tree
version=v4
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=55
objective=binary sigmoid:1
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
feature_infos=[-2.6480116844177246:899.24127197265625] [-1.6953428983688354:537.716552734375] [-1.5686674118041992:432.52276611328125] [-1.5100586414337158:317.26541137695312] [-1.3684296607971191:294.17733764648438] [-3.8205981254577637:3.6167638301849365] [-11.250462532043457:11.633420944213867] [-178.32157897949219:31.027378082275391] [-168.69509887695312:24.585739135742188] [-58.428810119628906:107.74765014648438] [-1.0032992362976074:0.99671167135238647] [-3.3106920719146729:3.1623668670654297] [-0.30803275108337402:195.3482666015625] [-32.104030609130859:276.09219360351562] [-18.295454025268555:313.37521362304688] [-14.363351821899414:354.548828125] [-8.4178743362426758:412.9281005859375] [-0.93466681241989136:15.501534461975098] [-0.021823929622769356:405.318359375] [-0.024879168719053268:288.1317138671875] [-0.033813551068305969:266.71868896484375] [-0.20548999309539795:60.144813537597656] [-0.65683537721633911:1.6594306230545044] [-2.6472175121307373:899.2196044921875] [-3.7117986679077148:3.6195874214172363] [-3.5777997970581055:4.4422993659973145] [-2.052433967590332:2.8989355564117432] [-141.80332946777344:642.29339599609375] [-193.14361572265625:314.93453979492188] [-0.28035897016525269:76.039054870605469] none [-3.1843767166137695:3.0735974311828613] [-14.363351821899414:354.54876708984375] [-0.40915185213088989:27.987947463989258] [-1.579592227935791:1.3883670568466187] [-1.6251664161682129:1.4297853708267212] none [-3.1603121757507324:14.421809196472168] [-0.25330248475074768:3.9478490352630615] [-24.201498031616211:0.041319753974676132] none none [-0.038646969944238663:25.875249862670898] [-3.1246073246002197:5.1051316261291504] [-0.25614631175994873:3.9054112434387207] [-77.5755615234375:491.19122314453125] [-66.322944641113281:460.3082275390625] [-2.2481677532196045:3.1108465194702148] [-3.1593220233917236:3.6238675117492676] [-14.02635383605957:8.8616828918457031] [-1.3664791584014893:1.0622026920318604] [-0.34903949499130249:116.00056457519531] [-1.1733413934707642:1.0420401096343994] [-0.056538037955760956:58.067909240722656] [-3.1603126525878906:14.421808242797852] [-2.4257125854492188:2.1942636966705322]
tree_sizes=3505 3591 3593 3571 3593 3581 3597 3583 3574 3604 3623 3584 3586 3566 3594 3573 3585 3605 3612 3595 3586 3626 3566 3579 3585 3609 3602 3590 3610 3591 3601 3597 3597 3597 3595 3617 3591 3576 3591 3599 3609 3587 3606 3620 3588 3586 3587 3625 3608 3590 3596 3599 3602 3569 3607 3607 3611 3608 3583 3601 3609 3601 3596 3576 3599 3608 3610 3602 3596 3606 3610 3610 3590 3582 3616 3603 3600 3592 3599 3614 3594 3584 3569 3138 3140 3565 3607 3595 3584 3590 3463 3589 3603 3609 3615 3597 3136 3592 3141 3584 3380 3591 3595 3372 3567 3593 3614 3613 3596 3612 3621 3588 3589 3471 3591 3462 3588 3580 3456 3497 3341 3342 3547 3463 3236 3598 3605 3615 3603 3490 3586 3615 3615 3618 3608 3602 3570 3564 3136 3115 3597 3622 3391 3624 3606 3614 3616 3622 3594 3601

Tree=0
num_leaves=31
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split_feature=18 7 7 47 0 0 1 6 7 6 44 17 5 16 0 7 6 7 21 7 8 21 23 47 17 17 7 46 0 50
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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=6 9 3 4 -3 -5 18 14 12 10 17 16 -4 -10 26 -13 -11 -2 23 20 -9 -12 -16 27 25 -20 -8 -1 -25 -21
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internal_count=587687 574399 422428 279197 94807 184390 13288 11069 143231 151971 74421 77550 66996 76235 6005 75668 1882 68504 2219 5064 4827 5917 5629 1671 548 443 376 1360 311 237
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=48 28 47 8 8 48 38 1 28 7 7 6 0 17 21 28 17 28 28 28 55 6 8 6 7 7 54 5 51 7
split_gain=4370.85 1591.4 952.789 678.733 738.851 522.905 460.085 377.349 352.763 212.389 255.813 176.291 152.05 134.967 130.473 108.879 96.0152 77.548 69.6946 69.3793 67.7249 63.0419 54.5231 53.9008 50.1635 36.7821 21.7063 20.3098 15.2539 14.0067
threshold=-1.1056645214557645 -0.031506778672337525 -1.256108224391937 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 1.0000000180025095e-35 -0.0026376470923423763 -0.0094470065087079984 0.061627229675650604 -0.0097913797944784147 6.0537413446581929e-05 -0.0017451324965804813 -0.9409729242324828 3.1571753025054936 -0.27692525088787073 -0.9409729242324828 -0.081908166408538804 -0.16511735320091245 0.0010656728409230711 0.15352448076009753 0.61955183744430553 -0.050118966028094285 6.054261029930786e-05 0.051835363730788238 0.0051615408156067142 0.99899032711982738 -1.8549360036849973 -0.28147326409816736 -0.27966761589050287
left_child=2 6 7 13 5 -5 18 19 17 10 -10 12 -9 21 20 -16 -6 28 27 29 -8 -3 -15 -21 -13 -20 -19 -2 -4 -1
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leaf_value=0.019612054762356508 0.01498310922570947 -0.0017514364988662553 -5.3710184379542794e-05 -0.0072380543022612133 -0.011204820422477472 -0.00089844167336655136 0.020051146274486641 -0.013727425573260644 0.00063467709599257743 0.0027165022531957326 -0.014410604696972126 -0.02084601744373964 -0.033835970158352088 0.0060391869787809411 0.046594714547836646 0.018786864029133741 0.0042510203877818903 -0.0020156415617176458 0.0075329542149962497 -0.020423924718686027 0.010313266433795857 -0.023504956596473319 0.0031293286194194075 -0.0065875633032771363 -0.0026968621284642652 0.0044873315784713722 0.02204102012743625 0.008821377472780615 0.01309986864358397 -0.0025509549016708897
leaf_weight=26.996013253927231 510.42118410766125 282.14013390243053 95.764304429292679 17451.096279501915 369.00996245443821 35590.430343165994 1774.0087683796883 387.45905251801014 1162.6202853024006 902.50214003026485 8126.1720693707466 1547.2134099900723 2674.4980740845203 14760.435319855809 260.48599988222122 246.77241426706314 18362.997638896108 2207.479464828968 6309.6836820244789 607.25711318850517 1008.0147844403982 208.5038827508688 9541.6493903547525 434.84070836007595 150.38425759971142 8215.8116165548563 34.280725374817848 8479.1578763574362 462.86735668778419 520.06957046687603
leaf_count=111 2099 1162 394 71924 1518 146632 7294 1596 4784 3714 33507 6387 11065 60723 1070 1014 75561 9088 25957 2506 4145 862 39280 1793 619 33815 141 34880 1904 2142
internal_value=1.92132e-05 0.00209796 -0.0132409 0.000302837 -0.00117538 -0.00298423 0.00856515 -0.0227662 -0.00858619 -0.0111775 -0.0125275 -0.0269924 -0.0312914 0.00458219 0.0190741 0.0330667 0.00394655 0.000844329 0.00709516 -0.0101087 0.0165228 -0.0109958 0.0048967 -0.0146504 -0.0192382 0.00581031 -0.00164777 0.00917124 0.010845 -0.00145728
internal_weight=142711 123371 19340.4 96566.3 71773.5 53041.5 26804.4 6348.72 12991.7 10191.3 9288.79 4759.55 3061.96 24792.7 3289.28 507.258 18732 2800.39 23515.1 1589.16 2782.02 490.644 24302.1 1042.1 1697.6 14525.5 2241.76 8989.58 558.632 547.066
internal_count=587687 507936 79751 397662 295635 218556 110274 26219 53532 42005 38291 19667 12661 102027 13523 2084 77079 11527 96751 6552 11439 2024 100003 4299 7006 59772 9229 36979 2298 2253
shrinkage=0.03

Tree=2
num_cat=0
split_feature=48 28 18 8 8 48 28 6 38 6 6 7 17 21 28 28 6 17 28 6 7 7 8 23 26 8 5 12 27 11
split_gain=4121.31 1494.6 948.474 638.224 695.218 492.973 459.889 493.487 430.474 188.113 150.049 145.789 127.043 121.48 119.892 100.932 91.6146 90.3906 65.3363 59.9152 51.9748 46.555 34.6465 32.7 24.3953 23.1882 19.0068 16.2072 14.3347 10.5203
threshold=-1.1056645214557645 -0.031506778672337525 -0.020219163037836548 -0.0089428424835205061 0.057788373902440078 -0.34191577136516565 0.000590299750911072 6.054261029930786e-05 1.0000000180025095e-35 1.0000000180025095e-35 6.0529777329065844e-05 0.061627229675650604 -0.9409729242324828 3.1571753025054936 -0.081908166408538804 -0.27692525088787073 1.0000000180025095e-35 -0.9409729242324828 -0.16511735320091245 0.6756977140903474 -0.095203194767236696 -0.022537890821695324 -0.0041350403334945432 -0.0016591091989539561 0.87006315588951122 0.060729285702109344 -1.8549360036849973 -0.25213894248008722 -0.0034591275034472342 -0.68374860286712635
left_child=2 8 9 12 5 -5 14 16 18 27 23 -9 19 24 28 -15 -8 -6 26 -3 -14 -16 -20 -11 -10 -12 -2 29 -4 -1
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leaf_value=-0.0027907213389866386 0.014497921397090189 -0.0022633813593948633 0.013535437960258757 -0.0070298657395801243 -0.010889588255444879 -0.00087162495849065619 -0.0093066812554656632 -0.010135890326973299 0.017538415839193838 -0.03697268818605922 -0.02338544920968022 0.0026001862927359006 0.0064532251163261301 0.044876159642692426 0.0034034641590361637 0.018168332711857461 -0.023286862459608072 0.0041205372856998462 0.007563871374883257 -0.023759900159938164 0.0036194129867642543 -0.005296169819796713 0.0045212244428141464 -0.0089847447038131478 0.010920338838014763 -0.0013421199677217518 0.0085441720312958522 0.013528726250696644 0.0039286973688456859 -0.01352848493247915
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internal_value=1.84408e-05 0.00203425 -0.0128756 0.000293686 -0.0011404 -0.00289624 -0.00985325 -0.0132211 0.00829636 -0.0275145 -0.0300882 -0.00846587 0.00444129 0.018445 -0.00216834 0.0319102 -0.021621 0.0038256 0.00687413 -0.0106882 0.00474588 -0.00395917 0.0056305 -0.0362966 0.015984 -0.0226491 0.00888253 -0.00759072 0.0101965 -0.00941929
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Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 7 8 6 18 6 28 21 28 7 55 1 29 6 8 21 28 23 4 46 29 26 8 26 15
split_gain=2460.44 1964.01 1383.98 790.362 610.686 536.95 424.5 236.475 187.362 177.841 156.011 148.708 99.2787 115.258 83.55 69.133 65.1064 58.5779 56.7881 53.4404 32.028 23.0772 21.082 19.5679 16.5316 15.5177 14.6713 14.203 12.1635 11.1155
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Tree=4
num_cat=0
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Tree=9
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Tree=81
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Tree=84
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Tree=90
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Tree=91
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Tree=92
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Tree=93
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Tree=94
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leaf_value=-0.00065682071043835172 5.1916108602077007e-05 -0.00040846488495735521 -0.0099598747717844025 0.026569128929766848 -0.0056317046308541775 -0.00069627120180717019 0.0036775956699934666 -0.0033432815741674133 -0.018160324779143529 -0.0043038855441026713 0.016825032660368919 -0.005926914098177442 -0.00040772042628653632 0.0015031603240620271 0.0012142850574969075 0.0039619282830563197 -0.00038993366907139835 -0.0047187754020743388 0.019370179835814641 -0.0059780761868435733 -0.0095195827577045661 0.074522054790743211 0.017588382655779122 -0.016575162437724097 -0.0093962095537634075 0.013574056611630058 0.0039616616700452511 -0.033377386948449071 0.00050048311580989848 0.0039134710149571093
leaf_weight=386.50113607943058 41851.687813341618 10962.096858233213 1118.2513614520431 11.545198902487753 1704.8031544834375 42919.358832366765 1936.4996557831764 887.28283227980137 22.719668328762054 5.9768291413784027 108.97768823802471 1057.490095064044 3270.7458413988352 499.00559405982494 28226.575217932463 715.92133425176144 5752.1333674490452 630.96313916891813 68.173973992466927 22.618524238467216 867.31856288015842 3.2634220868349058 40.823981791734695 10.713196560740469 171.782730281353 17.050374239683151 232.13072127103806 11.649186745285986 694.53362643718719 34.86561069637537
leaf_count=1653 173423 44243 5880 47 8423 180075 7954 3834 135 40 518 4546 13237 2003 114055 2902 23252 3028 330 103 6098 26 172 46 733 80 1029 49 2853 190
internal_value=-0.000200625 -0.000128893 -0.000478905 -0.00496005 -0.000341468 -0.000884822 0.000212259 -0.00703258 -0.00422414 -0.00607618 0.00050152 -0.00101648 -0.00175619 0.00424952 0.00066564 -0.000140538 0.000942713 -0.00150265 0.00612744 0.0130553 -0.00873715 0.0235354 -0.00217689 0.0104867 -0.00334591 -0.00907434 -0.0027969 0.00217739 0.000926735 -0.00479551
internal_weight=144243 141717 91124 2711.61 88412.3 44624.2 43788.2 2005.53 2526.55 1503.43 50592.9 4936.22 4328.24 607.983 45656.7 11678 33978.7 1023.12 148.378 90.7925 893.609 9.24025 609.821 51.5372 558.284 884.369 874.743 243.78 706.079 57.5853
internal_count=600957 587245 382489 12614 369875 188498 181377 9714 13712 8848 204756 20304 17783 2521 184452 47145 137307 4864 758 433 6244 66 2604 218 2386 6178 4106 1078 2900 325

end of trees

feature_importances:
Column_7=424
Column_6=366
Column_28=307
Column_8=239
Column_17=226
Column_9=222
Column_48=205
Column_23=154
Column_1=146
Column_21=145
Column_0=142
Column_34=130
Column_16=116
Column_24=97
Column_55=95
Column_12=88
Column_26=81
Column_33=78
Column_14=74
Column_13=71
Column_5=68
Column_47=68
Column_18=67
Column_45=60
Column_11=56
Column_25=55
Column_27=45
Column_35=45
Column_20=42
Column_51=42
Column_2=41
Column_49=41
Column_50=41
Column_29=40
Column_38=40
Column_46=38
Column_22=36
Column_4=35
Column_44=34
Column_31=29
Column_3=28
Column_19=26
Column_15=22
Column_37=14
Column_53=14
Column_43=7
Column_54=6
Column_32=4
Column_52=4
Column_10=2

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.03]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 5]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 17869]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[lambdarank_position_bias_regularization: 0]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null

objective=binary metric=binary_logloss num_leaves=31 max_depth=5 learning_rate=0.03 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=2500 2510 2615 2640 2535 2408 2613 2338 2606 2890 2433 2412 2359 2334 2418 2614 2737 2614 2615 2803 2643 2953 3037 2866 2966 2979 2906 2899 2989 3049 3042 3109 2997 2986 3060 2820 2894 2705 2890 2957 2803 2703 2718 2589 2682 2599 2599 2587 2326 2421 2780 2676 2671 2699 2606 2711 2791 2511 2602 2699 2513 2527 2707 2285

Tree=0
num_leaves=25
num_cat=0
split_feature=45 17 0 55 34 24 23 47 0 0 55 49 29 27 26 0 23 31 23 25 18 45 45 1
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 1.45278 0.0378807 0.32812 4.3942 0.0249231 0.0297435 0.0174795 0.0457746 0.0168183 0.0186427 0.0113516 0.00939327 0.00858992 0.00956104 0.00800426 0.00581721 0.00535985
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.70929089188575756 0.02376531902700663 -0.050568621605634682 -1.2844281196594236 0.089464709162712111 -0.3590626567602157 0.15410324186086657 -0.092140045017003999 0.050698401406407363 0.012086161877959968
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
left_child=1 2 19 8 6 -6 7 -5 9 22 -11 12 -3 17 -15 23 -17 -13 -7 -1 -21 -8 -2 -10
right_child=3 11 -4 4 5 18 21 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 20 -22 -23 -24 -25
leaf_value=0.00062640921478548494 0.00010931792600926537 9.8165131091730752e-05 0.021630629217283672 0.0051796660894760926 0.020777209509110592 9.7564695813113673e-05 0.00037747415034072472 0.00010256869794521044 9.9722014776878755e-05 0.0060726915662049118 0.00011004039325857606 0.00027717320549138039 0.0014601379578040672 0.00017856984062752045 -0.001460567897990882 -0.00056353570023509212 7.6614697523009901e-05 8.5757251910720717e-05 -0.0005329112448759489 0.00024261430209299574 -0.00053040888695006787 9.0082727352240296e-05 4.5067511204644839e-05 8.7884458360818689e-05
leaf_weight=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
leaf_count=22 19392 31 20 54 26 639 88 836 484632 120 1523 335 27 46 23 41 29833 1663 22 36 24 9840 1357 37057
internal_value=0.000101238 0.000312058 0.00433723 0.000100436 0.000163052 0.000860011 0.000118791 0.000410617 9.91805e-05 0.000137431 0.000545535 0.00011885 0.000732187 0.000101639 -0.000367809 9.76276e-05 7.57361e-05 0.000117852 7.65806e-05 0.000119333 -6.6595e-05 9.26301e-05 0.000105116 9.88812e-05
internal_weight=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689
internal_count=587687 2227 102 585460 11505 687 10818 890 573955 22392 1643 2125 58 2067 69 551563 29874 1998 661 82 60 9928 20749 521689

Tree=1
num_cat=0
split_feature=45 17 6 55 34 24 33 47 0 0 55 49 21 27 26 0 21 31 31 8 45 14 27 3
split_gain=0.103871 1.81064 7.77826 0.0481036 0.371032 11.2069 0.124263 2.53098 0.0356419 0.308728 4.1345 0.0234502 0.0283191 0.0164464 0.0430694 0.0158244 0.0165971 0.0106807 0.00869164 0.00649928 0.00547341 0.00512075 0.0041908 0.00309522
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.02376531902700663 5.3197524547576913 -1.2844281196594236 0.61360105872154247 0.034050855785608299 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 18 8 6 -6 23 -8 9 20 -11 12 -3 17 -15 21 -17 -13 19 -1 -2 -10 -7 -5
right_child=3 11 -4 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=-2.4859570439730303e-05 6.1013583350838341e-06 0.00012936739182470392 0.020881860798457639 -9.1645968110627963e-06 0.020053956689527974 -1.0065255308051375e-05 0.0089279217222065204 -1.717355825862994e-06 -3.5600024341606372e-06 0.005790573705734459 6.8021518728385404e-06 0.00016892097468132591 0.001524026480008615 7.327571788387697e-05 -0.0015166879126437655 -2.4353508941651415e-05 -0.00026238737045240209 -1.6752497608296841e-05 -0.00040175116686190574 0.00065435511326151228 -5.622154685972168e-05 -2.3131350080001286e-05 -0.00039169652749680809 -0.00035757709464751707
leaf_weight=32 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 21 1357 12323 27 23
leaf_count=32 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 21 1357 12323 27 23
internal_value=-1.73662e-06 0.000202759 0.00410718 -2.5145e-06 5.8223e-05 0.000734273 1.52903e-05 0.000424858 -3.73199e-06 3.33714e-05 0.000429232 1.5347e-05 0.000610284 -1.34689e-06 -0.000456712 -5.23829e-06 -2.6473e-05 1.43789e-05 1.57947e-05 0.000244263 2.02539e-06 -4.0223e-06 -2.56538e-05 -9.951e-06
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 82 53 20749 521689 661 10190
internal_count=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 82 53 20749 521689 661 10190

Tree=2
num_leaves=26
num_cat=0
split_feature=45 17 33 23 49 2 45 47 23 31 23 26 6 49 21 27 26 13 31 21 27 51 23 4 45
split_gain=0.0977325 1.70363 7.80701 0.0395834 0.209478 8.10111 20.4619 0.0614924 0.972489 0.032342 2.85669 13.1477 0.0240989 0.0220643 0.0266454 0.0154744 0.040524 0.0134165 0.0100495 0.00980746 0.00867494 0.00821482 0.00769491 0.00721985 0.00412137
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 6.0551392380148179e-05 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.25719563663005834 -1.2844281196594236 1.6111459732055666 -0.17727538943290708 2.5643361806869511 0.072871152311563506 -0.17835853993892667 0.064614940434694304
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
left_child=1 2 -1 4 5 24 -7 8 -6 17 11 -11 23 14 -3 18 -17 20 -15 -19 -5 -9 -12 -4 -2
right_child=3 13 12 9 7 6 -8 21 -10 10 22 -13 -14 15 -16 16 -18 19 -20 -21 -22 -23 -24 -25 -26
leaf_value=0.020284291103770166 1.8663331148509737e-05 0.00012548636681841393 -0.00040131023491267112 0.00018023435335659156 -1.1486003754261465e-05 0.036001835974002458 -0.00011526220478117465 -3.4626054648984281e-07 0.0035003191419706891 0.026857851147487961 -1.1414150967912624e-05 -6.060652850045995e-05 -0.0011167144497656928 0.00016385334889453776 0.0014783056288724765 7.1077441085514641e-05 -0.0014711872787903184 -1.7754961715403907e-05 -1.6249929186501691e-05 -9.1926552414546534e-05 -3.6513632226561478e-06 -9.4347892455141441e-05 -0.00020554635233046222 0.00029678710297230279 -0.00016306578596351939
leaf_weight=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 21 335 20 46 23 44826 1663 1664 504077 868 189 40 118
leaf_count=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 21 335 20 46 23 44826 1663 1664 504077 868 189 40 118
internal_value=-1.68453e-06 0.000196676 0.00398396 -2.43906e-06 3.25407e-05 0.000293511 0.0105074 6.49443e-06 0.000221003 -4.17863e-06 6.02457e-05 0.00487856 -0.000242046 1.48866e-05 0.000591976 -1.30649e-06 -0.000443011 -4.98873e-06 1.39476e-05 -2.04098e-05 -3.56713e-06 -3.73596e-06 -1.67964e-05 6.4088e-05 9.90709e-06
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 81 2125 58 2067 69 550798 1998 46490 504308 24071 6817 60 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 81 2125 58 2067 69 550798 1998 46490 504308 24071 6817 60 2449

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 35 46 17 13 13 21 4 46 23 4 33 0 6 18 46 29 46
split_gain=0.0448131 0.308029 13.6254 0.11252 2.24238 0.0368971 0.226809 3.38082 25.064 0.212937 4.17056 0.0196174 0.0140676 0.0210855 0.0145891 0.0103008 0.00809571 0.00754175 0.00585443 0.00360797 0.00756979 0.00281399 0.0021266 0.00101136 0.00074623
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 -0.48450598120689387 0.12199990078806879 -0.8243863284587859 -1.3210638761520384 0.25719563663005834 1.6111459732055666 0.22128950804471972 0.075994964689016356 0.16060598939657214 -0.25643424689769739 6.7063963413238534 0.02376531902700663 0.16586808115243915 0.15410324186086657 -0.16873382776975629 1.167691767215729 0.015600943937897684
left_child=5 2 15 17 -5 6 9 23 -9 18 -11 -6 19 16 -15 24 -14 -3 -1 21 -21 -7 -19 -8 -2
right_child=1 3 -4 4 11 12 7 8 -10 10 -12 -13 13 14 -16 -17 -18 22 -20 20 -22 -23 -24 -25 -26
leaf_value=5.5816879183102793e-07 -1.2799812825505796e-05 -0.00054287704528178438 0.023381256935118354 0.0081394067968540186 0.00029303166263138864 -3.2759724855000803e-06 -3.3217407637863262e-06 0.035933792866100697 -1.8011670254851116e-05 0.0091652209508329384 -1.8800636064994792e-05 -7.1918255951030374e-05 -1.9073153482531238e-05 -8.8273940967785244e-05 -0.00033702962891067725 -0.00063052535274227218 5.3920953112770184e-05 0.00015676128326209864 -0.00011859840588655779 -0.00056954848863508391 -2.4289818738280105e-05 -0.00012464220557825852 -1.1575656108686856e-05 -0.00018486473367634713 -0.00010709628179114695
leaf_weight=47863 678 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 85
leaf_count=47863 678 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 85
internal_value=-1.63399e-06 5.66106e-05 0.000620189 1.43981e-05 0.000372259 -2.81226e-06 2.1463e-05 0.000318836 0.00456184 8.09e-06 0.00046949 1.97075e-05 -5.18703e-06 -2.05946e-05 -0.000125896 -4.33145e-05 -1.6872e-05 -1.17047e-05 -3.65698e-07 -3.62095e-06 -2.63031e-05 -3.32038e-06 -1.044e-05 -5.79894e-06 -2.33047e-05
internal_weight=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763
internal_count=587687 11653 812 10841 737 576034 51330 2209 157 49121 884 705 524704 48412 1653 789 46759 10104 48237 476292 6229 470063 10080 2052 763

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 47 0 0 55 27 26 31 33 0 21 33 55 31 45 1 27 46
split_gain=0.0905418 0.635233 9.80887 0.0423819 0.34678 10.4869 0.111191 2.25173 0.0315079 0.287038 3.86825 0.0267755 0.0452256 0.0150053 0.016853 0.0137893 0.0148646 0.00954192 0.00836476 0.00582969 0.00497619 0.00437915 0.0038277 0.00322018
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 -0.034956371411681168 -0.037053914740681641 -1.3123381733894346 0.16744337230920794 0.70929089188575756 -1.2844281196594236 3.5300124883651738 0.025386652909219268 5.3197524547576913 5.0220639705657968 1.4406796693801882 -0.81332498788833607 0.050698401406407363 0.012086161877959968 0.089672453701496138 0.075994964689016356
left_child=1 11 -3 8 6 -6 23 -8 9 20 -11 13 -13 14 -1 21 -17 19 -15 -4 -2 -10 -7 -5
right_child=3 2 17 4 5 22 7 -9 15 10 -12 12 -14 18 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
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leaf_count=285 19392 20 44 10004 26 634 30 598 485687 120 1523 37 25 1334 41 27384 262 28 201 212 1357 38230 27 186
internal_value=-1.58497e-06 0.000189339 0.00146366 -2.31122e-06 5.46998e-05 0.000708282 1.31938e-05 0.000400621 -3.45401e-06 3.14313e-05 0.000413133 -1.21141e-05 -0.000625421 8.31846e-06 0.000193167 -4.87026e-06 -2.55198e-05 3.36195e-05 -3.09393e-05 -2.389e-05 1.20644e-06 -3.78063e-06 -2.68276e-05 -1.06829e-05
internal_weight=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190
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Tree=5
num_leaves=24
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 47 24 19 49 29 46 49 16 33 49 4 27 31 12
split_gain=0.139138 23.554 42.7711 2.57123 7.79012 0.05202 0.423282 11.1322 0.18306 2.88906 0.0743444 0.0327508 4.38443 14.4353 0.025708 0.242342 0.0163456 0.0157986 0.0161905 0.00654532 0.00531717 0.00439063 0.00362567
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -1.256108224391937 -0.88231047987937916 0.089487399905920043 0.82905498147010814 1.3162586092948916 -0.046981150284409516 -1.3179033398628233 0.37658986449241644 1.8969854712486269 1.6639831662178042 -0.14124661684036252 0.027098028920590881 0.32970149815082556 1.4831923842430117
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
left_child=5 2 -2 4 -3 11 8 -8 22 -10 -9 14 16 -14 15 -1 -13 19 -19 -5 -16 -6 -7
right_child=1 3 -4 17 21 6 7 10 9 -11 -12 12 13 -15 20 -17 -18 18 -20 -21 -22 -23 -24
leaf_value=0.0003173034641915351 -2.8147831102766455e-05 0.021584594900392402 0.054689077410792382 0.00040756291299740867 -0.00030268446000477787 -5.9473530168206155e-06 0.019660535479334714 -0.0018357776903680392 0.010963767504967425 9.3230309918199489e-05 -1.4409280867165067e-05 -2.1189341690602032e-06 0.029122865731653291 2.9360010098984769e-05 -3.3866426251174054e-06 -2.013212447651016e-06 -0.00014465565396190017 -7.7581965799102952e-05 -0.00036097006537639658 -1.5624634160766243e-05 -1.8566627628577719e-05 0.00022103810960161352 -0.0002181448593013282
leaf_weight=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
leaf_count=2347 36 20 20 33 34 9957 27 21 23 508 510 6555 20 66 509361 24146 814 1058 219 10176 21650 25 73
internal_value=1.6066e-06 0.000104381 0.0195137 1.03974e-05 0.00540413 -4.6663e-07 6.37935e-05 0.000869058 2.12466e-05 0.000564082 -8.64408e-05 -1.73134e-06 6.07318e-05 0.00679529 -2.5666e-06 2.62749e-05 -1.78639e-05 -2.67004e-05 -0.000126182 -1.42567e-05 -4.00555e-06 -8.07681e-05 -7.49176e-06
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 531 531 564959 7455 86 557504 26493 7369 11486 1277 10209 531011 59 10030

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 2 47 31 23 2 0 25 49 0 13 31 33 18 26 0
split_gain=0.167968 1.29198 10.2177 0.564345 9.39986 0.0799417 2.90254 62.5594 0.0386364 0.197196 9.20475 0.0649104 0.0361304 2.71339 0.028241 0.0158759 0.0153618 0.0152133 0.0121214 0.0104744 0.00569698 0.00529715 0.0040745 0.00388455 0.00128644
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 0.16301129013299945 0.02730059809982777 1.4929645061492922 -0.72152602672576893 0.022381779737770561 1.5329554677009585 1.6359626650810244 0.85602346062660228 0.050692444667220123 0.69383576512336742 -0.04878577217459678
left_child=1 2 -1 4 -3 8 22 -8 9 10 -2 -11 18 -14 17 -6 -16 -5 -10 21 -9 -4 24 -24 -7
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leaf_value=0.018098972571736312 1.1973659620730862e-06 0.02119764927368669 0.00011949032690185538 0.00016457894585073519 -8.3289451153012282e-05 -0.00018040736940187904 0.054306375936430409 8.7640189273376714e-06 -3.2574241515598189e-06 0.00023765501612553426 0.01209915734240761 -4.1351705706343629e-06 0.0047823544722993775 -1.2106588367752833e-05 -0.00029241189773892981 -0.00080845152434911194 -0.001196274031419307 4.5004391623267359e-07 -2.2601329217540134e-05 0.00061072030594437642 -0.00028707477037270612 -0.00020069771875916978 -0.00028344107579798551 -2.7131827375421178e-05 -7.8257896911221833e-06
leaf_weight=32 2348 20 152 559 220 39 20 335 505791 1048 58 21487 108 6507 110 31 20 5601 30938 31 71 67 95 121 11890
leaf_count=32 2348 20 152 559 220 39 20 335 505791 1048 58 21487 108 6507 110 31 20 5601 30938 31 71 67 95 121 11890
internal_value=1.5584e-06 0.000149322 0.00213764 6.38617e-05 0.00140431 -1.82385e-07 7.46469e-05 0.00250864 -1.83768e-06 3.46727e-05 0.000292836 7.10939e-06 -3.51361e-06 6.61703e-05 6.10962e-06 -0.000172851 -0.000431468 1.53442e-05 -4.37244e-06 9.45924e-05 -4.29713e-05 2.15333e-05 -1.07282e-05 -0.00013986 -8.39002e-06
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 251 130 6160 536729 250 406 219 12145 216 11929
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 251 130 6160 536729 250 406 219 12145 216 11929

Tree=7
num_leaves=23
num_cat=0
split_feature=15 51 55 5 33 55 34 24 33 47 19 18 26 23 23 21 16 52 34 33 23 18
split_gain=0.126337 22.099 43.3256 3.55154 6.63775 0.0478501 0.397118 10.7532 0.171623 2.71587 0.0281314 1.43462 16.2001 0.0302969 0.32178 0.0186835 0.0152755 0.00984704 0.00853499 0.00745649 0.00555927 0.00158146
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.036712478846311576 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -1.256108224391937 0.089487399905920043 0.0094458493404090422 -1.3959496617317197 -0.034202711656689637 -0.036138864234089844 1.6111459732055666 0.37658986449241644 0.92578667402267467 1.4774639606475832 4.1410574913024911 0.022634485736489299 0.22155543416738513
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 4 -3 10 8 -8 21 -10 13 12 -12 14 -1 19 -13 -17 -9 -5 -15 -7
right_child=1 3 -4 15 -6 6 7 18 9 -11 11 16 -14 20 -16 17 -18 -19 -20 -21 -22 -23
leaf_value=7.5931171769982005e-08 0.054302369615208589 0.021402271552787171 -0.00076842399420608374 -1.1165497525394981e-05 -0.0001533014655418204 -7.1857948992489109e-06 0.020485487496480347 -0.00059462525881826878 0.010628722195068132 8.9039480962858894e-05 -2.4557160973583736e-06 -6.261587520607553e-06 0.027508693250721476 -3.1306626154094675e-06 0.00045757472850303582 8.4782301699423476e-05 -0.00014366671141261496 -0.00017099180816771559 -1.5726379385555715e-05 -0.00018355791036491929 -1.7358369443158881e-05 -0.00021520798292013667
leaf_weight=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 510 231 25973 33
leaf_count=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 510 231 25973 33
internal_value=1.51165e-06 9.94444e-05 0.0188997 8.40976e-06 0.00754512 -4.63907e-07 6.11669e-05 0.000841147 1.99559e-05 0.000545561 -1.67687e-06 5.62138e-05 0.00227209 -2.45099e-06 3.33048e-05 -2.8262e-05 -2.19465e-05 -0.00013876 -4.17443e-05 -1.50397e-05 -3.81886e-06 -7.87021e-06
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 534 10279 536962 10030
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 534 10279 536962 10030

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 34 0 23 55 2 21 0 0 25 0 9 27 45 49 13 27
split_gain=0.156651 1.20505 12.9216 0.529829 8.56815 0.113042 2.12872 63.4829 0.303509 2.39252 0.0271156 0.32867 5.71983 0.0263284 0.0197788 0.0188704 0.0179205 0.0144612 0.0142102 0.013896 0.00878917 0.00833404 0.0143588 0.00933304 0.00533128
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 1.468370318412781 -0.034956371411681168 -0.036138864234089844 -1.3123381733894346 0.16301129013299945 4.1274077892303476 0.038437766954302795 0.02730059809982777 1.4929645061492922 0.10345410183072092 0.0027698653284460311 0.011606413871049883 0.16386169940233233 0.59050405025482189 0.51408746838569652 0.06378022208809854
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leaf_weight=26 16041 219 32 5774 21 2056 20 420 17804 116 523252 85 1351 110 386 85 31 20 946 193 31 1398 185 16670 427
leaf_count=26 16041 219 32 5774 21 2056 20 420 17804 116 523252 85 1351 110 386 85 31 20 946 193 31 1398 185 16670 427
internal_value=1.4663e-06 0.000144166 0.00206443 6.16303e-05 0.00136044 -2.14822e-07 6.7376e-05 0.00195415 2.00308e-05 0.00035575 -2.80616e-06 3.35177e-05 0.000468798 5.67211e-06 1.45885e-05 -0.00012191 -0.000185599 -0.000416828 -1.88589e-05 1.78843e-05 0.000101425 -4.00716e-06 6.47271e-05 -4.20868e-06 -4.43847e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 505 250 130 18750 256 224 541505 1583 539922 16468
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 505 250 130 18750 256 224 541505 1583 539922 16468

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 55 34 34 23 0 55 17 0 5 33 51 6 25 27 0 29 17 1 17 46 51
split_gain=0.147393 0.566701 16.6448 39.3557 0.0997542 13.8233 51.4437 0.0394689 0.450629 10.8978 0.106396 0.0247884 0.261555 0.0220828 0.0257489 0.0194745 0.0488042 0.0155256 0.0289371 0.015354 0.0140112 0.00972622 0.0091218 0.00666081 0.00524015 0.00298952 0.00239217 0.000757746
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leaf_weight=757 1596 20 65 20 20 32 49 718 26 435 9580 507334 18345 1185 28 168 29 156 279 95 122 33835 62 3832 40 25 8822 24
leaf_count=757 1596 20 65 20 20 32 49 718 26 435 9580 507334 18345 1185 28 168 29 156 279 95 122 33835 62 3832 40 25 8822 24
internal_value=1.42231e-06 0.000139841 0.000662919 0.0155035 -2.08377e-07 9.89646e-05 0.011605 -1.76689e-06 5.51496e-05 0.000972787 1.40707e-05 -2.85824e-06 2.99902e-05 -2.61065e-05 -0.00047277 -2.64901e-06 0.000121155 -2.89731e-05 -0.000199183 0.000675813 5.67595e-06 -4.06864e-06 3.71776e-05 -1.04628e-05 -2.13486e-05 -5.89532e-05 -1.99649e-05 -7.37853e-05
internal_weight=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 1400 93 5378 943 4435 435 124 1307 541169 819 4000 8894 45 8862 73
internal_count=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 1400 93 5378 943 4435 435 124 1307 541169 819 4000 8894 45 8862 73

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 26 55 47 45 18 33 22 45 27 23 4 19 45 45 13
split_gain=0.119893 22.9953 40.4696 1.25277 8.66555 0.0315671 0.190266 5.60743 22.5693 0.117801 2.33291 0.019212 0.0190262 0.0169134 0.0193297 0.0115119 0.0216468 0.0100162 0.00997348 0.1598 0.00878349 0.00668525 0.00627889
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leaf_value=-5.9815957915625716e-05 0.053465911298728311 0.021110675058160267 -0.0012703258279267878 -2.7588119433007084e-05 -0.00054001664707334937 -3.8073510630751034e-05 -8.7369394408545973e-09 0.035741298791777808 -2.7640432225390603e-05 0.0085754643480904624 -7.87238131956756e-07 -0.00017328345255146867 0.00039641018789933333 -5.5056163925891696e-05 -0.00042497703761441836 -3.2756015367830698e-06 -0.00086464521443910291 -0.00050556472173682657 0.00069284426495132907 -2.5488584601128784e-05 -2.2319323752748372e-06 6.1957116094147509e-05 -1.3532881484600546e-05
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leaf_count=1896 20 20 31 10037 41 337 24091 20 77 30 589 590 86 343 202 485170 36 47 312 2613 82 811 60397
internal_value=-7.45986e-07 9.47997e-05 0.0201949 5.93841e-06 0.00279643 -2.66704e-06 2.87713e-05 0.000304655 0.0073474 6.10089e-06 0.000414863 -4.15087e-06 -4.00201e-05 -2.90867e-05 -0.000192164 -4.23515e-06 -0.000161237 -9.52925e-05 -4.11492e-06 5.11336e-05 -0.000181494 -2.08937e-05 -4.41113e-06
internal_weight=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 384 548492 2925 123 10848 545567
internal_count=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 384 548492 2925 123 10848 545567

Tree=11
num_cat=0
split_feature=32 51 50 49 33 23 49 2 31 55 47 27 33 14 0 31 29 12 21 28 13 16 31
split_gain=0.112808 21.6362 40.7621 2.12556 7.88342 0.0297015 0.204323 7.76045 19.7619 0.117871 2.72269 0.022277 0.0130828 0.0231077 0.011705 0.0109999 0.00938415 0.204898 0.0133296 0.00862604 0.00861459 0.00765559 0.00749389
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leaf_weight=562609 21 21 20 21 20 29 98 225 15110 24 742 22 747 20 721 788 120 9303 6179 20 39 3796
leaf_count=562609 21 21 20 21 20 29 98 225 15110 24 742 22 747 20 721 788 120 9303 6179 20 39 3796
internal_value=5.3502e-06 0.000220256 0.00577408 -0.00042471 -8.38568e-05 0.00474623 -0.000105736 -0.0017558 -7.9154e-05 -6.71581e-07 0.000665555 -8.73492e-05 -1.61584e-06 -0.000181488 -0.000690145 -0.000109451 2.79313e-08 6.40145e-05 -1.03212e-06 -0.0015 -6.67543e-06 1.41902e-05
internal_weight=600695 16373 850 829 15523 70 15453 245 15208 584322 827 803 583495 5284 1468 809 578211 9423 568788 49 781 3816
internal_count=600695 16373 850 829 15523 70 15453 245 15208 584322 827 803 583495 5284 1468 809 578211 9423 568788 49 781 3816

Column_49=127
Column_7=99
Column_21=80
Column_5=79
Column_51=75
Column_24=69
Column_27=65
Column_9=60
Column_15=60
Column_19=60
Column_0=55
Column_46=47
Column_33=46
Column_18=44
Column_45=40
Column_14=39
Column_23=38
Column_55=37
Column_35=35
Column_4=34
Column_8=34
Column_26=34
Column_13=33
Column_17=33
Column_16=31
Column_29=31
Column_20=28
Column_31=28
Column_34=28
Column_2=27
Column_47=25
Column_6=21
Column_25=20
Column_3=19
Column_28=15
Column_11=13
Column_1=12
Column_32=12
Column_12=11
Column_22=5
Column_48=5
Column_50=3
Column_52=3
Column_43=1

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.03 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50