 1043 1038 1049 1041 1049 1042 1043 1042 1047 1047 1040 1044 1037 1047 1048 1041 1053 1044 1044 1055 1046 1044 1054 1053 1036 1049 1041 1050 1043 1043 1036 1048 1051 1034 1039 1035 1044 1028 1038 1037 1049 1052 1047 1035 1046 1032 1038 1044 1039 1037 1042 1040 1040 1034 1041 1045 1026 1044 1040 1046 1037 1037 1039 1048 1044 1041 1043 1051 1045 1050 1042 1039 1052 1045 1046 1039 1048 1050 1050 1045 1048 1032 1043 1046 1044 1049 1046 1042 1040 1038 1050 1038 1047 1041 1051 1058 1051 1036 1042 1046 1040 1045 1045 1049 1050 1042 1052 1048 1041 1054 1042 1047 1051 1045 1046 1040 1044 1046 1050 1046 1057 1043 1054 1049 1048 1058 1047 1050 1046 1058 1045 1053 1048 1049 1054 1052 1040 1054 1048 1051 1043 1042 1050 1044 1053 1048 1031 1055 1054 1049 1053 1048 1060 1049 1057 1057 1061 1062 1059 1043 1049 1050 1055 1038 1038 1051 1043 1042 1049 1044 1053 1045 1046 1053 1047 1050 1046 1049 1045 1044 1045 1041 1050 1056 1046 1045 1042 1047 1053 1040 1044 1054 1047 1050 1045 1045 1048 1044 1044 1048 1048 1055 1047 1055 1050 1042 1038 1050 1062 1040 1043 1045 1044 1053 1046 1048 1046 1056 1051 1053 1050 1050 1053 1056 1062 1052 1050 1056 1055 1058 1049 1049 1041 1050 1064 1060 1059 1062 1060 1059 1054 1049 1056 1061 1051 1055 1062 1060 1063 1061 1054 1055 1058 1062 1058 1049 1052 1057 1039 1046 1038 1051 1056 1059 1040 1047 1056 1044 1048 1051 1038 1034 1054 1027 1043 1065 1055 1038 1058 1058 1053 1051 1055 1047 1053

Tree=0
num_leaves=8
num_cat=0
split_feature=47 7 8 18 7 6 1
split_gain=2470.24 1207.99 1527.06 1024.68 373.141 123.329 102.295
threshold=-1.2508260011672971 -0.037575663998723023 0.029960948973894123 -0.070493180304765687 -0.03343278914690017 -0.37858279049396509 -0.0040145884267985812
decision_type=2 2 2 2 2 2 2
left_child=3 5 -3 6 -5 -2 -1
right_child=1 2 -4 4 -6 -7 -8
leaf_value=-0.34254535378091672 -0.32880669347619423 -0.33822348206081093 -0.33213329353465376 -0.33374217034835596 -0.34391061253124672 -0.3320153562295986 -0.36011010501188062
leaf_weight=174.76945593953133 7815.5247800052166 61774.318168312311 29415.716940164566 2106.4702436327934 10225.836219638586 22457.267405837774 1962.5710532069206
leaf_count=719 32153 254139 121016 8666 42069 92389 8074
internal_value=-0.336018 -0.334995 -0.336259 -0.344611 -0.342174 -0.331187 -0.358674
internal_weight=135932 121463 91190 14469.6 12332.3 30272.8 2137.34
internal_count=559225 499697 375155 59528 50735 124542 8793
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 7 38 8 26
split_gain=4190.13 1497.91 831.069 667.725 365.709 335.065 301.854
threshold=-1.103302866220474 -0.033930594101548188 -1.2508260011672971 -0.038709802553057664 1.0000000180025095e-35 0.021978215314447883 -2.0594273805618282
left_child=2 4 6 -3 -2 -4 -1
right_child=1 3 5 -5 -6 -7 -8
leaf_value=-0.025584973285229459 0.0053501790668570399 0.0037546784460501894 -0.0079879462579129732 -0.00072937634064953224 0.013421375838167826 0.0020785528202107804 -0.013772048954760155
leaf_weight=1348.5555573552847 21660.811132565141 20694.897007465363 10583.162198930979 71971.307178631425 3106.8128198683262 1885.4761618077755 4681.2378461509943
leaf_count=5571 89072 85080 43547 296140 12776 7753 19286
internal_value=2.35689e-05 0.00155658 -0.00970848 0.000272036 0.00636262 -0.00646572 -0.016414
internal_weight=135932 117434 18498.4 92666.2 24767.6 12468.6 6029.79
internal_count=559225 483068 76157 381220 101848 51300 24857
shrinkage=0.022

Tree=2
num_cat=0
split_feature=48 28 18 7 7 38 1
split_gain=4013.63 1430.77 847.814 638.318 434.354 348.355 167.48
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.038709802553057664 0.023096056655049328 1.0000000180025095e-35 -0.0040145884267985812
left_child=2 5 6 -3 -4 -2 -1
right_child=1 3 4 -5 -6 -7 -8
leaf_value=-0.0089469360716353148 0.005227838343615252 0.0036697976443938961 -0.0088285070834469397 -0.00071341855875584211 0.0020960150282268316 0.013097284231845334 -0.022305542212614632
leaf_weight=551.47599689662457 21679.804513216019 20707.606806054711 13309.289653480053 71962.535965546966 2030.2082976400852 3113.5726900845766 2576.2903913706541
leaf_count=2274 89072 85080 54866 296140 8351 12776 10666
internal_value=2.29955e-05 0.00152193 -0.00951118 0.000266033 -0.00738263 0.00621609 -0.0199502
internal_weight=135931 117464 18467.3 92670.1 15339.5 24793.4 3127.77
internal_count=559225 483068 76157 381220 63217 101848 12940

Tree=3
num_cat=0
split_feature=28 47 6 7 38 28 21
split_gain=2406.64 1888.06 848.555 797.48 481.064 156.552 68.7125
threshold=-0.014452506788074969 -1.2508260011672971 0.00076259017805568885 -0.037575663998723023 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.0056917820297790224 -0.01452619799777107 0.003407549068098893 -0.0030103378510385427 -0.0016669439446089539 0.011307287223350903 0.0025915895858549475 0.019736921865431144
leaf_weight=15459.479484930634 7303.7821228206158 19152.864138439298 5376.8035583496094 68951.3083986938 3042.7043299973011 16087.589736238122 553.09397183358669
leaf_count=63465 30213 78666 22166 283848 12468 66133 2266
internal_value=2.24362e-05 -0.00170617 -0.00964326 -0.000563806 0.00497983 0.00411082 0.0126039
internal_weight=135928 100785 12680.6 88104.2 35142.9 31547.1 3595.8
internal_count=559225 414893 52379 362514 144332 129598 14734

Tree=4
num_cat=0
split_feature=48 28 18 48 7 38 1
split_gain=3774.7 1299.62 799.823 594.753 412.666 315.926 159.62
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.33410472422838206 0.023096056655049328 1.0000000180025095e-35 -0.0040145884267985812
leaf_value=-0.0086569550413372973 0.0050009154511571592 -0.0025829501085676697 -0.0085835908634104788 0.0013623604915878051 0.002065183139045921 0.012481561449683345 -0.021719255684318921
leaf_weight=550.08161959052086 21714.32467289269 25524.356224238873 13281.112277492881 67137.759700149298 2030.652774065733 3125.7881702631712 2559.9078720957041
leaf_count=2274 89072 105042 54866 276178 8351 12776 10666
internal_value=2.18992e-05 0.00147354 -0.0092373 0.0002756 -0.00717135 0.00594225 -0.0194089
internal_weight=135924 117502 18421.8 92662.1 15311.8 24840.1 3109.99

Tree=5
num_cat=0
split_feature=48 9 9 47 8 18 6
split_gain=3542.72 822.953 898.96 773.026 291.158 281.617 62.4848
threshold=-1.103302866220474 -0.041495636105537408 0.035622166469693191 -1.2508260011672971 -0.04021348059177398 -0.070868752896785722 -0.37858279049396509
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.023210643676055735 0.0062372953590624711 -0.0011661977390539588 0.003539770901618289 0.0027618853645251188 -0.007208171680643945 -0.012552979525679176 0.0039834050413841025
leaf_weight=1668.913069114089 8702.9761423170567 60994.797984063625 28981.690062344074 1631.6580374538898 10810.37015132606 4270.8779675364494 18842.26076848805
leaf_count=7003 35669 250909 119067 6733 44659 17728 77395
internal_value=-3.65657e-05 0.00136822 0.000349609 -0.0090179 -0.00590069 -0.0155475 0.00469553
internal_weight=135904 117522 89976.5 18381.8 12442 5939.79 27545.2
internal_count=559163 483040 369976 76123 51392 24731 113064

Tree=6
num_cat=0
split_feature=48 28 18 48 0 38 13
split_gain=3393.8 1154.81 747.498 560.528 456.986 277.413 65.8269
threshold=-1.103302866220474 -0.033930594101548188 -0.070868752896785722 -0.33410472422838206 -0.0021887902403250332 1.0000000180025095e-35 0.0015530691016465428
leaf_value=-0.010695227183031496 0.0046707475820980341 -0.0025622446639598511 -0.0019151793392467669 0.0012651534748620884 -0.0098083966213484697 0.01168753380358864 -0.023271279778177768
leaf_weight=228.48269480466843 21702.190161883831 25572.079409301281 5191.8049413710833 67153.581712052226 11226.959293976426 3118.9983283728361 1702.4355922043324
leaf_count=952 88914 105284 21477 276121 46519 12721 7175
internal_value=-3.5812e-05 0.00133782 -0.00883521 0.000209626 -0.00731247 0.00555247 -0.0217832
internal_weight=135897 117547 18349.7 92725.7 16418.8 24821.2 1930.92
internal_count=559163 483040 76123 381405 67996 101635 8127

Tree=7
num_cat=0
split_feature=48 28 47 7 28 18 37
split_gain=3251.15 1103.37 730.761 538.361 290.823 260.666 259.038
threshold=-1.103302866220474 -0.033930594101548188 -1.2508260011672971 -0.036459993571043008 -0.0092393541708588583 -0.070868752896785722 -0.15138706564903257
left_child=2 6 5 -3 -4 -1 -2
leaf_value=-0.022444313990193754 0.0046111379607888343 0.0032542304403852603 0.00085560037875000638 -0.00071654013644569566 -0.0073751240432602021 -0.012146585122185652 0.011621023653291852
leaf_weight=1651.7115624696016 21954.675481289625 21520.57356569171 2638.7426827996969 71207.977684602141 9773.5433455109596 4253.5610300451517 2886.9544586241245
leaf_count=7003 89879 88289 10901 293116 40491 17728 11756
internal_value=-3.50747e-05 0.00130811 -0.00865624 0.000205002 -0.00562534 -0.0150269 0.00542579
internal_weight=135888 117570 18317.6 92728.6 12412.3 5905.27 24841.6
internal_count=559163 483040 76123 381405 51392 24731 101635

Tree=8
num_cat=0
split_feature=28 47 28 18 38 28 21
split_gain=1932.97 1608.8 707.849 662.617 364.724 142.003 73.9791
threshold=-0.014452506788074969 -1.2508260011672971 0.019188194535672668 -0.070868752896785722 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.0051517514499601329 -0.021012873406618247 -0.0020731451617782173 0.0019924797491960543 -0.006832869886568723 0.0096810501473790205 0.0022001813889850224 0.018388541039331602
leaf_weight=15479.061283349991 1874.3295289129019 54778.233401790261 33342.88191755116 10701.736982554197 3052.4507012218237 16089.811759367585 558.6796216070652
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internal_value=-3.43533e-05 -0.00158532 -0.000534812 -0.00894625 0.00440503 0.00364741 0.0110282
internal_weight=135877 100697 88121.1 12576.1 35180 31568.9 3611.13
internal_count=559163 415084 362770 52314 144079 129376 14703

Tree=9
num_cat=0
split_feature=48 9 9 0 6 7 17
split_gain=3055.39 747.966 826.301 664.852 1105.32 85.51 54.0248
threshold=-1.103302866220474 -0.041495636105537408 0.035622166469693191 -0.0021887902403250332 0.00076258272747509192 -0.036459993571043008 -0.29082930088043207
leaf_value=0.0039756509327056305 0.0034556715963832163 -0.0011587968941391849 0.0033511196765841087 -0.020072590246584587 -0.0064995833223145108 -0.0031740329564527207 0.0054026535530277021
leaf_weight=998.36716087162495 13706.043914243579 60987.75703060627 29018.691981211305 4383.1442715227604 8604.4950776547194 4282.8127398490906 13886.597741633654
leaf_count=4123 56176 250909 119067 18457 35787 17756 56888
internal_value=-3.36398e-05 0.00126668 0.000295231 -0.00840401 -0.0110803 -0.00182244 0.00443553
internal_weight=135868 117599 90006.4 18268.8 12987.6 5281.18 27592.6
internal_count=559163 483040 369976 76123 54244 21879 113064

Tree=10
num_cat=0
split_feature=48 7 7 18 7 13 22
split_gain=3041.78 696.556 872.307 662.59 355.844 122.022 69.861
threshold=-1.103302866220474 -0.037575663998723023 0.025309437885880474 -0.068634685128927217 0.024220124818384651 0.0015530691016465428 -0.24006794393062589
leaf_value=-0.0099073806366532791 0.0034124631147075179 -0.0013686660698557808 0.003201714572189253 -0.0077844590863584253 0.0022267651767503734 -0.020242321818015614 0.0056423533068256319
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internal_value=1.74957e-06 0.00129811 0.000298484 -0.00835511 -0.00648594 -0.0177563 0.00416485
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Tree=11
num_cat=0
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internal_value=1.6653e-06 0.000908083 -0.000175139 -0.011457 -0.0141067 0.00512958 -0.00332156
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Tree=12
num_cat=0
split_feature=48 28 18 7 28 38 28
split_gain=2804.65 928.333 624.822 494.303 339.762 255.883 123.342
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.036459993571043008 -0.0092393541708588583 1.0000000180025095e-35 0.0021677443291991953
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Tree=13
num_cat=0
split_feature=28 47 6 7 44 28 21
split_gain=1633.46 1400.09 935.552 350.132 329.774 116.395 72.553
threshold=-0.014452506788074969 -0.5745926946401595 0.00076259113848209392 -0.058362314477562897 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
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num_cat=0
split_gain=39.9515 102.937 119.414 79.0149 163.274 37.8271 37.6411
threshold=0.0039976737461984166 -0.93323016166687001 0.60849225521087658 -0.0022947916295379396 -0.0032315314747393127 0.0016325255855917933 -0.72142368555068959
leaf_value=0.0019793484685741792 8.216914470635392e-05 0.001467605271327703 -0.014765804774757424 -0.0041406157774592318 -0.00034925029421247681 0.00018752165242214689 4.3393113241320647e-05
leaf_weight=5330.8333757966757 616.45657154917717 17685.220351219177 456.14098343253136 6870.3063590154052 27514.807865731418 30342.833384647965 55142.185699433088
leaf_count=22027 2671 72318 2170 37207 116289 124273 224002
internal_value=-1.05766e-06 0.000508348 -0.00623219 -0.000264737 -0.00110678 0.000658883 0.000214052
internal_weight=143959 49100.7 1072.6 94858.1 34385.1 48028.1 60473

Tree=448
num_cat=0
split_feature=12 23 6 23 13 25 49
split_gain=38.7947 37.2022 86.9918 38.8982 33.185 15.1139 9.43853
threshold=-0.30224545300006861 -0.0014371092547662554 -0.02541163936257362 -0.0004490460996748879 -0.0039383406983688465 -1.1443707346916197 -0.37284658849239344
leaf_value=-0.0039286314702030303 0.00021390956793507004 0.0021060383031918303 -0.0013057256707517636 0.00025475062773316578 -0.013890382896877261 -0.0055547383398267198 0.0039237554016703004
leaf_weight=129.02680889517069 56733.46371306479 6122.0192725509405 26866.577364094555 53482.375251233578 175.35556990653276 263.4471877887845 173.99847555160522
leaf_count=679 230782 24930 120354 220306 1305 1761 840
internal_value=-1.04192e-06 2.49526e-05 -0.000274456 0.000444898 -0.0050191 -0.00888585 0.000580244
internal_weight=143946 143204 83600 59604.4 741.828 438.803 303.025
internal_count=600957 596372 351136 245236 4585 3066 1519

Tree=449
num_cat=0
split_feature=28 17 0 0 38 21 0
split_gain=37.65 97.9832 79.6168 73.325 64.4728 37.2125 35.9824
threshold=0.0039976737461984166 -0.93323016166687001 -0.00043476982682477677 -0.0022947916295379396 1.0000000180025095e-35 0.68607407808303844 0.0016325255855917933
leaf_value=9.3513095278199119e-05 0.0013652919134839387 0.001428802824978453 -0.010922936935899276 -0.0011985511048922739 0.0059180647848540453 0.0028977688926996865 0.00018039202952296036
leaf_weight=58090.749373167753 420.5061100423336 17688.05231654644 649.14349007606506 33734.806001186371 627.59577832370996 2384.3398509919643 30343.839852958918
leaf_count=236247 1807 72318 3034 150913 2583 9782 124273
internal_value=-1.02223e-06 0.000493469 -0.00609213 -0.000257042 -0.00106857 0.000204076 0.000640127
internal_weight=143939 49101.5 1069.65 94837.5 34362.4 60475.1 48031.9
internal_count=600957 201432 4841 399525 153496 246029 196591

end of trees

feature_importances:
Column_6=378
Column_7=289
Column_28=241
Column_48=236
Column_18=217
Column_17=187
Column_8=184
Column_34=139
Column_9=132
Column_0=120
Column_21=106
Column_1=79
Column_16=74
Column_23=68
Column_47=57
Column_13=55
Column_38=54
Column_33=45
Column_12=43
Column_14=38
Column_19=36
Column_29=36
Column_2=35
Column_20=32
Column_22=29
Column_37=28
Column_55=22
Column_26=21
Column_11=19
Column_35=16
Column_44=15
Column_51=15
Column_46=12
Column_5=11
Column_24=9
Column_4=8
Column_25=8
Column_52=8
Column_53=8
Column_31=7
Column_45=7
Column_3=5
Column_15=4
Column_27=4
Column_43=4
Column_49=3
Column_50=3
Column_54=2
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: 0.022]
[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=0.022 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=901 913 919 913 911 903 910 915 911 915 900 914 910 908 904 822 909 831 909 909 914 927 925 924 914 933 912 909 908 915 916 916 906 913 902 908 822 908 820 908 907 910 909 907 915 912 912 915 912 918 915 922 917 914 913 914 908 918 914 926 913 910 911 914 913 917 913 918 907 908 907 913 821 919 919 917 908 908 923 836 919 920 923 904 904 908 904 905 905 909 909 909 911 917 909 903 908 908 903 904 911 913 913 910 914 915 913 921 828 907 910 911 911 906 911 910 916 909 914 915 920 918 912 917 915 924 914 831 917 918 830 914 919 924 915 922 925 911 925 929 936 912 904 916 904 919 928 835 836 925 925 830 923 920 924 919 924 922 917 909 919 919 909 931 929 923 928 927 927 933 931 934 929 914 925 915 919 923 907 912 911 916 913 920 907 833 929 831 923 932 830 923 833 921 929 906 920 916 916 922 907

Tree=0
num_cat=0
split_feature=45 47 7 17 55 23 13
split_gain=0.308146 1.65037 16.8694 1.13369 0.0140695 0.179023 0.0108499
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.1922622919082646 -0.11140211299061774 0.33539041876792913
leaf_value=0.021459115093783291 0.00015301387129577979 0.0019362902971029052 0.00018439298763371664 0.00016521761570823293 0.000618440443413884 0.00015397820272418012 0.00014168186393277035
leaf_weight=20 503842 183 184 3967 430 6093 44506
leaf_count=20 503842 183 184 3967 430 6093 44506
internal_value=0.000153923 0.00033828 0.00227015 0.000243316 0.000152476 0.000184596 0.000152094
internal_weight=559225 4354 204 4150 554871 6523 548348
internal_count=559225 4354 204 4150 554871 6523 548348

Tree=1
num_cat=0
split_feature=45 47 7 17 55 33 13
split_gain=0.294737 1.57855 16.1353 1.08435 0.0134572 0.223843 0.0103777
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.1922622919082646 0.59366378188133251 0.33539041876792913
leaf_value=0.020834846472775097 -2.5209095740850142e-06 0.0017415234615741286 2.8167868897308718e-05 9.4143523362333007e-06 -8.0895062793207913e-07 0.00059764953393969748 -1.3603611743709261e-05
leaf_weight=20 503842 183 184 3967 6205 318 44506
leaf_count=20 503842 183 184 3967 6205 318 44506
internal_value=-1.63194e-06 0.000178669 0.00206804 8.57941e-05 -3.04674e-06 2.83662e-05 -3.42042e-06

Tree=2
num_cat=0
split_feature=45 47 12 17 13 23 21
split_gain=0.281911 1.50986 15.8511 1.03717 0.0111863 0.00992906 0.00857127
threshold=-0.52012491226196278 -1.2508260011672971 1.0590857863426211 -0.81996616721153248 0.33539041876792913 -0.11140211299061774 5.3740696907043466
leaf_value=0.02012566624009161 1.1812765791108226e-05 0.001703209954506846 -5.4866178453768872e-05 9.2072381071119235e-06 -1.2572854001357677e-05 -2.7250082612664393e-06 -0.00012233069608868997
leaf_weight=21 23856 183 183 3967 45354 485314 347
leaf_count=21 23856 183 183 3967 45354 485314 347
internal_value=-1.59604e-06 0.000174738 0.00202254 8.39066e-05 -2.97971e-06 -2.04387e-06 -1.34062e-05
internal_weight=559225 4354 204 4150 554871 509170 45701
internal_count=559225 4354 204 4150 554871 509170 45701

Tree=3
num_cat=0
split_feature=19 18 26 17 55 33 13
split_gain=0.120066 1.1142 17.2453 0.413129 0.0135754 0.279849 0.00979842
threshold=0.47934694588184362 0.061594801023602493 -1.3362389206886289 -0.81996616721153248 2.1922622919082646 0.59366378188133251 0.32224895060062414
leaf_value=-2.3608544023847161e-06 -3.4777100056025869e-07 0.00064574063200931414 0.02113312336699236 -6.0406574282523105e-06 -7.5615354158652837e-07 0.00073736825874094389 -1.327637912735572e-05
leaf_weight=500700 285 500 20 8027 6194 259 43240
leaf_count=500700 285 500 20 8027 6194 259 43240
internal_value=-1.56093e-06 7.89114e-05 0.00138545 3.2178e-05 -2.85224e-06 2.88695e-05 -3.22857e-06
internal_weight=559225 8832 305 8527 550393 6453 543940
internal_count=559225 8832 305 8527 550393 6453 543940

Tree=4
num_cat=0
split_feature=45 47 7 55 55 33 14
split_gain=0.26584 1.44262 15.3628 0.344161 0.012421 0.206192 0.00941861
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -1.1329720616340635 2.1922622919082646 0.59366378188133251 0.42465403676033026
leaf_value=0.020287958570756017 -2.5520693156665767e-06 0.00063101835119455489 -1.4546013638407558e-05 7.9559160233967796e-06 -6.9221135917932623e-07 0.00057368520213663175 -1.550570801881881e-05
leaf_weight=20 519682 486 184 3664 6205 318 28666
leaf_count=20 519682 486 184 3664 6205 318 28666
internal_value=-1.52659e-06 0.000169708 0.0019759 8.09218e-05 -2.87024e-06 2.7309e-05 -3.22925e-06

Tree=5
num_cat=0
split_feature=16 49 24 24 25 46 20
split_gain=0.10567 2.40454 16.1576 1.7483 0.0382036 0.446923 0.01242
threshold=-0.82431933283805836 0.7820277512073518 -1.2808678150177 1.6831476688385012 2.147655844688416 0.25276038050651556 0.80768021941185009
leaf_value=5.3515752362004913e-07 -3.1317595230477829e-06 0.021239721034697141 -6.9454630330461264e-05 0.0027273035006324313 -4.161818393894169e-07 0.00062043494742554091 -5.322823052147486e-05
leaf_weight=10958 537020 20 124 115 7916 604 2406
leaf_count=10958 537020 20 124 115 7916 604 2406
internal_value=-1.25679e-06 6.55867e-05 0.00289015 2.88543e-05 -2.62514e-06 4.35972e-05 -3.3552e-06
internal_weight=559163 11217 144 11073 547946 8520 539426
internal_count=559163 11217 144 11073 547946 8520 539426

Tree=6
num_cat=0
split_feature=45 47 16 17 25 46 13
split_gain=0.24285 1.46305 13.001 0.945435 0.0376752 0.413588 0.0100527
threshold=-0.52012491226196278 -1.2508260011672971 -0.82431933283805836 -0.81996616721153248 2.147655844688416 0.25276038050651556 0.33539041876792913
leaf_value=0.017558467868923046 -2.3439149017421185e-06 0.0016260710367584606 -7.1586787888794695e-05 4.3013220683270748e-06 7.949742123406351e-07 0.00059244004357216385 -1.3303499832082919e-05
leaf_weight=23 502182 182 169 3948 7981 616 44062
leaf_count=23 502182 182 169 3948 7981 616 44062
internal_value=-1.22914e-06 0.000163043 0.00204035 7.57691e-05 -2.50876e-06 4.31881e-05 -3.22795e-06
internal_weight=559163 4322 192 4130 554841 8597 546244
internal_count=559163 4322 192 4130 554841 8597 546244

Tree=7
num_cat=0
split_feature=16 52 47 25 46 20 31
split_gain=0.0979432 1.65853 11.8828 0.0349906 0.409809 0.0120864 0.0107446
threshold=-0.82431933283805836 1.1198148131370547 -1.2508260011672971 2.147655844688416 0.25276038050651556 0.80768021941185009 -1.6654875874519346
leaf_value=8.2015540763226603e-05 -2.9977403391578366e-06 0.015453321871367129 0.0005155962814304549 -4.2977273927445514e-07 0.00059408377432340251 -5.2416823100331323e-05 -6.1205665025618346e-06
leaf_weight=718 537020 27 568 7916 604 2406 9904
leaf_count=718 537020 27 568 7916 604 2406 9904
internal_value=-1.2021e-06 6.31512e-05 0.00119344 -2.51948e-06 4.17165e-05 -3.21816e-06 -1.62957e-07
internal_weight=559163 11217 595 547946 8520 539426 10622
internal_count=559163 11217 595 547946 8520 539426 10622

Tree=8
num_cat=0
split_feature=45 47 7 17 25 46 14
split_gain=0.230968 1.38643 14.2297 0.903774 0.0344955 0.377933 0.0102022
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.147655844688416 0.25276038050651556 0.45359368622303015
leaf_value=0.019550335096847265 -2.4373211274130811e-06 0.001589830086178883 -5.5795969495510535e-05 4.194126125768862e-06 7.7786614741954507e-07 0.00056634518123427357 -1.6515186396182858e-05
leaf_weight=20 520075 182 172 3948 7981 616 26169
leaf_count=20 520075 182 172 3948 7981 616 26169
internal_value=-1.17565e-06 0.000159028 0.00198651 7.40696e-05 -2.42358e-06 4.13024e-05 -3.11175e-06

Tree=9
num_cat=0
split_feature=45 33 17 25 46 31 14
split_gain=0.220917 1.0385 9.35833 0.0329944 0.361486 0.0174125 0.00975826
threshold=-0.52012491226196278 -0.2028427645564079 -0.80410039424896229 2.147655844688416 0.25276038050651556 -1.6654875874519346 0.45359368622303015
leaf_value=0.015712995575251989 -2.3836997931524432e-06 0.0001584733363813667 0.00048571330820251833 7.6075266228268782e-07 0.00055388558307543326 -2.8400564975329896e-05 -1.6151853739386347e-05
leaf_weight=20 520075 261 839 7981 616 3202 26169
leaf_count=20 520075 261 839 7981 616 3202 26169
internal_value=-1.14979e-06 0.000155529 0.000840248 -2.37026e-06 4.03938e-05 -1.43162e-05 -3.04329e-06
internal_weight=559163 4322 859 554841 8597 3463 546244
internal_count=559163 4322 859 554841 8597 3463 546244

Tree=10
num_cat=0
split_feature=51 26 13 33 45 47 23
split_gain=0.34903 8.56628 26.2686 0.375489 0.115866 2.08536 0.0567858
threshold=3.200440645217896 -1.823127210140228 -0.26371464133262629 -0.2028427645564079 -0.52012491226196278 -1.2508260011672971 -0.11140211299061774
leaf_value=0.00267314999746397 0.029165108564305042 0.0006110577779388284 5.1512945157567931e-05 -1.3438747233126468e-05 3.1640164933726285e-05 5.8587330247717959e-06 -2.5931796326272421e-06
leaf_weight=149 20 532 60 3756 24544 2964 527291
leaf_count=149 20 532 60 3756 24544 2964 527291
internal_value=1.22628e-06 0.000197115 0.00732991 6.40408e-05 -3.1556e-07 0.000133525 -1.07058e-06
internal_weight=559316 4368 80 4288 554948 3113 551835
internal_count=559316 4368 80 4288 554948 3113 551835

Tree=11
num_cat=0
split_feature=51 26 23 17 23 49 16
split_gain=0.333841 8.19351 25.6306 0.52225 0.0494158 0.265268 0.0446698
threshold=3.200440645217896 -1.823127210140228 -0.035580119118094437 -0.81996616721153248 -0.11140211299061774 -1.3687468767166135 -0.82431933283805836
leaf_value=0.00027146935849877926 0.028737049187290538 0.00088603205135386704 -2.0811411106024024e-05 -8.9590747228815977e-06 5.7232947546609647e-05 9.0021218558730224e-06 -2.4688661165577476e-06
leaf_weight=2018 20 343 60 3945 6137 24377 522416
leaf_count=2018 20 343 60 3945 6137 24377 522416
internal_value=1.19931e-06 0.000192779 0.00716865 6.26319e-05 -3.08618e-07 2.90688e-05 -1.77567e-06
internal_weight=559316 4368 80 4288 554948 26395 528553
internal_count=559316 4368 80 4288 554948 26395 528553

Tree=12
num_cat=0
split_feature=51 19 16 17 19 47 0
split_gain=0.319314 1.88315 32.6182 0.675257 0.0468799 1.54136 0.0380871
threshold=3.200440645217896 0.12392530217766763 -0.13622218370437619 -0.81996616721153248 0.47934694588184362 -1.2508260011672971 -0.12996812909841535
leaf_value=2.9257493034380772e-05 0.02901619899649904 0.0011367573730663024 -1.3010298113992785e-05 -1.4003268263786307e-05 0.0018847001862415573 -1.4667457402776899e-05 -2.0266247566464693e-06
leaf_weight=19529 20 264 296 3788 216 4850 530353
leaf_count=19529 20 264 296 3788 216 4850 530353
internal_value=1.17292e-06 0.000188538 0.00182428 6.09723e-05 -3.01828e-07 6.63162e-05 -9.15573e-07
internal_weight=559316 4368 316 4052 554948 5066 549882
internal_count=559316 4368 316 4052 554948 5066 549882

Tree=13
num_cat=0
split_feature=51 26 46 24 23 49 16
split_gain=0.305419 7.80618 25.0668 0.230725 0.0456424 0.253427 0.0423802
threshold=3.200440645217896 -1.823127210140228 0.55169749259948742 1.6831476688385012 -0.11140211299061774 -1.3687468767166135 -0.82431933283805836
leaf_value=0.00026486725330341054 -0.00011655715857389925 -1.3618772712247109e-05 0.028323213176271379 0.0004242822897398216 5.5771372387988811e-05 8.3246037806480069e-06 -2.380313344964134e-06
leaf_weight=2018 60 3593 20 695 6137 24377 522416
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split_gain=0.790143 27.0776 1213.02 1.42006 0.154919 0.312091 0.123992
threshold=0.066476602107286467 0.018398451618850235 0.009063976816833021 -0.056350536644458764 2.1832678318023686 0.01972319278866053 0.47798374295234686
leaf_value=1.0926079313166874e-06 -0.00024094390576921424 0.0011240187176676281 0.16910134545448954 -9.2882854198198106e-05 -0.00035086857378822494 -1.2296811759759917e-06 -7.0358612662261357e-05
leaf_weight=566516 816 479 21 14951 1846 3737 12004
leaf_count=566516 816 479 21 14951 1846 3737 12004
internal_value=2.70888e-06 0.000153945 0.00400779 -5.51061e-05 -1.50299e-06 -0.000116837 -3.89969e-07
internal_weight=600370 16267 837 15430 584103 5583 578520
internal_count=600370 16267 837 15430 584103 5583 578520

Tree=200
num_cat=0
split_feature=15 9 20 5 46 18 49
split_gain=0.722549 29.9091 1403.75 2.32228 0.373098 17.5483 0.134223
threshold=0.48480661213397985 -0.0018452440272085366 0.0194623526185751 -0.4922413676977157 0.24645754694938662 -0.0067873813677579156 2.1199098825454716
leaf_value=7.3151705236096058e-07 0.18179994562475588 0.004440403315797448 -0.00033368368593476757 -8.8253963671639378e-05 0.019003581162231661 -8.7437736844225429e-05 -6.4538368895266301e-05
internal_value=3.67943e-06 0.000147822 0.00416609 -7.22083e-05 -3.59509e-07 0.000466594 -1.02133e-06

Column_26=116
Column_20=107
Column_17=78
Column_45=77
Column_18=76
Column_51=74
Column_49=73
Column_46=66
Column_29=64
Column_19=57
Column_7=54
Column_16=50
Column_14=49
Column_15=39
Column_47=39
Column_5=37
Column_21=37
Column_55=25
Column_23=24
Column_13=23
Column_9=19
Column_12=19
Column_4=18
Column_8=17
Column_31=17
Column_33=17
Column_25=15
Column_1=14
Column_3=14
Column_0=12
Column_50=12
Column_24=11
Column_34=9
Column_27=6
Column_11=5
Column_32=5
Column_2=4
Column_35=4
Column_48=4
Column_52=2
Column_22=1
Column_28=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.022 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