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=1021 1036 1041 1040 1037 1036 1038 1043 1046 1048 1038 1043 1037 1041 1035 1043 1042 1039 1045 1049 1048 1036 1034 1046 1046 1039 1050 1040 1038 1036 1039 1052 1042 1038 1045 1040 1047 1039 1043 1039 1044 1042 1047 1030 1036 1045 1039 1047 1037 1046 1037 1038 1038 1043 1036 1034 1038 1044 1040 1033 1033 1041 1043 1042 1039 1037 1034 1043 1042 1043 1037 1043 1031 1039 1042 1037 1044 1035 1041 1037 1038 1042 1038 1040 1040 1037 1031 1037 1039 1037 1045 1050 1047 1041 1040 1047 1043 1046 1048 1046 1036 1032 1042 1037 1034 1035 1045 1038 1038 1043 1041 1039 1047 1040 1035 1044 1037 1038 1039 1043 1047 1041 1034 1040 1042 1047 1034 1043 1038 1040 1053 1038 1035 1041 1041 1045 1045 1035 1038 1046 1042 1040 1040 1043 1030 1038 1039 1051 1040 1039 1032 1030 1031 1028 1032 1040 1035 1025 1042 1041 1023 1030 1035 1036 1036 1035 1034 1037 1040 1036 1043 1041 1041 1038 1050 1040 1031 1041 1040 1036 1039 1039 1045 1041 1041 1040 1045 1039 1038 1035 1045 1034 1053 1043 1031 1048 1046 1037 1037 1042 1048 1043 1045 1047 1041 1044 1047 1047 1049 1049 1053 1052 1049 1040 1045 1042 1038 1043 1044 1052 1049 1056 1050 1049 1047 1046 1046 1049 1041 1039 1049 1047 1045 1035 1046 1031 1044 1051 1049 1044 1052 1055 1045 1042 1042 1051 1053 1050 1049 1049 1045 1037 1049 1045 1044 1043 1042 1051 1037 1047 1042 1042 1042 1050 1048 1048 1050 1047 1042 1044 1042 1043 1052 1050 1038 1050 1054 1049 1044 1047 1047 1046 1030 1044 1047 1028 1036 1045 1039 1033 1052 1035 1037 1042 1038 1046 1041 1051 1032 1037

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=-0.33493877057796145 -0.30902965254569081 -0.31148529407977771 -0.31419967160710616 -0.31932463107868375 -0.29149225250223498 -0.33391106533843307 -0.36118430617779385
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leaf_count=1717 90876 83006 7934 288460 13109 50091 8798
internal_value=-0.317733 -0.315221 -0.335156 -0.317573 -0.306819 -0.331216 -0.356899
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 18 17 38 8 13
split_gain=3351.71 1316.55 834.854 578.261 491.292 433.527 110.529
threshold=-1.1439211964607237 -0.036551302298903458 -0.067023251205682741 -0.87786456942558277 1.0000000180025095e-35 0.021342030726373199 0.0023863855749368672
leaf_value=-0.01786032596637312 0.0083254052244640751 -0.019835701389091544 -0.01634661346116079 0.00064689133854955788 0.025071122851003515 0.0032469296107899615 -0.045282765260064972
leaf_weight=273.68305331468582 22185.105634152889 2261.8192281574011 12608.245711565018 88301.803325161338 3208.6089342534542 2109.0291966199875 1671.1878028512001
leaf_count=1127 90876 9277 51834 362189 13109 8674 6905
internal_value=-1.82326e-05 0.00239226 -0.0167937 0.00013534 0.0104413 -0.0135388 -0.0414239
internal_weight=132619 115957 16662.1 90563.6 25393.7 14717.3 1944.87
internal_count=543991 475451 68540 371466 103985 60508 8032
shrinkage=0.04

Tree=2
num_cat=0
split_feature=28 47 6 28 44 28 21
split_gain=2113.88 1692 717.432 708.127 588.006 100.707 52.2868
threshold=-0.018960512243211266 -1.279981195926666 -0.0036708941916003819 0.016264427453279499 1.0000000180025095e-35 -0.036551302298903458 3.0895459651947026
left_child=4 2 -2 -3 5 -1 -6
right_child=1 3 -4 -5 6 -7 -8
leaf_value=0.0079457881964654815 -0.025925648826534663 -0.004061698024738318 -0.0057448438163141416 0.0033728452755453532 0.021502635491417427 0.0028295444803266797 0.035542351415824444
leaf_weight=23155.169585302472 6690.6887342482805 51853.911956965923 4870.1457159370184 33899.389694139361 3269.8802317380905 8384.7781391441822 487.72479635477066
leaf_count=94754 27594 212864 20001 139061 13328 34401 1988
internal_value=-1.77896e-05 -0.00305933 -0.0174242 -0.00112273 0.00836764 0.00658565 0.0233249
internal_weight=132612 97314.1 11560.8 85753.3 35297.6 31539.9 3757.61
internal_count=543991 399520 47595 351925 144471 129155 15316

Tree=3
num_cat=0
split_feature=48 28 48 28 6 38 28
split_gain=3006.58 1328.36 840.827 497.908 575.876 419.057 35.119
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
right_child=1 2 -4 4 -6 -7 -8
leaf_value=0.005551287563636007 0.0076797939775319233 -0.0058981604621201143 0.0020286474508263244 -0.040995950638765384 -0.017412725450974231 0.02296706692715688 -0.008119787672519193
leaf_weight=360.43338468670845 22918.044121161103 31742.962210416794 65778.006805703044 2979.35163654387 3731.7885740995407 3279.5704131275415 1812.5187030136585
leaf_count=1481 93665 130418 269834 12388 15408 13315 7482
internal_value=-1.7308e-05 0.00159671 -0.000551519 -0.022494 -0.0278823 0.00959354 -0.00585213
internal_weight=132603 123719 97521 8884.09 6711.14 26197.6 2172.95
internal_count=543991 507232 400252 36759 27796 106980 8963

Tree=4
num_cat=0
split_feature=48 18 7 7 7 13 7
split_gain=2785.54 727.108 695.101 773.809 359.155 152.85 60.0425
threshold=-1.1439211964607237 -0.065606351941823945 -0.039131550118327134 0.031597597524523742 -0.037927806377410882 0.0023863855749368672 -0.094110250473022447
left_child=1 5 6 -4 -3 -1 -2
right_child=2 4 3 -5 -6 -7 -8
leaf_value=-0.016477785877938869 0.0089454561340080296 0.0049907453878615142 -0.0023113458946678028 0.0057376008524740243 -0.014262393651476832 -0.040427524630218897 0.0052943604537619817
leaf_weight=544.83219718933105 17518.263676539063 1774.5347751230001 57708.933269590139 28572.693085566163 12264.886811301112 1960.9089581519365 12243.236574456096
leaf_count=2263 71653 7300 236679 117011 50725 8252 50108
internal_value=-1.6897e-05 -0.0153714 0.00217232 0.000354112 -0.0118289 -0.03522 0.00744347
internal_weight=132588 16545.2 116043 86281.6 14039.4 2505.74 29761.5
internal_count=543991 68540 475451 353690 58025 10515 121761

Tree=5
num_cat=0
split_feature=48 28 47 8 38 28 26
split_gain=2599.73 1002.83 658.641 495.248 371.91 292.128 240.526
threshold=-1.1439211964607237 -0.036551302298903458 -1.279981195926666 -0.052134172990918153 1.0000000180025095e-35 -0.012710257433354853 -2.0681375265121456
leaf_value=-0.043059823055908261 0.0072389517733541207 0.0060809818948309178 0.002760828424098553 -0.0013665256940042668 0.021772701712426748 -0.012832783346590652 -0.02213906832059143
leaf_weight=1117.5415448993444 22261.68943375349 17777.342515453696 2455.7634683400393 72750.885273531079 3225.2368276566267 8847.2202752530575 4124.1675866991282
leaf_count=4765 90815 72770 10127 298550 13053 36660 17197
internal_value=-4.61658e-05 0.00206922 -0.0148797 9.59672e-05 0.00907812 -0.00944481 -0.0265994
internal_weight=132560 116015 16544.7 90528.2 25486.9 11303 5241.71
internal_count=543937 475188 68749 371320 103868 46787 21962

Tree=6
num_cat=0
split_feature=48 48 7 0 6 9 22
split_gain=2415.03 919.081 459.855 433.26 482.919 349.208 26.1953
threshold=-1.5334839224815366 -0.36479590088129038 -0.034676957875490182 -0.0022538665216416116 -0.0036709025735035534 -0.038874208927154534 -0.49710169434547419
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=-0.0076599841529657346 0.0052142406756721183 0.007736907545228381 -0.0061082225518538612 -0.037545444887310812 -0.015806171875067283 0.002069708020758879 0.0019057770157706875
leaf_weight=1510.8287859112024 7120.4343014955521 24034.960758328438 29589.014054358006 2915.6337931454182 3722.1653414219618 62987.842246189713 657.322180300951
leaf_count=6266 29151 98209 121780 12373 15514 257923 2721
internal_value=-4.45764e-05 0.00139587 -0.00391203 -0.0202843 -0.0253551 0.00363494 -0.00475992
internal_weight=132538 123732 36709.4 8805.95 6637.8 87022.8 2168.15
internal_count=543937 507063 150931 36874 27887 356132 8987

Tree=7
num_cat=0
split_feature=48 28 18 17 38 28 28
split_gain=2239.7 908.74 613.253 487.604 436.895 334.186 121.367
threshold=-1.1439211964607237 -0.018960512243211266 -0.065334070473909364 -0.89680764079093922 1.0000000180025095e-35 -0.012710257433354853 -0.0084365699440240843
leaf_value=-5.9767585800776858e-06 0.0058789530210268462 -0.020701590864349945 0.001920840640770584 0.0001215318647069381 0.020606052741543181 -0.013624647901724138 -0.034139239466627551
leaf_weight=179.11256057024002 29950.062881991267 1840.3141770064831 2763.1866524666548 80670.79826875031 3611.6850467473269 11103.704230114818 2399.9314282387495
leaf_count=746 122185 7565 11407 330839 14599 46296 10300
internal_value=-4.30512e-05 0.00191435 -0.0138581 -0.000342904 0.00746378 -0.010527 -0.0317687
internal_weight=132519 116073 16445.9 82511.1 33561.7 13866.9 2579.04
internal_count=543937 475188 68749 338404 136784 57703 11046

Tree=8
num_cat=0
split_feature=28 6 28 38 28 28 55
split_gain=1525.52 1564.4 1553.53 539.073 438.559 135.181 45.061
threshold=-0.012710257433354853 -0.0036708924453705545 -0.00081837165635079135 1.0000000180025095e-35 0.037518208846449859 -0.073092244565486894 -0.27852535247802729
left_child=3 2 -2 5 -3 -1 -5
right_child=1 4 -4 6 -6 -7 -8
leaf_value=0.007556562845764711 -0.0014688341544938789 -0.0024397989824519921 -0.020913373596364627 0.024469995334556131 0.0043154722941427569 0.002770227227882695 0.015930743006029473
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leaf_count=64880 53959 150662 55076 8025 108545 94836 7954
internal_value=-4.15762e-05 -0.00301959 -0.0112169 0.00614452 0.00039447 0.00472105 0.0202175
internal_weight=132494 89437.9 26297.1 43055.8 63140.8 39100.8 3955.01
internal_count=543937 368242 109035 175695 259207 159716 15979

Tree=9
num_cat=0
split_feature=48 28 48 28 6 44 28
split_gain=2018.52 930.423 611.947 374.586 435.281 372.412 35.2498
threshold=-1.5334839224815366 -0.018960512243211266 -0.36479590088129038 -0.00085027812747284759 -0.0036709025735035534 1.0000000180025095e-35 -0.012710257433354853
leaf_value=0.0003463553946341851 0.0053718545622311207 -0.0056458035957843078 0.0014193146202566868 -0.035116678808236393 -0.0143320586009271 0.018675445687919696 -0.0099577000093233822
leaf_weight=1206.6975849866867 31011.860058918595 29195.671481892467 59776.429676562548 2862.7242670357227 3690.410027295351 3776.7249043136835 948.93341641128063
leaf_count=4987 126372 120490 244985 12409 15514 15216 3964
internal_value=-4.01605e-05 0.00126964 -0.000899062 -0.0186538 -0.0234118 0.00681612 -0.00418961
internal_weight=132469 123761 88972.1 8708.77 6553.13 34788.6 2155.63
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Tree=10
num_cat=0
split_feature=48 9 9 18 8 0 9
split_gain=1853.4 743.043 870.094 346.003 164.873 101.297 72.3211
threshold=-1.5334839224815366 -0.024180301465094086 0.043961346149444587 -0.065914914011955247 0.021342030726373199 -0.0022538665216416116 -0.078543849289417253
left_child=3 6 -3 5 -5 -1 -2
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internal_weight=132467 123826 88224.6 8640.62 6824.41 1816.21 35601.4
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Tree=11
num_cat=0
split_gain=1716.08 831.045 563.524 337.645 419.039 272.523 32.9911
threshold=-1.5334839224815366 -0.036551302298903458 -0.36479590088129038 -0.00088270037667825807 -0.0036709039704874154 1.0000000180025095e-35 -0.040517184883356087
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Tree=12
num_cat=0
split_feature=47 28 8 18 7 37 28
split_gain=1225.77 759.581 525.836 509.963 224.942 215.495 57.2864
threshold=-1.279981195926666 -0.036551302298903458 -0.035641307011246674 -0.067455209791660295 -0.033654062077403062 -0.19607162475585935 -0.0017898007645271716
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internal_value=1.92913e-06 0.00126987 -0.000398404 -0.0116799 -0.00874129 0.00736884 -0.0330971
internal_weight=132411 119446 93791 12964.6 11400.4 25654.9 1564.21
internal_count=544038 489605 385568 54433 47426 104037 7007

Tree=13
num_cat=0
split_feature=47 28 17 18 38 8 28
split_gain=1132.83 708.927 518.466 479.124 289.571 206.689 53.849
threshold=-1.279981195926666 -0.018960512243211266 -0.89680764079093922 -0.067455209791660295 1.0000000180025095e-35 -0.036775661632418626 -0.0017898007645271716
left_child=3 4 -3 6 -2 -5 -1
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internal_value=1.68422e-06 0.00121892 -0.000721309 -0.0112464 0.00611286 -0.00840701 -0.0321317
internal_weight=132384 119457 85542.8 12927.3 33913.8 11380.1 1547.12
internal_count=544038 489605 351865 54433 137740 47426 7007

Tree=14
num_cat=0
split_feature=48 47 28 21 8 44 26
split_gain=1491.84 671.321 401.456 323.481 296.054 220.166 198.281
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internal_value=-2.22735e-05 8.12773e-05 -0.000732992 -0.0116392 0.00116527 -0.0165163 0.00458242
internal_weight=144337 143062 81694.5 1275.22 61367.2 980.447 294.77
internal_count=600788 593838 342664 6950 251174 5640 1310

Tree=287
num_cat=0
split_feature=47 7 8 50 48 13 16
split_gain=96.6193 68.0367 88.0838 48.0478 52.6824 30.6587 25.4409
threshold=-1.9132293462753294 -0.0074352615047246209 -0.029487061314284798 -0.15213821828365323 0.42069473117589956 -0.0023465743288397785 0.021589470095932487
leaf_value=-0.01417321170244247 0.00054889168554761165 0.0023815206403092733 -0.0021299447062702085 -0.0025608078010680531 -0.0011287240759274779 0.021100746591091287 0.00059570536009238655
leaf_weight=1503.4805568754673 43623.532730638981 17908.764468379319 35720.458642587066 266.31207624077797 738.79210712015629 130.57630117982626 44428.568239271641
leaf_count=8541 177745 73411 154096 1559 3029 632 181775
internal_value=-2.14199e-05 0.000119835 -0.000657113 -0.0076046 -0.00987527 0.00522385 0.00110875
internal_weight=144320 141681 79344 2639.16 2242.27 396.888 62337.3
internal_count=600788 587027 331841 13761 11570 2191 255186

Tree=288
num_cat=0
split_feature=26 7 6 6 48 6 17
split_gain=103.128 69.1034 74.7576 41.9741 33.9192 12.1695 8.69453
threshold=-2.052433848381042 0.0099725075997412222 -0.0032316836295649405 -0.0032315860735252495 -0.70983687043189991 -0.003231550799682736 3.00213634967804
leaf_value=-0.031236081156837094 0.00076181754054531871 0.0039535051362841354 -0.0014906445182759985 -0.015129607149745516 0.00088851872167525767 -0.0049046219745245674 0.018238825925961134
leaf_weight=186.34189388155937 40725.093568086624 6756.2899919301271 55984.502253115177 304.21128674596548 39860.357952281833 480.24059416353703 5.8620243296027175
leaf_count=1524 166672 27847 238126 2258 161306 3016 39
internal_value=-2.05947e-05 6.76764e-05 -0.000542117 -0.0129746 0.00133274 -0.00886988 -0.0297271
internal_weight=144303 143326 96709.6 976.656 46616.6 784.452 192.204
internal_count=600788 593951 404798 6837 189153 5274 1563

Tree=289
num_cat=0
split_feature=12 9 8 6 11 48 47
split_gain=96.4634 64.4984 80.3227 58.214 24.1165 22.3603 16.0582
threshold=-0.3001315295696258 0.01594503223896027 -0.004762922413647174 -0.4220557957887649 1.5745726227760317 -1.0866807401180265 -0.57347567379474629
leaf_value=0.012040321655352551 -0.0014441771745168737 0.0015977569307890913 0.00092026979642262992 -0.019180783565647938 -0.0014540736184064382 -0.0050313597027831069 -0.0072742536621472221
leaf_weight=179.89871197938919 58436.038966663182 42098.27845018357 37895.364931419492 734.40971966832876 4595.2093339785933 236.16161409020424 111.59632796049118
leaf_count=822 248224 171127 155718 4572 18769 1077 479
internal_value=-1.98043e-05 7.73502e-05 -0.000514038 -0.0110299 0.00129742 -0.0157379 0.00464591
internal_weight=144287 143025 96331.4 1262.07 46693.5 970.571 291.495
internal_count=600788 593838 403942 6950 189896 5649 1301

Tree=290
num_cat=0
split_feature=12 23 23 8 13 8 33
split_gain=90.3619 76.0113 229.488 51.6387 68.1439 17.1642 15.6324
threshold=-0.29474903643131251 -0.0014371092547662554 -0.001615132321603596 -0.010413152631372212 -0.0039383406983688465 -0.16157945990562436 -0.38818599283695215
leaf_value=-0.0020511069228007174 0.00059036107411462055 0.0030673745341960931 -0.0040536822622960359 -0.0031844930248778364 -0.017067287396285314 0.00088070894898451143 0.0081779365046187186
leaf_weight=837.16415472328663 58487.375297889113 6451.2143456190825 24015.756803333759 497.90093619376421 1144.6966794282198 52358.288655482233 317.12546879798174
leaf_count=3872 238752 26021 105116 2401 6604 215973 1339
internal_value=-0.000119138 2.17753e-05 -0.000761469 -0.0072388 -0.0107243 0.00112058 0.00123661
internal_weight=144110 141313 82503.1 2796.89 1981.86 58809.5 815.026
internal_count=600078 585862 343868 14216 10476 241994 3740

Tree=291
num_cat=0
split_feature=48 23 23 28 14 25 17
split_gain=88.6341 71.96 229.023 31.2666 26.8228 16.1396 11.2042
threshold=-2.5940562486648555 -0.0014371092547662554 -0.001615132321603596 0.01025249343365431 0.027551462873816494 -1.0366232395172117 0.34844888746738439
leaf_value=-0.03074540836406366 0.00054766871785166522 -4.8196046216888746e-05 -0.004026339966125312 0.0018056868654417833 -0.0021162482570110442 -0.014718710746886623 0.034777757762149704
leaf_weight=141.99298867583275 59192.295204728842 25441.727596394718 24875.246196947992 34018.774138815701 55.373820319771767 344.35285222530365 17.279998578131199
leaf_count=1007 241822 106495 109592 138493 338 2231 100
internal_value=-0.000114428 -5.25149e-05 -0.000805762 0.00101245 -0.0160113 -0.0193978 0.00665863
internal_weight=144087 143528 84067.5 59460.5 559 486.346 72.6538
internal_count=600078 596402 351414 244988 3676 3238 438

Tree=292
num_cat=0
split_feature=48 7 7 24 14 9 17
split_gain=82.531 59.7476 77.9752 28.3156 25.1458 16.0917 10.1124
threshold=-2.5940562486648555 -0.0070066021289676419 -0.059299960732460015 0.21310002356767657 0.027551462873816494 -0.0076709394343197337 0.34844888746738439
leaf_value=-0.001164876702920613 0.0008774299950439075 0.0017893170918248408 -0.0017032850489964088 8.2441379249633941e-05 -0.002033957008373615 -0.021872261493008513 0.03278417226623262
leaf_weight=70.333490841090679 29396.74984613061 29159.223879560828 51637.645305983722 33319.357492387295 55.310916632413864 410.44142001122236 17.590950228273869
leaf_count=394 118792 119323 221807 136480 338 2844 100
internal_value=-0.000109901 -5.04348e-05 -0.000767082 0.000879053 -0.0155235 -0.0188429 0.00636753
internal_weight=144067 143513 81034.4 62478.6 553.677 480.775 72.9019
internal_count=600078 596402 340599 255803 3676 3238 438

Tree=293
num_cat=0
split_feature=12 23 23 8 6 48 28
split_gain=78.9895 63.6467 191.927 46.534 66.3082 25.6785 18.5104
threshold=-0.29474903643131251 -0.0014371092547662554 -0.001615132321603596 -0.0089313802309334261 -1.0670051574707029 -1.4635246396064756 0.017491200007498268
leaf_value=0.0071779017385486376 0.00054394411651824339 0.0053387091810699824 -0.0037064243409586479 -0.0011594699940513037 -0.012784156983707731 0.00086887520711790363 0.014954972585558087
leaf_weight=313.4293030500412 58489.556247264147 2133.8037849292159 23961.945379137993 552.68191345781088 1768.4478257074952 56686.168456032872 143.7086369395256
leaf_count=1397 238752 9938 105116 2525 9682 232056 612
internal_value=-0.000105541 2.58147e-05 -0.000691292 -0.00678481 -0.00977884 0.00103103 0.00216594
internal_weight=144050 141271 82451.5 2778.27 2081.88 58820 696.391
internal_count=600078 585862 343868 14216 11079 241994 3137

Tree=294
num_cat=0
split_feature=48 23 23 28 7 34 11
split_gain=75.1397 60.4029 192.402 27.8679 23.4131 23.4605 6.28925
threshold=-2.5940562486648555 -0.0014371092547662554 -0.001615132321603596 0.01025249343365431 -0.01220609527081251 1.3778149485588076 0.48884363472461706
leaf_value=-0.014547869864664333 0.0005040369622152153 -7.0909067889672083e-05 -0.003691622388332877 0.001679191914515752 -0.014655210650444332 -0.037476170723999537 0.0044393242379003406
leaf_weight=314.87081041187048 59194.177953228354 25442.388985008001 24820.0574343279 34028.793413542211 37.910103760659695 92.342985473573208 101.47767116129398
leaf_count=2000 241822 106495 109592 138493 242 797 637
internal_value=-0.000101366 -4.49763e-05 -0.000735473 0.000930481 -0.0149038 -0.0197473 -0.000753927
internal_weight=144032 143485 84014.2 59471.2 546.602 407.214 139.388
internal_count=600078 596402 351414 244988 3676 2797 879

Tree=295
num_cat=0
split_feature=47 12 48 23 50 48 9
split_gain=70.82 49.0897 58.3731 35.8488 31.3121 37.7567 32.3346
threshold=-1.9132293462753294 -0.29080538451671595 -0.70983687043189991 -0.0014371092547662554 -0.15213821828365323 1.0000000180025095e-35 0.00088458511163480591
leaf_value=-0.012826007928502865 -0.0088440240971229354 -0.00038620542797046466 0.00080102774228146129 0.0009214081961134024 -0.0044412768920757996 -0.0021588992716711497 0.019959367650387947
leaf_weight=1305.2240789756179 2137.6192150712013 79656.497551955283 1893.1159396767616 57949.978520482779 255.88196460902691 894.9267785102129 131.57304433733225
leaf_count=7860 10897 330195 7960 238193 1459 3697 696
internal_value=-8.27881e-05 3.70178e-05 -0.00431403 0.000164468 -0.00664058 -0.00848709 0.00384476
internal_weight=144225 141637 4030.74 137606 2587.61 2200.15 387.455
internal_count=600957 587245 18857 568388 13712 11557 2155

Tree=296
num_cat=0
split_feature=26 8 12 6 16 21 21
split_gain=66.5794 49.7421 68.4601 32.4861 29.1701 11.3153 10.4795
threshold=-2.052433848381042 -0.0056424618232995263 -0.29080538451671595 -0.0032315653515979643 0.040528560057282455 -0.1534611955285072 -0.10573138669133185
leaf_value=-0.023695263379414026 -0.006619618739208734 0.0018339012456631953 -0.00042862317788947934 -0.00715484869539085 7.3916943427847266e-05 0.013022089854932469 0.0063434133471699308
leaf_weight=275.20384483784437 2964.7173800393939 27101.900760784745 79267.574112437665 601.90747072547674 33932.452982991934 48.018645204603672 19.927838042378426
leaf_count=2384 14332 110931 330191 4062 138646 274 137
internal_value=-7.95129e-05 -9.70795e-06 -0.000651827 -0.0106616 0.000855426 -0.00566411 -0.021667
internal_weight=144212 143267 82232.3 945.058 61034.4 649.926 295.132
internal_count=600957 594100 344523 6857 249577 4336 2521

Tree=297
num_cat=0
split_feature=47 48 34 6 28 7 24
split_gain=62.9608 43.5168 59.4504 37.8275 24.1228 24.0159 13.1583
threshold=-1.9132293462753294 0.42069473117589956 1.3778149485588076 -0.0032315332209691401 -0.0072052332106977693 -0.035715911537408822 -0.83498600125312794
leaf_value=-0.0010595937758317803 -0.00030627763352904496 -0.00022331175995478949 -0.0063062744062779294 -0.0092001502797699058 -0.013393403476847903 0.0016116595584637825 0.0014053474851551534
leaf_weight=328.75656396150589 88410.053670488298 17426.980988204479 2723.6441842019558 236.57444171607494 1111.5936956852674 33063.376546815038 896.46963128447533
leaf_count=1357 369875 70314 12614 1096 7307 134442 3952
internal_value=-7.63665e-05 3.63017e-05 -0.000485595 -0.00627694 -0.0105782 0.000978311 -0.000809032
internal_weight=144197 141624 91133.7 2573.39 1440.35 50490.4 1133.04
internal_count=600957 587245 382489 13712 8664 204756 5048

Tree=298
num_cat=0
split_feature=12 6 0 21 6 8 52
split_gain=60.9779 48.3163 275.423 111.312 40.8311 14.4497 8.3418
threshold=-0.30224545300006861 -0.0032315243734046812 -0.0022947916295379396 1.4956800341606142 -0.68179243803024281 -0.026853208430111405 0.52584198117256176
leaf_value=0.0032024850438531665 0.00048068983100550195 0.0010213492068600748 -0.0056376497657565448 -0.0089701215649463078 0.017759221869810504 -0.017066949554246362 0.030549742918821836
leaf_weight=140.60218459367752 60208.071415647864 66733.396280325949 14633.227554604411 1833.0405869781971 19.692604452371597 595.2422174140811 20.441021084785461
leaf_count=633 245209 274924 68240 7999 98 3755 99
internal_value=-7.33411e-05 -1.28312e-05 -0.000715589 0.000754239 -0.0112561 -0.0159517 0.00667364
internal_weight=144184 143408 74841.3 68566.4 775.978 614.935 161.043
internal_count=600957 596372 313449 282923 4585 3853 732

Tree=299
num_cat=0
split_feature=12 47 13 7 50 7 50
split_gain=56.6016 44.452 37.4894 36.697 27.0086 16.9816 11.2156
threshold=-0.30224545300006861 -1.9132293462753294 -0.005369683261960744 -0.0070066021289676419 -0.15213821828365323 -0.011891830712556837 -0.72884687781333912
leaf_value=-0.014100283266306706 -0.0071514212984333586 -0.00049019209945239789 -0.02029040436972894 0.00081049585872630659 0.0045457832758730868 -0.00065894487965988265 0.006127381598115619
leaf_weight=56.274592578411102 2067.6684525460005 79124.046588368714 431.54441121220589 61823.571429334581 372.77469432353973 84.267426662147045 198.77502401173115
leaf_count=278 10627 330764 2860 252921 2060 494 953
internal_value=-7.04619e-05 -1.23473e-05 -0.0108804 8.03261e-05 -0.00536469 -0.0170832 0.00166431
internal_weight=144159 143388 770.861 140948 2440.44 515.812 255.05
internal_count=600957 596372 4585 583685 12687 3354 1231

end of trees

feature_importances:
Column_6=272
Column_7=182
Column_28=158
Column_18=144
Column_48=141
Column_8=132
Column_17=122
Column_0=87
Column_9=81
Column_34=69
Column_23=64
Column_21=60
Column_1=46
Column_47=44
Column_12=41
Column_13=41
Column_16=40
Column_14=39
Column_38=27
Column_33=26
Column_19=25
Column_20=25
Column_26=24
Column_29=18
Column_51=17
Column_11=16
Column_55=16
Column_22=15
Column_24=15
Column_52=13
Column_35=11
Column_37=10
Column_44=10
Column_46=10
Column_2=9
Column_5=7
Column_53=7
Column_45=6
Column_3=5
Column_4=5
Column_25=5
Column_50=5
Column_15=3
Column_31=3
Column_27=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: 0.04]
[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=0.04 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=811 826 825 827 820 909 825 819 822 817 923 925 921 923 921 819 827 820 820 906 816 907 905 910 906 907 815 908 818 906 907 901 901 903 901 908 824 904 816 816 901 822 818 902 911 910 821 901 904 894 903 909 915 903 904 921 915 912 919 916 920 921 911 833 919 900 902 901 898 900 901 904 906 910 908 911 907 903 908 902 908 907 910 909 905 902 902 907 905 914 828 815 814 903 905 905 899 903 903 818 905 908 903 907 906 914 814 817 906 818 905 918 918 914 914 917 919 915 917 914 825 830 916 831 834 825 918 925 922 910 918 919 904 902 910 905 898 904 821 821 821 918 922 916 834 827 924 909 917 905 913 923 904

Tree=0
num_leaves=7
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
decision_type=2 2 2 2 2 2
left_child=1 2 -1 5 -5 -2
right_child=3 -3 -4 4 -6 -7
leaf_value=9.3924294219473794e-05 5.4600355143494622e-05 0.052174771660384527 -0.0014012203649361086 -0.0009604314288167153 1.2889634589304402e-05 3.1510735717885711e-05
leaf_weight=2080 522637 20 21 20 8134 11079
leaf_count=2080 522637 20 21 20 8134 11079
internal_value=5.54795e-05 0.000570218 7.898e-05 5.34647e-05 1.05023e-05 5.41211e-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 18 0
split_gain=0.335417 33.5646 0.013763 0.00927207 0.00783048 0.00501667
threshold=3.7310481071472172 0.12449958175420762 2.1110898256301884 0.7668118178844453 0.78813576698303234 -0.26042965054512018
left_child=3 -2 -3 5 -5 -1
right_child=1 2 -4 4 -6 -7
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split_feature=16 20 19 26 7 19 45
split_gain=0.145085 0.39986 14.3899 0.359072 0.787523 0.208724 0.106113
threshold=0.37951336801052099 0.29659919440746313 0.018366006202995781 -1.8247658610343931 -0.0094247907400131208 0.013661264907568695 -0.17385151982307431
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leaf_weight=1207 20 25 1162 5166 220 13148 579975
leaf_count=1207 20 25 1162 5166 220 13148 579975
internal_value=-2.48872e-06 1.01945e-06 0.000734427 -0.000112603 -0.00164976 -9.24585e-05 -4.78453e-07
internal_weight=600923 582369 1187 18554 240 18314 581182
internal_count=600923 582369 1187 18554 240 18314 581182

Tree=147
num_cat=0
split_feature=4 7 20 26 45 24 20
split_gain=1.43181 38.992 1024.4 0.233131 0.0907599 3.16854 0.0913603
threshold=0.066476602107286467 -0.015038088895380495 0.016878103837370876 -1.8247658610343931 -0.17385151982307431 1.6424518823623659 0.29659919440746313
leaf_value=-5.8993952075197274e-05 0.21753877405568753 -0.0011882064219164239 -6.2024493393578775e-05 -8.0014035883946513e-05 8.1959180855414133e-07 0.0095610125037318659 -0.00041393516930680641
leaf_weight=1407 36 310 900 15021 581788 57 851
leaf_count=1407 36 310 900 15021 581788 57 851
internal_value=1.13128e-05 0.000381468 0.00830724 -0.000102422 1.00418e-06 0.000315555 2.13803e-07
internal_weight=600370 16267 936 15331 584103 1464 582639
internal_count=600370 16267 936 15331 584103 1464 582639

Tree=148
num_cat=0
split_feature=15 9 20 49 4 18 45
split_gain=1.35076 34.2188 1654.57 2.25244 0.0813386 2.08108 0.0472249
threshold=0.48480661213397985 -0.0018452440272085366 0.016878103837370876 -0.25953947752714152 -0.12638732790946958 -0.0043578397016972295 -0.067970152944326387
leaf_value=-0.003411174911375766 0.36769467282295226 0.0068153198487140654 -0.00056875895638819666 -8.7763301854485275e-05 -9.8458149308791268e-05 -5.3847234711541325e-06 3.9597303711784145e-06
leaf_weight=297 20 76 814 15489 7296 8577 567801
leaf_count=297 20 76 814 15489 7296 8577 567801
internal_value=1.08603e-05 0.000368896 0.0082625 -5.40573e-05 8.06007e-07 -0.000119372 2.6604e-06
internal_weight=600370 16399 834 15565 583971 8874 575097
internal_count=600370 16399 834 15565 583971 8874 575097

Tree=149
num_cat=0
split_feature=15 9 29 5 46 18 49
split_gain=1.24486 31.5361 1575.85 2.19432 0.0971438 2.23364 0.0444745
threshold=0.48480661213397985 -0.0018452440272085366 0.20562779903411868 -0.4922413676977157 0.24645754694938662 -0.0043578397016972295 2.1199098825454716
leaf_value=3.2327164179735963e-06 0.35870890325307847 0.0073394757842834227 -0.00068659852347799366 -8.2412221622067022e-05 -0.0096539768613874907 2.4194313519963144e-05 -6.5287871418412148e-05
leaf_weight=567532 20 64 814 15501 40 827 15572
leaf_count=567532 20 64 814 15501 40 827 15572
internal_value=1.04259e-05 0.00035414 0.007932 -5.1895e-05 7.73766e-07 -0.000422319 1.40285e-06
internal_weight=600370 16399 834 15565 583971 867 583104
internal_count=600370 16399 834 15565 583971 867 583104

Tree=150
num_cat=0
split_feature=4 7 19 49 14 3 26
split_gain=1.15556 35.243 952.375 0.511882 0.0975296 0.64534 0.215373
threshold=0.066476602107286467 -0.015038088895380495 0.0029871630249544982 3.4795950651168828 0.47798374295234686 0.093698535114526763 -1.8247658610343931
leaf_value=2.2389599984596238e-06 0.20961952049144505 -8.5856023354755588e-05 -0.00019200804665949058 -0.0018059478555405544 -0.0038173098099417986 0.0018864011804326606 -0.00010102447440063535
leaf_weight=570968 36 15049 900 282 25 291 12819
leaf_count=570968 36 15049 900 282 25 291 12819
internal_value=1.00089e-05 0.000342544 0.00787767 -0.000117496 7.47902e-07 3.19875e-06 -0.000108258
internal_weight=600370 16267 936 15331 584103 571259 12844
internal_count=600370 16267 936 15331 584103 571259 12844

Tree=151
num_cat=0
split_feature=15 16 16 51 4 18 45
split_gain=1.14561 22.247 1230.31 2.0572 0.0727865 1.86164 0.0435445
threshold=0.48480661213397985 0.018398451618850235 0.013158256188035013 -0.060762891545891755 -0.12638732790946958 -0.0043578397016972295 -0.067970152944326387
leaf_value=-0.0032267510159665405 0.00011636682809920117 -0.004553094759192188 0.30906030842369153 -2.1372007224652118e-05 -9.4994991362405015e-05 -5.5254273298759371e-06 3.3510156004342238e-06
leaf_weight=297 1152 162 21 15064 7296 8577 567801
leaf_count=297 1152 162 21 15064 7296 8577 567801
internal_value=9.60851e-06 0.000339336 0.00564733 -6.95882e-05 3.49144e-07 -0.000113335 2.10334e-06
internal_weight=600370 16399 1173 15226 583971 8874 575097
internal_count=600370 16399 1173 15226 583971 8874 575097

Tree=152
num_cat=0
split_feature=15 9 20 5 46 18 14
split_gain=0.998716 28.3041 1361.18 2.41989 0.417815 14.2938 0.0603258
threshold=0.48480661213397985 -0.0018452440272085366 0.0194623526185751 -0.4922413676977157 0.24645754694938662 -0.0067873813677579156 0.44294348359107977
leaf_value=-7.7263409829081748e-07 0.32546247556096036 0.0083051680399274293 -0.00063025419713133557 -0.00010000778811661053 0.031318861146767935 -8.4974536279205969e-06 9.8574731549214091e-05
leaf_weight=573546 21 55 829 15468 24 803 9949
leaf_count=573546 21 55 829 15468 24 803 9949
internal_value=1.08283e-05 0.000318946 0.00742615 -7.02272e-05 2.19469e-06 0.00090064 9.21308e-07
internal_weight=600695 16373 850 15523 584322 827 583495
internal_count=600695 16373 850 15523 584322 827 583495

Column_20=102
Column_18=92
Column_26=91
Column_19=77
Column_29=57
Column_51=57
Column_17=55
Column_46=55
Column_45=51
Column_4=35
Column_14=34
Column_15=28
Column_35=27
Column_49=26
Column_0=22
Column_16=22
Column_12=21
Column_5=17
Column_7=17
Column_13=17
Column_47=16
Column_55=13
Column_3=10
Column_9=10
Column_21=10
Column_24=10
Column_33=10
Column_25=9
Column_34=8
Column_2=6
Column_23=6
Column_1=5
Column_32=4
Column_11=3
Column_8=2
Column_31=2
Column_6=1
Column_48=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.04 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