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=1019 1035 1040 1042 1039 1039 1039 1047 1048 1036 1038 1045 1035 1037 1038 1038 1042 1048 1044 1047 1046 1043 1039 1034 1044 1037 1047 1037 1038 1039 1049 1049 1039 1042 1039 1045 1041 1045 1041 1040 1043 1042 1034 1043 1047 1037 1031 1046 1039 1051 1035 1033 1042 1038 1036 1031 1032 1036 1040 1030 1036 1036 1037 1042 1038 1038 1038 1037 1033 1040 1035 1041 1045 1038 1044 1032 1030 1031 1041 1040 1045 1027 1040 1039 1050 1038 1045 1041 1049 1036 1048 1054 1045 1040 1035 1046 1040 1053 1039 1029 1037 1030 1039 1032 1041 1034 1040 1037 1041 1042 1046 1037 1044 1039 1021 1045 1028 1052 1038 1041 1038 1046 1043 1036 1042 1046 1043 1042 1035 1041 1042 1047 1044 1039 1053 1032 1028 1053 1034 1035 1043 1037 1044 1038 1033 1042 1039 1044 1049 1040 1036 1045 1039 1044 1040 1035 1041 1029 1042 1039 1044 1048 1045 1045 1040 1044 1056 1043 1051 1055 1045 1048 1048 1046 1056 1057 1053 1045 1049 1049 1040 1025 1022 1032 1045 1039 1031 1044 1058 1031 1035 1049 1042 1050 1051 1037 1022 1024 1020 1041 1033 1033 1034 1033 1033 1043 1032 1031 1032 1037 1034 1034 1039 1039 1039 1033 1035 1042 1035 1039 1043 1035 1037 1039 1034 1046 1040 1042 1042 1037 1047 1043 1043 1043 1043 1038 1042 1043 1047 1042 1047 1039 1050 1051 1041 1056 1054 1035 1036 1037 1046 1043 1044 1046 1042 1045 1046 1049 1045 1051 1054 1048 1052 1055 1050 1040 1045 1051 1046 1044 1041 1049 1055 1039 1048 1045 1046 1049 1037 1040 1040 1037 1041 1052 1045 1047 1049 1040 1051 1049 1054 1046 1047 1059 1055 1038 1046 1045 1039 1038 1054 1044 1050 1048 1036 1048 1034 1035 1048 1047 1040 1055 1048 1053 1054 1044 1039 1037 1037 1043 1046 1051 1049 1042 1053 1049 1055 1039 1039 1040 1054 1044 1046 1048 1048 1031 1040 1048 1043 1041 1034 1049 1039 1055 1033 1055 1049 1037 1048 1060 1051 1038 1052 1053 1036 1045 1039 1055 1039 1043 1054 1045 1044 1051 1050 1047 1053 1052 1051 1049 1041 1041 1054 1038 1039 1042 1053 1048 1049 1048 1055 1046 1041 1046 1043 1030 1030 1032 1034 1034 1053 1042 1038 1045 1040 1044 1058 1051 1058 1031

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=-0.34053685187703797 -0.30620727048427937 -0.3094609955169445 -0.3130575457406547 -0.31984811704049498 -0.28297021542670042 -0.33917514243466285 -0.37531218654681586
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=-0.317739 -0.314411 -0.340825 -0.317527 -0.303278 -0.335604 -0.369634
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=3264.64 1280.21 817.963 578.424 476.994 435.311 109.057
threshold=-1.1439211964607237 -0.036551302298903458 -0.067023251205682741 -0.87786456942558277 1.0000000180025095e-35 0.021342030726373199 0.0023863855749368672
leaf_value=-0.023286752156356349 0.010876854371107058 -0.026288286719236536 -0.02143487261125894 0.00085476309102700985 0.032727486312084976 0.0045914041261647829 -0.059406102950722121
leaf_weight=273.31504505872726 22194.663280785084 2261.8574771434069 12598.590951293707 88302.247701182961 3212.5116185694933 2107.132068157196 1666.9073292016983
leaf_count=1127 90876 9277 51834 362189 13109 8674 6905
internal_value=-2.41363e-05 0.00312631 -0.0219731 0.00017686 0.0136397 -0.0177057 -0.054318
internal_weight=132617 115971 16645.9 90564.1 25407.2 14705.7 1940.22
internal_count=543991 475451 68540 371466 103985 60508 8032
shrinkage=0.053

Tree=2
num_cat=0
split_feature=28 47 6 28 44 28 21
split_gain=2022.08 1647.1 698.402 697.902 557.804 92.2916 52.1964
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=0.010262110349096741 -0.033889434675397942 -0.0053030777911015356 -0.007492859930707846 0.0044769371101756874 0.027712561076169373 0.0037729337453502269 0.046282893931926181
leaf_weight=23171.753246933222 6677.7324567139149 51839.828380212188 4868.0827060043812 33898.243514403701 3275.6464097499847 8384.0790982246399 488.57492719590664
leaf_count=94754 27594 212864 20001 139061 13328 34401 1988
internal_value=-2.35129e-05 -0.00396706 -0.0227598 -0.00143636 0.0108384 0.008538 0.0301229
internal_weight=132604 97283.9 11545.8 85738.1 35320.1 31555.8 3764.22
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=2849.55 1220.21 816.516 488.24 558.892 384.469 33.4969
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=0.00754694780676342 0.0097742223075547759 -0.0076575797000383618 0.0026944604276514447 -0.053320357592705946 -0.022478864654462385 0.029152541277058963 -0.010151520900726702
leaf_weight=360.218810364604 22942.248159870505 31725.440517395735 65776.118073821068 2964.6268632262945 3723.343531191349 3288.1335609406233 1808.5982632935047
leaf_count=1481 93665 130418 269834 12388 15408 13315 7482
internal_value=-2.2791e-05 0.00205599 -0.000673927 -0.0290639 -0.0361502 0.0122034 -0.00721198
internal_weight=132589 123732 97501.6 8856.79 6687.97 26230.4 2168.82
internal_count=543991 507232 400252 36759 27796 106980 8963

Tree=4
num_cat=0
split_feature=48 48 7 6 6 6 7
split_gain=2570.92 891.941 515.564 435.613 509.655 305.075 30.981
threshold=-1.5334839224815366 -0.36479590088129038 -0.032677853479981415 -0.030226426199078556 -0.0036709025735035534 -0.0036710742861032482 -0.064696606248617158
left_child=3 2 -2 6 -5 -3 -1
right_child=1 5 -4 4 -6 -7 -8
leaf_value=0.011126061045102222 0.0075208252206791313 0.008286642270724601 -0.0081382719198076301 -0.050959937215789473 -0.021379922037137428 0.0019885372725087121 -0.0092744077468185134
leaf_weight=234.46702148020267 7396.5767449587584 39800.704842329025 29309.301026880741 2928.5232504308224 3707.6781428903341 47254.277320802212 1933.2145595997572
leaf_count=964 30319 162601 120567 12380 15408 193745 8007
internal_value=-2.22198e-05 0.00194635 -0.00498282 -0.0276955 -0.0344334 0.00486797 -0.00706779
internal_weight=132565 123761 36705.9 8803.88 6636.2 87055 2167.68
internal_count=543991 507232 150886 36759 27788 356346 8971

Tree=5
num_cat=0
split_feature=48 28 47 8 38 28 26
split_gain=2346.64 869.278 600.269 495.897 329.584 274.116 229.208
threshold=-1.1439211964607237 -0.036551302298903458 -1.279981195926666 -0.052134172990918153 1.0000000180025095e-35 -0.012710257433354853 -2.0681375265121456
leaf_value=-0.055125383183846813 0.0089397882635601569 0.008096547827361307 0.0037555729656933391 -0.0017784164572764044 0.027040661381579085 -0.016268275906255018 -0.027903319290017971
leaf_weight=1102.7386197298765 22298.194259181619 17775.37616109848 2454.8321413248777 72741.830691799521 3235.6775030046701 8820.9511842280626 4096.2204964607954
leaf_count=4765 90815 72770 10127 298550 13053 36660 17197
internal_value=-6.02109e-05 0.00259705 -0.0187784 0.000160786 0.0112335 -0.0119089 -0.0336773
internal_weight=132526 116051 16474.7 90517.2 25533.9 11275.8 5198.96
internal_count=543937 475188 68749 371320 103868 46787 21962

Tree=6
num_cat=0
split_feature=48 9 9 18 7 13 45
split_gain=2112.89 692.626 635.895 596.227 304.407 118.168 50.2302
threshold=-1.1439211964607237 -0.038874208927154534 0.05917301960289479 -0.065334070473909364 0.017334426753222946 0.0023863855749368672 0.0087395389564335364
left_child=3 6 -3 5 -5 -1 -2
leaf_value=-0.020418245837072597 0.011465933067334606 -0.0024781154945454128 0.0079013172107567121 -0.016974063600606128 0.0043304759001062095 -0.047516266879594864 0.0068724455368561546
leaf_weight=585.79416579008102 17276.893041089177 65725.296954795718 22173.898699149489 11590.607490435243 2249.5595526844263 1979.7311801612377 10909.526293173432
leaf_count=2465 70512 269420 90638 48384 9319 8581 44618
internal_value=-5.75843e-05 0.00245852 0.000140253 -0.0178614 -0.0135113 -0.0413289 0.00968803
internal_weight=132491 116086 87899.2 16405.7 13840.2 2565.53 28186.4
internal_count=543937 475188 360058 68749 57703 11046 115130

Tree=7
num_cat=0
split_feature=48 28 28 38 28 6 28
split_gain=1926.65 934.244 623.276 385.986 385.004 419.92 39.0969
threshold=-1.5334839224815366 -0.018960512243211266 0.037518208846449859 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
leaf_value=0.0016217710818339538 0.0070814663754922335 -0.004101755116904463 0.0056364292719900668 0.025227785462773333 -0.046775382415806546 -0.019437541789939717 -0.012777161810440465
leaf_weight=1201.6765398234129 31107.14168921113 62845.601951315999 26141.323999598622 3682.4378062337637 2665.0446912795305 3870.4915447831154 947.25912770628929
leaf_count=4987 126746 258415 107060 14842 11617 16306 3964
internal_value=-5.50757e-05 0.00163804 -0.00124101 0.00900223 -0.0241864 -0.0305853 -0.00472533
internal_weight=132461 123777 88986.9 34789.6 8684.47 6535.54 2148.94
internal_count=543937 507063 365475 141588 36874 27923 8951

Tree=8
num_cat=0
split_feature=28 6 28 38 28 28 55
split_gain=1295.55 1412.71 1422.01 461.737 368.739 109.986 45.959
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=0.0091309257763913382 -0.0017000484979985025 -0.0028493220985224884 -0.02639979730920549 0.030406257742800227 0.0053579226434969235 0.003414564737239677 0.018996039453234578
leaf_weight=15969.52829760313 13101.794243395329 36601.468591302633 13087.914424657822 1991.0574997961521 26518.037681132555 23176.12834982574 1975.3859784603119
leaf_count=64880 53959 150662 55076 8025 108545 94836 7954
internal_value=-5.27231e-05 -0.00369502 -0.0140434 0.00749252 0.000598741 0.00574656 0.0247237
internal_weight=132421 89309.2 26189.7 43112.1 63119.5 39145.7 3966.44
internal_count=543937 368242 109035 175695 259207 159716 15979

Tree=9
num_cat=0
split_feature=48 28 17 47 44 8 26
split_gain=1650.66 604.125 496.157 466.614 391.795 223.152 182.159
threshold=-1.1439211964607237 -0.013551269657909868 -0.89680764079093922 -1.279981195926666 1.0000000180025095e-35 0.021342030726373199 -2.0681375265121456
left_child=3 4 -3 6 -2 -5 -1
right_child=1 2 -4 5 -6 -7 -8
leaf_value=-0.048926466210579625 0.0056896791154113294 -0.028154209635112826 5.3218944432784783e-05 -0.013112324436425501 0.023220066388681657 0.0072704861279806569 -0.024097341557267764
leaf_weight=1046.349491328001 36097.980573713779 1793.9405281841755 74277.791662558913 9378.2118651866913 3975.602498203516 1798.046288728714 4014.258301615715
leaf_count=4765 147005 7378 304820 39345 15985 7442 17197
internal_value=-5.04519e-05 0.00216234 -0.000611975 -0.015879 0.00742883 -0.00983312 -0.0292311
internal_weight=132382 116145 76071.7 16236.9 40073.6 11176.3 5060.61
internal_count=543937 475188 312198 68749 162990 46787 21962

Tree=10
num_cat=0
split_feature=48 47 9 9 8 26 50
split_gain=1506.05 692.557 394.286 371.941 319.946 213.183 40.1766
threshold=-0.75435855984687794 -1.279981195926666 -0.038874208927154534 0.043961346149444587 -0.034609951078891747 -2.0681375265121456 -0.60608595609664906
left_child=1 5 6 -4 -3 -1 -2
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internal_value=4.68e-06 -0.0108528 0.00294831 0.00102956 -0.00645293 -0.0265138 0.00849138
internal_weight=132367 28232.5 104135 77357.1 22040.4 6192.08 26777.4
internal_count=544038 118334 425704 316631 91509 26825 109073

Tree=11
num_cat=0
split_feature=48 28 7 28 6 38 28
split_gain=1382.08 637.368 517.635 305.872 362.474 213.47 32.5267
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internal_value=3.97566e-06 0.00142142 -0.000559572 -0.0206937 -0.0265054 0.00871884 -0.00326298
internal_weight=132330 123848 97406 8481.52 6360.75 26442.3 2120.77
internal_count=544038 507275 400210 36763 27877 107065 8886

Tree=12
num_cat=0
split_feature=47 9 9 18 7 17 28
split_gain=968.074 615.482 668.169 418.168 196.432 64.6146 53.5299
threshold=-1.279981195926666 -0.024180301465094086 0.027741653844714168 -0.067455209791660295 -0.033654062077403062 -0.87786456942558277 -0.0017898007645271716
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internal_count=544038 489605 351689 54433 47426 137916 7007

Tree=13
num_cat=0
split_feature=47 28 17 18 38 8 28
split_gain=871.433 560.985 497.074 385.123 241.989 177.977 49.272
threshold=-1.279981195926666 -0.018960512243211266 -0.89680764079093922 -0.067455209791660295 1.0000000180025095e-35 -0.040308086201548569 -0.0017898007645271716
leaf_value=0.011317582141692555 0.0056177301091591856 -0.02758608558940915 -0.00026755491043581981 0.005929099547073274 0.020045995343014593 -0.012624020181154156 -0.040394144915854614
leaf_weight=53.699545443058014 30308.934756085277 1913.771917656064 83582.185453206301 1711.6404786109924 3659.5171367973089 9588.7623166143894 1431.1946064084768
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internal_weight=143983 94259.9 3673.46 90586.5 49722.8 23034.7 26688
internal_count=600811 398552 17875 380677 202259 94666 107593

Tree=384
num_cat=0
split_feature=12 8 8 48 11 48 8
split_gain=51.8669 37.5231 51.3145 36.5761 26.7664 21.4697 13.7523
threshold=-0.29334390163421625 1.0000000180025095e-35 -0.062790982425212846 -2.5940562486648555 -0.88164049386978138 -1.0866807401180265 -0.011453725397586821
leaf_value=-0.034533485077972506 0.0012750893111473664 0.0047409406855683841 -0.0014807728921709951 0.0045005854416934488 -0.00777255349990088 0.00088132987327676419 0.0066571466378184396
leaf_weight=168.13288220763206 28143.701106712222 4406.0841358825564 58283.670170940459 628.25912666320801 2428.9192135408521 49880.866373807192 26.334475502371788
leaf_count=1275 113753 18716 249220 2819 12248 202582 198
internal_value=-5.03656e-05 0.000102558 -0.00058337 -0.00666809 -0.00525039 0.00119459 -0.0289555
internal_weight=143966 140714 86427.4 3251.65 3057.18 54287 194.467
internal_count=600811 584271 362973 16540 15067 221298 1473

Tree=385
num_cat=0
split_feature=47 12 6 50 48 7 9
split_gain=58.8206 39.7473 40.3951 39.4861 34.8819 34.7255 27.7283
threshold=-1.9132293462753294 -0.3001315295696258 -0.46419106423854822 -0.15213821828365323 0.42069473117589956 -0.1794432997703552 0.00088458511163480591
leaf_value=-0.015524660726397374 0.0070506397320744983 0.002932575565929242 -0.0163830740412985 -0.0026590849068462413 -0.0013434872885620486 -1.3649852654914772e-05 0.027043876007205984
leaf_weight=1437.3760146051645 282.43266952037811 12318.959714651108 769.91489586979151 256.10067269951105 737.06094254553318 128002.94450052083 134.72489808499813
leaf_count=8541 1265 49679 4362 1471 3029 531721 720
internal_value=2.37204e-05 0.000168042 -0.0100939 -0.00792999 -0.0107177 0.000245001 0.00758008
internal_weight=143940 141374 1052.35 2565.26 2174.44 140322 390.826
internal_count=600788 587027 5627 13761 11570 581400 2191

Tree=386
num_cat=0
split_feature=12 28 47 50 55 47 9
split_gain=53.0534 40.3003 40.1079 33.8387 31.8634 20.3724 18.9726
threshold=-0.3001315295696258 -0.0047431052662432185 -1.9132293462753294 -0.15213821828365323 0.10616699606180192 -0.57347567379474629 -0.018994261510670182
left_child=1 5 3 -2 -4 -1 -3
right_child=2 6 4 -5 -6 -7 -8
leaf_value=0.01749680284924517 -0.0093896422509158837 0.024548121047687072 0.00097432168614208401 0.0079430695986394354 -0.00062725687725972946 -0.01087092641844154 -0.018008161225934825
leaf_weight=175.00115279853344 2023.6537317335606 30.447484686970711 75285.429093323648 375.03265736997128 65037.747194029391 119.78857831656933 878.30331455171108
leaf_count=799 10379 133 311476 2059 269924 511 5507
internal_value=2.24069e-05 -0.0110586 0.00011585 -0.00667969 0.000232013 0.0059695 -0.0165823
internal_weight=143925 1203.54 142722 2398.69 140323 294.79 908.751
internal_count=600788 6950 593838 12438 581400 1310 5640

Tree=387
num_cat=0
split_feature=48 7 8 7 17 4 1
split_gain=50.7006 36.4237 70.936 29.4216 28.6125 23.8117 7.59258
threshold=-2.5940562486648555 -0.0074352615047246209 -0.029487061314284798 -0.01220609527081251 -0.42867292463779444 -0.021159023977816101 -0.0010516506736166773
leaf_value=0.01027357854075161 0.0007662501021792657 0.0024632024416264618 -0.0023966748147247639 -0.0028830552591298129 0.00014210417253049002 -0.028600020033048401 0.024879349822469338
leaf_weight=50.763123743236065 43994.246575728059 24267.966880232096 36395.107367910445 102.50759906321764 38722.017430223525 345.62331623584032 37.902667708694935
leaf_count=275 179511 100200 159268 696 158111 2515 212
internal_value=2.11719e-05 8.204e-05 -0.000665718 -0.0162368 0.00103635 -0.0236217 0.00461119
internal_weight=143916 143379 80389.4 536.797 62990 396.386 140.41
internal_count=600788 597090 338779 3698 258311 2790 908

Tree=388
num_cat=0
split_feature=47 7 7 50 48 9 6
split_gain=46.2748 31.994 52.196 31.9822 30.8912 24.1962 14.7489
threshold=-1.9132293462753294 -0.1794432997703552 -0.0086706425063312036 -0.15213821828365323 0.42069473117589956 0.00088458511163480591 0.88734760880470287
leaf_value=-0.014182073334536294 0.0019554361089744706 -0.0011543244028009781 0.00097769728140043857 -0.0027587648102918761 -0.00079559796300749308 0.024868414295571351 0.0070810196091263076
leaf_weight=1415.5549842044711 10464.669824674726 65157.181693695486 63878.013151064515 256.146817676723 736.00555162131786 136.50299193710089 1856.7888151407242
leaf_count=8541 42142 275276 262070 1471 3029 720 7539
internal_value=2.00046e-05 0.000147512 -9.88813e-05 -0.00706432 -0.00960283 0.0068457 0.00272784
internal_weight=143901 141357 129035 2544.21 2151.56 392.65 12321.5
internal_count=600788 587027 537346 13761 11570 2191 49681

Tree=389
num_cat=0
split_feature=48 0 6 21 7 4 12
split_gain=44.8565 31.7721 398.429 33.4182 26.5134 21.8314 9.11741
threshold=-2.5940562486648555 -0.0022947916295379396 -0.0032315314747393127 0.68607407808303844 -0.01220609527081251 -0.021159023977816101 0.18001611530780795
leaf_value=0.0098463405232720614 0.00074889737752203902 -0.012960307303649122 0.00049358489054840936 0.0071683716266632801 0.0070151099319465619 -0.027383378638237085 -0.063819197092175192
leaf_weight=50.907988242805004 57982.299766287208 6728.5429235175252 76275.797503970563 2371.0559711456299 135.32507834583521 337.99079624563456 5.3043704628944388
leaf_count=275 236108 34298 316912 9772 879 2515 29
internal_value=1.89087e-05 7.57825e-05 -0.000597022 0.00100109 -0.0153784 -0.0225099 0.00434333
internal_weight=143887 143358 83004.3 60353.4 529.528 388.899 140.629
internal_count=600788 597090 351210 245880 3698 2790 908

Tree=390
num_cat=0
split_feature=12 45 7 23 23 29 47
split_gain=41.246 34.9401 41.6833 32.0522 129.94 18.9931 13.293
threshold=-0.29474903643131251 -0.00038281796150840813 -0.010846059303730725 -0.0012290789163671432 -0.001615132321603596 -0.14856473356485364 -1.2433525025844572
leaf_value=-0.0085450089156559415 0.00068689190229177181 -0.018281012360905485 0.0028862434919313066 -2.6555633517378984e-05 -0.0039326091094838041 0.001886508181965631 0.0028669784043302664
leaf_weight=412.11914819478989 58455.972898550332 986.28191658854485 355.52853571623564 28335.497503630817 24179.187780380249 30024.122816741467 942.25633578747511
leaf_count=2499 238752 5839 1682 116520 106791 123799 4196
internal_value=-0.000117407 -0.0066109 -0.0126725 6.76569e-06 -0.000664782 0.000957653 -0.000605543
internal_weight=143691 2696.19 1341.81 140995 82635.2 58359.6 1354.38
internal_count=600078 14216 7521 585862 345543 240319 6695

Tree=391
num_cat=0
split_feature=48 23 23 28 14 25 17
split_gain=47.5336 29.6677 125.697 27.778 21.3576 14.2683 10.8485
threshold=-2.5940562486648555 -0.0014371092547662554 -0.001615132321603596 -0.0039792077150195828 0.027551462873816494 -1.0366232395172117 0.34844888746738439
leaf_value=-0.035714225026402598 0.00062760427584271903 0.004332401815886967 -0.0038811580977440099 0.00047496737770236642 -0.00085350585294867941 -0.014569341368185097 0.047662349597580721
leaf_weight=124.8372600004077 59159.202911287546 5812.6184070631862 24587.031273275614 53597.291192278266 54.048032559454441 317.96124663949013 17.02467930316925
leaf_count=1007 241822 24098 109592 220890 338 2231 100
internal_value=-0.000111253 -5.34942e-05 -0.000696122 0.000852376 -0.0162018 -0.0205307 0.0107679
internal_weight=143670 143156 83746.2 59409.9 513.871 442.799 71.0727
internal_count=600078 596402 351414 244988 3676 3238 438

Tree=392
num_cat=0
split_feature=48 7 7 19 25 14 17
split_gain=43.1236 28.0381 52.7758 26.2436 19.8856 13.3473 10.0387
threshold=-2.5940562486648555 -0.0086706425063312036 -0.051284333691000931 -0.020294477231800553 -1.0366232395172117 0.027551462873816494 3.7556935548782353
leaf_value=-0.035945364719712825 0.0009223714322003293 0.0024766625922430906 -0.0018701756025100694 9.9639608942763251e-05 -0.01391962972082169 0.012489520823001459 0.057332122119767071
leaf_weight=125.21606687456369 32257.508442223072 18142.823201194406 46289.942641057074 46450.847145862877 315.23937805742025 64.808927848935127 3.3270952031016341
leaf_count=1027 130514 75157 200587 190144 2231 397 21
internal_value=-0.000105421 -5.06837e-05 -0.000723345 0.000767289 -0.015511 -0.00941613 -0.0335311
internal_weight=143650 143141 78547.5 64593.7 508.591 380.048 128.543
internal_count=600078 596402 331101 265301 3676 2628 1048

Tree=393
num_cat=0
split_feature=48 23 0 28 25 14 51
split_gain=39.1103 26.2086 114.292 25.0362 18.6907 13.0322 8.81694
threshold=-2.5940562486648555 -0.0014371092547662554 -0.0022947916295379396 -0.0039792077150195828 -0.84910756349563588 0.027551462873816494 -0.19827969372272489
leaf_value=-0.035826735449632295 0.00068702349619309067 0.0041066694689565683 -0.0035157409731220936 0.00044499363234948064 -0.013043498664214292 0.013580571208884649 0.0061155190046445589
leaf_weight=126.08510299772024 57040.650357440114 5814.151307284832 26676.442046970129 53597.886451587081 299.16709190607071 62.419225856661797 15.848479121923445
leaf_count=1060 232397 24098 119017 220890 2130 379 107
internal_value=-9.98831e-05 -4.80103e-05 -0.000652187 0.000803331 -0.0148451 -0.00844749 -0.0311434
internal_weight=143633 143129 83717.1 59412 503.52 361.586 141.934
internal_count=600078 596402 351414 244988 3676 2509 1167

Tree=394
num_cat=0
split_feature=48 7 8 19 25 14 17
split_gain=35.4594 24.8335 51.0322 23.8009 17.4362 11.7455 8.48971
threshold=-2.5940562486648555 -0.0086706425063312036 -0.060999499633908265 -0.020294477231800553 -0.84910756349563588 0.027551462873816494 3.7556935548782353
leaf_value=-0.032250953009839226 0.0011458956573321751 0.0023520009229069457 -0.0016792813175366265 8.8389134329541438e-05 -0.012451373012305795 0.012767009508787586 0.051561520704619911
leaf_weight=135.45282467454672 27808.642409399152 18145.037294887006 50711.275415673852 46448.858760505915 296.84850368648767 62.865208357572556 3.4821790382266036
leaf_count=1145 112411 75157 218690 190144 2130 379 22
internal_value=-9.4647e-05 -4.54881e-05 -0.000678716 0.000724259 -0.0142034 -0.00804409 -0.0301503
internal_weight=143612 143114 78519.9 64593.9 498.649 359.714 138.935
internal_count=600078 596402 331101 265301 3676 2509 1167

Tree=395
num_cat=0
split_feature=12 13 1 1 25 18 34
split_gain=34.3811 27.0746 25.0005 108.869 13.9163 13.4271 9.15525
threshold=-0.30224545300006861 -0.0039383406983688465 -0.0037464592605829235 -0.0036749573191627856 -1.1443707346916197 -0.019557600840926167 -0.92802205681800831
leaf_value=-0.011457316078382339 0.0030016968833732867 -0.03181042826858993 -0.0058030179259183929 0.00011235310709230597 -0.01233891924695457 0.00050525180778711386 0.0075656719172012893
leaf_weight=112.30428864061832 6761.51325301826 170.48257991671562 10014.951178513467 68629.811290189624 260.87689357250929 57663.874601885676 193.53713534027338
leaf_count=581 28198 1305 46984 285082 1761 236108 938
internal_value=-6.56427e-05 -0.011482 -6.81748e-06 -0.000640935 -0.0200345 0.000767256 0.000580473
internal_weight=143807 737.201 143070 78644.8 431.359 64425.4 305.841
internal_count=600957 4585 596372 332066 3066 264306 1519

Tree=396
num_cat=0
split_feature=55 20 7 6 7 33 20
split_gain=33.6766 33.487 32.1643 18.1011 17.7799 22.6261 15.521
threshold=0.36563305556774145 -0.023558949120342728 -0.0074352615047246209 -1.4632698893547056 -0.0086706425063312036 0.36706534028053289 -0.031279245391488068
leaf_value=-0.00046873286317233696 -0.0043256830637348909 0.0044534192946854723 -0.00037766081613610101 -0.00032778285608025767 0.0060159229766627671 0.003575633905970058 0.0011797228939666835
leaf_weight=42939.883331567049 13226.958430111408 2397.2152273505926 10318.397811166942 30826.999736815691 1960.6353392973542 4272.2132315933704 37849.094941429794
leaf_count=181949 57546 9765 42591 127977 8328 17634 155167
internal_value=-6.22167e-05 -0.00106644 -0.00259552 1.71936e-05 0.000592897 -0.000102759 0.00141791
internal_weight=143791 56769.6 23545.4 33224.2 87021.8 47212.1 39809.7
internal_count=600957 237879 100137 137742 363078 199583 163495

Tree=397
num_cat=0
split_feature=12 48 13 48 34 4 28
split_gain=31.2902 36.9041 45.1745 18.2352 29.3563 18.0758 17.9634
threshold=-0.29080538451671595 -0.70983687043189991 -0.0039383406983688465 0.42069473117589956 1.3778149485588076 0.24512328952550891 0.0011342806392349305
leaf_value=-0.00062496724932628654 -0.00020365654141135613 -0.0030457178998796919 -0.015554958547565985 0.00095113512295659584 -0.0056281171141389042 -0.013057055134783732 0.0076034382171367848
leaf_weight=1008.7664193361998 85977.806718543172 1198.8064705431461 1306.6882733851671 50427.441657394171 2896.8905854672194 260.08737197518349 707.57103776931763
leaf_count=4838 360184 5043 8313 204597 13919 1051 3012
internal_value=-5.89344e-05 -0.00455423 -0.00905046 7.70506e-05 -0.000380468 0.000879256 0.000906823
internal_weight=143784 4221.83 2315.45 139562 88874.7 50687.5 1906.38
internal_count=600957 21206 13151 579751 374103 205648 8055

Tree=398
num_cat=0
split_feature=55 19 25 6 7 48 16
split_gain=30.0906 28.8019 21.5258 16.8234 15.8019 30.4445 15.0354
threshold=0.36563305556774145 -0.016154535114765164 -1.3986573219299314 -2.0773193836212154 -0.0086706425063312036 -1.0866807401180265 0.0071818663273006686
leaf_value=-0.003477524553965891 -0.0072337898734333109 0.0061195885188863458 -0.0018247334276701983 -0.0001533289010934775 0.0036830885412399558 0.0004426589582231836 0.00088810111425346018
leaf_weight=6444.6846968531609 2260.9247872829437 1252.4875884205103 24051.342048376799 29187.019582234323 6451.9638066291809 40758.424806922674 33361.868642285466
leaf_count=31841 10165 5099 101560 121055 26523 167742 136972
internal_value=-5.58567e-05 -0.00100531 -0.00228952 0.000104781 0.000563366 -9.25674e-05 0.00134104
internal_weight=143769 56751.8 26312.3 30439.5 87016.9 47203.1 39813.8
internal_count=600957 237879 111725 126154 363078 199583 163495

Tree=399
num_cat=0
split_feature=12 55 7 13 7 7 25
split_gain=27.5117 25.5737 26.6003 23.6024 14.4026 14.0888 12.4066
threshold=-0.30224545300006861 0.36563305556774145 -0.15514732152223584 -0.005369683261960744 -0.011891830712556837 -2.1393389701843257 -0.28883597254753107
leaf_value=0.012485712059825816 0.011629394054524242 0.0025919947868132879 -0.0012615114756882829 -0.021514762382035313 0.003130612447069614 0.00052946979146684949 -0.011378393694960492
leaf_weight=149.5146609544754 322.40680307149887 5585.4131828993559 50769.388472773135 392.71591925621033 80.211580514907837 86355.635768920183 103.59543581306934
leaf_count=724 1296 22535 212838 2860 494 359703 507
internal_value=-5.29132e-05 -6.76125e-07 -0.000879584 -0.0103439 -0.0173347 0.000570757 0.00271837
internal_weight=143759 143033 56354.8 726.038 472.927 86678 253.11
internal_count=600957 596372 235373 4585 3354 360999 1231

end of trees

feature_importances:
Column_6=355
Column_7=200
Column_28=187
Column_48=174
Column_8=155
Column_18=143
Column_17=140
Column_0=117
Column_34=109
Column_23=102
Column_9=83
Column_1=75
Column_12=66
Column_21=62
Column_14=54
Column_16=51
Column_33=48
Column_13=44
Column_20=44
Column_47=41
Column_25=39
Column_51=38
Column_29=34
Column_55=34
Column_5=32
Column_24=28
Column_26=28
Column_19=26
Column_11=24
Column_46=24
Column_3=22
Column_22=22
Column_31=21
Column_45=21
Column_38=20
Column_2=18
Column_4=15
Column_35=15
Column_49=15
Column_44=13
Column_52=12
Column_37=11
Column_50=10
Column_15=8
Column_27=7
Column_53=6
Column_54=3
Column_32=2
Column_43=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: 0.053]
[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=0.053 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=815 825 822 825 828 908 824 826 825 820 923 920 923 919 919 820 829 823 816 829 818 910 903 911 903 910 821 910 818 908 911 900 898 909 894 910 816 902 815 818 900 824 818 902 909 821 822 907 898 898 908 917 822 905 923 825 913 920 923 916 922 924 912 915 915 912 916 918 909 920 921 907 919 936 913 909 920 912 919 916 918 927 926 925 931 924 914 906 906 903 899 905 909 908 908 909 916 902 903 906 820 905 909 912 910 907 908 912 905 831 829 830 818 818 901 900 910 906 903 907 907 908 913 913 823 907 905 900 827 817 907 909 921 920 908 923 831 913 911 915 912 825 921 915 922 919 914 924 916 915 927 919 915 933 918 923 929 838 908 911 909 833 910 922 922 923 920 912 920 927 927 922 917 922 909 923 920 920 922 907 912 923 920 914 918 933 921 918 920 920 920 921 927 922 926 917 922 910 922 930 924 923 912 915 923 921 907 912 909 915

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=0.00010610307092535145 5.3998851649679049e-05 0.069113225831094041 -0.0018749636024557952 -0.0012909182620975989 -1.2678530846229824e-06 2.3405105910747244e-05
leaf_weight=2080 522637 20 21 20 8134 11079
leaf_count=2080 522637 20 21 20 8134 11079
internal_value=5.51637e-05 0.000737192 8.63018e-05 5.24941e-05 -4.43109e-06 5.33638e-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=0.333104 33.4788 0.0136884 0.00916842 0.00780171 0.00493314
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
leaf_value=4.0771347364252996e-05 0.068909627806333362 1.9289227703105636e-05 -0.001204594630371494 -3.5845064352701966e-05 -0.0002587178030866124 -3.1365176974675339e-06
leaf_weight=7289 20 2022 26 16926 453 517255
leaf_count=7289 20 2022 26 16926 453 517255
internal_value=-1.2192e-06 0.000670153 3.75164e-06 -3.78118e-06 -4.16545e-05 -2.52638e-06
internal_weight=543991 2068 2048 541923 17379 524544
internal_count=543991 2068 2048 541923 17379 524544

Tree=2
num_cat=0
split_feature=4 35 24 0 21 13
split_gain=0.305761 29.8078 0.0258306 0.0080153 0.00841451 0.00396311
threshold=-0.66065314412116993 0.88867983222007763 1.4524545073509219 0.24670927226543429 4.9349098205566415 0.37186226248741155
leaf_value=3.961046415379121e-05 -1.6020460035909624e-06 0.065031368105486029 -0.001828550967265896 -4.6058792306175981e-05 -0.00035364169293022717 -1.9641253780959874e-05
leaf_weight=2080 496977 20 21 7896 258 36739
leaf_count=2080 496977 20 21 7896 258 36739
internal_value=-1.15458e-06 0.000633955 2.09377e-05 -3.64054e-06 -5.5791e-05 -2.8438e-06

Tree=3
num_cat=0
split_feature=29 19 25 46 0 13
split_gain=0.290414 29.7127 0.0155855 0.00832501 0.0120251 0.00573368
threshold=3.7310481071472172 0.12449958175420762 1.7210505008697512 0.63300400972366344 -0.64780673384666432 0.44382226467132574
leaf_value=-1.7059976579496791e-06 0.06491253257747738 -3.6849914578725652e-05 0.00061167710655322895 0.00089234869531537695 -0.0001455738401386774 -2.406945077352317e-05
leaf_weight=505942 20 1938 110 32 1556 34393
leaf_count=505942 20 1938 110 32 1556 34393
internal_value=-1.09339e-06 0.000625783 -2.01692e-06 -3.48558e-06 -0.000124659 -3.12946e-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 13 33 29
split_gain=0.266021 27.5344 0.366164 0.00642215 0.0107458 0.00740712
threshold=-0.66065314412116993 -0.0086172646842896921 0.88382938504219066 0.7668118178844453 2.4339780807495122 3.7310481071472172
left_child=1 -1 -3 5 -5 -2
right_child=3 2 -4 4 -6 -7
leaf_value=0.057037885350818246 -2.0432942118627935e-06 1.4063146311897709e-05 -0.0071916937742149464 -2.6267135986127633e-05 -0.00023655628439837973 -0.00016243939570877381
leaf_weight=24 523271 2077 20 17078 711 810
leaf_count=24 523271 2077 20 17078 711 810
internal_value=-1.03544e-06 0.000591365 -5.46613e-05 -3.35423e-06 -3.46721e-05 -2.2912e-06
internal_weight=543991 2121 2097 541870 17789 524081
internal_count=543991 2121 2097 541870 17789 524081

Tree=5
num_cat=0
split_feature=51 26 0 0 55 26 46
split_gain=0.278566 10.2848 22.8127 0.050357 0.358867 0.0325228 0.0172328
threshold=4.0962991714477548 -1.829436659812927 -0.014278143178671597 -0.1339168846607208 -1.2998190522193906 -1.7440932989120481 0.63300400972366344
leaf_value=0.00087751488296107234 0.068461062795884389 -0.0013322019477387374 -0.00058231924466524171 -3.8025852583255956e-06 1.8318671967479283e-05 1.0090991644173438e-05 -0.00018980146426801452
leaf_weight=1473 20 52 41 520197 18716 2035 1403
leaf_count=1473 20 52 41 520197 18716 2035 1403
internal_value=1.26422e-06 0.000603634 0.0220549 -1.12397e-06 8.10061e-05 -2.33538e-05 -4.30289e-06
internal_weight=543937 2148 61 541789 20189 2087 521600
internal_count=543937 2148 61 541789 20189 2087 521600

Tree=6
num_cat=0
split_feature=29 18 19 0 0 46
split_gain=0.26538 30.3979 0.163095 0.0440669 0.321397 0.0152706
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -0.14231177419424054 0.63300400972366344
left_child=3 -2 -3 4 -1 -5
right_child=1 2 -4 5 -6 -7
leaf_value=1.3675333749276234e-05 0.065624191989662364 -0.004798126298250281 1.1574557715432383e-05 -3.5887563381208128e-06 0.00079704546312674997 -0.00018025503679811768
leaf_weight=18534 20 20 2022 520365 1598 1378
leaf_count=18534 20 20 2022 520365 1598 1378
internal_value=1.19721e-06 0.000601322 -3.55332e-05 -1.08644e-06 7.58562e-05 -4.05536e-06
internal_weight=543937 2062 2042 541875 20132 521743
internal_count=543937 2062 2042 541875 20132 521743

Tree=7
num_cat=0
split_feature=29 18 19 0 55 46
split_gain=0.237996 27.2611 0.146265 0.0395195 0.316505 0.0136948
threshold=3.7310481071472172 0.0094757080078125017 0.14145213365554812 -0.1339168846607208 -1.2998190522193906 0.63300400972366344
leaf_value=0.00081922628736104386 0.062146109662391244 -0.0045438255176995877 1.0961103513232851e-05 -3.3985522844895423e-06 1.2748042462807712e-05 -0.00017070152271047006
leaf_weight=1475 20 20 2022 520365 18657 1378
leaf_count=1475 20 20 2022 520365 18657 1378
internal_value=1.13376e-06 0.000569452 -3.36499e-05 -1.02886e-06 7.18358e-05 -3.84042e-06

Tree=8
num_cat=0
split_feature=4 18 35 0 49 12
split_gain=0.219214 25.6285 0.483761 0.0334283 0.380989 0.0112567
threshold=-0.66065314412116993 -0.0086172646842896921 0.88867983222007763 -0.1339168846607208 -1.401929438114166 1.4872298836708071
left_child=1 -1 -3 4 -2 -5
right_child=3 2 -4 5 -6 -7
leaf_value=0.057445503435563296 0.00088152287552512043 2.9942419595981982e-05 -0.0075379042727872726 -2.5717271950554192e-06 6.2687693075515776e-07 -6.1686426430961647e-05
leaf_weight=22 1490 2084 24 512566 18540 9211
leaf_count=22 1490 2084 24 512566 18540 9211
internal_value=1.07367e-06 0.000537695 -5.6219e-05 -1.03594e-06 6.61553e-05 -3.61529e-06
internal_weight=543937 2130 2108 541807 20030 521777
internal_count=543937 2130 2108 541807 20030 521777

Tree=9
num_cat=0
split_feature=29 19 26 0 0 4
split_gain=0.209854 26.4003 0.206803 0.0319737 0.286946 0.0216736
threshold=3.7310481071472172 0.1321414262056351 -1.829436659812927 -0.1339168846607208 -0.14231177419424054 -0.66065314412116993
leaf_value=5.7723616389296212e-06 0.061131406740751112 -0.0032063513579540944 3.1555898826408056e-05 -0.00027731751401805622 0.00074596725982869008 -3.1166915808366747e-06
leaf_weight=18534 20 57 1985 811 1598 520932
leaf_count=18534 20 57 1985 811 1598 520932
internal_value=1.01677e-06 0.000534677 -5.88264e-05 -1.01398e-06 6.45262e-05 -3.54291e-06

Tree=10
num_cat=0
split_feature=20 18 29 19 0 51 14
split_gain=0.0392425 0.316245 0.503719 0.107607 0.00625907 0.00580091 0.00572746
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.093456644564867034 0.091655034571886076 2.9935066699981694 -2.3877097368240352
leaf_value=0.00011636782686484102 -0.00046310087198307888 -0.0023762326005877374 -0.010599770845047065 -7.7475413264604367e-05 -2.8382108456604819e-05 0.00024115621386673546 -1.6360354398773082e-06
leaf_weight=1158 40 58 21 4155 29616 226 508764
leaf_count=1158 40 58 21 4155 29616 226 508764
internal_value=-4.01537e-06 -0.00016398 -0.00395277 -0.000109122 -2.74873e-06 -2.63408e-05 -1.36806e-06
internal_weight=544038 4274 61 4213 539764 29842 509922
internal_count=544038 4274 61 4213 539764 29842 509922

Tree=11
num_cat=0
split_feature=12 26 18 19 14 29 3
split_gain=0.0345424 0.252876 0.0741558 0.0270385 0.00634396 0.00783994 0.00615025
threshold=3.0686669349670415 -1.7440932989120481 0.0094757080078125017 0.093456644564867034 -2.3877097368240352 3.7310481071472172 0.60139718651771557
leaf_value=8.1990322478894383e-05 -0.0033066545442439381 -0.0013689641830712017 -0.0012048538472539017 -4.772594120757742e-05 -2.6675493139338173e-06 0.00063683192791071824 -0.0001326169010999445
leaf_weight=1218 75 44 127 3893 537580 76 1025
leaf_count=1218 75 44 127 3893 537580 76 1025
internal_value=-3.80256e-06 -0.000156329 -0.00198523 -6.24921e-05 -2.63325e-06 0.000114578 -2.91485e-06
internal_weight=544038 4139 202 3937 539899 1294 538605
internal_count=544038 4139 202 3937 539899 1294 538605

Tree=12
num_cat=0
split_feature=20 18 29 19 0 51 46
split_gain=0.0330707 0.267349 0.444685 0.0934121 0.00556753 0.00485347 0.00310374
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.093456644564867034 0.086382791399955763 2.9935066699981694 -0.64934238791465748
leaf_value=9.6975548781132894e-05 -0.00035523727435684123 -0.0022122979733183706 -0.009879407547769092 -7.0524287529569874e-05 -2.5651491263557888e-05 0.00021869519800346335 -1.2628608814680959e-06
leaf_weight=905 40 58 21 4155 31733 230 506896
leaf_count=905 40 58 21 4155 31733 230 506896
internal_value=-3.60102e-06 -0.000150449 -0.00363405 -0.00010001 -2.43824e-06 -2.38932e-05 -1.08778e-06
internal_weight=544038 4274 61 4213 539764 31963 507801
internal_count=544038 4274 61 4213 539764 31963 507801

Tree=13
num_cat=0
split_feature=20 18 29 19 46 26 14
split_gain=0.0296581 0.239761 0.398797 0.0852335 0.00463523 0.0173998 0.00329159
threshold=0.64040261507034313 0.0094757080078125017 3.7310481071472172 0.12449958175420762 0.36264440417289739 -1.829436659812927 -2.3877097368240352
leaf_value=8.2782261954369622e-05 -0.00033640969240368579 -0.0016901943241138485 -0.0093557989164477304 -5.9090688300619149e-05 -0.00098281337535312176 -4.3114121287317172e-05 -2.0467621726849185e-06
leaf_weight=1288 40 92 21 4121 56 4770 533650
leaf_count=1288 40 92 21 4121 56 4770 533650
internal_value=-3.41017e-06 -0.000142475 -0.00344145 -9.47094e-05 -2.30901e-06 -5.40182e-05 -1.84251e-06
internal_weight=544038 4274 61 4213 539764 4826 534938
internal_count=544038 4274 61 4213 539764 4826 534938

Tree=14
num_cat=0
split_feature=12 26 25 19 14 29 3
split_gain=0.0265001 0.198929 0.0604895 0.021246 0.00526475 0.00734144 0.00529709
threshold=3.0686669349670415 -1.7440932989120481 -0.25186268985271448 0.093456644564867034 -2.3877097368240352 3.7310481071472172 0.60139718651771557
leaf_value=7.3037192720643235e-05 -0.0041451649926423743 -0.0012117018305315551 -0.0014064397205959473 -4.050805044156481e-05 -2.2322732344380701e-06 0.00060994941736345557 -0.00012283202931496307
leaf_weight=1218 26 44 176 3893 537580 76 1025
leaf_count=1218 26 44 176 3893 537580 76 1025
internal_value=-3.22943e-06 -0.000136825 -0.00175895 -5.35973e-05 -2.20525e-06 0.000104571 -2.46178e-06

Tree=15
num_cat=0
split_feature=4 35 26 0 49 29
split_gain=0.201404 25.9736 0.210847 0.025644 0.336956 0.0182078
threshold=-0.66065314412116993 0.95783117413520824 -1.7440932989120481 -0.1339168846607208 -1.401929438114166 3.7310481071472172
left_child=1 2 -1 4 -2 -5
right_child=3 -3 -4 5 -6 -7
leaf_value=-0.003004315358614831 0.00082322675619316227 0.060630366656836118 3.9711205922816708e-05 -2.0757885569191062e-06 -3.0602537360274304e-06 -0.00024757470497514399
leaf_weight=66 1498 20 2026 520372 18595 850
leaf_count=66 1498 20 2026 520372 18595 850
internal_value=1.80419e-06 0.000518361 -5.6324e-05 -2.11212e-07 5.85422e-05 -2.47614e-06
internal_weight=543427 2112 2092 541315 20093 521222
internal_count=543427 2112 2092 541315 20093 521222

Tree=16
num_cat=0
split_feature=4 35 18 0 49 15
split_gain=0.180621 23.2934 0.365318 0.0229978 0.302185 0.00882262
threshold=-0.66065314412116993 0.95783117413520824 -0.0086172646842896921 -0.1339168846607208 -1.401929438114166 1.1460493803024294
leaf_value=-0.0068470060801641506 0.00077959571101225721 0.057416956206411122 1.8864354004401521e-05 -1.6419658722018757e-06 -2.8980608168949094e-06 -6.9985411166684333e-05
leaf_weight=22 1498 20 2070 515861 18595 5361
leaf_count=22 1498 20 2070 515861 18595 5361
internal_value=1.70857e-06 0.000490887 -5.33389e-05 -2.00018e-07 5.54395e-05 -2.34491e-06

Tree=17
num_cat=0
split_feature=29 19 18 46 46 4
split_gain=0.164242 21.0631 0.355689 0.0227226 0.256254 0.0379309
threshold=3.7310481071472172 0.12449958175420762 0.012228564359247686 -0.13028877228498456 -0.13831829279661176 -0.66065314412116993
leaf_value=8.6465511147135368e-07 0.053282693564891813 -0.007100005515664815 2.494464345532628e-06 -0.00034075987206161687 0.00060263030411502401 -2.155662187452552e-06
leaf_weight=26804 21 20 2043 931 2147 511461
leaf_count=26804 21 20 2043 931 2147 511461
internal_value=1.61801e-06 0.000471225 -6.63616e-05 -1.89826e-07 4.54915e-05 -2.7709e-06
internal_weight=543427 2084 2063 541343 28951 512392
internal_count=543427 2084 2063 541343 28951 512392

Tree=18
num_cat=0
split_feature=4 34 26 29 19 0
split_gain=0.163514 19.5759 0.201724 0.0267046 0.791654 0.0239624
threshold=-0.66065314412116993 1.0274109840393069 -1.7440932989120481 3.7310481071472172 0.15003467351198199 -0.1339168846607208
leaf_value=-0.0029411967628915209 5.793651994314201e-05 0.048060718829045071 1.4765660448651252e-05 -0.010444350297418643 -7.6019338753386716e-05 -1.8472514844373028e-06
leaf_weight=67 19540 24 2021 21 1382 520372
leaf_count=67 19540 24 2021 21 1382 520372
internal_value=1.53226e-06 0.000466969 -8.00856e-05 -2.83695e-07 -0.000231212 3.16388e-07
internal_weight=543427 2112 2088 541315 1403 539912
internal_count=543427 2112 2088 541315 1403 539912

Tree=19
num_cat=0
split_feature=4 18 35 15 15 51
split_gain=0.146641 22.2324 1.62359 0.0192487 0.235829 0.0204055
threshold=-0.66065314412116993 -0.0086172646842896921 0.90369808673858654 -0.45173452794551844 -0.48048311471939081 4.0962991714477548
leaf_value=0.052265830913477612 -4.6657589393816338e-06 2.0533561579831511e-05 -0.014790939662428129 -2.0292174349209382e-06 0.00056510588136490813 -0.00023169435818335652
leaf_weight=23 23790 2068 21 514204 2232 1089
leaf_count=23 23790 2068 21 514204 2232 1089
internal_value=1.45105e-06 0.00044222 -0.000128361 -2.68659e-07 4.42056e-05 -2.51458e-06
internal_weight=543427 2112 2089 541315 26022 515293
internal_count=543427 2112 2089 541315 26022 515293

Tree=20
num_cat=0
split_feature=29 18 19 4 35 0
split_gain=0.137026 24.0777 0.771123 0.0323885 1.29091 0.020174
threshold=3.7310481071472172 0.0080997492186725157 0.14145213365554812 -0.66065314412116993 0.90369808673858654 -0.1339168846607208
leaf_value=-6.3158392340601963e-05 0.058303709292784334 -0.010484613205166533 -2.7259395910561179e-05 5.3441276152581378e-05 -0.013622271359711887 -1.4669353994153918e-06
leaf_weight=1427 20 20 2059 19500 20 520723
leaf_count=1427 20 20 2059 19500 20 520723
internal_value=1.50049e-06 0.000428897 -0.000127859 -1.55694e-07 -0.000250568 5.15043e-07
internal_weight=543769 2099 2079 541670 1447 540223
internal_count=543769 2099 2079 541670 1447 540223

Tree=21
num_cat=0
split_feature=45 47 7 17 46 26 29
split_gain=0.234105 1.59355 16.4933 1.16512 0.0201212 0.123867 0.0160758
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split_feature=15 9 29 51 46 35 49
split_gain=0.561307 22.5571 1485.58 2.86564 0.257944 12.8975 0.159607
threshold=0.48480661213397985 -0.0018452440272085366 0.20562779903411868 -0.042624477297067635 0.24645754694938662 1.0885237455368044 2.1199098825454716
leaf_value=-5.4281987450802496e-07 0.46008516549915068 -0.0058945722116458153 -0.0022137286208235045 -5.7818305791755911e-05 -0.0004145062347686432 0.03339832073435272 -0.00017247305570791224
leaf_weight=568063 20 240 823 15252 797 33 15583
leaf_count=568063 20 240 823 15252 797 33 15583
internal_value=4.75864e-06 0.000311188 0.00875422 -0.000148241 -3.80549e-06 0.000929859 -5.13325e-06

Tree=209
num_cat=0
split_feature=4 4 7 7 19 49 49
split_gain=0.571701 12.5565 168.74 1.56578 9.45173 0.75649 0.170312
threshold=0.074781253933906569 0.066476602107286467 -0.016295056790113446 -0.015038088895380495 0.0029871630249544982 3.1396738290786748 2.1199098825454716
leaf_value=1.4642787331615825e-06 -0.036938698901371525 0.063542893671640385 0.00051516660466475843 -0.00012964671615933585 -0.0016593191951703667 -0.0025081793224151069 -0.00017962497244797561
leaf_weight=569590 22 126 2250 12762 702 387 14972
leaf_count=569590 22 126 2250 12762 702 387 14972
internal_value=4.50643e-06 1.24548e-05 0.00385755 -0.000331775 -0.00273134 -0.000199651 -3.17384e-06
internal_weight=600811 586938 2376 13873 724 13149 584562
internal_count=600811 586938 2376 13873 724 13149 584562

Column_20=104
Column_26=103
Column_18=100
Column_19=86
Column_51=82
Column_46=78
Column_29=69
Column_4=68
Column_15=63
Column_7=62
Column_49=59
Column_14=52
Column_16=48
Column_45=48
Column_17=45
Column_13=36
Column_35=31
Column_21=30
Column_0=26
Column_3=25
Column_12=25
Column_5=17
Column_47=16
Column_2=15
Column_23=15
Column_9=14
Column_55=13
Column_1=12
Column_24=11
Column_25=11
Column_31=10
Column_34=10
Column_8=9
Column_32=9
Column_33=9
Column_6=6
Column_11=5
Column_28=4
Column_48=3
Column_27=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=3 learning_rate=0.053 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