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=1020 1037 1033 1030 1025 1043 1038 1037 1040 1043 1036 1039 1032 1045 1025 1041 1022 1040 1043 1031 1039 1042 1044 1037 1036 1033 1038 1034 1033 1037 1049 1047 1040 1042 1031 1046 1048 1028 1037 1042 1041 1037 1047 1020 1042 1029 1053 1038 1037 1024 1038 1040 1028 1038 1038 1031 1028 1043 1029 1033 1034 1041 1037 1043 1028 1034 1034 1022 1024 1035 1047 1026 1039 1038 1031 1020 1032 1024 1036 1030 1037 1038 1035 1037 1042 1042 1035 1033 1053 1041 1052 1032 1032 1049 1039 1039 1029 1026 1033 1044 1040 1026 1043 1031 1032 1040 1041 1032 1037 1031 1030 1031 1031 1048 1039 1032 1030 1037 1037 1042 1033 1042 1046 1035 1035 1037 1035 1048 1046 1029 1038 1035 1026 1023 1035 1045 1030 1038 1037 1025 1038 1039 1036 1042 1048 1029 1015 1024 1011 1039 1043 1022 1048 1038 1029 1025 908 1018 1034 1018 1047 1032 1036 1027 1052 1044 1045 1023 1053 1027 1055 1053 1035 1030 1048 1055 1031 1033 1019 1018 1039 1043 1031 1029 1025 1038 1028 1039 1035 1021 1057 1052 1040 1049 1055 1027 1025 1014 1012 1052 1026 1030 1031 1040 1031 1034 1036 1033 1040 1039 1037 1034 1040 1034 1047 1032 1039 1031 1035 1040 1042 1040 1042 1037 1040 1036 1028 1038 1034 1056 1036 1036 1045 1040 1043 1058 1059 1053 1050 1043 1043 1047 1048 1035 1052 1043 1035 1037 1035 1050 1045 1040 1044 1045 1043 1034 1038 1032 1031 1042 1045 1047 1039 1048 1047 1039 1038 1054 1042 1054 1035 1033 1043 1048 1063 1045 1043 1048 1033 1033 1053 1041 1050 1052 1044 1036 1048 1036 1042 1052 1045 1031 1040 1046 1028 1052 1032 1040 1044 1046 1056 1039 1047 1052 1030 1039 1041 1015 1037 1043 1032 1061 1035 1046 1054 1039 1061 1040 1064 1040 1040 1043 1042 1055 1063 1047 1047 1037 1049 1064 1043 1032 1042 1053 1041 1032 1039 1038 1041 1024 1031 1031 1034 1035 1034 1050 1034 1052 1038 1048 1049 1039 1037 1047 1042 1052 1043 1047 1037 1054 1044 1048 1044 1049 1045 1047 1037 1045 1059 1021 1034 1042 1043 1039 1031 1051 1033 1055 1028 1024 1060 1063 1064 1048 1048 1058 1054 1039 1059 1035 1051 1027 1037 1040 1037 1032 1045 1045 1031 1044 1053 1041 1040 1034 1053 1033 1052 1026 1062 1040 1043 1036 1041 1038 1059 1056 1045 1055 1029 1056 1036 1033 1032 1029 1024 1033 1040 1030 1030 1027 1064 1058 1052 1041 1023 1040 1033 1022 1043 1020 1037 1049 1033 1037 1041 1032 1022 1023 1040 1045

Tree=0
num_leaves=8
num_cat=0
split_feature=48 28 18 7 38 8 1
split_gain=3627.44 1431.66 894.688 603.588 536.889 405.488 150.786
threshold=-1.1439211964607237 -0.036551302298903458 -0.065606351941823945 -0.039131550118327134 1.0000000180025095e-35 -0.035641307011246674 -0.0028918832540512081
decision_type=2 2 2 2 2 2 2
left_child=2 4 6 -3 -2 -4 -1
right_child=1 3 5 -5 -6 -7 -8
leaf_value=-0.35517798758231489 -0.29882565586212634 -0.30416667619876525 -0.31007044732070466 -0.32121723417138592 -0.26068181076760988 -0.35294272868634069 -0.41226202751195035
leaf_weight=418.59730708599091 22155.182806491852 20236.510234117508 1934.275500535965 70325.322773456573 3195.9185198545456 12211.973039746284 2144.9150307178497
leaf_count=1717 90876 83006 7934 288460 13109 50091 8798
internal_value=-0.317755 -0.312292 -0.35565 -0.317407 -0.294017 -0.347081 -0.402941
internal_weight=132623 115913 16709.8 90561.8 25351.1 14146.2 2563.51
internal_count=543991 475451 68540 371466 103985 58025 10515
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 48 28 6 38 28
split_gain=3072 1427.17 848.129 503.335 596.646 446.586 37.7269
threshold=-1.5334839224815366 -0.036551302298903458 -0.36479590088129038 -0.00085027812747284759 -0.0036709025735035534 1.0000000180025095e-35 -0.040517184883356087
left_child=3 5 -3 6 -5 -2 -1
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leaf_value=0.012688033484128173 0.017254668638466121 -0.01300660260399703 0.0043063782605839811 -0.090171032911213631 -0.038004454929652702 0.051614845727577269 -0.01814391585973409
leaf_weight=359.99491901695728 22897.190856829286 31753.768338978291 65790.519580483437 2987.6771569401026 3732.8423088937998 3272.2358971387148 1814.3069455176592
leaf_count=1481 93665 130418 269834 12388 15408 13315 7482
internal_value=-4.01782e-05 0.00351044 -0.00132955 -0.049424 -0.0611957 0.0215511 -0.0130391
internal_weight=132609 123714 97544.3 8894.82 6720.52 26169.4 2174.3
internal_count=543991 507232 400252 36759 27796 106980 8963
shrinkage=0.087

Tree=2
num_cat=0
split_feature=28 47 9 6 44 28 21
split_gain=1772.43 1518.5 652.866 638.734 483.233 78.2215 50.8669
threshold=-0.018960512243211266 -1.279981195926666 -0.024180301465094086 -0.0036708941916003819 1.0000000180025095e-35 -0.073092244565486894 3.0895459651947026
left_child=4 3 -3 -2 5 -1 -6
right_child=1 2 -4 -5 6 -7 -8
leaf_value=0.017435209967471527 -0.053347834370672829 0.01159822832125355 -0.0063273785019721963 -0.011842958013820834 0.042130659756954868 0.0087783713114537205 0.072153512915237181
leaf_weight=15835.18804474175 6636.0780359506607 20087.019463986158 65606.966195255518 4863.1443901956081 3289.5113766491413 15766.32967723906 490.87967482209206
leaf_count=64617 27594 82364 269561 20001 13328 64538 1988
internal_value=-3.96769e-05 -0.00610908 -0.00212554 -0.035795 0.0166328 0.0131162 0.0460291
internal_weight=132575 97193.2 85694 11499.2 35381.9 31601.5 3780.39
internal_count=543991 399520 351925 47595 144471 129155 15316

Tree=3
num_cat=0
split_feature=48 28 17 47 38 8 1
split_gain=2410.78 796.209 584.854 582.012 300.562 284.802 235.064
threshold=-1.1439211964607237 -0.036551302298903458 -0.87786456942558277 -1.279981195926666 1.0000000180025095e-35 0.021342030726373199 -0.0028918832540512081
left_child=3 4 -3 6 -2 -5 -1
right_child=1 2 -4 5 -6 -7 -8
leaf_value=-0.022898095291336979 0.014330710177918744 -0.043138232410164984 0.0016677270092973165 -0.026134369566332468 0.04262778498236499 0.011600671474661308 -0.06585571791546993
leaf_weight=1278.7265513092279 22319.512099310756 2261.5339145064354 88253.409942358732 9446.110134139657 3255.5240625441074 1802.8120804876089 3919.200635060668
leaf_count=5347 90876 9277 362189 39139 13109 7458 16596
internal_value=-3.83457e-05 0.00437811 0.000548241 -0.0312118 0.0179327 -0.0200868 -0.0552878
internal_weight=132537 116090 90514.9 16446.8 25575 11248.9 5197.93
internal_count=543991 475451 371466 68540 103985 46597 21943

Tree=4
num_cat=0
split_feature=48 48 7 6 6 7 7
split_gain=2076.16 755.723 469.706 385.014 454.853 257.71 26.5036
threshold=-1.5334839224815366 -0.36479590088129038 -0.032677853479981415 -0.030226426199078556 -0.0036709025735035534 -0.045863984152674668 -0.064696606248617158
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.018355771704067457 0.011948739829924239 0.015271638425571275 -0.01258631174048057 -0.077667947462688833 -0.031400034791380114 0.0044637510838277722 -0.012632712494632298
leaf_weight=234.38802210986614 7399.925856500864 22517.769193768501 29253.64218698442 2861.6390248984098 3671.7631039321423 64621.586382627487 1921.211542069912
leaf_count=964 30319 91838 120567 12380 15408 264508 8007
internal_value=-3.74136e-05 0.002848 -0.00763297 -0.0411461 -0.0516654 0.00725663 -0.0092632
internal_weight=132482 123793 36653.6 8689 6533.4 87139.4 2155.6
internal_count=543991 507232 150886 36759 27788 356346 8971

Tree=5
num_cat=0
split_feature=48 28 28 28 8 38 28
split_gain=1750.08 670.924 575.297 493.499 417.842 415.423 47.6467
threshold=-1.1439211964607237 -0.013551269657909868 0.016264427453279499 -0.0071975335013121358 0.018627640791237358 1.0000000180025095e-35 -0.040517184883356087
leaf_value=0.017188998535580789 0.0098605437755996516 -0.0078986306075298062 0.0073296010680513994 -0.040884167985508077 0.0059948523056837276 0.039827636228186344 -0.0047497094329072885
leaf_weight=1077.5206811130047 36165.342172443867 42375.099441662431 33718.654864877462 11085.1383651793 1653.8106964975595 3876.7108951508999 2459.7700638771057
leaf_count=4424 147386 174019 138179 47173 6901 15604 10251
internal_value=-9.82146e-05 0.00364616 -0.0011507 -0.0268154 -0.0347982 0.0127618 0.00193321
internal_weight=132412 116136 76093.8 16276.2 12738.9 40042.1 3537.29
internal_count=543937 475188 312198 68749 54074 162990 14675

Tree=6
num_cat=0
split_feature=48 9 9 18 6 13 17
split_gain=1504.21 675.117 724.376 328.128 147.108 84.3963 47.126
threshold=-1.5334839224815366 -0.038874208927154534 0.04574879817664624 -0.065914914011955247 -0.0036710742861032482 0.0023863855749368672 -0.0089019355364143831
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.028535498304196865 0.011495838280479358 -0.0058946649615849844 0.011120051224648793 -0.0067818062134723236 -0.034909528230078778 -0.077282852539056854 0.01894488622952303
leaf_weight=328.89495196938515 19315.694814875722 68691.769465014338 26148.020052835345 1999.5325774550438 4752.0917526036501 1471.6873828023672 9634.8190555721521
leaf_count=1423 78725 282273 106843 8353 20452 6646 39222
internal_value=-9.17475e-05 0.00234617 -0.00120358 -0.0353798 -0.0265793 -0.0683786 0.0139749
internal_weight=132343 123790 94839.8 8552.21 6751.62 1800.58 28950.5
internal_count=543937 507063 389116 36874 28805 8069 117947

Tree=7
num_cat=0
split_feature=48 47 28 17 28 38 26
split_gain=1317.75 619.263 408.866 459.797 265.664 261.102 216.399
threshold=-0.75435855984687794 -1.279981195926666 -0.018960512243211266 -0.93824821710586537 -0.012710257433354853 1.0000000180025095e-35 -2.0681375265121456
left_child=1 6 5 -4 -3 -2 -1
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.076467519621533794 0.0099345003934824452 0.0066639387452551097 -0.04669033545049682 0.0018598286968238007 -0.015449831262879177 0.035218812428658049 -0.033645487723070577
leaf_weight=1085.2356550097466 27878.686519309878 5466.2101343423128 1507.720698595047 71220.22689025104 16596.79389680922 3476.8770209699869 5048.3975422978401
leaf_count=5023 113203 22445 6210 291936 69386 13942 21792
internal_value=-8.58671e-05 -0.0167691 0.00443369 0.000853337 -0.00997104 0.0127382 -0.0412221
internal_weight=132280 28196.6 104084 72727.9 22063 31355.6 6133.63
internal_count=543937 118646 425291 298146 91831 127145 26815

Tree=8
num_cat=0
split_feature=47 18 8 9 9 1 13
split_gain=913.528 597.361 371.852 351.47 373.21 107.012 41.4502
threshold=-0.59926939010620106 -0.066252600401639924 -0.037901084870100014 -0.024180301465094086 0.05917301960289479 -0.0028918832540512081 0.0039034597575664525
left_child=1 5 -3 6 -5 -1 -2
right_child=3 2 -4 4 -6 -7 -8
leaf_value=-0.014120778721313076 0.014702726337183799 0.0099892657004243789 -0.013180678234469643 -0.0030021563478570667 0.011574860147619164 -0.060555881778209121 0.0075322140180379017
leaf_weight=457.07469835877419 19651.123312041163 6485.179903447628 27365.640364542603 49046.367795541883 18237.140165179968 2108.5634262412786 8849.8865338861942
leaf_count=1934 79850 26491 113919 201647 74349 9638 36109
internal_value=-8.03615e-05 -0.0118094 -0.00874175 0.00437891 0.000948932 -0.0522834 0.0124762
internal_weight=132201 36416.5 33850.8 95784.5 67283.5 2565.64 28501
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Tree=9
num_cat=0
split_feature=48 28 28 44 28 6 28
split_gain=1014.08 521.346 563.077 301.33 239.365 331.947 27.2296
threshold=-1.5334839224815366 -0.012710257433354853 0.016264427453279499 1.0000000180025095e-35 -0.00085027812747284759 -0.0036709039704874154 -0.012710257433354853
left_child=4 3 -3 -2 6 -6 -1
right_child=1 2 -4 -5 5 -7 -8
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leaf_count=4987 154428 193195 143160 16280 11617 16306 3964
internal_value=-7.49193e-05 0.00190341 -0.00214492 0.00977686 -0.0294358 -0.03806 -0.00425177
internal_weight=132143 123801 81761.2 42039.6 8341.68 6213.78 2127.9
internal_count=543937 507063 336355 170708 36874 27923 8951

Tree=10
num_cat=0
split_feature=48 18 8 9 9 13 21
split_gain=882.507 466.429 317.276 239.279 269.019 113.243 33.0532
threshold=-0.75435855984687794 -0.065606351941823945 -0.034609951078891747 -0.045130265876650803 0.043961346149444587 0.0023863855749368672 1.4193934798240664
leaf_value=-0.018144039641354477 0.011682577159943362 0.011256191531878082 -0.014543724357785736 -0.0020972168510701716 0.0088187310752622875 -0.058719773021223047 -0.005894465342242315
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internal_value=1.19667e-05 -0.0137519 -0.0100613 0.00368614 0.00134143 -0.0481246 0.011095
internal_weight=132086 27830.5 25132.1 104256 79193.4 2698.38 25062.5
internal_count=544038 118334 105784 425704 324039 12550 101665

Tree=11
num_cat=0
split_feature=48 47 8 28 21 28 38
split_gain=755.836 558.737 275.007 172.993 263.952 156.633 132.103
threshold=-0.36479590088129038 -1.279981195926666 -0.034609951078891747 -0.036551302298903458 1.9067775607109072 -0.0064693088643252841 1.0000000180025095e-35
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internal_value=9.4647e-06 -0.00921575 -0.00503573 0.00470684 0.00250069 -0.03193 0.0114917
internal_weight=132018 44542 37619.1 87476.3 66012 6922.91 21464.3
internal_count=544038 187452 156356 356586 269997 31096 86589

Tree=12
num_cat=0
split_feature=47 9 9 26 7 17 6
split_gain=553.728 351.517 453.683 278.004 132.756 50.1063 31.4166
threshold=-1.279981195926666 -0.024180301465094086 0.027741653844714168 -2.0681375265121456 -0.033654062077403062 -0.86381545662879933 -0.0036709147971123453
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internal_value=7.40675e-06 0.00183399 -0.00114238 -0.0173832 -0.0135691 0.00932075 -0.061374
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internal_count=544038 489605 351689 54433 49242 137916 5191

Tree=13
num_cat=0
split_feature=28 6 28 17 38 28 53
split_gain=500.537 806.116 820.598 461.633 246.97 44.9489 37.194
threshold=-0.0098806982859969122 -0.00367089279461652 -0.00081837165635079135 -0.89680764079093922 1.0000000180025095e-35 -0.073092244565486894 -0.069792523980140672
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
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internal_value=-0.000100757 -0.00064636 -0.00664349 1.97319e-05 0.000459317 0.000477387 -0.0630834
internal_weight=142917 72393.5 7236.85 65156.7 70523 70502.9 20.0488
internal_count=600078 305134 36028 269106 294944 294863 81

Tree=441
num_cat=0
split_feature=1 1 21 9 31 2 5
split_gain=6.68027 58.7256 29.6379 13.7404 11.172 12.178 12.0792
threshold=-0.0036749573191627856 -0.0037464592605829235 -0.2052076458930969 0.042048122733831413 1.2968184947967532 -0.004635357065126299 1.4247679710388186
leaf_value=0.00072940047237878285 -0.0011200129677798926 -0.0085769345799914676 0.0013221476355804154 -0.0024862631680080461 -0.00027861725024028492 0.0015431453304352014 -0.0061504974348250314
leaf_weight=55100.979374825954 13749.655322857201 7561.1133933700621 2431.9835728369653 9474.4560080319643 8224.271496091038 43484.391467005014 2877.0607950426638
leaf_count=227297 57547 38403 10687 38219 34408 181423 12094
internal_value=-9.29637e-05 -0.000603486 -0.00616783 0.000257601 0.000464125 0.00090336 -0.00180039
internal_weight=142904 74568.5 9993.1 64575.4 68335.4 57234 11101.3
internal_count=600078 314606 49090 265516 285472 238970 46502

Tree=442
num_cat=0
split_feature=3 55 5 17 24 25 35
split_gain=6.47612 8.65208 13.1705 11.3651 8.22596 12.6325 7.50557
threshold=0.041831472888588912 0.88277241587638866 0.5174594819545747 3.00213634967804 1.4858386516571047 -0.29979933798313135 1.4173592329025271
leaf_value=-6.5609233993880643e-05 -0.00020123710848660121 0.0098405845730655927 -0.010916284563276694 -0.034431167280685182 -0.0021345467062535788 0.0045529583488668843 -0.0052793908609601939
leaf_weight=128110.91731438413 3573.1820621266961 218.2437752187252 1258.0804626345634 60.004227936267853 2507.8733830526471 5459.8145153187215 1702.1569709442556
leaf_count=536363 14614 893 5163 246 10708 23266 8825
internal_value=-8.57824e-05 -0.0028126 -0.00784781 -0.000766565 1.53398e-05 0.00244803 -0.000133974
internal_weight=142890 5109.51 1476.32 3633.19 137781 7967.69 129813
internal_count=600078 20916 6056 14860 579162 33974 545188

Tree=443
num_cat=0
split_feature=23 14 6 5 8 52 20
split_gain=6.36545 14.8946 14.6885 10.7139 12.5701 10.4559 10.1436
threshold=0.001270660955924541 0.41081577539443975 0.19465310126543048 -1.3212617039680479 0.075687367469072356 -1.1279192566871641 0.12410134449601175
leaf_value=0.00013614481130671405 -0.003577188597134788 -0.0096805218441144425 -0.0024518737040610341 0.0017593429977804335 -0.0017179832731327473 -0.03368895586021825 0.0044013149659260275
leaf_weight=84145.394778490067 2103.7185446023941 1647.6911670640111 15856.649187155068 30712.917870566249 7964.8649132102728 72.578618943691254 383.68680363148451
leaf_count=355997 8627 6829 66661 128006 32086 309 1563
internal_value=-7.91096e-05 -0.000408536 -0.00027422 0.000743636 0.00104326 -0.0045814 -0.00702074
internal_weight=142888 102033 100002 40854.1 38677.8 2176.3 2031.38
internal_count=600078 431050 422658 169028 160092 8936 8392

Tree=444
num_cat=0
split_feature=35 29 16 6 34 28 35
split_gain=6.27825 10.8406 12.5888 9.31409 7.43457 10.222 9.30205
threshold=-1.6251586079597471 -0.22666611522436139 -0.046441577374935143 -0.0032315332209691401 -1.4238129854202268 0.090056091547012343 -0.26832143962383265
leaf_value=-0.00033329122300056565 0.0013386522121140697 -0.0047769306386518662 -0.025022149728775717 0.027336807925730157 -0.0010793281428998322 0.012380191260348786 0.00030272035950628903
leaf_weight=329.01369450241327 11715.112368393689 997.7071850374341 229.93018583208323 95.494986221194267 46118.751960579306 533.33283583819866 82869.002856731415
leaf_count=2130 48679 4479 1206 474 192552 2166 348392
internal_value=-7.29546e-05 -0.00485336 -0.00856876 0.00589121 -1.70346e-05 0.00181943 -0.000191422
internal_weight=142888 1652.15 1227.64 424.509 141236 12248.4 128988
internal_count=600078 8289 5685 2604 591789 50845 540944

Tree=445
num_cat=0
split_feature=16 7 5 25 24 8 17
split_gain=8.57155 20.1494 16.9688 11.456 8.03927 10.4673 10.3271
threshold=0.37951336801052099 -0.0052213948220014563 1.2246088385581972 -0.42802381515502924 1.3151234388351443 0.066416788846254363 0.46502691507339483
leaf_value=0.00021310670250861326 0.0021248215278770418 -0.011706381627324899 0.036156279260483065 -0.0024902821828002358 0.0011102100352947371 -0.0017101463291749502 0.00792936872603822
leaf_weight=107792.29722175375 272.54376165568829 1122.0292730927467 132.46772283315659 3054.4769713431597 8631.4902125373483 20489.390249796212 1601.9102117046714
leaf_count=455926 1139 4585 560 12446 36736 82754 6811
internal_value=-3.60348e-05 -0.00335539 0.0132555 -0.00496621 7.37559e-05 -9.40789e-05 0.00217766
internal_weight=143097 4581.52 405.011 4176.51 138515 128282 10233.4
internal_count=600957 18730 1699 17031 582227 538680 43547

Tree=446
num_cat=0
split_feature=16 7 6 49 53 0 24
split_gain=7.29026 17.1024 14.6948 12.5513 7.19156 15.8755 7.03255
threshold=0.37951336801052099 -0.0052213948220014563 1.4833906888961794 3.0263667106628422 5.3784809112548837 -0.0024267609696835275 1.3151234388351443
leaf_value=-0.00012122612694346999 0.018186123955026907 -0.0055367101242406961 -0.024514749169609121 0.014566084599384247 -0.0065640614322710743 0.023201400529332179 0.0020044420889319043
leaf_weight=127852.79422994331 349.00352637469769 3976.0050259381533 57.04632805287838 198.38577674329281 195.84807217121124 245.88442994654179 10226.554605741054
leaf_count=536830 1463 16220 236 811 818 1075 43504
internal_value=-3.32421e-05 -0.00309484 0.012187 -0.00458134 6.7995e-05 0.0100045 3.6207e-05
internal_weight=143102 4580.44 406.05 4174.39 138521 441.733 138079
internal_count=600957 18730 1699 17031 582227 1893 580334

Tree=447
num_cat=0
split_feature=14 15 46 8 31 53 18
split_gain=6.39211 8.77101 8.25255 11.2051 7.06327 6.42524 6.27452
threshold=1.2720631361007693 0.22431603074073794 0.16781842708587649 -0.06689396500587462 0.95230925083160411 -0.056010695174336426 0.04507111385464669
leaf_value=-9.581072006419152e-05 0.012889142645997538 -0.021981046534006905 -0.001263446592778271 0.020900353003345779 0.091510455037478608 0.0037104713245530085 -0.0049335047513591234
leaf_weight=138681.03301220387 39.806566223502159 153.43818190693855 285.67158231139183 269.88259848207235 8.4231494069099409 2751.7532066628337 912.67014187574387
leaf_count=582132 161 626 1156 1114 34 12024 3710
internal_value=-3.06677e-05 -0.00591518 1.55145e-05 0.0095035 0.0266201 -2.17547e-05 -0.00738705
internal_weight=143103 1114.34 141988 555.554 48.2297 141433 1066.11
internal_count=600957 4531 596426 2270 195 594156 4336

Tree=448
num_cat=0
split_feature=55 54 11 11 25 15 31
split_gain=6.64309 15.7641 15.9408 12.6818 11.607 10.6316 9.06871
threshold=0.53411155939102184 3.3051205873489384 -0.38002468645572657 -1.8003312945365904 -1.7895247936248777 0.25901219248771673 -1.0906040668487547
leaf_value=0.0057460876696049301 0.0056375646233444076 -0.024992367518480909 -0.0031841756646566869 -0.00083589079314375049 0.0021264030726214312 -0.01927181948268945 -0.00012276675730040336
leaf_weight=3154.134553141892 1917.9496229290962 320.13513368368149 561.73807106167078 46006.464232243598 12670.000089790672 106.84441131353378 78364.811036791652
leaf_count=13543 7830 1385 2477 193830 52378 443 329071
internal_value=-2.8285e-05 -0.00076698 -0.0111009 -0.000576821 0.000354054 0.00492639 0.000190267
internal_weight=143102 48806.3 881.873 47924.4 94295.8 3260.98 91034.8
internal_count=600957 205522 3862 201660 395435 13986 381449

Tree=449
num_cat=0
split_feature=22 22 19 17 55 14 48
split_gain=6.47435 14.1037 13.7142 11.4229 11.2899 10.2981 9.55064
threshold=1.6594305634498598 1.6594288349151614 -0.0076677519828081122 -0.25234432518482203 -1.4223853945732114 -0.086901105940341936 0.42069473117589956
leaf_value=-0.00034081535864777788 0.0079656224020374748 0.039131774721834225 0.0070350626357601502 0.0031722967858450425 -0.0042065403924935983 -0.00090291360719643775 0.0011886507436367686
leaf_weight=71018.229870051146 492.83152304589748 94.748204708099365 557.82762517035007 4634.5647063106298 7816.3240801915526 20285.79563010484 38200.51839055866
leaf_count=306495 1999 395 2294 18768 32094 83438 155474
internal_value=-2.60871e-05 0.000262443 0.0116952 -0.000980095 -0.00348459 -0.000145026 0.000194133
internal_weight=143101 109871 652.576 33229.5 8309.16 24920.4 109219
internal_count=600957 464658 2689 136299 34093 102206 461969

end of trees

feature_importances:
Column_6=319
Column_28=222
Column_7=196
Column_8=147
Column_17=144
Column_48=144
Column_18=130
Column_34=118
Column_9=107
Column_0=105
Column_23=101
Column_1=78
Column_21=72
Column_12=67
Column_33=63
Column_24=61
Column_55=61
Column_16=56
Column_11=54
Column_14=53
Column_20=53
Column_3=50
Column_5=50
Column_13=49
Column_25=49
Column_46=46
Column_29=43
Column_31=43
Column_2=40
Column_26=39
Column_51=38
Column_35=36
Column_47=33
Column_22=32
Column_4=30
Column_19=30
Column_27=29
Column_49=26
Column_38=18
Column_37=16
Column_53=16
Column_45=15
Column_15=14
Column_52=14
Column_44=13
Column_50=11
Column_43=6
Column_32=5
Column_54=5
Column_42=2

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=812 826 818 827 820 904 819 818 819 903 913 821 824 825 827 817 820 817 815 899 817 909 907 912 904 911 811 816 817 817 912 892 901 908 900 917 819 822 816 903 814 904 906 908 822 814 816 818 816 818 900 893 898 908 823 894 896 904 895 914 917 914 905 908 918 915 908 925 908 924 926 911 915 913 908 917 909 922 913 914 911 819 916 914 909 914 908 921 927 925 926 934 923 911 913 916 910 915 915 911 909 910 916 907 914 918 911 912 916 918 914 917 915 909 901 900 906 906 913 915 918 915 922 917 904 820 906 904 907 913 906 908 906 908 922 927 917 919 914 908 923 909 910 926 911 913 907 824 817 895 897 898 913 825 901 907 916 824 902 913 913 921 916 904 905 914 917 921 912 923 905 911 912 909 914 823 899 908 903 900 917 924 903 917 923 896 905 909 906 909 904 924 920 914 910 921 922 914 927 920 922 918 918 915 915 918 915 907 919 913 919 911 918 915 917 917 921 925 921 928 915 919 918 915 918 917 927 926 917 919 918 910 923 909 921 928 913 919 910 915 923 911 916 922 924 915 914 928 916 917 914 920 926 910 920 916

Tree=0
num_cat=0
split_feature=4 35 24 0 23 32
split_gain=0.352607 33.6048 0.0290471 0.0095502 0.0118129 0.00361496
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 -0.16952691972255704 0.67778030037879955
left_child=1 2 -1 5 -5 -2
right_child=3 -3 -4 4 -6 -7
leaf_value=0.00013795525615610841 5.2425688665853714e-05 0.11341379827756509 -0.003113984377507283 -0.0021552684414476021 -3.8295128539509994e-05 2.2057664151543395e-06
leaf_weight=2080 522637 20 21 20 8134 11079
leaf_count=2080 522637 20 21 20 8134 11079
internal_value=5.43378e-05 0.00117389 0.000105451 4.99556e-05 -4.34876e-05 5.13832e-05
internal_weight=543991 2121 2101 541870 8154 533716
internal_count=543991 2121 2101 541870 8154 533716

Tree=1
num_cat=0
split_feature=29 19 31 13 33 0
split_gain=0.327091 33.255 0.0134943 0.00894397 0.00854943 0.00459703
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 0.44382226467132574 1.1209472417831423 -0.26042965054512018
left_child=3 -2 -3 5 -5 -1
right_child=1 2 -4 4 -6 -7
leaf_value=6.5871544357191925e-05 0.11273087200138868 2.5224800101609845e-05 -0.0019694986271896102 -3.7713633133277593e-05 -0.00022061058123351723 -4.1307802940585819e-06
leaf_weight=7203 20 2022 26 33507 2053 499160
leaf_count=7203 20 2022 26 33507 2053 499160
internal_value=-1.92947e-06 0.00109014 -9.88372e-08 -6.09687e-06 -4.82729e-05 -3.135e-06
internal_weight=543991 2068 2048 541923 35560 506363
internal_count=543991 2068 2048 541923 35560 506363

Tree=2
num_cat=0
split_feature=4 35 24 16 15 13
split_gain=0.277947 27.494 0.0239019 0.00726453 0.0120937 0.00476708
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 1.340174198150635 -1.4579779505729673 0.37186226248741155
leaf_value=5.5284184358346556e-05 -2.4139544455778314e-06 0.10251557688117027 -0.0028946157531214078 -0.0022038774221873609 -0.00011067005162389 -3.3177785776712203e-05
leaf_weight=2080 496506 20 21 21 4047 41296
leaf_count=2080 496506 20 21 21 4047 41296
internal_value=-1.76161e-06 0.000992228 2.57992e-05 -5.65231e-06 -0.000121476 -4.77621e-06
internal_weight=543991 2121 2101 541870 4068 537802
internal_count=543991 2121 2101 541870 4068 537802

Tree=3
num_cat=0
split_feature=29 19 25 46 4 0
split_gain=0.260905 27.2506 0.0159073 0.0131829 0.0179798 0.00505193
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 0.63300400972366344 -0.66065314412116993 0.091655034571886076
leaf_value=-2.5635092013878228e-06 0.10203427633345127 -7.0948316851078089e-05 0.001004549194722263 -0.00080822696707446076 -0.00010054801399901443 -3.9435097992243298e-05
leaf_weight=510569 20 1938 110 348 1240 29766
leaf_count=510569 20 1938 110 348 1240 29766
internal_value=-1.60835e-06 0.000973737 -1.31823e-05 -5.33031e-06 -0.000255631 -4.59469e-06
internal_weight=543991 2068 2048 541923 1588 540335
internal_count=543991 2068 2048 541923 1588 540335

Tree=4
num_cat=0
split_feature=4 18 35 29 19 13
split_gain=0.22485 27.2435 0.934433 0.0102435 0.43896 0.00564943
threshold=-0.66065314412116993 -0.0086172646842896921 0.88382938504219066 3.7310481071472172 0.15003467351198199 0.7668118178844453
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
leaf_value=0.093059258891715721 -2.7474614353401794e-06 1.7925009983555207e-05 -0.018877610705117693 -0.013036639663763342 -5.4240783642186558e-05 -5.3413765463604609e-05
leaf_weight=24 523271 2077 20 20 1374 17205
leaf_count=24 523271 2077 20 20 1374 17205
internal_value=-1.46843e-06 0.000892551 -0.00016229 -4.96782e-06 -0.000240502 -4.36032e-06
internal_weight=543991 2121 2097 541870 1394 540476
internal_count=543991 2121 2097 541870 1394 540476

Tree=5
num_cat=0
split_feature=51 26 17 26 0 55 46
split_gain=0.24608 9.89837 22.589 0.0593536 0.0483764 0.360466 0.0249766
threshold=4.0962991714477548 -1.829436659812927 -0.4835310280323028 -1.7440932989120481 -0.1339168846607208 -1.2998190522193906 0.63300400972366344
leaf_value=0.0014411684061763506 -0.0015002267404101597 -0.0029804389370093353 0.11127814891722008 -3.8411110563368996e-06 -5.4817672221672472e-06 2.7652608344533198e-05 -0.00037305304455962209
leaf_weight=1473 41 52 20 2035 520197 18716 1403
leaf_count=1473 41 52 20 2035 520197 18716 1403
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Column_20=118
Column_19=112
Column_51=112
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Column_4=106
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Column_16=77
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Column_1=61
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Column_27=2
Column_28=2
Column_48=2
Column_50=2
Column_52=2
Column_10=1

[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