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 1040 1039 1041 1038 1041 1034 1037 1037 1045 1038 1038 1035 1039 1037 1037 1036 1039 1040 1039 1051 1043 1043 1041 1046 1043 1040 1038 1044 1034 1039 1038 1039 1036 1043 1037 1040 1041 1044 1034 1028 1035 1037 1046 1041 1035 1044 1044 1044 1041 1034 1037 1044 1044 1034 1034 1049 1026 1042 1031 1034 1039 1036 1039 1033 1041 1049 1031 1032 1042 1050 1046 1046 1036 1053 1052 1053 1044 1045 1049 1039 1040 1036 1049 1045 1040 1036 1036 1039 1030 1038 1042 1045 1037 1048 1058 1047 1053 1039 1047 1041 1049 1044 1045 1037 1041 1037 1043 1042 1041 1045 1049 1041 1050 1042 1035 1040 1044 1039 1039 1039 1038 1038 1048 1044 1040 1044 1037 1045 1046 1036 1034 1046 1033 1040 1042 1040 1052 1049 1041 1043 1039 1034 1045 1045 1046 1040 1047 1050 1053 1048 1036 1048 1050 1041 1037 1048 1055 1042 1037 1047 1043 1033 1039 1046 1038 1048 1040 1043 1047 1032 1036 1051 1041 1041 1036 1033 1041 1052 1032 1048 1048 1044 1050 1047 1046 1048 1050 1055 1042 1049 1045 1032 1050 1049 1056 1047 1043 1053 1047

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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leaf_value=-0.36654113662258941 -0.32641919195830243 -0.35024341300753814 -0.33294732229418239 -0.41245075042861723 -0.38474849459089755 -0.33355269122961279 -0.3296520051413947
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leaf_count=1671 74421 279197 143231 6005 5064 77550 548
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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=4326.54 1580.82 933.533 645.474 472.716 366.011 354.957
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=-0.019289772580471109 0.013379458095546201 0.0084898801671255408 0.0016900454930300068 -0.002175941340533962 0.036455179687992875 -0.05088685416742695 -0.02122504906676333
leaf_weight=1589.5773102641106 23521.316394895315 24807.854676440358 2799.6054294109344 71760.358468338847 3287.4124531745911 4751.5122506916523 10190.734152019024
leaf_count=6552 96751 102027 11527 295635 13523 19667 42005
internal_value=3.50056e-05 0.00396359 -0.025038 0.000564051 0.0162091 -0.0429661 -0.0162865
internal_weight=142708 123377 19331.4 96568.2 26808.7 6341.09 12990.3
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.057

Tree=2
num_cat=0
split_feature=48 28 18 48 28 38 6
split_gain=3863.75 1400.78 888.641 633.504 455.749 415.854 183.112
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 5 6 -3 -4 -2 -1
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leaf_weight=376.28141239285469 23572.562264159322 26314.079047977924 4865.2295177876949 70261.889839470387 11097.307132139802 3306.3061534166336 2902.8787421882153
leaf_count=1559 96751 108413 20074 289249 45959 13523 12159
internal_value=3.20181e-05 0.0037349 -0.0237257 0.000531756 -0.0181737 0.0152438 -0.050752
internal_weight=142697 123455 19241.7 96576 15962.5 26878.9 3279.16
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=2228.14 1753.87 950.454 776.259 490.334 145.673 114.244
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=0.015847053046701438 -0.036512959489401468 -0.0059565659187493037 0.0059882353410989015 -0.0087250821826230524 0.027381159679311495 0.0074760641939545392 0.055363411205698529
leaf_weight=9339.3709923475981 7083.2118496894836 57255.29224857688 34796.993480175734 6061.1414281874895 3180.7888937592506 24400.848612755537 557.06401237845421
leaf_count=38247 29591 236175 143217 25056 12965 100167 2269
internal_value=2.92494e-05 -0.00422243 -0.00144127 -0.0236994 0.0119632 0.00979317 0.0315514
internal_weight=142675 105197 92052.3 13144.4 37478.1 33740.2 3737.85
internal_count=587687 434039 379392 54647 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 18 8 7 38 0
split_gain=3276.11 1091.71 766.633 547.643 397.308 322.063 163.168
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 -0.022537890821695324 1.0000000180025095e-35 -0.0015730941086076198
leaf_value=-0.011912559006422994 0.011219859523198039 0.0078827490722400591 0.0084838057603077374 -0.0019364378059300304 -0.020011982121316645 0.030140163584789513 -0.05194198842856762
leaf_weight=374.33839583396912 23656.830413624644 24849.548264145851 1791.8595041781664 71705.402680471539 14090.50170506537 3335.1198615282774 2847.6233509033918
leaf_count=1559 96751 102027 7398 295635 58635 13523 12159
internal_value=2.68448e-05 0.00342362 -0.0219399 0.000590645 -0.0167971 0.0135576 -0.0472912
internal_weight=142651 123547 19104.3 96555 15882.4 26992 3221.96

Tree=5
num_cat=0
split_feature=48 48 7 6 6 7 7
split_gain=2920.16 1026.84 541.222 500.963 559.044 333.784 26.3329
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=0.0050403688730815081 0.0079438485117174305 0.012143332830971545 -0.0087365464608317508 -0.053356117893487952 -0.022593076848789428 0.0037972315042134417 -0.010221338735035539
leaf_weight=439.9935300052166 7901.4647314250469 19794.692469030619 31575.031688049436 3471.3579478263855 4292.6050661057234 72921.253631576896 2223.8049388229847
leaf_count=1809 32423 80944 130679 14858 18009 299719 9258
internal_value=1.03061e-05 0.00230107 -0.00539786 -0.0290296 -0.0363476 0.00557911 -0.00770048
internal_weight=142620 132192 39476.5 10427.8 7763.96 92715.9 2663.8
internal_count=587699 543765 163102 43934 32867 380663 11067

Tree=6
num_cat=0
split_feature=48 47 28 17 9 18 38
split_gain=2632.07 1003.79 812.334 442.942 387.495 284.56 264.688
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=-0.056114269933905947 0.010910619500461807 -0.012248377629558035 -0.031013345134070801 0.0020211464296719262 0.0063066297939200133 -0.027467108325179589 0.028486738867327922
leaf_weight=1388.68816152215 22256.00250300765 20121.416059225798 1339.814906835556 83859.344251841307 4468.8863253891468 5968.6955236494541 3181.7818803042173
leaf_count=6137 90807 83634 5501 345055 18454 25258 12853
internal_value=8.87976e-06 -0.0144029 0.00417044 0.00150166 -0.00887631 -0.0328742 0.0131091
internal_weight=142585 31947.7 110637 85199.2 24590.3 7357.38 25437.8
internal_count=587699 133483 454216 350556 102088 31395 103660

Tree=7
num_cat=0
split_feature=48 28 48 6 6 44 7
split_gain=2403.91 1131.96 708.393 442.057 493.699 256.474 23.0687
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 1.0000000180025095e-35 6.0536020100698813e-05 3.7910240888595585 -0.016868890263140198
leaf_value=0.0054597727088431264 0.010200910786823385 -0.0074280465987995696 0.0026020617408500364 -0.050596693227287021 -0.021219638437089305 0.026801281112470196 -0.0088385594034719132
leaf_weight=439.42948639392853 24571.156681075692 33910.95638255775 70315.3812302351 3189.7719633281231 4453.8299073725939 3448.1770450621843 2212.2311973720789
leaf_count=1809 100163 140692 289007 13997 18870 13903 9258
internal_value=7.5923e-06 0.00207293 -0.000661322 -0.0265223 -0.0334791 0.0122438 -0.00646906
internal_weight=142541 132246 104226 10295.3 7643.6 28019.3 2651.66
internal_count=587699 543765 429699 43934 32867 114066 11067

Tree=8
num_cat=0
split_feature=28 28 18 17 38 28 21
split_gain=1427.9 1230.03 971.021 600.247 316.663 108.336 105.835
threshold=-0.014725709334015845 0.018866457976400856 -0.020662431605160233 -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=0.012953355632753663 -0.040881189899757996 -0.033794076445188934 -0.0065764333667371203 0.006291180897042851 0.021163958739550622 0.0057696452078997923 0.047966847202705387
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leaf_count=38362 12387 5187 268942 146959 12966 100635 2261
internal_value=6.37327e-06 -0.00342399 -0.00799444 0.00493045 0.00949769 0.00776033 0.0251528
internal_weight=142489 104662 67651.7 37010.2 37827 34048.4 3778.59
internal_count=587699 433475 281329 152146 154224 138997 15227

Tree=9
num_cat=0
split_feature=48 48 7 0 6 7 3
split_gain=2057.61 703.063 445.624 388.061 439.072 269.288 22.0221
threshold=-1.4875389337539671 -0.34191577136516565 -0.0097913797944784147 -0.0015730941086076198 6.0537413446581929e-05 -0.04316392354667186 -0.0045776558108627787
leaf_value=-0.0015944445535275346 0.0076161970263722307 0.010494757855076257 -0.0075233810324462349 -0.046799581763122072 -0.019087062444239248 0.0030103537347533622 -0.012182836356318257
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internal_value=5.42124e-06 0.00190652 -0.00448081 -0.0246811 -0.0312714 0.00461046 -0.00589778
internal_weight=142445 132260 39336.9 10185.3 7539.85 92922.8 2645.42

Tree=10
num_cat=0
split_feature=48 47 7 8 8 1 13
split_gain=1913.01 716.394 372.994 325.692 519.335 264.388 45.1554
threshold=-0.72379013895988453 -1.256108224391937 0.046553775668144233 -0.020395196042954918 0.056312030181288726 -0.0026376470923423763 0.022074085660278801
left_child=1 5 -3 6 -5 -1 -2
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leaf_value=-0.010338225456990749 0.010868959564175799 -0.010686526393605065 0.0084838047812657042 -0.0012109523960701714 0.008559374785462778 -0.034864025538012447 0.006271459595265207
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internal_weight=142435 31623.8 24466.7 110811 82422.8 7157.07 28388.3
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Tree=11
num_cat=0
split_feature=48 28 0 6 17 44 28
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threshold=-1.1056645214557645 -0.031506778672337525 -0.0015730941086076198 6.0537413446581929e-05 -0.9409729242324828 3.7910240888595585 -0.098372090607881532
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Tree=12
num_cat=0
split_feature=48 6 6 28 17 17 28
split_gain=1566.41 629.225 1156.53 410.414 336.152 199.248 116.204
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Tree=13
num_cat=0
split_feature=28 6 0 28 44 28 21
split_gain=995.298 1567.92 972.118 385.008 357.829 111.946 53.0721
threshold=-0.0035241957521066065 6.0548378314706504e-05 -0.0015730941086076198 0.038959616795182235 3.7910240888595585 -0.16511735320091245 3.1571753025054936
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Tree=14
num_cat=0
split_feature=48 28 28 1 7 37 8
split_gain=1308.49 567.435 506.241 310.507 231.939 197.825 42.704
threshold=-1.4875389337539671 -0.014725709334015845 0.038959616795182235 -0.0026376470923423763 0.061627229675650604 0.36435024440288549 -0.08085808157920836
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num_cat=0
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split_gain=27.9328 123.95 64.1481 51.1409 44.6154 32.4781 13.1458
threshold=-0.00036970338260289276 -0.00025682221166789526 -0.0032315286807715888 -0.93323016166687001 1.0000000180025095e-35 -0.28788721561431879 -1.4159635305404661
leaf_value=0.0024316254565253672 -0.011058190169825524 -0.013045872118733844 -0.0011463039955620484 7.631374175485647e-05 0.011528908623130352 0.0015203181619069112 -4.6624668806560209e-05
leaf_weight=7962.534197255969 5513.3661232590675 979.05136093497276 3448.1404459252954 67010.324425108731 2024.4944690465927 2196.095481261611 54915.00007391721
leaf_count=32588 28186 4444 14718 277882 8286 9076 225608
internal_value=-0.000202006 -0.000943189 -0.00724437 -0.000112647 0.000648013 0.00632115 0.00026721
internal_weight=144049 76950.9 8961.51 67989.4 67098.1 4220.59 62877.5
internal_count=600788 325230 42904 282326 275558 17362 258196

Tree=189
num_cat=0
split_feature=7 7 34 19 48 51 22
split_gain=26.9254 37.5289 76.6618 48.4124 24.8376 13.3869 12.758
threshold=-0.1794432997703552 -0.0086706425063312036 1.3778149485588076 -0.020294477231800553 -0.33299300819635386 -0.13725738972425458 1.3070310950279238
leaf_value=0.0095042731820874447 -0.0010615509822140879 0.0030373487608799975 -0.013136837544802863 -0.00042723238637519415 0.0037376783853117512 -0.00060617395301331399 0.00013045241878628373
leaf_weight=1993.4726084321737 64986.997238129377 18225.98135317117 1754.2924477271736 46629.340013600886 3699.5271276831627 6115.2410936802626 617.975894510746
leaf_count=8080 275292 75500 9509 190458 14827 24629 2493
internal_value=-0.00019058 -0.00043007 -0.00137895 0.000546402 0.00234568 0.00103117 0.00728604
internal_weight=144023 131597 66741.3 64855.3 12426.2 9814.77 2611.45
internal_count=600788 550759 284801 265958 50029 39456 10573

Tree=190
num_cat=0
split_feature=47 34 34 22 12 23 50
split_gain=28.2123 56.4202 58.1071 43.7082 21.0504 14.4197 13.7637
threshold=1.0000000180025095e-35 1.3778149485588076 1.3853803277015688 -0.55687132477760304 -0.25981885194778437 -0.0036298282211646433 -0.06362756714224814
leaf_value=-0.0016870963017687403 -0.0015474423652261646 -0.018510587447202791 -0.00209527552465439 0.00134855678745961 0.0014245859307002522 0.0038910258257505107 -0.00049223918027138593
leaf_weight=51022.678683929145 1947.6158699989319 1195.8906323425472 1691.7136779204011 22078.46004550904 17510.145061850548 8484.0002679079771 39914.048318222165
leaf_count=217746 8074 7430 7310 91318 71296 34859 162045
internal_value=-0.000324602 -0.00107894 -0.00889362 -0.000770249 0.000520148 0.00287565 9.22511e-05
internal_weight=143845 75988.7 2887.6 73101.1 67855.8 10431.6 57424.2
internal_count=600078 323804 14740 309064 276274 42933 233341

Tree=191
num_cat=0
split_feature=6 0 6 21 17 6 29
split_gain=29.8597 237.645 108.728 57.5984 52.3518 127.881 37.0169
threshold=-0.0032315271673724051 -0.0022947916295379396 -0.0032315332209691401 0.5278470814228059 -0.93323016166687001 0.35522730648517614 -0.22357961535453794
leaf_value=-0.00012484900253550917 0.010963940521446223 -0.014137771351114881 -0.0028047990022456904 0.0080667712308082062 0.0033156314181819187 -0.027741296438221326 5.7494192338603671e-05
leaf_weight=57531.396471098065 475.67445133626461 5862.5021086670458 5181.3110896945 2930.8938905149698 14137.587577477098 665.16905370354652 57039.575385317206
leaf_count=233951 2029 31804 23227 12000 59240 3172 234655
internal_value=-0.000306194 -0.00113214 -0.0088208 0.000272238 0.000510483 -0.0116032 0.000704643
internal_weight=143824 71506.1 11043.8 60462.3 72318 1140.84 71177.2
internal_count=600078 300982 55031 245951 299096 5201 293895

Tree=192
num_cat=0
split_feature=48 19 7 7 25 17 0
split_gain=26.402 22.2248 49.137 24.1734 18.1329 10.5181 9.69937
threshold=-2.5940562486648555 -0.020351860672235485 -0.0086706425063312036 -0.15514732152223584 -0.84910756349563588 3.7556935548782353 -0.026700210757553574
leaf_value=-0.033854464578251801 -0.0010642330873493267 0.0016609376203202168 0.003104953475170381 -0.00097854716994166466 0.086443252564386022 0.070993149834714428 -0.0077071589104805169
leaf_weight=131.18895580992103 18876.358663160354 12814.695343375206 17888.195444427431 93719.742619454861 3.5918871313333502 3.1840848699212065 346.89580965042114
leaf_count=1145 82326 51569 73998 388509 16 22 2493
internal_value=-0.000288975 -0.000244046 0.00096433 -0.000661052 -0.0135675 -0.03137 -0.00674228
internal_weight=143784 143299 36764.6 106534 484.861 134.373 350.488
internal_count=600078 596402 156324 440078 3676 1167 2509

Tree=193
num_cat=0
split_feature=6 0 6 21 17 6 20
split_gain=26.2841 210.394 97.0948 51.3202 47.1669 114.91 30.9735
threshold=-0.0032315271673724051 -0.0022947916295379396 -0.0032315332209691401 0.5278470814228059 -0.93323016166687001 0.35522730648517614 -0.027714779600501057
leaf_value=-0.00010366704184625703 0.010267267847937484 -0.013351237056157981 -0.0026205170710666094 0.0076286797966466143 0.0028758788361622073 -0.026475930050717567 3.4305747492449087e-05
leaf_weight=57527.811385795474 476.99515047669411 5820.3193656168878 5175.8690013661981 2930.8688949346542 16108.382060296834 658.02592293918133 55072.128477141261
leaf_count=233951 2029 31804 23227 12000 67289 3172 226606
internal_value=-0.000272562 -0.00104789 -0.00830032 0.000271176 0.00049354 -0.0110345 0.000677363
internal_weight=143770 71454.9 10996.2 60458.7 72315.5 1135.02 71180.5

Tree=194
num_cat=0
split_feature=6 28 6 21 21 6 29
split_gain=23.3876 188.003 89.5119 45.6899 42.929 67.2989 26.7191
threshold=-0.0032315271673724051 -0.0043148747645318499 -0.0032315332209691401 0.93284386396408092 1.4956800341606142 0.35522730648517614 -0.22357961535453794
leaf_value=-3.1982706248243352e-05 0.0029025811656380432 -0.012838803153810977 -0.0024732350258020903 0.008972664131348158 0.0071310944661628697 -0.016018089794701602 0.00013235079643858898
leaf_weight=58674.778811648488 14153.70408834517 5678.998590875417 5171.6285087317228 1889.7474578619003 617.11618253588676 1204.2487079054117 56341.649483218789
leaf_count=238607 59250 31379 23227 7769 2599 5503 231744
internal_value=-0.000257233 -0.000988904 -0.00789836 0.000248982 0.000465315 -0.00817467 0.000688544
internal_weight=143732 71415.2 10850.6 60564.5 72316.7 1821.36 70495.4
internal_count=600078 300982 54606 246376 299096 8102 290994

Tree=195
num_cat=0
split_feature=1 1 22 12 48 1 18
split_gain=24.9917 143.902 41.8201 21.0108 19.6455 15.5267 13.0754
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.27010309696197504 -0.28028306365013117 -0.70983687043189991 -0.00080784957390278567 -0.015695735812187191
leaf_value=0.004756924736167005 -0.0090387248332805051 0.0013787727223796354 -0.0001192525171028499 0.0024779428653059939 -0.00015041842965666597 -0.00050626698799640356 -0.045879671794987406
leaf_weight=4097.8196033686399 8168.1570012457669 20011.80219681561 2159.3836541697383 11374.430043920875 49223.033719494939 48856.197107233107 16.635496720671654
leaf_count=17403 40080 83835 9247 48312 199586 202421 73
internal_value=-0.000220412 -0.000899417 -0.00717375 0.000610566 0.000342937 4.14917e-05 0.00455219
internal_weight=143907 79195.5 10327.5 64711.9 60597.5 68868 4114.46
internal_count=600957 335583 49327 265374 247898 286256 17476

Tree=196
num_cat=0
split_feature=55 7 0 19 33 55 29
split_gain=27.0591 30.4358 29.1075 23.0371 28.4776 15.7459 15.4298
threshold=0.36563305556774145 -0.084363792091608034 -0.037705546244978898 -0.020512727089226242 -0.39253015816211695 1.0463360548019411 0.68635171651840221
leaf_value=-0.0017334623538907742 -0.00019347867909097309 0.0047273437320197297 -0.0020592042986985271 -0.00035087267692904066 0.003097357444260184 0.0045966589352820931 0.0032940593774550887
leaf_weight=5138.132363319397 5252.4930775910616 2150.3068543225527 45523.997077517211 60568.340052589774 17360.4347098656 3874.0125442147255 4024.0749423578382
leaf_count=23004 21202 8741 192321 250694 72916 15615 16464
internal_value=-0.000207922 -0.00117581 -0.0017531 0.000423333 0.00199411 0.00183984 -0.000123795
internal_weight=143892 56800.8 47674.3 87091 22498.6 9126.51 64592.4
internal_count=600957 237879 201062 363078 95920 36817 267158

Tree=197
num_cat=0
split_feature=12 48 11 19 28 6 28
split_gain=22.7322 35.1798 46.1007 25.3139 23.7423 20.359 14.0655
threshold=-0.29080538451671595 -0.70983687043189991 -0.62590417265892018 -0.020624452270567414 0.17000621557235721 2.371862649917603 0.0011342806392349305
leaf_value=0.0042152011479675861 0.0018236149968744919 -0.0023749511026580424 -0.013983438042189888 -0.00057537052137835191 -0.0046651518784600445 0.0053745037991277198 0.0077409669139000426
leaf_weight=619.14830503612757 27949.252158470452 1200.0573228672147 1677.7449637129903 107862.54862179607 1960.6155594438314 1901.4231898188591 711.24855038523674
leaf_count=3095 117537 5043 10056 446076 8045 8093 3012
internal_value=-0.000196096 -0.00432373 -0.00907783 -7.17358e-05 0.00139827 -0.000472302 0.00138946
internal_weight=143882 4208.2 2296.89 139674 29909.9 109764 1911.31
internal_count=600957 21206 13151 579751 125582 454169 8055

Tree=198
num_cat=0
split_feature=55 25 47 8 19 33 45
split_gain=23.9249 28.8991 28.2344 21.2385 18.9808 24.4783 14.3218
threshold=0.36563305556774145 -0.98611101508140553 -1.2433525025844572 -0.12924472987651822 -0.020512727089226242 -0.39253015816211695 0.17919377982616427
leaf_value=-0.0016238708994456197 -0.014413950724504881 0.0028127002591377685 -0.0030691659840224764 -0.00096665339467173479 -0.00014430324060554144 0.0028562855891353669 0.012738097474858946
leaf_weight=5133.3511740937829 779.7800957262516 5454.5916333496571 8291.1493213325739 42257.592127889395 64306.155052654445 17368.303763560951 281.61211448907852
leaf_count=23004 4290 21965 34638 176986 266000 72916 1158
internal_value=-0.000184972 -0.00109527 -0.00404442 -0.000534587 0.000408552 0.00183422 -8.81341e-05
internal_weight=143873 56783.1 9070.93 47712.2 87089.4 22501.7 64587.8
internal_count=600957 237879 38928 198951 363078 95920 267158

Tree=199
num_cat=0
split_feature=55 25 48 8 54 28 7
split_gain=21.2802 25.7322 25.3599 18.886 17.842 36.8003 14.0916
threshold=0.36563305556774145 -0.98611101508140553 -1.8403685092926023 -0.12924472987651822 4.5166687965393075 0.097450174391269698 -0.0086706425063312036
leaf_value=-0.00039113295674473041 -0.017231856709852115 0.0026520800444338123 -0.0031396178668848425 -0.00091168376738249917 0.011921843285796534 -0.0089497306555240842 0.0010767763479511965
leaf_weight=46545.391248781234 435.85402384027839 5455.1830513477325 8627.4752187803388 42251.75990120694 1086.1610301882029 367.27675114572048 39093.689292863011
leaf_count=196829 2823 21965 36105 176986 4462 1514 160273
internal_value=-0.000174461 -0.00103311 -0.00381731 -0.000504175 0.000385242 0.0066477 0.000278958
internal_weight=143863 56770.3 9063.33 47706.9 87092.5 1453.44 85639.1
internal_count=600957 237879 38928 198951 363078 5976 357102

end of trees

feature_importances:
Column_6=166
Column_7=125
Column_28=103
Column_48=99
Column_8=77
Column_17=76
Column_23=67
Column_34=61
Column_9=56
Column_0=52
Column_1=45
Column_21=45
Column_18=33
Column_12=31
Column_47=28
Column_16=24
Column_26=24
Column_19=23
Column_55=19
Column_13=17
Column_3=16
Column_14=16
Column_22=16
Column_33=15
Column_29=14
Column_2=13
Column_24=13
Column_20=12
Column_38=12
Column_44=11
Column_25=10
Column_46=9
Column_51=9
Column_11=8
Column_35=8
Column_45=8
Column_50=7
Column_31=6
Column_37=6
Column_53=6
Column_5=5
Column_27=3
Column_4=2
Column_15=1
Column_32=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: 0.057]
[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=0.057 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=901 911 912 925 912 904 913 911 912 913 920 918 916 919 924 922 928 928 923 916 928 928 919 924 935 929 921 912 909 914 923 922 911 919 922 921 925 927 925 923 924 921 924 925 922 918 906 906 904 918 906 919 920 919 919 914 924 919 919 920 928 907 914 915 919 914 909 920 911 911 918 915 917 923 926 921 927 914 922 915 918 906 911 916 924 901 903 918 913 913 911 925 918 917 913 920 915 914 902 902 913 913

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=0.00013400758163595105 0.0001683946173578423 0.0012984301527170503 0.041005470433544793 0.00013297784260550826 0.0015412949453069073 9.2767302859816356e-05 0.00010038963821244936
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.96262e-05 0.000500185 0.00814802 9.81026e-05 0.000217073 9.57178e-05 0.000133089
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=0.0981693 1.71124 7.81141 0.0454629 0.350664 0.0336854 0.0221629
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.038565781605544282 6.1640849395997751e-05 0.0011272643470054329 -0.00044525669486783622 2.8242829329442395e-05 0.0013562858657410746 -9.6757108616075351e-06 -2.4878504701797502e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-3.20774e-06 0.000374519 0.00758643 -4.64456e-06 0.000107544 -6.8934e-06 2.83477e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 49
split_gain=0.0872969 1.52172 7.48797 0.0371761 0.210724 0.0307919 0.0197083
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 -1.6757296919822691
leaf_value=-0.00070964432880929159 0.00055734496795436877 0.0010630102710605697 0.037485203492521713 -9.0847723175069679e-06 1.0394097033217925e-05 0.00011185386011366508 -2.3460409868743924e-06
leaf_weight=81 2517 58 21 550798 25219 6926 2067
leaf_count=81 2517 58 21 550798 25219 6926 2067
internal_value=-3.0249e-06 0.000353172 0.007154 -4.37982e-06 6.00291e-05 -7.58292e-06 2.67319e-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=0.0399661 0.317418 13.7128 0.119557 0.0324756 0.231038 0.01711
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.2660175838286373e-05 -7.6041901662761936e-05 -3.08835052742599e-05 0.044573215781926162 0.00072111417775989038 -5.9181778468179651e-06 0.00060855598292446197 -4.1484901494051031e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
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leaf_weight=571422 22213 131 415 405 141 5347 849
leaf_count=571422 22213 131 415 405 141 5347 849
internal_value=-8.78192e-06 -0.000168779 -0.00296795 -0.000101207 -2.36719e-06 0.000226891 -4.56574e-06
internal_weight=600923 23164 546 22618 577759 5488 572271
internal_count=600923 23164 546 22618 577759 5488 572271

Tree=95
num_cat=0
split_feature=31 0 17 4 16 26 4
split_gain=0.212111 0.991111 17.1633 0.598783 0.0761198 0.667465 0.299498
threshold=1.3952204585075381 -0.024610131978988644 0.6018730401992799 0.042698567733168609 -1.081806421279907 -1.8247658610343931 -0.18293433636426923
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leaf_weight=54 816 38654 28 3052 1313 4415 552591
leaf_count=54 816 38654 28 3052 1313 4415 552591
internal_value=-8.28135e-06 -0.000130957 -0.00206477 -9.18229e-05 1.06699e-06 -0.000233234 2.95737e-06

Tree=96
num_cat=0
split_feature=15 19 23 5 46 18 19
split_gain=1.50036 25.1841 1283.69 1.17833 0.354739 2.85427 0.100934
threshold=0.48480661213397985 0.0029871630249544982 -0.022549189627170559 -0.4922413676977157 0.24645754694938662 -0.0067873813677579156 1.0000000180025095e-35
leaf_value=8.3980185707764693e-06 0.4613658868713712 0.0077286283840824451 0.0005070711713733426 -8.2866934597592746e-05 -0.018139892718003644 -0.00052630438802626401 -5.5045478060502987e-05
leaf_weight=485189 20 63 1082 15234 31 836 97915
leaf_count=485189 20 63 1082 15234 31 836 97915
internal_value=1.11315e-05 0.000548843 0.00887112 -5.06956e-05 -3.96848e-06 -0.00115609 -2.25543e-06
internal_weight=600370 16399 1102 15297 583971 867 583104
internal_count=600370 16399 1102 15297 583971 867 583104

Tree=97
num_cat=0
split_feature=4 8 19 9 20 18 19
split_gain=1.37904 14.6362 433.99 0.47458 0.19213 2.66549 0.182433
threshold=0.066476602107286467 -0.01495661213994026 0.0029871630249544982 0.047103036195039756 0.21382468193769458 -0.0058871116489171973 0.16130571067333224
leaf_value=-3.0290071505216749e-06 0.14249432774548404 -0.00041185825999536223 -0.00019952604731302516 0.00024313185934189056 -0.015893596961473425 -0.0002762570411444203 0.00077811888355113748
leaf_weight=580502 72 7333 1813 7049 36 2592 973
leaf_count=580502 72 7333 1813 7049 36 2592 973
internal_value=1.0497e-05 0.000528157 0.00525085 -9.08302e-05 -3.91962e-06 -0.000490193 -1.72189e-06
internal_weight=600370 16267 1885 14382 584103 2628 581475
internal_count=600370 16267 1885 14382 584103 2628 581475

Tree=98
num_cat=0
split_feature=15 9 20 49 46 18 19
split_gain=1.27589 24.759 1517.32 1.61068 0.303675 2.43445 0.0885305
threshold=0.48480661213397985 -0.0018452440272085366 0.016878103837370876 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 1.0000000180025095e-35
leaf_value=7.5363434125260944e-06 0.5005608507514 0.0082707793089794 -0.0019774473800647533 -4.7532002913345148e-05 -0.01675512866291308 -0.00048837523162290541 -5.1881138862132825e-05
leaf_weight=485189 20 76 814 15489 31 836 97915
leaf_count=485189 20 76 814 15489 31 836 97915
internal_value=9.89864e-06 0.000505758 0.0100738 -6.91577e-06 -4.02602e-06 -0.00107 -2.44106e-06
internal_weight=600370 16399 834 15565 583971 867 583104
internal_count=600370 16399 834 15565 583971 867 583104

Tree=99
num_cat=0
split_feature=32 9 29 49 46 18 3
split_gain=1.13458 22.0169 1395.74 1.43229 0.270042 2.16483 0.0857973
threshold=0.48480661213397985 -0.0018452440272085366 0.20562779903411868 -0.25953947752714152 0.24645754694938662 -0.0067873813677579156 0.1806561276316643
leaf_value=-2.1616427660761314e-06 0.47992625081688162 0.0077993445494812476 -0.0020587706003007112 -4.4822679071329942e-05 -0.015800086443462678 -0.00046053784794656329 -0.0034102816606027776
leaf_weight=583080 20 76 814 15489 31 836 24
leaf_count=583080 20 76 814 15489 31 836 24
internal_value=9.33442e-06 0.00047693 0.00949962 -6.52157e-06 -3.79654e-06 -0.00100901 -2.30192e-06

Tree=100
num_cat=0
split_feature=4 16 16 20 20 18 19
split_gain=1.01422 22.4616 1190.41 2.14057 0.154512 2.17388 0.164344
threshold=0.066476602107286467 0.018398451618850235 0.009063976816833021 0.0017586908652447166 0.21382468193769458 -0.0058871116489171973 0.16130571067333224
leaf_value=-2.8308811526603813e-06 -0.0013580917831741317 0.0034481622982922753 0.4332827026460021 -0.00016976510500909132 -0.01435024391983946 -0.00024643576657475851 0.00073858097648086022
leaf_weight=580502 816 551 21 14879 36 2592 973
leaf_count=580502 816 551 21 14879 36 2592 973
internal_value=8.80236e-06 0.000452741 0.00954687 -4.05702e-05 -3.56112e-06 -0.000439639 -1.59025e-06
internal_weight=600370 16267 837 15430 584103 2628 581475
internal_count=600370 16267 837 15430 584103 2628 581475

Tree=101
num_cat=0
split_feature=15 19 9 5 20 35 46
split_gain=0.975672 20.3634 1358.58 1.61457 0.265651 25.1415 0.103639
threshold=0.48480661213397985 0.0029871630249544982 -0.00085678591858595599 -0.4922413676977157 0.29659919440746313 0.93073874711990368 0.24645754694938662
leaf_value=-1.4012573467109333e-06 0.47343118036240339 0.0097476280327472419 -0.00072731040325765481 -0.00012597524095746699 -0.00020820006359589628 0.064223225515522064 -0.00077376831868819311
leaf_weight=582521 20 54 1070 15229 1216 20 565
leaf_count=582521 20 54 1070 15229 1216 20 565
internal_value=1.17799e-05 0.000445752 0.00797285 -9.10885e-05 -3.8018e-07 0.00083438 -2.14967e-06
internal_weight=600695 16373 1090 15283 584322 1236 583086
internal_count=600695 16373 1090 15283 584322 1236 583086

Column_15=74
Column_49=54
Column_51=47
Column_5=39
Column_4=37
Column_7=35
Column_16=31
Column_20=27
Column_0=24
Column_29=24
Column_21=23
Column_46=23
Column_17=22
Column_9=21
Column_18=19
Column_45=17
Column_55=17
Column_31=16
Column_19=15
Column_3=14
Column_8=14
Column_32=14
Column_14=13
Column_33=12
Column_23=10
Column_13=9
Column_26=9
Column_34=9
Column_2=8
Column_11=6
Column_35=5
Column_47=5
Column_24=4
Column_1=3
Column_12=3
Column_25=3
Column_28=2
Column_48=1
Column_50=1
Column_52=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.057 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