A LogD model based on 1.8M datapoints from ChEMBL

example_sfi.ipynb

logd_predictor.py

#!/usr/bin/env python

import sys
import os
import lightgbm as lgbm
from rdkit import Chem
from rdkit.Chem import Descriptors

class LogDPredictor:
    def __init__(self,model_file_name):
        if not os.path.exists(model_file_name):
            print(f"Error: Could not find model file {model_file_name}",file=sys.stderr)
            sys.exit(0)

        self.mdl = lgbm.Booster(model_file=model_file_name)
        self.descList = self.mdl.feature_name()
        self.fns = [(x,y) for x,y in Descriptors.descList if x in self.descList]

    def predict_smiles(self,smi):
        mol = Chem.MolFromSmiles(smi)
        if mol:
            return self.predict(mol)
        else:
            return None

    def predict(self,mol):
        res = []
        for x,y in self.fns:
            res.append(y(mol))
        return self.mdl.predict([res])[0]

if __name__ == "__main__":
    if len(sys.argv) != 2:
        print(f"{sys.argv[0]} infile.smi")
        sys.exit(0)
    logd_predictor = LogDPredictor("model_logd.txt")
    suppl = Chem.SmilesMolSupplier(sys.argv[1],titleLine=False)
    print(logd_predictor)
    for mol in suppl:
        pred_logd = logd_predictor.predict(mol)
        print(Chem.MolToSmiles(mol),mol.GetProp("_Name"),f"{pred_logd:.2f}")

model_logd.txt

tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=199
objective=regression
feature_names=MaxEStateIndex MinEStateIndex MaxAbsEStateIndex MinAbsEStateIndex qed MolWt HeavyAtomMolWt ExactMolWt NumValenceElectrons NumRadicalElectrons MaxPartialCharge MinPartialCharge MaxAbsPartialCharge MinAbsPartialCharge FpDensityMorgan1 FpDensityMorgan2 FpDensityMorgan3 BalabanJ BertzCT Chi0 Chi0n Chi0v Chi1 Chi1n Chi1v Chi2n Chi2v Chi3n Chi3v Chi4n Chi4v HallKierAlpha Ipc Kappa1 Kappa2 Kappa3 LabuteASA PEOE_VSA1 PEOE_VSA10 PEOE_VSA11 PEOE_VSA12 PEOE_VSA13 PEOE_VSA14 PEOE_VSA2 PEOE_VSA3 PEOE_VSA4 PEOE_VSA5 PEOE_VSA6 PEOE_VSA7 PEOE_VSA8 PEOE_VSA9 SMR_VSA1 SMR_VSA10 SMR_VSA2 SMR_VSA3 SMR_VSA4 SMR_VSA5 SMR_VSA6 SMR_VSA7 SMR_VSA8 SMR_VSA9 SlogP_VSA1 SlogP_VSA10 SlogP_VSA11 SlogP_VSA12 SlogP_VSA2 SlogP_VSA3 SlogP_VSA4 SlogP_VSA5 SlogP_VSA6 SlogP_VSA7 SlogP_VSA8 SlogP_VSA9 TPSA EState_VSA1 EState_VSA10 EState_VSA11 EState_VSA2 EState_VSA3 EState_VSA4 EState_VSA5 EState_VSA6 EState_VSA7 EState_VSA8 EState_VSA9 VSA_EState1 VSA_EState10 VSA_EState2 VSA_EState3 VSA_EState4 VSA_EState5 VSA_EState6 VSA_EState7 VSA_EState8 VSA_EState9 FractionCSP3 HeavyAtomCount NHOHCount NOCount NumAliphaticCarbocycles NumAliphaticHeterocycles NumAliphaticRings NumAromaticCarbocycles NumAromaticHeterocycles NumAromaticRings NumHAcceptors NumHDonors NumHeteroatoms NumRotatableBonds NumSaturatedCarbocycles NumSaturatedHeterocycles NumSaturatedRings RingCount MolLogP MolMR fr_Al_COO fr_Al_OH fr_Al_OH_noTert fr_ArN fr_Ar_COO fr_Ar_N fr_Ar_NH fr_Ar_OH fr_COO fr_COO2 fr_C_O fr_C_O_noCOO fr_C_S fr_HOCCN fr_Imine fr_NH0 fr_NH1 fr_NH2 fr_N_O fr_Ndealkylation1 fr_Ndealkylation2 fr_Nhpyrrole fr_SH fr_aldehyde fr_alkyl_carbamate fr_alkyl_halide fr_allylic_oxid fr_amide fr_amidine fr_aniline fr_aryl_methyl fr_azide fr_azo fr_barbitur fr_benzene fr_benzodiazepine fr_bicyclic fr_diazo fr_dihydropyridine fr_epoxide fr_ester fr_ether fr_furan fr_guanido fr_halogen fr_hdrzine fr_hdrzone fr_imidazole fr_imide fr_isocyan fr_isothiocyan fr_ketone fr_ketone_Topliss fr_lactam fr_lactone fr_methoxy fr_morpholine fr_nitrile fr_nitro fr_nitro_arom fr_nitro_arom_nonortho fr_nitroso fr_oxazole fr_oxime fr_para_hydroxylation fr_phenol fr_phenol_noOrthoHbond fr_phos_acid fr_phos_ester fr_piperdine fr_piperzine fr_priamide fr_prisulfonamd fr_pyridine fr_quatN fr_sulfide fr_sulfonamd fr_sulfone fr_term_acetylene fr_tetrazole fr_thiazole fr_thiocyan fr_thiophene fr_unbrch_alkane fr_urea
feature_infos=[0:18.567747599856183] [-10.842592592592592:2] [0:18.567747599856183] [0:5.9324845679012341] [0.0088447781517302006:0.94821572787652675] [18.015000000000001:1457.3970000000013] [15.999000000000001:1372.7249999999997] [18.010564683999998:1456.4334780079987] [8:556] [0:2] [-0.41150952193742257:3] [-1:0.0022158962649435] [0.048073426352712799:3] [0.00066359431728740001:1] [0.1142857142857142:2] [0.18571428571428569:2.75] [0.25714285714285712:3.4705882352941178] [-1.8604928223111567e-05:6.9965981263248223] [0:6875.6644413084887] [0:73.703130675425825] [0.5:54.171192521233401] [0.5:54.171192521233401] [0:46.281686631621525] [0:32.226972310369831] [0:34.527602125292859] [0:31.42761382859803] [0:31.42761382859803] [0:30.76638250204951] [0:32.89281397469523] [0:32.755534350185435] [0:33.346441101064961] [-10.900000000000007:9.6600000000000001] [0:2.8822154720093242e+24] [0.96000000000000163:88.549999999999997] [-27.040000000000028:71.804258511918704] [-104.04000000000011:952.32444444444366] [6.8492311883180896:558.832973909217] [0:164.22168869085701] [0:146.49519330595925] [0:98.450610274755178] [0:70.886156752218071] [0:49.552358910156691] [0:308.30720943771973] [0:67.969150129926774] [0:70.840204236069525] [0:114.15079123954534] [0:135.85160681701026] [0:334.38563996891691] [0:350.19454156162811] [0:180.551069614814] [0:144.22132094855431] [0:379.26928620635988] [0:269.31121072323958] [0:31.571349328430919] [0:83.139555839760774] [0:106.52230883090506] [0:379.3313913293988] [0:208.26660284741371] [0:293.00568960588146] none [0:143.73779583209765] [0:365.44950940077024] [0:114.15079123954534] [0:143.73779583209765] [0:151.78155071495962] [0:370.26556943217889] [0:130.86727697579462] [0:106.52230883090506] [0:379.3313913293988] [0:237.1102216826086] [0:40.181066509930609] [0:291.56501669002751] none [0:886.66000000000065] [0:250.7336324426154] [0:128.84639300252971] [0:52.684980572097849] [0:330.93313608768153] [0:169.10904653341558] [0:183.25317936555217] [0:356.68190761728602] [0:313.81882265681548] [0:191.90447185042419] [0:248.66669722107056] [0:159.91339215192187] none [-48.174175098704914:56.526134679180302] none none none [0:82.288062759826161] [0:1.2556221655328801] none [-4.2454863473167039:343.99897387064203] [-97.418794350821955:272.16666666666657] [0:1] [1:97] [0:38] [0:50] [0:20] [0:22] [0:22] [0:26] [0:13] [0:26] [0:36] [0:34] [0:53] [0:67] [0:9] [0:22] [0:22] [0:34] [-35.784600000000005:22.566100000000009] [3.6137999999999999:353.4155000000012] [0:8] [0:18] [0:18] [0:4] [0:8] [0:14] [0:6] [0:16] [0:8] [0:8] [0:14] [0:12] [0:4] [0:2] [0:4] [0:18] [0:14] [0:8] [0:6] [0:6] [0:4] [0:6] [0:3] [0:4] [0:5] [0:26] [0:26] [0:12] [0:4] [0:11] [0:12] [0:4] [0:4] [0:2] [0:18] [0:1] [0:27] [0:1] [0:2] [0:3] [0:11] [0:18] [0:4] [0:4] [0:28] [0:4] [0:4] [0:4] [0:6] [0:2] [0:2] [0:8] [0:8] [0:2] [0:6] [0:11] [0:4] [0:6] [0:6] [0:6] [0:4] [0:3] [0:6] [0:3] [0:8] [0:16] [0:16] [0:6] [0:6] [0:6] [0:6] [0:4] none [0:6] [0:4] [0:8] [0:4] [0:2] [0:2] [0:3] [0:4] [0:1] [0:6] [0:65] [0:4]
tree_sizes=2983 3085 3080 3078 3087 3102 3081 3091 3072 3117 3088 3084 3111 3109 3113 3118 3118 3112 3151 3109 3142 3098 3102 3122 3120 3150 3124 3120 3107 3126 3144 3135 3151 3147 3136 3123 3166 3144 3104 3152 3124 3142 3170 3105 3143 3155 3172 3108 3166 3154 3116 3099 3163 3117 3100 3160 3168 3172 3148 3112 3151 3174 3169 3160 3148 3138 3125 3182 3091 3133 3180 3178 3110 3157 3142 3160 3173 3126 3114 3174 3150 3119 3074 3164 3116 3178 3108 3199 3166 3156 3104 3175 3141 3057 3196 3181 3156 3122 3194 3153

Tree=0
num_leaves=31
num_cat=0
split_feature=113 113 113 123 124 73 113 113 113 124 115 113 113 57 113 124 17 124 57 113 42 184 113 57 113 113 124 135 155 113
split_gain=3.03494e+06 874773 753564 274623 262639 193117 168505 126501 120609 120021 65682.8 45566.1 38000.4 36019.8 32754.9 31440.4 28588.1 50104.5 24645.1 24329.8 22658.2 19659.6 19550.9 17103.8 16881.2 15988.6 13394 12760.1 12079 11407.6
threshold=2.824685000000001 0.36630000000000068 4.8612100000000042 1.0000000180025095e-35 1.0000000180025095e-35 229.11499999999998 6.7756100000000066 1.7873499999999998 3.8344000000000027 1.0000000180025095e-35 1.0000000180025095e-35 -3.3114999999999957 9.4356500000000008 18.264934214704514 -1.2052549999999995 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 12.876496700483878 5.7246100000000055 13.533451231035812 1.0000000180025095e-35 1.0942099999999997 19.549058992321036 2.3071400000000004 3.3127000000000031 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 3.817300000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 7 8 10 9 22 21 13 14 -7 15 19 -1 23 -5 -18 -10 -4 -13 25 -3 -8 -9 -2 -12 -20 -22 -6
right_child=2 3 6 16 29 11 12 24 18 -11 26 20 -14 -15 -16 -17 17 -19 27 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=1.9486181932716748 2.4969627135628309 2.243501516574935 2.7187803764141023 2.2769830436525762 2.2684306785107298 1.2642391371485695 2.9438103789133834 2.3851754993272518 2.6360625912915454 2.4946579265971538 1.8850333807823882 1.8088241638208524 3.1334455702410842 2.6664544464883049 2.140361424794472 2.674716480232354 2.1139598660574541 1.7576347558931777 2.5913904191232646 2.8090421258668865 1.3327005625274284 2.444717873022944 2.3228188099896938 2.8131104589857054 2.4383883361394947 2.5449232599451621 1.6296941867708226 2.5190413035473007 1.9128507127937668 2.3644224125378215
leaf_weight=11944 133277 47545 82923 8085 25558 3072 25759 104851 126776 27013 9128 6415 5604 81549 35063 7823 31041 4521 109569 46670 1872 37354 89718 16379 138191 145277 2651 31353 444 24011
leaf_count=11944 133277 47545 82923 8085 25558 3072 25759 104851 126776 27013 9128 6415 5604 81549 35063 7823 31041 4521 109569 46670 1872 37354 89718 16379 138191 145277 2651 31353 444 24011
internal_value=2.4906 2.29055 2.59733 2.34482 2.53592 1.96461 2.72972 2.37209 2.55469 2.69313 2.03873 1.59548 2.88652 2.71852 2.09164 2.85883 2.10725 2.06866 2.60407 2.75129 1.71203 2.51284 2.29534 2.89301 2.41543 2.52198 1.82757 2.57529 1.44392 2.31493
internal_weight=0 494541 926895 423952 633175 70589 293720 380305 583606 238155 58786 11803 55565 211142 47007 49961 43647 35562 267698 129593 8731 315908 137263 42138 243042 278554 11779 140922 2316 49569
internal_count=1421436 494541 926895 423952 633175 70589 293720 380305 583606 238155 58786 11803 55565 211142 47007 49961 43647 35562 267698 129593 8731 315908 137263 42138 243042 278554 11779 140922 2316 49569
is_linear=0
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=113 113 113 123 123 113 73 124 113 113 115 113 124 113 57 113 17 124 184 113 113 42 57 97 184 123 113 182 97 113
split_gain=2.46171e+06 678954 647453 217522 209972 157146 148227 102460 98193.1 90935 52076.8 42057.5 33372.8 30974.4 29413 25779.8 23790.5 40875.3 20182.5 19066.8 16966.7 16905.9 16501.7 15280.7 14947.5 12630.4 12298.3 11680.8 11520.1 10393.4
threshold=2.7340000000000018 0.25265999999999983 4.6950000000000038 1.0000000180025095e-35 1.0000000180025095e-35 6.4140500000000076 247.10000000000005 1.0000000180025095e-35 1.5971499999999994 3.6843100000000022 1.0000000180025095e-35 8.5854500000000069 1.0000000180025095e-35 -3.3114999999999957 19.549058992321036 -1.6225999999999992 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 5.4767500000000053 2.2169500000000002 17.897696175377515 19.549058992321036 5.5000000000000009 1.0000000180025095e-35 1.5000000000000002 4.2554500000000042 1.0000000180025095e-35 5.5000000000000009 1.5625000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 4 8 9 7 10 14 23 24 15 12 22 -8 19 -1 -5 29 26 -4 -10 -15 -7 -3 28 -12 -11 -17 -2 -18
right_child=2 3 5 16 -6 11 13 -9 20 18 25 -13 -14 21 -16 27 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.52824872748370566 0.020641189086248277 -0.18298444063445404 0.18634491991918445 -0.19684694829525529 -0.16897121279738747 0.37082132624020353 -1.126437607090613 -0.015506999008462436 -0.10763142205819246 0.081694393195776691 -0.55580322211993871 0.50617011841917192 0.12971748800484245 -0.64963328569869061 0.13880776457274796 -0.32736254686545169 -0.42366066545738335 -0.66975063209048136 0.01812340214562853 0.25954849820797249 -0.055080110594878343 -1.0266977152060695 0.25860911142085685 -0.33803875016080559 -0.051615159920137946 -0.80232703402885575 0.1276862158880708 -0.71255011499880194 -0.15688758585102225 -0.30202691589834363
leaf_weight=8765 256962 105097 92111 7820 48087 34916 2849 27520 114504 149276 8937 11474 9925 5312 77647 33897 11245 4537 34712 57975 132564 1532 20980 6765 34851 2708 95234 806 3708 18720
leaf_count=8765 256962 105097 92111 7820 48087 34916 2849 27520 114504 149276 8937 11474 9925 5312 77647 33897 11245 4537 34712 57975 132564 1532 20980 6765 34851 2708 95234 806 3708 18720
internal_value=0 -0.188418 0.0919152 -0.139912 0.0317619 0.204576 -0.48875 0.166748 -0.114629 0.0485567 -0.425325 0.329497 0.298699 -0.849373 0.188773 -0.375012 -0.354331 -0.390026 0.0894778 0.214622 -0.0794351 -0.734038 0.328704 -0.192362 0.00989243 -0.613131 0.0996077 -0.336309 0.0181159 -0.347673
internal_weight=0 466058 955378 401252 622830 332548 64806 255253 358930 574743 55113 77295 65821 9693 227733 43468 42322 34502 279222 150086 247068 6844 55896 111862 295521 11645 244510 34703 260670 29965
internal_count=1421436 466058 955378 401252 622830 332548 64806 255253 358930 574743 55113 77295 65821 9693 227733 43468 42322 34502 279222 150086 247068 6844 55896 111862 295521 11645 244510 34703 260670 29965
is_linear=0
shrinkage=0.1


Tree=2
num_leaves=31
num_cat=0
split_feature=113 113 113 123 124 73 113 113 113 124 115 113 113 113 57 17 124 124 57 123 182 113 135 97 97 97 184 17 57 132
split_gain=2.00241e+06 634757 451940 177449 170696 158655 95458.1 80846.7 78576.3 70977.5 49141.9 45049.8 26425.6 24471.6 19719.4 17888.2 30486.4 17650.2 17093.9 17043.3 20730.7 15881.1 14025 13203.3 13145.2 13116.1 13037.1 11574.6 11253.9 10461.1
threshold=2.997520000000002 0.71999999999999953 5.0986000000000073 1.0000000180025095e-35 1.0000000180025095e-35 195.82500000000002 7.3370700000000051 4.0403600000000042 2.0043450000000003 1.0000000180025095e-35 1.0000000180025095e-35 -2.2122799999999905 -0.5935499999999998 6.0201700000000065 19.549058992321036 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 12.876496700483878 1.5000000000000002 1.5000000000000002 9.4356500000000008 1.0000000180025095e-35 14.500000000000002 5.5000000000000009 4.5000000000000009 1.0000000180025095e-35 1.0796391975470676 19.549058992321036 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 4 8 7 10 9 18 25 13 12 23 -1 22 -9 -5 -17 21 -2 20 29 -8 -4 -7 26 -3 -10 -12 -15 -13
right_child=2 3 6 15 -6 11 17 14 24 -11 27 19 -14 28 -16 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.38868455050578699 0.057190732942773027 -0.12751022642862922 0.19263981494000001 -0.15852142344316408 -0.1277295514558586 -0.79318574474086534 0.36413530484362405 0.12792916361888107 -0.034679207927402721 0.028569473642707111 -0.34070664547175289 -0.39625129365050604 -0.24498424553064174 0.28608145015624831 0.068963825522769667 -0.28798875292316589 -0.57458211978654927 0.19930242443685062 0.011217772057362158 -0.82124897453744161 -0.97776875275373465 0.56315202220530802 0.090202847936535879 -1.1427613983345442 -0.2094330865081839 -0.23562699189808628 -0.10587348231534094 -0.55938406940402574 0.20022208671095365 -0.66600407260851235
leaf_weight=18016 147846 146116 102980 8297 50017 4768 23324 164074 221116 25486 3263 7582 44176 42483 86677 31868 4201 5292 178560 1823 800 4842 15359 1397 4835 12154 29107 9374 23829 1774
leaf_count=18016 147846 146116 102980 8297 50017 4768 23324 164074 221116 25486 3263 7582 44176 42483 86677 31868 4201 5292 178560 1823 800 4842 15359 1397 4835 12154 29107 9374 23829 1774
internal_value=0 -0.149252 0.0943857 -0.100863 0.0494875 -0.387467 0.209983 0.0648453 -0.0804627 0.185004 -0.323142 -0.652754 -0.286612 0.206596 0.107547 -0.290914 -0.321369 0.366865 0.0320413 -0.539713 -0.489177 0.398348 0.179345 -0.8724 -0.0461166 -0.135813 -0.0429608 -0.502919 0.255228 -0.447399
internal_weight=0 550667 870769 457694 627174 92973 243595 577157 413328 210137 74829 18144 62192 184651 250751 44366 36069 33458 326406 11979 10156 28166 118339 6165 255058 158270 250223 12637 66312 9356
internal_count=1421436 550667 870769 457694 627174 92973 243595 577157 413328 210137 74829 18144 62192 184651 250751 44366 36069 33458 326406 11979 10156 28166 118339 6165 255058 158270 250223 12637 66312 9356
is_linear=0
shrinkage=0.1


Tree=3
num_leaves=31
num_cat=0
split_feature=113 113 113 124 123 113 73 124 113 113 113 115 124 184 113 17 124 57 182 113 113 97 57 124 1 184 47 17 17 124
split_gain=1.62989e+06 460168 428754 143812 141506 113162 86397.6 67650.8 67500.5 64615.3 34266.2 28432.5 23853 22005.4 19144.3 17840.6 29012.6 16867.6 14872.4 13645.8 13110.2 12752.2 12228.2 12059.3 11830.8 10890.4 10799.5 10667.4 9564.54 10071.1
threshold=2.625995000000001 4.6069500000000048 -1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 6.201890000000005 247.10000000000005 1.0000000180025095e-35 1.4490500000000004 3.5056700000000025 8.1198600000000098 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -3.3114999999999957 0.86827711030182908 1.5000000000000002 19.549058992321036 1.5000000000000002 5.3749100000000061 -1.6225999999999992 5.5000000000000009 24.948187092153624 2.5000000000000004 -5.1129004826960358 1.0000000180025095e-35 149.02543809862206 1.2057370721827725 1.0426711894739429 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 8 9 7 11 13 18 27 12 20 22 19 -8 -5 -17 -11 -4 -3 -1 25 -7 24 -16 -10 -12 -2 -13 -30
right_child=1 5 3 15 -6 10 14 -9 21 17 26 28 -14 -15 23 16 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.43137913506851028 -0.087833285505938108 0.13735669468951645 -0.16910766146495834 -0.16253339887906273 -0.14378099469162597 0.27782099337377136 -0.9208186295291455 -0.020280946520323043 -0.061954905853162656 0.081343034925333069 0.36493787494784574 -0.36307001396426669 0.092177790914924854 0.066065828042152205 -0.9355613577848193 -0.29317903930649963 -0.56011345031601467 0.032978128106613915 -0.84563917760834384 0.19078000018068667 -0.28983628051404281 -0.21632256677428485 0.18175998832992113 -1.1934361859709917 -0.52111794651829457 -0.1304445071370379 0.70182126662933197 0.0021577789610966766 -0.51396111867292671 -0.79561340393976865
leaf_weight=8765 13888 126725 100128 7803 48796 47196 2849 27443 204726 203566 15938 2863 11073 30222 794 29411 4726 111665 326 76781 25823 6090 18425 334 5198 26186 1012 255578 5451 1655
leaf_count=8765 13888 126725 100128 7803 48796 47196 2849 27443 204726 203566 15938 2863 11073 30222 794 29411 4726 111665 326 76781 25823 6090 18425 334 5198 26186 1012 255578 5451 1655
internal_value=0 0.0708889 -0.161754 -0.124311 0.0198217 0.162065 -0.426132 0.128249 -0.102606 0.0334752 0.256378 -0.368591 0.22794 0.145688 -0.705572 -0.298952 -0.330134 0.0642106 -0.171303 0.157513 -0.325705 -0.0734888 0.250849 -0.608633 -0.576036 -0.0697218 0.385052 -0.00248027 -0.517385 -0.579558
internal_weight=0 988308 433128 379396 633493 354815 53732 261171 337456 584697 93644 44557 76694 233728 9175 41940 34137 315231 100454 203506 34588 237002 65621 6326 5992 230912 16950 269466 9969 7106
internal_count=1421436 988308 433128 379396 633493 354815 53732 261171 337456 584697 93644 44557 76694 233728 9175 41940 34137 315231 100454 203506 34588 237002 65621 6326 5992 230912 16950 269466 9969 7106
is_linear=0
shrinkage=0.1


Tree=4
num_leaves=31
num_cat=0
split_feature=113 113 113 73 123 124 113 113 113 124 124 113 113 57 135 156 42 135 97 17 124 97 123 57 17 73 113 113 97 13
split_gain=1.32482e+06 433408 289899 115791 114382 112636 60055.8 58550.8 49630.6 41190.9 35906.5 33831.2 19096.8 17109.3 16563.6 15803.5 15602.1 14565.5 13570.2 11887.5 19126.1 11512.8 11492 11036.4 10600.7 10467.2 10416.5 9655.96 9621.89 9404.24
threshold=3.0454100000000022 0.85944999999999971 5.2463200000000061 188.48000000000005 1.0000000180025095e-35 1.0000000180025095e-35 4.1645500000000046 7.5392600000000076 2.1014000000000008 1.0000000180025095e-35 1.0000000180025095e-35 -2.2122799999999905 -0.5935499999999998 18.264934214704514 1.0000000180025095e-35 2.5000000000000004 13.533451231035812 1.0000000180025095e-35 2.5000000000000004 0.86827711030182908 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 31.463107939274003 1.0796391975470676 315.7050000000001 9.4356500000000008 6.2644000000000073 5.5000000000000009 0.03458301526866886
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=1 3 4 10 6 8 17 9 28 13 12 25 -1 27 21 16 -13 18 -2 -7 -21 -8 23 26 -12 -5 -9 -4 -3 -20
right_child=2 5 7 11 -6 19 14 22 -10 -11 24 15 -14 -15 -16 -17 -18 -19 29 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.31223252123799838 0.047889166385052945 -0.098231892992435718 0.18155034146789964 -0.60305216399118822 -0.098316009494046286 -0.12213097948073381 0.11607818274092202 0.34090010409784632 -0.032790496537466719 0.034995883735805748 -0.25408492082566897 -0.41912545352891756 -0.19010636861739225 0.13607495766931299 0.02721678575997229 -0.21816859014419074 -0.70393316524284266 -0.025177082612679785 -0.83507772575329686 -0.22809371867292516 -0.46054238039404416 0.052021577635576369 0.16614381366658082 0.21545836233851801 -0.44305458512966961 -0.86360046229253884 0.52967952228515447 0.2487546870735946 -0.22255949689044457 -0.0054941250711460022
leaf_weight=17007 252675 161712 69589 3912 51371 8456 175721 14482 250543 23534 4087 8619 51809 64106 30724 2836 2476 41116 137 31807 3983 33389 4426 5341 10848 2545 3662 30861 6474 53188
leaf_count=17007 252675 161712 69589 3912 51371 8456 175721 14482 250543 23534 4087 8619 51809 64106 30724 2836 2476 41116 137 31807 3983 33389 4426 5341 10848 2545 3662 30861 6474 53188
internal_value=0 -0.118493 0.0786574 -0.302818 0.0447714 -0.0770314 0.0572947 0.178797 -0.0609978 0.158741 -0.250792 -0.516535 -0.220288 0.176438 0.0957768 -0.428835 -0.482684 0.0307061 0.0382149 -0.228768 -0.253962 0.10585 0.313952 0.341808 -0.391343 -0.705746 0.379001 0.202197 -0.103018 -0.00762545
internal_weight=0 567114 854322 104139 638321 462975 586950 216001 418729 188090 83751 20388 68816 164556 239834 13931 11095 347116 306000 44246 35790 209110 27911 23485 14935 6457 18144 100450 168186 53325
internal_count=1421436 567114 854322 104139 638321 462975 586950 216001 418729 188090 83751 20388 68816 164556 239834 13931 11095 347116 306000 44246 35790 209110 27911 23485 14935 6457 18144 100450 168186 53325
is_linear=0
shrinkage=0.1


Tree=5
num_leaves=31
num_cat=0
split_feature=113 113 113 124 123 113 73 124 113 113 113 57 115 124 17 17 124 58 182 189 48 97 95 17 135 1 47 124 189 97
split_gain=1.07969e+06 326022 273790 92928.2 92533.5 85186.4 52897.5 47693.6 44677.9 40617.7 23908.5 19861.4 17505.1 14887.4 13168.3 12736.5 20330.5 12465.8 12032.1 10464.7 10099.8 9926.52 9591.71 9507.96 9503.9 9332.48 9221.53 9088.62 8741.65 8705.4
threshold=2.5300000000000007 4.4571500000000048 -0.17745000000000014 1.0000000180025095e-35 1.0000000180025095e-35 6.1404500000000075 247.10000000000005 1.0000000180025095e-35 1.2864850000000003 3.4251500000000026 7.7962600000000082 12.876496700483878 1.0000000180025095e-35 1.0000000180025095e-35 1.2836183136120416 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 73.927767094800828 4.5000000000000009 0.43405797101449278 1.1285183405303336 1.0000000180025095e-35 -5.525104438594898 149.02543809862206 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 6 8 9 7 12 11 18 24 13 -3 -1 23 -11 -5 -17 -8 -4 20 -13 22 -10 -7 29 -19 -12 -27 -16 -2
right_child=1 5 3 15 -6 10 17 -9 21 14 26 19 -14 -15 28 16 -18 25 -20 -21 -22 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=-0.27622960576699318 0.0053190667344813532 0.14085627248483443 -0.14731097466374141 -0.13333999983686107 -0.12369027550064693 0.097252259482469905 -0.81935434992444545 -0.020267077761435225 -0.046560522361460327 -0.017137481382126202 0.28306502947792828 0.10190399659282559 -0.43547974304853182 0.071921284462075893 0.05376654991846197 -0.24480197098314505 -0.46750240252497388 -0.8665414762802881 -0.49813213196029382 -0.19249157685095841 0.03154115020635271 -0.15337906402754742 -0.090585782975877549 0.2121359176250282 -0.059172740991831965 -0.45885983422691434 0.5877287898974175 -1.0246379122238032 -0.30978362170718104 -0.06372143847592647
leaf_weight=29693 218518 128853 84989 7587 47862 8234 1800 30029 142017 29760 21338 110084 8993 10967 274255 28392 4791 716 989 1335 25040 12545 75954 57587 31164 6012 1042 298 663 19929
leaf_count=29693 218518 128853 84989 7587 47862 8234 1800 30029 142017 29760 21338 110084 8993 10967 274255 28392 4791 716 989 1335 25040 12545 75954 57587 31164 6012 1042 298 663 19929
internal_value=0 0.0549927 -0.138123 -0.108131 0.00989893 0.126107 -0.363648 0.0991802 -0.0898259 0.0210324 0.206299 0.1127 -0.313249 0.179791 0.0460498 -0.25023 -0.276956 -0.584556 -0.151346 0.0861124 0.088865 -0.0668799 -0.0619015 0.197764 -0.00723877 -0.524402 0.29725 -0.48558 0.0528898 -0.000451223
internal_weight=0 1.01666e+06 404776 357264 622151 394509 47512 295341 316494 574289 99168 265312 38686 76788 304678 40770 33183 8826 85978 136459 135124 230516 217971 65821 269611 7026 22380 6310 274918 238447
internal_count=1421436 1016660 404776 357264 622151 394509 47512 295341 316494 574289 99168 265312 38686 76788 304678 40770 33183 8826 85978 136459 135124 230516 217971 65821 269611 7026 22380 6310 274918 238447
is_linear=0
shrinkage=0.1


Tree=6
num_leaves=31
num_cat=0
split_feature=113 113 113 124 124 97 113 113 113 124 115 113 17 42 184 124 189 113 57 17 182 132 113 13 113 13 123 113 188 53
split_gain=878189 266877 218387 76576.1 74128.7 67595.9 46172.6 40989.1 35532.8 30662.1 22754.7 20059.5 14923.2 14206.7 13812.2 11297.1 11770.2 11505.6 11053.9 10437 10270.2 9744.14 9333.7 9285.25 9147.33 8709.51 8668.88 8019.35 7953.95 7950.16
threshold=2.8779550000000014 0.5507499999999993 5.0419500000000061 1.0000000180025095e-35 1.0000000180025095e-35 6.5000000000000009 7.0234700000000068 3.9013300000000029 1.8707850000000004 1.0000000180025095e-35 1.0000000180025095e-35 -3.3114999999999957 1.275863033381887 13.533451231035812 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 9.4356500000000008 12.876496700483878 0.86827711030182908 1.0000000180025095e-35 1.0000000180025095e-35 1.84276 0.13966759888757577 5.8120900000000066 0.14184729910806962 2.5000000000000004 -2.2122799999999905 1.5000000000000002 5.4010674639650667
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 8 2 2 2 2
left_child=1 5 3 7 8 10 9 18 29 12 20 -7 -4 21 19 16 17 -8 -2 -9 27 -13 -6 -20 -14 -10 -12 -1 -19 -3
right_child=2 4 6 -5 22 11 15 14 25 -11 26 13 24 -15 -16 -17 -18 28 23 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.32851932882059454 0.034499690830834998 -0.095135634072628206 0.071767474580899576 -0.088198771982365975 -0.25020028207068939 -0.66336618006696724 0.23530244649537257 -0.039277999669375493 -0.10826858473847714 0.013780974310018452 -0.33369409238031345 -0.17273828472826866 0.12534899452038714 -0.62096608317375002 0.0080433199646025005 0.11314148102690642 -0.41353825929885107 0.45243515270337753 -0.083195044614801761 0.078298556076284137 -0.45633675754000164 -0.39496213404057129 -0.15662287031593977 0.003716621875788985 0.17553103364972472 -0.031316115748251216 -0.81509368865623189 -0.17629515141737373 0.068504584761525419 -0.23873195438774203
leaf_weight=3734 144059 138477 33752 51889 18866 3376 32478 7796 15721 24928 11195 2495 91422 2279 35708 6966 264 4117 13292 239010 1461 9434 24502 163459 60272 228216 387 47294 621 3966
leaf_count=3734 144059 138477 33752 51889 18866 3376 32478 7796 15721 24928 11195 2495 91422 2279 35708 6966 264 4117 13292 239010 1461 9434 24502 163459 60272 228216 387 47294 621 3966
internal_value=0 -0.104852 0.0589228 0.0283729 -0.0733632 -0.270578 0.137475 0.0383986 -0.0594488 0.117909 -0.222913 -0.444254 0.131907 -0.39219 0.0661742 0.230085 0.25182 0.256539 0.0139387 0.0745846 -0.194919 -0.348483 -0.197331 -0.0028193 0.145288 -0.0362755 -0.34978 -0.187434 0.402114 -0.0991337
internal_weight=0 511403 910033 655213 429748 81655 254820 603324 386380 210374 64071 17584 185446 14208 282514 44446 37480 37216 320810 246806 52489 11929 43368 176751 151694 243937 11582 51028 4738 142443
internal_count=1421436 511403 910033 655213 429748 81655 254820 603324 386380 210374 64071 17584 185446 14208 282514 44446 37480 37216 320810 246806 52489 11929 43368 176751 151694 243937 11582 51028 4738 142443
is_linear=0
shrinkage=0.1


Tree=7
num_leaves=31
num_cat=0
split_feature=113 113 113 97 123 123 113 113 113 113 124 124 17 17 132 42 42 135 49 113 116 17 124 184 47 17 113 95 53 124
split_gain=717838 251308 147632 71713.3 62672.8 59482 34530.2 28503.6 25416.4 25115.6 22575.1 16340.5 13278.3 11854.8 11007 12741.9 10574.8 10185.9 9913.57 9598.24 8862.39 8432.53 13450.5 8272.89 7979.45 7892.66 9498.4 7598.55 7479.53 7462.39
threshold=3.1789100000000023 0.98525000000000007 5.5168800000000058 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 4.3133600000000039 2.2399600000000004 7.5392600000000076 -1.6225999999999992 1.0000000180025095e-35 1.0000000180025095e-35 1.2836183136120416 1.1285183405303336 3.5000000000000004 11.938452408796641 19.66877412963051 1.0000000180025095e-35 17.638639112147114 -0.86759999999999415 1.5000000000000002 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 128.93966785656829 0.86827711030182908 -3.3114999999999957 0.45049019607843138 10.744871186056528 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 10 7 6 13 27 11 14 19 17 -8 -2 15 -5 20 -4 -15 -1 -11 -6 -23 28 -10 26 -12 -3 -9 -27
right_child=2 4 8 9 21 -7 12 23 24 16 25 -13 -14 18 -16 -17 -18 -19 -20 -21 -22 22 -24 -25 -26 29 -28 -29 -30 -31
leaf_value=-0.23173686403814511 -0.059308823314905113 -0.054524719113618739 0.15122970928828064 -0.35745569066592808 -0.073042029766671276 -0.061947253409449038 0.018814267205050222 -0.01084780056221952 0.21649724900893041 -0.31611669557506633 -0.42415927556884619 0.039847971188624952 0.087537540929607097 0.054921127344285441 -0.75600524781225831 -0.61796706427784753 -0.58319972927158925 0.066825785112232292 0.019185299377950001 -0.13250089645540197 -0.15961405883979218 -0.16212306893489772 -0.35732191615212294 -0.067033869257284037 0.42313975565484152 -0.29103520928830146 -0.082179380623220749 -0.096715837937957932 -0.38729617178179537 -0.51168600186441648
leaf_weight=11567 14668 123398 108851 5707 8615 52856 32569 231273 25897 10881 1089 18664 205574 124056 1296 2798 1109 16460 207428 61931 5421 33277 3949 30593 2014 8646 3195 65262 529 1863
leaf_count=11567 14668 123398 108851 5707 8615 52856 32569 231273 25897 10881 1089 18664 205574 124056 1296 2798 1109 16460 207428 61931 5421 33277 3949 30593 2014 8646 3195 65262 529 1863
internal_value=0 -0.0816802 0.0618276 -0.214549 -0.050795 0.0396403 0.04883 -0.0394731 0.144072 -0.356481 -0.170804 0.127141 0.0781388 0.0286664 -0.484528 -0.443159 -0.284401 0.140143 0.0325592 -0.148118 -0.264074 -0.162197 -0.18283 -0.0181575 0.231408 -0.283515 -0.169111 -0.0691196 -0.0117069 -0.330151
internal_weight=0 612399 809037 115503 496896 637151 584295 451055 171886 27212 88291 143975 238143 346152 9801 8505 17411 125311 331484 73498 16302 45841 37226 262395 27911 14793 4284 188660 231802 10509
internal_count=1421436 612399 809037 115503 496896 637151 584295 451055 171886 27212 88291 143975 238143 346152 9801 8505 17411 125311 331484 73498 16302 45841 37226 262395 27911 14793 4284 188660 231802 10509
is_linear=0
shrinkage=0.1


Tree=8
num_leaves=31
num_cat=0
split_feature=113 113 113 97 123 123 42 132 113 113 113 124 124 97 124 135 57 17 64 17 124 189 188 113 13 39 13 58 189 17
split_gain=583172 211754 113362 63685.2 51220.2 43815.2 29196.1 25732.2 23299.1 22976.1 21993.5 14714.4 13935.7 11287.6 10403.2 10396.8 10337 10266.7 9809.6 9103.21 8709.5 8820.81 9022.29 11226.8 8608.1 8083.06 7972.08 7826.57 7332.19 7253.29
threshold=3.2621000000000038 1.0942099999999997 5.4075500000000059 4.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 12.80123123712322 3.5000000000000004 2.3906000000000009 7.1696600000000066 4.3746500000000053 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 19.549058992321036 1.9554635275305585 12.223335066021972 1.248527180930822 1.5000000000000002 1.5000000000000002 1.5000000000000002 9.4356500000000008 0.03458301526866886 23.76399168904992 0.14184729910806962 1.0000000180025095e-35 1.0000000180025095e-35 1.0426711894739429
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 8 2 2 2
left_child=1 3 5 11 8 10 7 14 26 12 13 28 19 15 27 -2 -12 18 -8 -4 21 22 23 -11 -15 -24 -3 -5 -1 -10
right_child=2 4 9 6 -6 -7 17 -9 29 20 16 -13 -14 24 -16 -17 -18 -19 -20 -21 -22 -23 25 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11660788054024396 0.040656223255121665 -0.13392735718471302 0.062109982403250365 -0.33937325005822178 -0.14211170523930672 -0.054363418045720362 -0.24903576256454296 -0.60986034178681603 -0.10472757912994113 0.19423953162550983 0.086368538962358216 -0.23669038325354724 0.027535989210524789 -0.89071615340851129 -0.43434906842627052 -0.014826675083222605 0.03932750466181166 -0.6544035112049319 -0.58813520752470028 0.13154271892689531 -0.1620052699799891 -0.39049997280733995 0.083061122141321359 0.35952350775075687 -0.034405944168339232 -0.47682360472077151 -0.051651858314220346 -0.19532664174672232 -0.31446112528292236 -0.0085735687533751801
leaf_weight=72096 274418 12504 22891 4459 46661 48672 2091 1935 8105 31112 136496 13110 18908 118 2396 38514 71018 2431 1441 107840 675 251 1799 4735 22848 301 202525 24480 1923 244683
leaf_count=72096 274418 12504 22891 4459 46661 48672 2091 1935 8105 31112 136496 13110 18908 118 2396 38514 71018 2431 1441 107840 675 251 1799 4735 22848 301 202525 24480 1923 244683
internal_value=0 -0.0706924 0.0580358 -0.186681 -0.0422042 0.0365328 -0.292477 -0.255956 -0.0322392 0.125573 0.0446742 -0.139043 0.107779 0.0288616 -0.234101 0.0338277 0.0702696 -0.496242 -0.387383 0.119385 0.194069 0.200362 0.20427 0.216072 -0.0388057 0.00281098 -0.0564362 -0.217522 -0.121748 -0.0116565
internal_weight=0 640840 780596 126362 514478 592084 39233 33270 467817 188512 543412 87129 149639 335898 31335 312932 207514 5963 3532 130731 38873 38198 37947 35847 22966 2100 215029 28939 74019 252788
internal_count=1421436 640840 780596 126362 514478 592084 39233 33270 467817 188512 543412 87129 149639 335898 31335 312932 207514 5963 3532 130731 38873 38198 37947 35847 22966 2100 215029 28939 74019 252788
is_linear=0
shrinkage=0.1


Tree=9
num_leaves=31
num_cat=0
split_feature=113 113 113 123 124 113 73 113 124 113 115 135 97 124 124 57 132 97 113 182 189 13 97 182 17 124 184 75 198 135
split_gain=474306 152077 123820 42799.1 40819.5 38093.5 25261.7 22837.4 19996.4 19536.9 14320.6 14287.1 11925.9 10019 9627.48 10634.8 9566.48 9507.33 9369.93 9152.07 8846.99 8620.55 8499.8 8409.78 8283.08 18936.4 8126.6 7636.63 7570.33 7545.84
threshold=2.4510100000000024 4.5212000000000057 -0.36584999999999634 1.0000000180025095e-35 1.0000000180025095e-35 6.5787000000000075 315.7050000000001 3.5543500000000026 1.0000000180025095e-35 1.3681000000000003 1.5000000000000002 1.0000000180025095e-35 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 24.948187092153624 2.5000000000000004 5.5000000000000009 8.5854500000000069 1.5000000000000002 1.0000000180025095e-35 0.50795913355446409 2.5000000000000004 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 4.679792734501576 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=2 3 6 7 9 8 10 17 11 23 16 12 20 21 15 18 19 26 -7 -1 -3 -6 29 28 -5 -26 -2 -14 -4 -9
right_child=1 5 4 24 13 14 -8 22 -10 -11 -12 -13 27 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.19786399807327928 0.0036010578315225552 0.099805758056156421 -0.086035202073151087 0.010572403261585546 -0.1703569608185217 0.17752141594541115 -0.50138794563944189 0.04911653903721714 -0.0027281978060084422 -0.044710773948094681 -0.46913801293926122 0.021012377181195786 -0.0919184453875731 -0.51528052913015976 0.064993437727300291 0.10390115331718695 -0.44902020887350302 -0.14313585926819258 0.30963168318218837 -0.56743699544877335 -0.17229795742674597 0.13334927265405253 -0.0053793209634661384 -0.36624206018052269 -0.082070628587731634 -0.35718183691295957 -0.045372309052115617 0.052856515077661259 -0.17518921306629531 -0.0043314604976529471
leaf_weight=32897 287975 201918 88356 8197 38269 33099 3873 204300 32874 200593 2408 36041 4072 824 10190 16768 1693 4855 6408 684 1202 958 44686 1162 40432 2667 38402 34621 10675 30337
leaf_count=32897 287975 201918 88356 8197 38269 33099 3873 204300 32874 200593 2408 36041 4072 824 10190 16768 1693 4855 6408 684 1202 958 44686 1162 40432 2667 38402 34621 10675 30337
internal_value=0 0.0350431 -0.09522 0.00616182 -0.0753508 0.0857204 -0.258188 0.0135327 0.0710227 -0.0627227 -0.233192 0.0797485 0.0885028 -0.170189 0.154433 0.170628 -0.217085 -0.00422754 0.19895 -0.205392 0.0981955 -0.16294 0.0345934 -0.0987838 -0.0815701 -0.0990947 -0.00216122 0.0376206 -0.0956455 0.0422061
internal_weight=0 1.03904e+06 382392 661851 340837 377193 41555 610555 310728 300786 37682 277854 241813 40051 66465 56275 35274 331232 39507 33581 203120 39227 279323 100193 51296 43099 326377 38693 99031 234637
internal_count=1421436 1039044 382392 661851 340837 377193 41555 610555 310728 300786 37682 277854 241813 40051 66465 56275 35274 331232 39507 33581 203120 39227 279323 100193 51296 43099 326377 38693 99031 234637
is_linear=0
shrinkage=0.1


Tree=10
num_leaves=31
num_cat=0
split_feature=113 113 113 123 124 113 73 113 113 124 123 57 57 10 132 182 124 13 37 188 124 57 113 39 182 48 189 53 53 17
split_gain=386304 111095 110970 35420 34884.1 22573.2 21997.5 21302.3 19970.2 13754.9 12796.4 10413.8 9710.93 9812.72 8773.08 8799.79 8247.26 8199.6 8221.64 7641.11 8256.93 8652.22 8178.93 7749.05 7573.96 7448.46 7277.02 7228.65 7207.52 6897.9
threshold=2.6816600000000013 -0.17745000000000014 4.9350400000000052 1.0000000180025095e-35 1.0000000180025095e-35 6.8903500000000095 315.7050000000001 3.7342100000000027 1.6669299999999996 1.0000000180025095e-35 1.5000000000000002 12.876496700483878 12.876496700483878 0.14045886439880015 2.5000000000000004 1.0000000180025095e-35 2.5000000000000004 0.13966759888757577 14.950926653161545 1.5000000000000002 1.0000000180025095e-35 24.948187092153624 9.4356500000000008 24.215501030544001 1.5000000000000002 128.77832742452503 1.0000000180025095e-35 5.4010674639650667 5.4010674639650667 0.86827711030182908
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 7 8 9 10 17 24 11 14 -4 -9 25 15 -1 29 -2 -19 20 21 22 -7 -21 28 -14 -13 -10 -3 -6
right_child=2 4 5 -5 16 19 -8 12 27 -11 -12 26 13 -15 -16 -17 -18 18 -20 23 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.16505399538210941 -0.054311165923210239 -0.073872791640652732 0.10777865051507243 -0.063237981684693786 -0.052784300750598395 0.18932265783828409 -0.44625787602487166 0.057915919745019362 -0.027937892993228471 0.0074292423123748222 -0.40196167046935605 0.065275201214907319 -0.049818182668383573 0.030477809834596567 -0.39945909911750194 -0.38491976282372103 -0.44875376098891562 0.019832301204402745 -0.014310800333839547 0.050518888828753876 0.063766924828583135 0.10633478434380861 0.36815743731202744 -0.45598534517112238 -0.51162566195177561 -1.4515891156698528 -0.16972706292850082 -0.15184259186567031 -0.20665596994325752 -0.15570048499656788
leaf_weight=36834 23328 131552 97972 54540 7965 24983 3980 148150 216835 26217 2944 101559 15390 150156 1839 1915 865 190885 111853 2166 7688 12098 2849 351 404 38 1335 4813 4219 35713
leaf_count=36834 23328 131552 97972 54540 7965 24983 3980 148150 216835 26217 2944 101559 15390 150156 1839 1915 865 190885 111853 2166 7688 12098 2849 351 404 38 1335 4813 4219 35713
internal_value=0 -0.0766105 0.0354743 0.0141196 -0.0595342 0.0889608 -0.221224 0.020714 -0.0491456 0.0755528 -0.20065 0.0844443 0.0393161 0.0226747 -0.186048 -0.17592 -0.142988 0.00281542 0.00721741 0.149691 0.158667 0.176939 0.207629 -0.020114 -0.0792854 -0.0532708 0.0622262 -0.0306284 -0.0779989 -0.136933
internal_weight=0 449878 971558 694340 402366 277218 47512 639800 357823 227083 43532 200866 313734 165584 40588 38749 44543 326066 302738 50135 47618 39930 27832 2517 136175 15428 102894 221648 135771 43678
internal_count=1421436 449878 971558 694340 402366 277218 47512 639800 357823 227083 43532 200866 313734 165584 40588 38749 44543 326066 302738 50135 47618 39930 27832 2517 136175 15428 102894 221648 135771 43678
is_linear=0
shrinkage=0.1


Tree=11
num_leaves=31
num_cat=0
split_feature=113 113 113 124 113 124 113 57 97 124 113 124 189 98 53 113 95 49 10 17 1 64 97 198 58 184 17 124 97 53
split_gain=316425 117499 66268.3 33314.7 30829.4 24169.6 18907.1 16528.7 13568.7 11513.4 12026.8 11332.6 11243.8 10619.2 10618.4 10217.9 9715.19 9442.58 9406.09 8749.82 8475.91 8188.07 7619.75 7576.95 7280.98 6957.14 6612.66 11548.2 6394.57 6336.82
threshold=3.2621000000000038 0.63699999999999979 5.6390700000000065 1.0000000180025095e-35 -1.6225999999999992 1.0000000180025095e-35 1.9241100000000004 19.549058992321036 5.5000000000000009 1.5000000000000002 8.1198600000000098 1.5000000000000002 1.0000000180025095e-35 23.500000000000004 10.744871186056528 4.2180000000000044 0.3917306052855925 17.958694294026838 0.067389528725156564 1.5624988660164777e-06 -4.068853044690095 7.2775490144239274 2.5000000000000004 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 3.5000000000000004 5.4010674639650667
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 5 6 13 7 -3 14 12 10 25 20 16 24 15 -2 -9 -8 -10 -13 21 -6 -19 -22 -1 28 -5 -28 -4 -24
right_child=2 3 9 26 11 -7 17 8 18 -11 -12 19 -14 -15 -16 -17 -18 22 -20 -21 23 -23 29 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.359638759522933 0.031103796681262987 -0.057216565650049026 0.10938075810519102 -0.037197522481145294 -0.092698265858204232 -0.036500846222513192 0.0048720251124219835 0.034525609185648343 -1.4209456376731397 -0.16542551636142944 0.1844498462990429 0.036674774183549981 -0.21722502488622122 -0.5757876732819317 -0.33481810837350839 0.064294038652127031 -0.010858721857619527 -0.018719770362527231 -0.19218756126907582 -0.37711898751433454 -0.098931095693540305 -0.31979790467556546 -0.056812441631522409 -0.24411253278124329 -0.2148405705760662 0.035147149152357969 -0.10969955378603558 -0.27579731655276246 0.019293045604231084 -0.22268195536466778
leaf_weight=4904 188113 147652 110690 9861 2666 52766 146028 118400 64 1601 16623 620 2081 1115 728 182981 78399 166015 2343 2907 55239 3925 39203 3845 11898 17324 37808 4707 8483 2447
leaf_count=4904 188113 147652 110690 9861 2666 52766 146028 118400 64 1601 16623 620 2081 1115 728 182981 78399 166015 2343 2907 55239 3925 39203 3845 11898 17324 37808 4707 8483 2447
internal_value=0 -0.0520727 0.0427497 -0.0350882 -0.160025 0.028263 -0.0271601 0.0342258 0.0111445 0.101351 0.104141 -0.129756 0.0140008 -0.276935 0.0467209 0.0474694 0.0164458 -0.0146128 -0.224859 -0.30438 -0.120378 -0.227938 -0.0283143 -0.108379 -0.257103 0.0943604 -0.110976 -0.128089 0.102968 -0.0665575
internal_weight=0 640840 780596 553721 87119 625875 501345 573109 201287 154721 153120 69202 198880 17917 371822 371094 196799 353693 2407 3527 65675 6591 207665 59084 16802 136497 52376 42515 119173 41650
internal_count=1421436 640840 780596 553721 87119 625875 501345 573109 201287 154721 153120 69202 198880 17917 371822 371094 196799 353693 2407 3527 65675 6591 207665 59084 16802 136497 52376 42515 119173 41650
is_linear=0
shrinkage=0.1


Tree=12
num_leaves=31
num_cat=0
split_feature=113 113 97 124 42 132 102 113 97 53 155 79 13 149 17 124 95 189 47 124 124 124 17 124 156 17 135 198 13 189
split_gain=257389 85655.7 71286.9 23692.9 22432.4 19662.1 18996.3 17895.4 15828.8 14336.5 12985.6 12895.5 12088.9 11971.3 9920.49 9331.25 9282.66 8828.1 8765.04 8606.18 8534.61 8279.11 8094.08 7992.78 7862.69 7743.73 7467.97 7149.65 7117.57 6470.19
threshold=2.4310500000000013 4.7644500000000027 4.5000000000000009 1.0000000180025095e-35 12.80123123712322 2.5000000000000004 1.0000000180025095e-35 6.0784500000000081 1.5000000000000002 10.744871186056528 1.0000000180025095e-35 30.408805215516917 0.03458301526866886 1.5000000000000002 0.86827711030182908 1.0000000180025095e-35 0.76533166458072599 1.5000000000000002 128.93966785656829 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 1.3851045626032301 1.5000000000000002 1.0000000180025095e-35 3.6592882687569598e-07 1.0000000180025095e-35 9.5000000000000018 0.41420154317905683 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2
left_child=2 3 6 8 5 24 20 19 13 11 14 -10 -13 26 -6 -8 -7 18 23 22 29 -16 -3 25 27 -9 -2 -4 -17 -1
right_child=1 7 4 -5 10 16 15 17 9 -11 -12 12 -14 -15 21 28 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.074136791184889653 0.016042278110324104 0.024217255797459831 -0.15979153459557383 -0.054955207482842355 -0.16564071588151127 -0.27537171421550194 -0.028633069315261103 -0.39664161120990482 0.0092016088857207919 -0.3541350628390279 -0.07345807092079025 -0.77067215608225892 -0.036653519189865577 0.041852324999366142 -0.43390985667221182 -0.12597773861236314 -0.64514341801776554 -0.40591862276141699 0.2960808708397844 -0.0062432230945195814 -0.16620845128554831 -1.0340538690898045 0.071514294699428577 -0.15173419244136721 -0.080341880981020242 0.10473149364013097 -0.035006697525134321 -0.70945482307024088 0.016702264911764225 -0.30963211311051048
leaf_weight=90021 170315 48850 23984 57393 1449 4423 194525 309 184556 1184 1569 225 80597 199957 4584 17519 802 340 2334 22456 12212 242 139533 1245 19868 100701 34454 239 4368 1182
leaf_count=90021 170315 48850 23984 57393 1449 4423 194525 309 184556 1184 1569 225 80597 199957 4584 17519 802 340 2334 22456 12212 242 139533 1245 19868 100701 34454 239 4368 1182
internal_value=0 0.0255653 -0.0708291 0.00671363 -0.173691 -0.148706 -0.0524455 0.0690683 0.0119861 -0.00693515 -0.330769 -0.0053861 -0.038697 0.0244481 -0.395107 -0.0355983 -0.332129 0.102814 0.104467 0.0522741 -0.0877009 -0.464004 0.0592496 0.100094 -0.12697 0.103198 0.00745289 -0.165215 -0.097503 -0.0771888
internal_weight=0 1.04445e+06 376987 728681 57160 49316 319827 315768 671288 266562 7844 265378 80822 404726 6275 216412 5225 104929 104589 210839 103415 4826 188383 102255 44091 101010 204769 24223 21887 91203
internal_count=1421436 1044449 376987 728681 57160 49316 319827 315768 671288 266562 7844 265378 80822 404726 6275 216412 5225 104929 104589 210839 103415 4826 188383 102255 44091 101010 204769 24223 21887 91203
is_linear=0
shrinkage=0.1


Tree=13
num_leaves=31
num_cat=0
split_feature=113 113 113 113 123 97 95 124 53 10 10 131 53 188 189 47 115 97 47 13 189 54 198 189 182 182 79 124 17 86
split_gain=215209 87633.5 39300.5 29648.2 19356.7 16887.5 13305.3 12435 11152.6 10048.1 9997.28 10844.3 9339.76 8991.95 8893.38 8654.28 8328.3 8312.41 8279.98 8051.65 7536.41 7377.81 7327.21 7260.45 7172.35 6835.38 6549.94 8970.67 10879.6 6389.21
threshold=3.4251500000000026 1.1458500000000003 5.7674000000000047 -1.6225999999999992 1.0000000180025095e-35 1.5000000000000002 0.38956639566395673 1.0000000180025095e-35 10.744871186056528 0.8366065593125267 0.12953255783052939 3.5000000000000004 10.744871186056528 1.0000000180025095e-35 1.0000000180025095e-35 38.115136752438836 2.5000000000000004 17.500000000000004 76.513543984414227 0.03458301526866886 1.0000000180025095e-35 4.3393779863563422 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 1.0000000180025095e-35 37.677630967458718 1.5000000000000002 2.0833313450019741e-06 -8.4902190983984855
decision_type=2 2 2 2 2 2 2 2 2 10 8 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 16 6 14 12 22 19 -9 11 -8 13 -3 15 -2 17 24 20 -7 29 -15 25 -12 -1 -5 27 -21 -29 -4
right_child=2 4 18 7 -6 8 10 9 -10 -11 23 -13 -14 21 -16 -17 -18 -19 -20 26 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.20084334508525661 0.030523454831658692 0.0060383581212019588 -0.39108872361583252 -0.06437247789087891 -0.081889443536415099 -0.3708680083390814 -0.10711172075676163 -0.18209239364073607 -0.33035747160647105 0.11658325540805142 -0.029152822689857569 -0.92235194871823001 -0.30855634644145691 -0.23821803316089279 -0.17686603701124029 0.063667746717890453 -0.6603465699288692 -0.60987130666482392 0.13534403894356908 0.021012810286618822 -0.25124875709630212 -0.028845126509795562 -0.15387345256381132 -0.27138034676490908 -0.69745067269415473 -0.27912042329149533 -0.020575521567866257 0.073851637971287562 -0.32341283862529591 0.077303018777964777
leaf_weight=16642 229279 244202 292 80486 50080 561 14686 19348 981 1196 179668 165 1005 1723 1868 120017 444 535 27422 172184 708 72511 11405 1246 296 1510 58375 1180 1658 109763
leaf_count=16642 229279 244202 292 80486 50080 561 14686 19348 981 1196 179668 165 1005 1723 1868 120017 444 535 27422 172184 708 72511 11405 1246 296 1510 58375 1180 1658 109763
internal_value=0 -0.0396606 0.0381745 -0.113069 -0.0225369 0.0268638 -0.0167676 -0.0942663 0.00611121 -0.164705 -0.0372957 -0.116169 -0.00418719 -0.00322658 0.040748 0.0419117 -0.232648 -0.22178 0.0861478 0.00752205 0.0739681 -0.0337048 -0.0787731 -0.0308211 -0.209522 -0.0683272 0.00843156 0.0181063 -0.158236 0.0760603
internal_weight=0 697148 724288 131862 565286 586103 515206 113945 234939 20544 195765 14851 319441 318436 351164 349296 17917 17473 138185 233958 110763 74234 93401 180914 16938 81996 233397 175022 2838 110055
internal_count=1421436 697148 724288 131862 565286 586103 515206 113945 234939 20544 195765 14851 319441 318436 351164 349296 17917 17473 138185 233958 110763 74234 93401 180914 16938 81996 233397 175022 2838 110055
is_linear=0
shrinkage=0.1


Tree=14
num_leaves=31
num_cat=0
split_feature=113 97 113 113 1 132 123 124 17 189 49 124 113 17 17 124 124 13 135 132 95 53 31 130 18 189 189 97 17 124
split_gain=175997 64991.5 39908.3 23767.4 18666.8 15901 14762.9 14615.8 12880.6 12737.9 11218.4 10619.3 11072 9678.56 9072.54 8674.61 8627.58 8282.74 8189.32 7715.36 7471.73 7011.67 6523.02 6510.07 6423.2 6210.81 6149.85 6044.06 5888.79 14665.1
threshold=3.0978000000000012 4.5000000000000009 5.1866100000000044 1.5971499999999994 -4.7204490204183225 2.5000000000000004 1.0000000180025095e-35 1.5000000000000002 1.0426711894739429 1.0000000180025095e-35 22.840477868831268 1.0000000180025095e-35 7.7962600000000082 1.5624988660164777e-06 1.1285183405303336 1.0000000180025095e-35 3.5000000000000004 0.075335782467885762 1.0000000180025095e-35 1.0000000180025095e-35 0.76533166458072599 10.744871186056528 -1.6399999999999992 1.0000000180025095e-35 736.19317587581884 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 15 -3 7 8 17 -2 10 -10 12 14 -9 -4 22 -15 -6 26 -12 -7 24 -1 -14 -19 -16 27 -5 -8 -30
right_child=2 4 11 18 5 20 28 13 9 -11 19 -13 23 16 25 -17 -18 21 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.038831767740940798 -0.0571611110312795 -0.31411900402321075 -0.0030585856614580285 0.017426521785555097 -0.73008469087095129 -0.23267081903451561 0.050664079149940582 0.07146450291327261 0.039006563421400332 -0.27072642707198474 0.015731992918713442 0.0088204400668784304 0.23566902448319046 -0.28000402226441373 0.074926865874444123 -0.12697234566791116 -0.90141124116613514 -0.14293559474937909 -0.057053665619955146 -0.040674377945834408 -0.55830388133210751 -0.31507067828457441 -0.086530136479205974 0.10774019015904138 -0.056945078577758039 -0.15027991711770336 -0.23113117936352487 -0.017064554582745691 -0.036803956646422609 -0.30636746620395605
leaf_weight=85688 20475 5387 17265 63002 199 4697 6683 770 266971 1466 245174 29092 5700 4537 160333 19122 235 11408 44317 26911 829 1275 43088 13166 36414 1234 1267 262454 40152 2125
leaf_count=85688 20475 5387 17265 63002 199 4697 6683 770 266971 1466 245174 29092 5700 4537 160333 19122 235 11408 44317 26911 829 1275 43088 13166 36414 1234 1267 262454 40152 2125
internal_value=0 -0.0420943 0.029414 -0.0302268 -0.135758 -0.119841 0.0160973 -0.103548 0.0206932 0.0236424 0.0244429 0.0652296 0.0735304 -0.257521 0.0658439 -0.0641239 -0.310606 -0.0862384 -0.0167153 0.010153 -0.281522 -0.0836288 -0.0547915 0.146391 -0.0774582 0.0732068 -0.0112438 -0.0103877 -0.0365644 -0.0503532
internal_weight=0 584689 836747 518938 65751 60364 609957 54838 560997 540522 539056 226790 197698 5542 178832 147898 4772 49296 371040 272085 5526 49097 128776 18866 47822 161567 326723 325456 48960 42277
internal_count=1421436 584689 836747 518938 65751 60364 609957 54838 560997 540522 539056 226790 197698 5542 178832 147898 4772 49296 371040 272085 5526 49097 128776 18866 47822 161567 326723 325456 48960 42277
is_linear=0
shrinkage=0.1


Tree=15
num_leaves=31
num_cat=0
split_feature=113 113 113 113 123 97 57 198 135 48 198 113 189 10 13 188 54 113 53 124 124 188 54 124 31 12 124 135 17 124
split_gain=145809 62954.4 23574.8 23296.7 14918.2 12435.7 12112.4 10348.6 9610.28 9316.71 8635.47 8605.41 8303.38 8160.17 7913.58 7588.27 12245.9 7728.6 7550.49 7450.64 7358 6879.5 15315.4 7509.4 6478.99 6084.78 5928.61 5708.11 5365.14 7867.97
threshold=3.6191850000000025 1.2864850000000003 -0.86759999999999415 5.8579100000000066 1.0000000180025095e-35 2.5000000000000004 12.876496700483878 1.0000000180025095e-35 1.0000000180025095e-35 62.440769976124251 7.5000000000000009 -3.3114999999999957 1.0000000180025095e-35 0.57259630355254354 0.03458301526866886 1.5000000000000002 4.5566621826930218 8.5854500000000069 10.744871186056528 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -1.889999999999999 0.93665862373068565 1.5000000000000002 1.0000000180025095e-35 1.1249996425626177e-06 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2
left_child=1 2 11 5 6 8 -3 12 21 -9 -11 -1 24 19 -7 17 -17 26 -16 -13 -4 23 -23 -2 -8 -22 27 -5 -6 -30
right_child=3 4 20 15 28 14 7 9 -10 10 -12 13 -14 -15 18 16 -18 -19 -20 -21 25 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.2730767931503934 0.050181562393834256 0.0062327532240523875 -0.057224968260776193 0.081247792781254713 0.0069584384172621588 -0.55648315275803129 -0.0074513813194523318 -0.054276395200558707 -0.0056854771932075667 -0.15960871416280445 -0.60831593095844072 -0.12146637845203752 -0.24385400131292939 0.0638800290537858 -0.0042804186570054841 -0.50922634052112703 0.005188774962565236 0.16009501637364651 -0.30463287734798539 -0.25298852262332788 -0.13736652101213545 -0.29284450938649892 0.019551102153937808 -0.0095983757195440209 -0.043430704149471783 0.11896551360810798 -0.15371907766603998 0.013841401898385369 -0.066727103551448147 -0.2119362848810285
leaf_weight=6151 267737 239415 99729 96509 8413 263 218618 32793 58181 4101 479 15846 1604 1808 88137 518 4340 10433 845 5915 18449 1597 90633 22803 64910 975 1171 14443 40510 4110
leaf_count=6151 267737 239415 99729 96509 8413 263 218618 32793 58181 4101 479 15846 1604 1808 88137 518 4340 10433 845 5915 18449 1597 90633 22803 64910 975 1171 14443 40510 4110
internal_value=0 -0.0297177 -0.088066 0.0345176 -0.0155922 0.0252908 -0.0108073 -0.0234572 0.0321807 -0.0729357 -0.206537 -0.167745 -0.0169719 -0.140256 -0.00875156 0.0729124 -0.0496624 0.0777711 -0.00713266 -0.157216 -0.0681919 0.0379363 0.0141418 0.0454897 -0.0156884 -0.1245 0.0701109 0.0724733 -0.0662914 -0.0801025
internal_weight=0 763826 148873 657610 614953 530196 561920 322505 440951 37373 4580 29720 285132 23569 89245 127414 4858 122556 88982 21761 119153 382770 92230 290540 283528 19424 112123 110952 53033 44620
internal_count=1421436 763826 148873 657610 614953 530196 561920 322505 440951 37373 4580 29720 285132 23569 89245 127414 4858 122556 88982 21761 119153 382770 92230 290540 283528 19424 112123 110952 53033 44620
is_linear=0
shrinkage=0.1


Tree=16
num_leaves=31
num_cat=0
split_feature=113 113 97 1 47 61 97 189 97 47 135 3 64 112 132 124 188 54 47 47 47 198 49 123 113 95 155 3 143 86
split_gain=120576 49082.4 29869.2 16876 16044.2 12104.2 11372.5 10883.3 10184.5 9201.96 9096.55 8279.63 8023.42 7907.34 7617.45 7543.73 7463.18 17560.7 6557.06 6383.55 6109.68 5933.55 5740.26 6784.52 5505.61 5416.17 5100.93 4891.9 4762.99 4831.81
threshold=2.1485400000000001 4.0935300000000048 3.5000000000000004 -4.3244596896415803 63.504913201927209 27.809224750587148 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 13.932029174547573 1.0000000180025095e-35 1.0000000180025095e-35 14.691599949193231 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 32.386590824267437 25.982402615515607 149.02543809862206 11.500000000000002 23.407086934109156 1.0000000180025095e-35 5.8120900000000066 0.76043478260869579 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 -8.4902190983984855
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 9 12 7 13 19 8 10 27 15 -8 -4 -5 20 16 24 -18 25 -2 26 28 23 -13 -3 -7 -6 -1 29 -10
right_child=1 4 3 5 14 18 11 -9 21 -11 -12 22 -14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.13810675930858182 -0.0025683611829016967 0.048164456620353006 -0.16910156983492117 -0.14624096048046262 0.073338923011053089 -0.23479883453083361 -0.11766811096082408 -0.23187594713588167 -0.51234966389797065 -0.011479885217076326 -0.0036585149674578776 0.0062708091039729566 -0.3726987309251189 -0.057206297006461827 -0.022850432275032855 -0.0036996153251466404 -0.32321542562343264 0.026879747522805059 -0.12158546616690542 0.02522811982618452 0.31692343963389558 -0.65430546472045159 -0.032352415084840179 -0.056914411103763357 0.088106745496467631 -0.54846420352794523 0.14559818284507195 -0.048866984085694988 -0.2660517000490788 -0.014984322343956046
leaf_weight=6453 212761 182441 5499 12437 61477 4137 8272 1574 197 87522 51731 122340 2987 50389 6708 33563 1458 82723 6385 135070 1152 152 117923 19735 42560 635 11615 127750 809 22981
leaf_count=6453 212761 182441 5499 12437 61477 4137 8272 1574 197 87522 51731 122340 2987 50389 6708 33563 1458 82723 6385 135070 1152 152 117923 19735 42560 635 11615 127750 809 22981
internal_value=0 0.0151974 -0.0558169 -0.107197 0.0384374 -0.0918769 -0.00370615 0.0305837 0.0315706 -0.0367063 0.035429 -0.0191765 -0.240766 -0.0748315 0.0792024 0.0413285 0.0462165 0.0208162 -0.187861 0.00822559 0.088423 -0.0314834 -0.0160429 -0.00250597 0.0557197 -0.276538 0.0848216 -0.053158 -0.0275367 -0.0192116
internal_weight=0 1.11724e+06 304194 82469 501141 73983 616101 420189 418615 221725 394476 268270 8486 62826 80952 342745 309182 84181 11157 347831 74244 24139 259998 142075 225001 4772 73092 134203 23987 23178
internal_count=1421436 1117242 304194 82469 501141 73983 616101 420189 418615 221725 394476 268270 8486 62826 80952 342745 309182 84181 11157 347831 74244 24139 259998 142075 225001 4772 73092 134203 23987 23178
is_linear=0
shrinkage=0.1


Tree=17
num_leaves=31
num_cat=0
split_feature=113 97 113 47 1 97 124 132 123 47 13 0 34 86 95 48 189 124 17 188 54 156 61 53 135 57 189 57 47 93
split_gain=97983.8 33388.3 28058 14488.9 11995.6 10884.2 10326.1 10822.3 9968.07 9383.51 8858.81 8325.65 8500.63 7480.89 7311.79 6992.04 6949.04 6885.26 8000.61 6792.04 9358.17 6633.68 6331.19 6177.47 6127.03 6055.39 6017.24 5448.66 5385.53 5333.57
threshold=2.7887900000000014 4.5000000000000009 4.4153100000000043 11.227381579585741 -4.7204490204183225 1.5000000000000002 2.5000000000000004 2.5000000000000004 1.0000000180025095e-35 68.232804979724136 0.13966759888757577 8.7887681801910134 19.922970850722756 -8.4902190983984855 0.63211600429645554 128.77832742452503 1.0000000180025095e-35 1.5000000000000002 1.8049989560297964e-06 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 5.167635796894575 5.3273714384385489 1.0000000180025095e-35 32.151172971331683 1.0000000180025095e-35 19.549058992321036 30.355967938238731 4.1089417970512931
decision_type=2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 14 -3 9 7 21 10 16 15 12 -7 -13 -1 22 24 -15 -19 23 -21 25 -2 27 -4 -6 28 29 -5 -12
right_child=2 4 5 26 6 11 -8 -9 -10 -11 19 13 -14 17 -16 -17 -18 18 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.042283870737630444 -0.0016338277490059749 -0.25070890561878645 0.05286658965458825 -0.018830272317340288 -0.078103845474715189 -0.042792150721563317 -0.37905678035330259 -0.22000651385839173 -0.043988293960726198 0.10262439551402996 0.043317907347929147 -0.37947993537595315 -0.48612304672860773 0.029744043559687412 -0.10381545267275397 -1.2983333062041891 -0.19478915452861378 0.095140969390010474 -0.2357698244412697 -0.2530990989147065 -0.0075562749726844486 -0.0050492899292322192 -0.083676632888131569 -0.08419772696199912 0.0038952317481685548 -0.21255106199315607 -0.16751074737264582 0.0035597095389044361 0.015604408349535687 0.01179584847643249
leaf_weight=124016 21811 5191 178288 214353 34605 12508 1225 5401 40437 31975 122024 455 448 148098 22874 44 1207 1131 2064 1577 98542 11686 16538 5808 29822 3709 2496 129640 57630 95833
leaf_count=124016 21811 5191 178288 214353 34605 12508 1225 5401 40437 31975 122024 455 448 148098 22874 44 1207 1131 2064 1577 98542 11686 16538 5808 29822 3709 2496 129640 57630 95833
internal_value=0 -0.0365861 0.0188413 -0.0265176 -0.105217 0.0386414 -0.091879 -0.0855291 0.00373808 0.0521689 0.00766212 0.0188236 -0.0581219 0.0253931 -0.0518657 -0.0384603 0.0444614 0.0266107 -0.118631 0.0115675 -0.0114239 -0.0710028 -0.0370148 0.0180827 0.045849 -0.0911191 -0.0129524 0.0197922 -0.011534 0.0294517
internal_weight=0 483186 938250 421369 61817 405996 56626 55401 532254 241292 491817 164704 12956 151748 146890 38393 209317 151293 3195 453424 100119 50000 38349 353305 208110 38314 274479 347497 271983 217857
internal_count=1421436 483186 938250 421369 61817 405996 56626 55401 532254 241292 491817 164704 12956 151748 146890 38393 209317 151293 3195 453424 100119 50000 38349 353305 208110 38314 274479 347497 271983 217857
is_linear=0
shrinkage=0.1


Tree=18
num_leaves=31
num_cat=0
split_feature=113 113 113 47 155 37 123 198 198 11 107 155 95 132 47 115 132 0 97 37 13 143 184 124 17 31 15 123 189 123
split_gain=81360.3 34014.4 22157.1 11987.4 10558.1 10515 8876.28 7828.23 7713.56 7058.74 7036.61 6910.21 6632.61 6493.01 6389.94 6264.74 6233.13 5988.14 5940.14 5623.22 5472.28 5219.98 4914.93 5722.27 4956.28 4516.87 4332.53 4323.02 4304.81 4227.52
threshold=2.0533100000000006 4.0935300000000048 -0.86759999999999415 50.600171587210674 1.0000000180025095e-35 10.214876562269112 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.33128365513877062 28.500000000000004 1.0000000180025095e-35 0.47871376811594207 1.0000000180025095e-35 92.78764896055317 1.5000000000000002 1.5000000000000002 4.0092853993449244 16.500000000000004 26.459353691923308 0.50795913355446409 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 0.86827711030182908 -1.9599999999999995 1.1968455042225536 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2
left_child=2 4 10 7 5 28 11 22 21 -10 15 12 -4 14 17 18 -14 -5 -1 -11 -8 25 23 24 -3 29 -9 -19 -2 -7
right_child=1 3 6 13 -6 8 20 26 9 19 -12 -13 16 -15 -16 -17 -18 27 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.10265389647290275 0.0083886124773360181 -0.047470189912551947 -0.025088251657367069 -0.099218917560909892 0.032700934647771691 -0.0037001386468101132 -0.094087066653089552 -0.14956044298112625 -0.05575420061957953 -0.26988271708948025 -0.57164623941336712 0.0122466871405616 -0.058864181564494633 -0.016001151225830845 0.12331898869588763 -0.28115824919094695 -0.22884315588084739 0.064372409712290399 -0.38182208886114988 -1.2357295260062586 0.13154807460254389 -0.23456290374677466 -0.0054820510112316674 -0.013486626477864189 0.038529060680464217 -0.044819010864575744 -0.012756389619080752 0.010352178896195927 -0.28922334659531013 -0.045195698152494405
leaf_weight=26234 241414 6896 125046 2512 71867 218860 32189 2477 36329 830 356 31442 60571 11897 14701 2345 2237 105053 785 65 1112 1071 41762 25719 237490 39401 35388 17246 487 27654
leaf_count=26234 241414 6896 125046 2512 71867 218860 32189 2477 36329 830 356 31442 60571 11897 14701 2345 2237 105053 785 65 1112 1071 41762 25719 237490 39401 35388 17246 487 27654
internal_value=0 0.0119104 -0.0480572 0.0314075 -0.00340483 -0.00798841 -0.0384478 0.0212312 -0.0197607 -0.0625892 -0.12973 -0.0311429 -0.0384052 0.0549132 0.0609605 -0.124372 -0.0649182 0.0536156 -0.110765 -0.340028 -0.0865526 -0.0142055 0.0264443 0.0313806 0.0361024 -0.0133801 -0.0217056 0.0567547 0.00778945 -0.00835512
internal_weight=0 1.13912e+06 282317 501141 637978 566111 252597 349732 324210 37224 29720 219296 187854 151409 139512 29364 62808 124811 27019 895 33301 286986 311867 270105 244386 285915 37865 122299 241901 246514
internal_count=1421436 1139119 282317 501141 637978 566111 252597 349732 324210 37224 29720 219296 187854 151409 139512 29364 62808 124811 27019 895 33301 286986 311867 270105 244386 285915 37865 122299 241901 246514
is_linear=0
shrinkage=0.1


Tree=19
num_leaves=31
num_cat=0
split_feature=113 97 47 1 47 13 61 64 113 198 95 13 198 124 17 97 93 189 97 181 47 13 97 123 17 135 47 124 188 54
split_gain=66732.9 33032.5 14424.5 14159.9 13935.4 11485.1 10444.8 9083.4 7491.2 7156.32 6915.56 6291.14 6028.35 5829.78 7726.38 5820 5679.54 5261.85 5203.51 5077.87 6117.58 4771.93 4771.18 4697.99 6303.6 4688.85 4343.5 4213.51 4205.7 5747.91
threshold=3.5693100000000029 3.5000000000000004 13.932029174547573 -4.1197060053856172 39.028230019797938 0.03458301526866886 27.266730804281334 14.691599949193231 7.0234700000000068 1.0000000180025095e-35 0.53410852713178303 0.10924041635306567 1.5000000000000002 2.5000000000000004 2.6449965221172331e-06 4.5000000000000009 21.053181010318617 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 17.407979465582486 0.12881813050546495 7.5000000000000009 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 5.2248893189068371 1.0000000180025095e-35 1.0000000180025095e-35 4.3393779863563422
decision_type=2 2 2 2 2 8 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=1 2 10 7 9 -5 13 16 11 25 27 -6 26 19 -15 -13 -3 18 -4 20 -7 -20 -11 -23 -25 -2 -8 28 -1 -30
right_child=4 3 17 5 8 6 12 -9 -10 22 -12 15 -14 14 -16 -17 -18 -19 21 -21 -22 23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=-0.0066005307601757421 0.016031649049764833 -0.24214067016944518 0.027477826434002456 -0.60338982336437952 -0.034823518669632535 -0.076188949454772031 -0.25171933252321227 -0.29062359837787927 0.081425695890326222 -0.029237549232502765 -0.057438649296864978 0.040017258280508276 -0.24378382380708158 0.16743678773824511 -0.42370130161778263 -0.040100724477308725 -0.072349453564760302 -0.13858726060065713 -0.063261027361387501 0.042421766120020313 -0.022393889813207113 0.0048303070945338328 -0.53837046267011679 0.068177373826265916 -0.062395506896405065 -0.089187930726698395 -0.068337557715586111 -0.066083395759227115 -0.23116297161773436 -0.033496463552168773
leaf_weight=146415 343881 2584 72489 381 12898 36915 1510 3897 36932 36292 61984 230651 3675 301 833 9438 8292 2618 12423 7130 49467 227154 185 4462 21573 4288 8930 17934 1512 54392
leaf_count=146415 343881 2584 72489 381 12898 36915 1510 3897 36932 36292 61984 230651 3675 301 833 9438 8292 2618 12423 7130 49467 227154 185 4462 21573 4288 8930 17934 1512 54392
internal_value=0 -0.0205919 -0.0112123 -0.0677454 0.0227991 -0.0553087 -0.0533887 -0.159627 0.0393545 0.0103208 -0.0279315 0.0332128 -0.133635 -0.0414212 -0.266794 0.0368678 -0.11269 0.00263707 0.0037306 -0.0386882 -0.045383 -0.00275032 -0.0318197 0.000218701 -0.0400173 0.0147358 -0.0948612 -0.0196275 -0.0155095 -0.0388426
internal_weight=0 746871 622956 123915 674565 109142 108761 14773 289919 384646 282237 252987 14115 94646 1134 240089 10876 340719 338101 93512 86382 265612 36477 253189 26035 348169 10440 220253 202319 55904
internal_count=1421436 746871 622956 123915 674565 109142 108761 14773 289919 384646 282237 252987 14115 94646 1134 240089 10876 340719 338101 93512 86382 265612 36477 253189 26035 348169 10440 220253 202319 55904
is_linear=0
shrinkage=0.1


Tree=20
num_leaves=31
num_cat=0
split_feature=113 47 113 132 3 189 47 55 123 135 97 0 17 124 17 124 53 124 184 31 181 14 1 34 62 1 106 62 113 198
split_gain=55693.5 26794.3 14892.3 11629.6 10908 11071.5 10547.4 9088.98 8595.14 8321.24 7861.95 7391.97 7313.42 7125.77 7918.22 7626.14 6676.56 6459.01 6272.88 6182.45 5775.02 7683.61 5703.15 5661.38 5598.19 6350.89 5367.3 5365.28 5358.39 5139.24
threshold=1.8969500000000001 32.386590824267437 -2.2122799999999905 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 75.506996022254029 5.4595822028148939 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 4.0092853993449244 0.86827711030182908 1.0000000180025095e-35 1.1249996425626177e-06 1.5000000000000002 5.4010674639650667 1.5000000000000002 1.0000000180025095e-35 -1.8399999999999996 1.5000000000000002 0.44092721834496512 -4.068853044690095 19.922970850722756 11.44001080094286 -4.3714108374642109 2.5000000000000004 5.7526245262592957 5.3749100000000061 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 6 23 9 11 -5 16 10 27 -3 -10 18 -15 -16 19 -14 28 -4 21 -12 26 -2 25 -23 -21 -6 -13 -9
right_child=1 3 8 7 5 -7 -8 29 12 -11 20 13 17 14 15 -17 -18 -19 -20 22 -22 24 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.15087352035513865 -0.074296548976192964 -0.094168059937579179 -0.012708084621041017 0.049804791454748858 0.0039148402866052666 -0.26196713156924845 0.079128724407450113 -0.023464245915102665 0.015547425176930269 -0.02996353691731465 -0.61396681568738376 0.030714329369751239 -0.081051444243834994 0.12698697594723843 -0.012114366252573085 -0.2058106472076805 -0.12812089345181149 -0.20061130067576893 -0.0053449063748239444 -0.01519725507137634 0.051332947346880209 -0.25569059731589389 -0.041771370899586491 -0.70815113631772331 0.006713572500351578 -0.023156121725710271 -0.22754132767551877 0.030078803993864606 0.061240392530642229 -0.11130875274530741
leaf_weight=12164 18362 4941 124417 13949 214743 1626 43839 26576 6182 84997 213 222097 23224 3883 37240 2150 6636 5610 36398 1862 14524 1184 65495 142 89102 146677 3300 123423 77593 8887
leaf_count=12164 18362 4941 124417 13949 214743 1626 43839 26576 6182 84997 213 222097 23224 3883 37240 2150 6636 5610 36398 1862 14524 1184 65495 142 89102 146677 3300 123423 77593 8887
internal_value=0 0.00911963 -0.0429635 0.0273559 -0.0034111 -0.00133912 0.0326573 -0.0185797 -0.0374186 -0.000711167 0.00350397 0.0273561 -0.0831521 0.0289389 -0.00925615 -0.0226868 -0.0294795 -0.104313 0.0338567 -0.0261239 -0.00987775 -0.0136261 -0.0497474 -0.0791608 -0.0130865 -0.0250181 -0.150946 0.0134641 0.0386179 -0.045478
internal_weight=0 1.17255e+06 248890 477553 694993 676489 428141 49412 236726 674863 589866 384302 35016 379361 43273 39390 201710 28834 336088 195074 251700 237176 70657 18504 236963 147861 5162 338166 299690 35463
internal_count=1421436 1172546 248890 477553 694993 676489 428141 49412 236726 674863 589866 384302 35016 379361 43273 39390 201710 28834 336088 195074 251700 237176 70657 18504 236963 147861 5162 338166 299690 35463
is_linear=0
shrinkage=0.1


Tree=21
num_leaves=31
num_cat=0
split_feature=113 97 47 189 58 155 97 1 10 53 58 61 62 79 198 65 10 47 123 64 14 75 86 155 39 17 124 189 93 189
split_gain=46419.1 24366.3 11652.5 11393.1 11148.4 11080.6 9570.68 9039.67 8348.34 8235.63 6927.97 6320.24 6174.88 6138.98 5471.9 5453.49 6485.06 5342.03 5282.94 5225.4 5016.32 4544.92 4486.06 4451.44 4437.4 4355.62 6039.57 4199.11 3980.24 3918.61
threshold=3.7505100000000033 3.5000000000000004 13.932029174547573 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 -4.1197060053856172 0.12953255783052939 10.744871186056528 85.209240221058394 21.092884442447374 4.8978095803798452 84.075833118599846 1.0000000180025095e-35 28.888825727902848 0.14045886439880015 25.982402615515607 1.0000000180025095e-35 14.691599949193231 0.81892697466467979 19.294973648357985 -8.4902190983984855 1.0000000180025095e-35 35.436449709975491 1.1249996425626177e-06 3.5000000000000004 1.0000000180025095e-35 21.053181010318617 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 12 5 17 6 10 19 11 13 15 -8 27 14 18 -2 -17 20 21 28 -3 -9 -10 29 -12 -20 -27 -1 -6 -4
right_child=3 4 23 -5 7 -7 8 9 22 -11 24 -13 -14 -15 -16 16 -18 -19 25 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.03653098021200523 0.025820679821248079 -0.34661591713249973 -0.00034087875459814398 -0.42455864752341022 -0.20226526504680611 0.060457870399931793 -0.13403417260512412 -0.027228405223932984 -0.42709346302060625 -0.23622734324741637 0.040858465946099237 -0.5601246493702734 -0.0093983404621614461 -0.5064348690869177 -0.078530157232582887 -0.05680644352444876 0.0073610576683928054 -0.042833403306140272 0.094863930460405921 -0.2260087350902171 -0.15265122523873884 0.027561035789862427 -0.017941212640237462 0.031754434302733163 -0.2597107485461882 -0.077628027228246341 -0.7237750654912567 -0.20931017953400449 -0.053107788851435314 -0.29115030880804688
leaf_weight=138925 179898 1661 333999 574 2293 64249 1482 39111 270 2014 132942 455 156645 272 19332 17263 179718 3428 1497 3573 6759 24703 35743 48224 493 15742 146 1421 8140 464
leaf_count=138925 179898 1661 333999 574 2293 64249 1482 39111 270 2014 132942 455 156645 272 19332 17263 179718 3428 1497 3573 6759 24703 35743 48224 493 15742 146 1421 8140 464
internal_value=0 -0.0157379 -0.00818376 0.0207502 -0.055641 0.0211675 0.0165633 -0.046267 -0.0318863 -0.0360001 0.0201663 -0.234123 -0.0230468 -0.0319997 -0.030716 0.0132333 0.00173755 -0.14807 -0.0193324 -0.121635 -0.190914 -0.0060189 -0.0210087 0.00335099 0.039748 -0.0682013 -0.0835657 -0.0382804 -0.0858901 -0.000744318
internal_weight=0 808349 679678 613087 128671 612513 548264 116823 37950 102817 510314 1937 296991 100803 100531 376879 196981 11848 81199 14006 8420 63814 36013 382687 133435 17385 15888 140346 10433 334463
internal_count=1421436 808349 679678 613087 128671 612513 548264 116823 37950 102817 510314 1937 296991 100803 100531 376879 196981 11848 81199 14006 8420 63814 36013 382687 133435 17385 15888 140346 10433 334463
is_linear=0
shrinkage=0.1


Tree=22
num_leaves=31
num_cat=0
split_feature=47 106 97 35 95 53 181 47 14 188 54 124 44 13 16 124 189 183 120 135 189 124 57 198 47 47 10 61 51 17
split_gain=38555.2 25192 14816.8 12920.4 12278.2 11008.3 10198.5 9293.91 7629.82 7254.82 14045.8 9490.66 7037.75 6996.19 6984.8 6367.92 5794.33 5334.51 5088.21 4715.49 4545.21 4419.21 4378.29 6688.69 5216.9 4197.03 4011.56 4971.79 3904.21 3769.68
threshold=26.187466204815781 3.5000000000000004 2.5000000000000004 11.893951360780706 0.48212005108556838 5.4010674639650667 1.5000000000000002 62.938859033702727 0.44092721834496512 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 4.6789526880202974 0.03458301526866886 2.0402702702702706 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 31.080004407901697 9.5000000000000018 66.734864272263863 114.41047368606577 0.12387686774886796 5.167635796894575 23.07406939916854 0.86827711030182908
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2
left_child=1 4 7 6 9 13 14 12 -5 11 18 -1 20 -4 -3 17 19 22 -11 26 -2 -14 24 -24 -15 -9 27 -6 -25 -23
right_child=2 3 5 8 16 -7 -8 25 -10 10 -12 -13 21 15 -16 -17 -18 -19 -20 -21 -22 29 23 28 -26 -27 -28 -29 -30 -31
leaf_value=0.0090167148675519698 0.0061864341116923145 -0.17338248280156635 -0.36660364025476627 -0.8466874984166517 -0.018450443835389903 -0.1060114054421652 0.037736224678890838 0.053724579344427974 -0.23236700335294144 -0.17723036799424341 -0.016931958025648914 -0.049781945429224844 0.035527501874621177 0.0004755333689315615 -0.068073588576452598 -0.24698557067079063 -0.20193927561665437 -0.16122855095558666 -0.53123099877897906 -0.060928264982532454 -0.35977182033307414 0.09852342337878861 -0.025741193764087636 -0.4583576690035529 0.054070817076553618 0.16607639197027313 -0.016265631481441351 -0.17332730334717905 -0.10145179269126677 -0.020394883641253594
leaf_weight=349793 187175 7450 525 217 4595 10983 7974 67199 2959 2605 153538 29789 229224 101370 40742 1044 2054 2002 481 42917 340 2998 18122 570 22126 3498 100659 3776 663 24048
leaf_count=349793 187175 7450 525 217 4595 10983 7974 67199 2959 2605 153538 29789 229224 101370 40742 1044 2054 2002 481 42917 340 2998 18122 570 22126 3498 100659 3776 663 24048
internal_value=0 -0.0155929 0.0173952 -0.0781158 -0.0102173 -0.0094524 -0.06702 0.0256092 -0.27434 -0.00306949 -0.0211775 0.00440229 0.0202447 -0.00220959 -0.0843533 -0.00089834 -0.0351049 0.000875286 -0.232407 -0.0328496 0.00552288 0.0310168 0.00314711 -0.0410751 0.0100779 0.0592836 -0.0217972 -0.0883125 -0.266445 -0.00721301
internal_weight=0 749549 671887 59342 690207 157405 56166 514482 3176 536206 156624 379582 443785 146422 48192 145897 154001 144853 3086 151947 187515 256270 142851 19355 123496 70697 109030 8371 1233 27046
internal_count=1421436 749549 671887 59342 690207 157405 56166 514482 3176 536206 156624 379582 443785 146422 48192 145897 154001 144853 3086 151947 187515 256270 142851 19355 123496 70697 109030 8371 1233 27046
is_linear=0
shrinkage=0.1


Tree=23
num_leaves=31
num_cat=0
split_feature=113 106 1 132 135 189 188 54 113 0 95 10 189 97 10 61 124 17 13 131 198 97 47 122 144 12 123 93 107 95
split_gain=33528.5 18096 12007.4 9162.24 8818.87 8515.29 8285.71 15955.9 9311.55 8059.1 7436.67 6821.2 6777.8 6626.6 6381.15 7028.27 6215.25 6334.33 5787.37 6589.74 5463.95 5213.95 5111.17 5525.21 4924.48 4761.22 4674.49 4384.67 4339.73 4304.41
threshold=3.9359100000000029 2.5000000000000004 -3.9941887657488699 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 4.3393779863563422 6.6694000000000058 12.090723576467623 0.79238505747126442 0.055628727357303807 1.0000000180025095e-35 1.0000000180025095e-35 0.15103442601900702 5.167635796894575 2.5000000000000004 1.1249996425626177e-06 0.12626946710558443 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 37.462830210509992 1.5000000000000002 1.0000000180025095e-35 0.50556995398655291 1.0000000180025095e-35 1.6404965041572186 27.500000000000004 0.64365079365079381
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 8 2 2 2 10 2 2 2 2 2 2 10 2 2 2 2
left_child=1 4 9 11 12 6 8 -8 18 -3 20 -4 13 -1 15 -15 22 -18 19 -2 -5 -20 23 -13 -17 -14 27 -16 -11 -6
right_child=5 2 3 10 29 -7 7 -9 -10 28 -12 16 25 14 26 24 17 -19 21 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.019907544569928434 0.0091033520051254559 -0.19959928470346752 -0.465773062325125 -0.051941916287570972 -0.024470241476635336 -0.37116341785908308 -0.47320862945698877 -0.02615731468731184 0.059736503233814256 -0.062807541994468058 -0.32809871632408472 -0.036112801740536431 -0.28756713126592626 0.014127681556914302 0.013074207256511117 -0.12472524885186818 0.16871016224342511 -0.33626700338642918 0.040220421132054054 -0.087180544745003197 -0.19132365976690058 0.014368550773916997 0.01645419921648136 0.033698779350366775 -0.02511670358240449 -0.05394766294546182 -0.035104297705689534 -0.0084089249623555823 -0.39028916196123775 -0.08401742707845887
leaf_weight=136620 20590 6524 344 15561 68626 558 837 17301 58082 17935 1259 99180 1300 11541 174787 11984 318 1135 101036 10856 3433 342415 33372 12800 8472 2652 38623 208133 414 14748
leaf_count=136620 20590 6524 344 15561 68626 558 837 17301 58082 17935 1259 99180 1300 11541 174787 11984 318 1135 101036 10856 3433 342415 33372 12800 8472 2652 38623 208133 414 14748
internal_value=0 -0.0122316 -0.0393074 -0.0296747 -0.00454737 0.0192842 0.0196795 -0.046787 0.0219415 -0.104138 -0.0927348 -0.0209954 -0.000273337 0.000600708 -0.0052151 -0.0482685 -0.0199532 -0.225749 0.017319 -0.0241364 -0.077134 0.0202586 -0.017896 -0.0281329 -0.0834717 -0.130796 -0.00194715 0.00139723 -0.0701964 -0.0350035
internal_weight=0 869761 192275 167402 677486 551675 551117 18138 532979 24873 20253 147149 594112 590160 453540 31997 146805 1453 474897 31446 18994 443451 145352 111980 20456 3952 421543 382920 18349 83374
internal_count=1421436 869761 192275 167402 677486 551675 551117 18138 532979 24873 20253 147149 594112 590160 453540 31997 146805 1453 474897 31446 18994 443451 145352 111980 20456 3952 421543 382920 18349 83374
is_linear=0
shrinkage=0.1


Tree=24
num_leaves=31
num_cat=0
split_feature=47 97 106 47 53 13 108 62 62 123 17 124 57 198 93 51 3 60 189 51 189 68 155 0 15 57 124 184 64 102
split_gain=29401.4 13979.8 13801.1 10380.3 10367.3 8657.27 8446.62 7504.99 6915.57 5903.3 6894.45 9671.66 6647.38 6145.42 6116.97 5697.12 5423.05 5294.99 5245.71 5147.36 5126.93 5320.9 5062.98 4599.89 4376.51 4106.74 4743.83 3885.62 3730.05 3980.48
threshold=13.932029174547573 2.5000000000000004 3.5000000000000004 44.509712145413751 5.4010674639650667 0.03458301526866886 13.500000000000002 11.44001080094286 5.7526245262592957 1.0000000180025095e-35 1.5624988660164777e-06 1.5000000000000002 24.948187092153624 3.5000000000000004 1.8155473014823216 19.49038088925202 1.0000000180025095e-35 5.297468667526366 1.0000000180025095e-35 19.806426009979294 1.5000000000000002 147.48836545200405 1.0000000180025095e-35 4.0092853993449244 0.77525510204081638 19.549058992321036 1.0000000180025095e-35 1.0000000180025095e-35 10.77232668915782 1.0000000180025095e-35
decision_type=2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 7 8 5 -3 17 16 23 12 -11 -12 14 -14 19 -15 -1 -4 22 -7 21 27 28 -2 -8 26 -25 -5 29 -18
right_child=1 4 6 20 -6 9 24 -9 -10 10 11 -13 13 15 -16 -17 18 -19 -20 -21 -22 -23 -24 25 -26 -27 -28 -29 -30 -31
leaf_value=-0.090021611060415341 -0.10460332557689381 -0.35990643162419 -0.1016914508507786 0.039036613809522579 -0.094232702189061934 0.012204607788242453 -0.70737752576048185 0.0078865784602691023 0.025044477170690405 0.059922470086615935 -0.032967617876544751 -0.17352895085022338 -0.019347991970738561 -0.2788770596504539 -0.014168647497982462 -0.047960402645098078 -0.057675262815399968 -0.026298975561581797 -0.22629242068763347 0.065750171196577639 -0.25064418625028617 0.2273010489530215 0.014198718705758673 0.013894171634088202 -0.21229553899683934 -0.013139421100164245 -0.032847961617407551 -0.005870558504145168 -0.0070530407839879466 -0.023934204320717811
leaf_weight=11908 4073 692 19200 187148 14507 51696 192 99003 177651 5824 27527 5954 35195 1841 48942 2546 49093 18095 1241 27505 627 1440 37098 228449 2550 118120 23993 21479 76363 121484
leaf_count=11908 4073 692 19200 187148 14507 51696 192 99003 177651 5824 27527 5954 35195 1841 48942 2546 49093 18095 1241 27505 627 1440 37098 228449 2550 118120 23993 21479 76363 121484
internal_value=0 0.00957001 -0.0216137 0.0159988 -0.0125021 -0.0067941 -0.0775664 -0.0159593 0.00879451 -0.00561382 -0.0404962 -0.0579639 0.00256058 -0.0332594 0.013625 -0.144864 -0.0239032 -0.0651121 -0.0211433 0.0308 0.0348832 0.0357355 -0.020247 0.00108882 -0.246962 0.00225053 0.00945163 0.0344132 -0.0254218 -0.0336451
internal_weight=0 985209 436227 762980 222229 207722 40037 396190 552286 207030 39305 33481 167725 39582 128143 4387 297187 37295 285279 79201 210694 210067 284038 374635 2742 370562 252442 208627 246940 170577
internal_count=1421436 985209 436227 762980 222229 207722 40037 396190 552286 207030 39305 33481 167725 39582 128143 4387 297187 37295 285279 79201 210694 210067 284038 374635 2742 370562 252442 208627 246940 170577
is_linear=0
shrinkage=0.1


Tree=25
num_leaves=31
num_cat=0
split_feature=102 97 53 189 15 67 47 42 135 155 17 198 47 45 123 17 124 3 189 1 97 61 97 144 184 155 132 86 80 11
split_gain=25226 15667.6 10421.6 9166.54 9138.88 8390.83 7708.89 6664.33 6419.7 6412.75 6301.39 6187.63 5598.75 6384.27 5013.47 4965.69 5884.83 4789.02 4708.4 4687.87 4530.48 4200.8 4132.53 4041.42 4135.24 3966.89 3688.49 3605.42 3506.42 3381.24
threshold=1.5000000000000002 2.5000000000000004 10.744871186056528 1.0000000180025095e-35 0.77525510204081638 5.9328016951793776 44.509712145413751 12.80123123712322 1.0000000180025095e-35 1.0000000180025095e-35 0.86827711030182908 1.0000000180025095e-35 44.509712145413751 4.6831657938645277 1.0000000180025095e-35 4.8399958720703568e-06 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 -0.10263039861006153 10.500000000000002 5.4839017747894863 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 38.525137111638621 -0.50796664517601542
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10
left_child=1 6 3 5 -3 11 8 12 17 10 -9 14 13 19 25 -16 -17 -1 22 20 29 -12 -19 24 -24 27 -13 -2 -10 -6
right_child=2 4 -4 -5 7 -7 -8 9 28 -11 21 26 -14 -15 15 16 -18 18 -20 -21 -22 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.060957337502696989 0.0033535566609535525 -0.39135589390378145 -0.19135847843732817 -0.15245168050248453 -0.19049718703568269 0.029171648693844549 0.035632249646086807 -0.026647189267261374 -0.02835618073396225 -0.0057563674297846854 -0.33461698866334683 -0.014104489330853957 0.017465519192689915 -0.010506782063448001 0.07281981796938039 -0.024212539710778521 -0.17934468879187498 0.015603358948316663 -0.17744399405450428 -0.12722318962099316 -0.18848346187155987 -0.15536715121990544 -0.013922262201794357 0.0059721287976605003 -0.087548416789001993 0.047512471183971269 -0.08572460052690567 0.025583582832896041 -0.10194635153844145 -0.040984355858264057
leaf_weight=14114 208246 736 2478 3290 1544 258758 43040 2981 68469 4632 1747 42077 19840 48802 4771 32386 2645 109078 1519 8296 2235 5196 159349 131654 8012 33083 8673 112304 7151 74330
leaf_count=14114 208246 736 2478 3290 1544 258758 43040 2981 68469 4632 1747 42077 19840 48802 4771 32386 2645 109078 1519 8296 2235 5196 159349 131654 8012 33083 8673 112304 7151 74330
internal_value=0 -0.0132842 0.0133594 0.0140777 -0.039741 0.0148571 -0.00497526 -0.0382151 -0.00847534 -0.10291 -0.148257 0.00651824 -0.0321414 -0.0394207 0.0107572 -0.0228906 -0.0359257 -0.00368537 -0.00171195 -0.0557514 -0.0481603 -0.20047 -0.00105784 -0.0071357 -0.0174469 0.0145443 -0.0263441 0.0111418 -0.0353152 -0.0440269
internal_weight=0 712725 708711 706233 170339 702943 542386 169603 499346 14556 9924 444185 155047 135207 393435 39802 35031 423726 409612 86405 78109 6943 408093 299015 167361 353633 50750 320550 75620 75874
internal_count=1421436 712725 708711 706233 170339 702943 542386 169603 499346 14556 9924 444185 155047 135207 393435 39802 35031 423726 409612 86405 78109 6943 408093 299015 167361 353633 50750 320550 75620 75874
is_linear=0
shrinkage=0.1


Tree=26
num_leaves=31
num_cat=0
split_feature=47 102 97 106 10 53 181 113 127 57 62 1 47 62 37 51 14 44 15 61 17 124 57 51 197 189 113 3 181 53
split_gain=21647 11726.4 9846.45 9582.82 8030.68 7791.72 6588.57 5964.56 4957.93 4770.09 4569.17 10303.6 4985.86 4480.13 5261.47 4534.71 4125.06 4095.99 3861.85 3759.21 3723.16 6257.62 3932.83 4301.31 3693.92 3528.14 3430.25 3342.83 3224.33 2929.35
threshold=23.359294651066957 1.0000000180025095e-35 1.5000000000000002 5.5000000000000009 0.10046018642979732 5.4010674639650667 1.5000000000000002 5.8579100000000066 1.0000000180025095e-35 39.172473171076135 11.44001080094286 -4.2578127271384307 67.086686386753271 11.44001080094286 14.950926653161545 9.4747113574974176 0.50352112676056349 4.6789526880202974 1.1678403755868547 5.7117054376828298 1.1249996425626177e-06 1.5000000000000002 12.876496700483878 14.113662965310038 1.0000000180025095e-35 1.0000000180025095e-35 9.4356500000000008 1.0000000180025095e-35 2.5000000000000004 10.744871186056528
decision_type=2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 7 24 9 6 8 17 10 -4 11 19 18 14 -3 -16 -5 -2 -13 -6 -20 22 -22 -24 27 26 -9 -1 -17 -7
right_child=2 13 4 16 5 29 -8 25 -10 -11 -12 12 -14 -15 15 28 -18 -19 20 -21 21 -23 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.11365747145891669 0.00410815594782295 -0.0013140399812642907 -0.075800975557220512 -0.53756835520335222 -0.24672639271285865 -0.050401639800878008 0.074280561132902628 0.04694778415356661 0.078961781925235133 -0.34207507535765663 0.022047309346049253 -0.091688888475167762 0.03280250854892023 0.010071466109632781 -0.085871178410688281 -0.024122784262758781 -0.1415496593911755 0.025333504228741623 0.097409499469031602 -0.082048527467810869 0.0065067949338973438 -0.13536610406645219 -0.054953931997675232 -0.0071130037151790311 0.011316789993552276 -0.12045696497638358 0.16280323230868066 -0.035240437671416616 0.057853393985862825 -0.17170596256946863
leaf_weight=5688 161795 195998 7211 275 1842 12724 12859 62805 8023 742 69613 5503 32963 124253 11752 132014 6041 207543 3372 5602 110087 3817 27143 61092 16674 1213 2664 122789 4979 2360
leaf_count=5688 161795 195998 7211 275 1842 12724 12859 62805 8023 742 69613 5503 32963 124253 11752 132014 6041 207543 3372 5602 110087 3817 27143 61092 16674 1213 2664 122789 4979 2360
internal_value=0 -0.0140212 0.0108614 -0.038212 -0.00125762 0.000956442 0.00405944 0.021005 0.00131531 -0.100644 -0.00062516 -0.00690267 -0.00336659 -0.00620856 -0.0120762 -0.0262574 -0.158792 0.0160354 -0.00901665 -0.122798 -0.00680293 -0.00854136 -0.00610043 -0.0218299 -0.0329652 0.0485311 0.0516621 -0.0387122 -0.0211434 -0.0693806
internal_weight=0 620463 800973 151467 364953 357000 341916 436020 329057 7953 321034 251421 243977 468996 344743 148745 6316 369338 211014 7444 205511 202139 198322 88235 145151 66682 65469 128477 136993 15084
internal_count=1421436 620463 800973 151467 364953 357000 341916 436020 329057 7953 321034 251421 243977 468996 344743 148745 6316 369338 211014 7444 205511 202139 198322 88235 145151 66682 65469 128477 136993 15084
is_linear=0
shrinkage=0.1


Tree=27
num_leaves=31
num_cat=0
split_feature=47 155 55 132 67 106 1 57 62 45 93 181 54 13 131 15 0 120 198 1 123 127 47 42 13 1 184 124 47 79
split_gain=18630.5 11658.6 10455.4 9400.25 8212.92 8140.28 7375.14 5340.69 5262.42 4854.35 4883.32 4501.15 4395.95 5775.75 5121.02 4242.84 4106.6 3973.62 3919.04 3877.18 3857 3811.54 3806.81 3471.01 3645.24 3150.53 2935.48 2919.99 2838.3 2758.88
threshold=11.227381579585741 1.0000000180025095e-35 5.4595822028148939 1.0000000180025095e-35 5.4730597340910165 4.5000000000000009 -0.19458763855891878 19.220107850151887 4.8978095803798452 4.6789526880202974 3.9385606418493322 1.5000000000000002 4.3393779863563422 0.12346989233217902 3.5000000000000004 1.789898132427844 4.0092853993449244 1.0000000180025095e-35 2.5000000000000004 -4.2578127271384307 4.5000000000000009 1.0000000180025095e-35 68.610581478630465 6.62695181334034 0.40574334384461291 -3.9941887657488699 1.5000000000000002 1.0000000180025095e-35 54.599497695365635 63.243626384886376
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2
left_child=5 2 4 16 9 8 7 -5 19 10 12 20 17 14 -14 -6 -4 27 -9 -1 -7 29 -3 -12 25 -25 28 -2 -18 -8
right_child=1 22 3 6 15 11 21 18 -10 -11 23 -13 13 -15 -16 -17 26 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.19793297741615046 0.050457225193961154 0.027671461343354072 -0.12849944640608851 -0.010747786811203114 0.035064435141852569 -0.11992221787307314 -0.10266905834322299 -0.052484111047218819 -0.0073618208674739814 0.017921823928005121 -0.020745062478390253 0.029395972672500648 -0.047202371441432397 0.00067768719960909754 -0.42337427357130725 0.010719835717069498 -0.0035510317598960242 -0.13247104025854997 -0.17896189630614501 -0.034600025920469908 -1.0374144228904143 0.097567916252190301 0.085009882670064582 -0.22925765604838977 -0.0021426612175749135 -0.06934026524667479 -0.07036089485017076 -0.019440528468199082 0.028350672934508537 -0.28499351218395635
leaf_weight=1474 31178 121471 2526 57031 126770 11642 14318 20362 141644 108207 76058 2304 21817 177434 368 164469 165157 1434 2785 103705 46 909 12799 2275 2940 2687 5796 7394 33555 881
leaf_count=1474 31178 121471 2526 57031 126770 11642 14318 20362 141644 108207 76058 2304 21817 177434 368 164469 165157 1434 2785 103705 46 909 12799 2275 2940 2687 5796 7394 33555 881
internal_value=0 0.00542712 0.00180203 -0.0137809 0.00833925 -0.0241506 -0.0395951 -0.0271901 -0.0199443 -0.000413768 -0.0065452 -0.098351 0.000726458 -0.00533702 -0.0534422 0.0213165 -0.00177542 0.0309816 -0.0677017 -0.036889 -0.123533 -0.101341 0.0331371 -0.0272988 -0.0903794 -0.14266 -0.000210176 0.0370583 0.00183597 -0.113237
internal_weight=0 1.16062e+06 1.02635e+06 303320 723031 260815 96286 80178 246823 431792 323585 13992 239625 199619 22185 291239 207034 40006 23147 105179 11688 16108 134270 83960 7902 4962 204508 38572 198712 15199
internal_count=1421436 1160621 1026351 303320 723031 260815 96286 80178 246823 431792 323585 13992 239625 199619 22185 291239 207034 40006 23147 105179 11688 16108 134270 83960 7902 4962 204508 38572 198712 15199
is_linear=0
shrinkage=0.1


Tree=28
num_leaves=31
num_cat=0
split_feature=47 35 104 188 54 132 97 47 11 124 189 97 10 17 143 95 48 123 17 124 51 108 17 120 12 151 43 124 182 75
split_gain=16431.3 12278.5 9183.87 7522.21 13545 6844.03 6099.46 6069.92 5655.17 5475.02 5109.54 4931.2 5043.66 4606.7 4186.71 4031.12 4007.04 3916.23 5813.75 6001.77 3844.39 3827.44 3685.18 3664.63 3632.92 3590.54 4467.2 3569.19 3497.17 3487.65
threshold=30.355967938238731 11.893951360780706 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 2.5000000000000004 90.996903586297861 -0.54318327146464696 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.10046018642979732 1.1249996425626177e-06 1.5000000000000002 0.32392686804451515 80.875869265382207 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 14.798909015282218 23.500000000000004 0.86827711030182908 1.5000000000000002 0.50705277492379086 3.5000000000000004 4.9419441258988437 1.5000000000000002 1.0000000180025095e-35 65.604880606006972
decision_type=2 2 2 2 2 2 2 2 8 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2
left_child=1 2 6 9 8 7 -1 10 -5 14 11 -2 -13 -11 15 -4 -7 22 -19 -20 21 -3 -14 -10 -12 26 -6 -15 -24 -22
right_child=5 20 3 4 25 16 -8 -9 23 13 24 12 17 27 -16 -17 -18 18 19 -21 29 -23 28 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.016423224214807696 0.032866402259251276 -0.30145592715832548 0.016335214450351573 -0.081128935408359831 0.011777619917964033 -0.039860064426004864 -0.057296531203362082 0.070634010583777121 -0.25775241864617132 0.069665149408593433 -0.20899513231751221 -0.055027244702846756 -0.041186444437733997 -0.033499586976077696 -0.16341326253970356 -0.0030324482906941468 -0.22117081626833235 0.069307816125575197 -0.014735809053246993 -0.14089150054093277 -0.10449016510289243 -1.1140274699777366 0.018000345656710628 -0.59710856773251419 -0.0083464694596675337 -0.075500393815058131 -0.022171171348285064 -0.14614073297043906 -0.14294274994254574 -0.47141681027863802
leaf_weight=148010 110653 615 261926 1732 55768 10862 48465 19205 1446 4000 1743 11939 11157 30680 1423 182236 1373 7524 47138 4099 4746 64 311228 408 1871 9304 127094 3097 1356 274
leaf_count=148010 110653 615 261926 1732 55768 10862 48465 19205 1446 4000 1743 11939 11157 30680 1423 182236 1373 7524 47138 4099 4746 64 311228 408 1871 9304 127094 3097 1356 274
internal_value=0 -0.00841723 -0.00746496 -0.00195631 -0.0184944 0.0137333 -0.0265055 0.0154469 -0.211056 0.00474128 0.0133635 0.0142112 0.00897786 -0.0318105 0.00784016 0.00838882 -0.0602066 0.0109756 -0.0127748 -0.0248284 -0.154724 -0.378046 0.0152865 -0.332433 -0.105118 -0.014901 -0.0118177 -0.0438276 0.0173022 -0.124518
internal_weight=0 881288 875589 679114 195752 540148 196475 527913 3586 483362 508708 505094 394441 37777 445585 444162 12235 382502 58761 51237 5699 679 323741 1854 3614 192166 182862 33777 312584 5020
internal_count=1421436 881288 875589 679114 195752 540148 196475 527913 3586 483362 508708 505094 394441 37777 445585 444162 12235 382502 58761 51237 5699 679 323741 1854 3614 192166 182862 33777 312584 5020
is_linear=0
shrinkage=0.1


Tree=29
num_leaves=31
num_cat=0
split_feature=97 181 62 57 1 1 113 127 132 97 47 62 10 127 61 47 62 57 135 61 123 11 184 113 51 48 13 123 17 93
split_gain=13954.1 10139.3 12867.4 11640.5 11130.7 8742.03 7802.97 6653.62 5612.59 5078.42 4978.56 4761.84 4605.75 4584.49 4399.82 4282.76 4076.63 3902.19 3725.53 3277.06 3195.85 3171.64 3263.22 3036.46 3009.9 2931.43 2896.45 4029.98 3465.79 2446.19
threshold=1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 50.618372725255533 -4.2578127271384307 -0.057149084815029942 4.7644500000000027 1.0000000180025095e-35 1.5000000000000002 7.5000000000000009 38.115136752438836 17.127397075626423 0.32807000455761887 1.0000000180025095e-35 20.929707056864721 74.511185306592736 4.8978095803798452 19.220107850151887 1.0000000180025095e-35 10.293509589067931 3.5000000000000004 -0.50401730335594352 1.0000000180025095e-35 7.7962600000000082 9.7188327521030899 128.77832742452503 0.41420154317905683 1.5000000000000002 1.5624988660164777e-06 80.37646848188524
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 8 2 2 2 2 8 2 2 2
left_child=6 2 3 4 29 8 12 9 15 10 11 21 16 19 -5 20 17 -1 23 -7 26 -4 -23 -8 -19 -16 27 -6 -29 -2
right_child=1 -3 7 14 5 13 18 -9 -10 -11 -12 -13 -14 -15 25 -17 -18 24 -20 -21 -22 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=7.4434569117244717e-05 -0.15252557778173814 0.023014894811219013 -0.089431394457959057 -0.12796211154061665 -0.019112449679285999 -0.067177175014847892 0.029033839995396851 0.081312716836646537 -0.098340602579487027 -0.094607946440343496 0.01540877564553695 0.011697179443776424 0.01954815472174825 0.077502325449664081 -0.32040343308258568 0.041461032577411849 0.0098855528298036482 -0.046866249597674582 -0.0079966030873566719 -0.15216085774615695 -0.46393684266717888 -0.012583106763756145 -0.053123904836013348 0.084358806398023845 -0.011108240726188705 -0.83350747915787426 0.078491107939927168 0.072465523493741232 -0.1306300652846818 -0.51050710038939107
leaf_weight=158123 6148 78787 6173 1817 128786 10165 149773 8751 8871 6486 88355 66787 135854 1486 1175 11757 182937 39018 26166 8196 163 193871 22120 10624 59341 123 2872 991 5523 197
leaf_count=158123 6148 78787 6173 1817 128786 10165 149773 8751 8871 6486 88355 66787 135854 1486 1175 11757 182937 39018 26166 8196 163 193871 22120 10624 59341 123 2872 991 5523 197
internal_value=0 -0.0106482 -0.0152146 -0.0367068 -0.0334816 -0.028863 0.00921927 -0.00490662 -0.0210501 -0.00687254 -0.00536434 -0.0117163 0.00345592 -0.0914394 -0.228412 -0.016482 -0.00151927 -0.00965382 0.0269907 -0.105112 -0.0214065 -0.0187549 -0.016735 0.0326983 -0.0252931 -0.369026 -0.0208844 -0.0229939 -0.0997323 -0.16364
internal_weight=0 659600 580813 188270 185155 178810 761836 392543 158963 383792 377306 288951 575273 19847 3115 150092 439419 256482 186563 18361 138335 222164 215991 160397 98359 1298 138172 135300 6514 6345
internal_count=1421436 659600 580813 188270 185155 178810 761836 392543 158963 383792 377306 288951 575273 19847 3115 150092 439419 256482 186563 18361 138335 222164 215991 160397 98359 1298 138172 135300 6514 6345
is_linear=0
shrinkage=0.1


Tree=30
num_leaves=31
num_cat=0
split_feature=47 97 122 62 0 1 35 130 0 57 57 132 127 47 11 62 11 61 45 11 123 132 34 189 189 62 1 106 62 11
split_gain=13139.6 9867.28 8625.62 11186.4 9145 6557.44 6120.87 5820.88 6622.58 5508.17 4780.83 5181.24 4559.69 4504.74 4396.31 4384.54 4233.33 4011.98 4626.29 3890.65 3876.75 3861.63 5274.32 3635.43 3553.93 3454.06 3584.34 3333.77 3323.04 3073.38
threshold=5.1667725924920509 1.0000000180025095e-35 1.0000000180025095e-35 4.5924761158733221 8.7887681801910134 -4.2578127271384307 7.9558557476578882 1.0000000180025095e-35 4.0092853993449244 50.618372725255533 22.998186430663175 1.0000000180025095e-35 1.0000000180025095e-35 44.509712145413751 -0.93748054380582391 4.8978095803798452 -0.50267433325196065 5.167635796894575 5.1000446670203816 -0.49676821883717814 1.0000000180025095e-35 1.0000000180025095e-35 15.719476253384039 1.0000000180025095e-35 1.5000000000000002 11.44001080094286 -4.1815336644187466 1.5000000000000002 22.880021601885719 -0.24738653179935838
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 8 2 2 10 2 2 2 2 2 2 2 2 2 10
left_child=6 7 3 4 9 -6 25 14 29 17 16 -12 13 19 -2 24 -7 -3 -19 -5 21 22 -18 27 -10 26 -1 -21 -29 -9
right_child=1 2 -4 12 5 10 -8 8 15 -11 11 -13 -14 -15 -16 -17 20 18 -20 23 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.13040340861292873 0.50557039291071137 -0.0013976836619849491 0.024578583974320008 -0.077059055330438359 -0.11469116232054502 -0.083096293915378136 -0.12973496744345392 -0.062632621273658665 0.0078179303287384296 -0.32416338759832614 -0.026588581464534924 -0.12169437844219894 0.070679191976904435 0.022801047057291746 0.057972653056496598 0.035489402184406951 0.0058215401269075635 -0.10108556329820576 0.0231002950611537 0.0099807327961931192 -0.026915632402650009 -0.03091522649244088 0.098478283336605854 -0.28952162387602326 -0.28247790591742838 0.0025329304722200058 -0.028543180637314532 -0.012333634005339825 0.025543076453811327 -0.28321342485698048
leaf_weight=3562 221 8113 115537 6641 6243 6799 5568 5148 139749 823 49317 6481 10242 96606 31053 87313 156181 20364 3518 194187 53361 27719 6395 433 423 39535 114588 198371 26225 720
leaf_count=3562 221 8113 115537 6641 6243 6799 5568 5148 139749 823 49317 6481 10242 96606 31053 87313 156181 20364 3518 194187 53361 27719 6395 433 423 39535 114588 198371 26225 720
internal_value=0 0.00346327 -0.00110706 -0.00448699 -0.0185064 -0.0132327 -0.0266913 0.0206228 0.0151933 -0.0687234 -0.0111644 -0.0376352 0.00460079 0.00330543 0.0611356 0.017899 -0.00526711 -0.0621528 -0.082792 -0.00111716 -0.00309535 0.00358414 0.00946623 8.58688e-05 0.0069419 -0.0230527 -0.0316141 0.000385308 -0.00791095 -0.0896978
internal_weight=0 1.25818e+06 993556 878019 345314 312496 163253 264627 233353 32818 306253 55798 532705 522463 31274 227485 250455 31995 23882 425857 243656 190295 162576 419216 140172 157685 118150 418783 224596 5868
internal_count=1421436 1258183 993556 878019 345314 312496 163253 264627 233353 32818 306253 55798 532705 522463 31274 227485 250455 31995 23882 425857 243656 190295 162576 419216 140172 157685 118150 418783 224596 5868
is_linear=0
shrinkage=0.1


Tree=31
num_leaves=31
num_cat=0
split_feature=47 106 198 184 113 62 124 10 123 53 122 67 17 124 100 106 45 45 155 1 47 17 80 57 156 185 57 124 1 43
split_gain=11606 7223.52 6186.42 5600.42 5207 4807.17 4724.48 4496.29 4372.44 4954.72 4259.69 4188.09 4146.52 4189.18 3893.35 3869.08 3463.9 4762.83 3417.22 3274.64 3175.53 3022.88 2891.18 2633.97 3650.26 3968.82 3786.24 2612.63 2998.2 2550.52
threshold=24.267662353057577 2.5000000000000004 5.5000000000000009 1.0000000180025095e-35 6.3379000000000074 5.7526245262592957 3.5000000000000004 0.57259630355254354 1.0000000180025095e-35 5.3273714384385489 1.5000000000000002 5.9328016951793776 1.1249996425626177e-06 1.5000000000000002 1.5000000000000002 5.5000000000000009 4.6789526880202974 4.5402230892734776 1.0000000180025095e-35 -4.9611736075876989 149.02543809862206 3.6592882687569598e-07 36.538896300998886 12.876496700483878 1.0000000180025095e-35 1.0000000180025095e-35 32.69451441140739 1.0000000180025095e-35 0.75226096452077107 4.9419441258988437
decision_type=2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 6 4 7 14 10 8 9 11 15 16 -10 -14 18 -3 17 19 -1 -2 21 -6 -5 -21 25 26 -25 28 -23 -7
right_child=3 2 -4 22 20 29 -8 -9 12 -11 -12 -13 13 -15 -16 -17 -18 -19 -20 23 -22 27 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-0.011433789617640898 -0.26860153476190518 -0.027636670943078246 -0.25778347247814609 -0.0082055280344361936 -0.28993829424315937 0.01758247097270137 -0.41141541705487117 0.10722144596467978 0.06824704803869279 -0.05386884683122406 0.025155795990606317 0.024711884420924361 -0.01622448132820593 -0.11042298369584835 -0.035724141442894639 -0.089999180359608674 0.024847500655534309 -0.15452984028900063 0.02052648662570879 0.012274985590117722 0.2018207602813028 0.050362337792713367 -0.061061747959422298 -0.035519259357858483 0.0053651022188411293 0.019383344428654928 -0.13956971096313617 -0.0089095914590176552 -0.075301870938430687 -0.0032541589533474206
leaf_weight=245516 449 104080 1185 60784 284 112646 321 4616 5221 11447 13822 182785 51260 5200 56955 11000 72514 1980 38732 118860 1170 52399 12472 31691 72928 12053 3931 10394 1970 122771
leaf_count=245516 449 104080 1185 60784 284 112646 321 4616 5221 11447 13822 182785 51260 5200 56955 11000 72514 1980 38732 118860 1170 52399 12472 31691 72928 12053 3931 10394 1970 122771
internal_value=0 -0.00908307 -0.0303375 0.00898924 0.011982 -0.00427619 -0.0282518 0.00892369 0.00812809 0.0111772 -0.0272976 0.0126748 -0.0170158 -0.0249002 -0.0118604 -0.0335976 0.00567683 -7.01228e-05 -0.00707884 0.00120464 0.0385365 0.0355995 -0.0172044 0.00171053 -0.00870124 -0.0302184 -0.0470016 0.0370271 0.045809 0.00671608
internal_weight=0 707028 130408 714408 641152 576620 129223 574935 570319 508638 128902 497191 61681 56460 341203 115080 314406 241892 284248 239912 66217 65047 73256 239463 120603 47675 35622 64763 54369 235417
internal_count=1421436 707028 130408 714408 641152 576620 129223 574935 570319 508638 128902 497191 61681 56460 341203 115080 314406 241892 284248 239912 66217 65047 73256 239463 120603 47675 35622 64763 54369 235417
is_linear=0
shrinkage=0.1


Tree=32
num_leaves=31
num_cat=0
split_feature=155 102 37 144 156 57 198 189 185 123 134 93 188 39 145 39 73 17 124 144 11 71 131 159 189 159 93 13 184 39
split_gain=10538.5 10551.2 7969.96 8054.15 6567.49 6340.47 6051.77 4553.82 4220.6 3850.67 4352.78 3835.74 4694.57 5739.92 3477.19 3354.17 3299.89 3189.53 4368.54 3089.52 3411.84 2991.23 2937.64 2814.81 2788.75 2733.56 3816.96 2680.21 2655.57 2655.2
threshold=1.0000000180025095e-35 1.5000000000000002 10.214876562269112 1.5000000000000002 1.0000000180025095e-35 51.829801877172216 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.9139506172839509 1.5000000000000002 11.887232281716718 1.5000000000000002 35.436449709975491 315.7050000000001 0.86827711030182908 1.5000000000000002 1.0000000180025095e-35 -0.33128365513877062 21.475121100950535 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 62.320263766451376 0.32804664864393779 1.0000000180025095e-35 24.787680260309671
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 10 2 2
left_child=1 2 15 4 5 19 7 8 9 10 11 14 25 -14 28 24 -6 -11 -19 20 29 -8 -5 -15 -1 26 -13 -2 -3 -4
right_child=27 6 3 22 16 -7 21 -9 -10 17 -12 12 13 23 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0015533976517823711 0.0053320064293512302 0.022760682482564926 -0.049005423332250282 0.031126097621688494 -0.013124186469515209 -0.22336328761923729 -0.011186202192701188 -0.29810384374065518 0.038305078702327494 0.050749403574327216 -0.026614869538249958 -0.0059778834827926806 -0.025299309332621769 -0.44408009514755498 0.06703863358956054 -0.57551693863207753 -0.20746233268946612 -0.017357107939215296 -0.13144444504313521 -0.024218007826844645 -0.15734682335019293 -0.061746110301692997 -0.013708868815054393 -0.13035897742176536 -0.15350654199011945 0.014364528111573358 -0.23204200319651452 0.032927980748148393 -0.014811812928349761 -0.32194752436074009
leaf_weight=263444 51860 169281 80541 33015 146103 1951 51165 482 46444 6190 30561 91997 2609 597 16060 101 879 49392 3601 58508 3086 15171 26220 549 1165 138669 753 109521 21163 358
leaf_count=263444 51860 169281 80541 33015 146103 1951 51165 482 46444 6190 30561 91997 2609 597 16060 101 879 49392 3601 58508 3086 15171 26220 549 1165 138669 753 109521 21163 358
internal_value=0 -0.00308147 -0.0124476 -0.0223354 -0.0291681 -0.0443113 0.00585879 0.00914011 0.00939638 0.00686989 0.00988335 0.0124088 0.00367622 -0.107241 0.0223537 0.000650791 -0.0142864 -0.0171755 -0.0251096 -0.0418598 -0.0541499 -0.0227492 0.0112802 -0.29379 0.000870712 0.00547595 -0.00781321 0.02406 0.0185855 -0.0502133
internal_weight=0 1.26006e+06 615371 350661 291426 144444 644684 578348 577866 531422 472239 441678 235174 3755 206504 264710 146982 59183 52993 142493 83985 66336 59235 1146 264609 231419 92750 161381 190444 80899
internal_count=1421436 1260055 615371 350661 291426 144444 644684 578348 577866 531422 472239 441678 235174 3755 206504 264710 146982 59183 52993 142493 83985 66336 59235 1146 264609 231419 92750 161381 190444 80899
is_linear=0
shrinkage=0.1


Tree=33
num_leaves=31
num_cat=0
split_feature=47 35 127 3 189 11 97 12 144 0 10 57 47 45 37 156 44 124 106 123 15 10 11 189 42 188 54 10 93 62
split_gain=9434.34 7534.84 6512.96 6179.35 6863.04 6695.25 5828.07 5935.55 5992.39 4858.98 3949.75 3869.26 4224.37 3855.66 3485.71 5598.98 3474.45 3244.97 3035.09 2851.53 2846.29 2804.35 2717.76 2682.4 2665.31 2661.78 3055.97 3826.44 2623.72 2596.97
threshold=36.754851044445196 11.893951360780706 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.50796664517601542 1.0000000180025095e-35 0.50649575077938758 1.0000000180025095e-35 8.2320932263120135 0.8366065593125267 51.342191532980813 114.41047368606577 9.6438690692841238 10.214876562269112 1.0000000180025095e-35 4.6789526880202974 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 1.1368092691622107 0.57259630355254354 -0.3595228414681681 1.5000000000000002 12.80123123712322 1.0000000180025095e-35 4.5713127536355858 0.13798176983039681 3.7937086154763273 5.7526245262592957
decision_type=2 2 2 2 2 10 2 10 2 2 10 2 2 2 2 2 2 2 2 2 2 8 8 2 2 2 2 8 2 2
left_child=1 2 3 21 5 -5 29 8 9 -8 11 12 16 18 -11 24 25 28 -10 22 -13 -1 -3 -6 -16 26 -2 -28 -18 -7
right_child=10 19 -4 4 23 6 7 -9 13 14 -12 20 -14 -15 15 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.057763810219719894 0.027100686186091877 -0.079783025755153003 0.060143388539661835 -0.081765315633091223 -0.124853364534567 0.0060874857731968365 -0.069153294437926532 0.024772133784345118 0.005495745482199498 -0.0022395580375332669 0.14429682290529891 -0.14867678596446307 0.10031152801711725 0.020837141947430665 -0.045238568368723787 -0.012771402297570381 0.034983815107966436 -0.0067166196880284433 -0.014428570374984221 -0.64958145637065179 -0.01987994734103363 0.03303406385070478 -0.28678500446208649 -0.42710287660628021 -0.14152993024577668 -0.035939227061572369 -0.048496800680019742 0.0042950535332693983 0.010909767176881236 0.032789252923458655
leaf_weight=30037 46199 6241 15345 10821 2429 143165 18495 55600 139111 110103 2268 2306 5518 68071 55698 124935 115951 37180 169747 96 6704 3836 706 334 3031 17151 16167 91071 74267 48853
leaf_count=30037 46199 6241 15345 10821 2429 143165 18495 55600 139111 110103 2268 2306 5518 68071 55698 124935 115951 37180 169747 96 6704 3836 706 334 3031 17151 16167 91071 74267 48853
internal_value=0 -0.00522952 -0.00450331 -0.00551118 -0.00401532 -0.00355646 -0.00265308 -0.00665797 -0.00919357 -0.0194383 0.0126918 0.0119682 0.0134154 -0.000706453 -0.0163083 -0.0247423 0.0122106 0.0203033 -0.00545457 -0.1083 -0.0528439 -0.0474813 -0.10082 -0.16139 -0.0502082 0.00142295 0.00559925 -0.00366375 0.0255846 0.0128809
internal_weight=0 1.00665e+06 999611 984266 950393 947630 936809 744791 689191 312262 414782 412514 403504 376929 293767 183664 397986 227398 308858 7043 9010 33873 6947 2763 58729 170588 153437 107238 190218 192018
internal_count=1421436 1006654 999611 984266 950393 947630 936809 744791 689191 312262 414782 412514 403504 376929 293767 183664 397986 227398 308858 7043 9010 33873 6947 2763 58729 170588 153437 107238 190218 192018
is_linear=0
shrinkage=0.1


Tree=34
num_leaves=31
num_cat=0
split_feature=47 188 54 145 11 156 65 185 57 95 93 44 131 156 57 11 4 120 114 68 132 123 123 13 61 130 54 55 189 124
split_gain=8762.74 6520.14 14764.7 8157.03 5625.88 5206.5 6080.63 5272.22 5702.97 4260.23 4130.08 3405.24 3182.23 3103.68 3557.14 2901.09 2785.06 2650.39 2561.26 2457.66 2375.21 2355.45 2312.5 2307.05 2307.89 2294.38 2277 2259.65 2124.65 2102.51
threshold=6.4998786532622548 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.60921598504232488 1.5000000000000002 35.912260809617059 1.0000000180025095e-35 50.618372725255533 0.65058139534883741 1.6895513274754348 4.6789526880202974 1.0000000180025095e-35 1.0000000180025095e-35 25.954526467561383 -0.37053129913016053 0.53681161609571137 1.5000000000000002 208.3911499999995 147.48836545200405 1.5000000000000002 2.5000000000000004 4.5000000000000009 0.13539820744183992 5.167635796894575 1.0000000180025095e-35 1.0000000180025095e-35 5.1473432321792414 1.5000000000000002 1.0000000180025095e-35
decision_type=2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 8 2 2 2 2 2 2
left_child=9 3 4 5 -3 6 16 8 13 22 26 -4 -13 14 21 -10 18 -6 -2 -7 -11 -8 27 24 -18 -16 -5 29 -9 -1
right_child=1 2 11 10 17 19 7 28 15 20 -12 12 -14 -15 25 -17 23 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0028790669563800351 0.017613275167812928 -0.066112157689507109 -0.028579242591280175 0.0663978502096991 -0.21264543841328984 0.015914703001552271 -0.017961759281285183 0.019812129247070747 -0.078962820362142153 -0.048738371106046764 0.01189251561241984 0.01907590767932538 -0.010372635443400979 -0.0062232796607954253 -0.18553552645950372 -0.25133429384776051 -0.0044907540655885836 -0.43131492319805526 0.32261767044015555 0.13711766172529516 -0.17473935630623466 -0.21534861145296791 -0.75488346417744956 0.0026147055732661456 -0.068679307807577972 -0.055145491360571001 0.029860564981558469 -0.029465596469077138 -0.34765845648472826 -0.043551965232534608
leaf_weight=142610 112117 2609 57602 21318 2191 157137 67758 37727 3069 22829 164292 55789 107214 87606 1419 1432 13470 742 276 1691 1601 610 42 162690 9589 27557 85326 59012 158 13953
leaf_count=142610 112117 2609 57602 21318 2191 157137 67758 37727 3069 22829 164292 55789 107214 87606 1419 1432 13470 742 276 1691 1601 610 42 162690 9589 27557 85326 59012 158 13953
internal_value=0 0.00353922 -0.0117292 0.00715391 -0.172939 0.00133934 -0.00345616 -0.0157751 -0.0225851 -0.0174183 0.0218398 -0.00767928 -0.000293651 -0.0198785 -0.0321677 -0.133803 0.00593717 -0.267965 0.0183623 0.0172051 -0.0569957 -0.0197229 -0.012934 -0.001581 -0.0311833 -0.0615309 0.0371643 -0.0127895 0.0182796 -0.00650386
internal_weight=0 1.18139e+06 226147 955242 5542 684306 525478 227336 189451 240047 270936 220605 163003 184950 97344 4501 298142 2933 112393 158828 24430 68368 215617 185749 23059 28976 106644 215575 37885 156563
internal_count=1421436 1181389 226147 955242 5542 684306 525478 227336 189451 240047 270936 220605 163003 184950 97344 4501 298142 2933 112393 158828 24430 68368 215617 185749 23059 28976 106644 215575 37885 156563
is_linear=0
shrinkage=0.1


Tree=35
num_leaves=31
num_cat=0
split_feature=86 156 37 11 39 57 144 188 47 127 51 122 62 37 124 79 51 102 132 64 30 1 197 37 108 145 137 143 45 45
split_gain=7823.07 8083.76 9322.28 5979.24 5745.24 5274.91 5196.8 5055.69 4895.68 4474.58 3769.44 3211.62 3406.13 3487.52 3175.63 3085.42 2791.22 2691.99 2678.39 2666.18 2959.34 2500.88 2485.99 2410.89 2398.96 2310.01 2050.21 2828.18 2450.28 2706.2
threshold=1.0058271559460137 1.0000000180025095e-35 15.948544039431296 -0.3330283722629313 23.428507852225206 5.7432605419544878 1.0000000180025095e-35 1.5000000000000002 50.245676810150911 1.0000000180025095e-35 4.7378484036973685 1.0000000180025095e-35 11.44001080094286 14.950926653161545 2.5000000000000004 56.9503277673561 14.207361205453237 2.5000000000000004 2.5000000000000004 7.2775490144239274 12.597453009645834 -4.6748462480429849 1.0000000180025095e-35 5.363036104898927 23.500000000000004 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 4.6789526880202974 4.5402230892734776
decision_type=2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 14 5 -1 10 -6 11 17 -7 12 13 -3 15 19 -15 22 21 -4 -21 -18 26 -12 -5 -24 28 -28 29 -2
right_child=9 8 3 24 7 6 -8 -9 -10 -11 23 -13 -14 16 -16 -17 18 -19 -20 20 -22 -23 25 -25 -26 -27 27 -29 -30 -31
leaf_value=0.0074638090234796272 -0.0047499329968749412 0.0026434767722469383 -0.02414436257350416 -0.17429725198147505 -0.049030236250787423 -0.078858672422635168 -0.0009614292785315409 -0.44667416915337932 0.02852955367937924 0.053541435863363032 -0.0031819155915855596 0.024757148319003736 0.014826430410181413 -0.050444254385971068 -0.20182622734548278 -0.10022167217295877 -0.11098153378152363 0.029614359323231122 -0.18601230060255938 -0.082241008277618891 0.62206086814403538 -0.00990398580491819 0.016387263474547071 -0.036746036655109553 -0.60945574501668343 0.073569643182327657 0.001080873613298303 0.10208242266608721 0.013460634623878975 -0.12876548692694223
leaf_weight=147521 202480 162181 66179 2321 758 15040 101912 553 67425 23325 33024 45869 83921 22864 1192 7162 2492 53180 887 10505 60 138142 53006 60803 134 8151 6578 4792 97204 1775
leaf_count=147521 202480 162181 66179 2321 758 15040 101912 553 67425 23325 33024 45869 83921 22864 1192 7162 2492 53180 887 10505 60 138142 53006 60803 134 8151 6578 4792 97204 1775
internal_value=0 -0.00505325 -0.0149286 -0.0441909 -0.00780419 -0.00703962 -0.0171903 -0.216763 0.00337753 0.0108913 -0.0323825 -0.000338588 -0.00314286 -0.00776061 -0.0397522 -0.0374497 -0.0180252 0.00856241 -0.0127876 -0.0315916 -0.0782412 -0.0116951 0.00556887 -0.0249326 -0.198049 0.0240085 0.00196398 0.043649 0.000391769 -0.00582764
internal_weight=0 970945 447164 87553 359611 358300 210779 1311 523781 450491 108867 456356 410487 326566 85098 83906 164385 427166 141521 76744 10565 140634 373986 93827 2455 61157 312829 11370 301459 204255
internal_count=1421436 970945 447164 87553 359611 358300 210779 1311 523781 450491 108867 456356 410487 326566 85098 83906 164385 427166 141521 76744 10565 140634 373986 93827 2455 61157 312829 11370 301459 204255
is_linear=0
shrinkage=0.1


Tree=36
num_leaves=31
num_cat=0
split_feature=97 122 11 3 144 57 132 123 10 1 49 130 62 45 17 124 10 93 0 1 61 11 189 189 113 93 185 156 144 48
split_gain=7173.41 6941.85 8708.62 8934.88 6441.09 6357.86 6588.65 5330.05 4864.83 4862.99 4614.44 4142.98 4055.33 3693.92 3642.63 5846.94 3426.64 4250.58 3710.72 4308.12 3568.6 3365.52 3055.26 2985.37 2983.29 2916.43 2885.74 4665.61 2828.52 2710.97
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.49676821883717814 1.0000000180025095e-35 1.5000000000000002 26.149826245619927 1.5000000000000002 1.0000000180025095e-35 0.8366065593125267 0.11665643645926412 28.568112486490559 1.0000000180025095e-35 1.0000000180025095e-35 9.6438690692841238 4.8399958720703568e-06 1.5000000000000002 0.15103442601900702 1.8155473014823216 11.857932785537999 -4.068853044690095 5.167635796894575 -0.93748054380582391 1.0000000180025095e-35 1.5000000000000002 -3.3114999999999957 1.0679021831860489 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 89.751098400290516
decision_type=2 2 8 2 2 2 2 2 10 2 2 2 2 2 2 2 8 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=11 2 8 -4 5 7 9 10 -2 22 16 21 23 -6 -9 -16 20 -18 19 -19 -5 -1 26 -13 -10 -3 27 -7 -22 -8
right_child=1 25 3 4 13 6 29 14 24 -11 -12 12 -14 -15 15 -17 17 18 -20 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.4294226115471439 -0.089283276214158033 0.030114250861732424 -0.064214236366095911 0.014093647425167078 0.0065121698472952435 -0.063236073402454851 -0.13067799090186802 0.042959070709132664 -0.077086641016960555 -0.079762777202249779 -0.015603830869017003 -0.00084303982687761658 0.023063917616311345 0.042770614189711731 -0.021712995553957174 -0.1085372786393769 0.019919887055000196 -0.13148393532280769 0.0047688731831246889 -0.019001480160965228 -0.080553317855446921 0.043938578589717649 -0.18603041115594188 -0.20583733481841546 0.10655719835854921 -8.6272036389326167e-05 0.011639038204382397 -0.012038673090493291 -0.0014590241173020398 -0.40829439973318249
leaf_weight=228 18555 78689 24914 14091 131657 22946 3027 7411 1439 13531 126984 141644 120375 35721 81492 8572 182074 3889 155241 27360 12483 34086 1059 714 2296 53864 30243 79364 7089 398
leaf_count=228 18555 78689 24914 14091 131657 22946 3027 7411 1439 13531 126984 141644 120375 35721 81492 8572 182074 3889 155241 27360 12483 34086 1059 714 2296 53864 30243 79364 7089 398
internal_value=0 -0.00365135 -0.00652381 -0.00510304 -0.00354402 -0.00737594 -0.0258275 -0.00294276 -0.0683232 -0.022636 0.00101522 0.0138212 0.0095532 0.0142503 -0.0244314 -0.0299766 0.00626189 0.00905134 -0.00155985 -0.0330001 -0.0242788 0.0464999 -0.0168507 -0.00187119 0.0358039 0.017842 -0.0154991 -0.0235212 -0.0519053 -0.162938
internal_weight=0 1.12439e+06 991836 969546 944632 777254 150568 626686 22290 147143 529211 297047 262733 167378 97475 90064 402227 368564 186490 31249 33663 34314 133612 142358 3735 132553 132553 102310 19572 3425
internal_count=1421436 1124389 991836 969546 944632 777254 150568 626686 22290 147143 529211 297047 262733 167378 97475 90064 402227 368564 186490 31249 33663 34314 133612 142358 3735 132553 132553 102310 19572 3425
is_linear=0
shrinkage=0.1


Tree=37
num_leaves=31
num_cat=0
split_feature=47 106 100 86 198 84 122 185 134 188 54 11 45 16 47 124 144 57 13 80 17 42 1 57 51 45 12 93 61 198
split_gain=7192.34 6102.37 5754.25 5322.59 5079.25 4129.52 3999.29 3913.69 4757.36 3697.93 9750.73 4832.06 3472.72 3610.22 3050.73 3022.77 2734.24 2664.87 2623.29 2529.69 2488.05 2751.38 2963.97 2716.6 2374.98 2256.88 2222.09 2669.68 2171.56 2134.77
threshold=55.456129469221928 2.5000000000000004 1.5000000000000002 -8.4902190983984855 9.5000000000000018 14.141432047024169 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.50571681546300684 4.9034874874193806 1.8130296610169494 149.02543809862206 1.0000000180025095e-35 3.5000000000000004 45.36011375472129 0.32739938470279445 43.235837617210187 1.1249996425626177e-06 6.62695181334034 -3.8436532473475546 18.264934214704514 14.260852995197956 1.0000000180025095e-35 0.93665862373068565 1.0000000180025095e-35 11.007439937337912 20.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2
left_child=1 2 7 -3 6 19 12 8 9 15 11 -11 13 -5 17 18 -14 26 25 -4 -15 23 28 -22 -25 -1 -2 -28 -23 -19
right_child=14 3 5 4 -6 -7 -8 -9 -10 10 -12 -13 16 20 -16 -17 -18 29 -20 -21 21 22 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.0011032420419887668 0.019325517887264932 -0.25200150776659319 -0.024364559709968286 -0.090714342035599208 -0.21734278171795884 0.0054454482188415372 0.027558705357829644 0.029411791497076092 -0.029792196533933942 -0.055079502119533455 -0.0048789807056531208 -0.26511022361001396 -0.0065194681493202997 0.059248639047349484 0.17030092358793425 -0.01644391508532464 0.070149504740666099 -0.036181165428150745 0.02288842875642981 -0.086935949869332729 -0.006409686048568424 -0.17504211194294958 -0.035433035136961423 -0.083026862801313328 -0.026356727194284075 0.016666799553329399 0.29705519155909771 0.060528197405594057 -0.058307416888996016 -0.36938176219814911
leaf_weight=285272 151846 963 96868 8741 1251 54550 19862 56211 44155 2285 177276 2104 61974 3468 1336 47366 5029 5696 120871 6923 61683 3154 16008 9627 31900 138365 582 2650 3221 199
leaf_count=285272 151846 963 96868 8741 1251 54550 19862 56211 44155 2285 177276 2104 61974 3468 1336 47366 5029 5696 120871 6923 61683 3154 16008 9627 31900 138365 582 2650 3221 199
internal_value=0 -0.00255392 0.000709863 -0.0174033 -0.0164033 -0.0168305 -0.0152844 0.00388796 0.00213337 0.00395574 -0.00852434 -0.155764 -0.0194393 -0.0285193 0.0198123 0.00778627 -0.000764976 0.0185633 0.00989402 -0.0285382 -0.0243069 -0.0266141 -0.0583971 -0.0197214 -0.0394943 0.00618649 0.0210719 0.103121 -0.116061 -0.0474292
internal_weight=0 1.25913e+06 1.03225e+06 226881 225918 158341 224667 873905 817694 773539 181665 4389 204805 137802 162309 591874 67003 160973 544508 103791 129061 125593 22383 103210 41527 423637 155078 3232 6375 5895
internal_count=1421436 1259127 1032246 226881 225918 158341 224667 873905 817694 773539 181665 4389 204805 137802 162309 591874 67003 160973 544508 103791 129061 125593 22383 103210 41527 423637 155078 3232 6375 5895
is_linear=0
shrinkage=0.1


Tree=38
num_leaves=31
num_cat=0
split_feature=67 55 124 17 124 93 159 1 55 54 13 1 105 34 97 57 102 55 45 17 10 55 42 12 131 188 54 54 124 93
split_gain=6775.46 6257.28 4824.57 6539.69 6215.22 4934.99 5074.15 4749.63 6059.51 4717.98 5267.18 4557.55 3819.6 3798.36 2998.91 2796.72 2780.91 2707.68 2684.83 2556.24 2396.04 2358.19 2340.76 2333.29 2264.03 2213.04 2755.84 2172.19 2124.67 2089.6
threshold=11.838340365017041 5.4595822028148939 1.0000000180025095e-35 1.1249996425626177e-06 1.5000000000000002 1.8579688681027968 1.0000000180025095e-35 -0.16275284496514689 5.7881688737142127 4.2251533178557921 0.12881813050546495 -4.3714108374642109 1.5000000000000002 11.78844701019033 2.5000000000000004 12.427015362152781 1.0000000180025095e-35 11.371633894658768 1.0000000180025095e-35 0.86827711030182908 0.49033600597797983 11.668457031928028 62.864223572124494 0.39006210238911221 3.5000000000000004 1.5000000000000002 5.5074453941678216 10.043039857185489 3.5000000000000004 58.989945132562013
decision_type=2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 10 2 2 8 2 2 2 2 2 2
left_child=1 2 5 22 -5 9 11 14 -9 13 24 19 -13 -1 -3 -16 -2 -10 27 -7 -8 -19 -4 -17 -11 -14 -27 -12 -6 -21
right_child=16 7 3 4 28 6 20 8 17 10 18 12 25 -15 15 23 -18 21 -20 29 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.028101123414723539 -0.0049783837211208447 0.0017894919782807995 0.06446410687704153 -0.023994859406446918 -0.12094076828064027 0.016910023018173903 0.0038745837713813468 -0.12178857722296782 -0.016493812118465939 -0.029337124810543208 0.014207615537365085 -0.20882293879150127 -0.011231559976734185 0.11078190387342726 -0.0034788860726650815 -0.070354853467356565 0.019324387031301689 -0.16387434889431524 0.025826042567921589 -0.11287791112101592 0.065240771589104699 -0.049433774669685571 -0.37485129043111592 -0.024320114165936019 -0.22948062390156942 -0.34763432528874649 -0.059896263704916158 -0.0056478884270566264 -0.46714183555692029 -0.33196329750329318
leaf_weight=57297 60163 120520 8695 63240 5661 1447 196085 7848 45783 30136 114248 1003 161212 6153 48221 14791 216588 2113 81974 4498 6576 12179 123 43074 576 365 3780 106422 183 482
leaf_count=57297 60163 120520 8695 63240 5661 1447 196085 7848 45783 30136 114248 1003 161212 6153 48221 14791 216588 2113 81974 4498 6576 12179 123 43074 576 365 3780 106422 183 482
internal_value=0 -0.00339475 0.000957009 -0.0227614 -0.0331128 0.00334963 -0.00486858 -0.0159561 -0.039151 0.0111255 0.0063683 -0.0174589 -0.0142667 0.036119 -0.0090036 -0.0212652 0.0140412 -0.0283555 0.0103726 -0.100087 0.00586581 -0.0663532 0.0583362 -0.0360872 -0.0330908 -0.0130866 -0.0852339 0.00463195 -0.131782 -0.134083
internal_weight=0 1.14468e+06 850156 77902 69084 772254 375448 294529 67923 396806 333356 172787 166360 63450 226606 106086 276751 60075 302644 6427 202661 14292 8818 57865 30712 165357 4145 220670 5844 4980
internal_count=1421436 1144685 850156 77902 69084 772254 375448 294529 67923 396806 333356 172787 166360 63450 226606 106086 276751 60075 302644 6427 202661 14292 8818 57865 30712 165357 4145 220670 5844 4980
is_linear=0
shrinkage=0.1


Tree=39
num_leaves=31
num_cat=0
split_feature=47 44 188 54 13 43 124 17 93 124 55 14 115 17 17 61 113 10 45 114 198 183 199 123 189 10 10 77 127 43
split_gain=6647.2 4562.71 4188.95 4204.28 5199.82 3636.65 3321.96 4222.53 3860.11 3433.74 3147.42 2956.52 2837.68 2878.99 2597.77 2574.82 2535.11 2438.07 2604.92 2397.89 2393.19 2310.19 2257.8 2192.64 2171.66 2131.9 2127.48 2108.88 2088.2 1984.14
threshold=12.842907382199146 4.6789526880202974 1.0000000180025095e-35 4.5713127536355858 0.16642694970190858 4.5660739663613432 1.0000000180025095e-35 1.5624988660164777e-06 1.8716761672102458 1.5000000000000002 5.3775901956851531 0.57247899159663873 1.0000000180025095e-35 1.1249996425626177e-06 3.6592882687569598e-07 5.167635796894575 8.1198600000000098 0.57259630355254354 1.0000000180025095e-35 208.3911499999995 20.500000000000004 2.5000000000000004 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 0.16535778510169619 0.41944977889856144 1.0000000180025095e-35 1.0000000180025095e-35 4.9419441258988437
decision_type=2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 8 2 2 2
left_child=10 2 3 19 15 27 8 26 16 -9 12 -12 21 -14 -10 -5 22 18 -16 -2 -17 24 -3 -15 29 -13 -8 -4 -6 -1
right_child=1 6 5 4 28 -7 7 9 14 -11 11 25 13 23 17 20 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0061455476296447759 0.014862276159540992 0.024688303832158615 -0.20337014418222588 -0.015771875441976339 -0.0024966978314309267 -0.023027783627353599 0.10131357133331989 -0.010949465781576758 -0.18027655754361721 -0.087841077234687232 -0.22125899438992908 -0.065322960081354881 0.037286192022274338 -0.065218611442986574 -0.003794388052344578 -0.061472669276525588 0.11692277963118175 0.096674975939443145 0.01529213535294003 0.14633137825426049 -0.45095839550566374 -0.45490598694413109 -0.0049561106259439517 -0.47052335180618149 -0.30086054816063434 -0.018941867770292595 0.010713783763084777 -0.053604666414525437 0.050121987854110164 -0.010859080906167523
leaf_weight=136614 104524 205657 1797 23162 190499 48384 4567 64242 755 6385 759 10927 3178 11827 163676 20211 2787 2901 126980 1406 159 113 29360 135 244 106505 5993 1972 7853 137864
leaf_count=136614 104524 205657 1797 23162 190499 48384 4567 64242 755 6385 759 10927 3178 11827 163676 20211 2787 2901 126980 1406 159 113 29360 135 244 106505 5993 1972 7853 137864
internal_value=0 0.00434022 -0.00396928 -6.43643e-06 -0.00728219 -0.0303979 0.00975927 -0.00908242 0.012634 -0.0179008 -0.0107746 -0.0245291 -0.00516834 -0.0473161 0.00497802 -0.0385793 0.0221093 0.00545447 0.00454401 0.0166073 -0.0645128 -0.00284652 0.0209849 -0.0697928 -0.00266057 -0.0232576 0.0498965 -0.12501 -0.000413459 -0.00239549
internal_weight=0 1.01327e+06 399967 347814 241884 52153 613303 81187 532116 70627 408166 118191 289975 15140 294312 43532 237804 293557 290656 105930 20370 274835 235017 11962 274722 117432 10560 3769 198352 274478
internal_count=1421436 1013270 399967 347814 241884 52153 613303 81187 532116 70627 408166 118191 289975 15140 294312 43532 237804 293557 290656 105930 20370 274835 235017 11962 274722 117432 10560 3769 198352 274478
is_linear=0
shrinkage=0.1


Tree=40
num_leaves=31
num_cat=0
split_feature=135 113 67 55 93 53 48 15 45 131 10 188 54 100 132 56 1 103 17 189 57 80 122 95 198 189 124 113 95 83
split_gain=5808.54 5756.85 4465.26 4428.16 4009.09 3725.14 3270.49 3226.4 2817.26 2536.33 2793.22 2479.75 2872.88 2456.96 2427.23 2369.21 2319.5 2256.14 2060.51 2133.76 2054.86 2021.3 2011.52 1862.76 1850.33 1848.08 1818.17 2170.97 1759.13 1750.12
threshold=1.5000000000000002 5.5562300000000056 5.4121370375941522 5.4595822028148939 3.6585657596371886 10.744871186056528 80.875869265382207 1.8278556034482762 4.2258071342925811 1.0000000180025095e-35 0.16239726566286988 1.0000000180025095e-35 4.3393779863563422 1.5000000000000002 1.5000000000000002 164.37878504162228 -5.0833177452282561 7.5000000000000009 3.6592882687569598e-07 1.0000000180025095e-35 12.427015362152781 25.588383295298687 1.0000000180025095e-35 0.21525096525096524 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 7.5392600000000076 0.8190909090909092 69.350854624712056
decision_type=2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 9 7 11 25 16 22 23 20 -13 -9 15 17 -6 18 -3 26 -5 -2 -1 -11 -8 -4 27 -20 -22 -14
right_child=21 14 5 6 8 -7 24 13 -10 10 -12 12 29 -15 -16 -17 -18 -19 19 -21 28 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0067810281388242764 -0.036964897196401635 -0.20424185745500148 0.013006312324513943 -0.0011993202211194995 -0.17512119599652545 -0.10078257701677243 -0.10760768477568244 0.0018843342591239776 -0.003258528855265327 0.0051323322443439972 -0.0010001491322534294 -0.21126987234267763 -0.043554862926952244 -0.020984786873704003 -0.14682912853699032 0.10659207274480856 -0.027648257182078279 -0.69841574179855259 0.018425918116010135 -0.10182762791258233 -0.029723467202695166 -0.11636676560074227 0.038277118858330184 -0.05772695644283532 -0.37287286384998974 -0.20973253278678158 -0.0075854389389280671 0.053867105103633621 -0.12933895137785009 -0.24797203659927367
leaf_weight=111151 9920 417 278751 36640 1080 3372 839 313701 77727 6781 179086 1166 16118 55253 885 3046 85452 44 115252 1464 33433 4737 24802 15468 383 373 21460 20333 1872 430
leaf_count=111151 9920 417 278751 36640 1080 3372 839 313701 77727 6781 179086 1166 16118 55253 885 3046 85452 44 115252 1464 33433 4737 24802 15468 383 373 21460 20333 1872 430
internal_value=0 0.000652498 -0.00166251 -0.00794537 -0.00426514 0.00405111 -0.0282555 0.00459657 -0.0170767 0.00197409 -0.00515177 -0.0260408 -0.0595566 -0.00154045 0.0183294 0.0192316 -0.0294889 0.0175577 0.0177559 0.0183399 -0.0177887 -0.0626268 0.0125269 -0.0385688 -0.190747 0.0127087 0.0194602 0.0237409 -0.0350054 -0.0488666
internal_weight=0 1.40678e+06 1.24388e+06 592428 501547 651450 90881 648078 164259 337288 201335 89659 17714 368954 162901 162016 86532 158970 158926 158509 71945 14657 135953 22249 1222 279124 157045 135585 35305 16548
internal_count=1421436 1406779 1243878 592428 501547 651450 90881 648078 164259 337288 201335 89659 17714 368954 162901 162016 86532 158970 158926 158509 71945 14657 135953 22249 1222 279124 157045 135585 35305 16548
is_linear=0
shrinkage=0.1


Tree=41
num_leaves=31
num_cat=0
split_feature=188 54 58 127 44 93 132 55 186 54 93 10 124 123 17 54 106 159 131 123 57 12 34 39 124 100 183 44 103 45
split_gain=5449.13 9150.74 5502.83 4459.47 4779.49 4032.73 3823.65 4128.1 4594.34 3500.49 5339.91 3913.33 3191.6 3140.36 3989.95 3204.28 3068.02 2979.6 2636.1 2356.27 2274.53 2268.73 2232.58 2230.7 2116.38 2100.83 2041.33 2039.29 2069.56 2604.61
threshold=1.5000000000000002 9.2184589929823257 85.209240221058394 1.0000000180025095e-35 4.6789526880202974 1.7203534335410158 1.0000000180025095e-35 5.4595822028148939 1.0000000180025095e-35 4.5713127536355858 0.63675424645166745 0.16535778510169619 1.0000000180025095e-35 1.0000000180025095e-35 1.1249996425626177e-06 9.9775809179110251 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 26.149826245619927 0.4169501691674885 15.00662485472566 24.063195747093292 1.5000000000000002 1.5000000000000002 2.5000000000000004 4.5660739663613432 1.0000000180025095e-35 4.5402230892734776
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2
left_child=2 21 3 4 6 13 9 -8 12 10 22 18 20 15 -15 -6 -7 27 -11 26 -9 -2 -1 -3 -16 -13 -18 28 -12 -30
right_child=1 23 -4 -5 5 16 7 8 -10 11 17 25 -14 14 24 -17 19 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.020776942991371554 -0.32790798729305265 -0.021212098364083005 0.017132849586928976 0.044548736733252992 0.02752612749687465 0.0033855282370864113 0.020993696102717133 -0.06990307880035633 -0.00034350648597532795 -0.030187922278225296 -0.093307126919046815 -0.0021309796814597769 0.0031682043782807695 0.086562400270098414 -0.011756784620801377 0.0052336767520991603 -0.013278414727942795 0.0055670717447100504 -0.10805904472695962 -0.41553977028249883 -0.14498001009009909 -0.13656441804890299 0.10751994562127383 -0.23387749625388535 -0.074421085985510518 -0.025761214358424087 -0.35210287380921712 -0.22536011422067881 -0.0023481639356364241 -0.11491371310048296
leaf_weight=68252 1113 36417 184281 20730 122894 254494 10503 20179 13494 49797 5633 177580 4915 3752 36676 135649 169145 21741 4763 146 5044 1398 3102 500 6318 47737 178 625 11895 2485
leaf_count=68252 1113 36417 184281 20730 122894 254494 10503 20179 13494 49797 5633 177580 4915 3752 36676 135649 169145 21741 4763 146 5044 1398 3102 500 6318 47737 178 625 11895 2485
internal_value=0 -0.0366566 0.0010458 -0.00142934 -0.00223914 0.00275407 -0.0103717 -0.0352899 -0.0488384 -0.00694456 0.00784897 -0.0129562 -0.0705515 0.0115174 -0.0123348 0.01583 -0.00355626 -0.0202673 -0.0369859 -0.0139808 -0.0849167 -0.221377 0.024548 -0.0240924 -0.0209653 -0.00713742 -0.0136346 -0.0474824 -0.0419273 -0.0218006
internal_weight=0 39428 1.38201e+06 1.19773e+06 1.177e+06 729252 447745 54135 43632 393610 113733 279877 30138 305289 46746 258543 423963 42379 54560 169469 25223 2511 71354 36917 42994 225317 169323 20638 20013 14380
internal_count=1421436 39428 1382008 1197727 1176997 729252 447745 54135 43632 393610 113733 279877 30138 305289 46746 258543 423963 42379 54560 169469 25223 2511 71354 36917 42994 225317 169323 20638 20013 14380
is_linear=0
shrinkage=0.1


Tree=42
num_leaves=31
num_cat=0
split_feature=189 97 184 122 11 3 12 183 144 161 132 47 48 52 93 45 135 46 68 11 114 1 131 131 134 41 95 39 188 124
split_gain=4917.65 5141.84 5003.39 4423.36 6926.41 5442.65 4388.97 3778.87 3330.77 2930.04 2943.1 3084.19 2966.15 2781.5 2557.85 2481.31 2421.01 2349.24 2249.67 2235.63 2214.98 2130.17 2078.91 1967.49 1961.55 1843.46 1819.72 1792.09 3047.17 1739.15
threshold=1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.49676821883717814 1.0000000180025095e-35 0.93665862373068565 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 55.279458204848169 81.713720563786637 17.244410837354348 1.0296304089562571 14.87608151579566 1.5000000000000002 10.235820274605663 31.751591297658809 -0.54318327146464696 184.16184999999953 0.28933158275432347 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 29.802886053490145 0.36899313501144165 12.212988386143527 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2 2 8 2 10 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 4 6 -6 -3 8 9 10 11 17 -12 22 -5 -10 20 21 -8 -2 24 29 -4 -15 27 -16 -23 -1 -29 -7
right_child=19 2 13 14 5 7 18 -9 15 -11 12 -13 -14 23 25 -17 -18 -19 -20 -21 -22 26 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.017463379995281851 -0.057233897784645132 -0.092435867166869454 -0.034285923586596372 0.029385526346250926 -0.051190925321353248 -0.0065702101974020087 -0.041067763935717448 -0.090244289739376593 0.0097626884811397932 0.031499020233087989 -0.035416837131333895 0.014615466748669892 -0.21276180930472652 0.00076004913021651254 0.00086517651347943817 0.057098257714954637 -0.055522650158643994 0.010025440539718322 0.074486898218027606 -0.31220715728977438 0.093681745462646543 -0.016809435755706013 -0.10068166714029501 -0.033432824237817189 -0.014855150577032822 -0.42058670294399447 -0.069197853601270148 0.0094585376681356487 -0.069072610807255061 -0.26987149627931206
leaf_weight=236439 666 13917 37799 71579 21662 449603 4286 4658 138427 23924 14861 85470 1007 50029 50416 12037 5231 80537 2776 711 3373 19825 5388 25358 24560 104 9962 20020 6560 251
leaf_count=236439 666 13917 37799 71579 21662 449603 4286 4658 138427 23924 14861 85470 1007 50029 50416 12037 5231 80537 2776 711 3373 19825 5388 25358 24560 104 9962 20020 6560 251
internal_value=0 0.000183159 -0.00290591 -0.000614409 -0.00308075 -0.0016994 -0.0598537 -0.000423957 7.6559e-05 -0.00288095 -0.00412431 -0.00307864 -0.0466713 -0.0223338 0.0172259 0.0135495 0.0119047 -0.00577834 0.00435559 -0.188887 0.013117 -0.00843197 -0.0425694 -0.0107414 0.012172 -2.42039e-06 -0.0343303 0.0146958 -0.00992312 -0.00671712
internal_weight=0 1.42006e+06 1.12388e+06 1.0053e+06 883203 862224 20979 840562 835904 685440 661516 645648 15868 118574 122099 150464 296183 560178 7062 1377 290952 479641 43187 75387 287579 50520 29787 263019 26580 449854
internal_count=1421436 1420059 1123876 1005302 883203 862224 20979 840562 835904 685440 661516 645648 15868 118574 122099 150464 296183 560178 7062 1377 290952 479641 43187 75387 287579 50520 29787 263019 26580 449854
is_linear=0
shrinkage=0.1


Tree=43
num_leaves=31
num_cat=0
split_feature=67 86 156 37 39 48 57 127 102 122 62 64 107 62 47 12 51 37 42 198 11 12 188 86 102 47 198 93 45 45
split_gain=4803.37 4596 4304.1 4381.99 4272.32 3480.56 2995.63 2363.69 2197.33 2138.27 2087.95 2074.92 2057.72 1980.76 2112.14 1928.66 1791.88 1795.31 1768.02 1762.72 1648.66 2430.18 1565.56 1452.8 1417.71 1368.01 1365.49 1288.24 1282.58 2657.96
threshold=11.838340365017041 1.0058271559460137 1.0000000180025095e-35 15.948544039431296 23.59408406709635 100.04662234661036 5.7432605419544878 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 5.7526245262592957 7.2775490144239274 25.500000000000004 16.190382987052057 18.55481989619636 0.38810333685513593 8.404890454571559 10.214876562269112 12.80123123712322 2.5000000000000004 -0.50796664517601542 0.93665862373068565 3.5000000000000004 -7.1329696960194475 2.5000000000000004 96.831937921940934 4.5000000000000009 3.5044206990797613 4.5713127536355858 4.5402230892734776
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 8 10 2 2 2 2 2 2 2 2
left_child=1 2 3 4 6 11 -1 28 -2 12 16 15 13 14 -4 19 17 -8 -13 -5 21 23 -6 -10 27 -16 -7 -22 29 -3
right_child=8 7 9 5 22 26 10 -9 20 -11 -12 18 -14 -15 25 -17 -18 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0035827362390469216 -0.0050841174977278121 0.0010983337351813157 -0.011913281571841836 -0.04459424190655184 -0.22203251084959363 -0.13815738194911131 -0.029446474536848712 0.038946575507565862 -0.33348401291039559 0.039678842089759012 -0.0043191675898640721 -0.052612026267712747 -0.19633593501576307 0.019631353912985799 0.0020066641641226335 -0.015264266951919609 -0.016809062973515025 -0.077324432515700245 -0.14808291866975395 -0.15252362837294842 0.022933189112839508 0.063544469353179325 -1.0781064976345409 -0.067401068567847916 0.038635443670201164 0.056365557931715896 -0.37693078997850082 0.0061375527645837332 0.013137554110336631 -0.12303207819094381
leaf_weight=109063 60163 249885 171740 17330 737 754 24063 20687 218 12823 67616 7835 543 39838 187267 39671 60927 11611 2578 1658 92803 1627 22 3494 28535 4747 351 89911 111202 1737
leaf_count=109063 60163 249885 171740 17330 737 754 24063 20687 218 12823 67616 7835 543 39838 187267 39671 60927 11611 2578 1658 92803 1627 22 3494 28535 4747 351 89911 111202 1737
internal_value=0 -0.00285832 -0.00735605 -0.0156322 -0.00992256 -0.0379283 -0.00926453 0.00606856 0.0118225 -0.000523728 -0.0177969 -0.0351115 -0.00179933 -0.0015376 -0.00385601 -0.0278091 -0.0272307 -0.0450296 -0.0762482 -0.0540185 0.0165187 -0.0383615 -0.246846 -0.0830277 0.0179057 0.00335053 -0.214003 0.0146683 0.00419397 0.000241435
internal_weight=0 1.14468e+06 761174 344216 274039 70177 273280 383511 276751 416958 164217 69072 404135 403592 363754 58659 96601 35674 10413 18988 216588 5339 759 3712 211249 192014 1105 182714 362824 251622
internal_count=1421436 1144685 761174 344216 274039 70177 273280 383511 276751 416958 164217 69072 404135 403592 363754 58659 96601 35674 10413 18988 216588 5339 759 3712 211249 192014 1105 182714 362824 251622
is_linear=0
shrinkage=0.1


Tree=44
num_leaves=31
num_cat=0
split_feature=188 54 145 11 124 47 189 93 45 131 86 132 156 65 185 43 13 51 198 151 1 95 93 78 144 12 95 120 14 97
split_gain=4617.77 9048.56 5804.91 4477.76 3555.56 3571.04 3635.91 3455.76 3442.41 2761.36 2669.03 2633.17 2609.58 2645.47 2966.34 2472.59 2445.01 2227.77 2505.35 2169.16 1982.46 1951.64 1827.75 1819.14 1718.23 1714.4 1693.82 1692.98 1678.01 1632.06
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 -0.60921598504232488 2.5000000000000004 80.582338671645132 1.5000000000000002 1.3505781383676061 4.2258071342925811 1.0000000180025095e-35 -8.4902190983984855 1.5000000000000002 1.5000000000000002 35.912260809617059 1.0000000180025095e-35 8.9964624267399014 0.14184729910806962 14.211574311297467 4.5000000000000009 3.5000000000000004 -2.3563342932978455 0.79238505747126442 15.501890274778855 24.265653869865968 2.5000000000000004 0.93665862373068565 0.34514106583072107 1.5000000000000002 1.1744565217391307 6.5000000000000009
decision_type=2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 8 2 2 2 2
left_child=2 3 4 -2 5 6 8 -4 11 15 -10 12 13 -1 17 -3 26 18 -15 -18 22 23 -19 -13 -12 -7 -11 -5 29 -9
right_child=1 9 7 27 -6 25 -8 28 10 16 24 21 -14 14 -16 -17 19 20 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0029751046837532421 -0.039377260078606147 0.019286115482505937 0.028943844849940184 -0.16186756343908681 -0.14152445216924281 0.029157168977500536 -0.19281799145021308 0.014783243571988304 -0.1423755563870511 -0.032940757073060933 0.0063624611278065984 -0.0050275626290212615 0.0057413020726238516 -0.040490514517384162 0.010339352265770096 -0.012051183070321971 -0.010413576685878365 -0.14663803076697846 -0.19715780726208409 -0.066476094798425242 -0.0089185510049535413 -0.16479666433740792 -0.036194125712745731 -0.084188016345312686 0.043026077640857627 0.16494414696072424 -0.11302210929343158 -0.32008444002481151 -0.0048301314101720626 -0.094216423261335655
leaf_weight=224086 3237 54348 107275 2712 1812 26982 1003 133186 1179 7907 223706 7014 146556 43952 26925 46912 164380 1654 1045 7204 68086 1346 15930 4953 13557 963 3966 901 77271 1388
leaf_count=224086 3237 54348 107275 2712 1812 26982 1003 133186 1179 7907 223706 7014 146556 43952 26925 46912 164380 1654 1045 7204 68086 1346 15930 4953 13557 963 3966 901 77271 1388
internal_value=0 -0.0112201 0.00289539 -0.124795 -0.00160155 -0.00128813 -0.00254494 0.0143202 -0.00230026 -0.00848762 0.00771158 -0.00670845 -0.00560146 -0.00995683 -0.0198844 0.00476809 -0.0158042 -0.0261122 -0.0441289 -0.0127674 -0.0166492 -0.0506319 -0.0465828 -0.0377911 0.00845739 0.0338365 -0.0596907 -0.201323 0.00691505 0.013659
internal_weight=0 291567 1.12987e+06 6850 810749 808937 780992 319120 779989 284717 238442 541547 528234 381678 157592 101260 183457 130667 44997 171584 85670 13313 17584 11967 237263 27945 11873 3613 211845 134574
internal_count=1421436 291567 1129869 6850 810749 808937 780992 319120 779989 284717 238442 541547 528234 381678 157592 101260 183457 130667 44997 171584 85670 13313 17584 11967 237263 27945 11873 3613 211845 134574
is_linear=0
shrinkage=0.1


Tree=45
num_leaves=31
num_cat=0
split_feature=47 10 145 93 188 39 44 44 57 185 171 54 198 47 54 159 86 108 54 3 145 63 198 48 12 97 17 123 1 151
split_gain=4221.33 3730.61 3715.55 4336.98 3312.87 3594.24 3145.61 2977.29 2558.94 4035.99 5180.13 2995.19 2922.05 2829.18 2055.71 2468.75 1936.15 1907.79 1883.03 1867.37 1851.46 1801.18 1631.44 1562.97 1549.49 1527.27 1565.3 3227.67 1632.53 1406.61
threshold=5.1667725924920509 0.57259630355254354 1.0000000180025095e-35 1.3077834094049823 1.0000000180025095e-35 11.887232281716718 9.1426255072711715 9.0745075149886052 31.463107939274003 1.0000000180025095e-35 1.0000000180025095e-35 9.7828986664318318 8.5000000000000018 74.511185306592736 13.714823121512561 1.0000000180025095e-35 -7.7456679738370235 9.5000000000000018 15.042142832540126 1.0000000180025095e-35 1.5000000000000002 5.8147500848596385 17.500000000000004 58.292386006093018 0.5079666451843291 1.0000000180025095e-35 1.1249996425626177e-06 1.5000000000000002 -4.9611736075876989 1.0000000180025095e-35
decision_type=2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2
left_child=17 2 6 18 -5 -6 7 8 13 10 11 -10 -13 16 15 -7 -2 -1 20 -18 -4 24 -15 -14 29 -8 28 -28 -27 -21
right_child=1 -3 3 4 5 14 25 -9 9 -11 -12 12 23 22 -16 -17 19 -19 -20 21 -22 -23 -24 -25 -26 26 27 -29 -30 -31
leaf_value=-0.012743480424794682 -0.18734882607442979 0.061446262810432889 0.02261143758211755 0.0087341663049752636 -0.0088606716952898297 -0.19144744378871648 0.025175409980400992 -0.17640843394478908 -0.01554310465872337 0.0090151176543173343 0.020654100384100427 -0.057614890450116196 -0.048963877730328398 0.024847541625854262 -0.013258252755723954 -0.050046059964297777 -0.038548846168367477 -0.064122028416778581 0.00054961333918786531 0.00071062710753503776 0.052963294960433518 0.0095479636939746169 0.18818089243698904 -0.26122387826487903 -0.054946219842340487 0.00088398205283190937 0.0038777839302686482 -0.087497349333478705 0.089434542060778777 -0.011651071479310547
leaf_weight=155674 579 10456 76475 185587 55464 2458 39719 1024 19926 32770 14206 35560 504 26465 2808 2481 15472 7579 26125 185534 27262 89081 626 1113 6428 4055 205104 3940 4279 182682
leaf_count=155674 579 10456 76475 185587 55464 2458 39719 1024 19926 32770 14206 35560 504 26465 2808 2481 15472 7579 26125 185534 27262 89081 626 1113 6428 4055 205104 3940 4279 182682
internal_value=0 0.001963 0.00146452 0.00973164 0.00199973 -0.0177725 -0.00213753 -0.00603703 -0.00575147 -0.0200336 -0.033383 -0.0468262 -0.0635932 -0.0028188 -0.0815763 -0.120418 -0.00459412 -0.0151287 0.0245449 -0.00437331 0.0305879 -0.00323305 0.0286217 -0.195065 -0.00627206 0.00714449 0.0038499 0.00215557 0.0463493 -0.00542235
internal_weight=0 1.25818e+06 1.24773e+06 378660 248798 63211 869067 611970 610946 104079 71309 57103 37177 506867 7747 4939 479776 163253 129862 479197 103737 463725 27091 1617 374644 257097 217378 209044 8334 368216
internal_count=1421436 1258183 1247727 378660 248798 63211 869067 611970 610946 104079 71309 57103 37177 506867 7747 4939 479776 163253 129862 479197 103737 463725 27091 1617 374644 257097 217378 209044 8334 368216
is_linear=0
shrinkage=0.1


Tree=46
num_leaves=31
num_cat=0
split_feature=189 11 97 161 144 0 57 122 11 3 12 49 124 17 51 131 61 116 97 97 61 62 185 57 130 62 17 11 51 93
split_gain=4034.92 6295.44 4222.61 3483.19 3359.04 4400.65 3773.68 3439.24 4255.61 2766.73 2582.27 2522.36 2437.04 2681.63 2764.61 2353.57 2307.65 2137.82 2082.93 2009.36 4355.46 2005.26 1890.94 1888.78 1876.1 2268.14 2413.91 2161.34 1797.43 1783.62
threshold=1.0000000180025095e-35 -0.54318327146464696 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 8.2320932263120135 12.876496700483878 1.0000000180025095e-35 -0.49676821883717814 1.0000000180025095e-35 0.93665862373068565 34.261826509386502 1.0000000180025095e-35 4.8399958720703568e-06 24.227243843052069 1.5000000000000002 5.167635796894575 1.5000000000000002 2.5000000000000004 2.5000000000000004 5.0360651244599408 22.754932304951179 1.0000000180025095e-35 12.876496700483878 1.0000000180025095e-35 5.7526245262592957 1.1249996425626177e-06 -0.93748054380582391 23.972927862554958 54.885407845752503
decision_type=2 8 2 2 2 2 2 2 8 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2
left_child=2 -2 24 4 5 6 -4 8 10 -10 -7 12 17 -14 -15 -6 -9 19 -8 -11 -21 29 -13 -22 27 -26 -27 -1 -25 -17
right_child=1 -3 3 -5 15 7 18 16 9 11 -12 22 13 14 -16 21 -18 -19 -20 20 23 -23 -24 28 25 26 -28 -29 -30 -31
leaf_value=0.33994605529465177 0.016640556529621986 -0.15593451301507799 -0.0077900455117055935 0.028832697367144684 0.021173713434653803 -0.079897350901854292 -0.04592893909014234 0.029052278336567962 -0.048258670554873387 0.0029571767417493487 0.0045200933899559462 -0.021979237177370006 0.036644951439817011 -0.0081532615405531996 -0.045919532765668458 -0.0083450758299248567 0.00039363465236995278 0.024895050766944909 -0.11844573009719583 -0.22277337517926973 0.0014634699264841492 0.024587207877839478 0.0067932713181208422 -0.04654649611776826 0.0029093039490474472 -0.24011617655193906 0.026289793847334621 0.031029086217297011 0.0016235244160946708 -0.17801146971527487
leaf_weight=228 4266 4190 31606 34647 85152 12398 24712 47096 14705 343209 5120 114751 8745 54778 29998 71702 69648 36374 4717 993 44836 22133 28518 22228 195862 342 61881 34086 11890 625
leaf_count=228 4266 4190 31606 34647 85152 12398 24712 47096 14705 343209 5120 114751 8745 54778 29998 71702 69648 36374 4717 993 44836 22133 28518 22228 195862 342 61881 34086 11890 625
internal_value=0 -0.0688715 0.000412162 -0.00238031 -0.00337617 -0.00585206 -0.0317837 -0.00397964 -0.00653304 -0.00533339 -0.0552246 -0.00442689 -0.00136356 -0.0160782 -0.0215169 0.00911719 0.0119549 0.00163109 -0.0575522 -0.000368658 -0.0146463 -0.00175129 -0.016252 -0.0120287 0.0111139 0.0081932 0.0248255 0.0330817 -0.0297594 -0.00981122
internal_weight=0 8456 1.41298e+06 1.12058e+06 1.08593e+06 906322 61035 845287 728543 711025 17518 696320 553051 93521 84776 179612 116744 459530 29429 423156 79947 94460 143269 78954 292399 258085 62223 34314 34118 72327
internal_count=1421436 8456 1412980 1120581 1085934 906322 61035 845287 728543 711025 17518 696320 553051 93521 84776 179612 116744 459530 29429 423156 79947 94460 143269 78954 292399 258085 62223 34314 34118 72327
is_linear=0
shrinkage=0.1


Tree=47
num_leaves=31
num_cat=0
split_feature=47 197 149 71 45 113 1 54 10 44 53 151 182 145 69 44 44 48 57 44 1 3 145 63 80 144 181 12 93 17
split_gain=4103.4 3050.76 3004.29 2930.41 2719.29 2209.88 2163.43 2119.7 2064.19 1978.09 1942.61 1842.86 1809.3 1782.32 1720.39 1675.65 3244.72 1653.14 1557.14 1491.3 2288.63 1464.59 1421.39 1419.75 1385.46 1251.15 1238.86 1226.87 2335.28 1284.74
threshold=36.4003964899808 1.0000000180025095e-35 1.5000000000000002 17.079053023304052 1.0000000180025095e-35 9.4356500000000008 -4.9611736075876989 14.997836703978683 0.8366065593125267 9.4758878547736511 5.4010674639650667 3.5000000000000004 1.5000000000000002 1.5000000000000002 97.066699614571945 9.1426255072711715 9.0745075149886052 93.073767378651098 45.175506540363138 9.3626213510767737 -2.3563342932978455 0.00055035523672715013 1.5000000000000002 5.8147500848596385 32.106052795818336 1.5000000000000002 2.5000000000000004 0.93665862373068565 1.0000000180025095e-35 0.86827711030182908
decision_type=2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2
left_child=1 2 4 13 6 8 -1 19 10 17 12 -5 15 26 -15 16 18 -9 27 20 -8 -18 -3 25 -22 -6 -4 29 -29 -2
right_child=5 22 3 11 23 -7 7 9 -10 -11 -12 -13 -14 14 -16 -17 21 -19 -20 -21 24 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.1443490653792929 -0.028960124470529591 0.012160270917210898 0.003388436557719557 -0.0086742088446382978 -0.0079722135807394744 0.072754964527512442 -0.062489544980105963 -0.040862058413083789 0.10210515134742248 -0.013152815542293979 -0.036645274778579727 -0.051874376041282845 -0.26367321188580622 0.03456707091420818 -0.21921045612750781 0.019159250620181582 -0.037522424907858155 -0.17619323437566289 -0.033248506234843288 0.0037003507727845172 -0.0094458967541594524 -0.25540858040175368 0.057327857904508166 0.019391562364472842 -0.041581978168613726 0.01404541721623162 0.061330858049436721 0.32476760764474999 0.038995867899135332 0.0070791155660550305
leaf_weight=1291 10257 53969 270724 76192 144878 5246 9400 40923 2291 42138 9988 11345 245 25125 270 103226 564 923 10245 59704 173612 681 8000 30274 14539 31403 3741 326 2328 277588
leaf_count=1291 10257 53969 270724 76192 144878 5246 9400 40923 2291 42138 9988 11345 245 25125 270 103226 564 923 10245 59704 173612 681 8000 30274 14539 31403 3741 326 2328 277588
internal_value=0 -0.0034971 -0.00491903 0.00182413 -0.00967653 0.00825485 -0.0151414 -0.0146525 0.00744485 -0.0284466 0.00692285 -0.0142731 0.00799609 0.00652331 0.0318689 0.00816035 0.0044007 -0.0438471 0.00506763 -0.0101493 -0.0143349 -0.156704 0.0179913 -0.000614219 -0.0119291 -0.00404996 0.0041782 0.00641892 0.0740982 0.0057949
internal_weight=0 998451 936482 387397 549085 422985 342530 341239 417739 83984 415448 87537 405460 299860 25395 405215 301989 41846 300744 257255 197551 1245 61969 206555 188151 176281 274465 290499 2654 287845
internal_count=1421436 998451 936482 387397 549085 422985 342530 341239 417739 83984 415448 87537 405460 299860 25395 405215 301989 41846 300744 257255 197551 1245 61969 206555 188151 176281 274465 290499 2654 287845
is_linear=0
shrinkage=0.1


Tree=48
num_leaves=31
num_cat=0
split_feature=47 127 131 10 62 1 43 123 184 49 12 95 93 144 131 135 17 113 62 37 188 54 11 93 124 145 61 189 183 11
split_gain=3488.22 3169.19 3325.03 4498.94 3629.41 3872.5 2505.76 2388.21 2160.57 2135.44 1812.37 1811.31 1793.32 1748.5 1713.73 1689.32 1615.13 1639.94 1572.25 1599.4 1544.45 2345.87 2445.46 1477.42 1436.29 1390.9 1388.65 1329.39 1417.4 1356.67
threshold=50.245676810150911 1.0000000180025095e-35 1.5000000000000002 0.1965879914248029 5.7526245262592957 -4.1815336644187466 5.5797294371362858 4.5000000000000009 1.0000000180025095e-35 11.577195611065225 0.93665862373068565 0.27842377260981915 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 3.6592882687569598e-07 9.4356500000000008 22.880021601885719 20.168530651586789 1.0000000180025095e-35 1.0000000180025095e-35 -0.50483408769247229 102.3720940861932 1.0000000180025095e-35 1.0000000180025095e-35 9.4765374776524975 1.0000000180025095e-35 1.0000000180025095e-35 -0.50631425668806418
decision_type=2 2 2 10 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 10
left_child=1 2 4 11 5 23 13 8 18 24 16 -4 -12 -6 -15 20 -2 27 19 -5 25 22 -22 26 -7 -11 -1 28 -18 -29
right_child=10 -3 3 7 6 9 -8 -9 -10 15 12 -13 -14 14 -16 -17 17 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=-0.1028157285414795 -0.14678603373396393 0.038406628594974554 -0.031102194983943315 -0.0023918976360702842 -0.0018596693028608106 0.011104048885919572 -0.0013871099127315256 -0.58933606047025877 -0.037719393223223138 -0.0070341940623697592 0.21582553382220235 -0.098529905916154015 0.046325410292138831 0.036832833657441465 0.013556671621712847 -0.055985605533899731 0.011006684915962834 0.06899734701911181 0.018857688799171511 -0.021757997921892151 -0.014924873335191503 -0.013888305721060375 -0.18277301347363448 -0.33599633675142027 -0.016644890444238745 0.0064251121086286653 -0.023618921971105114 0.055379661373988032 -0.095642513563734696 -0.14129498103366842
leaf_weight=4420 651 19034 8081 124332 39176 127111 134606 71 23990 247475 753 7858 3649 50029 86016 6855 199554 4759 22626 64909 1765 101300 1708 203 21861 111317 4436 509 1254 1128
leaf_count=4420 651 19034 8081 124332 39176 127111 134606 71 23990 247475 753 7858 3649 50029 86016 6855 199554 4759 22626 64909 1765 101300 1708 203 21861 111317 4436 509 1254 1128
internal_value=0 -0.00207551 -0.00272294 -0.0129248 1.55934e-05 -0.00435134 0.00887344 -0.00945092 -0.00927636 -0.00340201 0.0118237 -0.0643444 0.0753199 0.0167557 0.0221162 -0.00670624 0.0104789 0.010973 -0.00605571 -0.0090344 -0.00597752 -0.0166589 -0.0974716 -0.06926 0.00703201 -0.00285838 -0.0631458 0.00960903 0.0103407 -0.080142
internal_weight=0 1.20918e+06 1.19014e+06 251867 938278 628451 309827 235928 235857 619392 212257 15939 4402 175221 136045 470420 207855 207204 211867 189241 463565 104773 3473 9059 148972 358792 8856 202445 200808 1637
internal_count=1421436 1209179 1190145 251867 938278 628451 309827 235928 235857 619392 212257 15939 4402 175221 136045 470420 207855 207204 211867 189241 463565 104773 3473 9059 148972 358792 8856 202445 200808 1637
is_linear=0
shrinkage=0.1


Tree=49
num_leaves=31
num_cat=0
split_feature=155 185 57 171 57 93 159 1 188 105 51 145 101 45 10 45 51 198 37 62 13 113 48 123 1 124 189 62 123 12
split_gain=3317.66 3540.29 6267.93 9976.39 3362.85 3360.58 3858.54 5109.49 2884.37 2917.23 2783.11 2635.96 2489.25 2243.39 2190.17 1978.03 1827.86 1788.7 1763.26 1786.25 1730.98 1638.16 1627.41 1516.18 1554.78 1505.96 1472.06 1467.96 1402.8 1385.14
threshold=1.0000000180025095e-35 1.0000000180025095e-35 31.20500673847847 1.0000000180025095e-35 57.257960978151083 3.6585657596371886 1.0000000180025095e-35 -4.2578127271384307 1.5000000000000002 4.5000000000000009 14.207361205453237 1.5000000000000002 1.0000000180025095e-35 24.947478486705538 0.49033600597797983 1.0000000180025095e-35 9.4704982516531881 1.0000000180025095e-35 10.012131086800126 4.5924761158733221 0.3163750385266067 1.0942099999999997 111.35473246720255 1.0000000180025095e-35 -0.95482977450239326 2.5000000000000004 1.5000000000000002 34.798657552893069 1.0000000180025095e-35 0.5079666451843291
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 10 2 2 2 2 2 2 2 2 8
left_child=1 2 5 4 10 11 7 13 15 -10 17 12 25 21 29 28 18 -4 -14 -20 -2 -7 -6 24 -18 -1 -3 -19 -9 -8
right_child=20 26 3 -5 22 6 14 8 9 -11 -12 -13 16 -15 -16 -17 23 27 19 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.010554889010581143 -0.0047914846736327749 0.017286710887897263 -0.042688894268368471 0.024440324156534875 -0.093578227683252579 -0.037978067759339519 -0.00016181624610246516 -0.017124841622625411 -0.25370291924160909 -0.046548383509200791 -0.0212290060784113 0.02504073190704964 -0.0046402954556138357 -0.32816014036618774 0.048109551915116733 0.0025493334234787117 0.024018452090421596 -0.096706040777070998 -0.062666700300028785 -0.015685855927069392 0.019363687226638546 -0.11398520823691849 -0.26795924109597091 -0.017511152490722683 0.00050860566527296245 -0.12952920851634828 -0.24776332122539838 0.44129993637987214 -0.058632526288644439 -0.048851079933347634
leaf_weight=229631 39178 95988 27751 34298 5168 5831 241072 87741 959 2335 68221 55910 55787 361 9293 56685 34797 9085 12998 21445 122203 5520 597 35771 146817 770 210 51 8975 5988
leaf_count=229631 39178 95988 27751 34298 5168 5831 241072 87741 959 2335 68221 55910 55787 361 9293 56685 34797 9085 12998 21445 122203 5520 597 35771 146817 770 210 51 8975 5988
internal_value=0 -0.00172896 -0.00325286 -0.0226927 -0.0372731 -0.000482529 -0.00727428 -0.0190335 -0.0142714 -0.106858 -0.0331943 0.00437475 0.00222716 -0.0827454 0.000450755 -0.0122833 -0.00365958 -0.0553238 -0.0156244 -0.0334154 0.0134996 -0.0749404 -0.111636 0.00130667 0.00501306 0.0100867 0.0167081 -0.0937027 -0.0209766 -0.0013419
internal_weight=0 1.26006e+06 1.16386e+06 145171 110873 1.01869e+06 424760 168407 156695 3294 105108 593926 538016 11712 256353 153401 307615 36887 90230 34443 161381 11351 5765 217385 181614 230401 96198 9136 96716 247060
internal_count=1421436 1260055 1163857 145171 110873 1018686 424760 168407 156695 3294 105108 593926 538016 11712 256353 153401 307615 36887 90230 34443 161381 11351 5765 217385 181614 230401 96198 9136 96716 247060
is_linear=0
shrinkage=0.1


Tree=50
num_leaves=31
num_cat=0
split_feature=47 44 44 53 47 127 145 43 12 144 131 93 52 86 188 123 57 110 173 124 45 197 151 103 119 40 28 118 11 68
split_gain=3190.1 2493.41 4385.71 2093.15 2185.27 2016.83 2014.48 1872.55 1808.55 1768.93 1964.35 1685.9 1665.09 1644.67 1559.43 1540.42 1484.36 1454.6 1439.32 1376.09 1806.31 1295.48 1260.18 1229.21 1223.35 1212.26 1184.88 1141.97 1119.71 1102.97
threshold=18.55481989619636 9.1426255072711715 9.0745075149886052 5.3273714384385489 101.48612032723908 1.0000000180025095e-35 1.0000000180025095e-35 4.9419441258988437 0.93665862373068565 1.5000000000000002 1.0000000180025095e-35 1.3077834094049823 5.6672817477256459 -8.4902190983984855 1.0000000180025095e-35 4.5000000000000009 51.342191532980813 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 4.7423846868097472 1.0000000180025095e-35 1.0000000180025095e-35 7.5000000000000009 1.5000000000000002 11.896357593578424 14.084390180021799 1.0000000180025095e-35 -0.50796664517601542 42.11311859596902
decision_type=2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2
left_child=5 2 3 4 6 7 16 9 -4 10 -1 -8 -12 -9 -13 18 22 23 21 20 27 28 -2 -14 -3 -11 -6 -5 -15 -18
right_child=1 24 8 19 26 -7 11 13 -10 25 12 14 17 15 -16 -17 29 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0044504506129340654 0.0039503444675375483 0.012898128078740379 -0.22102186940810997 -0.054175954653692793 0.041479147388871686 0.043992901141794147 0.02156776039708248 -0.17844131858846643 -0.031445205885307075 0.012153802693063395 -0.076054699102746787 0.008084098980541958 -0.0084306878687586979 -0.066480266087335635 -0.023448617455537321 -0.48763332973946549 -0.012942629687518595 -0.061649997495832456 0.010422900516672284 0.047922374994678371 0.010834888608102423 0.012196610844462406 -0.0070685592819073398 -0.63824006818955947 -0.1070017948942706 0.063971154851498888 0.18991445279931246 -0.14174885469448462 -0.014842144488890053 -0.081786273287292446
leaf_weight=122891 203828 239574 1242 6898 8307 7999 74721 593 846 35440 4213 74834 87679 4273 19842 68 5620 5504 26886 1676 3621 17801 211472 31 854 5174 575 1899 243103 3972
leaf_count=122891 203828 239574 1242 6898 8307 7999 74721 593 846 35440 4213 74834 87679 4273 19842 68 5620 5504 26886 1676 3621 17801 211472 31 854 5174 575 1899 243103 3972
internal_value=0 0.00382895 0.000473686 0.000963105 0.00185325 -0.00586135 0.0011174 -0.00658162 -0.144211 -0.00042188 -0.00395701 0.0103382 -0.0145619 -0.0120724 0.00147554 -0.0117347 -0.00255878 -0.0117826 -0.0116239 -0.0371318 -0.0486112 -0.0138592 -0.00166051 -0.00865329 0.0124722 0.018755 0.0510885 -0.0730802 -0.0157341 -0.0414504
internal_weight=0 859781 619353 617265 603171 561655 594289 553656 2088 260932 220318 169397 97427 292724 94676 292131 424892 93214 292063 14094 12418 265177 415300 87710 240428 40614 8882 8797 247376 9592
internal_count=1421436 859781 619353 617265 603171 561655 594289 553656 2088 260932 220318 169397 97427 292724 94676 292131 424892 93214 292063 14094 12418 265177 415300 87710 240428 40614 8882 8797 247376 9592
is_linear=0
shrinkage=0.1


Tree=51
num_leaves=31
num_cat=0
split_feature=67 45 45 17 54 48 198 93 0 41 40 4 132 45 1 24 44 45 65 111 166 11 161 12 52 100 189 143 93 130
split_gain=2938.85 2709.8 7501.11 3759.83 2769.95 3529.56 3469.05 2351.21 3278.53 2346.08 2185.02 1975.51 2182.8 1874.45 1696.74 1557.32 1555.38 1537.56 1367.4 1340.96 1407.59 1379.35 1317.95 1303.92 1293.87 1277.88 1217.68 1167.68 1131.38 1108.97
threshold=11.838340365017041 4.6789526880202974 4.5402230892734776 0.86827711030182908 10.057534506445425 73.927767094800828 8.5000000000000018 3.345004381331568 11.773986936171392 30.306962724287679 5.9480183125919286 0.49708832262598251 1.5000000000000002 4.5713127536355858 -5.525104438594898 18.458352439581692 9.3786066744662602 4.9881916267914397 61.605662046018367 1.5000000000000002 1.0000000180025095e-35 -0.50796664517601542 1.0000000180025095e-35 0.93665862373068565 11.720849057311623 2.5000000000000004 1.5000000000000002 1.5000000000000002 1.6404965041572186 3.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 10 2 2 2 2 2 2
left_child=1 2 4 -4 7 16 -7 11 14 10 17 12 15 -5 -9 26 24 -3 -17 21 -21 23 -19 -2 -6 -22 -1 -26 -23 -16
right_child=19 9 3 13 5 6 -8 8 -10 -11 -12 -13 -14 -15 29 18 -18 22 -20 20 25 28 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.018155068920017427 -0.070614642002801001 0.026973701257885938 -0.017730321087140715 -0.21086696719851528 -0.032861023226459646 -0.040564587712160705 -0.21183948254692606 -0.30088556428176472 -0.0033428224324780851 -0.29959946075576316 0.017943030562983523 -0.00014218927351361036 -0.06942526976922607 -0.013344951458062538 -0.036242744131554629 0.23592697329596499 0.00032238257854175125 -0.0052008837787662354 0.054668511334014402 -0.0080215666543335083 0.012673550748264492 0.025356250342264821 0.019016312169902818 0.039406804618540618 -0.010157293612333114 0.089023823157977647 -0.13284246449998721 -0.14690023557523149 0.009253462385995689 -0.16855596691190911
leaf_weight=97647 3563 19694 2337 3087 31741 20758 1254 251 139717 252 100396 215593 2862 569 24878 575 114765 184357 1507 66594 16805 70062 25592 1544 155039 2521 537 627 115662 650
leaf_count=97647 3563 19694 2337 3087 31741 20758 1254 251 139717 252 100396 215593 2862 569 24878 575 114765 184357 1507 66594 16805 70062 25592 1544 155039 2521 537 627 115662 650
internal_value=0 -0.00223577 -0.0053343 -0.116799 -0.00450797 -0.0116619 -0.0503219 0.00028162 -0.00938862 0.00540425 0.00563714 0.0053029 0.0166861 -0.180126 -0.0421557 0.019144 -0.00884571 0.000257209 0.104728 0.00924747 -0.0011264 0.0139182 -0.0022489 -0.0373518 -0.0144601 0.0226331 0.0173292 -0.0107081 0.015328 -0.0396117
internal_weight=0 1.14468e+06 814394 5993 808401 324184 22012 484217 165496 330291 330039 318721 103128 3656 25779 100266 302172 229643 2082 276751 85920 190831 209949 5107 187407 19326 98184 155666 185724 25528
internal_count=1421436 1144685 814394 5993 808401 324184 22012 484217 165496 330291 330039 318721 103128 3656 25779 100266 302172 229643 2082 276751 85920 190831 209949 5107 187407 19326 98184 155666 185724 25528
is_linear=0
shrinkage=0.1


Tree=52
num_leaves=31
num_cat=0
split_feature=97 122 11 189 3 12 46 10 61 144 1 93 17 124 45 49 40 132 62 189 11 113 62 42 10 46 142 144 12 130
split_gain=2784.25 2597.08 3741.52 3292.89 3167.05 2971.99 2533.47 2494.54 3334.23 2632.6 2328.23 5597.73 3150.6 3753.63 2523.24 2260.43 2022.31 1983.15 1894.07 1865.77 2578.57 1810.1 1723.39 1972.84 1590.25 1547.42 1540.25 2707.36 1474.17 1459.91
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.49676821883717814 1.0000000180025095e-35 1.0000000180025095e-35 0.51599074694349822 11.784370519014884 0.16535778510169619 5.167635796894575 1.0000000180025095e-35 -2.9772102922672228 18.904789951325615 3.0022202145583625e-06 1.5000000000000002 9.781847602165568 17.638639112147114 5.9480183125919286 1.5000000000000002 23.260248788361483 1.0000000180025095e-35 -0.49676821883717814 2.7706300000000015 16.566694848062895 25.782609595054673 0.23726811593467226 15.011165556629654 1.0000000180025095e-35 1.0000000180025095e-35 0.50372825757035755 1.0000000180025095e-35
decision_type=2 2 8 2 2 10 2 8 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 10 2 2 2 10 2
left_child=19 2 5 4 -4 28 7 8 -6 -10 11 -9 -12 14 15 -14 22 -17 -16 26 -21 -15 23 -13 -18 -8 27 29 -2 -1
right_child=1 -3 3 -5 6 -7 25 10 9 -11 12 16 13 21 18 17 24 -19 -20 20 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.027864964754078316 -0.03702218101516648 0.010871659728951908 -0.038055999750633202 -0.14675652599646211 0.0092669146942780112 -0.018342978563552437 0.057891736823919772 -0.10656001293538218 -0.059770403888633639 -0.014390205609203214 0.076959849451363957 -0.025692057823396265 0.0086228073332696286 -0.030595354300247374 0.019543496850679992 -0.0032447481992173132 -0.038518567249899383 -0.049089799390636117 0.099503064853413717 0.017836737702121658 -0.13120882953257171 -0.12626154612384669 -0.0013914156184614617 -0.18602431353462978 0.0069784130919907988 0.01028401266276344 -0.0011355536416639978 0.041170357684047441 -0.12875649500130967 0.0047558548631229155
leaf_weight=34314 2751 132553 24914 1593 25882 14716 10334 5898 23140 28563 5517 62449 206420 5616 38707 358054 8437 9691 3208 2400 2248 3053 41270 777 85903 20120 91605 32021 4823 134459
leaf_count=34314 2751 132553 24914 1593 25882 14716 10334 5898 23140 28563 5517 62449 206420 5616 38707 358054 8437 9691 3208 2400 2248 3053 41270 777 85903 20120 91605 32021 4823 134459
internal_value=0 -0.00227481 -0.00403176 -0.00310049 -0.00286407 -0.0445391 -0.00193434 -0.00288118 -0.0200331 -0.0347004 -0.00128749 -0.0105523 0.00172206 0.00105766 0.00197713 0.000248005 -0.00770445 -0.00445288 0.0256633 0.00861066 -0.054249 -0.0642865 -0.0172869 -0.0276624 0.00290953 0.0264388 0.00960988 0.0145121 -0.0954371 0.00945427
internal_weight=0 1.12439e+06 991836 969546 967953 22290 943039 912585 77585 51703 835000 204734 630266 624749 616080 574165 198836 367745 41915 297047 4648 8669 104496 63226 94340 30454 292399 200794 7574 168773
internal_count=1421436 1124389 991836 969546 967953 22290 943039 912585 77585 51703 835000 204734 630266 624749 616080 574165 198836 367745 41915 297047 4648 8669 104496 63226 94340 30454 292399 200794 7574 168773
is_linear=0
shrinkage=0.1


Tree=53
num_leaves=31
num_cat=0
split_feature=47 171 65 185 57 156 51 95 39 188 48 13 54 120 48 93 123 37 41 12 71 142 54 120 11 54 107 13 123 75
split_gain=2796.87 2654.91 2849 5182.4 6816.08 4607.51 2094.18 1997.91 1924.13 2386.94 1782.42 1768.02 2031.27 1689.82 1595.66 1590.22 1557.41 1507.72 1478.57 1467.63 1434.75 1427.6 1376.65 5028.59 2720.64 1280.75 1258.23 1241.21 1220.57 1514.37
threshold=61.523164965536083 1.0000000180025095e-35 35.912260809617059 1.0000000180025095e-35 38.314632465148108 1.5000000000000002 9.3069488396394267 0.57947368421052647 24.063195747093292 1.5000000000000002 41.47321788326046 0.14184729910806962 4.5713127536355858 1.0000000180025095e-35 81.713720563786637 1.9270962982406055 4.5000000000000009 10.214876562269112 39.940265579915952 0.93665862373068565 21.344644597799071 1.5000000000000002 5.3712900005583588 1.5000000000000002 -0.50796664517601542 5.0752563940212516 29.500000000000004 0.32804664864393779 1.0000000180025095e-35 44.409988121376479
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2 2 8 2 2 10 2 2
left_child=1 2 8 4 5 6 17 20 10 -10 15 12 -12 -14 -9 -1 18 -4 -8 -2 -6 27 23 -17 -25 -26 28 -5 29 -7
right_child=19 -3 3 21 7 26 16 14 9 -11 11 -13 13 -15 -16 22 -18 -19 -20 -21 -22 -23 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.0038458194354582622 0.013311481092317917 0.02145691081373062 -0.015088061270814869 0.014663008688812479 -0.025672028527015996 0.010665929622973783 -0.010006918038564324 -0.063173723343114704 -0.024708076631496326 -0.2027366421621177 0.025863770534858999 0.011413122261507147 -0.059327125426249849 -0.006450340590319412 -0.15432533241693736 -0.014193774724934261 -0.50351069886237387 -0.049550701125760703 -0.41997976909306917 0.085488122356234153 -0.075985888333591683 -0.0070025270507743072 -0.0014294509264892424 -0.05147099811019118 -0.29404172443065818 -0.053083798667286346 -0.244239736413013 0.047537435829288432 -0.020778196416594515 0.082380905280630315
leaf_weight=218998 108968 49349 25115 53802 32585 108043 255047 10568 3430 965 9891 255269 10079 15096 2347 69441 64 25670 88 2892 6861 23250 100831 1402 1149 273 196 14602 12138 3027
leaf_count=218998 108968 49349 25115 53802 32585 108043 255047 10568 3430 965 9891 255269 10079 15096 2347 69441 64 25670 88 2892 6861 23250 100831 1402 1149 273 196 14602 12138 3027
internal_value=0 -0.00129642 -0.00218741 -0.00739114 -0.0115378 -0.00738412 -0.0139626 -0.0456004 0.00215698 -0.0637974 0.00258175 0.00852085 -0.0125339 -0.02762 -0.0797384 -0.001816 -0.0102721 -0.0325077 -0.0101483 0.0151775 -0.0344233 0.0144045 -0.00897924 -0.0195134 -0.150322 -0.247782 0.00892734 0.0216806 0.00933008 0.0126204
internal_weight=0 1.30958e+06 1.26023e+06 573403 481749 429388 305984 52361 686824 4395 682429 290335 35066 25175 12915 392094 255199 50785 255135 111860 39446 91654 173096 72265 2824 1422 123404 68404 123208 111070
internal_count=1421436 1309576 1260227 573403 481749 429388 305984 52361 686824 4395 682429 290335 35066 25175 12915 392094 255199 50785 255135 111860 39446 91654 173096 72265 2824 1422 123404 68404 123208 111070
is_linear=0
shrinkage=0.1


Tree=54
num_leaves=31
num_cat=0
split_feature=15 124 100 189 53 67 55 93 16 197 156 143 1 113 48 17 198 10 45 184 12 10 1 93 62 37 51 140 1 13
split_gain=2612.53 2676.24 2285.33 2165.94 2164.77 2303.05 2246.34 2236.1 1848.03 1747.67 1722.44 1703.6 1642.19 1623.59 1607.32 1437.14 1404.66 1348.77 1265.04 1250.31 1235.47 1219.86 1573.77 3143.63 1528.57 1525.9 1674.69 1064.44 2180.45 1385.02
threshold=1.7670542635658917 2.5000000000000004 1.5000000000000002 1.5000000000000002 5.4010674639650667 1.0000000180025095e-35 22.911074397658858 3.7937086154763273 1.5659420289855077 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 -1.8240476636750749 8.5854500000000069 100.04662234661036 6.5624988444793894e-07 20.500000000000004 0.48990125125699252 14.064211192415293 1.5000000000000002 0.49285848437650187 0.48990125125699252 -2.3563342932978455 21.053181010318617 5.7526245262592957 15.042383322255281 9.844375798538076 2.5000000000000004 -4.6748462480429849 0.50795913355446409
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 10 8 2 2 2 2 2 2 2 10
left_child=1 3 9 4 5 6 7 12 -9 21 -4 -6 -1 14 18 17 -16 -3 -14 -7 -5 22 23 -2 25 -24 -27 28 29 -10
right_child=2 15 10 20 11 19 -8 8 27 -11 -12 -13 13 -15 16 -17 -18 -19 -20 -21 -22 -23 24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.070418796398380515 -0.093596703255292346 0.16355444535936872 -0.025157783669261292 -0.22572860118688359 -0.0064462961925351742 0.014420982217373091 -0.12933375994960447 -0.064106497107327229 -0.12839735265887006 0.015826650251846104 -0.0001602646985106905 -0.076156460368781792 0.0049466198955940184 0.080501693827857282 -0.072736687055346874 -0.14888082300718447 -0.53013666842664997 -0.11267865336003996 0.079732400293203137 -0.03207932704476478 -0.033940613738224816 0.034905994043245701 -0.00083544626211445655 -0.010597866961508787 0.0067206768457219769 -0.044842240426805305 -0.0096018287886793889 0.010468808435037218 -0.010009169423239136 0.03317864584683957
leaf_weight=4065 4767 341 77867 613 9866 269838 1324 6175 2534 54257 42669 5438 177797 2892 1643 1722 70 367 2291 5909 743 8454 274414 106841 171094 16068 83888 24022 62796 671
leaf_count=4065 4767 341 77867 613 9866 269838 1324 6175 2534 54257 42669 5438 177797 2892 1643 1722 70 367 2291 5909 743 8454 274414 106841 171094 16068 83888 24022 62796 671
internal_value=0 0.00515534 -0.00356514 0.00559509 0.00589159 0.00690204 0.000619543 0.00122335 -0.0111853 -0.00143106 -0.0163088 -0.0312165 0.00754727 0.0061635 0.00498097 -0.0995695 -0.0914279 0.0203658 0.00589801 0.0134245 -0.120641 -0.002838 -0.00332362 -0.0141429 -0.00110987 -0.00468857 -0.0152668 -0.00755529 -0.0141154 -0.0945697
internal_weight=0 581117 840319 578687 577331 562027 286280 284956 96198 719783 120536 15304 188758 184693 181801 2430 1713 708 180088 275747 1356 665526 657072 111608 545464 374370 99956 90023 66001 3205
internal_count=1421436 581117 840319 578687 577331 562027 286280 284956 96198 719783 120536 15304 188758 184693 181801 2430 1713 708 180088 275747 1356 665526 657072 111608 545464 374370 99956 90023 66001 3205
is_linear=0
shrinkage=0.1


Tree=55
num_leaves=31
num_cat=0
split_feature=127 131 10 61 100 43 144 130 34 54 120 11 86 57 124 188 54 51 95 144 55 137 43 22 151 3 141 67 190 144
split_gain=2497.45 2452.89 4284.91 3107.05 2428.53 2382.83 3220.88 2370.2 3022.1 2326.47 5369.57 2661.72 1960.96 1706.37 1583.46 1602.96 1614.05 1564.28 1514.09 1459.66 1381.51 1371.44 1281.88 1216.6 1163.93 1341.6 1137.36 1150.09 1116.66 1101.91
threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.18688824387114533 10.460767949519481 1.5000000000000002 8.9964624267399014 1.0000000180025095e-35 1.0000000180025095e-35 10.112669469228878 4.9015010544674711 1.5000000000000002 -0.50796664517601542 -8.4902190983984855 25.10428075880456 2.5000000000000004 1.0000000180025095e-35 4.3393779863563422 14.113662965310038 0.27842377260981915 2.5000000000000004 5.3775901956851531 1.0000000180025095e-35 9.3606111504331651 25.545955145027431 3.5000000000000004 0.66281682410466847 1.0000000180025095e-35 11.332004691544467 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 8 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 18 14 6 7 8 -1 10 -9 -12 -7 -11 15 19 -17 -6 -3 26 -5 29 -14 -24 -18 -26 27 -4 -2 -20
right_child=28 2 4 20 17 12 -8 9 -10 13 11 -13 22 -15 -16 16 24 -19 21 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.0092761915427117814 0.044035949257014685 0.0035479247109197034 0.00049965624407468593 -0.040523418293076492 -0.037001381443097801 -0.17932863154322834 0.027066143720802061 -0.0098426813285833244 0.057380719400072625 0.012573985755801702 -0.061236891287079848 -0.24429208085644327 -0.045634726726879696 -0.01708361760091889 -0.10967809426880488 -0.12606092663076049 -0.0062007961173958957 -0.0086792751309015381 -0.048463788120527179 0.026754335711054025 -0.094825266099661534 0.10125184136489587 -0.0031959075831587908 0.054449928728157376 -0.048512119694406525 -0.32443049739542845 -0.018115200100080213 0.012397988002653749 -0.0084830774010972929 -0.0078934881423308022
leaf_weight=70464 18232 25212 353535 12855 26817 637 80055 72135 16031 99665 1806 1418 7005 24089 1303 1162 138057 71486 18020 25206 7372 777 192746 3732 3714 185 26389 105475 5204 10652
leaf_count=70464 18232 25212 353535 12855 26817 637 80055 72135 16031 99665 1806 1418 7005 24089 1303 1162 138057 71486 18020 25206 7372 777 192746 3732 3714 185 26389 105475 5204 10652
internal_value=0 -0.000542716 -0.00401702 -0.0268302 -0.00174918 0.00450742 0.00933905 0.0043702 0.0181919 -0.00163396 -0.0154859 -0.141749 -0.00414803 0.00680107 0.000450366 0.000669874 -0.00868332 -0.0164055 -0.0144395 0.00329149 -0.0603145 -0.0298389 -0.00359963 -0.00210095 -0.00772251 -0.0616039 0.0020731 0.00323375 0.032374 -0.0333914
internal_weight=0 1.398e+06 828217 74888 753329 569783 365663 285608 86495 199113 75359 3224 204120 123754 655026 653723 143118 98303 54661 510605 20227 29449 203483 196478 141956 3899 485399 459010 23436 28672
internal_count=1421436 1398000 828217 74888 753329 569783 365663 285608 86495 199113 75359 3224 204120 123754 655026 653723 143118 98303 54661 510605 20227 29449 203483 196478 141956 3899 485399 459010 23436 28672
is_linear=0
shrinkage=0.1


Tree=56
num_leaves=31
num_cat=0
split_feature=47 10 145 156 37 11 144 57 188 122 144 55 61 120 123 134 117 37 51 1 93 37 144 51 57 131 54 61 17 137
split_gain=2374.34 2253.75 2124.98 1960.86 2623.73 3378.87 2546.32 2100.55 1899.47 1369.6 1319.09 1274.55 1266.9 1265.48 1236.65 1460.97 1242.89 1220.78 2625.85 1552.06 1546.95 1266.44 1232.54 1340.36 1513.49 1196.21 1141.05 1191.27 1080.88 1071.92
threshold=5.1667725924920509 0.57259630355254354 1.5000000000000002 1.5000000000000002 5.7881688737142127 -0.33128365513877062 1.5000000000000002 51.342191532980813 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 9.8987554638747728 11.128852320182892 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 15.042383322255281 14.260852995197956 -2.3563342932978455 14.299193515369113 20.68540699323135 1.0000000180025095e-35 9.524311578936052 12.876496700483878 1.5000000000000002 1.0000000180025095e-35 21.305003493448456 1.8049989560297964e-06 1.0000000180025095e-35
decision_type=2 10 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 4 12 6 7 9 13 17 -7 -10 -2 -4 15 16 -5 22 21 20 28 -19 23 24 -6 -8 27 -15 -20 -26
right_child=1 -3 8 14 5 10 25 -9 11 -11 -12 -13 -14 26 -16 -17 -18 18 19 -21 -22 -23 -24 -25 29 -27 -28 -29 -30 -31
leaf_value=-0.011346171051548316 0.0047256128970846632 0.047705821375054649 0.037424484895947248 0.011095463119176217 -0.0057609483425316221 -0.073073504230867711 0.021149118437120435 -0.063263126565632974 -0.024620250972448868 0.021052028997737532 -0.024876340297366906 -0.16600688514000117 0.035970966585314589 -0.17256340942387149 -0.017516751733518764 -0.018333414175376646 0.059890760873800269 -0.028252064461081423 0.13025445691994933 -0.00091094331493158276 -0.020400231359202461 -0.080106207796293044 0.0046398003641933312 -0.0034606506329578762 -0.042773527363504357 -0.00024124385943002198 0.01290880886587221 0.0054097325633328105 -0.13327800364063672 0.11596003658816811
leaf_weight=163253 233962 10456 23981 194572 26987 8714 50377 6559 4254 17664 16301 750 13739 683 17626 16759 5364 41992 170 105427 29648 5305 116920 149007 24325 54349 79180 837 1842 433
leaf_count=163253 233962 10456 23981 194572 26987 8714 50377 6559 4254 17664 16301 750 13739 683 17626 16759 5364 41992 170 105427 29648 5305 116920 149007 24325 54349 79180 837 1842 433
internal_value=0 0.0014722 0.00108476 -0.000196424 -0.00231007 -0.00562098 -0.00419205 -0.00702579 0.0143777 -0.00631606 -0.0416659 -0.0458113 0.00645867 0.0172549 0.00795541 0.0100273 0.0124046 -0.00727896 -0.0137514 -0.00674184 -0.0261586 -0.0340682 -0.00352219 -0.00827582 -0.0221418 0.0100483 0.0112613 -0.0745611 -0.111011 -0.0399974
internal_weight=0 1.25818e+06 1.24773e+06 1.13804e+06 903721 656020 631005 526279 109685 519720 25015 5004 247701 104681 234321 216695 199936 502056 184384 137087 31660 47297 317672 200752 51745 104726 80700 1520 2012 24758
internal_count=1421436 1258183 1247727 1138042 903721 656020 631005 526279 109685 519720 25015 5004 247701 104681 234321 216695 199936 502056 184384 137087 31660 47297 317672 200752 51745 104726 80700 1520 2012 24758
is_linear=0
shrinkage=0.1


Tree=57
num_leaves=31
num_cat=0
split_feature=113 171 57 185 123 158 49 79 53 82 198 17 188 54 93 4 143 132 97 40 132 0 132 11 17 124 11 100 135 113
split_gain=2287.76 2132.24 2619.45 7509.1 2640.5 2695.03 2585.2 2375.82 2355.78 2300.95 2292.36 1651.2 1623.38 1697.49 1526.48 1753.93 1468.89 1457.37 1434.61 1380.53 1352.97 1319.97 1239.55 3026.93 1221.43 1458.94 1194.76 1187.33 1186.41 1269.85
threshold=6.4977800000000059 1.0000000180025095e-35 31.20500673847847 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 17.324541498047594 37.677630967458718 5.4010674639650667 5.4529439976157947 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 8.904681804954901 3.6585657596371886 0.4782432149242673 1.0000000180025095e-35 3.5000000000000004 4.5000000000000009 11.817151494053363 1.0000000180025095e-35 11.750910484066599 1.0000000180025095e-35 -0.36270529698459991 4.8399958720703568e-06 1.0000000180025095e-35 -0.50571681546300684 1.0000000180025095e-35 1.0000000180025095e-35 8.1198600000000098
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 8 2 2 2
left_child=1 2 4 7 6 9 14 17 12 -6 -9 -11 19 26 15 -1 -10 -4 -12 22 -13 -16 -8 -24 -2 28 -14 -17 29 -26
right_child=24 -3 3 -5 5 -7 8 10 16 11 18 20 13 -15 21 27 -18 -19 -20 -21 -22 -23 23 -25 25 -27 -28 -29 -30 -31
leaf_value=0.026496518528276992 -0.041997561174568307 0.019409846073675248 -0.016326308915568608 0.012438779192875827 -0.035609886201898082 0.074949026793443022 -0.0002606851579407941 -0.033105360652226051 -0.019999641521260665 0.029266964689995012 -0.069979146023114308 -0.017764556104495743 -0.047391659351751991 -0.02028193616601184 -0.018898208787275852 0.013807618787239351 -0.094471960984728168 -0.18728925703553506 -0.16667642916715247 0.015723742102956927 0.02482544747590551 0.0044736575830934327 -0.0068135111672911475 -0.074937012688322688 0.022875707700374132 -0.015399682430183191 -0.23122722746835356 -0.0027401305716083183 -0.011350312015858245 0.059908872764766044
leaf_weight=67553 3301 49671 73925 73923 40476 3328 428173 31318 7132 11236 9549 57216 760 22990 29251 117159 4213 502 1828 47928 8577 138961 47054 7572 39059 9813 661 68837 7334 12136
leaf_count=67553 3301 49671 73925 73923 40476 3328 428173 31318 7132 11236 9549 57216 760 22990 29251 117159 4213 502 1828 47928 8577 138961 47054 7572 39059 9813 661 68837 7334 12136
internal_value=0 -0.000924262 -0.00170112 -0.0125161 0.000161819 -0.0137923 0.00186799 -0.0282667 -0.00254522 -0.0163056 -0.0470713 -0.0061619 -0.00162334 -0.0268379 0.00779554 0.0126957 -0.0476552 -0.0174794 -0.085516 -0.000463585 -0.0122124 0.000409438 -0.00207052 -0.0162565 0.0174136 0.0202832 -0.132906 0.00768331 0.0262658 0.0316546
internal_weight=0 1.34979e+06 1.30012e+06 191045 1.10908e+06 120833 988244 117122 566483 117505 42695 77029 555138 24411 421761 253549 11345 74427 11377 530727 65793 168212 482799 54626 71643 68342 1421 185996 58529 51195
internal_count=1421436 1349793 1300122 191045 1109077 120833 988244 117122 566483 117505 42695 77029 555138 24411 421761 253549 11345 74427 11377 530727 65793 168212 482799 54626 71643 68342 1421 185996 58529 51195
is_linear=0
shrinkage=0.1


Tree=58
num_leaves=31
num_cat=0
split_feature=47 197 127 62 131 79 120 54 12 189 12 3 46 43 144 132 30 93 12 11 11 123 63 37 11 54 142 48 113 17
split_gain=2069.12 1631.83 1576.08 1564.83 1724.15 1648.69 1418.72 2682.18 1406.52 1401.84 1769.55 1397.3 1504.95 1361.81 1316.12 1294.27 1198.95 1188.74 1168.38 1429.92 1165.55 1137.14 1089.62 1091.51 1243.35 1072.44 1450.08 1521.2 1239.53 1063.85
threshold=30.355967938238731 1.0000000180025095e-35 1.0000000180025095e-35 28.539244662471464 1.5000000000000002 30.289978496198454 2.5000000000000004 10.144264019817564 0.93665862373068565 1.0000000180025095e-35 0.6177234841041418 1.0000000180025095e-35 11.784370519014884 13.929720998868129 1.5000000000000002 1.0000000180025095e-35 7.7703794004737974 86.001194134428644 0.5079666451843291 -0.50674999374311069 -0.54318327146464696 4.5000000000000009 5.8147500848596385 9.7255947182489493 -0.33488652790784784 10.144264019817564 1.0000000180025095e-35 62.234189940392255 7.3370700000000051 1.0796391975470676
decision_type=2 2 2 2 2 2 2 2 10 2 10 2 2 2 2 2 2 2 8 8 10 2 2 2 8 2 2 2 2 2
left_child=1 2 3 4 13 21 8 -8 9 10 11 -2 18 14 22 -7 -10 -15 19 -13 -11 -6 23 -1 -25 28 27 -27 29 -21
right_child=6 -3 -4 -5 5 15 7 -9 16 20 -12 12 -14 17 -16 -17 -18 -19 -20 25 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.0016380464713687114 -0.029938313068470793 0.013545460733773933 0.031489073591484361 0.023867067760896109 -0.0078412310413409052 -0.024325459789539337 -0.18628347241457099 0.018603582720378146 0.029171120339089831 0.047818700981877627 -0.12336443392534829 0.027462629403672376 0.04514192559513576 -0.012751552633215313 0.014068128238567255 -0.076176203654118521 0.14226849921909976 -0.23790833475860829 -0.043526442771622674 0.050530293073992587 -0.10359810234002978 -0.51063097112708622 0.0052974629256635373 -0.0086169359378314905 -0.054745813511421361 -0.013177150909248536 -0.00041103570391679505 -0.072492788739077899 0.032890420772313578 0.00317165242049995
leaf_weight=132608 12690 55916 12254 18806 112781 41605 644 81290 5939 664 1115 23474 8600 107139 52926 5444 1113 235 5355 4841 2169 45 128660 206856 6013 17730 117806 5718 15981 235019
leaf_count=132608 12690 55916 12254 18806 112781 41605 644 81290 5939 664 1115 23474 8600 107139 52926 5444 1113 235 5355 4841 2169 45 128660 206856 6013 17730 117806 5718 15981 235019
internal_value=0 -0.00298694 -0.00410695 -0.0046434 -0.00531841 -0.0145994 0.00487339 0.0169932 0.00270624 0.00201356 0.00245667 0.00277037 0.0037256 -0.00297963 -0.000888494 -0.0303251 0.047021 -0.0132443 0.00288935 0.00348035 -0.068109 -0.00804177 -0.00255804 -0.00548353 -0.00991996 0.00206266 -0.00493131 -0.0276418 0.00592414 0.00412747
internal_weight=0 881288 825372 813118 794312 159875 540148 81934 458214 451162 448329 447214 434524 634437 527063 47049 7052 107374 425924 420569 2833 112826 474137 345477 212869 397095 141254 23448 255841 239860
internal_count=1421436 881288 825372 813118 794312 159875 540148 81934 458214 451162 448329 447214 434524 634437 527063 47049 7052 107374 425924 420569 2833 112826 474137 345477 212869 397095 141254 23448 255841 239860
is_linear=0
shrinkage=0.1


Tree=59
num_leaves=31
num_cat=0
split_feature=67 93 15 53 132 45 83 1 122 45 45 11 41 29 57 48 145 55 24 74 55 124 10 15 1 184 123 17 124 17
split_gain=2117.02 2027.42 1685.36 1739.31 1668.11 1561.01 1657.09 1545.54 1387.75 1399.26 2559.93 1705.9 1348.32 1240.11 1229.96 1173.79 1166.89 1114.38 1444.58 1197.41 1866.66 1069.59 1053.6 1011.84 940.059 891.902 888.036 1433.39 1256.72 1183.07
threshold=5.4121370375941522 3.7937086154763273 1.7340136054421771 10.744871186056528 3.5000000000000004 4.2258071342925811 69.350854624712056 -5.525104438594898 1.5000000000000002 4.6789526880202974 4.5402230892734776 -0.50796664517601542 30.306962724287679 3.6880638738630753 64.96332019315885 111.35473246720255 1.5000000000000002 5.4595822028148939 23.491066712567136 5.5801588530178483 5.7881688737142127 1.0000000180025095e-35 0.57259630355254354 1.5035211267605637 -4.9611736075876989 1.5000000000000002 1.0000000180025095e-35 0.86827711030182908 1.5000000000000002 3.6592882687569598e-07
decision_type=2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2
left_child=1 4 3 25 8 7 12 -3 9 10 14 -12 -7 -4 16 -16 17 18 -1 20 -19 22 24 -11 -9 26 29 -28 -29 -2
right_child=2 5 13 -5 -6 6 -8 21 -10 23 11 -13 -14 -15 15 -17 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=-0.0014847204945937363 -0.11296630829055027 -0.20026092710161364 0.0042477330805666151 -0.059657217817590383 -0.12004989878451132 -0.0014929898781805948 -0.10977466306529192 -0.14023676405206273 0.028218950985614902 0.047500676042719139 -0.0076452298192740522 -0.16694147276112423 -0.26074063673532055 -0.0058647026366871503 -0.045499920359936753 -0.26194524834281768 0.032002874841022926 -0.074533340139629575 0.21555361897921257 -0.0042308275088262541 -0.010592644551234279 -0.052685699803349209 0.039488720001292076 0.0071547388475781907 -0.017779908812004443 -0.028045249954525054 0.037794309031631022 -0.0042005109006501241 -0.065241992302927085 0.015359904987013052
leaf_weight=284363 721 476 315647 3487 1160 104778 1446 631 16801 6742 1161 1597 201 196926 3177 272 9500 7885 307 25576 10846 9005 3229 79672 96169 5577 6879 22076 3981 201148
leaf_count=284363 721 476 315647 3487 1160 104778 1446 631 16801 6742 1161 1597 201 196926 3177 272 9500 7885 307 25576 10846 9005 3229 79672 96169 5577 6879 22076 3981 201148
internal_value=0 -0.00411603 0.00361843 0.0104616 -0.000287137 -0.0120786 -0.00345385 -0.0204604 2.30328e-05 -0.00107583 -0.00392845 -0.0998846 -0.00198936 0.000362625 -0.00315446 -0.0625695 -0.00254903 -0.0035468 -0.00125066 -0.0182994 -0.0375091 -0.0196754 -0.0167037 0.0103025 -0.0185782 0.0114788 0.0124175 -0.00280762 -0.0135265 0.0149016
internal_weight=0 664994 756442 243869 449059 215935 106425 109510 447899 431098 344684 2758 104979 512573 341926 3449 338477 328977 284670 44307 18731 109034 100029 86414 96800 240382 234805 32936 26057 201869
internal_count=1421436 664994 756442 243869 449059 215935 106425 109510 447899 431098 344684 2758 104979 512573 341926 3449 338477 328977 284670 44307 18731 109034 100029 86414 96800 240382 234805 32936 26057 201869
is_linear=0
shrinkage=0.1


Tree=60
num_leaves=31
num_cat=0
split_feature=44 44 188 54 11 145 124 132 3 119 54 107 12 3 189 11 46 12 177 93 45 43 43 54 52 48 35 31 167 1
split_gain=1953.1 4122.52 2082.28 2108.43 2487.63 1974.34 1576.47 1520.2 1498.84 1458.94 1447.92 1439.16 1399.45 1786.69 1713.29 1917.67 1628.53 2187.51 1376.86 1284.23 1328.5 1281.28 1550.2 1241.59 2891.5 1610.04 1335.64 1232.63 1200.95 1194.48
threshold=9.1426255072711715 9.0745075149886052 1.0000000180025095e-35 4.3393779863563422 -0.54318327146464696 1.0000000180025095e-35 1.5000000000000002 4.5000000000000009 1.0000000180025095e-35 1.5000000000000002 10.144264019817564 27.500000000000004 0.93665862373068565 1.0000000180025095e-35 1.0000000180025095e-35 -0.54318327146464696 11.784370519014884 0.5079666451843291 1.0000000180025095e-35 4.8588444516256342 5.3438414759244361 1.0000000180025095e-35 4.5660739663613432 4.5713127536355858 11.682911871996629 36.484017876321801 6.5158227990938373 -2.2199999999999984 1.5000000000000002 -2.3563342932978455
decision_type=2 2 2 2 8 2 2 2 2 2 2 2 10 2 2 8 2 10 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 4 -4 6 7 12 -3 11 -7 18 13 -1 16 -16 17 19 21 20 23 -2 -23 26 25 -25 -15 -27 -19 -24
right_child=9 8 3 -5 -6 10 -8 -9 -10 -11 -12 -13 -14 14 15 -17 -18 28 -20 -21 -22 22 29 24 -26 27 -28 -29 -30 -31
leaf_value=-0.033175026109250542 0.016254720775785329 -0.029375595245860198 -0.0037091855218531118 -0.010252693278624606 -0.14140257088557642 0.01532902776230425 -0.05581256204749533 -0.15620525654254724 -0.17515208570881574 -0.091390288508447381 -0.0013876367579973023 -0.15320666169138833 0.044649678307023044 0.0053378311265831089 0.063085260890846484 -0.10394921991651862 0.027799843400583769 -0.044445575766185109 -0.032858465424893762 -0.0095105867643892686 0.024279168920246924 -0.046254745653519343 -0.0032447144620530392 -0.0048534689133565897 0.0021457093219647799 -0.014114658725893851 0.042719611364517573 -0.053981421732806262 -0.19141163620636753 0.0092017155644631959
leaf_weight=18819 106885 1138 2548 164017 2705 121963 5607 643 1855 1552 90085 569 6264 89979 882 3114 18500 6742 8970 147749 23969 6102 122171 26256 189609 12853 10694 19555 606 209035
leaf_count=18819 106885 1138 2548 164017 2705 121963 5607 643 1855 1552 90085 569 6264 89979 882 3114 18500 6742 8970 147749 23969 6102 122171 26256 189609 12853 10694 19555 606 209035
internal_value=0 -0.00254459 -0.00218045 -0.01225 -0.0746135 -3.34552e-05 -0.00304401 -0.00253055 -0.119725 0.00539983 0.00822724 0.0057309 -0.00235888 -0.00287609 -0.00184032 -0.0670812 -0.00136329 -0.00238508 0.00593047 -0.00162044 0.00150564 0.00671377 0.00369047 -5.86711e-05 -0.00385708 -0.0232588 0.00930871 -0.0381703 -0.0565661 0.00461064
internal_weight=0 966152 963159 169270 5253 793889 581841 576234 2993 455284 212048 453732 575591 569327 550508 3996 546512 528012 453163 520664 372915 444193 337308 348946 248273 58664 100673 32408 7348 331206
internal_count=1421436 966152 963159 169270 5253 793889 581841 576234 2993 455284 212048 453732 575591 569327 550508 3996 546512 528012 453163 520664 372915 444193 337308 348946 248273 58664 100673 32408 7348 331206
is_linear=0
shrinkage=0.1


Tree=61
num_leaves=31
num_cat=0
split_feature=185 57 171 124 158 113 54 49 198 94 82 44 17 132 186 55 17 93 44 12 132 31 58 132 120 51 73 73 127 100
split_gain=1929.32 3320.02 5272.55 2629.24 2352.03 2340.72 2227.32 2186.18 1817.36 1784.99 1682.14 1648.17 1519.04 1446.23 1873.86 2384.69 1347.73 1340.71 1224.56 1214.12 1195.35 1176.64 1107.09 1047.36 1053.36 1235.44 1038.46 1025.71 988.612 985.288
threshold=1.0000000180025095e-35 31.463107939274003 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 7.1696600000000066 15.042142832540126 27.710672469993717 9.5000000000000018 105.75391909793498 5.4529439976157947 4.6789526880202974 1.1249996425626177e-06 1.0000000180025095e-35 1.0000000180025095e-35 5.4595822028148939 0.86827711030182908 3.6585657596371886 4.5154446711681731 0.93665862373068565 1.0000000180025095e-35 -2.4184415584415575 79.515846656005507 2.5000000000000004 2.5000000000000004 18.873414275576263 127.98500000000003 88.245000000000019 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2
left_child=1 3 6 5 10 7 23 9 21 11 26 18 -7 -9 15 -15 -12 29 19 28 27 -8 -2 24 25 -3 -5 -18 -1 -13
right_child=22 2 -4 4 -6 12 8 13 -10 -11 16 17 -14 14 -16 -17 20 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0028384933096944854 0.0083736445361988817 -0.030435830047981716 0.018721698112439653 -0.020179007628110618 0.069863729605220956 -0.21636493631174841 -0.029464352579979702 -0.00321771457421338 -0.14508853289500281 0.046499942230317004 0.024354137980795817 0.01824298165946615 0.03485876695536394 0.0031705037804243448 0.011480083734756808 -0.062437852429178389 -0.0047057360402574851 0.0021107553019666862 -0.051587386167890936 0.06233785121717024 0.023174183311466527 -0.069915616823234591 0.035468544301091302 -0.18982849106904776 0.051856370211869597 -0.0051746803134739457 -0.053685655781389445 -0.030057412181614132 0.030677343281067124 0.0048310070072840284
leaf_weight=272139 82227 33674 36924 28729 3377 243 31442 221451 1672 9994 12085 141603 25264 8419 9918 16201 34579 217224 4883 2987 8659 9323 18467 340 2362 45547 13642 29638 9095 89328
leaf_count=272139 82227 33674 36924 28729 3377 243 31442 221451 1672 9994 12085 141603 25264 8419 9918 16201 34579 217224 4883 2987 8659 9323 18467 340 2362 45547 13642 29638 9095 89328
internal_value=0 -0.00101726 -0.0144602 0.000852688 -0.0125068 0.00255009 -0.0243123 0.00178951 -0.0429066 0.00452173 -0.0146913 0.00395269 0.0324654 -0.00618609 -0.0252187 -0.0400026 -0.0065745 0.00775025 -0.00193409 -0.00108103 -0.0117034 -0.0387156 0.0133428 -0.0146802 -0.0139502 -0.0159123 -0.030967 -0.0164063 -0.0017546 0.013055
internal_weight=0 1.32074e+06 161284 1.15946e+06 130709 1.02875e+06 124360 1.00324e+06 42437 747253 127332 737259 25507 255989 34538 24620 84961 448155 289104 284221 72876 40765 100694 81923 81583 79221 42371 64217 281234 230931
internal_count=1421436 1320742 161284 1159458 130709 1028749 124360 1003242 42437 747253 127332 737259 25507 255989 34538 24620 84961 448155 289104 284221 72876 40765 100694 81923 81583 79221 42371 64217 281234 230931
is_linear=0
shrinkage=0.1


Tree=62
num_leaves=31
num_cat=0
split_feature=157 97 144 57 55 122 11 12 10 61 67 45 68 55 167 54 117 194 102 11 180 10 53 124 75 65 54 117 86 198
split_gain=1747.52 1745.44 1599.46 1671.8 1585.77 1412.96 2730.62 3215.97 1467.62 2119.5 1406.87 1296.95 1270.6 1235.6 1115.56 1090.79 1083.82 1067.22 1036.51 1009.74 1788.37 1131.41 978.559 934.309 1042.31 926.977 926.058 914.057 966.002 892.268
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 45.36011375472129 11.371633894658768 1.0000000180025095e-35 -0.50267433325196065 0.51599074694349822 0.15103442601900702 5.167635796894575 1.0000000180025095e-35 9.6438690692841238 57.789780081915161 5.1078288256845612 1.5000000000000002 19.980262283033909 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 -0.49676780290424222 1.0000000180025095e-35 0.26254943142426757 1.0000000180025095e-35 1.0000000180025095e-35 17.986326839784436 71.430045137499079 5.191594488102834 2.5000000000000004 1.0058271559460137 20.500000000000004
decision_type=2 2 2 2 2 2 8 10 8 2 2 2 2 2 2 2 2 2 2 10 2 10 2 2 2 2 2 2 2 2
left_child=1 17 3 5 15 6 7 -3 9 -8 23 -4 14 26 19 -5 -16 18 25 20 21 -7 -12 27 -25 -1 -11 28 -10 -17
right_child=-2 2 11 4 -6 12 8 -9 10 13 22 -13 -14 -15 16 29 -18 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0061325407933212903 -0.016858724906292168 -0.10583635208660146 0.0058045736235394782 -0.003101066940845726 -0.074702351762275174 0.0090953638128763361 0.0080766751098743528 -0.013862419402806518 -0.0087258585047227319 0.021020116504162439 0.0048391241013123823 0.041732402524012169 0.036645849897086628 -0.053764169343966398 0.0093983867210417262 -0.03730655892953396 -0.16341815871634635 0.060838653230942154 0.023376198116255045 0.028468540385967463 0.0067437072234599882 -0.066527096857292176 -0.0094638107253304116 -0.0080855880966690524 -0.039183414593491728 -0.022570994747755979 -0.0267357171422173 0.031320137201881912 0.0033522477399312296 -0.23565923084729704
leaf_weight=232632 58936 5361 32385 24881 4985 3004 22351 13071 175363 5094 396310 14567 14552 14434 688 10094 768 3734 34012 17338 81538 5795 54400 33290 15938 11823 20015 7451 106394 232
leaf_count=232632 58936 5361 32385 24881 4985 3004 22351 13071 175363 5094 396310 14567 14552 14434 688 10094 768 3734 34012 17338 81538 5795 54400 33290 15938 11823 20015 7451 106394 232
internal_value=0 0.000729237 -0.00110009 -0.00192029 -0.0219147 -0.00111113 -0.00253374 -0.0406133 -0.001709 -0.0165371 -0.000546008 0.0169513 0.00888954 -0.0304497 0.0051884 -0.0144404 -0.0817576 0.00773212 0.00702 0.00636409 0.00212168 -0.0407094 0.00311278 -0.00541858 -0.0181538 0.0047443 -0.0170472 -0.00325083 -0.00416506 -0.0417631
internal_weight=0 1.3625e+06 1.0803e+06 1.03335e+06 40192 993155 869472 18432 851040 61894 789146 46952 123683 39543 109131 35207 1456 282201 278467 107675 90337 8799 450710 338436 49228 244455 25109 289208 281757 10326
internal_count=1421436 1362500 1080299 1033347 40192 993155 869472 18432 851040 61894 789146 46952 123683 39543 109131 35207 1456 282201 278467 107675 90337 8799 450710 338436 49228 244455 25109 289208 281757 10326
is_linear=0
shrinkage=0.1


Tree=63
num_leaves=31
num_cat=0
split_feature=10 3 12 189 64 42 1 15 143 137 48 51 123 132 12 17 93 106 106 120 54 52 86 192 106 105 127 42 49 56
split_gain=1763.92 1691.29 2977.09 4104.58 2000.46 2185.02 1932.56 1754.17 1461.98 1369.77 1345.31 1302.83 1218.45 1216.51 1188.61 1147.18 1143.34 1321.42 1125.26 1107.51 1180.79 1143.55 1139.21 1019.28 998.598 996.307 975.376 968.402 934.502 920.291
threshold=0.49033600597797983 1.0000000180025095e-35 0.5079666451843291 1.0000000180025095e-35 11.769276587824271 12.601390150215446 0.28933158275432347 1.6789083557951485 1.0000000180025095e-35 1.0000000180025095e-35 61.814873391278191 29.277162171233609 1.0000000180025095e-35 4.5000000000000009 0.50705277492379086 -1.0000000180025095e-35 1.9692441081048833 1.5000000000000002 2.5000000000000004 2.5000000000000004 10.144264019817564 47.425293619591223 -8.4902190983984855 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 1.5000000000000002 30.260512898742498 11.837076228669916 25.614643766819992
decision_type=10 2 8 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 24 3 4 6 8 7 13 12 -10 16 -4 26 14 19 -2 -8 25 -7 21 -21 -3 -23 28 -1 -18 -6 -20 29 -9
right_child=15 2 11 -5 5 18 10 23 9 -11 -12 -13 -14 -15 -16 -17 17 -19 27 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0069298750735180244 -0.15205450598644998 0.0048444816364243831 -0.026791399401182137 -0.099351192395475033 0.011571779171928505 0.0077134042501085329 -0.0015531626606562461 -0.00096884791998770071 0.012627083595088382 0.081011429282194222 -0.046381095090275597 -0.094018462837964875 -0.014802433827549231 -0.1315054100809365 0.030765097645407538 0.033565042792837334 -0.11193797091840657 -0.099885698925685329 -0.065529970042432592 -0.25670285469589865 0.025527843574689499 -0.20479251665471138 -0.024022999351138358 -0.024677901439904181 -0.036986556391823099 -0.01553657529313991 0.12101599636473717 -0.2630096453322836 -0.0032825868562883706 0.014691716311546352
leaf_weight=26734 339 228030 12052 4085 180221 2411 52298 91128 6021 5704 11700 3789 18613 631 20392 18673 1127 2289 3945 149 29062 363 8801 19321 18846 21999 818 265 567838 63792
leaf_count=26734 339 228030 12052 4085 180221 2411 52298 91128 6021 5704 11700 3789 18613 631 20392 18673 1127 2289 3945 149 29062 363 8801 19321 18846 21999 818 265 567838 63792
internal_value=0 -0.000410157 0.000226333 0.000735438 0.00104126 0.00980491 -0.000666158 0.000558607 0.0115768 0.0458948 -0.0147682 -0.0428714 0.00956139 0.00719117 0.00749633 0.0302553 -0.0100087 -0.0274083 -0.0467628 0.00571522 0.0240882 0.00345254 -0.0311836 -0.00201037 -0.0193574 -0.0202345 0.0120663 -0.0779604 -0.00140442 0.00547976
internal_weight=0 1.40242e+06 1.35684e+06 1.341e+06 1.33692e+06 217998 1.11892e+06 1.02951e+06 211377 11725 89413 15841 199652 287428 286797 19012 77713 25415 6621 266405 29211 237194 9164 742079 45580 23126 181039 4210 722758 154920
internal_count=1421436 1402424 1356844 1341003 1336918 217998 1118920 1029507 211377 11725 89413 15841 199652 287428 286797 19012 77713 25415 6621 266405 29211 237194 9164 742079 45580 23126 181039 4210 722758 154920
is_linear=0
shrinkage=0.1


Tree=64
num_leaves=31
num_cat=0
split_feature=156 100 185 57 171 198 48 93 159 1 113 132 11 100 63 129 57 52 38 191 189 83 49 54 65 114 73 48 168 110
split_gain=1615.18 2781.09 1935.69 2098.1 2947.09 1724.25 1503.8 1362.77 1673.85 2763.31 1289.73 1261.06 1319.32 1237.84 1210.61 1515.2 1193.4 1162.97 1145.23 1138.87 1107.52 1064.48 946.604 900.188 896.282 1626.04 1134.11 925.665 882.201 855.252
threshold=1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 25.693789687694267 1.0000000180025095e-35 1.0000000180025095e-35 44.032112855736223 3.9385606418493322 1.0000000180025095e-35 -4.1815336644187466 0.63699999999999979 2.5000000000000004 -0.47762165259495731 1.0000000180025095e-35 5.4715979358617908 1.0000000180025095e-35 59.420726289766968 17.321336894357852 11.818792881177101 1.0000000180025095e-35 1.0000000180025095e-35 98.824993439953175 37.315361796490798 9.7828986664318318 29.333998448058761 194.03069999999968 37.340000000000011 35.394565336451578 1.0000000180025095e-35 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 7 5 -5 -7 13 9 10 -9 12 14 24 15 -2 23 29 -11 -12 22 -20 -14 -8 25 27 -26 -1 -19 -3
right_child=11 17 -4 4 -6 6 16 8 -10 18 19 -13 20 -15 -16 -17 -18 28 21 -21 -22 -23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.0042907060025930508 -0.019605327202565845 -0.010747835113603705 0.017599571993215147 -0.013297211214821782 0.022906802373330502 -0.010712910657060822 -0.010110703855748741 -0.019035701048020388 0.0013900759640120518 -0.0029727266552851245 -0.11247789254148732 -0.096421980929822113 0.023593594495676839 -0.003095515912276206 0.0042476034352944524 -0.15607345244244136 -0.20574241701572663 -0.0071698415653745993 -0.02337808673275019 -0.015054961754840638 -0.13848512954066305 -0.22617197151490315 -0.0017562717520062283 -0.070534032791637363 -0.065802245389159492 0.23218819887183764 0.0013143051986000828 0.017045468795849596 -0.060524038759058235 -0.04055663645258209
leaf_weight=112890 7825 15420 59306 62193 17542 8354 3115 4391 212243 92153 4988 1184 68103 160947 198647 908 567 87393 31246 1580 454 261 18796 11827 2588 332 92635 114723 3213 25612
leaf_count=112890 7825 15420 59306 62193 17542 8354 3115 4391 212243 92153 4988 1184 68103 160947 198647 908 567 87393 31246 1580 454 261 18796 11827 2588 332 92635 114723 3213 25612
internal_value=0 -0.00172844 8.06241e-05 -0.00103109 -0.0144502 -0.0220652 -0.0449169 0.000641877 -0.00414236 -0.0128649 -0.0609921 0.00657412 0.00698788 0.00406972 0.00264561 -0.0337944 -0.0633411 -0.0153871 -0.00859978 -0.0890418 0.0172966 -0.025058 0.0181105 -0.0579374 0.00763821 0.011042 -0.000509809 0.0107194 -0.00906185 -0.0293544
internal_weight=0 1.12552e+06 993881 934575 103598 86056 23863 830977 346862 134619 10959 295917 294733 484115 207380 8733 15509 131638 123660 6568 87353 31507 86899 14942 323168 227945 95223 227613 90606 41032
internal_count=1421436 1125519 993881 934575 103598 86056 23863 830977 346862 134619 10959 295917 294733 484115 207380 8733 15509 131638 123660 6568 87353 31507 86899 14942 323168 227945 95223 227613 90606 41032
is_linear=0
shrinkage=0.1


Tree=65
num_leaves=31
num_cat=0
split_feature=71 149 197 45 40 137 54 48 34 143 54 120 95 55 97 145 11 141 1 120 1 52 46 130 57 189 12 1 45 93
split_gain=1573.77 1859.1 1744.44 1376.89 1605.86 1501.94 1455.92 1881.73 1731.12 1352.1 1301.05 1616.32 1462.57 1238.03 1158.74 1070.8 1061.56 1058.99 1054.72 1036.5 1018.22 977.437 1076.07 965.818 926.656 911.805 890.477 855.21 850.921 914.43
threshold=20.444543673637281 2.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 5.9480183125919286 1.0000000180025095e-35 9.7776344963213386 86.529629168359563 16.125306988796499 1.0000000180025095e-35 4.9015010544674711 1.5000000000000002 0.23606811145510834 22.911074397658858 4.5000000000000009 5.5000000000000009 -0.54318327146464696 1.0000000180025095e-35 -0.86581391475003899 1.0000000180025095e-35 -5.1129004826960358 11.720849057311623 10.120376859348136 2.5000000000000004 25.388191877885429 1.5000000000000002 0.93665862373068565 -2.3563342932978455 14.951265339276256 1.4551776266061982
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 8 2 2 2
left_child=1 2 3 5 17 6 8 21 20 -7 11 -2 13 18 -9 26 -13 -5 -12 -14 -1 -8 27 -10 -16 -22 -3 -23 -6 -30
right_child=10 15 -4 4 28 9 7 14 23 -11 12 16 19 -15 24 -17 -18 -19 -20 -21 25 22 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.11362109435118926 -0.022367870885588805 0.011775312278288229 0.017201441116870702 0.00093669527885102677 0.010110830682838384 -0.012239432016381406 -0.018668465446018828 -0.033266783904445617 0.046232021760083196 0.082492013403831041 -0.013922610965963906 -0.04900196346519655 -0.069429231248266526 -0.3228200199894416 -0.023322316085679654 0.39846799650436476 -0.21033035212856777 -0.02808322107136272 0.0083700511036463986 -0.01316807922040869 -0.00019924949441710662 -0.019489821130456862 -0.017437322950583797 -0.1117772899299341 -0.16312435825367491 -0.14232428456714327 0.088734552444147713 0.00097015160855551364 0.07708662046325758 0.021682943532707187
leaf_weight=796 24617 123645 56308 201446 106385 2488 60290 9727 10257 3820 28561 866 3430 117 722 72 771 13412 82608 72261 339524 22984 51668 402 1381 452 1522 183832 3845 13227
leaf_count=796 24617 123645 56308 201446 106385 2488 60290 9727 10257 3820 28561 866 3430 117 722 72 771 13412 82608 72261 339524 22984 51668 402 1381 452 1522 183832 3845 13227
internal_value=0 0.00139785 6.38888e-05 -0.000876036 0.00434767 -0.00344344 -0.00389267 -0.00865622 0.000588578 0.0451281 -0.00792048 -0.0287663 -0.00499346 0.00230055 -0.0478191 0.0129329 -0.124985 -0.000874804 0.00264273 -0.0157176 -0.000652703 -0.00720285 -0.00452856 0.0402728 -0.115128 -0.000388206 0.0127111 -0.00130362 0.0134366 0.0341611
internal_weight=0 1.2082e+06 1.08297e+06 1.02666e+06 338315 688343 682035 330604 351431 6308 213231 26254 186977 111286 11830 125239 1637 214858 111169 75691 340772 318774 258484 10659 2103 339976 125167 206816 123457 17072
internal_count=1421436 1208205 1082966 1026658 338315 688343 682035 330604 351431 6308 213231 26254 186977 111286 11830 125239 1637 214858 111169 75691 340772 318774 258484 10659 2103 339976 125167 206816 123457 17072
is_linear=0
shrinkage=0.1


Tree=66
num_leaves=31
num_cat=0
split_feature=44 44 188 39 12 145 120 71 47 155 107 17 124 12 1 54 3 54 115 108 113 113 50 54 156 54 123 52 54 132
split_gain=1581.76 3034.45 1531.81 1552.27 1614.38 1476.7 1162.79 1613.71 1600.29 1103.83 1133.61 1179.5 2755.53 1884.5 1911.31 1095.46 1092.45 1023.57 1019.6 1012.01 1002.36 935.098 1007.4 898.173 880.124 858.251 850.975 861.229 1745.6 1358.94
threshold=9.1426255072711715 9.0745075149886052 1.0000000180025095e-35 11.887232281716718 0.41501273172484093 1.0000000180025095e-35 1.0000000180025095e-35 6.1379874983271661 79.760505995722511 1.5000000000000002 26.500000000000004 1.1249996425626177e-06 1.5000000000000002 0.6177234841041418 -4.9611736075876989 15.042142832540126 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 33.500000000000007 2.8425700000000012 5.911210000000005 16.175953966192193 4.9964455224508706 1.5000000000000002 14.105901722329142 1.5000000000000002 5.6672817477256459 4.8926562947087193 1.0000000180025095e-35
decision_type=2 2 2 2 10 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 5 -4 25 6 7 8 19 10 11 13 18 14 -2 -7 -3 -8 21 26 -14 22 -13 -9 -11 -5 27 28 29 -1
right_child=9 16 3 4 -6 15 17 23 -10 24 -12 12 20 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.022523564872161346 0.0050615015949668808 -0.025689313859941304 -0.0078197006848952054 -0.16573191610466606 -0.028644909411271232 0.010992017556491261 -0.13586286734245556 -0.011190171371730034 0.029090777532836416 -0.17070563207506181 -0.12441766982697483 0.0094078151377583533 -0.033065623065021608 -0.1451763259108057 0.079456656693321748 -0.0059592697497088815 -0.15014411165025035 0.0046519694137873305 -0.016647156545375401 -0.31468561088932412 -0.11779787073473243 0.02211524913301223 -0.0010990407674718844 -0.03520679595612259 0.033987304560649932 -0.019941513928609 -0.048454530920753615 -0.0021137851882304234 -0.045235916197619873 -0.077345844858795337
leaf_weight=9451 7445 1138 155987 1468 11258 162212 520 44148 15026 213 687 174554 3830 575 6441 49836 1855 169359 22320 105 2197 30590 191227 24057 15205 557 4285 299518 13780 1592
leaf_count=9451 7445 1138 155987 1468 11258 162212 520 44148 15026 213 687 174554 3830 575 6441 49836 1855 169359 22320 105 2197 30590 191227 24057 15205 557 4285 299518 13780 1592
internal_value=0 -0.00228994 -0.00197753 -0.0106142 -0.0434304 -0.000136067 -0.00273971 -0.00561041 -0.00282259 0.00485945 0.0039376 0.00413838 0.00318212 0.0322237 0.0395696 0.00700809 -0.102824 0.00422185 0.00414852 -0.00428132 -0.0639528 0.00531954 0.00391493 -0.0196612 0.0311595 -0.125631 -0.00418214 -0.00359724 -0.0214968 0.00812602
internal_weight=0 966152 963159 169270 13283 793889 581841 411962 343757 455284 439866 439179 424718 14461 13886 212048 2993 169879 418691 328731 6027 396371 365781 68205 15418 2025 328626 324341 24823 11043
internal_count=1421436 966152 963159 169270 13283 793889 581841 411962 343757 455284 439866 439179 424718 14461 13886 212048 2993 169879 418691 328731 6027 396371 365781 68205 15418 2025 328626 324341 24823 11043
is_linear=0
shrinkage=0.1


Tree=67
num_leaves=31
num_cat=0
split_feature=10 171 57 185 57 124 158 113 49 185 94 17 51 57 51 123 79 53 53 94 52 45 132 167 51 113 61 182 113 98
split_gain=1529.2 1445 1850.62 1873.49 2674.74 1698.93 2029.96 1782.74 1697.12 1684.3 1450.82 1328.46 2149.34 1323.57 1263.63 1252.77 1160.12 1139.69 1053.41 1233.32 1025.7 1018.9 967.833 952.96 942.892 923.164 955.751 1033.54 921.856 896.819
threshold=0.49033600597797983 1.0000000180025095e-35 51.342191532980813 1.0000000180025095e-35 31.463107939274003 1.0000000180025095e-35 1.0000000180025095e-35 8.1198600000000098 34.261826509386502 1.0000000180025095e-35 54.943345249901959 1.1249996425626177e-06 23.434215988198545 8.0685541985129294 14.207361205453237 3.5000000000000004 47.593159124066929 5.3273714384385489 5.0207348594882566 105.75391909793498 11.601023807216242 4.7423846868097472 1.0000000180025095e-35 1.5000000000000002 9.2157909663099211 -3.3114999999999957 33.509306574761787 1.0000000180025095e-35 3.800210000000003 11.500000000000002
decision_type=10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 7 11 8 10 16 13 -7 22 29 -6 17 -4 -14 19 23 24 -20 -13 -12 -15 -2 27 -27 -5 -1
right_child=25 -3 9 28 14 6 -8 -9 -10 -11 18 12 15 20 -16 -17 -18 -19 21 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=0.0045357479548373148 -0.032479782282981637 0.016260769325937098 -0.026962403102479889 0.0066223649764539302 -0.031981626166274958 0.020903200570757608 0.065789582436544661 0.042260227336314432 -0.0093599539259499424 -0.0039323360923725192 0.009196132365838704 -0.00827504281069333 -0.032117276088151639 -0.033418889027000388 -0.0089725341015461629 -0.24547634208472174 -0.086537465642725409 0.093070170397114335 -0.048368192091984459 0.041308993621499993 -0.0021996401213467257 -0.00086891950546040065 0.030260660309037138 -0.034617745881454935 -0.0075019907764549533 0.032737447503854211 0.079735524850028508 -0.059997816079722079 0.029057590893345638 -0.1510460205672364
leaf_weight=274524 2217 50299 7805 54193 35041 10524 3355 10566 137202 16074 273483 53215 49782 22200 74858 272 5624 738 5708 11874 204763 21626 7427 5056 38180 11579 3875 1341 27664 371
leaf_count=274524 2217 50299 7805 54193 35041 10524 3355 10566 137202 16074 273483 53215 49782 22200 74858 272 5624 738 5708 11874 204763 21626 7427 5056 38180 11579 3875 1341 27664 371
internal_value=0 -0.000381894 -0.001001 -0.000448459 -0.00141516 3.2239e-05 -0.0109474 0.00140053 0.000966629 -0.0257715 0.00261836 -0.0130584 -0.0162657 -0.000536252 -0.0163089 -0.0314409 -0.0519122 -0.0302885 0.00797989 0.00974633 -0.0055771 -0.0107879 -0.00355546 0.00840083 -0.0170309 0.0281705 0.0361765 0.0231122 0.0142045 0.00432577
internal_weight=0 1.40242e+06 1.35212e+06 1.32262e+06 1.24076e+06 1.13087e+06 125313 1.00555e+06 994987 29503 857785 121958 111434 540038 109899 50792 13429 50520 317747 290413 265143 27334 60642 278539 60380 19012 16795 12920 81857 274895
internal_count=1421436 1402424 1352125 1322622 1240765 1130866 125313 1005553 994987 29503 857785 121958 111434 540038 109899 50792 13429 50520 317747 290413 265143 27334 60642 278539 60380 19012 16795 12920 81857 274895
is_linear=0
shrinkage=0.1


Tree=68
num_leaves=31
num_cat=0
split_feature=15 120 54 57 71 122 54 103 11 198 144 127 145 37 11 62 82 183 189 132 50 67 103 111 151 120 132 53 106 61
split_gain=1440.91 1307.81 2665.02 1563.94 1206.46 1226.92 1169.33 1104.38 1094.68 979.35 961.005 936.959 936.587 906.463 1447.66 973.195 793.846 797.497 775.059 749.169 734.014 728.772 725.094 696.639 688.999 682.984 682.544 651.574 625.765 622.011
threshold=1.8189269746646797 2.5000000000000004 9.9775809179110251 51.342191532980813 20.787695822635126 1.5000000000000002 19.521308788625376 7.5000000000000009 -0.54318327146464696 31.500000000000004 3.5000000000000004 1.0000000180025095e-35 2.5000000000000004 15.042383322255281 -0.3758755316141455 5.7526245262592957 4.7262512531791581 1.5000000000000002 2.5000000000000004 3.5000000000000004 26.744509461338559 11.34493873277353 1.5000000000000002 1.0000000180025095e-35 1.5000000000000002 3.5000000000000004 1.5000000000000002 5.3273714384385489 4.5000000000000009 15.950496420551216
decision_type=2 2 2 2 2 2 2 2 8 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 4 5 9 18 10 -3 11 22 12 16 20 15 -15 17 -1 19 -5 29 27 -4 -8 -6 -10 -26 -18 -24 -2
right_child=13 2 7 6 24 -7 23 -9 25 -11 -12 -13 -14 14 -16 -17 21 -19 -20 -21 -22 -23 28 -25 26 -27 -28 -29 -30 -31
leaf_value=-0.0045228283149255774 -0.00010139121028225388 -0.05420932603800404 0.032329543669905272 -0.0062323559528158681 -0.00075307689204556815 0.030670763755184779 -0.12294842748095468 -0.38192326780940805 -0.19703566922262933 0.46477876778530042 0.060680669431934078 0.036123153546262547 0.037798253808141127 -0.011420400688850592 -0.028775817133829124 0.0021630092054029494 0.0026051656104323921 -0.17259495534766267 -0.31962063826620579 -0.30382649116656363 -0.013995171500143039 0.012226654038492121 0.011436404257550407 -0.042220747129507422 -0.017017215152962142 -0.48054056715580729 -0.097178054804420877 -0.031612738218768324 -0.0283854432501357 0.022642520964836252
leaf_weight=117063 423388 420 16601 17638 44607 17066 1296 70 270 46 4482 8565 7504 115932 29796 96774 251139 283 80 85 37727 91828 75740 6102 33483 124 1097 5691 4163 12376
leaf_count=117063 423388 420 16601 17638 44607 17066 1296 70 270 46 4482 8565 7504 115932 29796 96774 251139 283 80 85 37727 91828 75740 6102 33483 124 1097 5691 4163 12376
internal_value=0 0.00320759 0.0136881 0.0014387 0.00250125 0.00432032 -0.0229472 0.0151398 -0.166529 0.00338757 0.015415 0.00334354 0.00275061 -0.00316033 -0.00813218 -0.00524041 0.00218625 -0.00492816 -0.00906146 -0.00765963 -0.00061395 0.00458071 0.0133127 -0.0563628 -0.00896592 -0.286261 -0.0195602 0.00184694 0.00936166 0.000544552
internal_weight=0 705443 101870 603573 578372 499185 25201 101056 814 482119 100986 482073 473508 715993 242502 212706 466004 117346 17803 17723 473491 348658 96504 7398 79187 394 34580 256830 79903 435764
internal_count=1421436 705443 101870 603573 578372 499185 25201 101056 814 482119 100986 482073 473508 715993 242502 212706 466004 117346 17803 17723 473491 348658 96504 7398 79187 394 34580 256830 79903 435764
is_linear=0
shrinkage=0.1


Tree=69
num_leaves=31
num_cat=0
split_feature=67 188 39 145 141 129 124 116 82 13 93 53 143 11 115 111 67 35 51 55 31 48 54 95 1 39 50 11 40 41
split_gain=1321.97 1119.35 1151.9 1109.35 1085.42 1164.06 1052.22 1143.52 1090.31 1034.92 1126.65 1191.78 1465.67 1009.22 1000.1 990.013 1013.82 985.984 970.38 968.905 967.265 1364.69 1972.12 1342.96 828.303 813.083 800.392 786.975 774.594 773.179
threshold=1.0000000180025095e-35 1.5000000000000002 12.295695361361814 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 5.4529439976157947 0.32804664864393779 29.444181647664809 5.4010674639650667 1.0000000180025095e-35 -0.50425458899232833 1.0000000180025095e-35 1.5000000000000002 18.762077564707667 8.631344307822749 9.5317657264248421 17.094130403002932 -3.7899999999999978 61.814873391278191 4.8926562947087193 0.47673160173160173 -4.068853044690095 1.0000000180025095e-35 21.330472557990962 -0.50796664517601542 10.052926909136286 5.9338771906688317
decision_type=2 2 2 2 2 2 2 2 2 8 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2
left_child=1 3 -3 6 9 17 7 20 -8 10 11 15 -13 24 -14 16 26 27 25 -9 -1 -22 -23 -24 -12 -17 -2 -6 -5 -7
right_child=4 2 -4 28 5 29 8 19 -10 -11 13 12 14 -15 -16 18 -18 -19 -20 -21 21 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0090731034806637405 0.0077000545832070534 -0.017871431528864539 -0.091663203634824289 0.028481223937461431 -0.066623744972969065 -0.038217286929271316 -0.033515848320298011 0.03409879256907996 -0.0056948716760684744 0.010856949780724576 -0.14671586353193136 -0.00028931372961380885 -0.067710153252076563 -0.0095172815145835171 0.046756760105707278 -0.030177463682289497 0.023968284731631376 0.029878899802272776 0.0020026269437792231 -0.098930875247973921 -0.0027700245371847397 0.035895062539548654 -0.019724466286887937 -0.067247333055566613 -0.018903660415800942 0.0091850044225608787 -0.0038164644724588805 -0.0077629914985910074 -0.024489780800930595 -0.1517310953627326
leaf_weight=61456 265517 16207 2433 17460 2356 2159 22262 11859 38358 167465 994 13843 6787 48011 860 21191 30988 6894 61149 574 435445 4769 20483 8379 1035 6975 78098 63319 3279 831
leaf_count=61456 265517 16207 2433 17460 2356 2159 22262 11859 38358 167465 994 13843 6787 48011 860 21191 30988 6894 61149 574 435445 4769 20483 8379 1035 6975 78098 63319 3279 831
internal_value=0 -0.00335564 -0.0275032 -0.00263468 0.00277153 -0.00861744 -0.00341605 -0.00202095 -0.0159118 0.00399577 0.00184989 0.00332268 -0.0196995 -0.0124368 -0.0548369 0.00438914 0.00664481 -0.00609799 -0.00507156 0.0279572 -0.00272348 -0.00426901 -0.0236775 -0.0335209 -0.0815184 -0.0204298 0.00508254 -0.00987454 0.0201061 -0.0697658
internal_weight=0 642964 18640 624324 778472 75559 603585 542965 60620 702913 535448 485408 21490 50040 7647 463918 374603 72569 89315 12433 530532 469076 33631 28862 2029 28166 343615 65675 20739 2990
internal_count=1421436 642964 18640 624324 778472 75559 603585 542965 60620 702913 535448 485408 21490 50040 7647 463918 374603 72569 89315 12433 530532 469076 33631 28862 2029 28166 343615 65675 20739 2990
is_linear=0
shrinkage=0.1


Tree=70
num_leaves=31
num_cat=0
split_feature=97 186 161 160 55 55 123 132 129 132 29 17 124 94 49 142 1 41 41 123 42 124 61 61 142 67 39 65 122 167
split_gain=1316.44 1409.26 1375 1298.58 1318.66 4747.74 4356.87 2024.88 2316.11 1613.75 1477.97 1462.22 2353.44 1476.37 1246.73 1194.37 1156.34 1088.72 2786.16 993.348 992.002 957.475 955.214 2971.37 922.769 917.935 915.4 911.022 882.464 935.568
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 5.4595822028148939 5.7881688737142127 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 3.5718090754897971 1.1249996425626177e-06 1.5000000000000002 112.50898636720085 17.193004655290171 1.0000000180025095e-35 0.28933158275432347 5.9338771906688317 5.9457664868522189 1.0000000180025095e-35 73.119170813833676 3.5000000000000004 9.4704982516531881 9.0447866342599621 1.0000000180025095e-35 11.34493873277353 11.164417837225107 79.616850275406605 1.0000000180025095e-35 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=22 2 3 4 9 6 14 16 10 11 -9 20 13 17 -6 -4 -7 25 -19 -12 -2 -14 23 27 26 28 -24 -1 29 -13
right_child=1 -3 15 -5 5 7 -8 8 -10 -11 19 12 21 -15 -16 -17 -18 18 -20 -21 -22 -23 24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0044343202851954153 0.035582312084217228 0.016501750704511247 0.041696684213848499 0.024697726887760965 -0.0337590495435433 -0.00080513894445300111 0.021535547294306751 -0.025972409414016229 0.020631742846555751 0.013927685478211238 -0.1288135574153661 -0.0038725287340523312 -0.061082671566735219 0.043651813822088083 -0.076623193252982447 0.0030127362288151771 -0.034213327671597599 -0.19519022642256043 -0.011743399074908352 -0.027835601898432167 -0.25224323729591924 -0.28909153194210607 0.031508426984787286 -0.11396616767357293 -0.00132527670309895 0.0084254225453565968 0.0070884723092875558 -0.041449626408463523 0.0073189149293769427 -0.026810721454945691
leaf_weight=201849 11536 41582 12769 16777 10842 246494 8314 4500 4218 65716 3970 379535 5152 6831 18136 21287 10815 836 85595 1291 121 191 36193 2178 25749 80442 26656 4422 68784 18655
leaf_count=201849 11536 41582 12769 16777 10842 246494 8314 4500 4218 65716 3970 379535 5152 6831 18136 21287 10815 836 85595 1291 121 191 36193 2178 25749 80442 26656 4422 68784 18655
internal_value=0 -0.0015642 -0.00225797 -0.00290011 -0.00334878 -0.0088219 -0.0422774 -0.00422302 -0.0412888 -0.00101409 -0.0680465 -0.00250709 -0.00314048 -0.00258929 -0.0605857 0.0175169 -0.00220932 -0.00308763 -0.0135178 -0.104035 0.0325947 -0.0692335 0.00592083 0.00222383 0.014619 -0.00144083 0.0211512 0.00345067 -0.00314041 -0.00494717
internal_weight=0 1.12439e+06 1.08281e+06 1.04875e+06 1.03197e+06 308580 37292 271288 13979 723394 9761 657678 646021 640678 28978 34056 257309 633847 86431 5261 11657 5343 297047 208449 88598 547416 62849 206271 466974 398190
internal_count=1421436 1124389 1082807 1048751 1031974 308580 37292 271288 13979 723394 9761 657678 646021 640678 28978 34056 257309 633847 86431 5261 11657 5343 297047 208449 88598 547416 62849 206271 466974 398190
is_linear=0
shrinkage=0.1


Tree=71
num_leaves=31
num_cat=0
split_feature=113 71 197 149 198 97 60 47 61 199 103 151 49 189 47 167 166 185 156 111 99 66 130 39 11 100 39 46 180 93
split_gain=1264.82 1356.48 1124.45 1125.26 1058.54 966.196 932.347 872.359 878.049 860.752 812.294 810.165 778.566 778.092 841.443 753.802 856.13 742.831 737.555 948.385 681.766 948.669 675.817 673.247 1134.07 844.428 718.216 680.562 653.868 630.779
threshold=5.5957900000000054 20.444543673637281 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 8.5000000000000018 11.502136359543202 57.396242017267525 64.950169704960814 1.0000000180025095e-35 7.5000000000000009 3.5000000000000004 68.958492396639301 2.5000000000000004 149.02543809862206 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 3.5000000000000004 1.5000000000000002 1.0000000180025095e-35 12.59185868771501 5.5000000000000009 4.3519870083039622 -0.49676821883717814 1.5000000000000002 5.1692592971965423 10.120376859348136 1.0000000180025095e-35 1.3505781383676061
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2
left_child=1 2 3 6 29 10 7 8 12 15 13 -6 23 14 17 16 22 18 19 -2 -4 -22 -5 25 28 27 -26 -1 -25 -3
right_child=5 4 20 9 11 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 21 -23 -24 24 26 -27 -28 -29 -30 -31
leaf_value=-0.0037026672973664524 0.0089208158385601869 0.0030134092689571099 0.0090586487893985681 0.0037627417011717131 -0.026558901020358412 -0.16887320277793103 0.0083701050593166914 0.017872866893939243 -0.099917944393626168 -0.013621117582371898 -0.42090548778122128 -0.096693192862570485 -0.058273785059512417 -0.39800176265391896 0.091567421328868803 -0.039320460470592455 0.048537668887487104 0.039371004356086321 0.036075110863205466 -0.012334169449141102 -0.0059265414798481382 0.060515031996771475 0.036714010480585729 -0.039111138361273973 0.016554753864044397 -0.020253504816616967 -0.00099556802920479251 -0.020034994476588054 -0.0041145358445551774 -0.011311438974969935
leaf_weight=200386 117855 42969 42976 414980 10662 307 60214 16488 983 28537 44 1948 2761 47 1223 3923 4412 7340 8142 25542 3219 6465 6319 11501 26804 48911 179273 29236 9964 108005
leaf_count=200386 117855 42969 42976 414980 10662 307 60214 16488 983 28537 44 1948 2761 47 1223 3923 4412 7340 8142 25542 3219 6465 6319 11501 26804 48911 179273 29236 9964 108005
internal_value=0 -0.00106425 0.000202115 -0.000516579 -0.00955924 0.00836104 -0.00341729 -0.00476587 -0.00549802 0.00319672 0.0087007 -0.0373933 -0.00531562 0.00881873 0.00893816 0.00431379 0.00471589 0.0083021 0.00679724 0.00513486 0.0144599 0.0384296 0.00425697 -0.00502669 -0.000991286 -0.00832334 0.00128717 -0.00578214 -0.0228658 -0.00723442
internal_weight=0 1.26094e+06 1.09735e+06 1.04469e+06 163584 160500 586521 526307 509819 458171 160193 12610 508836 160149 160102 429634 425711 158879 151539 143397 52660 9684 421299 506075 227542 278533 206077 229622 21465 150974
internal_count=1421436 1260936 1097352 1044692 163584 160500 586521 526307 509819 458171 160193 12610 508836 160149 160102 429634 425711 158879 151539 143397 52660 9684 421299 506075 227542 278533 206077 229622 21465 150974
is_linear=0
shrinkage=0.1


Tree=72
num_leaves=31
num_cat=0
split_feature=10 171 47 44 44 151 155 125 11 17 124 145 1 28 123 68 1 17 86 61 110 132 195 11 162 14 67 30 53 113
split_gain=1260.09 1232.65 1285.12 1167.53 1347.04 1020.18 887.767 910.924 884.883 893.85 1068.2 862.818 769.511 767.534 737.442 682.24 647.144 695.06 639.879 624.306 619.266 616.259 592.314 591.453 733.273 581.675 649.496 628.272 598.392 558.897
threshold=0.49033600597797983 1.0000000180025095e-35 12.492015210573758 9.1426255072711715 9.0745075149886052 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 -0.60921598504232488 1.5624988660164777e-06 1.0000000180025095e-35 1.5000000000000002 -4.1815336644187466 15.478151996316145 1.5000000000000002 129.03005054307872 -0.47318910357352811 6.5624988444793894e-07 -4.3081254683442838 64.950169704960814 3.5000000000000004 1.0000000180025095e-35 1.5000000000000002 -0.93748054380582391 1.0000000180025095e-35 0.88975694444444453 47.345776641985395 5.4441103797920833 16.080458766321534 6.6694000000000058
decision_type=10 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2
left_child=1 2 6 4 5 13 7 -1 12 21 20 18 -5 22 15 16 17 -2 -7 -9 29 -10 25 -6 -25 26 28 -27 -4 -11
right_child=14 -3 3 8 23 11 -8 19 9 10 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 24 -26 27 -28 -29 -30 -31
leaf_value=-0.0063804503667883447 -0.0613968336330495 0.015024558027898883 0.011310306279779407 -0.17040994684842281 -0.015930747723421967 -0.071706064526077903 0.0082118206457761182 -0.028746852494490861 0.052184562304400578 0.006675046261528152 -0.010949097160243716 0.011201592499651573 -0.026569957595984812 0.16822975794248221 -0.07952489597564058 0.22520181779717943 0.18161150871275633 0.029545937992192059 -0.0058494974288085715 -0.34663729311883329 0.072608354015413809 -0.012135847538813803 -0.25505333211079367 -0.048638643094768591 -0.19818251834522865 0.0021834065679080896 0.22969184543608742 -0.01720858726096372 -0.2299109836515871 0.028213760311279201
leaf_weight=314851 884 50299 65476 458 876 1482 39692 17347 6896 224663 33048 31396 1979 281 645 176 268 17039 329572 62 1485 1900 89 668 644 248379 136 17912 103 12730
leaf_count=314851 884 50299 65476 458 876 1482 39692 17347 6896 224663 33048 31396 1979 281 645 176 268 17039 329572 62 1485 1900 89 668 644 248379 136 17912 103 12730
internal_value=0 -0.000346666 -0.000918475 0.000980662 -0.00121911 -0.000972413 -0.00592311 -0.00761167 0.00639553 0.00691638 0.00590151 -0.00464178 -0.0536027 0.00302897 0.0255719 0.0292626 0.0273668 0.0250604 -0.00614431 -0.029879 0.00823274 0.0382909 0.00288918 -0.0795592 -0.122043 0.00295833 0.0113842 0.000879009 0.0109314 0.00783004
internal_weight=0 1.40242e+06 1.35212e+06 980173 697014 694826 371952 332260 283159 280722 271926 362450 2437 332376 19012 18367 18191 17923 331054 17409 238878 8796 332095 2188 1312 332006 65715 266291 65579 237393
internal_count=1421436 1402424 1352125 980173 697014 694826 371952 332260 283159 280722 271926 362450 2437 332376 19012 18367 18191 17923 331054 17409 238878 8796 332095 2188 1312 332006 65715 266291 65579 237393
is_linear=0
shrinkage=0.1


Tree=73
num_leaves=31
num_cat=0
split_feature=157 106 127 40 86 125 117 37 95 122 11 10 45 186 61 144 43 37 11 61 42 130 11 93 0 141 183 11 132 108
split_gain=1197.98 1291.59 1239 1230.84 1496.62 1340.06 1805.34 1533.13 1603.59 1376.21 1208.31 1065.57 982.276 951.44 949.413 940.307 1469.28 1461.43 2269.61 1095 912.256 869.633 1043.85 817.836 815.612 814.239 780.836 778.014 733.121 725.317
threshold=1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 11.817151494053363 -8.4902190983984855 1.0000000180025095e-35 1.5000000000000002 10.236730374496171 0.2022727272727273 1.5000000000000002 -0.38880259961969249 0.43101323938759822 9.8388785206150668 1.0000000180025095e-35 54.473024056082913 1.0000000180025095e-35 5.5797294371362858 4.8966606668014778 -0.33128365513877062 11.160958371667649 7.3116179417631555 1.0000000180025095e-35 -0.93748054380582391 3.9385606418493322 8.2320932263120135 1.0000000180025095e-35 1.0000000180025095e-35 -0.50796664517601542 3.5000000000000004 29.500000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 10 10 2 2 2 2 2 2 8 2 2 2 10 2 2 2 2 10 2 2
left_child=1 11 3 4 14 6 7 23 20 13 -10 15 -5 25 -3 17 -17 19 21 -1 -9 22 -19 -6 -25 26 28 -15 -7 -24
right_child=-2 2 -4 12 5 9 -8 8 10 -11 -12 -13 -14 27 -16 16 -18 18 -20 -21 -22 -23 29 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0087067516425340299 -0.013958496735133639 -0.14191553354467421 0.027187747687210446 0.0022282810773027331 0.01830898107361361 -0.0026829627374601595 0.014119808568703455 -0.0017047823906427484 -0.023995398958322992 0.025703034798004582 -0.054452060395746828 0.0237686971986052 0.029444147516842125 -0.093358997455730827 0.18110080172279569 0.014380246246042101 -0.00034697979163589158 0.20648475673828109 -0.032898496365203686 0.064098199504440789 -0.091097318016810092 -0.0033117522505231342 0.0082435192114869108 -0.17025688568107963 -0.012365311738845121 -0.020531690146683372 -0.078195084293594133 0.020011568993591564 -0.16202957186280753 0.24468825412484316
leaf_weight=93809 58936 1125 13410 60849 14278 307489 19602 26013 35332 17041 20633 24694 16957 623 99 141511 129952 268 23682 3710 1194 280241 64482 336 12441 29596 1381 21333 289 130
leaf_count=93809 58936 1125 13410 60849 14278 307489 19602 26013 35332 17041 20633 24694 16957 623 99 141511 129952 268 23682 3710 1194 280241 64482 336 12441 29596 1381 21333 289 130
internal_value=0 0.000603786 -0.00286698 -0.00355404 -0.00534529 -0.00507896 -0.0138435 -0.0188163 -0.0255426 -0.0020667 -0.0352241 0.00333505 0.00815969 -0.00337863 -0.115789 0.00265113 0.00733018 -7.27158e-05 -0.0029514 0.0108141 -0.00562784 -0.000896447 0.00953616 0.00186185 -0.0165174 -0.00468613 -0.00316923 0.0167947 -0.00283259 0.00871925
internal_weight=0 1.3625e+06 600021 586611 508805 507581 129829 110227 83172 377752 55965 762479 77806 360711 1224 737785 271463 466322 368803 97519 27207 345121 64880 27055 12777 338755 309159 21956 307778 64612
internal_count=1421436 1362500 600021 586611 508805 507581 129829 110227 83172 377752 55965 762479 77806 360711 1224 737785 271463 466322 368803 97519 27207 345121 64880 27055 12777 338755 309159 21956 307778 64612
is_linear=0
shrinkage=0.1


Tree=74
num_leaves=31
num_cat=0
split_feature=71 14 124 182 55 62 197 50 45 137 143 45 54 71 189 38 97 75 57 1 158 1 1 44 10 46 46 86 57 52
split_gain=1078.5 1242.05 1087.38 1079.32 1023.93 1012.33 963.081 953.838 1069.34 1023.49 1051.44 964.724 1164.68 903.284 888.716 928.553 1002.01 1398.39 1146.55 834.532 794.052 791.754 1001.11 900.246 1076.51 814.4 1165.6 852.15 823.252 1178.95
threshold=29.112022592309334 0.94782214156079869 2.5000000000000004 2.5000000000000004 20.431315302738245 54.784808865683679 1.0000000180025095e-35 27.008210219506214 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 4.9881916267914397 1.0000000180025095e-35 33.004504564022021 1.5000000000000002 40.99823010213899 6.5000000000000009 24.207937701240443 19.549058992321036 -5.525104438594898 1.0000000180025095e-35 -2.3563342932978455 -1.2929155457203791 12.469729595257585 0.451218873562724 10.120376859348136 4.7019488997986372 1.3501771045694828 12.876496700483878 11.554832198978811
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2
left_child=1 2 3 5 13 14 7 8 9 21 -11 12 -10 -2 15 16 -1 18 -18 -19 -13 23 -23 24 -3 26 28 -27 -24 -30
right_child=4 6 -4 -5 -6 -7 -8 -9 11 10 -12 20 -14 -15 -16 -17 17 19 -20 -21 -22 22 25 -25 -26 27 -28 -29 29 -31
leaf_value=0.0075642592263214558 -0.038721563411871419 -0.040089771792348829 -0.06986667521427796 -0.18633554883520395 -0.1626321818083255 0.15226938027309134 0.010764558526155597 -0.010150203447540647 -0.050220493709030992 -0.013655744160259498 0.072172852359768544 -5.1459549943687821e-05 0.016525379380976615 -0.005623058820790016 -0.079250026810805271 0.040177849609767939 -0.014730900740652026 -0.30558947989378465 -0.11675277731793841 0.0037027142054283481 0.03493809898868204 0.014559469621403549 0.0018121484727052464 -0.0047198835591986937 0.0084244423394595237 -0.027279840096129351 0.020512546500332574 -0.0049308385513651305 -0.020750770640364166 -0.0030433046060885584
leaf_weight=262424 10878 19398 1861 289 466 479 64889 120624 2714 2368 3593 225503 71179 34069 1196 8257 2174 88 2233 10073 6678 33148 189061 41292 5985 26881 22388 46701 49652 154895
leaf_count=262424 10878 19398 1861 289 466 479 64889 120624 2714 2368 3593 225503 71179 34069 1196 8257 2174 88 2233 10073 6678 33148 189061 41292 5985 26881 22388 46701 49652 154895
internal_value=0 0.000500407 0.00632622 0.00681991 -0.0151624 0.00701446 -0.00104897 -0.00179899 -0.000681486 -0.00315101 0.0380775 0.00412212 0.0140739 -0.0136335 0.00677156 0.00713224 0.00614716 -0.01938 -0.0664248 0.00102407 0.000954912 -0.00356798 -0.002259 -0.0138303 -0.0286507 -0.00339773 -0.00168239 -0.0130954 -0.00294482 -0.00734164
internal_weight=0 1.37602e+06 289074 287213 45413 286924 1.08695e+06 1.02206e+06 901436 595362 5961 306074 73893 44947 286445 285249 276992 14568 4407 10161 232181 589401 522726 66675 25383 489578 415996 73582 393608 204547
internal_count=1421436 1376023 289074 287213 45413 286924 1086949 1022060 901436 595362 5961 306074 73893 44947 286445 285249 276992 14568 4407 10161 232181 589401 522726 66675 25383 489578 415996 73582 393608 204547
is_linear=0
shrinkage=0.1


Tree=75
num_leaves=31
num_cat=0
split_feature=156 100 185 57 171 37 11 144 61 68 123 65 79 11 117 11 80 10 132 51 141 86 37 11 63 129 189 49 166 95
split_gain=1077.05 1633.77 1155.89 1258.92 1322.67 997.677 1382.53 2560.75 1013.75 972.625 1095.47 951.476 905.422 887.048 886.184 1166.37 861.929 856.926 768.987 767.013 760.602 758.833 746.635 729.912 780.225 963.849 777.38 726.863 745.754 816.728
threshold=1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 37.563862475721898 1.0000000180025095e-35 4.9964455224508706 -0.33128365513877062 1.0000000180025095e-35 10.216828943389032 31.751591297658809 3.5000000000000004 21.291734332869915 62.416847655589514 -0.41020484350621039 1.0000000180025095e-35 -0.49676821883717814 43.235837617210187 0.14653124540867504 5.5000000000000009 9.1307386485287907 1.0000000180025095e-35 -4.2224222013878725 10.844056237397238 -0.47775245511151909 5.4715979358617908 1.0000000180025095e-35 1.0000000180025095e-35 44.329074350407843 1.5000000000000002 0.68237250554323736
decision_type=2 2 2 2 2 2 8 2 2 2 2 2 2 8 2 10 2 10 2 2 2 2 2 10 2 2 2 2 2 2
left_child=1 2 3 5 12 8 9 -8 -1 13 11 -11 -5 14 21 -16 -3 19 23 -13 -19 -7 -9 24 25 -2 27 -25 29 -29
right_child=18 16 -4 4 -6 6 7 22 -10 10 -12 17 -14 -15 15 -17 -18 20 -20 -21 -22 -23 -24 26 -26 -27 -28 28 -30 -31
leaf_value=0.0039464198210854076 -0.015643331557793152 -0.0096147784278071049 0.01351294293296296 -0.027717925545089589 0.017004993568616327 -0.055898997406176612 -0.051736558927027713 -0.00010195655132167088 0.028365222581730101 0.017497261507637137 -0.20305543596326722 -0.0482051604342911 -0.09516615994915005 0.0021892225849453619 -0.059687460182826592 -0.010317309247988503 -0.04078294315276676 0.0052422843675658908 -0.23324430001002772 -0.00082678831231065841 -0.014592179265561424 -0.0048171450739635828 -0.050483067218118405 0.017170276292504446 0.0035132386030251859 -0.12389843339843182 -0.11744028778443122 0.001244310507258668 0.078939372483066539 -0.060126701324343029
leaf_weight=141770 7757 122070 59306 17359 6368 2945 15314 38626 19318 45494 255 6307 2248 163200 7140 14510 9568 189300 135 7457 21533 232247 3184 77144 198579 920 454 6906 861 3161
leaf_count=141770 7757 122070 59306 17359 6368 2945 15314 38626 19318 45494 255 6307 2248 163200 7140 14510 9568 189300 135 7457 21533 232247 3184 77144 198579 920 454 6906 861 3161
internal_value=0 -0.00141144 -2.48659e-05 -0.000883944 -0.022591 -0.000263384 -0.00180165 -0.0167525 0.00687477 -0.000564588 0.00411398 0.00430957 -0.0354511 -0.00357579 -0.00723894 -0.0265992 -0.0118802 0.00163829 0.0053684 -0.0225367 0.00321653 -0.00545678 -0.00393868 0.00547731 0.00223069 -0.0271213 0.0130783 0.0137511 -0.0103862 -0.018026
internal_weight=0 1.12552e+06 993881 934575 25975 908600 747512 57124 161088 690388 270346 270091 19607 420042 256842 21650 131638 224597 295917 13764 210833 235192 41810 295782 207256 8677 88526 88072 10928 10067
internal_count=1421436 1125519 993881 934575 25975 908600 747512 57124 161088 690388 270346 270091 19607 420042 256842 21650 131638 224597 295917 13764 210833 235192 41810 295782 207256 8677 88526 88072 10928 10067
is_linear=0
shrinkage=0.1


Tree=76
num_leaves=31
num_cat=0
split_feature=144 131 10 161 61 43 144 1 122 34 71 121 10 137 86 141 45 194 54 43 57 114 61 74 110 68 55 197 41 94
split_gain=1081.35 1163.39 1617.19 1871.04 1569.53 1390.05 1617.57 1044.65 996.652 1070.52 978.301 976.404 1010.9 1120.83 953.657 927.578 874.553 800.591 785.305 756.508 744.564 869.836 744.248 782.451 790.879 725.769 713.575 701.677 697.931 959.23
threshold=2.5000000000000004 1.0000000180025095e-35 0.23726811593467226 1.0000000180025095e-35 15.116738674239508 8.9964624267399014 1.0000000180025095e-35 0.66313780000062494 1.0000000180025095e-35 14.406105954763449 5.5239148582007571 1.0000000180025095e-35 0.16535778510169619 1.0000000180025095e-35 -8.4902190983984855 1.0000000180025095e-35 9.6438690692841238 1.0000000180025095e-35 10.043039857185489 9.3606111504331651 46.673881170340586 208.3911499999995 69.007953166764949 26.55893814937431 1.5000000000000002 39.030230789901751 13.256026187500375 1.0000000180025095e-35 6.0263976306106519 50.582745568237094
decision_type=2 2 8 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 5 3 4 11 6 8 10 17 -10 15 12 13 -3 -7 18 -2 20 25 -16 21 -1 23 24 -20 -4 -22 -27 -12 -30
right_child=16 2 7 -5 -6 14 -8 -9 9 -11 28 -13 -14 -15 19 -17 -18 -19 22 -21 26 -23 -24 -25 -26 27 -28 -29 29 -31
leaf_value=0.00027341086645343485 0.0056911140609828947 -0.031754777004596717 0.0063452056158709042 0.04300106206157913 -0.038687545196767745 -0.12600838660445857 0.019371649713976771 -0.18716459353764853 0.014153714117298946 0.11380719688300894 -0.0021669224211825688 0.0036976717043797481 -0.0078344189304044506 0.062678891480375407 -0.03555089738880967 -0.018663853621060402 0.034611669585801884 0.055568838219124894 -0.001498816603718202 -0.0021291383139195466 -0.028844623851912728 0.084082794160971114 -0.16420329996870589 0.011009429697444614 -0.028819570559845655 0.018908810116129455 -0.17582656217868337 0.071194266565261857 -0.036843503307695889 -0.0071551522963038796
leaf_weight=232725 34025 34766 109828 6086 21485 635 78224 300 45729 1104 249201 39494 72077 1304 7012 17954 15095 2617 97595 198364 4004 1245 276 46578 11886 28171 360 2824 14233 46239
leaf_count=232725 34025 34766 109828 6086 21485 635 78224 300 45729 1104 249201 39494 72077 1304 7012 17954 15095 2617 97595 198364 4004 1245 276 46578 11886 28171 360 2824 14233 46239
internal_value=0 -0.000521821 -0.00298341 -0.0114741 -0.0134344 0.00292212 0.00662049 -0.000603463 0.00315453 0.0165029 -0.000513883 -0.00975948 -0.0146739 -0.0283408 -0.00364856 0.00340886 0.0145787 0.000560051 0.00474248 -0.00327023 -4.39669e-05 0.000719377 -0.000136561 0.000153601 -0.00446494 0.010159 -0.0409696 0.0236726 -0.00450553 -0.0141428
internal_weight=0 1.37232e+06 800297 175212 169126 572019 366008 625085 287784 46833 624785 147641 108147 36070 206011 315112 49120 240951 297158 205376 238334 233970 156335 156059 109481 140823 4364 30995 309673 60472
internal_count=1421436 1372316 800297 175212 169126 572019 366008 625085 287784 46833 624785 147641 108147 36070 206011 315112 49120 240951 297158 205376 238334 233970 156335 156059 109481 140823 4364 30995 309673 60472
is_linear=0
shrinkage=0.1


Tree=77
num_leaves=31
num_cat=0
split_feature=67 93 67 113 53 102 50 145 45 83 41 1 56 143 123 97 144 61 12 37 111 39 51 167 117 67 132 156 166 17
split_gain=1046.88 916.651 906.403 840.762 808.702 964.121 1119.54 791.36 771.968 865.941 854.102 796.328 728.435 719.189 1100.24 951.947 741.517 709.134 681.954 1022.77 613.073 874.6 822.393 773.758 927.995 813.026 602.986 594.137 823.497 591.652
threshold=1.0000000180025095e-35 3.5044206990797613 4.7753219674140919 9.4356500000000008 1.0000000180025095e-35 2.5000000000000004 21.815270534010466 1.5000000000000002 4.2258071342925811 69.350854624712056 37.737999451453689 -5.525104438594898 6.4231331838926016 1.0000000180025095e-35 1.0000000180025095e-35 2.5000000000000004 5.5000000000000009 56.202921248611908 0.35238698019639936 15.548499341938321 1.5000000000000002 1.0000000180025095e-35 9.5317657264248421 1.5000000000000002 1.0000000180025095e-35 17.555090403165497 6.5000000000000009 1.0000000180025095e-35 1.5000000000000002 3.6099977507973073e-06
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -2 7 5 6 20 12 11 10 -10 -3 -1 16 15 -15 -6 -7 19 -14 23 22 -22 25 -25 -4 -20 -8 -29 -16
right_child=2 8 4 -5 13 17 27 -9 9 -11 -12 -13 18 14 29 -17 -18 -19 26 -21 21 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=0.0065364540099788638 0.041125262360168113 -0.14631744874231967 0.0051190599342697159 0.070038605477420773 -0.0036377626901241997 0.013095729522209183 -0.01619896156914034 0.023468345382195006 -0.00092046743678858849 -0.079036080845297535 -0.34309462147624525 -0.013743231041493293 -0.0097015285533989335 0.0072592707081830556 -0.056534963440621436 -0.063916562667443819 0.32918154384817933 0.24506168912207202 -0.001464887637958142 -0.05975674109571965 -0.02664750891825874 0.010032887267301609 -0.0021722906414652476 -0.008430286017039313 -0.11817352797206937 0.020889910878730378 -0.37168731689453127 -0.0032778240138378691 0.053531201215832352 0.071180836971939984
leaf_weight=90862 6018 455 319501 1691 78401 82490 40177 13226 103016 1448 73 107310 50504 2592 486 6832 67 132 269894 4441 19413 35940 46885 2865 1054 36414 44 95153 2622 1430
leaf_count=90862 6018 455 319501 1691 78401 82490 40177 13226 103016 1448 73 107310 50504 2592 486 6832 67 132 269894 4441 19413 35940 46885 2865 1054 36414 44 95153 2622 1430
internal_value=0 -0.00298616 0.00246636 -0.000335115 0.00216518 0.00333878 0.00194423 -0.000612528 -0.0083639 -0.00224144 -0.00116277 -0.014303 -0.00137861 -0.0067555 -0.0302954 -0.0443402 -0.00335358 0.0134663 -0.00359226 -0.0137473 0.00430441 -0.00252914 -0.00933898 0.006246 -0.0379453 0.00673259 -0.00152523 -0.00596122 -0.0017544 0.0387853
internal_weight=0 642964 778472 430662 772454 682646 600024 428971 212302 104537 103089 107765 415745 89808 11340 9424 78468 82622 324883 54945 462072 102238 66298 359834 3919 355915 269938 137952 97775 1916
internal_count=1421436 642964 778472 430662 772454 682646 600024 428971 212302 104537 103089 107765 415745 89808 11340 9424 78468 82622 324883 54945 462072 102238 66298 359834 3919 355915 269938 137952 97775 1916
is_linear=0
shrinkage=0.1


Tree=78
num_leaves=31
num_cat=0
split_feature=127 106 1 93 45 61 17 57 115 10 140 1 51 123 113 34 194 121 113 110 132 122 56 118 121 49 62 124 117 97
split_gain=1006.18 1040.73 1117.39 1837.45 1659.34 1441.44 1292.42 1344.24 1286.72 1247.59 1164.91 1706.88 1104.71 1012.31 1555.2 1013.07 942.991 976.9 937.139 875.99 842.612 774.946 767.8 708.143 724.981 681.615 679.35 649.703 648.193 758.359
threshold=1.0000000180025095e-35 1.5000000000000002 -3.8436532473475546 22.241168612465085 9.781847602165568 10.040143159248691 6.5624988444793894e-07 24.948187092153624 1.5000000000000002 0.451218873562724 2.5000000000000004 -4.3244596896415803 9.4747113574974176 1.5000000000000002 2.824685000000001 13.726258963311524 1.0000000180025095e-35 1.0000000180025095e-35 5.5562300000000056 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 192.11210972801169 1.0000000180025095e-35 1.0000000180025095e-35 11.129909680303349 23.260248788361483 2.5000000000000004 3.5000000000000004 4.5000000000000009
decision_type=2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 16 3 9 6 10 8 13 -4 -3 11 19 -9 15 -15 25 18 -18 23 -5 28 -17 -20 24 -1 -8 -6 -16 29 -14
right_child=-2 2 4 5 26 -7 7 12 -10 -11 -12 -13 20 14 27 21 17 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.00099153419098712637 0.020548797636916052 -0.098951593867525917 -0.033413334200795161 -0.13767182265756545 0.014106472095295928 -0.0011014081014261671 0.0068488754975935436 -0.036794701572053543 0.070687138542978686 -0.010424645961253417 -0.0082289346003457838 -0.027230229273844737 -0.006114979037895282 -0.0034177328441865155 -0.075977629002733194 0.010502851164805611 0.0480323496054883 -0.032322820391592379 0.010268640095707302 -0.032164262558700918 -0.11277197147662775 0.054076831075936138 0.14327183160225973 0.01933212019951959 0.013354848313327658 -0.0041720400578862194 0.060391425044171269 -0.24339146086003677 0.047439167179176761 -0.03374339907107532
leaf_weight=630381 23436 4045 1624 2686 35210 60203 72829 17190 4416 2625 13252 9316 79000 6101 3032 24634 7978 1867 96256 1113 779 4892 436 19113 37309 244575 3485 251 2038 11364
leaf_count=630381 23436 4045 1624 2686 35210 60203 72829 17190 4416 2625 13252 9316 79000 6101 3032 24634 7978 1867 96256 1113 779 4892 436 19113 37309 244575 3485 251 2038 11364
internal_value=0 -0.000344479 -0.00346977 -0.0135376 -0.00163424 -0.00964098 -0.00326392 -0.00385877 0.0426972 -0.0641115 -0.0291392 -0.0502678 -0.0135018 -0.000871748 -0.0332808 4.87461e-06 0.00203752 0.0327938 0.00165105 -0.106761 -0.00920479 0.0177224 0.0108684 0.000353386 -0.000189891 -0.00164327 0.018275 -0.0887772 -0.00833166 -0.00958948
internal_weight=0 1.398e+06 604660 93240 511420 86570 472725 466685 6040 6670 26367 13115 110371 356314 9384 346930 793340 9845 783495 3799 93181 29526 96692 686803 667690 317404 38695 3283 92402 90364
internal_count=1421436 1398000 604660 93240 511420 86570 472725 466685 6040 6670 26367 13115 110371 356314 9384 346930 793340 9845 783495 3799 93181 29526 96692 686803 667690 317404 38695 3283 92402 90364
is_linear=0
shrinkage=0.1


Tree=79
num_leaves=31
num_cat=0
split_feature=171 185 57 48 12 3 46 40 65 51 64 1 124 141 93 79 158 68 37 54 120 11 113 142 131 55 31 101 10 51
split_gain=992.756 1052.1 3331.55 995.818 1756.36 1167.62 1229.64 1090.07 1285.94 2081.11 1309.08 1038.87 1032.79 1024.37 1009.41 922.098 914.838 882.875 867.892 837.996 3410.07 1748.69 829.896 765.435 786.515 760.187 725.421 690.631 673.767 748.685
threshold=1.0000000180025095e-35 1.0000000180025095e-35 38.314632465148108 35.394565336451578 0.93665862373068565 1.0000000180025095e-35 11.784370519014884 5.9480183125919286 22.584756177674286 9.1549993407507166 11.664563617715565 -2.9772102922672228 1.0000000180025095e-35 1.5000000000000002 1.7203534335410158 56.404252013009028 1.0000000180025095e-35 50.920469031348496 15.548499341938321 5.191594488102834 1.5000000000000002 -0.60921598504232488 -1.2052549999999995 1.0000000180025095e-35 1.0000000180025095e-35 16.937338931174402 -2.2399999999999989 1.0000000180025095e-35 0.32774324936854254 5.1568902098089984
decision_type=2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 8 2
left_child=1 2 3 12 5 -5 7 8 -7 10 18 -11 13 14 17 25 22 -1 26 20 -16 -22 -14 24 -3 -4 -10 -17 -21 -30
right_child=-2 23 15 4 -6 6 -8 -9 9 11 -12 -13 16 -15 19 27 -18 -19 -20 28 21 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0018701218649679668 0.013747294039015784 0.03244987003482596 -0.014784516317017668 -0.024049255141388427 0.052576077796947285 0.007031580088546977 0.025518363325795625 0.0085838759156877057 -0.012920814169596666 -0.012255553839962333 0.0052989271514553632 0.0023353202912331479 -0.060905438446618013 -0.033203863070155264 -0.010519478123723095 -0.10262642130827554 0.061908006466689862 0.02906265348383727 -0.06974409057939282 -0.0069870365389217695 -0.039709902110774783 -0.18305408460575157 -0.01538495189452831 0.0027817354498273616 0.0017638495317670656 -0.063929201230118651 -0.038892174852775588 -0.038669259348159075 0.04584739602628457 0.0033820714347616875
leaf_weight=196337 50658 22590 42540 17270 6834 153441 22040 166634 25207 60450 15215 253145 4390 10342 51940 2050 1424 12713 4580 99931 1647 1761 45676 62668 13253 3399 18758 9571 4628 40344
leaf_count=196337 50658 22590 42540 17270 6834 153441 22040 166634 25207 60450 15215 253145 4390 10342 51940 2050 1424 12713 4580 99931 1647 1761 45676 62668 13253 3399 18758 9571 4628 40344
internal_value=0 -0.00050804 -0.00127894 -0.00016501 0.00211409 0.00164601 0.00226279 0.00152787 -0.000687232 -0.00382587 -0.0202955 -0.000477283 -0.00376204 -0.002122 -0.00133664 -0.0247866 -0.0171284 0.00352379 -0.0283173 -0.00641063 -0.0168776 -0.113779 -0.0193764 0.00944813 0.0211037 -0.0184207 -0.0240017 -0.0499516 -0.0024126 0.00775211
internal_weight=0 1.37078e+06 1.27227e+06 1.21471e+06 743574 736740 719470 697430 530796 377355 63760 313595 471133 419643 409301 57560 51490 209050 48545 200251 55348 3408 50066 98511 35843 45939 43965 11621 144903 44972
internal_count=1421436 1370778 1272267 1214707 743574 736740 719470 697430 530796 377355 63760 313595 471133 419643 409301 57560 51490 209050 48545 200251 55348 3408 50066 98511 35843 45939 43965 11621 144903 44972
is_linear=0
shrinkage=0.1


Tree=80
num_leaves=31
num_cat=0
split_feature=177 44 44 71 45 12 189 167 117 68 54 48 54 145 199 95 93 17 124 37 44 40 60 11 108 42 74 194 121 156
split_gain=911.804 1062.77 1673.84 1004.62 1003.53 948.668 1620.92 1117.77 1426.09 981.416 921.337 1040.45 886.107 855.643 836.519 818.184 813.882 1398.12 1409.87 849.443 796.853 769.523 762.609 753.784 712.237 735.129 703.109 823.16 854.733 699.808
threshold=1.0000000180025095e-35 9.1426255072711715 9.0745075149886052 20.444543673637281 13.176384922317949 0.50649575077938758 1.0000000180025095e-35 1.5000000000000002 1.0000000180025095e-35 67.715177808096598 15.042142832540126 80.875869265382207 14.977926742483783 1.5000000000000002 1.0000000180025095e-35 0.30116279069767443 45.375123545428671 1.1249996425626177e-06 1.5000000000000002 47.43239679031344 17.966303058651881 11.859325134871241 11.107771277345305 -0.49676821883717814 29.500000000000004 12.601390150215446 29.973855864758402 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004
decision_type=2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2
left_child=1 2 3 4 5 6 10 9 -9 -7 12 26 13 23 16 -5 17 20 29 -18 -3 -6 -17 -1 25 -25 27 -12 -29 -19
right_child=-2 14 -4 15 21 7 -8 8 -10 -11 11 -13 -14 -15 -16 22 19 18 -20 -21 -22 -23 -24 24 -26 -27 -28 28 -30 -31
leaf_value=-0.018297578701535526 -0.021461646717535796 0.034155644849441696 -0.076261192120890053 -0.0054402204237207425 0.0092601004458537847 0.0077368704580870716 -0.0722807267756502 0.029703578976335406 -0.12265981569117418 0.042832417227904679 -0.011855350274404021 -0.044230879726410578 0.042303274270214637 0.013499925943009026 -0.0082956579763588251 -0.049589090564543963 -0.0059803169733572675 0.0062591619742472741 -0.043796496157745862 -0.1277877083755132 0.12041319432102511 0.047072201410491302 -0.013694530553755744 -0.00013737293893423532 0.10235627519437328 -0.027894423289130311 0.012386726731997134 0.041136697199667838 -0.047043041271305423 0.031133432757288245
leaf_weight=25027 19524 8022 2992 87571 28880 62047 3264 1094 1401 9142 106392 7907 4927 41805 46971 8767 39204 333060 5529 581 1236 6615 18220 505673 672 9725 16548 5562 1370 11708
leaf_count=25027 19524 8022 2992 87571 28880 62047 3264 1094 1401 9142 106392 7907 4927 41805 46971 8767 39204 333060 5529 581 1236 6615 18220 505673 672 9725 16548 5562 1370 11708
internal_value=0 0.00029889 -0.00158277 -0.00134821 -0.000147548 -0.000875287 -0.00196844 0.00993802 -0.055852 0.0122438 -0.00165215 -0.0090124 7.29864e-05 -0.000283967 0.00432772 -0.0101317 0.00581251 0.00731422 0.00630047 -0.00775913 0.0456716 0.0163069 -0.0253552 -0.00134891 -0.000526974 -0.000661118 -0.00686819 -0.00967987 0.0237094 0.00710387
internal_weight=0 1.40191e+06 955601 952609 838051 802556 728872 73684 2495 71189 725608 137779 587829 582902 446311 114558 399340 359555 350297 39785 9258 35495 26987 541097 516070 515398 129872 113324 6932 344768
internal_count=1421436 1401912 955601 952609 838051 802556 728872 73684 2495 71189 725608 137779 587829 582902 446311 114558 399340 359555 350297 39785 9258 35495 26987 541097 516070 515398 129872 113324 6932 344768
is_linear=0
shrinkage=0.1


Tree=81
num_leaves=31
num_cat=0
split_feature=93 145 159 188 39 105 93 45 124 75 44 166 110 48 54 12 142 106 40 198 189 54 14 44 127 56 54 12 54 43
split_gain=912.12 1511.67 1284.6 1452.49 2185.27 2037.07 1100.52 981.398 887.747 991.27 843.989 852.552 1083.32 980.77 1080.73 829.061 824.797 787.014 756.941 735.143 712.894 704.73 701.095 687.213 679.196 742.997 667.403 664.07 649.086 646.637
threshold=1.3077834094049823 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 11.887232281716718 5.5000000000000009 58.989945132562013 9.4904597146952003 1.0000000180025095e-35 23.73837372336143 4.9419441258988437 1.0000000180025095e-35 1.5000000000000002 55.720728062105927 4.3393779863563422 0.5079666451843291 1.0000000180025095e-35 1.5000000000000002 11.896357593578424 4.5000000000000009 2.5000000000000004 20.172422952513784 0.96899038461538478 13.119745884127576 1.0000000180025095e-35 61.165514415896972 1.0000000180025095e-35 0.93665862373068565 19.581170474479134 9.1026264613743937
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 10 2 2
left_child=1 7 3 6 26 17 8 10 20 -10 11 13 15 19 -15 -13 24 -6 -9 -1 23 -12 -4 -2 25 -16 -5 -17 -7 -8
right_child=2 -3 22 4 5 28 29 18 9 -11 21 12 -14 14 16 27 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-0.0036599372408795427 -0.0038231698781604779 0.011913801945473023 0.0097432717667412239 -0.11367047515376312 -0.097063271402797566 -0.057576519243166313 0.010711917166372226 0.010365361462297334 -0.011643039470900335 -0.064195240075336307 0.0083260460166597085 0.0052402959215711239 0.050674271445567146 0.005788835764560088 -0.031532850463198737 -0.10718125496076453 -0.014277782331913983 -0.20627199465217641 0.052331024368347467 0.028534681279886821 -0.39495720975100995 -0.011721695122969562 -0.00052295831598846306 0.0084562003090689185 0.041222958718961013 -0.076919470549023261 -0.011537187004790304 0.040331972092963707 0.0096707520754010165 -0.12452607500614508
leaf_weight=197351 217763 141457 84304 646 2544 3302 505 20604 18823 4435 125393 51833 5250 16639 11722 1161 33507 891 5431 7357 46 20385 315343 57640 954 5210 66808 414 2539 1179
leaf_count=197351 217763 141457 84304 646 2544 3302 505 20604 18823 4435 125393 51833 5250 16639 11722 1161 33507 891 5431 7357 46 20385 315343 57640 954 5210 66808 414 2539 1179
internal_value=0 0.00278061 -0.00230773 -0.00649408 -0.0187735 -0.0642821 -0.00335751 0.00021319 -0.00290305 -0.0216641 -0.000818353 -0.00360768 0.00732927 -0.00595989 -0.016362 0.00306846 -0.0235335 -0.125391 0.0191196 -0.00250289 -0.00131893 0.00552265 0.00164266 -0.00125318 -0.0408729 -0.0454984 -0.0125153 -0.0684063 -0.0283451 -0.0839707
internal_weight=0 644668 776768 377121 76730 9276 300391 503211 298707 23258 477176 331398 58658 272740 68032 53408 51393 3435 26035 204708 275449 145778 399647 275403 17886 16932 67454 1575 5841 1684
internal_count=1421436 644668 776768 377121 76730 9276 300391 503211 298707 23258 477176 331398 58658 272740 68032 53408 51393 3435 26035 204708 275449 145778 399647 275403 17886 16932 67454 1575 5841 1684
is_linear=0
shrinkage=0.1


Tree=82
num_leaves=31
num_cat=0
split_feature=15 120 54 11 54 74 37 100 71 102 166 12 108 43 43 103 185 54 103 17 145 97 189 56 167 95 117 166 17 32
split_gain=840.56 878.201 1997.4 1070.54 1065.28 1419.63 1222.8 883.872 869.762 883.988 808.977 775.543 725.809 713.657 766.006 731.482 706.434 657.454 772.389 645.84 629.879 610.86 594.278 588.847 607.831 1035.68 1141.96 667.09 581.583 572.15
threshold=1.9009803921568629 2.5000000000000004 9.9775809179110251 -0.54318327146464696 15.042142832540126 23.581031866779945 26.163420601700405 2.5000000000000004 21.475121100950535 3.5000000000000004 1.0000000180025095e-35 0.93665862373068565 47.000000000000007 1.0000000180025095e-35 4.5660739663613432 7.5000000000000009 1.0000000180025095e-35 4.9015010544674711 1.5000000000000002 1.1249996425626177e-06 2.5000000000000004 5.5000000000000009 1.5000000000000002 164.37878504162228 1.5000000000000002 0.54631217838765023 1.0000000180025095e-35 1.5000000000000002 -1.0000000180025095e-35 50641800973.322456
decision_type=2 2 2 8 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 4 3 -3 8 6 7 -6 9 12 28 -11 16 15 -15 29 20 18 -10 -18 23 -8 -21 24 27 26 -26 -1 -7 -4
right_child=-2 2 13 -5 5 10 21 -9 17 11 -12 -13 -14 14 -16 -17 19 -19 -20 22 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=0.00097621360586311551 -0.0032158306215030971 -0.03891687982999345 0.021627241602511841 -0.25173018063522051 -0.0098118184266305988 -0.35853218929635144 -0.036491082009937552 -0.062408601638958595 -0.013920857240712212 0.024790293766186924 0.045802827186223194 0.17142853287258564 0.47177382992072547 -0.05090154462788983 0.0073310369931196238 -0.34817975028505865 0.082420515802768379 -0.0019083754663912489 -0.063712391893733664 0.013511141062275573 0.030302399830413204 -0.097190485876586796 -0.15799096037766763 0.035289046862932598 -0.021152245172628526 0.033769577221260762 -0.11572173040268946 0.031566192045160098 0.0011667097612576983 0.11246669116093054
leaf_weight=477534 517108 522 31438 432 55814 45 5513 3389 19721 12955 4421 371 33 2306 110633 53 1371 57449 3700 43000 7594 2371 203 5041 5670 2357 1648 7237 40798 709
leaf_count=477534 517108 522 31438 432 55814 45 5513 3389 19721 12955 4421 371 33 2306 110633 53 1371 57449 3700 43000 7594 2371 203 5041 5670 2357 1648 7237 40798 709
internal_value=0 0.00183886 0.00893825 -0.135285 0.000470983 -0.00851611 -0.0177494 -0.0128227 0.00203428 0.00342259 0.00516878 0.0288727 0.00280785 0.00988623 0.00614204 0.0230187 0.00277979 -0.00766543 -0.0217868 0.0148496 0.00171882 -0.0547456 0.0127053 0.00128425 0.000937558 -0.0238809 -0.0424491 0.00143288 0.000770401 0.0236307
internal_weight=0 904328 146093 954 758235 112351 67087 59203 645884 565014 45264 13326 551688 145139 112939 32200 551655 80870 23421 44574 507081 7884 43203 499487 494446 9675 7318 484771 40843 32147
internal_count=1421436 904328 146093 954 758235 112351 67087 59203 645884 565014 45264 13326 551688 145139 112939 32200 551655 80870 23421 44574 507081 7884 43203 499487 494446 9675 7318 484771 40843 32147
is_linear=0
shrinkage=0.1


Tree=83
num_leaves=31
num_cat=0
split_feature=186 97 93 116 106 145 1 45 44 86 53 142 135 144 62 159 65 183 41 144 37 11 142 61 37 74 42 0 130 40
split_gain=836.558 907.807 947.932 1210.28 1405.34 1017.36 923.117 872.774 850.598 1181.37 728.346 669.787 1268.43 1155.84 637.122 628.485 606.509 593.578 589.829 655.148 977.395 1460.78 639.218 597.468 583.68 580.889 675.596 621.349 745.016 613.809
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.3077834094049823 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 0.34417394678581659 5.3438414759244361 13.119745884127576 -7.7456679738370235 16.080458766321534 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 30.298642218650883 1.0000000180025095e-35 47.401225970084049 2.5000000000000004 9.9197085448966185 1.0000000180025095e-35 5.1568902098089984 -0.33128365513877062 1.0000000180025095e-35 4.8966606668014778 10.214876562269112 5.6442231772239504 20.868205138995755 9.0222089539215631 6.5000000000000009 11.773824951436671
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2
left_child=1 11 5 4 6 7 14 10 9 -6 -3 13 -13 25 18 -11 -14 -5 19 20 -4 24 -20 -21 -22 26 29 28 -27 -1
right_child=-2 2 3 17 8 -7 -8 -9 -10 15 -12 12 16 -15 -16 -17 -18 -19 22 23 21 -23 -24 -25 -26 27 -28 -29 -30 -31
leaf_value=0.001133280789221042 0.013974889102796593 -0.0020920588256678834 0.010961278276124222 0.019710350502632142 -0.14851151949337277 0.0096418629026252325 -0.024896772669869619 0.018525510551374396 -0.0048542282069159916 -0.03340999199119557 -0.23527396195081632 -0.010430151277956533 0.032597155342440468 0.025003081783521109 0.023412529681661118 -0.012102278687483113 0.0028511041890862021 -0.1718213132034096 -0.025439964898111879 -0.063152142286595853 0.0013483719323011244 -0.06074183528394228 -0.0047466539325086796 0.0036805704741187818 -0.0115278620833663 0.074646910186380741 0.19113198273085261 0.010483943957584653 -0.41940811757118479 -0.043461495202611611
leaf_weight=109520 41582 371523 30718 22105 757 115261 18810 21546 36698 27635 134 63779 11575 32361 9448 27736 16808 163 21881 1348 55907 5185 46974 173909 95069 1980 185 57632 31 3176
leaf_count=109520 41582 371523 30718 22105 757 115261 18810 21546 36698 27635 134 63779 11575 32361 9448 27736 16808 163 21881 1348 55907 5185 46974 173909 95069 1980 185 57632 31 3176
internal_value=0 -0.000421134 -0.00176457 -0.0045485 -0.00547043 0.00138005 -0.00320212 -0.00104176 -0.0166927 -0.024433 -0.00217613 0.00447601 -0.00260401 0.00766077 -0.0022756 -0.0227367 0.014982 0.0183084 -0.00283872 -0.00122562 -0.00534462 -0.00855211 -0.0113227 0.00316652 -0.00675974 0.00440781 0.000189958 0.0123906 0.0670309 -0.00012349
internal_weight=0 1.37985e+06 1.08281e+06 574343 552075 508464 459249 393203 92826 56128 371657 297047 92162 204885 440439 55371 28383 22268 430991 362136 186879 156161 68855 175257 150976 172524 112881 59643 2011 112696
internal_count=1421436 1379854 1082807 574343 552075 508464 459249 393203 92826 56128 371657 297047 92162 204885 440439 55371 28383 22268 430991 362136 186879 156161 68855 175257 150976 172524 112881 59643 2011 112696
is_linear=0
shrinkage=0.1


Tree=84
num_leaves=31
num_cat=0
split_feature=127 47 10 44 44 199 93 11 1 114 62 117 106 190 42 1 141 12 189 195 97 1 45 13 61 74 95 132 48 97
split_gain=815.229 822.311 825.767 766.774 1258.92 769.901 951.546 775.937 798.149 760.878 706.451 639.761 982.876 623.255 622.965 625.471 618.099 613.385 956.964 733.965 690.4 867.661 879.77 774.66 801.221 682.043 811.18 746.94 878.62 720.665
threshold=1.0000000180025095e-35 5.1667725924920509 0.8366065593125267 4.6789526880202974 4.5154446711681731 1.0000000180025095e-35 1.3077834094049823 -0.62337762561097976 -4.068853044690095 155.10059999999973 26.353692609027561 1.5000000000000002 2.5000000000000004 1.0000000180025095e-35 19.777211113545722 -5.1129004826960358 1.0000000180025095e-35 0.50649575077938758 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 -3.122476405685731 9.1591332985900333 0.34072307867941826 4.5834886778066357 11.59590736729241 0.26393188854489169 2.5000000000000004 68.769458387425161 3.5000000000000004
decision_type=2 2 10 2 2 2 2 10 2 2 2 2 2 2 2 2 2 10 2 2 2 2 2 8 2 2 2 2 2 2
left_child=1 -1 3 4 17 6 -5 8 -8 -4 11 12 -9 -2 -14 -16 -7 18 19 20 -3 23 25 24 -22 26 -23 -27 -29 -28
right_child=13 2 9 5 -6 16 7 10 -10 -11 -12 -13 14 -15 15 -17 -18 -19 -20 -21 21 22 -24 -25 -26 27 29 28 -30 -31
leaf_value=-0.0070300416069680243 0.027208935319332113 0.00019476899175810614 0.023502286339490457 0.0083416583633090877 -0.04703639524618082 -0.005678451203724396 -0.1269140991182732 0.0015300011203571613 -0.019297712870498432 0.12719716419115343 0.025011003481136287 0.02517534473072814 -0.011329338065714721 -0.012027435670046023 -0.21049900484827555 -0.044863744408562202 -0.048829277171804596 0.008230482774590011 -0.067111978201268005 -0.23978995782330292 -0.16373103042634182 -0.0012573658131675375 0.022973883359689178 -0.014531940081921921 -0.048322445832135984 0.0037505210706896734 -0.01706685169622358 -0.01185460269648804 -0.16441632450995564 -0.05340311707767334
leaf_weight=161111 18232 249830 4608 244370 6352 63064 889 380129 3066 836 11930 10143 50512 5204 288 1094 3504 50104 2351 131 711 32447 9702 7898 3908 45789 45354 1099 575 6205
leaf_count=161111 18232 249830 4608 244370 6352 63064 889 380129 3066 836 11930 10143 50512 5204 288 1094 3504 50104 2351 131 711 32447 9702 7898 3908 45789 45354 1099 575 6205
internal_value=0 -0.000310073 0.000565236 0.00039344 -0.0028243 0.00232853 0.0033026 0.00061427 -0.0434876 0.039426 0.00099838 0.0003505 -0.000232336 0.0184964 -0.0131416 -0.0793811 -0.00794982 -0.00220858 -0.00349685 -0.00312633 -0.0030495 -0.00832327 -0.00608593 -0.0335568 -0.0660872 -0.00823045 -0.0136444 0.0013519 -0.0642578 -0.0214398
internal_weight=0 1.398e+06 1.23689e+06 1.23144e+06 462456 768989 702421 458051 3955 5444 454096 442166 432023 23436 51894 1382 66568 456104 406000 403649 403518 153688 141171 12517 4619 131469 84006 47463 1674 51559
internal_count=1421436 1398000 1236889 1231445 462456 768989 702421 458051 3955 5444 454096 442166 432023 23436 51894 1382 66568 456104 406000 403649 403518 153688 141171 12517 4619 131469 84006 47463 1674 51559
is_linear=0
shrinkage=0.1


Tree=85
num_leaves=31
num_cat=0
split_feature=113 71 141 129 41 67 101 110 45 45 54 1 137 143 54 1 44 66 44 93 158 62 17 110 55 10 1 80 155 166
split_gain=803.355 865.489 891.46 1275.04 1046.98 852.173 833.138 755.367 704.236 1062.8 1051.5 989.399 945.283 1094.31 878.238 839.722 829.534 802.045 774.686 746.303 724.334 698.057 682.733 682.09 677.795 658.275 647.048 646.309 644.741 634.737
threshold=8.5854500000000069 29.112022592309334 1.0000000180025095e-35 1.0000000180025095e-35 5.9338771906688317 18.762077564707667 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 4.9881916267914397 5.4529439976157947 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 14.997836703978683 -2.7012529196801602 9.7795002242326294 15.134157242152609 13.769021722141082 13.980031843757418 1.0000000180025095e-35 39.967094033181318 1.1249996425626177e-06 1.5000000000000002 22.911074397658858 0.32485747369745355 -5.525104438594898 12.619001004717001 1.0000000180025095e-35 1.5000000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2
left_child=1 2 5 6 -5 8 -4 -8 12 10 11 -10 14 -14 15 19 17 23 25 -1 21 28 -2 -17 -3 -16 -21 -25 -11 -9
right_child=22 24 3 4 -6 -7 7 29 9 20 -12 -13 13 -15 18 16 -18 -19 -20 26 -22 -23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=-0.057150591315768808 -0.1332194046736766 -0.013164092415246686 0.010859394397938833 -0.030194017749511949 -0.13122050193572038 0.010839423388149375 -0.017857965782158911 -0.003097968581322759 -0.002679365275299573 -0.001693961182602543 0.01749526186483245 -0.088194910632983181 -0.013401629285106881 0.067810517950111546 -0.015438331104567519 -0.0010576096652304592 0.013468311500491582 0.0076957702299813927 0.0047439679092268136 -0.134305864393228 0.030533593834897756 0.049614564501830882 0.030082253145201146 -0.0001399044175618291 -0.17796962764322855 0.0023481133605689746 -0.0069446280323204462 -0.03552254931630814 0.017656037334865617 0.043309617571830793
leaf_weight=3167 262 43148 23160 4119 1366 82073 52495 27092 14060 273415 80352 1497 2764 4151 103293 342286 51666 107773 35924 401 7981 2809 11212 9350 251 26057 76101 11527 18377 3307
leaf_count=3167 262 43148 23160 4119 1366 82073 52495 27092 14060 273415 80352 1497 2764 4151 103293 342286 51666 107773 35924 401 7981 2809 11212 9350 251 26057 76101 11527 18377 3307
internal_value=0 -0.000214459 0.000227063 -0.00834033 -0.0553539 0.000988481 -0.00590884 -0.0105938 0.000299197 0.00371513 0.012888 -0.0109083 -0.00145844 0.0353491 -0.00179005 -1.80603e-05 0.00143985 0.000120217 -0.0082473 -0.00958146 0.000807604 2.30112e-06 0.0263534 -0.00212792 -0.0141173 -0.0118553 -0.00761222 -0.019676 -0.000475302 0.00195055
internal_weight=0 1.40996e+06 1.36656e+06 111539 5485 1.25502e+06 106054 82894 1.17295e+06 398491 95909 15557 774460 6915 767545 602271 522602 470936 165274 79669 302582 294601 11474 363163 43399 129350 76502 20877 291792 30399
internal_count=1421436 1409962 1366563 111539 5485 1255024 106054 82894 1172951 398491 95909 15557 774460 6915 767545 602271 522602 470936 165274 79669 302582 294601 11474 363163 43399 129350 76502 20877 291792 30399
is_linear=0
shrinkage=0.1


Tree=86
num_leaves=31
num_cat=0
split_feature=127 171 57 185 148 15 50 67 123 113 53 113 182 158 17 51 124 50 145 97 94 116 39 17 55 97 93 48 114 98
split_gain=772.931 775.265 908.914 1469.87 783.555 799.827 741.974 692.328 683.019 779.803 730.817 861.418 725.745 691.296 775.647 948.562 641.049 631.901 607.154 590.627 608.417 564.033 708.518 559.139 551.731 544.18 622.983 538.499 502.886 608.227
threshold=1.5000000000000002 1.0000000180025095e-35 44.92895125972516 1.0000000180025095e-35 1.0000000180025095e-35 1.7372735116479727 20.83016836240974 1.0000000180025095e-35 1.0000000180025095e-35 8.5854500000000069 5.4010674639650667 1.0942099999999997 1.5000000000000002 1.0000000180025095e-35 0.86827711030182908 28.594442355811456 3.5000000000000004 24.425545867852954 1.0000000180025095e-35 17.500000000000004 136.00366944405809 1.5000000000000002 11.401673266768624 1.1249996425626177e-06 11.521836350876399 9.5000000000000018 44.273738826013989 43.529197278971601 245.63799999999927 9.5000000000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 17 5 8 7 18 9 10 11 19 25 14 21 -16 -17 27 -7 20 -1 -10 -23 -11 -12 -13 -27 -4 -25 -30
right_child=-2 -3 3 -5 -6 6 -8 -9 13 23 24 12 -14 -15 15 16 -18 -19 -20 -21 -22 22 -24 28 -26 26 -28 -29 29 -31
leaf_value=0.020555396124871783 0.091679481162511789 0.012091858995603267 -0.011126438123660966 0.0021824472759037804 -0.060978324400855044 -0.0060650231740071725 -0.0072253807628485508 0.0026942625586307213 0.0083001351966036051 -0.16352273478084989 -0.0081381298837777342 0.0042013432616647842 -0.17367182213813068 0.048620731269213097 -0.0021772841763681022 -0.028867380710183924 -0.179177161550615 -0.014934491337394646 0.0058509554813238138 -0.12800489018951353 0.076115781057006754 0.0074679325704928483 0.18104209962976375 0.031130920402167785 -0.059604267302243712 -0.058492295342513524 -0.46833232939243319 -0.057716633896346528 0.22935552451328764 0.046345162935947121
leaf_weight=19078 919 50635 3335 30251 2102 230411 188889 376191 10167 138 8426 361318 230 2193 27211 19171 288 13549 52504 251 2198 500 444 7019 2767 757 39 9686 294 475
leaf_count=19078 919 50635 3335 30251 2102 230411 188889 376191 10167 138 8426 361318 230 2193 27211 19171 288 13549 52504 251 2198 500 444 7019 2767 757 39 9686 294 475
internal_value=0 -5.93118e-05 -0.000508456 -0.0128909 2.73799e-05 0.000125197 -0.00169988 -0.000116358 0.00346812 0.00494988 0.00432681 0.00506124 0.0039066 -0.00648842 -0.00858001 -0.0142332 -0.031092 -0.0300526 -0.00385363 0.0244962 0.0262953 0.0151655 0.0891066 0.0360063 -0.020861 0.00401939 -0.0785724 -0.0457837 0.0395419 0.116313
internal_weight=0 1.42052e+06 1.36988e+06 56821 1.31306e+06 1.31096e+06 847995 659106 462964 402990 395064 383871 362344 59974 57781 46670 19459 26570 282915 21527 21276 11111 944 7926 11193 362114 796 13021 7788 769
internal_count=1421436 1420517 1369882 56821 1313061 1310959 847995 659106 462964 402990 395064 383871 362344 59974 57781 46670 19459 26570 282915 21527 21276 11111 944 7926 11193 362114 796 13021 7788 769
is_linear=0
shrinkage=0.1


Tree=87
num_leaves=31
num_cat=0
split_feature=186 113 49 93 45 44 17 132 11 124 55 78 123 79 74 42 11 45 17 65 132 40 178 48 159 75 93 42 56 144
split_gain=732.133 770.277 813.76 693.395 989.615 912.036 1022.63 807.241 2338.76 1266.58 2171.37 1412.07 1067.36 1175.46 1011.64 1208.17 1001.05 761.922 644.762 639.182 606.366 601.836 597.048 596.423 580.909 831.812 579.507 574.264 564.925 558.635
threshold=1.0000000180025095e-35 5.911210000000005 56.446654783757801 42.627836533326153 13.176384922317949 13.471823869894557 1.1249996425626177e-06 1.0000000180025095e-35 -0.3659767107711866 1.0000000180025095e-35 5.4595822028148939 23.744047306139368 1.0000000180025095e-35 18.199893270783082 29.613596740651378 20.655747604860256 -0.32432102215745673 5.1000446670203816 4.8399958720703568e-06 59.877316136334919 1.0000000180025095e-35 11.70112197435285 1.0000000180025095e-35 29.328198267989958 3.5000000000000004 55.993836603008987 1.0000000180025095e-35 12.80123123712322 20.826116203095008 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 5 7 -7 12 9 10 -9 17 14 -14 15 19 -10 22 -11 23 -4 -6 -12 26 25 -5 -1 28 -16 -2
right_child=29 -3 20 24 21 6 -8 8 16 18 11 -13 13 -15 27 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0012066392247182696 0.0035474676169204335 0.0072326865889459375 -0.011935237952823891 -0.018340165017082119 0.0089675143574775348 0.069282424683285757 0.0059607586033483817 0.0085943141298324942 -0.064101049968032939 -0.030789945564902506 -0.023652463665741759 -0.050119887902273674 -0.022969192674944836 0.0013501278305750569 -0.0099611957236743574 0.08773960882957034 0.012375345342748492 0.018836449071855967 0.029159705338655695 -0.010092208883594786 -0.056167250508333856 0.039838585722770083 0.066589884830942692 0.0019393186736274993 0.00025539233809774301 -0.15585240178152651 -0.0098686871156767712 -0.011049929564218736 0.023237723527240507 0.027176423229417403
leaf_weight=89694 24818 120831 30103 32100 24933 2603 126289 35329 10120 2065 21520 14612 43075 36901 5956 1547 2060 6289 13671 66501 3455 8457 759 512137 24110 446 99823 7706 36762 16764
leaf_count=89694 24818 120831 30103 32100 24933 2603 126289 35329 10120 2065 21520 14612 43075 36901 5956 1547 2060 6289 13671 66501 3455 8457 759 512137 24110 446 99823 7706 36762 16764
internal_value=0 -0.000393974 -0.00112592 -0.000705214 -0.000181504 -0.000680493 0.00723955 -0.0016947 -0.00993064 -0.0046014 -0.00979149 -0.0248344 -0.000720915 -0.0117482 0.000354433 -0.000544504 -0.0511666 -0.0119013 0.0212926 -0.000722301 -0.0164892 0.0167865 -0.0205781 0.000165756 -0.0115093 -0.0202246 -0.00462699 0.0140763 0.0186089 0.0130736
internal_weight=0 1.37985e+06 1.25902e+06 1.22546e+06 1.16881e+06 1.13542e+06 128892 1.00653e+06 106425 94245 78509 43180 900102 79976 820126 769702 12180 28568 15736 768155 33558 33390 22279 701654 56656 32546 189517 50424 42718 41582
internal_count=1421436 1379854 1259023 1225465 1168809 1135419 128892 1006527 106425 94245 78509 43180 900102 79976 820126 769702 12180 28568 15736 768155 33558 33390 22279 701654 56656 32546 189517 50424 42718 41582
is_linear=0
shrinkage=0.1


Tree=88
num_leaves=31
num_cat=0
split_feature=160 10 93 45 11 147 44 17 188 39 13 17 63 42 73 113 124 61 64 54 145 48 198 1 0 45 45 54 93 42
split_gain=731.476 733.279 848.889 1103.56 1070.03 904.372 884.979 1040.76 879.94 990.687 740.681 772.624 726.247 718.624 822.973 669.211 623.696 616.511 605.597 599.201 808.063 725.778 687.97 586.788 571.807 547.611 837.037 798.65 768.698 670.444
threshold=1.0000000180025095e-35 0.49033600597797983 29.203415085961602 12.757174970685282 -0.62337762561097976 1.0000000180025095e-35 13.471823869894557 1.1249996425626177e-06 1.0000000180025095e-35 17.850232664186432 0.33742058112094769 1.1249996425626177e-06 5.8147500848596385 24.253660748453278 204.69500000000002 0.63699999999999979 1.5000000000000002 10.874348356914236 22.730429368116571 20.384507710481568 1.5000000000000002 47.526851191350353 23.500000000000004 -4.6388534130945898 11.313981899667327 1.0000000180025095e-35 4.9881916267914397 1.0000000180025095e-35 4.32143302856867 7.3116179417631555
decision_type=2 10 2 2 10 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 -4 10 8 -8 19 12 11 23 17 -12 -15 -16 -9 -10 -17 20 22 -22 25 -6 -13 28 27 -27 -1 -30
right_child=-2 -3 4 -5 5 -7 7 16 9 -11 13 24 -14 14 15 18 -18 -19 -20 -21 21 -23 -24 -25 -26 26 -28 -29 29 -31
leaf_value=0.0008946710047182104 0.019873077772091241 0.019300919103148996 -0.091145709071769984 0.022625617597427865 0.16184876465064413 -0.15111088642703041 0.084800334343905132 0.0080524280992694732 -0.0048742430579162277 -0.043647250307758914 0.0018898342351981211 -0.10807068093158936 0.0069630085700408189 -0.014572589887475089 -0.039444872951464482 -0.13802953629705469 -0.043336319161988664 -0.019197138467188735 -0.39177056425213813 -0.0088170765586169601 0.00072067026068295533 0.022383298070305715 0.13625427404924306 0.0052611944182105715 -0.013789219670747059 -0.057663710378008548 0.00061844965321939695 0.018291991804322071 -0.0053306994511605026 -0.028649639267796741
leaf_weight=431520 18283 18908 1505 21922 433 431 1745 115661 121551 7045 86853 649 37920 2895 523 380 2411 39923 125 64327 29253 32816 372 535 72927 1425 115125 48488 131884 13601
leaf_count=431520 18283 18908 1505 21922 433 431 1745 115661 121551 7045 86853 649 37920 2895 523 380 2411 39923 125 64327 29253 32816 372 535 72927 1425 115125 48488 131884 13601
internal_value=0 -0.000258945 -0.000526122 0.000391929 -0.00720604 -0.00644388 -1.59203e-05 0.00813611 -0.000924316 -0.00679297 -0.00606673 -0.0134531 -0.00549083 -1.12461e-06 -0.0418659 -0.118728 0.00700308 -0.00841545 -0.200837 0.000470141 0.00121275 0.0121737 0.000296367 0.075305 -0.0146209 0.000228209 0.00530769 0.0161235 -0.00122465 -0.00751072
internal_weight=0 1.40315e+06 1.38424e+06 1.21699e+06 167256 165751 1.19507e+06 119817 1.07525e+06 206439 165320 74544 199394 90776 3923 1028 118072 161474 505 868811 804484 62069 742415 968 73576 742043 165038 49913 577005 145485
internal_count=1421436 1403153 1384245 1216989 167256 165751 1195067 119817 1075250 206439 165320 74544 199394 90776 3923 1028 118072 161474 505 868811 804484 62069 742415 968 73576 742043 165038 49913 577005 145485
is_linear=0
shrinkage=0.1


Tree=89
num_leaves=31
num_cat=0
split_feature=180 11 11 57 98 62 191 141 188 63 39 66 37 162 51 142 144 40 16 75 77 110 43 129 192 61 132 1 115 113
split_gain=716.082 682.056 812.576 1532.56 765.976 783.134 753.98 760.86 706.549 744.7 1037.29 680.254 640.146 634.993 626.655 607.354 927.347 851.829 661.216 579.82 559.385 550.794 545.043 526.71 524.524 522.995 509.338 493.589 626.485 553.396
threshold=3.5000000000000004 -0.2607208984658726 -0.33861747835247169 6.208839605489664 1.5000000000000002 5.7526245262592957 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 5.8147500848596385 12.295695361361814 9.6067541375999053 9.9721701477386482 1.5000000000000002 4.7378484036973685 1.5000000000000002 1.0000000180025095e-35 11.211332025365103 2.5678746928746934 77.180493251966467 6.6377865767060316 1.5000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 29.326481765562917 6.5000000000000009 -4.1815336644187466 1.0000000180025095e-35 1.1458500000000003
decision_type=2 10 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 4 -4 25 8 7 15 11 10 12 21 -10 -3 -14 16 -7 18 -18 24 -12 -6 -8 -5 26 -1 27 28 29 -13
right_child=-2 13 3 23 5 6 22 -9 9 -11 20 19 14 -15 -16 -17 17 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.036135831922163124 0.045596277596384543 0.021102358158789195 0.0038001469936715122 -0.016626380640745553 -0.0029420490425270339 -0.0039842790284030883 0.018515308736287161 -0.017305567078830058 2.0593171032075625e-05 0.004191804724509674 -0.10487473002585763 0.023366793981981365 -0.049604405399624643 -0.41150847638354587 -0.013510962541059907 -0.00085289111313292278 0.014521644329656528 0.026781532115201831 0.0031557691855409208 -0.18897356759709649 -0.035314768985821594 -0.023444809816398741 -0.013663799754194164 0.018901421674450289 -0.016141531082089464 0.22213458313019416 -0.30662272384144229 0.0040372440237664313 -0.070640039011518649 -0.027044105131211294
leaf_weight=4074 3436 16306 77329 93411 257256 50345 6170 14529 36513 34937 1515 3647 5385 34 45073 96359 99531 29762 105373 158 4880 13806 35830 4368 14329 157 53 359618 1847 5405
leaf_count=4074 3436 16306 77329 93411 257256 50345 6170 14529 36513 34937 1515 3647 5385 34 45073 96359 99531 29762 105373 158 4880 13806 35830 4368 14329 157 53 359618 1847 5405
internal_value=0 -0.000110486 -0.000347283 -0.00671965 0.000562464 0.000415438 0.0038032 0.00515473 -0.00147576 -0.00826263 -0.012923 -0.000148602 -0.0100648 0.0202022 -0.0173629 0.0060104 0.0083308 0.0109729 0.00867668 0.00255297 -0.0517938 -0.00398632 -0.00893654 -0.0150393 0.00263159 0.0430377 0.0033575 0.00340184 -0.0175637 -0.00673384
internal_weight=0 1.418e+06 1.40166e+06 175108 1.22655e+06 1.22232e+06 437899 395899 784422 128303 93366 656119 86971 16340 50458 381370 285011 234666 204904 385057 6395 271062 42000 97779 384899 4231 370570 370517 10899 9052
internal_count=1421436 1418000 1401660 175108 1226552 1222321 437899 395899 784422 128303 93366 656119 86971 16340 50458 381370 285011 234666 204904 385057 6395 271062 42000 97779 384899 4231 370570 370517 10899 9052
is_linear=0
shrinkage=0.1


Tree=90
num_leaves=31
num_cat=0
split_feature=177 62 82 124 158 74 84 132 67 113 50 29 51 54 52 34 103 102 17 48 17 123 79 68 78 188 39 145 56 8
split_gain=695.582 660.734 666.603 737.423 830.956 682.665 675.156 721.395 631.871 621.73 609.921 597.455 878.023 630.717 583.983 555.421 548.853 544.619 522.33 519.388 508.981 507.385 506.93 502.005 492.826 491.368 592.736 505.277 537.125 487.647
threshold=1.0000000180025095e-35 42.882371735570139 6.1983992307167632 1.0000000180025095e-35 1.0000000180025095e-35 42.586183869694899 23.368721687942735 2.5000000000000004 1.0000000180025095e-35 0.25265999999999983 16.175953966192193 3.8585474367975219 94.162388714547902 4.3393779863563422 5.9888424120482382 17.61228489339754 1.5000000000000002 2.5000000000000004 3.6592882687569598e-07 1.0000000180025095e-35 1.8049989560297964e-06 4.5000000000000009 12.135588381253886 45.2440981664733 51.614653115778744 1.5000000000000002 18.174302015238265 1.0000000180025095e-35 11.703105043232638 377.00000000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 11 5 22 8 9 25 20 -10 23 13 15 -15 16 -13 -12 -19 -14 -8 -7 -5 -1 -9 27 -27 28 -4 -3
right_child=-2 29 6 4 -6 21 7 24 10 -11 17 12 19 14 -16 -17 -18 18 -20 -21 -22 -23 -24 -25 -26 26 -28 -29 -30 -31
leaf_value=-0.00033415720996808179 -0.018745047157703601 0.058390870772708395 0.002724474039891686 -0.021105121279948756 0.049073388119794115 -0.039475715673252365 0.16339110947772661 -0.023615156302396308 0.006246045075735198 0.010815054562968857 -0.0030681774381674633 0.0041142498717007224 -0.14998294748498928 -0.032710287698204839 -0.0093105762098144151 0.058556177588844571 -0.091985988960909815 -0.1859569393677844 0.011111141239143689 0.1383002158568287 0.036969699768063573 -0.30975548660116536 0.00075228143373212361 0.015959530367988552 -0.15285063030469659 -0.015524708057950989 -0.10374697462885561 0.0060424891793643817 -0.005957921487755832 -0.27756917004219511
leaf_weight=238809 19524 2390 105661 23642 2004 8939 461 1141 285734 71694 178883 19484 70 12816 63560 1842 613 135 36095 583 1030 70 19251 20535 398 12735 810 73688 218795 44
leaf_count=238809 19524 2390 105661 23642 2004 8939 461 1141 285734 71694 178883 19484 70 12816 63560 1842 613 135 36095 583 1030 70 19251 20535 398 12735 810 73688 218795 44
internal_value=0 0.000261057 0.000170519 -0.00320704 -0.0141116 -0.0165512 0.00158078 0.0107194 0.000832448 0.0121442 0.00321818 -0.00156651 -0.00817668 -0.00894431 -0.0132371 0.00600005 0.00118299 -0.000803728 0.0103768 0.107397 0.0760577 -0.0415758 -0.0112952 0.000955986 -0.0570367 -0.00206995 -0.0208005 -0.00143273 -0.00313045 0.0523176
internal_weight=0 1.40191e+06 1.39948e+06 412218 53906 51902 987260 74724 912536 73185 500847 358312 98968 98315 76376 21939 20097 215113 36230 653 1491 9009 42893 259344 1539 411689 13545 398144 324456 2434
internal_count=1421436 1401912 1399478 412218 53906 51902 987260 74724 912536 73185 500847 358312 98968 98315 76376 21939 20097 215113 36230 653 1491 9009 42893 259344 1539 411689 13545 398144 324456 2434
is_linear=0
shrinkage=0.1


Tree=91
num_leaves=31
num_cat=0
split_feature=157 185 49 156 57 110 79 50 115 48 158 13 145 61 143 113 148 198 160 67 95 119 141 110 131 17 109 188 39 52
split_gain=664.76 652.01 962.007 695.833 917.319 1493.47 1114.52 756.522 666.801 638.648 637.211 743.839 610.061 592.673 555.622 544.87 522.128 510.216 507.099 505.105 503.798 493.111 479.577 476.205 471.122 469.438 466.012 470.616 646.456 480.108
threshold=1.0000000180025095e-35 1.0000000180025095e-35 43.224985505478976 2.5000000000000004 26.149826245619927 1.0000000180025095e-35 37.091257753768154 16.175953966192193 1.0000000180025095e-35 62.440769976124251 1.0000000180025095e-35 0.25402137136085456 2.5000000000000004 32.327176646824029 1.5000000000000002 4.0755000000000043 1.0000000180025095e-35 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.43534002229654406 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 7.5000000000000009 1.1249996425626177e-06 1.5000000000000002 1.5000000000000002 46.833394188319993 23.213430736157282
decision_type=2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 7 6 -6 10 13 -7 12 -12 16 22 26 21 17 18 19 -1 -11 -3 -9 -5 -8 -10 27 29 -29 -4
right_child=-2 15 14 23 5 9 24 8 25 20 11 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0017228613568494836 -0.010397924540920499 0.0022567645151228442 -0.014438244135721093 0.007857043284994791 -0.012233978658553704 0.0043917693192430359 -0.044124158381436018 -0.00064339744533512726 0.022257017714484559 0.0019321473744028602 0.001550361665565686 0.048661904606220031 0.025828168118480172 0.048276190421067129 -0.1155168019801016 0.020215473945496065 -0.058693462924109097 0.020868755826328057 0.025131144159373144 0.0043947797148335922 -0.027009814949286299 0.057663054615123381 -0.015599240096734877 0.056688531858748031 -0.29712161022062239 -0.022059584383064608 -0.04243253502097729 -0.026943846004297833 -0.31247490866808225 0.0013212562720271897
leaf_weight=252685 58936 66599 33671 90767 37259 74844 13753 285726 2649 10764 6795 6613 11218 2385 496 27734 1401 14619 9271 289690 13631 1646 23180 2042 74 24472 4080 8966 80 45390
leaf_count=252685 58936 66599 33671 90767 37259 74844 13753 285726 2649 10764 6795 6613 11218 2385 496 27734 1401 14619 9271 289690 13631 1646 23180 2042 74 24472 4080 8966 80 45390
internal_value=0 0.00044977 -0.00015243 0.000621994 -9.13924e-05 -0.00733962 -0.0212319 0.00107932 -0.00269249 -0.000188188 0.00323439 0.0247864 0.0027352 -0.00138227 -0.00996057 0.00839629 0.00227885 0.0024297 0.00194105 0.00154466 -0.0142395 0.00359311 -0.00176567 0.00893144 -0.0454782 -0.017731 -0.00939264 -0.00786265 -0.029469 -0.0053905
internal_weight=0 1.3625e+06 1.26652e+06 1.17384e+06 1.08103e+06 150325 51086 930704 338412 99239 592292 13408 578884 311291 92683 95979 567666 566265 551646 542375 24395 68245 308906 92809 13827 27121 92187 88107 9046 79061
internal_count=1421436 1362500 1266521 1173838 1081029 150325 51086 930704 338412 99239 592292 13408 578884 311291 92683 95979 567666 566265 551646 542375 24395 68245 308906 92809 13827 27121 92187 88107 9046 79061
is_linear=0
shrinkage=0.1


Tree=92
num_leaves=31
num_cat=0
split_feature=127 186 106 122 116 125 40 1 137 57 141 55 126 46 61 37 167 73 40 37 144 0 116 131 132 55 43 39 183 47
split_gain=620.848 641.277 816.299 871.157 806.311 797.646 1337.01 1102.53 999.563 966.486 838.098 714.265 689.38 660.82 653.678 899.824 604.23 600.567 1322.73 658.685 649.641 585.354 607.859 810.726 770.512 584.508 576.551 565.637 560.33 544.161
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.5000000000000002 1.5000000000000002 1.5000000000000002 1.0000000180025095e-35 11.70112197435285 -3.8993511929235622 1.0000000180025095e-35 12.876496700483878 1.0000000180025095e-35 5.4595822028148939 1.5000000000000002 24.793125677808465 15.897821325467701 10.427177364241386 3.5000000000000004 26.315000000000001 10.265995163112066 5.1568902098089984 1.0000000180025095e-35 9.0222089539215631 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 11.371633894658768 13.929720998868129 5.964429928347843 1.0000000180025095e-35 51.666023300702768
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 14 4 5 6 7 21 9 -9 13 -11 -5 28 17 -16 25 18 19 27 -21 -4 23 24 -23 -6 -19 -1 -7 -17
right_child=-2 -3 3 12 16 10 -8 8 -10 11 -12 -13 -14 -15 15 29 -18 26 -20 20 -22 22 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.0049757700483156727 0.016141382343881943 0.011998542959937823 0.1475810018381328 0.0039379244597571019 0.014791466426139297 -0.0017933528877029485 0.019012373818845116 -0.0040843993194125171 0.037125904520765016 -0.017503931205700648 -0.022308241642275822 -0.046310227564830435 0.037684947887652698 -0.060558337977034804 0.046408818617136575 0.0038238711194630822 -0.26132216218282428 0.0027588436133435673 -0.15302783803805328 -0.030945624194038603 0.0093207182607789232 -0.16312821272518208 -0.0099701522398667336 -0.042431617015274467 -0.048904580180575183 -0.0060430796531844447 -0.0050483440274878789 -0.050584621972211842 -0.066107767311777407 0.038467661838745594
leaf_weight=29206 23436 41341 158 23731 36355 344324 11517 40279 3826 30075 22451 12059 8126 1941 6601 46568 84 560231 635 16507 5291 1262 3447 7344 1110 21387 113806 1955 1360 5023
leaf_count=29206 23436 41341 158 23731 36355 344324 11517 40279 3826 30075 22451 12059 8126 1941 6601 46568 84 560231 635 16507 5291 1262 3447 7344 1110 21387 113806 1955 1360 5023
internal_value=0 -0.000270593 -0.000644466 -0.0035225 -0.00447225 -0.00581312 -0.013245 -0.0169765 -0.0128406 -0.0151602 -0.00358247 -0.0257485 0.012546 -0.00237309 0.00144619 0.0116449 0.0066847 0.000630555 -0.00955791 -0.00783765 -0.0211718 -0.0437519 -0.0460485 -0.0588483 -0.109676 0.00707458 0.00144066 0.00148998 -0.00204638 0.00719686
internal_weight=0 1.398e+06 1.35666e+06 570836 538979 481153 111077 99560 86239 82413 370076 42134 31857 347625 785823 58192 57826 727631 53594 52959 21798 13321 13163 9716 2372 57742 674037 31161 345684 51591
internal_count=1421436 1398000 1356659 570836 538979 481153 111077 99560 86239 82413 370076 42134 31857 347625 785823 58192 57826 727631 53594 52959 21798 13321 13163 9716 2372 57742 674037 31161 345684 51591
is_linear=0
shrinkage=0.1


Tree=93
num_leaves=31
num_cat=0
split_feature=47 181 62 64 113 1 132 12 1 47 78 123 46 52 83 199 46 1 1 24 65 99 67 29 167 11 107 108 144 117
split_gain=626.089 730.062 556.741 505.045 479.781 1823.24 1209.75 538.775 528.369 517.986 508.551 485.666 477.444 495.326 467.505 466.153 466.008 452.581 444.147 436.385 876.227 433.788 746.548 586.216 503.62 596.894 432.615 424.395 418.245 413.648
threshold=18.512949584832612 2.5000000000000004 11.44001080094286 22.581606532625994 0.98525000000000007 -4.9611736075876989 2.5000000000000004 0.93665862373068565 -4.2578127271384307 92.78764896055317 36.19661447456388 1.5000000000000002 12.453201581817062 46.343559697160437 45.522502849344669 1.0000000180025095e-35 16.861929616411498 -2.3563342932978455 -4.6388534130945898 23.491066712567136 62.724731531628372 2.5000000000000004 23.170345056561505 9.1471085094265536 1.5000000000000002 -0.49676821883717814 23.500000000000004 30.500000000000004 3.5000000000000004 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 10 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2 2 2
left_child=3 2 4 12 18 7 8 -6 -7 21 -8 19 13 14 28 17 -14 -4 -2 -11 27 22 23 24 -10 29 -5 -21 -1 -26
right_child=1 -3 15 26 5 6 10 -9 9 11 -12 -13 16 -15 -16 -17 -18 -19 -20 20 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0032401376828849263 0.057997742530463962 0.050298934965349054 0.0039168245855895198 0.0096990769437503427 -0.15894595878427145 -0.025934785912764453 -0.041722765962234218 0.10736041297934143 0.00056114001791534695 0.016647751884403757 -0.18576905529515031 -0.094156513188811242 0.027998295169006794 -0.027034637202206998 -0.021891622185619453 -0.0066956928864400078 -0.0125368099797951 0.016831081407544565 0.0094731755889063823 0.1448031908686733 0.019660384403525053 -0.011365490735059982 0.021043349510889788 -0.056553866222851329 -0.017134752522994855 -0.013347440681141005 -0.10248327191760738 0.39207907574078477 0.029860143053817623 -0.1415164188465213
leaf_weight=479934 2018 3078 56302 36786 897 7618 511 83 620665 14389 471 374 9087 9097 13430 19375 4123 52386 28896 244 700 31320 17524 1820 433 4884 347 97 3848 699
leaf_count=479934 2018 3078 56302 36786 897 7618 511 83 620665 14389 471 374 9087 9097 13430 19375 4123 52386 28896 244 700 31320 17524 1820 433 4884 347 97 3848 699
internal_value=0 0.00168381 0.00151015 -0.00261587 0.000448174 -8.81937e-05 0.000102155 -0.136391 0.000257582 0.000545447 -0.110812 0.0184419 -0.00342116 -0.00391083 -0.00348776 0.00759399 0.0153468 0.0101413 0.0126408 0.0211711 0.0836944 0.000127882 0.000685093 0.00011746 0.000282044 -0.028512 0.00865076 0.215143 -0.00297686 -0.0939393
internal_weight=0 864784 861706 556652 733643 702729 701749 980 700767 693149 982 15804 519519 506309 497212 128063 13210 108688 30914 15430 1041 677345 646025 628501 626681 6016 37133 341 483782 1132
internal_count=1421436 864784 861706 556652 733643 702729 701749 980 700767 693149 982 15804 519519 506309 497212 128063 13210 108688 30914 15430 1041 677345 646025 628501 626681 6016 37133 341 483782 1132
is_linear=0
shrinkage=0.1


Tree=94
num_leaves=31
num_cat=0
split_feature=171 57 185 57 54 48 12 11 117 141 63 40 100 73 135 184 57 80 131 31 48 126 65 73 37 132 1 95 73 31
split_gain=609.72 717.746 757.664 1210.26 787.967 778.786 1042.89 744.996 1161.64 1403.09 890.038 735.776 792.943 805.164 771.957 1415.98 1368.43 1146.04 1083.08 682.771 961.977 673.153 1062.13 1162.84 694.142 632.756 974.385 629.785 584.874 724.076
threshold=1.0000000180025095e-35 57.257960978151083 1.0000000180025095e-35 32.421929854174351 9.7828986664318318 35.394565336451578 0.93665862373068565 -0.47459081602718128 1.0000000180025095e-35 1.0000000180025095e-35 5.4715979358617908 5.9480183125919286 1.0000000180025095e-35 272.15500000000003 1.0000000180025095e-35 1.0000000180025095e-35 14.192939837955668 24.82725217065294 1.5000000000000002 -3.3449999999999975 56.370614686016999 1.5000000000000002 27.58869108149413 44.380000000000017 10.30727377228577 1.0000000180025095e-35 -0.8525934498886848 0.41742424242424242 116.58000000000003 -2.4099999999999988
decision_type=2 2 2 2 2 2 10 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 5 -5 7 11 8 25 10 -10 12 13 21 15 -14 -17 -16 -18 -6 -21 22 24 -24 -7 26 28 -11 -1 -30
right_child=-2 -3 -4 4 19 6 -8 -9 9 27 -12 -13 14 -15 17 16 18 -19 -20 20 -22 -23 23 -25 -26 -27 -28 -29 29 -31
leaf_value=-0.013524227688602598 0.010773604284515841 -0.021000932098009784 0.008783168894609868 0.0021207030471148687 -0.0043417833971242025 0.011174988776528127 0.042334863682721269 2.6636437828140449e-05 -0.047791186092533362 -0.11307596867488344 -0.0019400844278119574 0.0077475401581271683 -0.0044110001549779272 -0.21280360008524948 0.012296546507461432 -0.06445249889393527 0.0029310779822057185 -0.015303807121324601 -0.063139585327028444 -0.012940520248840966 -0.043269174183416047 0.013635043747467147 -0.045954284991323396 -0.0040595036770884963 -0.0026171244413783607 0.010033624523339862 -0.00088599123106176687 -0.030703146499194912 -0.028382992580321009 -0.10012019614428209
leaf_weight=38268 50658 16703 88834 30569 26232 101587 6423 288391 6486 2548 12191 162648 142582 172 51955 8069 10550 21176 3244 26921 17102 54804 7236 78486 56947 23330 76172 1460 7984 1708
leaf_count=38268 50658 16703 88834 30569 26232 101587 6423 288391 6486 2548 12191 162648 142582 172 51955 8069 10550 21176 3244 26921 17102 54804 7236 78486 56947 23330 76172 1460 7984 1708
internal_value=0 -0.000398146 -0.000144003 -0.00077079 -0.0112813 0.000139291 0.00222367 -0.00306943 -0.00831712 -0.0293837 -0.0178629 0.00185534 7.00526e-05 0.00349464 -0.00424329 -0.00804463 -0.0317417 0.00430452 -0.0126071 -0.0171127 -0.0247226 0.00361905 0.00137174 -0.00759594 0.00622072 -0.00507631 -0.00791615 -0.0830699 -0.0190817 -0.0410251
internal_weight=0 1.37078e+06 1.35408e+06 1.26524e+06 100824 1.16442e+06 705879 458538 170147 22685 18677 699456 536808 299232 237576 164445 21863 73131 13794 70255 44023 299060 244256 85722 158534 147462 124132 4008 47960 9692
internal_count=1421436 1370778 1354075 1265241 100824 1164417 705879 458538 170147 22685 18677 699456 536808 299232 237576 164445 21863 73131 13794 70255 44023 299060 244256 85722 158534 147462 124132 4008 47960 9692
is_linear=0
shrinkage=0.1


Tree=95
num_leaves=31
num_cat=0
split_feature=173 180 11 12 189 38 41 12 122 54 120 11 61 186 97 121 71 194 197 12 68 66 17 11 41 71 155 57 6 71
split_gain=603.94 672.636 1393.26 2405.39 1649.07 891.503 800.389 763.235 741.628 658.328 627.859 617.802 611.052 606.853 722.127 883.978 1021.52 962.241 699.112 606.094 595.834 727.667 902.757 587.814 585.666 581.104 537.692 507.859 498.676 496.793
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.50267433325196065 0.51599074694349822 1.0000000180025095e-35 12.367824175255366 22.250996406417922 0.49674606218784595 1.0000000180025095e-35 4.7262512531791581 1.0000000180025095e-35 -0.49676821883717814 60.569069009848931 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 20.444543673637281 1.0000000180025095e-35 1.0000000180025095e-35 0.50598087132762448 55.571364322456255 13.058608199632042 6.5624988444793894e-07 -0.5072478660063402 5.9457664868522189 16.59513772595076 1.0000000180025095e-35 63.64034378657508 608.39850000000035 5.5239148582007571
decision_type=2 2 10 10 2 2 2 8 2 2 2 10 2 2 2 2 2 2 2 10 2 2 2 10 2 2 2 2 2 2
left_child=1 2 3 5 7 24 20 8 12 25 -10 -2 13 14 28 16 18 -17 -16 -3 21 -5 -23 -21 -1 -7 -20 -6 -4 -25
right_child=11 19 4 6 27 9 -8 -9 10 -11 -12 -13 -14 -15 15 17 -18 -19 26 23 -22 22 -24 29 -26 -27 -28 -29 -30 -31
leaf_value=-0.025041329132344643 -0.022404692657418283 -0.0057523546802736589 0.0026220487882974708 0.012615092596374222 -0.052562359026165198 -0.11308349854367664 -0.14829542848547383 0.0099582057573166932 -0.15109559576280696 -0.062261365488312181 0.021643861818288871 0.013879438365431152 -0.12504686023583683 0.011939439377569819 -0.0037595298361196832 0.0062030423895104358 -0.015099240604018682 -0.041824885529601057 0.0060932962857744091 0.0067633536026967507 0.032067014139378014 -0.1121840440212433 -0.015306905070258973 0.045091564013031604 -0.1014669113650699 -0.27130778647742038 0.043428269093391411 -0.16299246213246582 0.037665397676211874 0.012894398955988215
leaf_weight=7737 5193 25729 245715 9943 3281 1291 367 69306 213 3133 17346 48701 398 34514 608693 127186 77943 4313 29847 54979 4832 1067 9765 8520 1152 283 4430 477 4129 10953
leaf_count=7737 5193 25729 245715 9943 3281 1291 367 69306 213 3133 17346 48701 398 34514 608693 127186 77943 4313 29847 54979 4832 1067 9765 8520 1152 283 4430 477 4129 10953
internal_value=0 -0.000409198 -0.00103273 -0.0195018 -0.000437501 -0.0535798 -0.00166386 -0.000234434 -0.00084619 -0.088769 0.0195484 0.0103833 -0.0011611 -0.00111773 -0.00152658 -0.0029123 -0.00428765 0.00462779 -0.00297704 0.00747899 0.000437668 -0.00691891 -0.0248497 0.0120515 -0.034946 -0.141532 0.0109185 -0.0665792 0.00320119 0.0269816
internal_weight=0 1.36754e+06 1.26736e+06 39570 1.22779e+06 13596 25974 1.22403e+06 1.15473e+06 4707 17559 53894 1.13717e+06 1.13677e+06 1.10226e+06 852412 720913 131499 642970 100181 25607 20775 10832 74452 8889 1574 34277 3758 249844 19473
internal_count=1421436 1367542 1267361 39570 1227791 13596 25974 1224033 1154727 4707 17559 53894 1137168 1136770 1102256 852412 720913 131499 642970 100181 25607 20775 10832 74452 8889 1574 34277 3758 249844 19473
is_linear=0
shrinkage=0.1


Tree=96
num_leaves=31
num_cat=0
split_feature=127 177 44 44 51 11 62 124 113 12 3 46 103 12 189 189 41 11 41 12 37 11 93 45 51 64 144 37 48 190
split_gain=596.372 572.19 630.086 1036.51 593.469 710.85 587.75 571.858 579.715 558.283 608.933 698.109 734.326 592.616 1100.51 741.115 698.174 662.19 575.021 991.805 677.328 723.828 563.727 737.503 641.357 804.742 742.755 612.328 560.495 549.995
threshold=1.5000000000000002 1.0000000180025095e-35 9.1426255072711715 9.0745075149886052 19.597577279093915 -0.22120300305449384 54.784808865683679 1.5000000000000002 2.824685000000001 0.93665862373068565 1.0000000180025095e-35 11.784370519014884 1.5000000000000002 0.5079666451843291 1.0000000180025095e-35 1.0000000180025095e-35 22.57254176793921 -0.50674999374311069 5.6550186280688211 0.50425988999602211 9.48679997212807 -0.34035990858028092 4.5114962779445484 9.8388785206150668 9.5317657264248421 11.745036147294865 1.0000000180025095e-35 20.431574897125923 63.474780881017672 1.0000000180025095e-35
decision_type=2 2 2 2 2 10 2 2 2 10 2 2 2 10 2 2 2 10 2 8 2 8 2 2 2 2 2 2 2 2
left_child=1 2 3 6 5 -5 7 9 -9 10 -1 13 -13 14 17 16 -15 -12 20 29 -19 22 23 24 25 26 -22 -28 -11 -20
right_child=-2 -3 -4 4 -6 -7 -8 8 -10 28 11 12 -14 15 -16 -17 -18 18 19 -21 21 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.015420863089993311 0.080530475070411223 -0.017053780124002518 0.0032871900618432677 -0.14142069022104828 -0.021354826871480499 0.072370122231058112 0.13337589604522174 -0.011517301624369449 -0.075289199135976814 0.012995463550346843 0.0098493507239325387 0.0270423176363256 -0.0038416767784261239 -0.026503352910318592 -0.056345565469557525 0.059074253315243998 -0.2879278751180589 0.0023594110987055906 0.0042316323650749563 -0.041360838302784503 -0.028357765460487617 -0.024521019365862085 -0.011735313833324372 0.017603393436808685 -0.00026007387058788752 0.0068385382381476933 -0.0024905446641753162 -0.053738172612136016 0.081823813584909033 -0.013394682170918451
leaf_weight=29100 919 19523 446170 1105 1705 181 325 5044 1987 9995 55705 18095 13400 12493 3568 1043 103 146332 257393 5129 28816 19315 84964 17267 169165 19147 30571 2524 1342 19010
leaf_count=29100 919 19523 446170 1105 1705 181 325 5044 1987 9995 55705 18095 13400 12493 3568 1043 103 146332 257393 5129 28816 19315 84964 17267 169165 19147 30571 2524 1342 19010
internal_value=0 -5.2099e-05 0.000184821 -0.00126485 -0.0600404 -0.11133 -0.00108016 -0.00112608 -0.0295396 -0.000914565 -0.00118255 -0.000724233 0.0139023 -0.00125219 -0.000923779 -0.0219333 -0.0286411 -0.00069259 -0.00142698 0.00221083 -0.00340373 -0.00567216 -0.00463922 -0.00238525 -0.0037646 -0.0110784 -0.0166195 -0.00639896 0.0211429 0.00301936
internal_weight=0 1.42052e+06 1.40099e+06 954824 2991 1286 951833 951508 7031 944477 933140 904040 31495 872545 858906 13639 12596 855338 799633 281532 518101 371769 352454 267490 250223 81058 61911 33095 11337 276403
internal_count=1421436 1420517 1400994 954824 2991 1286 951833 951508 7031 944477 933140 904040 31495 872545 858906 13639 12596 855338 799633 281532 518101 371769 352454 267490 250223 81058 61911 33095 11337 276403
is_linear=0
shrinkage=0.1


Tree=97
num_leaves=31
num_cat=0
split_feature=47 77 123 158 13 156 50 46 10 11 63 117 41 189 11 37 61 113 132 97 33 107 1 62 1 126 181 158 61 123
split_gain=608.834 651.194 569.479 532.907 547.229 533.262 720.417 570.98 479.177 448.087 584.669 708.507 668.955 462.824 453.43 440.594 607.441 429.923 875.617 551.953 905.677 728.206 654.131 494.258 606.332 428.149 396.402 395.184 394.275 382.735
threshold=43.65234201418474 29.582998872834995 1.5000000000000002 1.0000000180025095e-35 0.19869219631118792 1.0000000180025095e-35 16.590501344847635 12.453201581817062 0.57259630355254354 -0.46856255175429984 5.128445786863943 1.0000000180025095e-35 5.9338771906688317 1.0000000180025095e-35 -0.4961652116662193 15.548499341938321 11.128852320182892 2.4913500000000011 2.5000000000000004 4.5000000000000009 45.099294191876872 7.5000000000000009 -5.1129004826960358 11.44001080094286 -4.6748462480429849 2.5000000000000004 1.5000000000000002 2.5000000000000004 34.46906725876088 4.5000000000000009
decision_type=2 2 2 2 8 2 2 2 10 8 2 2 2 2 8 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 8 5 -5 6 15 9 26 10 11 -7 -13 -11 -12 16 -1 -2 19 20 23 -22 -21 24 -19 -6 -3 -24 -26 -4
right_child=17 2 29 4 25 7 -8 -9 -10 13 14 12 -14 -15 -16 -17 -18 18 -20 22 21 -23 27 -25 28 -27 -28 -29 -30 -31
leaf_value=-0.00037329784257116331 0.016388369362755034 -0.0090458466618295891 -0.04254379832235991 -0.03263606547102061 0.032094223652432328 -0.0071546738705299054 -0.0092388032407616817 0.019298952049005374 0.023497898510836435 0.0058183202619585513 0.0048416506912540604 -0.032945016829801506 -0.1278342745120653 -0.082764110733970067 -0.0031246840851712216 -0.0095548096383962569 0.016326990387363356 -0.099013936286047419 -0.1409195554628748 -0.18067917821206692 0.19479779409626441 0.03826466210602384 -0.011953770322320728 0.016276009757000522 0.0019533951948983615 -0.042421633771290004 0.012590253728095411 -0.29934910891267158 0.090063915371689909 -0.30836774500256237
leaf_weight=274224 25629 123185 3563 1766 11216 14126 128144 18088 5162 160317 119697 3573 938 592 177253 46075 23659 594 423 236 322 3858 14847 26666 226750 828 9093 48 509 55
leaf_count=274224 25629 123185 3563 1766 11216 14126 128144 18088 5162 160317 119697 3573 938 592 177253 46075 23659 594 423 236 322 3858 14847 26666 226750 828 9093 48 509 55
internal_value=0 -0.00107017 -0.00742303 -0.000156218 0.0193489 -0.000434867 -0.00283884 0.00185983 -0.00639212 0.00119783 -0.000991855 -0.0181729 -0.0526759 0.00549242 8.64504e-05 -0.000454488 0.000953103 0.0040024 0.00284493 0.00306701 0.00415281 0.050323 -0.0154971 0.00339455 0.00188701 0.0269714 -0.00755855 -0.0128799 0.00215074 -0.0465848
internal_weight=0 1.12155e+06 141058 980496 13810 966686 472102 494584 137440 476496 315587 18637 4511 160909 296950 343958 297883 299882 274253 273830 258699 4180 15131 254519 227853 12044 132278 14895 227259 3618
internal_count=1421436 1121554 141058 980496 13810 966686 472102 494584 137440 476496 315587 18637 4511 160909 296950 343958 297883 299882 274253 273830 258699 4180 15131 254519 227853 12044 132278 14895 227259 3618
is_linear=0
shrinkage=0.1


Tree=98
num_leaves=31
num_cat=0
split_feature=189 113 71 141 129 41 129 137 1 132 117 198 173 47 37 51 102 99 109 197 56 42 84 99 117 144 101 110 41 100
split_gain=574.917 571.384 636.233 589.88 828.734 684.639 592.978 857.309 961.897 620.406 630.803 564.085 545.092 548.774 585.045 624.539 544.397 528.161 840.031 706.617 489.312 479.807 472.957 472.587 458.176 454.427 445.672 500.125 437.314 467.058
threshold=2.5000000000000004 6.4977800000000059 29.112022592309334 1.0000000180025095e-35 1.0000000180025095e-35 5.9338771906688317 1.0000000180025095e-35 1.0000000180025095e-35 -0.61174281633272309 4.5000000000000009 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 30.331875564903413 20.68540699323135 14.009165900328906 5.5000000000000009 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 36.000779483733204 116.46841225945435 42.163599739738054 4.5000000000000009 1.0000000180025095e-35 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 6.3086734020498776 2.5000000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 6 26 -6 9 8 -8 10 12 -4 13 14 17 20 -15 28 19 -19 -16 23 -12 -17 -7 -3 -5 -28 29 -1
right_child=-2 25 11 4 5 24 7 -9 -10 -11 22 -13 -14 16 15 21 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=-0.00061639016911689743 -0.24862628966089217 0.0085558244069107916 -0.0098491100103794312 0.0075115023059992474 -0.025376960572777964 0.0078344908501480175 0.024508545251148463 0.049281503165221223 -0.0070246985471880373 -0.10953488822775088 0.021574612440222463 -0.056112999694964888 0.010698298316440128 0.0024764319274194146 -0.017657112971024968 -0.0052931398204356236 0.23020741791952226 0.013513870929850647 0.0001315756686851327 0.056675363392590161 -0.061732331171645206 -0.17535650320797269 0.1380258612790127 -0.10961859629280149 -0.13985470603410416 0.39150877075810592 -0.015404157152436468 0.0015640178521510709 -0.01012966084140441 -0.023042161801404629
leaf_weight=436272 93 71568 33572 20960 3788 264 17136 5376 22214 516 8894 2860 45198 386786 9654 105820 105 23081 72982 4539 3408 167 363 436 1028 31 46080 27880 60876 9489
leaf_count=436272 93 71568 33572 20960 3788 264 17136 5376 22214 516 8894 2860 45198 386786 9654 105820 105 23081 72982 4539 3408 167 363 436 1028 31 46080 27880 60876 9489
internal_value=0 1.62679e-05 -0.00044552 -8.39102e-05 -0.00746608 -0.046817 0.000524521 0.0118246 0.00670729 9.20245e-05 0.000140453 -0.0134809 -6.72494e-05 -0.000504188 -0.0021239 -0.00852026 0.00253824 -0.000865307 0.00575302 0.0206069 -0.0291568 -0.00598741 0.0261411 -0.00572122 -0.109677 0.00872163 -0.00536007 -0.00900783 -0.0021795 -0.00109377
internal_weight=0 1.42134e+06 1.34974e+06 1.31331e+06 100000 5080 1.21331e+06 44726 39350 1.16859e+06 1.16807e+06 36432 1.15881e+06 1.11362e+06 726724 119485 386891 607239 100602 27620 13062 106423 9257 106256 1292 71599 94920 73960 506637 445761
internal_count=1421436 1421343 1349744 1313312 100000 5080 1213312 44726 39350 1168586 1168070 36432 1158813 1113615 726724 119485 386891 607239 100602 27620 13062 106423 9257 106256 1292 71599 94920 73960 506637 445761
is_linear=0
shrinkage=0.1


Tree=99
num_leaves=31
num_cat=0
split_feature=144 49 56 97 74 95 61 1 113 73 121 194 194 188 54 39 46 39 39 120 110 120 100 112 48 34 132 13 1 55
split_gain=546.379 599.913 1041.49 751.221 881.223 1066.37 719.969 597.109 877.077 1122.98 594.272 842.919 618.632 616.778 548.487 756.108 674.36 642.974 855.038 784.308 637.645 631.813 620.598 540.225 526.731 511.393 497.568 479.889 801.422 470.129
threshold=2.5000000000000004 11.250724010767305 25.614643766819992 2.5000000000000004 9.8419376170264226 0.18065268065268067 16.208011535984078 -4.1815336644187466 0.36630000000000068 247.10000000000005 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3.5000000000000004 15.042142832540126 5.8194184369387152 9.8216099690919147 5.8403372890237435 5.8194184369387152 3.5000000000000004 3.5000000000000004 3.5000000000000004 2.5000000000000004 3.5000000000000004 41.779236005609967 12.755953621954996 1.0000000180025095e-35 0.25844420062989371 0.60811638955781278 5.4595822028148939
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 8 2 2
left_child=1 2 26 10 5 -5 -7 8 23 -10 11 14 13 -12 17 22 21 18 25 20 24 -17 -16 -6 -19 27 -1 -3 -29 -8
right_child=-2 3 -4 4 7 6 29 -9 9 -11 12 -13 -14 -15 15 16 -18 19 -20 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.003876565839965534 0.010362897865630456 0.0042144082874535664 0.011659458520412162 0.0035934542307106878 0.0057688687612178916 -0.01571329762351184 -0.021188265099927783 0.00038463847878591258 -0.019265072089199736 -0.14157650380228959 0.0099152720380208809 0.034401536154785348 -0.035513569186266775 -0.36891671377559043 -0.0090408070880169701 -0.0013213223507457215 -0.013732687511770572 -0.011388848933914696 0.035014847435378339 -0.17759870771974834 0.056835726025497683 0.025914615373652507 -0.046264004598429082 0.093453449786788642 0.00042595910928889841 0.017762716263063961 0.010521161161909607 -0.0022196829894611794 -0.15134009347191479 -0.057380322296197252
leaf_weight=128850 49120 212260 104723 21654 2489 40242 6353 138772 21352 778 80204 6717 3143 43 115331 17431 14544 79224 7759 264 1645 16656 4660 979 72053 18609 29498 217472 361 8250
leaf_count=128850 49120 212260 104723 21654 2489 40242 6353 138772 21352 778 80204 6717 3143 43 115331 17431 14544 79224 7759 264 1645 16656 4660 979 72053 18609 29498 217472 361 8250
internal_value=0 -0.000370924 0.00392241 -0.00138914 -0.00633035 -0.0151965 -0.0226152 -0.00220398 -0.0162374 -0.023565 -1.85525e-05 -0.000871191 0.0080077 0.00971228 -0.00117562 -0.0062234 0.00429507 0.000220545 0.00210188 -0.00538541 -0.00508811 0.011987 -0.0104864 0.0305218 -0.00576147 0.00153274 -0.00119447 0.000830513 -0.00246681 -0.0416351
internal_weight=0 1.37232e+06 263071 1.10924e+06 240869 76499 54845 164370 25598 22130 868376 784986 83390 80247 778269 168622 48631 609647 456461 153186 152922 34087 119991 3468 151277 448702 158348 430093 217833 14603
internal_count=1421436 1372316 263071 1109245 240869 76499 54845 164370 25598 22130 868376 784986 83390 80247 778269 168622 48631 609647 456461 153186 152922 34087 119991 3468 151277 448702 158348 430093 217833 14603
is_linear=0
shrinkage=0.1


end of trees

feature_importances:
MolLogP=188
fr_COO2=141
BalabanJ=101
MinEStateIndex=84
SMR_VSA6=83
NHOHCount=81
MinPartialCharge=80
PEOE_VSA6=76
SMR_VSA3=76
fr_quatN=75
fr_COO=72
VSA_EState8=64
fr_NH2=63
PEOE_VSA4=55
MaxPartialCharge=52
MaxAbsPartialCharge=49
SlogP_VSA1=46
SlogP_VSA10=42
fr_unbrch_alkane=42
fr_pyridine=41
fr_aniline=40
MinAbsPartialCharge=39
PEOE_VSA3=39
PEOE_VSA1=38
PEOE_VSA7=38
SMR_VSA1=38
SMR_VSA2=35
FractionCSP3=33
SMR_VSA4=31
PEOE_VSA11=29
fr_aryl_methyl=28
PEOE_VSA14=27
fr_Ndealkylation2=27
SlogP_VSA4=24
fr_C_S=24
fr_NH1=23
fr_ether=23
fr_piperdine=23
NumHDonors=22
fr_Ar_N=22
fr_piperzine=22
MinAbsEStateIndex=21
VSA_EState10=21
fr_Ar_OH=21
PEOE_VSA2=20
PEOE_VSA8=20
TPSA=19
PEOE_VSA13=18
fr_ester=18
MaxEStateIndex=17
SlogP_VSA8=17
NumAliphaticHeterocycles=17
PEOE_VSA12=16
PEOE_VSA5=16
fr_phos_acid=16
fr_Al_COO=15
fr_Al_OH_noTert=15
FpDensityMorgan2=14
SlogP_VSA2=14
NumAromaticCarbocycles=14
fr_allylic_oxid=14
fr_amidine=14
SMR_VSA10=13
SlogP_VSA12=13
EState_VSA4=13
NumSaturatedHeterocycles=13
SlogP_VSA5=12
fr_NH0=12
fr_morpholine=12
fr_thiophene=12
Kappa2=11
fr_guanido=11
HallKierAlpha=10
PEOE_VSA9=10
SMR_VSA5=10
NumAromaticHeterocycles=10
fr_SH=10
fr_amide=10
fr_halogen=10
fr_ketone_Topliss=10
fr_phenol_noOrthoHbond=10
FpDensityMorgan1=9
SlogP_VSA11=9
EState_VSA1=9
EState_VSA10=9
NumRotatableBonds=9
fr_bicyclic=9
fr_phos_ester=9
EState_VSA5=8
NumHeteroatoms=8
fr_Imine=8
fr_ketone=8
fr_priamide=8
SMR_VSA7=7
MolMR=7
fr_Al_OH=7
fr_tetrazole=7
Kappa3=6
VSA_EState9=6
fr_Ar_NH=6
EState_VSA7=5
EState_VSA8=5
NumSaturatedRings=5
fr_hdrzone=5
fr_urea=5
FpDensityMorgan3=4
Chi4n=4
SlogP_VSA3=4
EState_VSA3=4
NOCount=4
NumAliphaticCarbocycles=4
NumAliphaticRings=4
NumHAcceptors=4
fr_Ndealkylation1=4
fr_benzene=4
fr_oxazole=4
fr_phenol=4
qed=3
Chi1v=3
Chi4v=3
PEOE_VSA10=3
SMR_VSA9=3
EState_VSA2=3
EState_VSA9=3
fr_Ar_COO=3
fr_C_O=3
fr_C_O_noCOO=3
fr_furan=3
fr_hdrzine=3
fr_nitro=3
fr_sulfide=3
Chi3v=2
NumSaturatedCarbocycles=2
RingCount=2
fr_ArN=2
fr_alkyl_halide=2
fr_barbitur=2
fr_imidazole=2
fr_sulfonamd=2
fr_sulfone=2
fr_thiazole=2
HeavyAtomMolWt=1
NumValenceElectrons=1
BertzCT=1
Chi1=1
Ipc=1
Kappa1=1
SlogP_VSA6=1
NumAromaticRings=1
fr_azo=1
fr_lactam=1
fr_oxime=1

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 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: 4]
[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]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[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: ]
[objective_seed: 5]
[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: ]
[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:[]

sfi_predictor.py

#!/usr/bin/env python

import sys
from rdkit import Chem
from rdkit.Chem import Descriptors
from logd_predictor import LogDPredictor

class SFIPredictor:
    def __init__(self,model_file_name="model_logd.txt",bins=[30,200]):
        self.bins = bins
        self.logd_predictor = LogDPredictor(model_file_name)

    def predict(self,mol):
        logd = self.logd_predictor.predict(mol)
        num_aromatic = Descriptors.NumAromaticRings(mol)
        return logd + num_aromatic

    def predict_smiles(self,smi):
        mol = Chem.MolFromSmiles(smi)
        if mol:
            return self.predict(mol)
        else:
            return None


if __name__ == "__main__":
    if len(sys.argv) != 2:
        print(f"{sys.argv[0]} infile.smi")
        sys.exit(0)

    sfi_predictor = SFIPredictor()
    suppl = Chem.SmilesMolSupplier(sys.argv[1],titleLine=False)
    for mol in suppl:
        pred_sfi = sfi_predictor.predict(mol)
        print(Chem.MolToSmiles(mol),mol.GetProp("_Name"),f"{pred_sfi:.2f}")