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 1035 1045 1034 1040 1035 1045 1036 1042 1035 1034 1027 1048 1037 1032 1034 1032 1039 1039 1036 1038 1035 1038 1039 1030 1042 1049 1043 1041 1047 1040 1034 1040 1043 1038 1032 1045 1031 1021 1037 1050 1036 1034 1032 1035 1041 1047 1053 1029 1043 1032 1037 1047 1041 1038 1025 1027 1045 1048 1037 1041 1030 1032 1030 1039 1036 1032 1038 1048 1042 1034 1048 1039 1042 1043 1034 1049 1043 1039 1040 1036 1042 1046 1050 1038 1030 1036 1030 1043 1032 1023 1030 1048 1022 1037 1053 1045 1051 1046 1046 1038 1038 1050 1042 1032 1040 1035 1051 1040 1047 1041 1051 1042 1049 1050 1036 1036 1038 1052 1037 1046 1044 1037 1037 1053 1036 1043 1044 1046 1043 1045 1045 1043 1044 1044 1041 1028 1036 1045 1026 1062 1047 1031 1048 1046 1044 1043 1046 1044 1054 1047 1049 1045 1047 1045 1051 1032 1048 1052 1048 1039 1048 1049 1049 1039 1043 1048 1041 1048 1047 1034 1027 1041 1030 1032 1047 1040 1048 1024 1025 1018 1022 1037 1041 1021 1019 1042 1024 1032 1028 1026 1037 1027 1034 1033 1050 1056 1046 1053 1043

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=-0.37391808996707832 -0.32182995128010922 -0.35275964176508184 -0.33030506785651481 -0.43352004473279859 -0.39755571259260108 -0.33109098542181037 -0.32602693681605355
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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 48 38 1 28
split_gain=4270.04 1557.46 914.753 632.077 472.82 358.795 351.738
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
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leaf_value=-0.02493144602682278 0.017212502162879763 -0.00905519862811471 0.0021699195642696 0.0043916291997774899 0.047169116379684448 -0.065558808800990923 -0.027444880943021659
leaf_weight=1589.1143051087856 23528.928641751409 26311.041962876916 2799.6935173869133 70256.591210797429 3288.4204257130623 4743.5885918289423 10187.715745806694
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internal_value=4.38971e-05 0.00510915 -0.0323046 0.000727875 0.0208859 -0.0553639 -0.0210608
internal_weight=142705 123385 19320.1 96567.6 26817.3 6332.7 12987.4
internal_count=587687 507936 79751 397662 110274 26219 53532
shrinkage=0.074

Tree=2
num_cat=0
split_feature=48 28 18 8 28 38 6
split_gain=3682.62 1329.41 847.177 616.494 441.928 399.885 177.366
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.000590299750911072 1.0000000180025095e-35 1.0000000180025095e-35
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leaf_weight=375.53760214149952 23594.110101059079 24823.449267596006 4862.2360711544752 71754.666428908706 11077.660985127091 3312.3368825316429 2886.0977917611599
leaf_count=1559 96751 102027 20074 295635 45959 13523 12159
internal_value=3.84693e-05 0.00472639 -0.0301095 0.000673708 -0.0230783 0.0192731 -0.0644713
internal_weight=142686 123485 19201.5 96578.1 15939.9 26906.4 3261.64
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=2061.68 1670.59 1312.79 651.719 456.058 137.043 113.265
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=0.01982436215049057 -0.035138798542217312 -0.045640890415243163 -0.0075452789035012442 0.0093197811956070072 0.034033870194291944 0.0092902857839313562 0.070159380746942099
leaf_weight=9352.8735961467028 11307.139740109444 1222.2847182899714 57224.689033076167 35374.52824062109 3188.5118101537228 24420.753143802285 558.50803317129612
leaf_count=38247 47243 5029 236175 145592 12965 100167 2269
internal_value=3.36045e-05 -0.00528114 -0.012098 0.00748417 0.0149249 0.0122075 0.0394185
internal_weight=142649 105129 68531.8 36596.8 37520.6 33773.6 3747.02
internal_count=587687 434039 283418 150621 153648 138414 15234

Tree=4
num_cat=0
split_feature=48 28 18 48 7 38 0
split_gain=2987.02 956.124 711.049 515.803 380.93 286.68 153.677
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.34191577136516565 -0.022537890821695324 1.0000000180025095e-35 -0.0015730941086076198
leaf_value=-0.014527552030362432 0.013666788753869962 -0.0080654186927599843 0.011300365074067778 0.0040917446912159781 -0.024943318897833164 0.036806625532328233 -0.065057671353775617
leaf_weight=373.27670226991177 23696.993277937174 26246.177087068558 1790.3873607069254 70298.162235185504 14045.969989806414 3345.7928277105093 2816.0459473580122
leaf_count=1559 96751 108413 7398 289249 58635 13523 12159
internal_value=2.95598e-05 0.00423155 -0.0272657 0.000786744 -0.0208458 0.0165297 -0.0591437
internal_weight=142613 123587 19025.7 96544.3 15836.4 27042.8 3189.32

Tree=5
num_cat=0
split_feature=48 48 7 6 6 7 7
split_gain=2629.36 849.818 516.766 463.55 545.565 325.116 23.0379
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=0.0062017759176237978 0.010641622424200848 0.015088833842175721 -0.010531417508178228 -0.067062328446644212 -0.027428387566651426 0.0044011182749457336 -0.012329776630845763
leaf_weight=440.283471763134 7894.2566467672586 19817.251270100474 31500.762829750776 3432.7679357230663 4264.4864425063133 72995.640892356634 2217.6985701322556
leaf_count=1809 32423 80944 130679 14858 18009 299719 9258
internal_value=5.26846e-06 0.00281785 -0.00628861 -0.0359036 -0.0451041 0.00668314 -0.0092601
internal_weight=142563 132208 39395 10355.2 7697.25 92812.9 2657.98
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=2276.77 1067.09 609.486 408.058 489.805 248.585 21.6438
threshold=-1.4875389337539671 -0.031506778672337525 -0.34191577136516565 -0.0015730941086076198 6.0536020100698813e-05 1.0000000180025095e-35 -0.0045776558108627787
leaf_value=-0.0030619196870238776 0.012830640608008922 -0.0089986686636904078 0.0030855149017466909 -0.064518462463744583 -0.02642561697956318 0.034153662740577011 -0.01667082006670394
leaf_weight=1574.6756063699722 24632.260574474931 33852.468430280685 70357.901822522283 3169.0168287158012 4435.5971774160862 3408.1712529361248 1078.1078260540962
leaf_count=6557 100339 140692 289007 13997 18870 13727 4510
internal_value=3.11887e-06 0.00260802 -0.000840001 -0.0335824 -0.0422998 0.0154223 -0.00859266
internal_weight=142508 132251 104210 10257.4 7604.61 28040.4 2652.78
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Tree=7
num_cat=0
split_feature=48 28 48 6 6 17 1
split_gain=1971.78 913.074 529.929 359.465 442.464 229.132 20.5799
threshold=-1.4875389337539671 -0.031506778672337525 -0.72379013895988453 1.0000000180025095e-35 6.0537413446581929e-05 -0.9409729242324828 -0.0033751516602933402
leaf_value=-0.0029486154291439325 0.058905734596963098 -0.011970341765608598 0.0017103808129439386 -0.059960372954596421 -0.023774381924321276 0.01325429275325757 -0.01644402435479024
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leaf_count=6930 2469 79143 350556 14858 18009 111597 4137
internal_value=1.22698e-06 0.00241415 -0.000778248 -0.0314155 -0.0396803 0.0142547 -0.007972
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Tree=8
num_cat=0
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split_gain=1181.81 951.58 694.906 202.873 143.279 55.6215 36.9179
threshold=-0.020662431605160233 -0.031506778672337525 -0.0058368276804685584 1.0000000180025095e-35 -0.021240289323031899 0.0004008942778455094 0.0022488698596134786
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
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internal_value=-4.02327e-07 0.000973514 -0.00212594 0.0130296 -0.0466771 -0.0311515 -0.0640455
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Tree=9
num_cat=0
split_feature=48 7 7 1 7 7 0
split_gain=1612.9 573.422 893.022 312.199 246.912 41.3544 40.7455
threshold=-1.4875389337539671 -0.024109717458486554 0.044861363247036941 -0.0026376470923423763 0.063237678259611144 -0.077107463032007204 -0.0027339300140738483
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internal_value=-1.41225e-06 0.00216652 -0.000498077 -0.028632 -0.038326 0.0110751 -0.0110254
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Tree=10
num_cat=0
split_feature=48 47 7 8 8 1 29
split_gain=1534.56 619.005 330.116 262.412 432.904 217.854 49.6911
threshold=-0.72379013895988453 -1.256108224391937 0.046553775668144233 -0.014864472672343252 0.056312030181288726 -0.0026376470923423763 -0.05486496910452842
left_child=1 5 -3 6 -5 -1 -2
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Tree=11
num_cat=0
split_feature=48 47 0 28 17 44 7
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threshold=-0.72379013895988453 -0.5827713906764983 -0.0015730941086076198 -0.014725709334015845 -0.9409729242324828 3.7910240888595585 0.053041078150272376
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Tree=12
num_cat=0
split_feature=48 7 7 28 28 38 7
split_gain=1135.88 518.637 762.509 299.284 349.023 242.408 45.3224
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Tree=13
num_cat=0
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Tree=14
num_cat=0
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threshold=-1.4875389337539671 -0.0035241957521066065 6.0548378314706504e-05 -0.0026376470923423763 0.36435024440288549 0.061627229675650604 -0.08085808157920836
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Tree=15
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Tree=189
num_cat=0
split_feature=7 48 22 4 16 33 0
split_gain=9.94392 23.1223 13.0841 12.0775 18.4657 17.7968 10.4852
threshold=-0.1794432997703552 -0.33299300819635386 1.3070310950279238 -0.14748999476432798 -0.1068240739405155 -0.38524012267589564 0.16390308737754825
leaf_value=0.011202131785901742 -0.079131255270374831 0.00027355498865317969 -0.0011204017496836596 -0.0027215996381044927 0.00014768067745817321 0.0090936043937336498 0.033593130562063735
leaf_weight=1993.5625585317612 12.68033619225025 9754.4197767078876 618.16906303167343 13733.289092987776 116258.5975783132 993.79536226391792 51.993373617529869
leaf_count=8080 53 39247 2493 57418 489208 4080 209
internal_value=9.67877e-05 0.0020981 0.00828552 -9.29294e-05 -0.000155451 0.00798208 0.000450215
internal_weight=143417 12418.1 2611.73 130998 129992 1006.48 9806.41
internal_count=600788 50029 10573 550759 546626 4133 39456

Tree=190
num_cat=0
split_feature=7 35 46 49 35 25 14
split_gain=8.09694 12.702 24.8054 10.4056 9.97451 13.6914 13.2351
threshold=-1.010111331939697 -1.2374798059463499 -0.0046810016501694909 -2.299067378044128 -1.259856581687927 -1.1985466480255125 0.02554551046341658
leaf_value=0.047900951646387309 -0.0032878456829464118 0.010851257683905238 0.0021593562254463676 9.6980977367255538e-05 -0.0080849559543646789 0.008215383670383828 0.010549926559522273
leaf_weight=50.544681683182716 16396.392926752567 494.74269105121493 6351.0784757137299 118269.63542954251 525.2333729416132 818.32184459269047 346.32218012213707
leaf_count=203 67952 2117 27872 495146 2112 3287 1389
internal_value=-0.000103349 -0.000165047 -0.00176699 0.000141781 0.00491326 0.010524 -0.000680181
internal_weight=143252 141512 22747.5 118764 1740.42 868.867 871.556
internal_count=600078 593087 95824 497263 6991 3490 3501

Tree=191
num_cat=0
split_feature=6 0 50 33 20 33 13
split_gain=11.7465 16.1411 14.1561 11.5418 10.2983 25.4562 12.9567
threshold=2.371862649917603 0.0079743834212422388 0.4223229736089707 -0.20766398310661313 -0.027878073975443837 -0.393197551369667 -0.11206143721938132
leaf_value=-0.0031797482019310986 -0.042003784503229002 0.012800510022984995 -0.0022289905987527858 0.0010427868823021653 0.00088218109731221677 0.0020027142052779644 -0.00098993471310579581
leaf_weight=6475.225270550698 63.429643332958221 1076.6346809417009 215.38417395204306 794.60699720680714 26929.368929490447 26153.599382311106 81542.473382633179
leaf_count=30399 313 4537 1092 3400 110016 110226 340095
internal_value=-9.57122e-05 0.00533275 -0.0112777 0.00780769 -0.00017843 0.000974249 -0.000525161
internal_weight=143251 2150.06 278.814 1871.24 141101 32628.8 108472
internal_count=600078 9342 1405 7937 590736 140625 450111

Tree=192
num_cat=0
split_feature=48 25 17 0 29 33 33
split_gain=7.81753 13.9788 8.87165 8.67298 7.99805 27.9413 10.5859
threshold=-2.5940562486648555 -0.84910756349563588 3.7556935548782353 -0.026700210757553574 -0.22357961535453794 -0.393197551369667 2.7485474348068242
leaf_value=-0.035299742515435016 -0.00334092090835569 0.11225189409569213 0.0901760300986615 -0.0033228714254834027 -0.00022625900321707768 0.0021960739529417509 -0.0047478401816241902
leaf_weight=113.48323619365692 6337.1527474336326 3.5950382053852072 3.1719061806797972 323.63457030057907 110063.79368406534 23489.260762576014 2910.3597354665399
leaf_count=1145 29224 16 22 2493 456205 98818 12155
internal_value=-8.86622e-05 -0.00989389 -0.031888 -0.00205313 -5.81834e-05 0.00101964 -0.000342741
internal_weight=143244 443.885 116.655 327.23 142801 29826.4 112974
internal_count=600078 3676 1167 2509 596402 128042 468360

Tree=193
num_cat=0
split_feature=6 17 0 24 7 34 1
split_gain=10.1304 14.6472 12.6292 9.48302 17.8567 9.68327 5.349
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 0.10144596546888353 -0.0097904694266617281 -1.0236597657203672 -0.00045897201925981784
left_child=3 6 -3 4 -1 -5 -2
leaf_value=-0.00042033533904299142 -0.093223408960546345 -0.0094211327064991218 0.0076393387315828575 -0.0031004281442996982 0.0019119620023374498 -0.00046755754647618734 0.011883612303391479
leaf_weight=53120.18979581818 11.285095967352389 272.31207878887653 1864.2504533678293 8974.0273469313979 27170.841016329825 51822.118931215256 3.4656147062778464
leaf_count=224771 70 1371 7880 37322 111628 217015 21
internal_value=-8.21464e-05 0.00495758 0.00546492 -0.000158993 0.000368924 -0.000856192 -0.068529
internal_weight=143238 2151.31 2136.56 141087 80291 60796.1 14.7507
internal_count=600078 9342 9251 590736 336399 254337 91

Tree=194
num_cat=0
split_feature=6 17 0 11 51 6 28
split_gain=8.67689 13.0666 10.8269 9.31467 11.2302 9.08938 3.10569
threshold=2.371862649917603 -0.93323016166687001 0.0079743834212422388 1.5745726227760317 -0.011632459703832863 -0.0032315300777554508 0.37684145569801336
leaf_value=-0.00063594865096046208 -0.0038651082577283334 -0.0087538732074749735 0.0070637802756839813 -0.0011041325655279893 -0.0087545076543356238 0.0005749319351024629 -0.085523835736408538
leaf_weight=67669.088505111635 3.3371187299489966 271.41741292178631 1866.8505764603615 3849.5908267050982 1445.1534477621317 68118.346882790327 10.81912863999605
leaf_count=286259 22 1371 7880 16128 5967 282382 69
internal_value=-7.60978e-05 0.00458686 0.00505599 -0.000147238 -0.00319223 -2.85052e-05 -0.066274
internal_weight=143235 2152.42 2138.27 141082 5294.74 135787 14.1562
internal_count=600078 9342 9251 590736 22095 568641 91

Tree=195
num_cat=0
split_feature=1 1 22 12 48 18 53
split_gain=9.50431 64.2839 20.4236 15.3965 15.1298 13.3583 13.0057
threshold=-0.0037464592605829235 -0.0036749573191627856 -0.27010309696197504 -0.28028306365013117 -0.70983687043189991 -0.015695735812187191 5.3784809112548837
leaf_value=0.0052807600203488162 -0.0078308413299073339 0.00016592900875298262 0.00029514070457307631 0.0027623523878869002 -0.00023411831286385641 -0.061114456798343854 0.017744322550247299
leaf_weight=4088.1477414593101 7944.476789906621 68472.925006613135 2152.6694640666246 11358.369791463017 49181.518847644329 16.661239698529243 231.26130223274231
leaf_count=17403 40080 285265 9247 48312 199586 73 991
internal_value=-3.95938e-05 -0.00058516 -0.00609842 0.000625447 0.000328073 0.00501126 0.000225099
internal_weight=143446 78801.3 10097.1 64644.7 60539.9 4104.81 68704.2
internal_count=600957 335583 49327 265374 247898 17476 286256

Tree=196
num_cat=0
split_feature=55 25 18 33 13 4 6
split_gain=11.4953 16.8051 16.5551 18.706 13.6046 11.6515 10.6623
threshold=0.36563305556774145 -0.98611101508140553 -0.020647044293582436 -0.39183568954467768 -0.0039383406983688465 0.24512328952550891 0.66048380732536327
left_child=2 4 3 -1 -2 -3 -4
right_child=1 5 6 -5 -6 -7 -8
leaf_value=-0.00048662253171606574 -0.00074848629396728305 -0.00021821392684293981 0.00066154294967893672 0.0099350677938130783 -0.0065130639114102324 -0.016114736824997689 -0.0015585979213226732
leaf_weight=1708.8162058517337 4247.9040696248412 47319.677820593119 68741.202239133418 2104.7861073687673 4747.3918218240142 253.84205837547779 14311.720759771764
leaf_count=8894 17733 197920 283927 10611 21195 1031 59646
internal_value=-3.67224e-05 -0.000857645 0.000497875 0.00526527 -0.00379082 -0.000303034 0.000278967
internal_weight=143435 56568.8 86866.5 3813.6 8995.3 47573.5 83052.9
internal_count=600957 237879 363078 19505 38928 198951 343573

Tree=197
num_cat=0
split_feature=48 20 34 6 4 23 7
split_gain=9.24137 18.0663 15.6169 32.4658 15.6124 13.431 11.5364
threshold=0.42069473117589956 -0.031473683193325989 1.3778149485588076 -0.0032315368298441167 0.24512328952550891 -0.0017051076865755019 -0.057578392326831811
leaf_value=0.0015018268712862514 -0.0010236618196758568 0.0006426798162016854 -0.017883879188005318 -0.00096246443386258486 -0.01754985505432069 0.01547241227475109 -0.00069105791571120166
leaf_weight=16015.845335766673 413.47979727387428 49767.140741020441 857.69367766752839 2248.86516777426 259.66137334704399 780.39818553626537 73090.687205776572
leaf_count=64890 1692 201820 6269 9998 1051 3213 312024
internal_value=-3.40333e-05 0.000762948 -0.000476724 -0.00563432 0.000548252 0.00975927 -0.000296913
internal_weight=143434 51220.7 92213.1 3106.56 50026.8 1193.88 89106.5
internal_count=600957 207776 393181 16267 202871 4905 376914

Tree=198
num_cat=0
split_feature=55 25 48 18 33 11 16
split_gain=9.82155 14.3336 17.4178 14.3274 15.8148 11.8177 11.0318
threshold=0.36563305556774145 -0.98611101508140553 -1.8403685092926023 -0.020647044293582436 -0.39183568954467768 -1.8003312945365904 -0.073294002562761293
leaf_value=-0.00039845429086754323 -0.018301956550366278 0.0054769990339552498 -0.0027837671691167071 -0.0013949524658446078 0.0091819649054314736 -0.00051480839064042881 0.00069866334654525959
leaf_weight=1707.378948174417 415.26029360294342 1876.5572869777679 8572.0601160377264 17447.6684358567 2109.0338674783707 45690.970635026693 65601.039466038346
leaf_count=8894 2823 7641 36105 71857 10611 191310 271716
internal_value=-3.15699e-05 -0.000790505 -0.00350079 0.000462546 0.0048959 -0.000278429 0.000258816
internal_weight=143420 56554.8 8987.32 86865.1 3816.41 47567.5 83048.7
internal_count=600957 237879 38928 363078 19505 198951 343573

Tree=199
num_cat=0
split_feature=55 54 54 25 18 33 45
split_gain=8.42299 13.3511 15.5759 14.3987 12.2655 13.5108 10.8786
threshold=0.36563305556774145 3.3051205873489384 6.2333779335021982 -2.0959314107894893 -0.020647044293582436 -0.39183568954467768 0.17919377982616427
leaf_value=-0.00036902373353761233 -0.010586749870756506 -0.014150033546843266 0.0056913105628398067 -0.00042999244960292078 0.00019021518123740587 0.0084817608347751757 0.014748218846701015
leaf_weight=1707.1343751251698 775.15821901708841 803.96039114147425 296.58429881185293 54669.311865113676 82769.062143094838 2113.9917167387903 282.03929133713245
leaf_count=8894 3479 3443 1266 229691 342418 10611 1155
internal_value=-2.92713e-05 -0.000732194 -0.00880302 -0.000571992 0.00042826 0.00452757 0.000239654
internal_weight=143417 56545 1100.54 55444.5 86872.2 3821.13 83051.1
internal_count=600957 237879 4709 233170 363078 19505 343573

end of trees

feature_importances:
Column_6=152
Column_28=109
Column_7=104
Column_48=87
Column_17=84
Column_8=65
Column_9=58
Column_21=48
Column_1=47
Column_23=47
Column_34=47
Column_0=41
Column_12=37
Column_18=32
Column_47=29
Column_55=29
Column_16=28
Column_13=27
Column_33=27
Column_29=20
Column_5=18
Column_25=17
Column_3=15
Column_14=15
Column_26=15
Column_35=15
Column_46=15
Column_11=14
Column_20=13
Column_24=13
Column_38=13
Column_45=13
Column_51=13
Column_19=12
Column_44=10
Column_2=9
Column_22=9
Column_27=8
Column_37=8
Column_50=8
Column_4=6
Column_31=5
Column_15=4
Column_53=4
Column_43=3
Column_49=3
Column_54=3
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: 0.074]
[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=0.074 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=900 910 912 925 916 907 913 917 913 908 927 908 915 919 923 925 914 922 926 922 918 930 921 923 926 917 917 912 916 912 921 921 910 822 911 918 930 921 932 919 916 922 913 915 910 906 911 923 920 919 922 923 929 919 922 923 903 918 920 925 910 911 918 915 912 911 920 924 911 906 920 918 919 919 919 928 909 904 903 919 922 922 927 919 914 927 919 934 925 923 926 922 913 916 908 914 921 907 914 914 919 921 918 924 929 915 910 913 918 918 912 905

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=0.00014324714598349333 0.00018788996428910658 0.0016549536417729905 0.05320444453267216 0.00014191029180362025 0.0019702517935563137 8.9707134940792169e-05 9.9602798381052566e-05
leaf_weight=82 22392 58 20 10818 687 551563 2067
leaf_count=82 22392 58 20 10818 687 551563 2067
internal_value=9.86117e-05 0.000618636 0.0105474 9.66336e-05 0.000251086 9.35376e-05 0.000142055
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=0.0946617 1.6501 7.83007 0.0438385 0.338135 0.0324818 0.021371
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.034956371411681168 -1.6757296919822691
leaf_value=0.049938308675539222 7.8582298851877328e-05 0.0014370832706169085 -0.00076805338577186268 3.6005122588357886e-05 0.0017290493465984256 -1.2334996211478599e-05 -3.1716166244884022e-06
leaf_weight=21 22392 58 81 10818 687 551563 2067
leaf_count=21 22392 58 81 10818 687 551563 2067
internal_value=-4.08936e-06 0.000477453 0.00967149 -5.92107e-06 0.000137102 -8.78799e-06 3.61389e-05

Tree=2
num_cat=0
split_feature=45 17 24 23 49 31 27
split_gain=0.0811701 1.41492 7.44667 0.0352726 0.210677 0.0302632 0.0185782
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16744337230920794
leaf_value=-0.0012249514813036197 0.00072153222588190768 7.3548175262913118e-05 0.048224419669104027 -1.146643751408596e-05 1.1535746299207129e-05 0.00014418805284668109 -0.0011609105104567867
leaf_weight=81 2517 2056 21 550798 25219 6926 69
leaf_count=81 2517 2056 21 550798 25219 6926 69
internal_value=-3.78675e-06 0.000442121 0.0089558 -5.48292e-06 7.59669e-05 -9.53347e-06 3.34646e-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=0.0370895 0.31596 13.7136 0.11957 0.0300572 0.232274 0.0173063
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -0.25902542471885676 -0.27063107490539545 0.25719563663005834
leaf_value=1.4512227872537946e-05 -0.00010679017935222719 -4.4632218030394244e-05 0.057860537912292939 0.00093170031165216278 -7.1529861230633722e-06 0.00079019831683868906 -5.35914590554442e-05
leaf_weight=49121 789 10104 23 737 476292 2209 48412
leaf_count=49121 789 10104 23 737 476292 2209 48412
internal_value=-3.50653e-06 0.000127198 0.00153514 2.17415e-05 -6.15064e-06 4.78941e-05 -1.14376e-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=0.0685146 0.589692 9.65077 0.0319536 0.287942 0.0280459 0.0231285
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 0.10345410183072092 -0.034956371411681168
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Tree=111
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Column_15=56
Column_49=51
Column_7=50
Column_4=48
Column_51=41
Column_16=37
Column_19=37
Column_5=34
Column_46=33
Column_20=29
Column_21=29
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Column_29=28
Column_0=27
Column_14=23
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Column_3=19
Column_18=19
Column_8=18
Column_17=18
Column_23=16
Column_2=14
Column_13=13
Column_31=13
Column_1=10
Column_26=10
Column_55=10
Column_32=8
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Column_24=5
Column_34=5
Column_47=5
Column_6=3
Column_27=3
Column_10=2
Column_11=2
Column_28=2
Column_12=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.074 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