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=1016 1046 1043 1040 1045 1039 1045 1041 1038 1045 1043 1038 1042 1033 1046 1046 1041 1042 1045 1044 1046 1040 1047 1048 1041 1044 1036 1043 1047 1045 1041 1041 1041 1046 1039 1045 1039 1037 1048 1042 1037 1034 1042 1041 1049 1040 1037 1046 1048 1044 1038 1043 1047 1037 1040 1046 1045 1044 1045 1037 1041 1041 1037 1045 1038 1040 1040 1041 1051 1054 1033 1036 1039 1036 1048 1049 1050 1038 1050 1053 1044 1047 1036 1046 1048 1053 1039 1038 1048 1030 1049 1033 1053 1032 1043 1051 1051 1051 1052 1049 1045 1041 1032 1051 1041 1048 1037 1048 1046 1049 1036 1034 1035 1035 1038 1036 1038 1038 1040 1036 1039 1049 1040 1037 1049 1047 1048 1045 1035 1050 1053 1055 1050 1058 1051 1048 1051 1058 1045 1047 1054 1048 1041 1053 1038 1039 1040 1054 1048 1057

Tree=0
num_leaves=8
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split_feature=18 7 7 1 6 6 21
split_gain=2636.48 1712.87 2116.69 247.742 157.578 144.44 41.9724
threshold=-0.020662431605160233 -0.0097913797944784147 0.044861363247036941 -0.0026376470923423763 6.0529777329065844e-05 1.0000000180025095e-35 -0.20624444633722303
decision_type=2 2 2 2 2 2 2
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leaf_value=-0.3561266142538993 -0.33289811997457525 -0.34669109005571169 -0.3366775638532426 -0.38270586435212589 -0.36666771623555133 -0.33702804060533387 -0.33476974865952336
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341785 -0.341102 -0.343296 -0.371274 -0.375369 -0.335006 -0.350852
internal_weight=142713 139486 102582 3226.83 2687.97 36904.3 538.857
internal_count=587687 574399 422428 13288 11069 151971 2219
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 8 38 1 28
split_gain=4407.24 1614.11 960.618 675.608 472.574 376.449 359.528
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
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leaf_value=-0.011238050009726745 0.0078450864146693139 0.0050254691686870082 0.00099355836087103517 -0.0012930815943821021 0.021205683878967128 -0.029782098960677673 -0.012357930318780248
leaf_weight=1590.2180159389973 23510.340393140912 24794.601823046803 2799.4537364095449 71773.790557965636 3285.9577611684799 4762.1938166171312 10194.891567349434
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=2.1101e-05 0.00231765 -0.0146229 0.00032925 0.00948346 -0.0251399 -0.00948153
internal_weight=142711 123365 19346.8 96568.4 26796.3 6352.41 12994.3
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.033

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4130.68 1506.23 950.349 646.975 475.88 439.085 191.664
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_weight=377.28808978199959 23540.870044305921 26319.653582572937 4869.3332850337029 70253.613346084952 11124.46038775146 3297.2839269340038 2925.1114092022181
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=2.02104e-05 0.00224024 -0.0141783 0.000318346 -0.0108505 0.00915591 -0.0302952
internal_weight=142708 123411 19296.2 96573.3 15993.8 26838.2 3302.4
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Tree=3
num_cat=0
split_feature=28 18 28 38 18 28 21
split_gain=2482.59 1955.49 1424.72 542.634 180.101 158.739 115.724
threshold=-0.014725709334015845 -0.020662431605160233 0.021683344617486004 1.0000000180025095e-35 -0.021240289323031899 -0.16511735320091245 3.1571753025054936
left_child=3 4 -3 5 -2 -1 -5
right_child=1 2 -4 6 -6 -7 -8
leaf_value=0.0096632223814064697 -0.036295628318227774 -0.0046968222023271999 0.0034351230620003814 0.01684179111137088 -0.02037090222899933 0.0045992836397874574 0.033180286249478663
leaf_weight=9318.8871273547411 1564.2507834732533 65698.229060009122 36495.36362542212 3168.4161222875118 1529.7072383314371 24370.537018403411 554.74864076077938
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=1.93566e-05 -0.00257527 -0.00179274 0.00732123 -0.0284222 0.00600003 0.0192762
internal_weight=142700 105288 102194 37412.6 3093.96 33689.4 3723.16
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_gain=3768.55 1305.39 849.622 615.791 378.86 336.525 309.508
leaf_value=-0.010367298933384924 0.0070939475978936458 0.0048237217177813357 0.00097351436346601432 -0.0012067905228729749 0.019005402004419754 -0.027962623138599034 -0.011421302737732404
leaf_weight=1582.2347888797522 23594.038372918963 24818.951271027327 2799.6809757947922 71740.533254191279 3316.647632136941 4699.8053724318743 10139.583533599973
internal_value=1.85638e-05 0.00213455 -0.0135737 0.000343249 0.00856199 -0.023531 -0.00873942
internal_weight=142691 123470 19221.3 96559.5 26910.7 6282.04 12939.3

Tree=5
num_cat=0
split_feature=48 7 7 18 7 6 6
split_gain=3499.73 790.611 950.998 784.129 459.842 153.175 102.693
threshold=-1.1056645214557645 -0.01821904722601175 0.044861363247036941 -0.020219163037836548 -0.0097913797944784147 1.0000000180025095e-35 1.0000000180025095e-35
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.0080326070066585493 0.008507356817142318 -0.0019808487590671467 0.0050129815775737741 0.0037334546500286904 -0.012401478316001135 -0.030626837713015932 0.0047212572436644805
leaf_weight=369.31328868865967 15353.924253568053 59481.434662744403 32874.66543802619 2238.5795896053314 13668.387189239264 2835.4535274207592 15860.707214772701
leaf_count=1534 62881 245082 135076 9247 56737 11993 65149
internal_value=1.06675e-05 0.0020432 0.000508644 -0.0131311 -0.0101308 -0.0280231 0.00658357
internal_weight=142682 123571 92356.1 19111.7 15907 3204.77 31214.6
internal_count=587699 508188 380158 79511 65984 13527 128030

Tree=6
num_cat=0
split_feature=48 28 18 48 28 38 28
split_gain=3280.6 1285.09 742.881 573.396 404.298 352.056 147.588
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.00089833911624737095 1.0000000180025095e-35 0.0020204392494633798
leaf_value=-0.007557043802017078 0.0069222653485621222 -0.003962647195051309 -0.0019502932470928708 0.0017496829786738854 -0.013341924338578639 0.01839554791452536 -0.02984222071575331
leaf_weight=365.61896213889122 23751.798959687352 26302.616857305169 4913.536237642169 70234.872147604823 10962.176719635725 3319.5371937304735 2817.8642447441816
leaf_count=1521 97230 108457 20320 289007 45664 13494 12006
internal_value=1.01497e-05 0.00197512 -0.0127337 0.000193301 -0.00981621 0.00832914 -0.0272828
internal_weight=142668 123609 19059.2 96537.5 15875.7 27071.3 3183.48
internal_count=587699 508188 79511 397464 65984 110724 13527

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 7
split_gain=3090.88 1456.65 878.274 512.336 594.28 331.605 31.0397
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 1.0000000180025095e-35 -0.016868890263140198
leaf_value=0.0032434316141055327 0.0067195107403584323 -0.0047687690747145305 0.0016914425856462173 -0.03162563864274931 -0.01330800405679259 0.017638432032056894 -0.0063534639814535748
leaf_weight=439.31926439702511 24457.804402366281 34012.162335768342 70255.335318103433 3497.581119582057 4300.086762920022 3457.0657875388861 2229.9745814502239
leaf_count=1809 100039 140692 289007 14858 18009 14027 9258
internal_value=9.64917e-06 0.00137657 -0.000415885 -0.0172526 -0.0215242 0.00807174 -0.00477398
internal_weight=142649 132182 104267 10467 7797.67 27914.9 2669.29
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 47 7 18 38 21 28
split_gain=1916.47 1589.98 690.372 679.515 316.714 131.699 64.8629
threshold=-0.031506778672337525 -1.256108224391937 -0.0097913797944784147 -0.020662431605160233 1.0000000180025095e-35 3.1571753025054936 -0.16511735320091245
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
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leaf_count=38362 9205 99410 315417 47840 11686 2109 63670
internal_value=9.15935e-06 -0.00189708 -0.000462975 -0.0124643 0.00768535 0.0171235 0.00639739
internal_weight=142629 114255 100602 13653 28373.2 3406.98 24966.3
internal_count=587699 471872 414827 57045 115827 13795 102032

Tree=9
num_cat=0
split_feature=48 7 7 0 6 7 6
split_gain=2822.68 669.15 808.62 637.724 1070.26 86.1301 59.7311
threshold=-1.1056645214557645 -0.024109717458486554 0.044861363247036941 -0.0015730941086076198 6.0537413446581929e-05 -0.022537890821695324 1.0000000180025095e-35
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leaf_count=4043 58826 253656 135076 18146 37859 19463 60630
internal_value=8.73035e-06 0.00182516 0.000475708 -0.0118577 -0.0158185 -0.00259598 0.00619133
internal_weight=142610 123678 94477.7 18931.8 13260.8 5670.94 29200.3
internal_count=587699 508188 388732 79511 56005 23506 119456

Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 13
split_gain=2775.76 984.298 430.258 551.873 390.721 292.985 54.105
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.046553775668144233 -0.0026376470923423763 0.022074085660278801
left_child=1 5 6 -4 -3 -1 -2
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leaf_count=8397 66320 85914 233518 105067 16299 23006 49357
internal_value=7.23025e-05 -0.0084887 0.0025479 0.00134162 -0.00532192 -0.0190687 0.00605877
internal_weight=142628 31992.7 110636 82343.7 24622.7 7369.98 28291.9
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Tree=11
num_cat=0
split_feature=48 47 28 17 28 44 28
split_gain=2599.37 928.631 711.07 456.842 389.832 290.983 281.49
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0094470065087079984 3.7914838790893559 0.0010656728409230711
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Tree=12
num_cat=0
split_feature=48 47 28 17 7 38 0
split_gain=2434.25 876.124 664.02 428.348 384.086 273.332 267.132
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 -0.0097913797944784147 1.0000000180025095e-35 -0.0015730941086076198
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Tree=13
num_cat=0
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Tree=14
num_cat=0
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internal_weight=142536 132248 95318.1 10288.7 7642.32 36929.5 2646.42
internal_count=587878 543780 393293 44098 33061 150487 11037

Tree=15
num_cat=0
split_feature=48 28 28 0 6 44 28
split_gain=2121.45 840.209 613.174 380.096 442.802 294.991 35.0669
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leaf_weight=3796.8185957074165 40809.874277189374 4619.5555085390806 4716.920539945364 28411.896757021546 37525.503376558423 1499.7156863808632 24257.466303825378
leaf_count=15738 165270 19922 22906 115549 156834 6140 98452
internal_value=-0.000327817 -0.00530166 -0.00906057 0.000227753 -0.000680531 -7.18935e-05 0.00157865
internal_weight=145638 14633 8513.74 131005 78335.4 6119.27 52669.4
internal_count=600811 64706 38644 536105 322104 26062 214001

Tree=132
num_cat=0
split_feature=47 6 28 28 17 17 31
split_gain=346.349 248.586 376.811 109.157 305.854 89.7833 29.1897
threshold=-1.2433525025844572 -0.0032315271673724051 -0.0043148747645318499 -0.033404938876628869 -0.93323016166687001 -0.93323016166687001 0.57581380009651195
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leaf_count=15738 2360 11467 24525 5336 422643 105766 12976
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internal_weight=145602 14603.2 8859.45 130999 104103 26895.8 5743.73
internal_count=600811 64706 40263 536105 427979 108126 24443

Tree=133
num_cat=0
split_feature=47 6 28 8 8 8 4
split_gain=324.569 235.412 387.198 138.09 198.687 32.1333 29.0284
threshold=-1.2433525025844572 -0.0032315286807715888 -0.0043148747645318499 -0.0056424618232995263 -0.028399574570357796 0.02900647092610598 -0.0057631565723568192
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leaf_count=15738 177695 19922 22906 67467 128224 6140 162719
internal_value=-0.000306791 -0.00497833 -0.00854512 0.000212974 -0.000720726 -4.68162e-05 0.00144248
internal_weight=145569 14574.7 8457.6 130994 74453.4 6117.09 56540.8
internal_count=600811 64706 38644 536105 305919 26062 230186

Tree=134
num_cat=0
split_feature=47 48 23 7 7 16 49
split_gain=304.169 215.733 172.544 132.902 177.862 53.2373 21.0031
threshold=-1.2433525025844572 0.42069473117589956 -0.001085801515728235 -0.0070066021289676419 -0.032731924206018441 0.017632937990128997 -1.0526892542839048
leaf_value=-0.0097253512695786894 0.00073952648935697596 -0.0032083025899166092 0.0010296450533461171 0.0031014653384201806 -0.0025316697508941366 0.00080309261227701581 0.002299130855624477
leaf_weight=7964.0551542341709 40336.096573024988 954.84040850400925 2040.6976275891066 14725.354653179646 32835.849988952279 43091.474721819162 3586.3040204197168
leaf_count=37140 163272 3863 9114 60014 137310 175509 14589
internal_value=-0.000296791 -0.00482405 -0.00753162 0.000205947 -0.00072842 0.00138846 0.00114111
internal_weight=145535 14545.9 10004.8 130989 73171.9 57816.8 4541.14
internal_count=600811 64706 46254 536105 300582 235523 18452

Tree=135
num_cat=0
split_feature=18 7 7 34 22 16 6
split_gain=326.268 174.815 271.025 94.3787 69.4141 46.1022 44.5236
threshold=-0.021169413812458512 -0.0061414886731654397 -0.032731924206018441 1.3778149485588076 -0.51996231079101551 0.0071818663273006686 -0.0032315432326868172
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leaf_count=10592 174444 35361 161588 2473 2041 213329 960
internal_value=-0.000242603 -8.31581e-06 -0.00100992 -0.0106659 -0.00790158 0.00132741 -0.0222904
internal_weight=145495 142297 81318.9 3198.44 2583.97 60977.6 614.471
internal_count=600788 584722 336032 16066 12633 248690 3433

Tree=136
num_cat=0
split_feature=48 7 7 7 3 55 28
split_gain=304.847 153.96 138.935 221.195 119.256 38.5415 24.442
threshold=-1.8403685092926023 -0.0052213948220014563 -0.0061414886731654397 -0.029027817770838734 -0.0067052494268864385 0.906316637992859 -0.00091721999342553307
left_child=1 4 3 -2 -1 -4 -3
right_child=2 6 5 -5 -6 -7 -8
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leaf_count=7044 187163 2704 195654 142545 12753 51555 1370
internal_value=-0.000234686 -0.00841939 4.41466e-05 -0.000859159 -0.0112533 0.00123481 0.00392591
internal_weight=145466 4792.41 140674 79989.6 3897.69 60684.5 894.718
internal_count=600788 23871 576917 329708 19797 247209 4074

Tree=137
num_cat=0
split_feature=48 7 23 28 3 23 28
split_gain=286.287 145.005 134.953 544.914 113.257 74.4005 22.7423
threshold=-1.8403685092926023 -0.0052213948220014563 -0.0014371092547662554 -0.0043148747645318499 -0.0067052494268864385 -0.0004490460996748879 -0.00091721999342553307
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leaf_count=7044 228908 2704 25126 106740 12753 216143 1370
internal_value=-0.000227028 -0.0081749 4.26842e-05 -0.000824167 -0.0109394 0.00124795 0.00379147
internal_weight=145438 4773.47 140664 81818.8 3877.66 58845.7 895.817
internal_count=600788 23871 576917 335648 19797 241269 4074

Tree=138
num_cat=0
split_feature=18 47 9 17 8 6 33
split_gain=287.656 152.082 220.534 92.9533 85.8216 77.4142 24.1823
threshold=-0.021169413812458512 -0.57347567379474629 0.023306507617235187 -0.89186540246009816 -0.0069687394425272933 -0.12576112151145932 -0.40295572578907007
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leaf_count=1452 122148 7509 38235 416830 655 11388 2571
internal_value=-0.000219628 -7.31721e-07 -0.00178375 0.000652264 -0.0100613 -0.0130053 -2.69302e-05
internal_weight=145410 142246 38130.2 104116 3163.78 2446.13 717.651
internal_count=600788 584722 160383 424339 16066 12840 3226

Tree=139
num_cat=0
split_feature=18 23 0 6 8 34 3
split_gain=271.05 144.397 543.938 127.741 117.929 81.9796 12.581
threshold=-0.021078436635434624 -0.0014371092547662554 -0.0022947916295379396 0.50301289558410656 0.014203843660652639 1.3608022928237917 -0.0033655960578471418
leaf_value=-0.0086030836777548757 0.00093880104698492643 0.0028051198949831618 -0.0048288546934962097 -0.00026417009685060283 0.010577337999906145 -0.022030672802041375 -0.0066077207712737489
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leaf_count=13269 230178 119993 109664 122591 1382 3484 227
internal_value=-0.000212452 1.71986e-05 -0.00087342 0.00126318 -0.00905318 -0.0110774 0.00818288
internal_weight=145385 141704 82636.4 59067.8 3680.97 3294.12 386.857
internal_count=600788 582426 339842 242584 18362 16753 1609

Tree=140
num_cat=0
split_feature=12 23 0 0 1 8 33
split_gain=268.899 182.956 546.576 114.703 98.4328 80.0884 14.0963
threshold=-0.29474903643131251 -0.0014371092547662554 -0.0022947916295379396 -0.00031060322362463916 -0.0037464592605829235 -0.0073875426314771167 -0.35961219668388361
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leaf_weight=898.33398374915123 56461.133190616965 13735.626882463694 26783.978300616145 45210.430483609438 1632.3636889904737 359.40171229839325 113.60119470953941
leaf_count=3935 229262 56199 114606 185795 8239 1575 467
internal_value=-0.000288631 -8.22241e-05 -0.00107832 0.00132448 -0.0100597 -0.0143178 -0.00167863
internal_weight=145195 142191 83245.1 58946.1 3003.7 1991.77 1011.94
internal_count=600078 585862 343868 241994 14216 9814 4402

Tree=141
num_cat=0
split_feature=12 23 28 6 1 7 6
split_gain=252.576 171.094 512.074 123.467 93.0653 70.566 15.1421
threshold=-0.29474903643131251 -0.0014371092547662554 -0.0043495516292750827 0.32716099917888647 -0.0037464592605829235 -0.0056757091078907243 -1.0670051574707029
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leaf_weight=292.19181573390961 56370.070627987385 20821.641294121742 26850.425669550896 38133.636661961675 1700.7326257377863 279.3414266705513 719.11941239237785
leaf_count=1250 228851 84866 115017 157128 8616 1198 3152
internal_value=-0.000279202 -7.95388e-05 -0.00104307 0.00128057 -0.0097689 -0.0139287 -0.00162429
internal_weight=145167 142176 83220.5 58955.3 2991.39 1980.07 1011.31

Tree=142
num_cat=0
split_feature=48 7 7 7 14 16 24
split_gain=239.25 121.606 186.16 102.176 97.7147 48.5236 12.257
threshold=-1.8403685092926023 -0.0070066021289676419 -0.052757617086172097 -0.0021867412142455574 -0.010963604785501955 0.020770533010363582 -0.85144269466400135
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leaf_count=7554 127200 70074 197441 302 12817 181616 3074
internal_value=-0.000270081 -2.52822e-05 -0.000885358 -0.00760313 -0.00973564 0.001071 0.00352537
internal_weight=145139 140451 78704.1 4688.65 3934.67 61746.5 753.983
internal_count=600078 576331 324641 23747 20371 251690 3376

Tree=143
num_cat=0
split_feature=12 23 0 6 6 8 23
split_gain=230.642 158.577 473.022 114.136 88.4974 101.635 17.1249
threshold=-0.29474903643131251 -0.0014371092547662554 -0.0022947916295379396 0.32716099917888647 -0.042003648355603211 -0.0073875426314771167 -0.0017051076865755019
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leaf_count=2774 229262 84866 114606 157128 8923 1742 777
internal_value=-0.000261253 -7.09886e-05 -0.000998982 0.00123823 -0.00935846 -0.012916 -0.000245803
internal_weight=145111 142138 83179.5 58958.7 2972.77 2138.07 834.698
internal_count=600078 585862 343868 241994 14216 10665 3551

Tree=144
num_cat=0
split_feature=48 47 8 17 7 34 24
split_gain=221.537 144.059 165.482 76.7778 59.9533 64.0605 15.223
threshold=-2.2172124385833736 -0.57347567379474629 0.0065223043784499177 -0.89186540246009816 -0.010131627786904572 1.3778149485588076 0.3788434118032456
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leaf_count=6637 119195 7632 44011 418648 794 1765 1396
internal_value=-0.00025272 -0.000101525 -0.00182569 0.000534246 -0.0112509 -0.0143347 -0.000489835
internal_weight=145083 143116 38555.6 104560 1967.45 1529.22 438.227
internal_count=600078 589486 163206 426280 10592 8402 2190

Tree=145
num_cat=0
split_feature=26 8 8 16 34 23 14
split_gain=211.974 141.884 221.783 46.2416 27.4591 22.063 15.4441
threshold=-2.052433848381042 -0.0056424618232995263 -0.029487061314284798 0.040528560057282455 1.3778149485588076 0.0003056076384382323 0.0071853601839393386
leaf_value=-0.01240816590667173 0.00052293106246157142 0.0020974205684247357 -0.0029081346393991089 0.00027167508876368057 -0.02811436409554367 0.019797296943960749 -0.012144451204457332
leaf_weight=768.39957727491856 45869.698106750846 27185.235957458615 37118.226510331035 34002.597212940454 209.28082384169102 23.885143354535103 96.285614192485809
leaf_count=4662 186330 110931 158193 138646 1444 124 627
internal_value=-0.000232776 -0.000122778 -0.00101169 0.00108284 -0.0146784 -0.0114373 -0.0230822
internal_weight=145274 144176 82987.9 61187.8 1097.85 792.285 305.566
internal_count=600957 594100 344523 249577 6857 4786 2071

Tree=146
num_cat=0
split_feature=26 12 23 33 6 23 21
split_gain=200.104 137.121 113.171 81.9866 37.4523 18.8593 12.6038
threshold=-2.052433848381042 -0.29080538451671595 -0.0014371092547662554 -0.38968080282211298 -0.0032315653515979643 0.0032646544277668004 -0.10573138669133185
leaf_value=-0.024612329528836376 -0.009831946633855039 -0.00073761911805611958 0.001164900311007926 -0.00053196707138316993 -0.010714984923687179 0.030896896632941349 0.0013639787553087819
leaf_weight=337.46067824959755 2479.2270003855228 81358.834844455123 58554.052840352058 1768.7939764410257 716.98230244219303 12.060436174273489 21.645812198519707
leaf_count=2384 11462 334844 240209 7585 4275 61 137
internal_value=-0.000225163 -0.000118748 5.85922e-05 -0.00595961 -0.0143234 -0.0100266 -0.0230466
internal_weight=145249 144161 139913 4248.02 1088.15 729.043 359.106
internal_count=600957 594100 575053 19047 6857 4336 2521

Tree=147
num_cat=0
split_feature=47 6 28 8 8 16 7
split_gain=193.03 160.54 293.854 78.8236 125.577 44.2142 22.7277
threshold=-1.2433525025844572 -0.0032315300777554508 -0.0043148747645318499 -0.0056424618232995263 -0.060999499633908265 0.0084175541996955889 0.052881686016917236
leaf_value=-0.0004062926762825478 0.0012562858130139016 -0.0010092019131022652 -0.013155616325016228 0.0029273184725792942 -0.0015603652565824295 0.00064075292966999102 0.003788676817070609
leaf_weight=3800.0503899753094 27229.615873336792 5128.8204440027475 4085.1751106306911 11573.348426580429 46972.951874285936 45082.448994323611 1360.3749780803919
leaf_count=15808 109754 22326 21212 47089 195788 183451 5529
internal_value=-0.000217789 -0.00384773 -0.00701146 0.00018095 -0.000526758 0.00110784 -3.38937e-06
internal_weight=145233 14374.4 7885.23 130858 74202.6 56655.8 6489.2
internal_count=600957 64875 37020 536082 305542 230540 27855

Tree=148
num_cat=0
split_feature=12 47 23 2 8 6 33
split_gain=183.526 117.013 92.3023 90.4082 86.3083 52.2122 18.8109
threshold=-0.29334390163421625 -1.9132293462753294 -0.0014371092547662554 -0.0046504966448992482 -0.0073875426314771167 -0.0032315332209691401 -0.29953357577323908
leaf_value=-0.0017482631403317444 -0.011801042749161996 -0.00062498948890192952 0.0010961200102306871 -0.015183832730735364 0.00080401601291689017 -0.0020620376313442773 0.014585203510573871
leaf_weight=1177.6723137795925 1280.2167422398925 80887.052405454218 58456.147340863943 1725.2383613139391 467.30361464619637 1127.3838595151901 82.141324803233147
leaf_count=5234 6673 333106 239792 8881 2029 4907 335
internal_value=-0.000210684 -2.75921e-05 9.70366e-05 -0.0077283 -0.0117763 -0.00724065 -0.000683302
internal_weight=145203 141751 139343 3452.36 2192.54 2407.6 1259.81
internal_count=600957 584478 572898 16479 10910 11580 5569

Tree=149
num_cat=0
split_feature=47 23 28 7 8 19 50
split_gain=174.661 132.988 145.026 74.3997 101.136 31.6935 29.0881
threshold=-1.2433525025844572 -0.0014371092547662554 -0.0049122693017125121 -0.0070066021289676419 -0.060999499633908265 -0.020294477231800553 -0.19042925536632535
leaf_value=-0.00019766815000359328 0.0011050518555093163 -0.00027515885132004247 -0.0084741787753354492 0.0023186374817924971 -0.0014509752908408871 0.00058536764984688729 0.006067581510943029
leaf_weight=3493.3111837357283 26425.122843652964 2993.8093413859606 6781.1036893650889 15806.21652366221 46561.680921986699 42057.77123734355 1068.3801206499338
leaf_count=14530 106506 12503 32958 64564 193987 171025 4884
internal_value=-0.000203783 -0.00366168 -0.00566016 0.000175081 -0.000525557 0.00105883 0.00139302
internal_weight=145187 14336.6 10274.4 130851 72986.8 57864 4062.19
internal_count=600957 64875 47488 536082 300493 235589 17387

end of trees

feature_importances:
Column_7=152
Column_28=122
Column_48=88
Column_6=84
Column_8=72
Column_17=52
Column_9=40
Column_1=39
Column_16=39
Column_47=32
Column_23=31
Column_18=30
Column_34=28
Column_0=25
Column_21=25
Column_38=19
Column_13=15
Column_12=14
Column_26=14
Column_44=12
Column_3=10
Column_14=10
Column_22=10
Column_24=10
Column_33=10
Column_19=7
Column_20=7
Column_29=6
Column_55=6
Column_2=5
Column_5=5
Column_4=4
Column_35=4
Column_49=4
Column_50=4
Column_11=3
Column_37=3
Column_45=3
Column_25=2
Column_31=2
Column_46=1
Column_54=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: 0.033]
[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=0.033 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=903 910 914 930 910 909 912 911 911 920 922 917 922 916 917 909 927 911 929 913 922 920 922 918 929 924 921 917 913 918 924 927 915 924 919 926 927 912 926 927 915 913 910 913 913 910 913 932 928 919 917 921 911 923 922 924 923 920 930 922 921 926 916 919 916 924 923 920 916 915 916 906 917 918 920 916 915 924 924

Tree=0
num_cat=0
split_feature=45 17 0 55 34 0 49
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 0.0378807 0.0249231
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.00012096349079236192 0.00014087177463135162 0.00079510287404984043 0.023783389352423797 0.00012036732609052665 0.00093570880660186293 9.7087539921968165e-05 0.0001015004709155978
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000101058 0.000332961 0.00476065 0.000100176 0.000169054 9.87957e-05 0.000120432
internal_weight=587687 2227 102 585460 11505 573955 2125
internal_count=587687 2227 102 585460 11505 573955 2125

Tree=1
num_cat=0
split_feature=45 17 33 55 34 0 49
split_gain=0.10323 1.79946 7.7851 0.0478065 0.368741 0.0354218 0.0233054
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.022409115534017997 3.6595057953235761e-05 0.0006692365199284315 -0.00013816122365757042 1.6767258807184722e-05 0.00080520242979551014 -5.7442954107169578e-06 -1.4769969087514195e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-1.90438e-06 0.000222345 0.00450393 -2.75739e-06 6.38472e-05 -4.09249e-06 1.68295e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.0965291 1.68265 7.76837 0.0400104 0.210793 0.0315626 0.0217926
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00014236588518888756 0.00032398491042539402 0.00064715172064762588 0.022795708875224228 -5.4705234011405203e-06 7.2775976902496717e-06 6.5417433785063737e-05 -1.4282572155089944e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-1.84153e-06 0.000215008 0.0043553 -2.6664e-06 3.60183e-05 -4.59021e-06 1.62742e-05
internal_weight=587687 2227 102 585460 27736 557724 2125
internal_count=587687 2227 102 585460 27736 557724 2125

Tree=3
num_cat=0
split_feature=55 26 26 33 13 13 13
split_gain=0.0443388 0.319452 13.7118 0.119847 0.0359636 0.229333 0.0167012
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=8.5009406850539165e-06 -3.8888652233503309e-05 -1.4971827147848932e-05 0.025809687624167927 0.00042092276184367523 -3.7719488130904362e-06 0.00035221832831697594 -2.4115760049027315e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-1.78076e-06 6.19484e-05 0.000693275 1.46614e-05 -3.06999e-06 2.32929e-05 -5.64898e-06
internal_weight=587687 11653 812 10841 576034 51330 524704
internal_count=587687 11653 812 10841 576034 51330 524704

Tree=4
num_cat=0
split_feature=45 24 5 55 34 27 0
split_gain=0.08965 0.637598 9.8121 0.0416472 0.343821 0.0311852 0.0305502
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.16744337230920794 -0.034956371411681168
leaf_value=9.502964756683636e-06 3.4023117022669329e-05 0.023952608603186674 3.8314846396850711e-05 1.4187914166308912e-05 0.00077551579696984738 -0.00074282816276008239 -5.2970727621376367e-06
leaf_weight=1861 22392 20 284 10818 687 62 551563
leaf_count=1861 22392 20 284 10818 687 62 551563
internal_value=-1.722e-06 0.000207258 0.00161162 -2.51693e-06 5.96492e-05 -1.47532e-05 -3.76305e-06
internal_weight=587687 2227 304 585460 11505 1923 573955
internal_count=587687 2227 304 585460 11505 1923 573955

Tree=5
num_cat=0
split_feature=15 51 31 49 55 34 19
split_gain=0.131975 23.5425 42.7804 2.57207 0.0514476 0.430445 0.0311872
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 0.089487399905920043
leaf_value=-2.7169161033987597e-06 0.060154067778336692 0.0059426100727628358 -4.1426566434438429e-05 -3.2283392420506533e-05 2.2663339204498978e-05 0.0009631144165337921 6.5228924384356122e-05
leaf_weight=557504 20 79 36 11486 10561 558 7455
leaf_count=557504 20 79 36 11486 10561 558 7455
internal_value=1.78425e-06 0.000111888 0.021457 8.53084e-06 -4.36824e-07 6.98593e-05 -1.82033e-06
internal_weight=587699 11621 56 11565 576078 11119 564959
internal_count=587699 11621 56 11565 576078 11119 564959

Tree=6
num_cat=0
split_feature=45 47 3 17 49 0 23
split_gain=0.165927 1.31809 10.2329 0.577204 0.0779552 2.90698 0.0396631
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 2.1410850286483769 0.038437766954302795 -0.030672303400933739
leaf_value=0.019942899063322785 3.871569666735761e-05 0.0015595176139864648 0.0001233963967822201 4.0761206751297599e-06 -1.2879153376391155e-05 0.002760545403533874 -3.8437384768572511e-06
leaf_weight=32 24941 271 250 6290 12145 426 543344
leaf_count=32 24941 271 250 6290 12145 426 543344
internal_value=1.72537e-06 0.000163275 0.00237242 6.83231e-05 -1.77822e-07 8.11053e-05 -1.97588e-06
internal_weight=587699 6843 282 6561 580856 12571 568285
internal_count=587699 6843 282 6561 580856 12571 568285

Tree=7
num_cat=0
split_feature=21 5 9 31 19 47 23
split_gain=0.117566 1.9236 64.2001 0.353147 0.089231 0.997521 0.0295414
threshold=0.72027611732482921 2.1598320007324223 0.0035684190224856143 2.102653026580811 0.089487399905920043 -1.256108224391937 -0.034202711656689637
leaf_value=3.8216727469459314e-05 1.0636482816382383e-06 0.060049167244716595 -9.2927800878172211e-05 0.0007367121188236581 0.0016471588177272476 2.3603094358805662e-05 -4.3660051564684192e-06
leaf_weight=18347 21432 20 576 735 433 8543 537613
leaf_count=18347 21432 20 576 735 433 8543 537613
internal_value=1.66844e-06 7.51982e-05 0.00192526 2.54558e-05 -1.2943e-06 0.000101923 -2.96075e-06
internal_weight=587699 22763 596 22167 564936 8976 555960
internal_count=587699 22763 596 22167 564936 8976 555960

Tree=8
num_cat=0
split_feature=45 47 7 17 21 49 0
split_gain=0.152386 1.21023 13.0081 0.539663 0.11109 2.17931 0.0261388
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 0.72027611732482921 2.1410850286483769 -0.034956371411681168
leaf_value=0.024512960377556181 3.6193745023491573e-05 0.0015073334710320701 1.4538044356157799e-05 3.3244798852697807e-06 2.0800029434017744e-05 0.0021734607118098705 -4.3333561648335394e-06
leaf_weight=26 17904 271 256 6290 20922 525 541505
leaf_count=26 17904 271 256 6290 20922 525 541505
internal_value=1.61338e-06 0.000156431 0.00227326 6.54471e-05 -2.1051e-07 7.34949e-05 -3.03628e-06
internal_weight=587699 6843 282 6561 580856 21447 559409
internal_count=587699 6843 282 6561 580856 21447 559409

Tree=9
num_cat=0
split_feature=45 27 27 5 7 55 5
split_gain=0.142495 0.567807 16.7606 0.0906779 13.8298 0.0425669 0.0193466
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 2.1598320007324223 0.024630161002278331 2.0211037397384648 -1.6332069039344785
leaf_value=0.0001301136281166371 -3.0847859588640776e-06 0.017108486764774715 -3.3342857687123831e-05 0.012763467292753589 -2.8570037236359669e-05 6.3180853931071201e-05 -3.4484060515978239e-05
leaf_weight=943 561110 65 1400 93 8894 10759 4435
leaf_count=943 561110 65 1400 93 8894 10759 4435
internal_value=1.56014e-06 0.000151269 0.000727216 -2.03563e-07 0.000103806 -1.83808e-06 -5.62284e-06
internal_weight=587699 6843 1465 580856 8987 571869 5378
internal_count=587699 6843 1465 580856 8987 571869 5378

Tree=10
num_cat=0
split_feature=15 51 8 16 23 55 45
split_gain=0.109891 24.2488 41.069 1.34512 0.0331659 0.252119 0.0139092
threshold=0.55725386738777172 -0.044410638511180871 0.047026967629790313 -0.82018077373504628 -0.030672303400933739 -1.3123381733894346 -0.17180078476667401
leaf_value=0.00038191385442824246 0.059672692700464172 0.0031800655726423989 -0.00098144587052217589 -4.0522067124203185e-05 -0.00019446927626928152 3.8736703063734174e-06 -4.4900224216232597e-06
leaf_weight=2079 20 143 31 11393 420 25300 548492
leaf_count=2079 20 143 31 11393 420 25300 548492
internal_value=-8.44232e-07 9.97765e-05 0.0228045 -5.99734e-07 -2.86733e-06 3.25798e-05 -4.63539e-06
internal_weight=587878 11587 51 11536 576291 27379 548912
internal_count=587878 11587 51 11536 576291 27379 548912

Tree=11
num_cat=0
split_feature=32 51 55 49 23 55 0
split_gain=0.102758 22.6748 40.56 2.11627 0.031013 0.235754 0.0152004
threshold=0.55725386738777172 -0.044410638511180871 0.35734058916568762 -0.12514873594045636 -0.030672303400933739 -1.3123381733894346 0.022381779737770561
leaf_value=0.0003693107028462071 0.05869096324051061 0.0050684283529028942 -0.0015861317902210079 -3.9991291253841327e-05 -3.2043194688220093e-06 3.7458376315533234e-06 -2.8077152543486166e-05
leaf_weight=2079 20 89 31 11447 520706 25300 28206
leaf_count=2079 20 89 31 11447 520706 25300 28206
internal_value=-8.16372e-07 9.64839e-05 0.0220519 -5.7994e-07 -2.77271e-06 3.15047e-05 -4.48242e-06

Tree=12
num_cat=0
split_feature=15 51 50 5 46 49 0
split_gain=0.0960881 21.2029 41.3607 3.79408 0.025916 0.235823 0.0123709
threshold=0.55725386738777172 -0.044410638511180871 0.61834242939949047 -0.29874807596206659 -0.046981150284409516 -1.3179033398628233 0.022381779737770561
leaf_value=0.0003137538497793001 -0.0025460213378762767 0.0088931854716345418 0.058323117671278311 -4.0832031819363609e-05 -3.2814529422482713e-06 -1.9250506563753802e-06 -2.7176955717469027e-05
leaf_weight=2831 31 52 20 11484 520017 28728 24715
leaf_count=2831 31 52 20 11484 520017 28728 24715
internal_value=-7.89431e-07 9.32999e-05 0.0213242 -5.60802e-07 -2.68121e-06 2.63929e-05 -4.36561e-06
internal_weight=587878 11587 51 11536 576291 31559 544732
internal_count=587878 11587 51 11536 576291 31559 544732

Tree=13
num_cat=0
split_feature=15 51 23 5 23 49 0
split_gain=0.0898509 19.8266 40.2533 3.54781 0.0283238 0.219366 0.014486
threshold=0.55725386738777172 -0.044410638511180871 0.0095878983847796934 -0.29874807596206659 -0.030672303400933739 -1.3179033398628233 -0.13058857619762418
leaf_value=0.00032094732747165052 0.057120748749934142 0.0085997104641663529 -0.0029279985233142394 -3.9484575501309541e-05 0.0003629276138727136 1.5859904258189874e-07 -4.3049044909553465e-06
leaf_weight=2561 20 52 31 11484 117 24818 548795
leaf_count=2561 20 52 31 11484 117 24818 548795
internal_value=-7.6338e-07 9.0221e-05 0.0206205 -5.42296e-07 -2.59273e-06 3.01648e-05 -4.22663e-06

Tree=14
num_cat=0
split_feature=15 51 0 49 23 49 0
split_gain=0.0840186 18.5397 40.0822 1.9705 0.0264853 0.205127 0.0135457
threshold=0.55725386738777172 -0.044410638511180871 0.029497007839381698 -0.12514873594045636 -0.030672303400933739 -1.3179033398628233 -0.13058857619762418
leaf_value=0.00031035607251672626 -0.0035583678778831757 0.0048907885859269798 0.056362602805718781 -3.8554177617786497e-05 0.00035095100513829962 1.5336499895521988e-07 -4.162842752073438e-06
leaf_weight=2561 31 89 20 11447 117 24818 548795
leaf_count=2561 31 89 20 11447 117 24818 548795
internal_value=-7.38188e-07 8.72437e-05 0.0199401 -5.24401e-07 -2.50717e-06 2.91694e-05 -4.08715e-06

Tree=15
num_cat=0
split_feature=5 7 27 45 47 21 0
split_gain=0.061829 12.9957 50.2706 0.0294138 1.43021 0.0196485 0.0163404
threshold=2.1598320007324223 0.024630161002278331 0.016629584133625034 -0.092140045017003999 -1.256108224391937 1.2277988195419314 0.02376531902700663
leaf_value=0.0026515010458960995 -0.00052637553031385786 -3.1885840573155654e-05 0.058704418963263748 -3.1369078273425157e-06 -2.514987587060627e-05 -0.00027464150716499869 -2.8584032877281209e-05
leaf_weight=225 71 8651 20 542520 6429 379 28946
leaf_count=225 71 8651 20 542520 6429 379 28946
internal_value=-2.27768e-06 8.29714e-05 0.0124914 -3.62266e-06 6.53591e-05 -4.20746e-05 -4.42586e-06
internal_weight=587241 9121 91 578120 6654 9030 571466
internal_count=587241 9121 91 578120 6654 9030 571466

Tree=16
num_cat=0
split_feature=49 8 19 45 47 13 2
split_gain=0.0619445 4.79416 60.0623 0.0300693 1.17366 0.0235186 0.0184633
threshold=2.1410850286483769 0.02486436348408461 0.00092594261514022957 -0.092140045017003999 -1.256108224391937 0.37336885929107672 0.033429451286792762
left_child=3 2 -2 4 -1 -5 -3
right_child=1 6 -4 5 -6 -7 -8
leaf_value=0.0022307443090182413 -2.6754744649818405e-05 -1.1608440074069601e-05 0.059448982245909346 -2.9946339241592984e-06 -2.2571099135269432e-05 -3.2410168158703159e-05 -0.0001587849636981995
leaf_weight=262 245 11467 20 536491 6418 31328 1010
leaf_count=262 245 11467 20 536491 6418 31328 1010
internal_value=-2.20252e-06 6.97644e-05 0.00446198 -3.79869e-06 6.58074e-05 -4.61756e-06 -2.35222e-05
internal_weight=587241 12742 265 574499 6680 567819 12477
internal_count=587241 12742 265 574499 6680 567819 12477

Tree=17
num_cat=0
split_feature=5 7 49 12 33 19 15
split_gain=0.0580084 12.1089 51.0818 0.0241888 0.0317823 0.0177731 0.0156071
threshold=2.1598320007324223 0.024630161002278331 1.7832586169242861 3.7603465318679814 6.7063963413238534 0.089487399905920043 0.55725386738777172
leaf_value=-3.7688224858940547e-06 -0.0010643509230117356 -1.4121494751979134e-05 0.058642433325061576 -6.2120734172797678e-05 -0.00042869789315546752 4.2976730214146416e-05 -0.00011226665123226223
leaf_weight=567161 71 6625 20 1656 305 8998 2405
leaf_count=567161 71 6625 20 1656 305 8998 2405
internal_value=-2.12983e-06 8.04433e-05 0.012058 -3.43259e-06 -0.000119136 -3.03879e-06 -4.02609e-05
internal_weight=587241 9121 91 578120 1961 576159 9030
internal_count=587241 9121 91 578120 1961 576159 9030

Tree=18
num_cat=0
split_feature=49 7 14 0 21 19 3
split_gain=0.054888 8.64725 54.6166 0.0267907 0.0404358 0.0260999 0.0201053
threshold=2.1410850286483769 0.024630161002278331 0.14316833764314654 0.02376531902700663 4.1274077892303476 0.089487399905920043 0.045459374785423286
leaf_value=-2.6824784516415686e-06 -0.00034115029143051429 -1.0034398317177587e-05 0.058706390470776797 -2.8174135959413546e-05 -0.00030515915816307568 6.1735345356853878e-05 -0.00015156477962759304
leaf_weight=536562 116 11397 20 30414 585 6938 1209
leaf_count=536562 116 11397 20 30414 585 6938 1209
internal_value=-2.05955e-06 6.56844e-05 0.00834231 -3.56206e-06 -3.34013e-05 -1.86016e-06 -2.36081e-05
internal_weight=587241 12742 136 574499 30999 543500 12606
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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split_gain=0.881094 29.0082 1266.34 13.3526 0.803608 2.65418 0.0947951
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internal_value=2.63064e-06 0.00015214 0.00606372 1.87562e-05 -8.0515e-06 -0.000258032 -1.80822e-06
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Tree=70
num_cat=0
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split_gain=0.836669 7.36326 101.915 0.738927 4.5528 0.241406 0.137819
threshold=0.30268117785453802 0.066476602107286467 1.3952204585075381 2.1199098825454716 0.024757893756031994 2.1832678318023686 2.0925335884094243
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leaf_weight=567659 20423 2358 225 606 2669 4809 2043
leaf_count=567659 20423 2358 225 606 2669 4809 2043
internal_value=2.54383e-06 1.07831e-05 0.00176874 -0.00018152 -0.000644604 2.8511e-06 -0.000114014

Tree=71
num_cat=0
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leaf_count=52 541788 863 21 39127 51 13612 5278
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Tree=72
num_cat=0
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internal_value=4.26146e-06 0.000144354 0.00593957 1.86839e-05 -5.71813e-06 -0.000242809 -1.05378e-06
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Tree=73
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leaf_weight=80 542946 1054 36 39882 2331 4697 9785
leaf_count=80 542946 1054 36 39882 2331 4697 9785
internal_value=4.12083e-06 0.000136928 0.00469536 1.25929e-05 -5.6191e-06 -0.000292968 -1.96544e-06
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Tree=74
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internal_value=3.98484e-06 0.000136427 0.00560539 1.78318e-05 -5.44977e-06 -1.04078e-06 -0.000229561
internal_weight=600811 39953 848 39105 560858 550037 10821
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Tree=75
num_cat=0
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Tree=76
num_cat=0
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split_gain=0.605058 18.177 623.568 6.13995 0.470311 1.32483 0.304231
threshold=-0.024370512925088402 1.3952204585075381 -0.025395662523806092 -1.8247658610343931 2.1832678318023686 0.02491004299372435 0.074781253933906569
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leaf_count=80 542946 1054 36 39882 1847 5181 9785
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Tree=77
num_cat=0
split_feature=4 4 7 49 8 19 5
split_gain=0.657686 12.8812 177.628 0.501484 2.79326 0.28452 0.250878
threshold=0.074781253933906569 0.066476602107286467 -0.015038088895380495 2.1199098825454716 0.024757893756031994 0.0029871630249544982 2.0925335884094243
leaf_value=1.3811905149106762e-06 -0.00066693519631873895 0.033760457662793876 -0.00018040286175581674 -0.0033677933439903432 -5.1767061658965857e-05 -9.9720476921359759e-05 -0.0001903748656762868
leaf_weight=576939 1053 182 2170 352 1292 11273 7527
leaf_count=576939 1053 182 2170 352 1292 11273 7527
internal_value=3.39232e-06 8.71964e-06 0.00244597 -0.000220385 -0.000761768 -0.000148177 -1.08832e-06
internal_weight=600788 586818 2352 13970 1644 12326 584466
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Tree=78
num_cat=0
split_gain=0.614995 12.045 166.098 0.468932 2.61195 0.266385 0.234593
threshold=0.074781253933906569 0.066476602107286467 -0.015038088895380495 2.1199098825454716 0.024757893756031994 0.0035503690596669917 2.0925335884094243
leaf_value=1.3356111486387945e-06 -0.00063313055261949441 0.03264636407481445 -0.00017444956798281936 -0.0032566561519342943 -5.0058749528219026e-05 -9.5241221664174597e-05 -0.00018409249158765715
leaf_weight=576939 1101 182 2170 352 1292 11225 7527
leaf_count=576939 1101 182 2170 352 1292 11225 7527
internal_value=3.28037e-06 8.43189e-06 0.00236526 -0.000213112 -0.000736629 -0.000143287 -1.05241e-06

Column_49=53
Column_5=41
Column_7=36
Column_21=35
Column_15=31
Column_0=24
Column_45=24
Column_19=21
Column_51=21
Column_4=20
Column_23=18
Column_16=17
Column_17=17
Column_46=17
Column_55=17
Column_8=16
Column_31=15
Column_14=14
Column_20=13
Column_33=11
Column_47=10
Column_9=9
Column_13=9
Column_29=9
Column_3=7
Column_26=7
Column_32=7
Column_27=6
Column_34=6
Column_6=4
Column_24=4
Column_12=3
Column_18=3
Column_2=2
Column_1=1
Column_28=1
Column_35=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.033 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