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=1018 1041 1040 1028 1031 1033 1032 1037 1037 1042 1038 1041 1040 1029 1034 1044 1037 1037 1040 1038 1040 1036 1035 1045 1032 1039 1030 1039 1046 1046 1037 1038 1034 1041 1045 1046 1035 1030 1042 1035 1027 1040 1022 1028 1047 1041 1049 1033 1047 1040 1036 1043 1028 1028 1036 1023 1032 1035 1038 1031 1037 1038 1031 1046 1031 1044 1029 1041 1036 1034 1045 1044 1042 1050 1042 1038 1045 1037 1045 1028 1048 1037 1049 1035 1029 1039 1039 1028 1050 1030 1034 1041 1053 1035 1036 1057 1042 1047 1045 1055 1047 1051 1033 1032 1031 1028 1051 1049 1037 1046 1037 1048 1039 1046 1042 1035 1035 1035 1049 1054 1045 1034 1037 1039 1036 1033 1041 1039 1050 1045 1046 1054 1044 1045 1032 1033 1027 1037 1039 1040 1067 1028 1033 1047 1046 1042 1045 1052 1033 1055

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=-0.37565384369519333 -0.32075012994406377 -0.35335169559038626 -0.32968336093000478 -0.43847752574554716 -0.40056917565182548 -0.33051176052585685 -0.32517397956303212
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
internal_value=-0.341755 -0.340142 -0.345327 -0.411458 -0.421135 -0.325731 -0.363187
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 48 38 1 28
split_gain=4256.82 1551.99 910.382 630.273 472.845 357.119 350.983
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984
left_child=2 4 5 -3 -2 -1 -4
right_child=1 3 6 -5 -6 -7 -8
leaf_value=-0.026251491456966421 0.018103897788226901 -0.0095312995789755307 0.0022811931649682907 0.0046223072771188773 0.049679481542331774 -0.068978019882822358 -0.028901043006324869
leaf_weight=1589.004195779562 23530.699570819736 26310.127084866166 2799.7118166387081 70257.312448188663 3288.6548089534044 4741.6815698891878 10186.996347114444
leaf_count=6552 96751 108413 11527 289249 13523 19667 42005
internal_value=4.5854e-05 0.00537624 -0.0340012 0.000766109 0.0219758 -0.0582536 -0.0221787
internal_weight=142704 123387 19317.4 96567.4 26819.4 6330.69 12986.7
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.078

Tree=2
num_cat=0
split_feature=48 28 18 8 28 38 6
split_gain=3640.93 1313 837.679 611.236 438.728 396.186 176.049
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_value=-0.017362454522878913 0.016641370430750205 0.011255329815804439 -0.0046657264745785937 -0.0029439974617301223 -0.032774578172103559 0.045443095730383097 -0.074152680212999075
leaf_weight=375.35902002453804 23599.073270469904 24825.923166707158 4861.5216527730227 71752.472675412893 11072.991367086768 3313.7127248346806 2882.0310598909855
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=3.9728e-05 0.0049517 -0.0315666 0.000706005 -0.0241987 0.0201877 -0.0676086
internal_weight=142683 123491 19191.9 96578.4 15934.5 26912.8 3257.39
internal_count=587687 507936 79751 397662 66033 110274 13718

Tree=3
num_cat=0
split_feature=28 28 47 17 38 28 21
split_gain=2024.1 1654.43 1293.68 651.852 448.309 135.084 113.042
threshold=-0.014725709334015845 0.021683344617486004 -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
leaf_value=0.020713560506040295 -0.036790734137917079 -0.048129696670803322 -0.0079071929797682843 0.0098065624457560688 0.035505291859548989 0.009691311170009393 0.073535404979751223
leaf_weight=9355.9341662824154 11297.183572471142 1222.334050104022 57217.392460107803 35375.34369751811 3190.20867228508 24425.254588931799 558.82515996694565
leaf_count=38247 47243 5029 236175 145592 12965 100167 2269
internal_value=3.42779e-05 -0.00551773 -0.0126697 0.00787154 0.015584 0.012744 0.041174
internal_weight=142642 105112 68514.6 36597.7 37530.2 33781.2 3749.03
internal_count=587687 434039 283418 150621 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 48 0 6 38 7
split_gain=2919.57 1144.8 842.201 514.405 518.206 286.696 42.5862
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0537413446581929e-05 1.0000000180025095e-35 -0.022537890821695324
leaf_value=0.013292349932714826 0.01426076041877326 -0.01066800925413507 0.0042887215559746549 -0.072277456678106547 -0.031766067288102662 0.038422064878312179 -0.014285432564389017
leaf_weight=400.63176722824574 24468.723698019981 33974.453233599663 70300.888192668557 3462.3186880648136 4315.431787237525 3403.5423967689276 2276.3644362539053
leaf_count=1648 99884 140723 289249 14842 18129 13750 9462
internal_value=2.97996e-05 0.00316899 -0.000584403 -0.0396495 -0.0498 0.0172111 -0.0101582
internal_weight=142602 132148 104275 10454.7 7777.75 27872.3 2677
internal_count=587687 543606 429972 44081 32971 113634 11110

Tree=5
num_cat=0
split_feature=48 7 8 18 7 6 6
split_gain=2514.54 621.875 722.308 608.081 385.181 122.107 48.8201
threshold=-1.1056645214557645 -0.024109717458486554 0.057788373902440078 -0.020219163037836548 -0.0097913797944784147 1.0000000180025095e-35 0.2529620230197907
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.015865070631954425 0.01630744241280075 -0.0033081205731600805 0.011840268754730772 0.0096741944560110663 -0.025296783599687477 -0.063845179118799111 0.0096055396198149214
leaf_weight=366.02458596229553 19119.432713925838 67797.69624184072 26689.202317386866 2233.0132542848587 13505.546270921826 2726.7826475799084 10109.487733617425
leaf_count=1534 78027 279396 109336 9247 56737 11993 41429
internal_value=4.7514e-06 0.00404654 0.000970763 -0.0265484 -0.020335 -0.0581669 0.0139894
internal_weight=142547 123716 94486.9 18831.4 15738.6 3092.81 29228.9
internal_count=587699 508188 388732 79511 65984 13527 119456

Tree=6
num_cat=0
split_feature=48 47 28 17 9 18 38
split_gain=2211.57 860.81 637.865 381.84 360.425 252.52 219.064
threshold=-0.72379013895988453 -1.256108224391937 -0.031506778672337525 -0.9409729242324828 0.019179280847311023 -0.021240289323031899 1.0000000180025095e-35
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.072179477937919248 0.01329315762409003 -0.015616367388664556 -0.03949480358068537 0.0026260049987909119 0.0088903992969216923 -0.034783026216432415 0.035131644385438407
leaf_weight=1349.6301072835922 22316.076243400574 20050.564049780369 1330.181169256568 83875.361287951469 4464.0710969865322 5905.2995006740093 3194.6277489066124
leaf_count=6137 90807 83634 5501 345055 18454 25258 12853
internal_value=2.49944e-06 -0.0181384 0.00520796 0.00196844 -0.0111537 -0.0417399 0.0160279
internal_weight=142486 31769.6 110716 85205.5 24514.6 7254.93 25510.7
internal_count=587699 133483 454216 350556 102088 31395 103660

Tree=7
num_cat=0
split_feature=48 28 48 6 6 17 14
split_gain=1955.78 857.941 573.883 381.394 459.799 224.261 21.4766
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0536020100698813e-05 -0.9409729242324828 0.008640053682029249
leaf_value=-0.0030940774673030367 0.061177311712763638 -0.009082048297008441 0.0032834382787727029 -0.06490854572272324 -0.025730434282997559 0.013583870000089969 -0.018739379127267607
leaf_weight=1898.0630933195353 615.84439094364643 33808.316409781575 70348.2596937567 3110.8511475771666 4400.6792793124914 27488.644759744406 742.6835431009531
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internal_value=4.97789e-07 0.00253297 -0.000730291 -0.0329918 -0.0419558 0.0146268 -0.00749416
internal_weight=142413 132261 104157 10152.3 7511.53 28104.5 2640.75
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=18 28 7 38 1 34 21
split_gain=1117.48 895.295 695.75 194.523 130.666 49.9426 21.4856
threshold=-0.020662431605160233 -0.031506778672337525 -0.0058368276804685584 1.0000000180025095e-35 -0.0026376470923423763 1.5559740066528323 -0.20222809165716168
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
leaf_value=-0.021830546330193896 0.010934968135785858 0.0085566578802756914 -0.0057323654222599376 0.03073698012724432 -0.049157719927556562 -0.075102565010887579 0.014755997967947243
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leaf_count=1685 101892 113193 345732 13764 8044 2849 540
internal_value=-1.33269e-06 0.000993548 -0.00217651 0.0133158 -0.0480139 -0.0558176 -0.0127576
internal_weight=142332 139443 110910 28532.9 2889.43 2365.78 523.649
internal_count=587699 574581 458925 115656 13118 10893 2225

Tree=9
num_cat=0
split_feature=48 7 7 0 6 7 3
split_gain=1587.01 550.124 936.458 315.617 390.925 92.0474 18.9354
threshold=-1.4875389337539671 -0.0023416485637426372 0.044861363247036941 -0.0015730941086076198 6.0537413446581929e-05 -0.077107463032007204 -0.0045776558108627787
leaf_value=-0.0013232995068370398 0.013762405061328262 -0.007198372065733768 0.009096799883614639 -0.058731001991241566 -0.022490531698846614 0.0063283412468272161 -0.014790007590873995
leaf_weight=1566.0158043652773 19054.05041962862 57242.418815940619 34321.483503192663 3202.7256942540407 4167.0577052235603 21643.678691625595 1068.7953518480062
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internal_value=-2.36774e-06 0.0022634 -0.00109035 -0.0299561 -0.0382397 0.00980886 -0.00678599
internal_weight=142266 132262 91563.9 10004.6 7369.78 40697.7 2634.81
internal_count=587699 543765 377717 43934 32867 166048 11067

Tree=10
num_cat=0
split_feature=48 47 1 8 8 7 29
split_gain=1472.92 560.32 344.913 248.295 339.381 130.529 43.4207
threshold=-0.72379013895988453 -0.5827713906764983 -0.0026376470923423763 -0.020395196042954918 0.056312030181288726 0.053041078150272376 -0.05486496910452842
left_child=1 2 -1 6 -5 -3 -2
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internal_weight=142226 31349.6 16170.4 110876 82428.2 15179.2 28447.8
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Tree=11
num_cat=0
split_feature=48 6 6 28 17 44 28
split_gain=1256.44 531.251 1083.44 310.23 344.268 266.465 94.2031
threshold=-0.72379013895988453 1.0000000180025095e-35 6.0543263316503733e-05 -0.0073480205610394469 -0.9409729242324828 3.7910240888595585 -0.081908166408538804
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Tree=12
num_cat=0
split_feature=48 7 7 28 28 38 24
split_gain=1072.33 474.037 762.407 263.337 342.47 226.366 32.4805
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Tree=13
num_cat=0
split_feature=18 28 6 44 28 6 37
split_gain=705.286 512.322 874.491 239.955 155.93 156.04 17.0882
threshold=-0.020464387722313401 -0.0035241957521066065 6.0548378314706504e-05 3.7910240888595585 0.0010656728409230711 6.0534348449436954e-05 4.4988434314727792
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Tree=14
num_cat=0
split_feature=48 9 9 1 7 8 9
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threshold=-1.4875389337539671 0.042827455326914794 -0.021324904635548588 -0.0026376470923423763 0.061627229675650604 -0.08085808157920836 0.19367239624261859
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internal_value=0.000106855 0.00176016 -0.000433489 -0.0224888 -0.0319179 -0.00585169 0.00921353
internal_weight=141913 132238 102168 9675.75 6175.68 3500.07 30069.8
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Tree=15
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Tree=133
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Tree=134
num_cat=0
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Tree=135
num_cat=0
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Tree=136
num_cat=0
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Tree=137
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Tree=138
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Tree=139
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Tree=140
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Tree=141
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Tree=142
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Tree=143
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Tree=144
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Tree=145
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Tree=146
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Tree=147
num_cat=0
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Tree=148
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Tree=149
num_cat=0
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end of trees

feature_importances:
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Column_44=12
Column_14=11
Column_3=10
Column_20=10
Column_22=10
Column_38=10
Column_5=9
Column_11=9
Column_19=9
Column_26=9
Column_55=9
Column_37=8
Column_46=8
Column_51=8
Column_2=7
Column_31=7
Column_35=7
Column_45=6
Column_4=5
Column_50=4
Column_53=4
Column_27=2
Column_43=1
Column_52=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: 0.078]
[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=0.078 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=896 909 911 926 917 905 912 914 911 912 925 916 916 920 919 924 924 927 926 917 916 919 925 928 922 925 913 910 910 916 928 917 912 920 817 921 915 929 924 927 930 921 922 925 929 920 928 916 913 922 911 917 911 912 910 909 916 922 914 919 911 922 921 922 907 915 912 914 911 903 921 928 910 916 912 930 907 916 919 902 912 922 919 914 913 914 916 904 919 909 911 907 908 920 903 914 919 930 923 921 919 918 907 916 918 923

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=0.00014542116112409152 0.00019247710474352167 0.0017388415215508588 0.056074791379525667 0.00014401204455611721 0.002071182816673821 8.8987095430433528e-05 9.9417659597194491e-05
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.8373e-05 0.000646506 0.011112 9.6288e-05 0.00025909 9.30246e-05 0.000144164
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=0.0938456 1.63588 7.83446 0.0434606 0.33522 0.0322018 0.0211868
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.05260554672174788 8.2472196625936486e-05 0.0015082201544766951 -0.00085669240853490506 3.7787409140170463e-05 0.0018146388376486936 -1.2945590199832465e-05 -3.3286208605925322e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-4.29179e-06 0.000501087 0.0101502 -6.21417e-06 0.000143889 -9.22301e-06 3.79278e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 27
split_gain=0.0797767 1.39063 7.43697 0.034837 0.210666 0.0301409 0.0185684
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16744337230920794
leaf_value=-0.0013655489448983981 0.00076003411178584841 7.7208582062865297e-05 0.050722788003106999 -1.2005852911373329e-05 1.1679060908010145e-05 0.0001517304608663686 -0.001223635703706152
leaf_weight=81 2517 2056 21 550798 25219 6926 69
leaf_count=81 2517 2056 21 550798 25219 6926 69
internal_value=-3.95703e-06 0.000462002 0.00935852 -5.72947e-06 7.95911e-05 -9.97252e-06 3.49694e-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=0.0364322 0.31563 13.7138 0.119538 0.029517 0.232559 0.0173553
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.4833451806880757e-05 -0.00011452717081747911 -4.8155646093090611e-05 0.06098655105215553 0.00098081019825192761 -7.4104558004772143e-06 0.00083294948294594998 -5.6428304071607143e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-3.64838e-06 0.000132895 0.00161617 2.17962e-05 -6.41061e-06 5.00413e-05 -1.19331e-05
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 0 0
split_gain=0.0666981 0.587171 9.63627 0.0311183 0.282877 0.0288944 0.0224934
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.10345410183072092 -0.034956371411681168
leaf_value=-9.3245874738655874e-06 6.9105853912766881e-05 0.055938812598142248 -7.7125262596894917e-05 2.4562567005349342e-05 0.0016568059922393694 -0.0013583986196976827 -1.0641692162553239e-05
leaf_weight=1821 22392 20 284 10818 687 102 551563
leaf_count=1821 22392 20 284 10818 687 102 551563
internal_value=-3.36381e-06 0.000422692 0.00360813 -4.98446e-06 0.000122029 -8.08823e-05 -7.53046e-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 16
split_gain=0.123711 23.536 42.798 2.48604 0.0380994 0.342772 0.0249698
threshold=0.55725386738777172 -0.044410638511180871 1.2971196770668032 -0.12514873594045636 2.0211037397384648 1.468370318412781 -0.53503435850143422
leaf_value=0.00010303196088407214 0.1421866530890398 0.013802180189006783 -0.00012284873577391407 -8.2100390138372458e-05 4.339618890141149e-05 0.0020270247823234535 -5.3945686596497081e-06
leaf_weight=13232 20 79 36 11486 10561 558 551727
leaf_count=13232 20 79 36 11486 10561 558 551727
internal_value=5.04179e-06 0.000257007 0.050702 1.27425e-05 -4.10071e-08 0.000142943 -2.85509e-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=0.13511 1.30999 10.2536 0.446213 0.0738876 2.89924 0.0294152
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 2.1410850286483769 0.038437766954302795 -0.030672303400933739
leaf_value=0.047127015111319906 7.9279819221563156e-05 0.0032244718841752174 0.00023349497324792902 -8.0437608451428455e-06 -3.4215761536355518e-05 0.0065124196578894254 -7.35040219328613e-06
leaf_weight=32 24941 271 250 6290 12145 426 543344
leaf_count=32 24941 271 250 6290 12145 426 543344
internal_value=4.64853e-06 0.000349215 0.00555475 0.000125474 5.89236e-07 0.000187633 -3.54836e-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 18 23
split_gain=0.105489 1.8639 63.9352 0.344114 0.0702919 0.984881 0.018658
threshold=0.72027611732482921 2.1598320007324223 0.0035684190224856143 2.102653026580811 0.089487399905920043 0.0094458493404090422 -0.034202711656689637
leaf_value=7.1506218825260378e-05 -3.7312138114674429e-06 0.14157351367559923 -0.00028702105732380308 0.0017126918463231042 0.0042405201817621073 4.8389042328922729e-05 -8.4831151819523971e-06
leaf_weight=18347 21432 20 576 735 355 8621 537613
leaf_count=18347 21432 20 576 735 355 8621 537613
internal_value=4.28594e-06 0.000168915 0.0044734 5.31809e-05 -2.34745e-06 0.000214187 -5.84342e-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=0.109834 1.11053 12.8327 0.379666 0.0924067 2.0335 0.015345
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 0.72027611732482921 2.1410850286483769 -0.034956371411681168
leaf_value=0.057318555855512383 6.524600436844005e-05 0.0029671980405881026 -0.00019517439736762299 -1.4545206242487504e-05 3.8867802813686134e-05 0.0049538169788653453 -8.148907570770109e-06
leaf_weight=26 17904 271 256 6290 20922 525 541505
leaf_count=26 17904 271 256 6290 20922 525 541505
internal_value=3.95164e-06 0.000314619 0.00510751 0.000108615 2.91701e-07 0.000159181 -5.79989e-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 17 5 7 55
split_gain=0.0933679 0.579678 7.98741 0.0797814 0.0657212 13.5247 0.0282536
threshold=-0.092140045017003999 -0.21057546883821485 -0.8084605038166045 -0.8243863284587859 2.1598320007324223 0.024630161002278331 2.0211037397384648
leaf_value=0.047230857695068192 -5.4208544390333837e-06 -0.0014218340175955572 0.00092649871842039283 -3.3043863171939451e-05 0.029800404882072348 -9.9854706258035612e-05 0.0001221848058236439
leaf_weight=23 561110 265 1555 5000 93 8894 10759
leaf_count=23 561110 265 1555 5000 93 8894 10759
internal_value=3.64341e-06 0.000290079 0.0016014 -0.000102945 2.68949e-07 0.000209562 -3.02011e-06
internal_weight=587699 6843 1578 5265 580856 8987 571869
internal_count=587699 6843 1578 5265 580856 8987 571869

Tree=10
num_cat=0
split_feature=15 51 8 16 18 18 51
split_gain=0.0785949 22.1173 42.0178 1.26913 0.0182797 0.102801 0.00697301
threshold=0.55725386738777172 -0.044410638511180871 0.047026967629790313 -0.82018077373504628 0.0053072583395987758 0.0031115150777623062 2.5643361806869511
leaf_value=-5.5738553129440604e-06 0.13959560709946528 0.0072748521273381566 -0.0054152663291320239 -0.00011929521401395786 -3.7143513281576984e-05 0.00025871794404513958 -0.00017027587573995812
leaf_weight=489277 20 143 31 11393 75421 9121 2472
leaf_count=489277 20 143 31 11393 75421 9121 2472
internal_value=-2.18498e-06 0.000198948 0.0514517 -2.76375e-05 -6.229e-06 -7.37147e-07 -4.13686e-05
internal_weight=587878 11587 51 11536 576291 498398 77893
internal_count=587878 11587 51 11536 576291 498398 77893

Tree=11
num_cat=0
split_feature=32 51 55 49 0 21 46
split_gain=0.0668123 18.8016 40.9466 1.82349 0.0224296 0.0271498 0.0258072
threshold=0.55725386738777172 -0.044410638511180871 0.35734058916568762 -0.12514873594045636 0.022381779737770561 7.5341277122497567 -0.046981150284409516
leaf_value=7.0739159750364644e-05 0.13445151270262432 0.0110961653845335 -0.0086989147903852072 -0.00011195219245706109 -6.9463215984100541e-05 -0.0015361058055721798 -6.1717492082386129e-06
leaf_weight=27971 20 89 31 11447 28226 77 520017
leaf_count=27971 20 89 31 11447 28226 77 520017
internal_value=-2.01455e-06 0.00018343 0.0474385 -2.54818e-05 -5.74314e-06 -7.34533e-05 -2.24598e-06
internal_weight=587878 11587 51 11536 576291 28303 547988
internal_count=587878 11587 51 11536 576291 28303 547988

Tree=12
num_cat=0
split_feature=15 51 50 5 0 21 46
split_gain=0.0567961 15.9829 42.5265 3.52269 0.0190671 0.0230796 0.0219383
threshold=0.55725386738777172 -0.044410638511180871 0.61834242939949047 -0.29874807596206659 0.022381779737770561 7.5341277122497567 -0.046981150284409516
leaf_value=6.5221505549902266e-05 -0.013471870437144273 0.020232294925051974 0.13241406985530629 -0.00011521322038721673 -6.404508594054594e-05 -0.0014162895794789299 -5.6903521282163633e-06
leaf_weight=27971 31 52 20 11484 28226 77 520017
leaf_count=27971 31 52 20 11484 28226 77 520017
internal_value=-1.85742e-06 0.000169123 0.0437383 -2.34942e-05 -5.29517e-06 -6.77239e-05 -2.07079e-06

Tree=13
num_cat=0
split_feature=15 51 23 5 29 20 51
split_gain=0.0482814 13.5868 39.9137 2.99458 0.0165926 0.257138 0.00583768
threshold=0.55725386738777172 -0.044410638511180871 0.0095878983847796934 -0.29874807596206659 0.20116965472698214 0.025017027743160728 2.5643361806869511
leaf_value=-4.7283702628842688e-06 0.12623521354347469 0.018654176064650526 -0.015098118110770178 -0.00010622658736481509 -3.729301272940148e-05 0.00066959054019181908 -0.00015863154947511518
leaf_weight=507725 20 52 31 11484 62593 3464 2509
leaf_count=507725 20 52 31 11484 62593 3464 2509
internal_value=-1.71254e-06 0.000155931 0.0403267 -2.16617e-05 -4.88215e-06 -1.58943e-07 -4.19693e-05
internal_weight=587878 11587 51 11536 576291 511189 65102
internal_count=587878 11587 51 11536 576291 511189 65102

Tree=14
num_cat=0
split_feature=1 13 51 3 49 33 33
split_gain=0.0411795 1.61536 61.8818 0.0585149 0.035184 0.0212177 0.0178034
threshold=0.021614648401737217 0.60746121406555187 0.16689331084489825 0.084037646651268019 2.1410850286483769 3.1174229383468632 1.4748740792274477
leaf_value=-2.8612315046582036e-06 -5.7426389453282539e-05 0.13898241234057496 -4.4388496188617411e-05 0.00039912328835557123 -0.00042889918605795875 -0.00042137335746369081 -0.0017866814605028939
leaf_weight=548337 34375 20 747 2212 1122 1003 62
leaf_count=548337 34375 20 747 2212 1122 1003 62
internal_value=-1.57896e-06 3.7373e-06 0.00358082 -1.24614e-06 -8.17425e-05 -6.77446e-05 -0.000499999
internal_weight=587878 551316 767 550549 36562 35378 1184
internal_count=587878 551316 767 550549 36562 35378 1184

Tree=15
num_cat=0
split_feature=3 15 29 29 15 45 21
split_gain=0.0469524 0.684145 60.9089 0.193415 0.802827 0.0378438 0.0283255
threshold=0.045459374785423286 0.55725386738777172 0.077078320086002364 0.0082062832079827803 0.55725386738777172 -0.092140045017003999 1.6111459732055666
leaf_value=0.0002161911733670142 -4.032923758855167e-05 0.13687080150527328 -0.00016830483010198127 -7.7019117456986048e-05 -0.013673951532808131 -7.5993862606881662e-06 -0.00044528325302554917
leaf_weight=4635 129 20 1475 14695 33 564863 1391
leaf_count=4635 129 20 1475 14695 33 564863 1391
internal_value=-5.12401e-06 -1.40352e-06 0.00166499 -0.000135871 -0.00281755 -5.77801e-06 -0.000108864
internal_weight=587241 570993 1495 16248 162 569498 16086
internal_count=587241 570993 1495 16248 162 569498 16086

Tree=16
num_cat=0
split_feature=49 8 19 15 15 51 45
split_gain=0.0372332 4.6134 57.9165 0.0619709 0.0358427 1.94511 0.0244522
threshold=2.1410850286483769 0.02486436348408461 0.00092594261514022957 0.55725386738777172 0.55725386738777172 -0.044410638511180871 -0.092140045017003999
leaf_value=0.0001616888552010409 -0.000107331677292514 -3.2464125235998329e-05 0.13793769440777631 -0.00062228187102868128 -0.018776769835721043 -8.998680647848488e-05 -6.5797801836489872e-06
leaf_weight=5304 245 11278 20 1199 34 10416 558745
leaf_count=5304 245 11278 20 1199 34 10416 558745
internal_value=-4.72433e-06 0.000127155 0.0103112 -8.91437e-05 -7.64933e-06 -0.000150786 -4.99748e-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=3 15 20 29 15 49 18
split_gain=0.0409854 0.76918 57.6459 0.0672581 0.701079 0.0283725 0.0179079
threshold=0.040722083300352103 0.55725386738777172 0.0049974783323705205 0.0082062832079827803 0.55725386738777172 2.1410850286483769 0.018819342367351059
leaf_value=-1.0107328415089623e-06 -4.4140540069224403e-05 0.1332898958026548 -0.00022314229042532727 -7.0891739099096835e-05 -0.012008556262208996 -0.00044585345144928357 -5.4773716078114941e-05
leaf_weight=526859 307 20 1210 16890 33 1324 40598
leaf_count=526859 307 20 1210 16890 33 1324 40598
internal_value=-4.35584e-06 -6.33778e-07 0.0019478 -0.000118438 -0.00120539 -9.81482e-05 -4.85714e-06
internal_weight=587241 568687 1230 18554 340 18214 567457
internal_count=587241 568687 1230 18554 340 18214 567457

Tree=18
num_cat=0
split_feature=14 51 9 3 29 5 20
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Column_49=72
Column_7=56
Column_15=54
Column_21=51
Column_51=50
Column_5=45
Column_4=37
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Column_16=23
Column_0=22
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Column_2=3
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Column_10=1
Column_11=1
Column_25=1
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.078 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