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 1036 1038 1037 1039 1030 1043 1044 1042 1041 1040 1043 1043 1044 1045 1049 1043 1049 1043 1041 1041 1038 1042 1045 1051 1038 1046 1044 1040 1047 1043 1044 1050 1043 1046 1042 1042 1045 1044 1040 1041 1044 1044 1050 1038 1042 1046 1040 1039 1039 1054 1046 1052 1048 1037 1039 1047 1043 1045 1042 1048 1046 1047 1055 1048 1039 1050 1041 1054 1050 1050 1048 1042 1051 1048 1037 1046 1039 1049 1049 1046 1045 1037 1048 1045 1042 1048 1045 1048 1041 1054 1052 1057 1041 1049 1043 1037 1046 1048 1040 1036 1033 1046 1053 1044 1051 1052 1050 1050 1054 1047 1039 1049 1046 1053 1038 1038 1054 1052 1046 1049 1042 1047 1052 1044 1056 1055 1041 1051 1052 1043 1042 1038 1040 1042 1044 1039 1045 1043 1041 1036 1047 1045 1040 1041 1048 1039 1040 1037 1040 1036 1045 1045 1045 1045 1048 1045 1037 1040 1042 1040 1041 1048 1047 1045 1037 1040 1050 1048 1044 1046 1048 1047 1042 1046 1048 1047 1041 1041 1044 1042 1046 1046 1038 1065 1054 1050 1042 1053 1046 1049 1050 1049 1034 1035 1039 1053 1041 1042 1046 1033 1037 1037 1036 1035 1037 1040 1042 1045 1048 1035 1037 1040 1033 1041 1040 1033 1035 1038 1037 1042 1046 1039 1037 1033 1038 1033 1039 1047 1039 1051 1041 1045 1053 1040 1042 1041 1039 1047 1039 1052 1038 1049 1050 1036 1040 1036 1044 1039 1044 1049 1048 1045 1044 1037 1051 1039 1041 1044 1052 1053 1052 1038 1036 1043 1039 1040 1043 1055 1054 1049 1053 1054 1055 1054 1047 1049 1048 1050 1054 1047 1041 1045 1043 1036 1053 1054 1046 1051 1050 1055 1051 1049 1043 1048 1051 1053 1046 1053 1055 1056 1041 1044 1049 1048 1045 1038 1043 1051 1049 1043 1047 1043 1049 1044 1050 1052 1054 1050 1049 1065 1056 1059 1060 1045 1049 1038 1044 1034 1037 1043 1034 1045 1049 1035 1048 1035 1048 1050 1041 1039 1040 1051 1039 1036 1050 1050 1049 1040 1050 1041 1038 1050 1058 1043 1048 1054 1041 1047 1045 1046 1050 1044 1053 1047 1051 1040 1046 1059 1050 1046 1044 1052 1049 1045 1046 1047 1045 1039 1046 1055 1051 1050 1042 1050 1055 1054 1057 1047 1050 1051 1057 1058 1044 1050 1053 1046 1053 1052 1058

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=-0.34372767549947197 -0.32749107695752716 -0.33862000892116517 -0.33142251339025214 -0.33332391326099103 -0.34534116311349833 -0.33128313293882328 -0.3644860178633384
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=-0.336014 -0.334804 -0.336298 -0.346169 -0.343289 -0.330304 -0.362789
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=4176.06 1492.67 824.249 661.507 365.752 334.01 299.295
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=-0.030146687658660666 0.0063093922772026181 0.0044171052646879341 -0.0094354819557109053 -0.00085726338701045074 0.015848268620529262 0.0024421200057326196 -0.016240619479069754
leaf_weight=1347.4985353946686 21662.573057383299 20697.468886137009 10582.806042283773 71969.017678663135 3107.0483406037092 1885.6443313956261 4680.0031759142876
leaf_count=5571 89072 85080 43547 296140 12776 7753 19286
internal_value=2.77185e-05 0.00183628 -0.0114554 0.00032079 0.00750593 -0.00763919 -0.0193494
internal_weight=135932 117436 18496 92666.5 24769.6 12468.5 6027.5
internal_count=559225 483068 76157 381220 101848 51300 24857
shrinkage=0.026

Tree=2
num_cat=0
split_feature=48 28 18 7 7 38 1
split_gain=3968.63 1413.78 838.13 627.15 430.5 345.298 165.777
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=-0.010514683736390513 0.0061389330234703655 0.0042991228747705423 -0.010381337479845166 -0.00083509704421856959 0.0024722501147804504 0.015396318034397298 -0.026226076851088673
leaf_weight=551.2403778731823 21684.909171909094 20712.375037044287 13304.265682980418 71958.699856638908 2030.2524628937244 3114.9923410266638 2573.1556607186794
leaf_count=2274 89072 85080 54866 296140 8351 12776 10666
internal_value=2.69072e-05 0.00178797 -0.0111803 0.000312423 -0.00867955 0.00730171 -0.0234541
internal_weight=135930 117471 18458.9 92671.1 15334.5 24799.9 3124.4
internal_count=559225 483068 76157 381220 63217 101848 12940

Tree=3
num_cat=0
split_feature=28 47 6 28 38 28 21
split_gain=2366.59 1853.98 839.248 782.21 473.291 153.164 68.587
threshold=-0.014452506788074969 -1.2508260011672971 0.00076259017805568885 0.041526764631271369 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=0.0066636317117709414 -0.017042488545516273 -0.0021781617203965845 -0.0035031335529162972 0.00329777175848235 0.013238244951318812 0.0030400856925325292 0.023187973073019071
leaf_weight=15465.175297781825 7296.070696502924 63719.9383790344 5374.7129444777966 24381.576955392957 3044.7481411546469 16089.706446379423 553.48185183107853
leaf_count=63465 30213 262269 22166 100245 12468 66133 2266
internal_value=2.61215e-05 -0.00200014 -0.0112993 -0.000662729 0.00583475 0.004816 0.0147687
internal_weight=135925 100772 12670.8 88101.5 35153.1 31554.9 3598.23
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=3687.23 1261.95 782.867 589.609 402.936 307.619 156.764
threshold=-1.103302866220474 -0.033930594101548188 -0.068634685128927217 -0.33410472422838206 0.023096056655049328 1.0000000180025095e-35 -0.0040145884267985812
leaf_value=-0.010106727221211384 0.0058246045720561782 -0.0030391956620302229 -0.010031612920483712 0.0016033685047104453 0.0024035834486778765 0.014544053502748599 -0.025414633865012998
leaf_weight=549.56230334937572 21725.118298232555 25522.00967296958 13269.903480425477 67140.433295592666 2031.0922142118216 3129.1023382395506 2553.4600705206394
leaf_count=2274 89072 105042 54866 276178 8351 12776 10666
internal_value=2.53704e-05 0.00172005 -0.0107958 0.000324667 -0.00838093 0.00692237 -0.0227035
internal_weight=135921 117517 18404 92662.4 15301 24854.2 3103.02

Tree=5
num_cat=0
split_feature=48 9 9 47 8 18 6
split_gain=3432.52 810.208 882.939 751.907 294.003 273.56 59.3867
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=-0.027067915170637356 0.0072658510546509516 -0.0013808742329118676 0.0041303636955904895 0.0034265531928952 -0.0084198315638219154 -0.014633044472282577 0.0046696445548346085
leaf_weight=1662.2191006839275 8708.0253762453794 60994.993575975299 28990.6607747823 1629.8916863799095 10802.248644396663 4263.617185741663 18846.456548705697
leaf_count=7003 35669 250909 119067 6733 44659 17728 77395
internal_value=-4.38393e-05 0.00158919 0.00039468 -0.0104996 -0.00686673 -0.0181211 0.00549012
internal_weight=135898 117540 89985.7 18358 12432.1 5925.84 27554.5
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=3262.4 1107.6 723.021 549.672 454.691 267.518 64.3975
threshold=-1.103302866220474 -0.033930594101548188 -0.070868752896785722 -0.33410472422838206 -0.0021887902403250332 1.0000000180025095e-35 0.0015530691016465428
leaf_value=-0.012360630815175872 0.0054000700338276411 -0.0030030492068311896 -0.0021142148996970587 0.0014764323083877335 -0.011424611442900891 0.013538292800234358 -0.027081515719193146
leaf_weight=227.91260388493538 21716.936279907823 25567.684591472149 5186.1014570891857 67161.173866033554 11211.700050935149 3123.1739545166492 1693.9964581280947
leaf_count=952 88914 105284 21477 276121 46519 12721 7175
internal_value=-4.27825e-05 0.00154746 -0.0102484 0.000241326 -0.00848003 0.0064233 -0.0253358
internal_weight=135889 117569 18319.7 92728.9 16397.8 24840.1 1921.91
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=3100.73 1049.47 703.691 541.154 287.036 250.552 248.065
threshold=-1.103302866220474 -0.033930594101548188 -1.2508260011672971 -0.036459993571043008 -0.0092393541708588583 -0.072726089507341371 -0.15138706564903257
left_child=2 6 5 -3 -4 -1 -2
leaf_value=-0.027501289523031273 0.0053082836082462732 0.0038480664140917971 0.0011230094553927538 -0.00085682235804929771 -0.0085450586567136898 -0.014555699933303705 0.013409534455321876
leaf_weight=1296.1585683226585 21971.938073739409 21520.205984383821 2636.6609575301409 71211.890896126628 9760.473076030612 4588.192599773407 2891.3365482538939
leaf_count=5539 89879 88289 10901 293116 40491 19192 11756
internal_value=-4.17526e-05 0.00150686 -0.0100032 0.000235034 -0.00648882 -0.0174073 0.00625037
internal_weight=135877 117595 18281.5 92732.1 12397.1 5884.35 24863.3
internal_count=559163 483040 76123 381405 51392 24731 101635

Tree=8
num_cat=0
split_feature=28 47 18 17 38 28 21
split_gain=1839.17 1544.97 953.727 435.251 347.193 134.335 73.116
threshold=-0.014452506788074969 -0.5745926946401595 -0.070868752896785722 -0.93448761105537403 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
leaf_value=0.0059289939184296791 -0.023270378502076899 -0.014874215464468737 -0.0053273090238362547 0.0006640430276356556 0.011123651603516889 0.0025372948977007165 0.021345919153991023
leaf_weight=15492.469200104475 2145.2012699693441 1241.1797959953547 30108.412684872746 67163.787992089987 3056.8856256306171 16095.367877200246 559.59162978827953
leaf_count=63329 9141 5100 124465 276378 12431 66047 2272
internal_value=-4.07485e-05 -0.00182973 -0.00652071 0.000382108 0.00507444 0.00420078 0.0127054
internal_weight=135863 100659 32253.6 68405 35204.3 31587.8 3616.48
internal_count=559163 415084 133606 281478 144079 129376 14703

Tree=9
num_cat=0
split_feature=48 9 9 0 6 7 17
split_gain=2882.23 727.808 806.007 646.234 1082.14 84.5173 52.7048
threshold=-1.103302866220474 -0.041495636105537408 0.035622166469693191 -0.0021887902403250332 0.00076258272747509192 -0.036459993571043008 -0.29082930088043207
leaf_value=0.0048253367353192104 0.0040003906520996594 -0.0013790519841306971 0.0038842179407270706 -0.023329904282581207 -0.0074282220256522771 -0.0035791372036220724 0.006272496383925007
leaf_weight=997.49704600870609 13712.127790421247 60989.645506754518 29030.812486961484 4362.990899220109 8586.3114588707685 4277.0638001412153 13894.826127901673
leaf_count=4123 56176 250909 119067 18457 35787 17756 56888
internal_value=-3.9756e-05 0.00145088 0.000318307 -0.00966119 -0.012786 -0.00198973 0.00514396
internal_weight=135851 117627 90020.5 18223.9 12949.3 5274.56 27607
internal_count=559163 483040 369976 76123 54244 21879 113064

Tree=10
num_cat=0
split_feature=48 48 7 18 7 7 23
split_gain=2856.47 952.034 510.638 341.971 314.275 227.978 28.0539
threshold=-1.487901985645294 -0.33410472422838206 -0.037575663998723023 -0.072726089507341371 -0.035449558869004243 0.024220124818384651 -0.00019084927771473301
left_child=3 2 -2 6 -3 -5 -1
right_child=1 4 -4 5 -6 -7 -8
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internal_weight=135875 125928 38048.8 9947.4 87878.7 8781.93 1165.48
internal_count=559316 517503 156994 41813 360509 36735 5078

Tree=11
num_cat=0
split_feature=48 28 0 6 7 37 28
split_gain=2724.65 908.365 606.728 1008.51 491.655 240.566 110.887
threshold=-1.103302866220474 -0.033930594101548188 -0.0021887902403250332 0.00076258272747509192 -0.036459993571043008 -0.19290433079004285 -0.056285832077264779
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internal_value=1.94998e-06 0.00144836 -0.00937084 -0.0124049 0.000261999 0.005846 -0.00192821
internal_weight=135862 117699 18163.2 12903.2 92692.6 25005.9 5260.06
internal_count=559316 483134 76182 54326 381156 101978 21856

Tree=12
num_cat=0
split_feature=48 28 48 0 6 38 7
split_gain=2603.29 1054.5 751.403 413.751 491.302 247.253 28.3741
threshold=-1.487901985645294 -0.033930594101548188 -0.33410472422838206 -0.0021887902403250332 0.00076258147601038228 1.0000000180025095e-35 -0.037575663998723023
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Tree=13
num_cat=0
split_feature=28 47 6 7 44 28 21
split_gain=1512.77 1286.46 886.247 346.125 307.648 107.049 71.2041
threshold=-0.014452506788074969 -0.5745926946401595 0.00076259113848209392 -0.058362314477562897 1.0000000180025095e-35 -0.065033320337533937 2.4377037286758427
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internal_value=1.6951e-06 -0.00162515 -0.00592307 0.000388237 0.00462964 0.00379599 0.0116912
internal_weight=135826 100498 32060.3 68438 35327.8 31597.6 3730.27
internal_count=559316 415067 133470 281597 144249 129147 15102

Tree=14
num_cat=0
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internal_weight=144146 81153.7 37545.9 62992.5 60510.1 43607.8 2482.31
internal_count=600811 342094 164551 258717 247144 177543 11573

Tree=385
num_cat=0
split_feature=7 12 8 2 48 55 7
split_gain=197.827 95.0495 66.4345 62.8843 37.8394 38.8149 22.9687
threshold=-0.0061414886731654397 -0.29080538451671595 -0.059151861816644662 -0.0046504966448992482 -0.70983687043189991 0.906316637992859 0.0030745218973606829
leaf_value=-0.00065721133669175899 0.0004772982967496642 0.00045842096552601902 -0.0011109582570916674 -0.0079376674327993422 0.0012960539843690918 -0.00046405705296783127 0.0033431255727800918
leaf_weight=1336.2325918003917 2491.6462886556983 28349.868866249919 51101.976346038282 2005.9495225176215 40282.183476597071 10724.555064380169 7836.233611792326
leaf_count=6056 11295 114466 217813 10916 163789 43621 32832
internal_value=9.74207e-05 -0.000731656 -0.000550975 -0.00502688 0.00121657 0.000925977 0.00265173
internal_weight=144129 82794 79451.8 3342.18 61334.6 51006.7 10327.9
internal_count=600788 349251 332279 16972 251537 207410 44127

Tree=386
num_cat=0
split_gain=187.669 90.4168 63.1756 60.0095 35.8637 36.8169 21.7676
threshold=-0.0061414886731654397 -0.29080538451671595 -0.052701119333505624 -0.0046504966448992482 -0.70983687043189991 0.906316637992859 0.0030745218973606829
leaf_value=-0.00064023728359414555 0.00046482197365472122 0.00039135789272505545 -0.0011159657281296666 -0.0077574507115906501 0.0012622094215047864 -0.00045201130753683903 0.0032543765307839105
leaf_weight=1335.999056018889 2491.9985021129251 30528.450723022223 48913.261274076998 1999.2730526700616 40286.818075507879 10724.093073785305 7840.5766421556473
leaf_count=6056 11295 123339 208940 10916 163789 43621 32832
internal_value=9.48854e-05 -0.00071279 -0.00053672 -0.00490653 0.00118476 0.000901826 0.00258159
internal_weight=144120 82777 79441.7 3335.27 61343.5 51010.9 10332.6

Tree=387
num_cat=0
split_feature=7 19 8 14 48 55 48
split_gain=178.222 81.6656 56.6911 52.8945 43.0857 34.0042 18.8174
threshold=-0.0032519351225346322 -0.023603112436830994 -0.052701119333505624 -0.0067506718914955846 -0.70983687043189991 0.906316637992859 -1.8403685092926023
leaf_value=-0.00069303998127811411 0.006769218261802182 0.00038935318948737062 -0.0010194050601863291 -0.0075247037863455293 0.0012514622937057666 -0.00043627578966961178 0.0024781831800685062
leaf_weight=1290.4835446998477 751.08522243052721 30565.413698062301 52440.730092048645 1885.5373078584671 38343.732726037502 10221.084629878402 8614.2080670595169
leaf_count=5933 3592 123481 223785 10703 155706 41541 36047
internal_value=9.24161e-05 -0.000657213 -0.000500657 -0.00474886 0.00120763 0.000896256 0.00282232
internal_weight=144112 86182.2 83006.1 3176.02 57930.1 48564.8 9365.29
internal_count=600788 363902 347266 16636 236886 197247 39639

Tree=388
num_cat=0
split_feature=7 18 8 48 55 14 6
split_gain=169.585 84.842 61.4101 33.6308 33.6337 27.5351 22.2674
threshold=-0.0061414886731654397 -0.021078436635434624 -0.052701119333505624 -1.8403685092926023 0.906316637992859 -0.0055215824395418158 -0.6110953390598296
leaf_value=-0.0025309989582685275 -0.0018944512879964894 0.00038777128505091866 -0.0010940013199719819 0.0013670515144141883 -0.00014197153155107422 -0.0079681326942503111 0.0082827392400393173
leaf_weight=1205.0249977186322 183.50412490963936 30513.038556784391 49708.059905782342 47861.247342273593 12616.569234624505 1318.6589922308922 698.64966683089733
leaf_count=6328 779 123254 211328 195654 51555 8341 3549
internal_value=9.00104e-05 -0.000678058 -0.000530392 0.00112576 0.00105225 -0.00537197 0.0061657
internal_weight=144105 82744.8 80221.1 61360 60477.8 2523.68 882.154
internal_count=600788 349251 334582 251537 247209 14669 4328

Tree=389
num_cat=0
split_feature=7 18 7 48 34 33 48
split_gain=160.937 82.1459 53.578 42.1442 34.5207 33.1771 16.4125
threshold=-0.0027258259942755099 -0.020845691673457619 -0.15514732152223584 -0.70983687043189991 1.3685106635093691 0.059463137760758407 -1.8403685092926023
leaf_value=-0.0034877931211393597 0.0064844776469554439 0.0010081166604472491 -0.00075005438997767352 0.0011600723749076753 -0.011203889115977309 -0.00064088578658504862 0.0024421763378815729
leaf_weight=3224.149837449193 738.05151754617691 14117.353579849005 68906.828927628696 39810.834956333041 446.19321727752686 8368.2472618669271 8485.2665470093489
leaf_count=16587 3498 56846 289384 161383 3410 34230 35450
internal_value=8.76671e-05 -0.000619372 -0.000451097 0.0011555 -0.00442582 0.000847263 0.00276564
internal_weight=144097 86694.5 83024.2 57402.4 3670.34 48179.1 9223.32
internal_count=600788 366227 346230 234561 19997 195613 38948

Tree=390
num_cat=0
split_feature=7 8 47 29 51 33 31
split_gain=152.821 79.3977 78.6607 46.0654 25.3615 22.7601 18.0257
threshold=-0.0070066021289676419 -0.060999499633908265 -0.57347567379474629 -0.21670274436473844 -0.11284721270203589 1.0071931481361391 -1.358420670032501
leaf_value=0.00115191700946409 -0.0015949285185488037 -0.0026550549192053672 -0.0005709271665429095 0.0007050613833645455 -0.00041829441853206349 -0.0018625072934362065 0.0023733699916206018
leaf_weight=14592.479859322309 814.46749353408813 18929.35148922354 34653.205948568881 43689.799044780433 13283.184791386127 2465.5812370926142 15498.952424801886
leaf_count=58773 3328 87673 143630 178575 53757 10145 64197
internal_value=2.02024e-05 -0.000721718 -0.0013072 0.000987654 0.000403687 0.000567904 0.00217525
internal_weight=143927 81458.2 53582.6 62468.8 27875.7 46155.4 16313.4
internal_count=600078 343833 231303 256245 112530 188720 67525

Tree=391
num_cat=0
split_feature=7 12 49 7 19 33 17
split_gain=144.98 77.3187 58.0926 52.3011 45.2643 26.3308 24.2126
threshold=-0.0070066021289676419 -0.29474903643131251 1.0000000180025095e-35 -0.093624878674745546 -0.020013159140944477 1.0071931481361391 0.076602049171924605
leaf_value=-0.0015049320099919544 0.0026885177814047331 0.00053230214692207456 -0.0099122602008980074 -0.00097410722224271283 0.00065263744475242214 -0.0022201338422818766 0.0007072189834168754
leaf_weight=1175.4371862187982 12532.273735716939 21316.616607218981 1053.5710275396705 57895.618345111609 41420.246326081455 2275.2655950784683 6248.4248751476407
leaf_count=5916 52052 85911 6083 245923 169212 9361 25620
internal_value=1.96736e-05 -0.000703107 -0.00547877 -0.000568721 0.000961858 0.00050305 0.00202933
internal_weight=143917 81441.2 2229.01 79212.2 62476.2 43695.5 18780.7
internal_count=600078 343833 11999 331834 256245 178573 77672

Tree=392
num_cat=0
split_gain=137.542 73.5876 55.5688 49.626 42.9231 24.9798 22.9534
leaf_value=-0.0014666002814648009 0.0026177377421134655 0.0005184506008706313 -0.0097004875998079523 -0.00094895045108048205 0.00063562301493514382 -0.0021625760845499008 0.00068879002063201194
leaf_weight=1174.8071934729815 12536.424346238375 21317.091408163309 1048.6462030485272 57885.381886839867 41423.195303447545 2275.0934901237488 6248.7942802831531
internal_value=1.91565e-05 -0.000684964 -0.00534994 -0.000554004 0.000936738 0.000489938 0.00197608
internal_weight=143909 81425.9 2223.45 79202.5 62483.5 43698.3 18785.2

Tree=393
num_cat=0
split_feature=8 9 34 29 21 33 9
split_gain=131.557 87.3619 79.7591 34.6311 33.4059 25.9155 21.8287
threshold=-0.0017410112195648251 0.01594503223896027 1.3778149485588076 -0.21670274436473844 -0.16378886252641675 1.0071931481361391 0.34080110490322119
leaf_value=-0.0009921085978327139 0.003007289373944848 0.00036268845157466883 -0.0069711885256892887 0.00077302156070488133 0.0004101991032156805 -0.0020378719983563413 0.0025671808957048012
leaf_weight=60322.845780432224 9428.8633936569095 21937.220947258174 1546.8729605972767 39601.210266932845 5191.5349131599069 2348.7741049230099 3524.1831296533346
leaf_count=256210 38828 89646 9023 161262 21281 9662 14166
internal_value=1.86531e-05 -0.000614062 -0.0011416 0.000995414 0.00208509 0.00061564 0.000667818
internal_weight=143902 87331.1 61869.7 56570.4 14620.4 41950 25461.4
internal_count=600078 369045 265233 231033 60109 170924 103812

Tree=394
num_cat=0
split_feature=8 9 8 29 21 16 5
split_gain=124.805 82.8988 76.7534 32.8404 31.6712 22.257 19.3277
threshold=-0.0017410112195648251 0.01594503223896027 -0.060999499633908265 -0.21670274436473844 -0.16378886252641675 -0.023022626526653763 -1.9268944859504697
leaf_value=0.00048083615767489121 0.0029281124426773133 -0.00012881578015122263 -0.0016387619525618968 0.016860756312951461 0.00039952295108149739 0.0014087233951264168 0.00058043859155401678
leaf_weight=15366.145446047187 9432.0009219273925 12557.87479326874 46488.238022938371 49.352831169962883 5191.6753043085337 12904.688532844186 41903.57156701386
leaf_count=62090 38828 50857 203143 199 21281 52955 170725
internal_value=1.81638e-05 -0.000598201 -0.0011122 0.000969424 0.00203042 0.000650425 0.000599591
internal_weight=143894 87316.9 61854.4 56576.6 14623.7 25462.6 41952.9
internal_count=600078 369045 265233 231033 60109 103812 170924

Tree=395
num_cat=0
split_feature=7 34 34 2 33 28 17
split_gain=121.373 69.6339 43.0437 36.947 29.7618 48.4225 27.7027
threshold=0.0099725075997412222 1.3778149485588076 -1.579394996166229 -0.0026345809455960985 0.017670689150691036 0.16918221861124041 -0.64432603120803822
leaf_value=-0.0027258520900077885 0.0032671652174513302 -0.0095325301482941296 -0.00023516071786955847 -0.0027849549269557076 0.00073119557162034212 -0.0040992441785626726 0.0011617488861579875
leaf_weight=4950.5812133997679 4839.4055723845959 700.76125980168581 89273.196729332209 2525.8492637947202 6779.8764574825764 1768.8978768438101 33257.994543910027
leaf_count=21999 19731 4831 373267 11413 27724 7225 134767
internal_value=2.74284e-05 -0.000494636 -0.000366023 -0.00425041 0.00111809 -0.000268311 0.00142919
internal_weight=144097 97450.4 94223.8 3226.61 46646.2 8548.77 38097.4
internal_count=600957 411510 395266 16244 189447 34949 154498

Tree=396
num_cat=0
split_feature=7 34 6 34 16 2 33
split_gain=115.141 66.2082 49.3622 40.8625 28.7752 23.863 16.1822
threshold=0.0099725075997412222 1.3778149485588076 -0.0032315368298441167 -1.579394996166229 0.37951336801052099 -0.0073220559861510983 2.5304644107818608
leaf_value=-0.0026564459975463432 0.00014901868104899154 -0.0091654662651447106 -0.0020828410077947447 -0.00022905463822904784 -0.00067087650415340028 0.0016099382194083066 -0.0077222339580002028
leaf_weight=4947.88498198241 9785.8424014598131 938.88354664295912 2282.0087469518185 89270.083660170436 3426.6050553917885 33202.975870445371 235.10305187106133
leaf_count=21999 39536 6293 9951 373267 13918 135040 953
internal_value=2.67111e-05 -0.000481839 -0.00414741 -0.00035653 0.00108892 0.00127738 -0.00112361
internal_weight=144089 97438.9 3220.89 94218 46650.5 42988.8 3661.71
internal_count=600957 411510 16244 395266 189447 174576 14871

Tree=397
num_cat=0
split_feature=8 12 9 1 20 48 17
split_gain=110.556 76.5516 55.2399 53.8017 36.4425 21.5713 17.0974
threshold=-0.0056424618232995263 -0.29080538451671595 0.014555042143911125 -0.0037464592605829235 -0.031279245391488068 -1.4635246396064756 -0.31947854161262507
leaf_value=-2.5542997371752384e-05 0.0059076996036487158 -0.00089558652779990781 0.00057959026012962612 -0.0070906661900170609 0.0033202173179877476 0.00062793924559278417 0.001885441480113124
leaf_weight=1136.2812210023403 1314.0315152406693 54889.496404983103 24964.15224519372 2030.9188147634268 2086.6287542209029 56094.870939850807 1565.5016777962446
leaf_count=5088 5624 232629 101792 11330 9504 228445 6545
internal_value=2.60122e-05 -0.000591645 -0.000434411 -0.00455595 0.000865803 0.000724495 0.00372094
internal_weight=144082 83020.8 79853.6 3167.2 61061 58181.5 2879.53
internal_count=600957 350839 334421 16418 250118 237949 12169

Tree=398
num_cat=0
split_feature=7 34 6 12 33 6 17
split_gain=105.011 62.9457 46.7602 38.9043 27.7986 28.2355 26.1244
threshold=0.0099725075997412222 1.3778149485588076 -0.0032315368298441167 -0.30224545300006861 0.017670689150691036 0.32716099917888647 -0.64432603120803822
leaf_value=-0.0066642053211222636 0.0031244360076737795 -0.0089423265156142601 -0.0020328315308791099 -0.00029424977624097716 0.00068344505697680964 -0.0025698675564487104 0.0010804509843800006
leaf_weight=652.66499281674623 4842.3348152935505 932.95189590007067 2280.7336899116635 93551.139719672501 5963.658796608448 2585.1346884220839 33267.204437315464
leaf_count=3639 19731 6293 9951 391627 24328 10621 134767
internal_value=2.53306e-05 -0.000460451 -0.0040387 -0.000338382 0.00103959 -0.000300349 0.00134017
internal_weight=144076 97417.5 3213.69 94203.8 46658.3 8548.79 38109.5
internal_count=600957 411510 16244 395266 189447 34949 154498

Tree=399
num_cat=0
split_feature=8 12 9 13 19 55 33
split_gain=100.831 71.2493 52.2037 51.5562 29.4024 26.2773 17.8402
threshold=-0.0056424618232995263 -0.29080538451671595 0.014555042143911125 -0.0039383406983688465 -0.022777767851948735 0.54621875286102306 -0.393197551369667
leaf_value=-0.00065493513226752109 8.0499956478994575e-05 -0.00086228305661286992 0.00057183033145514919 -0.0073465312476999256 0.0010578130115496411 -0.00013503028915813961 0.003816181113295636
leaf_weight=1392.1909289807081 1166.2537650316954 54875.708180591464 24964.463339552283 1765.2320524677634 37966.90969928354 18600.276836067438 3336.4882044568658
leaf_count=6375 5051 232629 101792 10043 155173 76013 13881
internal_value=2.46671e-05 -0.000565355 -0.000413864 -0.00439603 0.000826541 0.000665585 0.0028486
internal_weight=144068 82997.6 79840.2 3157.42 61069.9 56567.2 4502.74
internal_count=600957 350839 334421 16418 250118 231186 18932

end of trees

feature_importances:
Column_6=370
Column_7=257
Column_48=206
Column_28=191
Column_18=183
Column_17=164
Column_8=161
Column_34=131
Column_9=109
Column_0=106
Column_21=95
Column_1=73
Column_23=58
Column_47=49
Column_16=48
Column_12=45
Column_13=44
Column_38=41
Column_33=39
Column_14=38
Column_19=36
Column_20=32
Column_29=31
Column_22=28
Column_26=23
Column_37=23
Column_51=23
Column_5=19
Column_11=19
Column_2=17
Column_55=17
Column_52=15
Column_24=13
Column_44=13
Column_45=10
Column_46=9
Column_25=8
Column_49=8
Column_53=8
Column_31=7
Column_3=5
Column_4=5
Column_35=5
Column_50=5
Column_27=4
Column_15=3
Column_43=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: 0.026]
[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=0.026 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=903 910 920 915 913 910 913 916 914 918 903 911 910 906 901 826 910 829 914 911 914 928 926 918 909 925 904 913 900 914 916 915 912 911 912 899 828 906 822 821 909 912 912 909 905 910 917 917 907 921 910 924 915 911 905 906 904 917 916 912 920 921 912 912 909 913 915 916 910 905 910 905 909 916 911 916 918 917 916 923 835 832 925 929 906 904 908 906 901 906 908 906 910 911 916 910 907 910 909 904 914 915 916 916 908 914 913 914 921 829 905 911 910 910 908 906 909 916 912 920 912 906 915 911 916 913 923 831 827 921 921 825 925 923 924 912 921 921 910 922 921 922 910 906 917 905 921 927 919 835 924 922 826 921 926 924 920 921 924 910 904 907 920 903 921 829 923 919 932 930 927 928 835 930 914 920 918 917 924 904

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
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leaf_count=20 503842 183 184 3967 430 6093 44506
internal_value=0.000153619 0.000371496 0.00265462 0.000259265 0.00015191 0.000189869 0.000151458
internal_weight=559225 4354 204 4150 554871 6523 548348
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Tree=1
num_cat=0
split_feature=45 47 7 17 55 33 13
split_gain=0.292331 1.56567 16.0036 1.0755 0.0133474 0.223609 0.010293
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -0.81996616721153248 2.1922622919082646 0.59366378188133251 0.33539041876792913
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leaf_count=20 503842 183 184 3967 6205 318 44506
internal_value=-1.92077e-06 0.000210291 0.00243405 0.000100978 -3.58597e-06 3.33866e-05 -4.02579e-06

Tree=2
num_cat=0
split_feature=45 47 12 17 13 23 21
split_gain=0.277327 1.48531 15.8381 1.0203 0.0110352 0.00988264 0.00867813
threshold=-0.52012491226196278 -1.2508260011672971 1.0590857863426211 -0.81996616721153248 0.33539041876792913 -0.11140211299061774 5.3740696907043466
leaf_value=0.023756567551848656 1.3943466951375612e-05 0.0019964528122485906 -8.3344565973397021e-05 1.0792459372676375e-05 -1.4740433696744848e-05 -3.1973306782073435e-06 -0.00014526035479569852
leaf_weight=21 23856 183 183 3967 45354 485314 347
leaf_count=21 23856 183 183 3967 45354 485314 347
internal_value=-1.87083e-06 0.000204823 0.00237076 9.83529e-05 -3.49273e-06 -2.39424e-06 -1.57314e-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=0.118319 1.11373 17.2253 0.406962 0.0134046 0.27812 0.00957596
threshold=0.47934694588184362 0.061594801023602493 -1.3362389206886289 -0.81996616721153248 2.1922622919082646 0.59366378188133251 0.32224895060062414
leaf_value=-2.7653186859869255e-06 -4.5919358603178376e-07 0.00075705605801397176 0.024960951937021317 -7.4606360741026455e-06 -9.8823859364636644e-07 0.00086864289235275124 -1.5518202812137188e-05
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leaf_count=500700 285 500 20 8027 6194 259 43240
internal_value=-1.82219e-06 9.25871e-05 0.00163635 3.73685e-05 -3.33715e-06 3.39156e-05 -3.7791e-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=0.258683 1.40727 15.0999 0.34321 0.0121389 0.202877 0.00925685
threshold=-0.52012491226196278 -1.2508260011672971 -0.038709802553057664 -1.1329720616340635 2.1922622919082646 0.59366378188133251 0.42465403676033026
leaf_value=0.023761620797589419 -2.9672843423080291e-06 0.00074343066910725994 -2.599318972953251e-05 8.1017354668143074e-06 -9.0736055422404492e-07 0.00067242373518039021 -1.8144101202204282e-05
leaf_weight=20 519682 486 184 3664 6205 318 28666
leaf_count=20 519682 486 184 3664 6205 318 28666
internal_value=-1.77481e-06 0.000197851 0.00230613 9.4215e-05 -3.34125e-06 3.19179e-05 -3.76068e-06

Tree=5
num_cat=0
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split_gain=0.103806 2.39041 16.1376 1.74803 0.0381974 0.446629 0.0128556
threshold=-0.82431933283805836 0.7820277512073518 -1.2808678150177 1.6831476688385012 2.147655844688416 0.25276038050651556 0.80768021941185009
leaf_value=9.9541963880425491e-08 -3.6455251011633829e-06 0.025077555407900944 -9.0399705637948138e-05 0.0032223981657877828 -4.2818780218462713e-07 0.00073306377173300893 -6.3879685428383908e-05
leaf_weight=10958 537020 20 124 115 7916 604 2406
leaf_count=10958 537020 20 124 115 7916 604 2406
internal_value=-1.44864e-06 7.68484e-05 0.00340515 3.35651e-05 -3.05146e-06 5.15705e-05 -3.91419e-06
internal_weight=559163 11217 144 11073 547946 8520 539426
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Tree=6
num_cat=0
split_feature=45 47 16 17 25 46 14
split_gain=0.23396 1.41595 12.7876 0.919745 0.0373845 0.410223 0.00989277
threshold=-0.52012491226196278 -1.2508260011672971 -0.82431933283805836 -0.81996616721153248 2.147655844688416 0.25276038050651556 0.45359368622303015
leaf_value=0.020560274858986854 -2.9571128508259658e-06 0.0018947857857357509 -0.00010359120116593728 4.3678104950718491e-06 1.0045751353159861e-06 0.00069737108043840064 -1.9340326917255241e-05
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internal_value=-1.41097e-06 0.000189143 0.00237177 8.76744e-05 -2.89531e-06 5.09013e-05 -3.74199e-06
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Tree=7
num_cat=0
split_feature=16 52 47 25 46 20 31
split_gain=0.0948312 1.64497 11.7819 0.0344229 0.403054 0.0124228 0.010827
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leaf_value=9.6433829616242149e-05 -3.4611511519540873e-06 0.018184667546572098 0.00060610780842368459 -4.5023385029536729e-07 0.00069634233638086714 -6.2672642730633675e-05 -8.1255365272097631e-06
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internal_value=-1.37429e-06 7.34617e-05 0.00140379 -2.90626e-06 4.89468e-05 -3.72525e-06 -1.05779e-06
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Tree=8
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split_feature=45 47 7 17 25 46 14
split_gain=0.220469 1.32834 13.7767 0.871944 0.0336781 0.368681 0.00987927
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leaf_value=0.022721848692744968 -2.7987320449873306e-06 0.0018448855623636128 -7.7240817013143025e-05 4.2472072180288333e-06 9.7795953989501172e-07 0.00066114373344492838 -1.9170765025384029e-05
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internal_value=-1.33856e-06 0.000183639 0.00229766 8.53601e-05 -2.77946e-06 4.82808e-05 -3.58307e-06

Tree=9
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split_gain=0.209153 1.03901 9.33517 0.0319496 0.349759 0.0184439 0.00945922
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internal_value=-1.30376e-06 0.000178865 0.000988277 -2.7072e-06 4.70255e-05 -2.19107e-05 -3.48991e-06
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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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Tree=15
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left_child=2 -2 3 -1 -4 -3
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Tree=16
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Tree=17
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Tree=18
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Tree=19
num_cat=0
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Tree=20
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Tree=21
num_cat=0
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Tree=22
num_cat=0
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Tree=89
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Column_26=116
Column_20=115
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Column_29=70
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Column_49=53
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Column_8=5
Column_11=5
Column_32=5
Column_34=5
Column_50=3
Column_52=2
Column_6=1
Column_28=1
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.026 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