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=1017 1046 1048 1040 1046 1039 1051 1047 1036 1042 1043 1041 1046 1035 1046 1040 1037 1043 1049 1051 1045 1043 1048 1049 1041 1045 1047 1041 1042 1043 1041 1037 1050 1044 1045 1044 1044 1037 1046 1048 1041 1036 1043 1042 1047 1038 1040 1044 1038 1044 1044 1040 1046 1042 1040 1037 1048 1046 1047 1038 1041 1039 1043 1046 1042 1038 1043 1045 1035 1045 1028 1051 1035 1044 1038 1052 1050 1044 1052 1051 1046 1044 1050 1044 1047 1045 1034 1047 1034 1038 1048 1048 1046 1036 1039 1049 1051 1055 1054 1047 1044 1042 1041 1056 1045 1042 1036 1041 1049 1047 1033 1035 1035 1036 1051 1036 1040 1039 1037 1043 1041 1047 1045 1043 1051 1046 1048 1039 1031 1039 1048 1056 1051 1057 1051 1048 1050 1058 1042 1055 1053 1052 1044 1052 1052 1034 1055 1058 1037 1052 1038 1033 1032 1041 1043 1035 1038 1041 1052 1042 1046 1049 1045 1050 1048 1042 1040 1037 1062 1054 1040 1047 1048 1038 1045 1052 1043 1052 1046 1048 1053 1054 1039 1041 1049 1037 1040 1036 1045 1046 1063 1038 1040 1053 1049 1056 1042 1048 1046 1050

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
left_child=3 5 -3 6 -5 -2 -1
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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=4410.63 1615.5 961.761 676.88 472.568 376.891 359.719
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
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leaf_value=-0.010900347468437528 0.0076113608669917746 0.0048776383910376928 0.00096405797475679984 -0.0012552471504552857 0.020567133815035415 -0.028892679287995788 -0.011986272036311457
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internal_value=2.04909e-05 0.00224835 -0.0141849 0.000319378 0.00920009 -0.0243889 -0.00919634
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shrinkage=0.032

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=4142.09 1510.74 953.005 647.542 476.734 440.071 192.032
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
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leaf_weight=377.32889392971992 23539.516306459904 26319.878894552588 4869.5009997189045 70253.247530668974 11125.576378703117 3296.8949658870697 2925.9990224391222
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=1.96596e-05 0.00217553 -0.0137667 0.000309125 -0.0105351 0.00889193 -0.0294145
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Tree=3
num_cat=0
split_feature=28 18 28 38 18 28 21
split_gain=2493.71 1964.59 1427.68 544.918 180.729 159.307 115.788
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
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leaf_weight=9317.9962143748999 1565.1919395774603 65700.732148453593 36495.065476685762 3167.8617323338985 1530.2074105143547 24369.21562923491 554.64486102759838
leaf_count=38247 6559 270874 150243 12965 6363 100167 2269
internal_value=1.88592e-05 -0.00250262 -0.00174189 0.00711567 -0.0276185 0.00583184 0.0187339
internal_weight=142701 105291 102196 37409.7 3095.4 33687.2 3722.51
internal_count=587687 434039 421117 153648 12922 138414 15234

Tree=4
num_cat=0
split_gain=3789.61 1315.11 853.764 618.723 381.417 338.036 311.104
leaf_value=-0.010080784041683978 0.0069039658263360115 0.0046877796337114752 0.00094519833130417221 -0.0011739878285316485 0.018494785690923533 -0.027178935292398121 -0.011104753523998702
leaf_weight=1582.5080086290836 23591.258024379611 24817.693831652403 2799.6688657253981 71742.077874004841 3315.7851995527744 4702.2984813898802 10141.465015545487
internal_value=1.81152e-05 0.00207597 -0.0131972 0.000332598 0.00833232 -0.0228736 -0.00849788
internal_weight=142693 123467 19225.9 96559.8 26907 6284.81 12941.1

Tree=5
num_cat=0
split_feature=48 7 7 18 7 6 6
split_gain=3526.3 796.201 955.54 789.762 461.178 153.992 103.723
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
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leaf_weight=369.41299739480019 15351.647883161902 59482.599446296692 32872.65020442009 2238.7898786962032 13671.783878371119 2838.0228959769011 15859.556199327111
leaf_count=1534 62881 245082 135076 9247 56737 11993 65149
internal_value=1.0538e-05 0.00198929 0.000496034 -0.0127789 -0.00985866 -0.0272646 0.00640791
internal_weight=142684 123566 92355.2 19118 15910.6 3207.44 31211.2
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=3312.07 1297.87 749.408 575.773 406.699 355.183 148.581
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.00089833911624737095 1.0000000180025095e-35 0.0020204392494633798
leaf_value=-0.0073752035906859987 0.0067474108637726885 -0.0038495053592420897 -0.0019118333475223507 0.0017011274987793509 -0.012989911758734235 0.017923982088656466 -0.029053191604617806
leaf_weight=365.73384986817837 23748.033990725875 26303.705662727356 4914.1618706285954 70233.447473347187 10966.102648109198 3318.4873425066471 2821.1444553732872
leaf_count=1521 97230 108457 20320 289007 45664 13494 12006
internal_value=1.00488e-05 0.00192501 -0.0124038 0.000188733 -0.00956179 0.00811771 -0.0265654
internal_weight=142671 123604 19067.1 96537.2 15880.3 27066.5 3186.88
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=3120.77 1474.08 886.073 516.024 596.762 335.222 31.313
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0537413446581929e-05 1.0000000180025095e-35 -0.016868890263140198
leaf_value=0.0031477244437199993 0.0065552656495873659 -0.0046457148141040927 0.0016462172890717467 -0.030768721469941755 -0.012976404835468733 0.017202607826775199 -0.0061990841140305251
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Tree=8
num_cat=0
split_feature=28 47 7 18 38 21 28
split_gain=1942.75 1604.3 696.832 688.284 320.848 132.023 65.2671
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
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internal_value=9.11203e-06 -0.00185167 -0.000454538 -0.012142 0.00750457 0.016718 0.0062475
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Tree=9
num_cat=0
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split_gain=2863.1 677.144 815.295 644.514 1076.4 86.9415 61.0382
threshold=-1.1056645214557645 -0.024109717458486554 0.044861363247036941 -0.0015730941086076198 6.0537413446581929e-05 -0.022537890821695324 1.0000000180025095e-35
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internal_value=8.70458e-06 0.00178323 0.000466944 -0.011576 -0.0154347 -0.00254728 0.00604274
internal_weight=142616 123672 94476.3 18943.8 13271.8 5672.05 29195.5
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=2814.39 997.145 436.364 557.185 392.489 295.765 54.8205
threshold=-0.72379013895988453 -1.256108224391937 -0.020395196042954918 0.056312030181288726 0.046553775668144233 -0.0026376470923423763 0.022074085660278801
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Tree=11
num_cat=0
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split_gain=2640.88 942.412 725.144 456.374 394.73 294.745 284.229
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Tree=12
num_cat=0
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Tree=13
num_cat=0
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Tree=14
num_cat=0
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internal_weight=142548 132246 104289 10302.2 7654.85 27957.2 2647.39
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Tree=15
num_cat=0
split_feature=48 28 28 0 6 44 28
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threshold=-0.0014371092547662554 -0.0014412749442271886 -0.0042997456621378652 -0.00067674985621124495 1.0000000180025095e-35 -0.0037716437363997097 3.8360519409179692
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leaf_weight=43826.801570095122 10717.274111606181 17183.102711066604 7673.7277575358748 45356.775183990598 2072.6241310089827 15914.356813132763 1518.3947481811047
leaf_count=178652 44189 78947 32345 186518 8430 64822 6175
internal_value=-7.96932e-05 -0.000634603 -0.0027819 0.000707103 0.000173691 0.000258837 0.00277478
internal_weight=144263 84598 24856.8 59665.1 47429.4 59741.2 12235.7
internal_count=600078 354766 111292 245312 194948 243474 50364

Tree=191
num_cat=0
split_feature=48 6 0 17 25 23 17
split_gain=58.9983 51.9791 283.927 150.601 19.9476 12.649 9.51677
threshold=-2.5940562486648555 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.84910756349563588 -0.027622920460999009 3.7556935548782353
leaf_value=-0.021851538065103003 0.00034844066716397477 -0.010742422491979913 -0.0046186026572998164 0.00079677569494244517 0.078693812745888339 -0.0072308432747400344 0.031635220323315873
leaf_weight=147.02055539190769 60458.418165430427 1178.4203180968761 14637.655636876822 67446.744182251394 1.7626200914382923 374.55652818828821 3.4872084707021704
leaf_count=1145 245668 5141 67976 277617 8 2501 22
internal_value=-7.7162e-05 -3.79798e-05 -0.000619731 0.000598626 -0.0107663 -0.00682839 -0.0206123
internal_weight=144248 143721 75096.1 68625.2 526.827 376.319 150.508
internal_count=600078 596402 313644 282758 3676 2509 1167

Tree=192
num_cat=0
split_feature=48 22 7 21 25 21 17
split_gain=55.6757 47.7379 79.6452 33.3978 19.1835 11.5211 8.98712
threshold=-2.5940562486648555 -0.55687132477760304 -0.0065563677344471208 -0.075601164251565919 -0.84910756349563588 -0.15731734037399289 3.7556935548782353
leaf_value=-0.021458116225334445 -0.0012122193283279096 0.0018108474706383681 0.00065427877334552011 8.070724732846264e-05 -0.0088812528559155668 0.0073865840534143804 0.030096524110731337
leaf_weight=144.95879860967398 56857.746582850814 19537.967572338879 39795.059704340994 27514.007883235812 323.11312041431665 51.714364714920521 3.5471884533762923
leaf_count=1145 240841 79637 162944 112980 2227 282 22
internal_value=-7.47259e-05 -3.67847e-05 -0.000443722 0.000799135 -0.0104932 -0.0066368 -0.0202267
internal_weight=144228 143705 96652.8 47052 523.333 374.827 148.506
internal_count=600078 596402 403785 192617 3676 2509 1167

Tree=193
num_cat=0
split_feature=47 34 6 21 50 5 48
split_gain=55.0382 101.082 127.147 67.2179 25.3658 21.5052 16.0341
threshold=1.0000000180025095e-35 1.3778149485588076 -0.0032315368298441167 -0.2052076458930969 -0.06362756714224814 1.3077449798583987 -0.33299300819635386
leaf_value=-0.0010945079170545022 0.0025627161090047991 -0.015809098394012649 -0.0017589533960234382 0.00098049238676746302 0.00043238064133313152 -0.0016829507023127634 0.00075443739088863781
leaf_weight=49774.417098477483 8799.9082180857658 990.78555338084698 1972.8064869046211 23550.010791286826 41859.860078811646 5577.0591297894716 11693.780246183276
leaf_count=211609 36287 6201 8539 97455 170030 22663 47294
internal_value=-7.23486e-05 -0.000662245 -0.00645619 -0.000428069 0.000590122 0.000183686 0.00153091
internal_weight=144219 76288 2963.59 73324.4 67930.6 47436.9 20493.7
internal_count=600078 323804 14740 309064 276274 192693 83581

Tree=194
num_cat=0
split_feature=6 0 6 17 6 21 6
split_gain=54.4555 356.125 150.739 139.191 145.925 82.6098 71.1462
threshold=-0.0032315261196345087 -0.0022947916295379396 -0.0032315332209691401 -0.93323016166687001 0.35522730648517614 1.4956800341606142 0.67479363083839428
leaf_value=0.00015289522447520281 0.0032667268868861086 -0.0092545154902834055 -0.0022289361253773586 0.0015027893859243765 -0.019584812142098163 0.0080977298073637745 -0.00062845053423438862
leaf_weight=59147.845682889223 481.7063323110342 6001.8912220969796 6529.2654928267002 45068.671683803201 704.88745738565922 1371.246214479208 24901.468389518559
leaf_count=240342 2016 31804 28776 184660 3172 5609 103699
internal_value=-7.00563e-05 -0.000683783 -0.00559389 0.000560002 -0.0103081 0.00033291 0.000744309
internal_weight=144207 73050.2 12531.2 71156.7 1186.59 60519.1 69970.1
internal_count=600078 306531 60580 293547 5188 245951 288359

Tree=195
num_cat=0
split_feature=1 1 22 1 37 0 0
split_gain=55.0706 218.875 70.0432 30.797 29.2653 58.8514 30.7748
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.45530457794666285 0.0044280933216214189 0.76045024394989025 0.00065197728690691303 -0.042959121987223618
leaf_value=0.0031497953997475046 -0.0062651665884902383 0.00059566969855578749 0.00017923930661735492 -0.00077796048440725168 0.0048814154057265921 -0.010310938578314808 0.00028615894505368159
leaf_weight=4118.8506755381823 8315.0173147320747 40807.513600111008 2179.7698997333646 28307.39161798358 3020.9232879579067 285.80166055262089 57360.036939620972
leaf_count=16713 40023 169370 9304 116886 12331 1196 235134
internal_value=-5.70059e-05 -0.00062076 -0.00492666 3.3072e-05 0.000635745 0.00356833 0.000478012
internal_weight=144395 79609.7 10494.8 69114.9 64785.6 3306.72 61478.9
internal_count=600957 335583 49327 286256 265374 13527 251847

Tree=196
num_cat=0
split_feature=6 0 6 17 6 6 21
split_gain=50.815 253.553 191.739 138.085 136.174 73.55 72.4841
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 0.70399811863899242 0.67479363083839428 4.5086498260498056
leaf_value=0.000180731883701567 -0.0023961296067682479 -0.0081399341028392611 -0.00089402724693230017 0.0015701636992926143 -0.025316269170057783 -0.00061512045796223425 0.011101449153078969
leaf_weight=59906.21173068881 769.2864908427 7158.4255324751139 7830.0499742403626 42661.42901109159 405.27077512443066 25021.267716452479 628.89141270518303
leaf_count=243438 3283 37207 33917 174426 1871 104224 2591
internal_value=-5.51994e-05 -0.000628424 -0.00435464 0.000573521 -0.0103045 0.000762297 0.000294186
internal_weight=144381 75523.6 14988.5 68857.3 1174.56 67682.7 60535.1
internal_count=600957 317153 71124 283804 5154 278650 246029

Tree=197
num_cat=0
split_feature=1 1 34 9 34 0 9
split_gain=50.646 200.069 50.5207 29.6882 28.1106 24.5471 24.0148
threshold=-0.0037464592605829235 -0.0036749573191627856 1.3685106635093691 0.10726100578904153 -1.579394996166229 -0.10270385444164275 -0.072766341269016252
leaf_value=0.0012356648854932463 -0.0041435984220635821 -0.00030413399151337753 -0.013334023339390927 0.0013460571671769948 0.0054254838688458443 0.00070244225490875487 -0.0036250161601557051
leaf_weight=1646.9555847942829 9813.8100202381611 55106.569489441812 653.25958799570799 14000.123668581247 1148.7056279480457 59158.41739231348 2828.2263991981745
leaf_count=6634 44917 229917 4410 56339 4652 242034 12054
internal_value=-5.34755e-05 -0.00059429 -0.00471718 3.01734e-05 0.000610821 0.000792405 -0.00183619
internal_weight=144356 79573.8 10467.1 69106.7 64782.3 60307.1 4475.18
internal_count=600957 335583 49327 286256 265374 246686 18688

Tree=198
num_cat=0
split_feature=6 0 6 21 6 17 6
split_gain=47.289 231.702 178.597 130.15 73.6368 68.6566 66.4637
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.0032315314747393127 1.4956800341606142 0.39170515537261968 -0.93323016166687001 0.67479363083839428
leaf_value=0.010653536683186516 0.00155317084952406 -0.00783797797864501 -0.00083527344139607473 0.00087312593238865618 -0.012489228642442287 0.00016418569445091655 -0.00053818419335960224
leaf_weight=645.86788214743137 42428.364717289805 7124.7101112529635 7825.9152322337031 650.16996274888515 1204.9911099970341 59888.136098310351 24572.819539681077
leaf_count=2679 173440 37207 33917 2710 5289 243350 102365
internal_value=-5.17835e-05 -0.000604978 -0.00417241 0.000554663 -0.00780618 0.000276102 0.000786162
internal_weight=144341 75484.6 14950.6 68856.3 1855.16 60534 67001.2
internal_count=600957 317153 71124 283804 7999 246029 275805

Tree=199
num_cat=0
split_feature=12 48 13 45 28 13 33
split_gain=45.2031 53.4746 59.6003 32.6396 41.1462 31.4838 25.8644
threshold=-0.29080538451671595 -0.70983687043189991 -0.0039383406983688465 0.0029106974834576253 0.024887462146580223 -1.3620675802230833 -0.38968080282211298
leaf_value=-0.00064998430201343492 0.0049408281774858606 -0.003781931908809706 -0.010903501817340464 -0.0013023312965481811 0.00074659413071286333 0.0003160995366658542 0.0037686220546000312
leaf_weight=1017.0577097833157 1532.3703939169645 785.97324113547802 1352.4087067246437 31412.469685666263 14748.640260890126 92332.140453539789 1136.0416280478239
leaf_count=4838 6206 3363 8313 131376 59826 382343 4692
internal_value=-5.01612e-05 -0.00328517 -0.00650233 4.89848e-05 -0.000647692 0.0003916 0.000680959
internal_weight=144317 4291.48 2369.47 140026 46161.1 93864.5 1922.01
internal_count=600957 21206 13151 579751 191202 388549 8055

end of trees

feature_importances:
Column_7=163
Column_28=137
Column_6=135
Column_48=112
Column_8=89
Column_17=76
Column_1=62
Column_0=56
Column_9=55
Column_23=49
Column_34=46
Column_16=45
Column_47=39
Column_18=37
Column_21=37
Column_12=28
Column_13=20
Column_26=19
Column_38=19
Column_22=16
Column_33=14
Column_44=14
Column_3=10
Column_14=10
Column_20=10
Column_35=10
Column_19=9
Column_2=8
Column_24=8
Column_37=7
Column_45=7
Column_49=7
Column_5=6
Column_29=6
Column_50=6
Column_4=5
Column_25=5
Column_11=4
Column_46=4
Column_51=3
Column_55=3
Column_31=2
Column_27=1
Column_53=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: 0.032]
[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=0.032 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=902 911 915 925 914 907 913 908 912 918 922 922 923 915 916 909 925 909 926 911 918 916 924 917 929 925 920 913 914 916 924 927 917 928 913 925 929 917 927 923 923 916 913 915 911 914 912 930 927 920 916 919 933 927 923 925 926 919 931 920 923 925 919 916 920 922 920 912 915 927 913 905 913 918 909 919 917 918 924 919 924 916 918 921 917 930 920 917 917 933 930 928 927 927 920 920 907 914 926 921

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=0.00012041998700721237 0.00013972498951774783 0.00077413090410537329 0.023065802640710422 0.00011984188790240241 0.0009104760508224861 9.7267549799557825e-05 0.00010154675561156231
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=0.000101118 0.000325993 0.00461951 0.000100263 0.000167053 9.8924e-05 0.000119904
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=0.103443 1.80318 7.78401 0.0479054 0.369504 0.0354951 0.0233536
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.021733347570822976 3.5522815196516874e-05 0.0006496277373316216 -0.00012914142112052183 1.6275972562390925e-05 0.00078160987345452556 -5.5759853828467062e-06 -1.4337165558894976e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-1.84858e-06 0.000215831 0.00437196 -2.6766e-06 6.19765e-05 -3.97258e-06 1.63364e-05

Tree=2
num_cat=0
split_feature=45 17 6 23 49 31 49
split_gain=0.096929 1.68962 7.78234 0.0401323 0.210796 0.0315953 0.0218829
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00013323296120009817 0.00031422086659820789 0.00062883962915632227 0.022129743610415611 -5.3133838419661351e-06 7.1086395405979357e-06 6.3462104229856987e-05 -1.3878441624509855e-06
leaf_weight=82 2517 58 20 550798 25219 6926 2067
leaf_count=82 2517 58 20 550798 25219 6926 2067
internal_value=-1.78943e-06 0.000208924 0.00423206 -2.59095e-06 3.49786e-05 -4.45931e-06 1.58137e-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=0.0445285 0.319538 13.7117 0.11986 0.0361298 0.229254 0.0166907
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=8.2967968206288811e-06 -3.750011870286077e-05 -1.439917182020614e-05 0.025027746232631414 0.00040830923732511674 -3.6720273928638957e-06 0.00034154076073008845 -2.3393139802902275e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-1.73216e-06 6.01978e-05 0.000672476 1.43377e-05 -2.98499e-06 2.2638e-05 -5.4916e-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=0.0902266 0.637593 9.81549 0.0419111 0.345277 0.0310551 0.0307532
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.16744337230920794 -0.034956371411681168
leaf_value=9.8105907310195132e-06 3.3100475755652882e-05 0.02323115367119899 3.7527834949031154e-05 1.3846050039323878e-05 0.00075366503110252392 -0.00071819841461406365 -5.1547064779674146e-06
leaf_weight=1861 22392 20 284 10818 687 62 551563
leaf_count=1861 22392 20 284 10818 687 62 551563
internal_value=-1.67673e-06 0.000201621 0.00156342 -2.45005e-06 5.8023e-05 -1.36614e-05 -3.66224e-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=0.132118 23.5428 42.78 2.57452 0.0517912 0.432606 0.0313885
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 0.089487399905920043
leaf_value=-2.6512865921435975e-06 0.058331178565019216 0.0057653195037317894 -3.99324243189767e-05 -3.1275048972593126e-05 2.2079676141713846e-05 0.00093631865453070178 6.3447845363128272e-05
leaf_weight=557504 20 79 36 11486 10561 558 7455
leaf_count=557504 20 79 36 11486 10561 558 7455
internal_value=1.72192e-06 0.000108547 0.0208069 8.32123e-06 -4.33014e-07 6.79602e-05 -1.77907e-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
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num_cat=0
split_feature=46 23 23 49 15 9 5
split_gain=0.50972 3.39588 82.6499 0.910717 0.752299 1.14829 0.0945684
threshold=0.015988946892321113 -0.024370512925088402 -0.025395662523806092 2.0066027045249943 0.48480661213397985 -0.0018452440272085366 2.5078352689743046
leaf_value=-3.7814893076318917e-06 4.282990652141103e-05 2.6983209848506325e-05 0.01785043139442331 -0.0010169399575874149 -0.0017592587319828956 -0.00022214573943920399 -0.00029999917824302127
leaf_weight=515387 6678 72294 278 866 580 3506 1106
leaf_count=515387 6678 72294 278 866 580 3506 1106
internal_value=3.7266e-06 7.88668e-05 0.00075452 1.46262e-05 -7.83732e-06 -0.000440336 -4.4158e-06
internal_weight=600695 80116 6956 73160 520579 4086 516493
internal_count=600695 80116 6956 73160 520579 4086 516493

Column_49=67
Column_7=63
Column_5=44
Column_4=41
Column_15=39
Column_51=35
Column_0=26
Column_46=26
Column_16=24
Column_45=23
Column_19=21
Column_23=21
Column_8=19
Column_20=19
Column_14=18
Column_17=18
Column_9=17
Column_55=17
Column_29=13
Column_31=13
Column_13=11
Column_26=10
Column_32=9
Column_33=9
Column_47=9
Column_27=8
Column_34=6
Column_24=5
Column_6=4
Column_1=3
Column_12=3
Column_18=3
Column_25=3
Column_2=2
Column_28=1
Column_35=1
Column_48=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.032 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