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 1035 1044 1036 1038 1037 1044 1030 1036 1037 1038 1033 1046 1039 1029 1038 1040 1035 1042 1035 1044 1039 1045 1039 1046 1040 1037 1034 1043 1034 1040 1041 1044 1037 1032 1034 1036 1044 1044 1040 1047 1039 1042 1034 1029 1043 1049 1039 1049 1043 1040 1043 1031 1038 1040 1038 1039 1041 1042 1035 1038 1043 1043 1036 1041 1044 1038 1037 1037 1032 1042 1038 1036 1036 1035 1042 1032 1038 1036 1043 1028 1030 1037 1035 1035 1044 1042 1041 1044 1042 1050 1046 1047 1045 1053 1050 1042 1046 1050 1055 1048 1030 1047 1051 1041 1037 1045 1040 1039 1042 1039 1041 1040 1033 1047 1033 1035 1044 1034 1039 1028 1042 1042 1043 1034 1028 1031 1050 1046 1046 1045 1045 1046 1030 1057 1043 1046 1042 1047 1046 1062 1035 1036 1047 1063 1059 1049 1046 1050 1050

Tree=0
num_leaves=8
num_cat=0
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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leaf_value=-0.36827689035070443 -0.32533937062225698 -0.3508354668328425 -0.33232561536767241 -0.4174082314413658 -0.38776195765012189 -0.33297346633365932 -0.32879904788837327
leaf_weight=405.78209093213081 18072.237575858831 67799.606488317251 34781.911829024553 1458.2414458692074 1229.7310044765472 18832.077290117741 133.07515609264374
leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341766 -0.340505 -0.344559 -0.396278 -0.403845 -0.329235 -0.358528
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=4313.2 1575.3 929.085 640.519 472.74 364.3 354.198
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=-0.02062181438167773 0.014287850304497036 0.0090516999265205997 0.001803968215417642 -0.0023183852300027578 0.038982647792561734 -0.054359608767773647 -0.022693081290859569
leaf_weight=1589.4690923541784 23523.120307788253 24810.042638748884 2799.6276721954346 71758.070467039943 3287.6513934284449 4749.6743669211864 10190.029665842652
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=3.71772e-05 0.00423465 -0.026756 0.000602789 0.017316 -0.0459002 -0.0174133
internal_weight=142708 123379 19328.8 96568.1 26810.8 6339.14 12989.7
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.061

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=3820.55 1383.74 878.722 631.285 452.465 412.061 181.737
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_value=-0.014142800280660586 0.013384220605053138 -0.0074932286336824175 -0.0038375988608696995 0.0035839182143537099 -0.026150805427315051 0.036374904019933589 -0.059212434389721472
leaf_weight=376.10864460468292 23577.698743000627 26313.12010987103 4864.5316019654274 70263.177272632718 11092.714356556535 3307.7519578486681 2899.0050092637539
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=3.36918e-05 0.00397318 -0.0252558 0.000565845 -0.0193487 0.0162128 -0.0540367
internal_weight=142694 123462 19232.4 96576.3 15957.2 26885.5 3275.11
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 47 28 6 38 28 21
split_gain=2187.98 1729.19 942.703 766.783 482.07 143.597 114.009
threshold=-0.014725709334015845 -1.256108224391937 0.021683344617486004 6.0543838117155253e-05 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.01681220762428063 -0.038824087396724993 -0.0063378208155701176 0.0063931544355700608 -0.0092582592621342184 0.029005579562617935 0.0079192047963073924 0.058911220843302282
leaf_weight=9342.621203109622 7075.2420485764742 57248.150240048766 34798.117905050516 6059.3790228962898 3182.681585162878 24405.645335435867 557.41802895069122
leaf_count=38247 29591 236175 143217 25056 12965 100167 2269
internal_value=3.04845e-05 -0.00447941 -0.00152487 -0.0251845 0.0126839 0.0103811 0.0334627
internal_weight=142669 105181 92046.3 13134.6 37488.4 33748.3 3740.1
internal_count=587687 434039 379392 54647 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 18 48 7 38 0
split_gain=3201.06 1059.01 750.4 539.587 393.171 313.397 160.704
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 -0.022537890821695324 1.0000000180025095e-35 -0.0015730941086076198
leaf_value=-0.012520468250040832 0.01182971909734312 -0.0068281053778997541 0.0091343806828773667 0.0034197484589134613 -0.021205760548865922 0.031795966504886294 -0.055057173543883488
leaf_weight=374.02730588614941 23666.590071007609 26261.253160923719 1791.5268632769585 70292.495071202517 14079.672313943505 3337.802543208003 2839.2536076456308
leaf_count=1559 96751 108413 7398 289249 58635 13523 12159
internal_value=2.77327e-05 0.00361907 -0.0232236 0.000632477 -0.017781 0.0142976 -0.0501059
internal_weight=142643 123558 19084.5 96553.7 15871.2 27004.4 3213.28

Tree=5
num_cat=0
split_feature=48 48 7 6 6 7 7
split_gain=2843.64 934.986 550.277 491.95 551.52 352.558 25.4676
threshold=-1.4875389337539671 -0.34191577136516565 -0.0097913797944784147 1.0000000180025095e-35 6.0537413446581929e-05 -0.04316392354667186 -0.016868890263140198
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.005341893784242456 0.0089647280347507283 0.012991628605012814 -0.0090457386432252103 -0.056575603675335207 -0.023837772594254937 0.0038126015075529681 -0.010720502212631679
leaf_weight=440.04351669549942 7891.5592690110207 19793.989906772971 31543.72953556478 3460.5797476619482 4286.663501560688 72969.271179750562 2222.0866803526878
leaf_count=1809 32423 80944 130679 14858 18009 299719 9258
internal_value=9.3133e-06 0.00242641 -0.00544159 -0.0306877 -0.0384613 0.00577124 -0.00806543
internal_weight=142608 132199 39435.3 10409.4 7747.24 92763.3 2662.13
internal_count=587699 543765 163102 43934 32867 380663 11067

Tree=6
num_cat=0
split_feature=48 28 48 0 6 38 3
split_gain=2526.84 1212.38 685.242 442.982 504.634 279.207 22.4746
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0536020100698813e-05 1.0000000180025095e-35 -0.0048636121209710828
leaf_value=-0.0026655330052218684 0.011283197552742512 -0.0078724818478528562 0.0026845073804665134 -0.054940199134209299 -0.023222408134699668 0.029932897011734929 -0.013980755734896964
leaf_weight=1501.8522971570492 24595.245646968484 33907.521747738123 70335.518766239285 3207.7004380375147 4464.1025171279907 3399.9663213640451 1155.8644266724586
leaf_count=6242 100339 140692 289007 13997 18870 13727 4825
internal_value=7.7277e-06 0.00227743 -0.000749404 -0.029049 -0.0364841 0.0135482 -0.00758662
internal_weight=142568 132238 104243 10329.5 7671.8 27995.2 2657.72
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=7
num_cat=0
split_feature=48 28 18 17 7 17 34
split_gain=2264.37 867.282 569.013 443.761 395.086 242.932 63.4288
threshold=-1.1056645214557645 -0.031506778672337525 -0.020662431605160233 -0.89923131465911854 0.046553775668144233 -0.9409729242324828 1.5559740066528323
leaf_value=-0.043003488358362936 0.05082342074918391 -0.030438322323707964 -0.019378649948136154 0.00084349168846190742 0.0095704678886964975 0.011744721871977171 -0.066980584275663155
leaf_weight=1634.8698717951775 605.38089787960052 1717.9996509104967 14568.013465434313 94821.804219171405 1994.353806912899 26623.248601526022 548.19722232222557
leaf_count=7279 2433 7062 61417 390402 8332 108291 2483
internal_value=6.26846e-06 0.00299865 -0.0197512 0.000286808 -0.0158927 0.0126136 -0.0490245
internal_weight=142514 123768 18745.4 96539.8 16562.4 27228.6 2183.07
internal_count=587699 508188 79511 397464 69749 110724 9762

Tree=8
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=1351.12 1204.21 956.598 601.089 317.908 103.519 89.4525
threshold=-0.014725709334015845 0.018866457976400856 -1.256108224391937 -0.9409729242324828 1.0000000180025095e-35 -0.16511735320091245 3.1571753025054936
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
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leaf_weight=9442.9432661235332 10991.50469148159 1256.42496304214 56614.424178555608 35753.107211053371 3215.9768712222576 24625.577141165733 563.35896375775337
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internal_value=5.04701e-06 -0.00356807 -0.00841033 0.00527736 0.00988153 0.00801948 0.0266668
internal_weight=142463 104615 67605.9 37009.5 37847.9 34068.5 3779.34
internal_count=587699 433475 281329 152146 154224 138997 15227

Tree=9
num_cat=0
split_feature=48 48 7 7 7 1 29
split_gain=1949.9 721.56 441.363 404.218 464.463 250.319 48.2104
threshold=-0.72379013895988453 -1.8694132566452024 0.046553775668144233 -0.024109717458486554 0.060109028592705734 -0.0026376470923423763 -0.071069013327360139
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.01388721495557523 0.012398629470530508 -0.012674875375561693 0.0090401992980507235 -0.0012103593528890366 0.0087851936513558652 -0.043188659472710021 0.0071719624985124315
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internal_value=4.09689e-06 -0.0133489 -0.00929779 0.00381945 0.00171597 -0.0342898 0.0102749
internal_weight=142416 31649.5 26519.3 110767 83544.1 5130.2 27222.5
internal_count=587699 133483 110990 454216 343185 22493 111031

Tree=10
num_cat=0
split_feature=48 47 8 8 7 1 29
split_gain=1801.28 704.696 345.262 476.288 342.599 260.385 44.185
threshold=-0.72379013895988453 -1.256108224391937 -0.014864472672343252 0.056312030181288726 0.0020101865520700817 -0.0026376470923423763 -0.05486496910452842
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.010706213924629454 0.011073168828827576 0.0053465824027936213 -0.0015160778000537329 0.0085475857540845222 -0.011771281321334173 -0.036779680319096307 0.0062156765121401669
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internal_value=0.000124865 -0.0127294 0.00378645 0.00169717 -0.00780383 -0.0295916 0.0093345
internal_weight=142405 31571.3 110833 80513.4 24434 7137.33 30319.8
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Tree=11
num_cat=0
split_feature=48 6 6 28 17 44 28
split_gain=1592.68 675.36 1242.39 430.581 381.018 206.947 113.613
threshold=-0.72379013895988453 1.0000000180025095e-35 6.0543263316503733e-05 -0.031506778672337525 -0.9409729242324828 3.7914838790893559 -0.081908166408538804
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internal_weight=142352 31464.4 20783 110888 85355.7 25532 10681.4
internal_count=587878 133616 89119 454262 350845 103417 44497

Tree=12
num_cat=0
split_feature=48 28 28 0 6 38 7
split_gain=1435 647.394 670.993 344.845 404.067 333.392 29.0106
threshold=-1.4875389337539671 -0.0066494713537394992 0.021683344617486004 -0.0015730941086076198 6.0529777329065844e-05 1.0000000180025095e-35 -0.022537890821695324
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Tree=13
num_cat=0
split_feature=18 28 6 44 1 6 21
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threshold=-0.020662431605160233 -0.0035241957521066065 6.0548378314706504e-05 3.7914838790893559 -0.0026376470923423763 6.0529777329065844e-05 -0.20222809165716168
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internal_weight=142223 139362 88052.6 51309.5 2860.75 2340.81 519.936
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Tree=14
num_cat=0
split_feature=48 47 0 28 17 17 8
split_gain=1225.67 522.716 412.952 305.707 347.12 159.207 121.302
threshold=-0.72379013895988453 -0.5827713906764983 -0.0015730941086076198 -0.053686596453189843 -0.9409729242324828 -0.9409729242324828 0.057788373902440078
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internal_weight=142168 31210 16067 110958 89375.8 21581.8 15143
internal_count=587878 133616 70247 454262 367073 87189 63369

Tree=15
num_cat=0
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Tree=136
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Tree=138
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Tree=140
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Tree=142
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Tree=143
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Tree=147
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Tree=148
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Tree=149
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end of trees

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Column_31=2
Column_4=1
Column_27=1
Column_49=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: 0.061]
[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=0.061 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=901 910 913 925 912 907 914 909 914 912 921 918 912 918 922 927 928 926 925 912 928 922 915 919 921 922 929 929 912 916 909 923 930 928 925 927 906 914 920 915 919 914 912 919 911 917 915 922 923 917 925 923 928 923 927 918 916 903 910 921 904 925 924 826 921 917 933 912 910 921 916 911 917 899 915 919 901

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=0.00013618159677654921 0.00017298175781225745 0.0013823180324949186 0.043875817280398292 0.00013507959535800522 0.0016422259684244146 9.2047263349457728e-05 0.0001002044994285913
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.93875e-05 0.000528056 0.00871258 9.77569e-05 0.000225076 9.52048e-05 0.000135199
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=0.0973382 1.69676 7.8158 0.045078 0.347696 0.0334002 0.0219753
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.041247024911954727 6.5686704368079319e-05 0.0012012534153302487 -0.00051335511071159056 3.0096573132635885e-05 0.0014453070130703641 -1.0310785216145568e-05 -2.6511467881596181e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-3.41829e-06 0.000399101 0.00808437 -4.94941e-06 0.000114603 -7.34586e-06 3.02084e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 49
split_gain=0.0858251 1.49607 7.47824 0.0367206 0.210713 0.0306662 0.019376
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00081879016514407638 0.00059605879701379676 0.0011279769777400612 0.040029847162623249 -9.6582741110467521e-06 1.0741028499959904e-05 0.00011950291091124346 -2.4894434124333757e-06
leaf_weight=81 2517 58 21 550798 25219 6926 2067
leaf_count=81 2517 58 21 550798 25219 6926 2067
internal_value=-3.20977e-06 0.000374756 0.00759122 -4.6475e-06 6.38577e-05 -8.05431e-06 2.83656e-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=0.0392699 0.317084 13.713 0.119511 0.0318975 0.23133 0.0171615
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.3175710637927696e-05 -8.293822843952386e-05 -3.3934188592479982e-05 0.047699905465916306 0.00077068087417756566 -6.2292389686315693e-06 0.00065129276816377579 -4.4349070496137761e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-3.01397e-06 0.00010785 0.00127052 2.07657e-05 -5.25673e-06 4.06372e-05 -9.74638e-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=0.074707 0.598436 9.69931 0.0347991 0.304869 0.0296243 0.025296
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.16744337230920794 -0.034956371411681168
leaf_value=-4.0754389898958465e-06 5.7280553371198718e-05 0.043923704412080405 -2.6706032665826158e-05 2.1738791884375172e-05 0.0013469274633428252 -0.0013594971239664088 -8.8573340654232599e-06
leaf_weight=1861 22392 20 284 10818 687 62 551563
leaf_count=1861 22392 20 284 10818 687 62 551563
internal_value=-2.83012e-06 0.000349805 0.00286477 -4.17149e-06 0.00010087 -4.7776e-05 -6.27706e-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=0.126224 23.5388 42.7915 2.52161 0.0426658 0.373776 0.0271842
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 0.089487399905920043
leaf_value=-4.1778476339058555e-06 0.11119601479112215 0.01087265081006792 -8.8927142344901868e-05 -6.2985539548934442e-05 3.6735365992399391e-05 0.0016566751841118729 0.00011308175719901387
leaf_weight=557504 20 79 36 11486 10561 558 7455
leaf_count=557504 20 79 36 11486 10561 558 7455
internal_value=3.71355e-06 0.000202754 0.0396557 1.17153e-05 -3.01618e-07 0.000118031 -2.63053e-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=0.145208 1.31096 10.2474 0.492901 0.0753752 2.90212 0.0330968
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 2.1410850286483769 0.038437766954302795 -0.030672303400933739
left_child=1 2 -1 -3 6 -6 -2
right_child=4 3 -4 -5 5 -7 -8
leaf_value=0.036857126020873238 6.5637825347408021e-05 0.0026550155817248334 0.00019511687403566953 -1.9429756858362964e-06 -2.564421300870696e-05 0.0050966998375710651 -6.2262427895286526e-06
leaf_weight=32 24941 271 250 6290 12145 426 543344
leaf_count=32 24941 271 250 6290 12145 426 543344
internal_value=3.48703e-06 0.000282843 0.00435534 0.000107802 1.95963e-07 0.000147939 -3.07226e-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 16 24 20
split_gain=0.109629 1.88573 64.036 0.347458 0.0761951 1.75817 0.0215662
threshold=0.72027611732482921 2.1598320007324223 0.0035684190224856143 2.102653026580811 -0.53503435850143422 1.7687134742736819 0.29121379554271704
leaf_value=8.0078059443919962e-05 -1.2380493058291941e-06 0.11082434382478014 -0.00020531391555179507 0.001347598170018249 -4.8225892483278875e-06 0.0079347745487594289 -0.0003087704206153456
leaf_weight=11796 21432 20 576 735 552163 107 870
leaf_count=11796 21432 20 576 735 552163 107 870
internal_value=3.27432e-06 0.000134524 0.00352051 4.34858e-05 -2.01415e-06 0.000150687 -5.30074e-06
internal_weight=587699 22763 596 22167 564936 11903 553033
internal_count=587699 22763 596 22167 564936 11903 553033

Tree=8
num_cat=0
split_feature=45 47 7 17 21 49 0
split_gain=0.126806 1.15727 12.9063 0.434677 0.0990803 2.08776 0.020565
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 0.72027611732482921 2.1410850286483769 -0.034956371411681168
leaf_value=0.045039054945907708 5.9387518568255495e-05 0.0024917114568383234 -6.8358386457674671e-05 -3.3905998060768383e-06 3.3329403456119966e-05 0.0039280126679069058 -7.0605283604142533e-06
leaf_weight=26 17904 271 256 6290 20922 525 541505
leaf_count=26 17904 271 256 6290 20922 525 541505
internal_value=3.07458e-06 0.00026413 0.00409048 9.96688e-05 -8.82917e-10 0.000128667 -4.93384e-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 33 17 5 7 17 55
split_gain=0.111807 0.57466 8.10254 0.0749484 13.6393 0.0542616 0.033021
threshold=-0.092140045017003999 -0.21057546883821485 -0.8084605038166045 2.1598320007324223 0.024630161002278331 -0.8243863284587859 2.0211037397384648
leaf_value=0.037209924397104341 -4.7774170807913468e-06 -0.00090864017513549861 0.00073749248375262137 0.023414213889770767 -6.8213097352039982e-05 -1.2930155583240549e-05 0.00010310815289808585
leaf_weight=23 561110 265 1555 93 8894 5000 10759
leaf_count=23 561110 265 1555 93 8894 5000 10759
internal_value=2.88703e-06 0.000248018 0.00126909 -8.28566e-10 0.00017479 -5.80134e-05 -2.74769e-06
internal_weight=587699 6843 1578 580856 8987 5265 571869
internal_count=587699 6843 1578 580856 8987 5265 571869

Tree=10
num_cat=0
split_feature=15 51 8 16 23 55 45
split_gain=0.0928325 22.9068 41.6576 1.28984 0.021556 0.247353 0.0201756
threshold=0.55725386738777172 -0.044410638511180871 0.047026967629790313 -0.82018077373504628 -0.030672303400933739 -1.3123381733894346 -0.17180078476667401
leaf_value=0.00068736431937005014 0.10959769961078272 0.0057463207276277836 -0.003321054464923368 -8.3278443469129269e-05 -0.00043032268825968673 -4.8006354899247937e-06 -7.3774098578447514e-06
leaf_weight=2079 20 143 31 11393 420 25300 548492
leaf_count=2079 20 143 31 11393 420 25300 548492
internal_value=-1.62904e-06 0.000169322 0.0409608 -1.10149e-05 -5.06621e-06 4.77583e-05 -7.70103e-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 0 46 21
split_gain=0.0818524 20.1975 40.7998 1.93281 0.0214448 0.0276981 0.0270181
threshold=0.55725386738777172 -0.044410638511180871 0.35734058916568762 -0.12514873594045636 0.022381779737770561 -0.046981150284409516 7.5341277122497567
leaf_value=5.7049321946728861e-05 0.1063887322564325 0.0089442930090894504 -0.0053613655731436843 -7.9964922096136936e-05 -5.3421578546720089e-05 -5.2635719226927818e-06 -0.0011976245477343546
leaf_weight=27971 20 89 31 11447 28226 520017 77
leaf_count=27971 20 89 31 11447 28226 520017 77
internal_value=-1.52967e-06 0.000158993 0.0384622 -1.0343e-05 -4.75717e-06 -2.08293e-06 -5.65345e-05
internal_weight=587878 11587 51 11536 576291 547988 28303
internal_count=587878 11587 51 11536 576291 547988 28303

Tree=12
num_cat=0
split_feature=15 51 50 5 0 46 21
split_gain=0.072171 17.8085 42.0823 3.6135 0.0189083 0.024422 0.0238224
threshold=0.55725386738777172 -0.044410638511180871 0.61834242939949047 -0.29874807596206659 0.022381779737770561 -0.046981150284409516 7.5341277122497567
leaf_value=5.3569312362477635e-05 -0.0083910153497671405 0.016034236922420477 0.1051018958765664 -8.2359667260344311e-05 -5.0162861450174769e-05 -4.942493785502207e-06 -0.0011245694545012795
leaf_weight=27971 31 52 20 11484 28226 520017 77
leaf_count=27971 31 52 20 11484 28226 520017 77
internal_value=-1.43636e-06 0.000149295 0.036116 -9.71204e-06 -4.46698e-06 -1.95587e-06 -5.30858e-05

Tree=13
num_cat=0
split_feature=15 51 23 5 23 49 0
split_gain=0.0636347 15.7021 40.0407 3.1861 0.017074 0.214702 0.0139664
threshold=0.55725386738777172 -0.044410638511180871 0.0095878983847796934 -0.29874807596206659 -0.030672303400933739 -1.3179033398628233 0.022381779737770561
leaf_value=0.00057458148362331187 0.10120465602464974 0.01505614859904297 -0.0095010845585756301 -7.7335722893333671e-05 -4.274826601801529e-06 -1.2054689374920474e-05 -4.8346211694185423e-05
leaf_weight=2561 20 52 31 11484 520706 24818 28206
leaf_count=2561 20 52 31 11484 520706 24818 28206
internal_value=-1.34874e-06 0.000140188 0.0339129 -9.1196e-06 -4.1945e-06 4.28186e-05 -6.53945e-06

Tree=14
num_cat=0
split_feature=15 51 0 49 29 20 17
split_gain=0.056108 13.8449 39.7601 1.69035 0.0153597 0.258607 0.00743599
threshold=0.55725386738777172 -0.044410638511180871 0.029497007839381698 -0.12514873594045636 0.20116965472698214 0.025017027743160728 -0.85420712828636158
leaf_value=-3.9684331784947306e-06 -0.011417350099512166 0.0083655956273256237 0.098899713624268762 -7.3672079636654498e-05 -0.00018312318483659106 0.00052488716039451292 -2.9034938139633333e-05
leaf_weight=507725 31 89 20 11447 1187 3464 63915
leaf_count=507725 31 89 20 11447 1187 3464 63915
internal_value=-1.26647e-06 0.000131636 0.0318442 -8.5633e-06 -3.93863e-06 -3.84718e-07 -3.18444e-05
internal_weight=587878 11587 51 11536 576291 511189 65102
internal_count=587878 11587 51 11536 576291 511189 65102

Tree=15
num_cat=0
split_feature=14 3 34 29 29 5 20
split_gain=0.0418439 0.842799 17.5893 0.840312 0.0198129 0.0210934 0.0109602
threshold=0.47881264984607702 -0.038793424144387238 0.63067111372947704 0.046723101288080222 3.1276371479034428 -1.8045594096183775 0.021552121266722683
leaf_value=-3.9276773429851813e-06 -0.00012857920876459779 0.0017000911774664967 0.058611084645362098 -7.7021200508322314e-05 0.00025154008431498253 -0.00036911549462354616 -3.4969436959047467e-05
leaf_weight=521374 368 1051 20 17081 254 1030 46063
leaf_count=521374 368 1051 20 17081 254 1030 46063
internal_value=-4.05078e-06 8.61826e-05 0.00289924 2.5987e-05 -6.98916e-06 -0.000246338 -6.44756e-06
internal_weight=587241 18520 388 18132 568721 1284 567437
internal_count=587241 18520 388 18132 568721 1284 567437

Tree=16
num_cat=0
split_feature=49 8 19 2 15 51 45
split_gain=0.0465868 4.70863 59.0853 0.0398486 0.0313333 1.78277 0.0366011
threshold=2.1410850286483769 0.02486436348408461 0.00092594261514022957 0.033429451286792762 0.55725386738777172 -0.044410638511180871 -0.092140045017003999
leaf_value=0.0001550629419963434 -7.1848252767768854e-05 -2.6977846277481048e-05 0.10897035679183836 -0.00042665174166045858 -0.014056409406201804 -6.5503620296122978e-05 -5.9373384201894397e-06
leaf_weight=5304 245 11467 20 1010 34 10416 558745
leaf_count=5304 245 11467 20 1010 34 10416 558745
internal_value=-3.80368e-06 0.000111563 0.00815775 -5.9331e-05 -6.36243e-06 -0.000111024 -4.42338e-06
internal_weight=587241 12742 265 12477 574499 10450 564049
internal_count=587241 12742 265 12477 574499 10450 564049

Tree=17
num_cat=0
split_feature=49 7 11 2 15 29 18
split_gain=0.0410766 8.6003 53.444 0.0419077 0.0276272 0.429815 0.0161349
threshold=2.1410850286483769 0.024630161002278331 1.4143441915512087 0.030628359876573089 0.55725386738777172 0.0082062832079827803 0.017561729066073898
leaf_value=-1.066197582231121e-06 -0.00051561715344614013 -2.5357924167043075e-05 0.10745478200994994 -0.00041849027871167888 -0.0090381233919317322 -8.712068624661271e-05 -3.8630017820384987e-05
leaf_weight=517690 116 11500 20 1106 20 10430 46359
leaf_count=517690 116 11500 20 1106 20 10430 46359
internal_value=-3.57166e-06 0.000104757 0.0153624 -5.98498e-05 -5.97432e-06 -0.000104252 -4.15356e-06
internal_weight=587241 12742 136 12606 574499 10450 564049
internal_count=587241 12742 136 12606 574499 10450 564049

Tree=18
num_cat=0
split_feature=14 51 9 24 29 5 20
split_gain=0.0414463 0.967683 62.032 0.816032 0.0174129 0.0183888 0.00959837
threshold=0.47881264984607702 -0.044410638511180871 0.0081262872554361838 -1.7902193665504453 3.1276371479034428 -1.8045594096183775 0.021552121266722683
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leaf_weight=515332 20 63 1082 15234 36 2758 65845
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Tree=76
num_cat=0
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leaf_weight=582521 21 70 829 15453 1216 20 565
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internal_value=1.17463e-05 0.000418682 0.0100816 -0.000110433 3.43738e-07 0.000828265 -1.41125e-06
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Column_49=53
Column_4=43
Column_7=40
Column_15=39
Column_5=26
Column_51=24
Column_20=23
Column_18=21
Column_9=20
Column_46=20
Column_0=19
Column_21=17
Column_17=16
Column_19=15
Column_8=13
Column_23=12
Column_16=11
Column_31=11
Column_45=11
Column_2=10
Column_29=9
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Column_55=8
Column_3=7
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Column_13=6
Column_32=6
Column_34=6
Column_12=4
Column_24=4
Column_33=4
Column_35=4
Column_47=2
Column_48=2
Column_50=2
Column_1=1
Column_10=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.061 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