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=3498 3587 3595 3575 3597 3588 3601 3587 3566 3589 3618 3586 3609 3563 3590 3595 3585 3608 3595 3617 3594 3618 3561 3564 3602 3604 3619 3610 3593 3602 3599 3591 3585 3619 3602 3622 3603 3596 3593 3601 3603 3581 3610 3605 3618 3605 3602 3589 3616 3617 3586 3606 3608 3585 3575 3566 3575 3569 3589 3582 3592 3589 3604 3584 3591 3611 3613 3610 3613 3619 3592 3595 3601 3601 3611 3617 3599 3597 3633 3627 3591 3593 3593 3569 3607 3612 3593 3593 3609 3613 3585 3612 3604 3606 3613 3639 3638 3645 3650 3630 3610 3618 3611 3611 3620 3612 3589 3601 3620 3626 3632 3613 3594 3600 3635 3608 3613 3616 3625 3615 3614 3620 3588 3595 3627 3632 3618 3631 3617 3627 3630 3619 3603 3594 3587 3462 3606 3603 3149 3477 3597 3605 3450 3587 3459 3595 3371 3608 3465 3477 3249 3264 3596 3270 3593 3616 3614 3596 3566 3504 3609 3598 3579 3607 3613 3590 3485 3604 3604 3584 3590 3598 3606 3577 3610 3598 3471 3605 3589 3649 3601 3621 3609 3601 3600 3588 3610 3595 3128 3610 3624 2945 3053 3634 3060 3604 3636 3620 3602 3601

Tree=0
num_leaves=31
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internal_weight=142713 139486 102582 67799.6 23022.7 44776.9 3226.83 2687.97 34781.9 36904.3 18072.2 18832.1 16269.2 18512.7 1458.24 18375.1 457.021 16635.4 538.857 1229.73 1172.18 1436.87 1366.93 405.782 133.075 107.577 91.307 330.26 75.5226 57.5526
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=4390.55 1600.52 958.855 683.928 745.748 524.202 461.713 379.18 354.495 213.45 257.357 177.247 153.241 135.931 130.871 108.985 95.9429 77.7913 70.0628 69.7639 67.7783 63.4939 55.1482 54.0262 50.495 37.0777 21.7501 20.367 15.2669 14.0599
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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=0.017032086708341325 0.013016368583819904 -0.0015201845075882064 -2.7883487528544798e-05 -0.0062892725456590174 -0.0096906328803587922 -0.00078840374414537728 0.017413647262735029 -0.01190234388165594 0.00056583261779814484 0.00236831490211094 -0.012513142740161923 -0.018109439411156631 -0.029396813160204316 0.0052551107463564813 0.040448156946283238 0.016332655748467487 0.0037002910497184378 -0.00174156094909171 0.0065502476485876327 -0.017738381583032772 0.0089700067390336112 -0.020437682496914352 0.0027187202917834871 -0.0057342793707423241 -0.0023280897034893516 0.0038999842873789579 0.019130144480484033 0.0076681960027925322 0.011377468277984875 -0.0022141097435538783
leaf_weight=26.990606173872948 510.32819312810898 282.14573547244072 95.752927884459496 17453.095290720463 368.95963068306446 35592.781517595053 1773.6486250311136 387.47398795187473 1162.5033260434866 902.42243374884129 8127.6072948127985 1547.7288940548897 2676.2246554344893 14758.505987763405 260.40200780332088 246.70330132544041 18361.156488746405 2207.4048267155886 6308.8456637561321 607.43245343863964 1007.8245627582073 208.61666591465473 9541.2588577568531 434.91782715916634 150.37533085048199 8215.2493601739407 34.27544167637825 8477.9724017232656 462.80087468028069 520.08192023634911
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=1.6757e-05 0.00182258 -0.0115 0.000262435 -0.0010235 -0.00259829 0.00744395 -0.0197794 -0.00745282 -0.00970386 -0.0108765 -0.0234497 -0.0271842 0.0039856 0.0165689 0.0287161 0.00343651 0.000740723 0.00616769 -0.00878345 0.0143542 -0.00956177 0.0042592 -0.0127297 -0.0167119 0.00505118 -0.00142243 0.00797185 0.00942225 -0.00126457
internal_weight=142711 123367 19344 96566.5 71776 53045.9 26801 6351.23 12992.8 10192.5 9290.11 4761.8 3063.7 24790.5 3288.58 507.105 18730.1 2800.23 23512.4 1589.42 2781.47 490.762 24299.8 1042.35 1698.1 14524.1 2241.68 8988.3 558.554 547.073
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=0.026

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=4172.81 1515.95 960.42 648.476 707.501 498.147 465.687 497.204 435.873 190.187 151.762 147.934 128.998 123.01 121.287 102.044 92.4262 91.061 66.2553 60.7568 52.8222 47.0898 35.203 32.7696 24.4307 23.4638 19.231 16.2676 14.3372 10.5364
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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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=2512.31 2003.2 1402.02 805.517 616.093 547.695 432.283 242.345 188.51 180.9 157.694 152.416 101.564 117.46 85.5738 69.7224 65.9843 59.2478 57.3778 54.5673 32.3952 23.1907 21.1256 19.7943 16.5454 15.534 14.7986 14.079 12.1512 11.0963
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internal_weight=142700 105295 102194 65690.7 36503.4 37404.7 23998.7 41692.1 1211.49 3100.88 35291.9 33683.3 3721.41 556.336 24362.9 3165.07 1532.68 1071.08 1568.2 15286.2 461.601 293.21 862.77 9320.43 1122.65 7157.42 2042.42 263.126 9076.67 705.433
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Tree=4
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Tree=135
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Tree=136
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Tree=137
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Tree=138
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Tree=139
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Tree=190
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Tree=191
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Tree=192
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Tree=193
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Tree=194
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internal_value=-8.52783e-05 -0.00255874 -0.00449301 -1.0404e-05 -0.000305503 -0.00141167 -0.00154799 0.000399158 0.000136287 -0.00806287 0.00380828 -0.00701009 -0.00846413 0.000166455 0.000236822 0.000214468 -0.000236513 0.00784109 -0.00131442 0.00700802 0.00193472 -0.00470434 0.0094842 0.00200338 -0.00066505 -0.00608236 -0.00216877 0.000768863 0.000948361 -0.0161927
internal_weight=144016 4231.43 2308.55 139784 81245.3 23187.6 22597.5 58539.2 58057.7 212.833 590.168 1288.33 1048.14 57844.9 52942.2 52787 1922.88 155.177 1020.21 94.9813 5596.96 353.215 31.268 5575.83 240.193 321.947 925.234 1569.66 1554.11 21.1213
internal_count=600957 21206 13151 579751 339420 102874 100481 240331 236546 950 2393 8313 6989 235596 217696 217028 8055 668 4838 400 22635 1534 130 22549 1324 1404 4438 6521 6457 86

end of trees

feature_importances:
Column_7=528
Column_6=458
Column_28=439
Column_8=328
Column_9=294
Column_17=288
Column_48=246
Column_23=223
Column_21=194
Column_1=181
Column_16=167
Column_0=163
Column_34=151
Column_33=139
Column_55=123
Column_12=116
Column_13=116
Column_24=115
Column_14=107
Column_26=96
Column_18=95
Column_25=95
Column_5=90
Column_11=81
Column_46=74
Column_45=72
Column_47=72
Column_35=71
Column_51=65
Column_20=61
Column_50=61
Column_31=59
Column_29=55
Column_4=52
Column_19=50
Column_27=49
Column_49=48
Column_2=47
Column_3=47
Column_22=46
Column_44=45
Column_38=39
Column_15=34
Column_53=25
Column_37=22
Column_52=16
Column_32=6
Column_54=4
Column_43=3

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: 0.026]
[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=0.026 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=2496 2515 2614 2642 2539 2414 2614 2338 2707 2879 2433 2418 2361 2327 2426 2533 2738 2612 2615 2703 2728 2644 2638 2630 2539 2818 2411 2616 2329 2627 2985 2565 2554 2459 2448 2428 2635 2448 2467 2813 2552 2801 2863 2970 2870 2865 2955 2705 2808 2797 3058 3071 2399 2878 2992 2985 2886 2957 3070 2967 3066 3087 2864 2865 2955 2964 3065 2978 2803 2734 2987 2974 2875 2421 2717 2810 2620 2785 2712 2974 2610 2709 2630 2490

Tree=0
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
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=0.00055662503493174385 0.00010847925132568691 9.8813495730490245e-05 0.018760282370430172 0.0045027809929969378 0.018020651956680171 9.8293118489022104e-05 0.00034088131241295165 0.0001026299203368393 0.00010016279492428518 0.0052767364061619138 0.0001091053896084226 0.00025395382687685324 0.0012791899455478486 0.00016849757732817464 -0.001252088462807774 -0.00047466055808608956 8.0136453304265509e-05 8.806000044028154e-05 -0.00044811936344149871 0.00022400277726491988 -0.00044595065323906844 9.1808745822931828e-05 5.2795558495015777e-05 8.990357936369978e-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=0.000101476 0.000284187 0.00377267 0.000100781 0.000155048 0.00075908 0.000116689 0.000369605 9.96934e-05 0.000132844 0.000486534 0.00011674 0.000648299 0.000101824 -0.000305031 9.83476e-05 7.9375e-05 0.000115875 8.01069e-05 0.000117159 -4.39786e-05 9.40165e-05 0.000104837 9.94341e-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 0 55 34 24 33 47 0 0 55 49 21 27 26 0 21 31 25 29 45 14 27 3
split_gain=0.10473 1.8256 7.84246 0.0485011 0.374099 11.2995 0.12451 2.53594 0.0359365 0.311279 4.16867 0.023644 0.0283983 0.0165823 0.0434253 0.0159551 0.0166373 0.0107689 0.00814905 0.0080024 0.00551865 0.00513792 0.00422531 0.00307984
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 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 -0.3590626567602157 2.2350320816040044 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 -1 -20 -2 -10 -7 -5
right_child=3 11 -4 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 19 -21 -22 -23 -24 -25
leaf_value=0.00044180363474879411 5.3096491433480755e-06 0.00011371680296801251 0.018172165322717045 -7.9114622858357723e-06 0.017451765852514654 -8.7593966174272759e-06 0.0077451655481127089 -1.4431475732556503e-06 -3.0990394509575445e-06 0.0050391919145176258 5.9195066819604047e-06 0.00014700188472321422 0.0013241111151524819 6.3767497092434802e-05 -0.0013198833528946599 -2.1198766127891429e-05 -0.00022774423505418103 -1.4578702407987907e-05 0.0001672643590758651 -0.00043360402115297708 -4.8926265928540831e-05 -2.008928325964965e-05 -0.0003408653989641203 -0.00030911764712705602
leaf_weight=22 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 31 1357 12323 27 23
leaf_count=22 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 29 31 1357 12323 27 23
internal_value=-1.51128e-06 0.000176449 0.00357423 -2.18822e-06 5.0668e-05 0.000638994 1.33062e-05 0.000368618 -3.24773e-06 2.90412e-05 0.000373535 1.33556e-05 0.000531094 -1.17212e-06 -0.000397449 -4.55857e-06 -2.30379e-05 1.25131e-05 1.37637e-05 -0.000143184 1.76258e-06 -3.50037e-06 -2.2325e-05 -8.59132e-06
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 82 60 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 60 20749 521689 661 10190

Tree=2
num_cat=0
split_feature=45 17 33 23 49 2 45 47 23 31 23 26 49 21 6 27 26 13 31 21 27 51 23 4 45
split_gain=0.0993546 1.73191 7.79561 0.0401777 0.209665 8.10241 20.4637 0.0620863 0.972473 0.0323849 2.8587 13.1553 0.0224305 0.0269408 0.0188557 0.0157313 0.0411965 0.0135788 0.0102162 0.00978598 0.00868514 0.00828106 0.00771701 0.0072213 0.00411856
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 -1.6757296919822691 0.29690591990947729 6.0551392380148179e-05 0.16744337230920794 0.70929089188575756 0.25719563663005834 -1.2844281196594236 1.6111459732055666 -0.17727538943290708 2.5643361806869511 0.072871152311563506 -0.17835853993892667 0.064614940434694304
left_child=1 2 -1 4 5 24 -7 8 -6 17 11 -11 13 -3 23 18 -17 20 -14 -19 -5 -9 -12 -4 -2
right_child=3 12 14 9 7 6 -8 21 -10 10 22 -13 15 -15 -16 16 -18 19 -20 -21 -22 -23 -24 -25 -26
leaf_value=0.017597937463810446 1.6462672936183806e-05 0.00011076016420357565 -0.00034726324793882664 0.00015627498862160708 -8.8581607519984119e-06 0.031203615705727134 -9.9285749432965524e-05 -1.3180100536389003e-07 0.0030346806430507538 0.02328372262785415 -9.900785592595772e-06 -5.2271411049812814e-05 0.00014317983349788685 0.0012896842124144315 -0.00084909240304980248 6.2109544713799238e-05 -0.0012855663807738735 -1.5499965933929327e-05 -1.419965363098659e-05 -7.9711571259167611e-05 -3.1863381749231203e-06 -8.1927696489590167e-05 -0.00017839005717518923 0.00025781498552532864 -0.00014098212705320585
leaf_weight=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 21 46 23 44826 1663 1664 504077 868 189 40 118
leaf_count=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 21 46 23 44826 1663 1664 504077 868 189 40 118
internal_value=-1.47199e-06 0.000171862 0.0034813 -2.13132e-06 2.84112e-05 0.000254686 0.00910745 5.82768e-06 0.00019263 -3.65022e-06 5.22212e-05 0.00422956 1.30084e-05 0.000517286 -0.000178563 -1.14164e-06 -0.000387116 -4.35278e-06 1.21878e-05 -1.77983e-05 -3.1133e-06 -3.08136e-06 -1.45721e-05 5.61222e-05 8.87652e-06
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 81 2067 69 550798 1998 46490 504308 24071 6817 60 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 81 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 9
split_gain=0.0455953 0.309899 13.6366 0.113537 2.26484 0.037549 0.226777 3.38289 25.0767 0.213651 4.18436 0.0197029 0.014374 0.0212171 0.0146461 0.00977115 0.00812355 0.00754085 0.0057933 0.00366632 0.0075735 0.00281887 0.00212775 0.000995028 0.000661198
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 -0.21237401664257047
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=6.2670657380316859e-07 -9.574373449578305e-05 -0.00047025758968084118 0.020273769488301299 0.0070894909114731491 0.00025465900676883936 -2.8669143641648814e-06 -2.8419644764754069e-06 0.031150784716934138 -1.535014268376246e-05 0.0079564766626247143 -1.6164743447039509e-05 -6.231947213605639e-05 -1.6712485693915535e-05 -7.6913914599318183e-05 -0.00029292312343591768 -0.00053153354761161604 4.6657762792263196e-05 0.00013610719525968307 -0.00010210171447074287 -0.00049391220672417976 -2.1238934629725429e-05 -0.0001081420624947716 -9.8244036676777409e-06 -0.00015890333354738167 -1.1352531644878756e-05
leaf_weight=47863 69 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 694
leaf_count=47863 69 24 23 32 177 469891 2024 20 137 47 837 528 45349 1403 250 26 1410 68 374 23 6206 172 10012 28 694
internal_value=-1.43372e-06 4.94836e-05 0.000539399 1.27886e-05 0.000324333 -2.46376e-06 1.87599e-05 0.000276465 0.00395486 7.17075e-06 0.00040772 1.72624e-05 -4.54e-06 -1.80378e-05 -0.000109583 -3.58743e-05 -1.48016e-05 -9.93595e-06 -1.69786e-07 -3.16803e-06 -2.29842e-05 -2.90544e-06 -8.83994e-06 -4.97146e-06 -1.89842e-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 55 45 1 27 46
split_gain=0.0930016 0.633934 9.8264 0.0434717 0.352782 10.6688 0.113095 2.29206 0.0322976 0.292294 3.93557 0.0268123 0.0451267 0.0151438 0.0170665 0.0141577 0.0151288 0.00952948 0.00819193 0.00581507 0.00508293 0.00448857 0.00390581 0.00321997
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 -0.56434854865074147 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
leaf_value=9.9197336478493769e-05 4.5435999550257362e-06 0.018884395964285431 0.00022181803212337192 -7.1520928640873241e-06 0.016956107810139655 -1.0229283111315958e-05 0.0073632412801312346 -1.458994208445327e-06 -2.6480642773135212e-06 0.0048947318064378725 4.2065626529987392e-06 3.6576794526489397e-05 -0.0013933538920804858 -4.7884958577100953e-05 0.00066653312426685112 -2.0532550901368597e-05 -0.00021904749358970428 0.00048450731484393013 0.00013016620989783314 -8.4015405609946537e-05 -4.7507221478917723e-05 -1.1900971139187601e-05 -0.0003295322169153089 -0.00011633203641472831
leaf_weight=285 19392 20 53 10004 26 634 30 598 485687 120 1523 37 25 1334 41 27384 262 28 201 203 1357 38230 27 186
leaf_count=285 19392 20 53 10004 26 634 30 598 485687 120 1523 37 25 1334 41 27384 262 28 201 203 1357 38230 27 186
internal_value=-1.39644e-06 0.000166304 0.00126959 -2.03435e-06 4.80064e-05 0.000619325 1.17247e-05 0.000350358 -3.03742e-06 2.75731e-05 0.000361396 -8.11052e-06 -0.000540008 9.60987e-06 0.000170549 -4.28012e-06 -2.24139e-05 2.91107e-05 -2.45701e-05 -2.06983e-05 1.13944e-06 -3.32324e-06 -2.32719e-05 -9.14498e-06
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
internal_count=587687 2227 304 585460 11505 687 10818 628 573955 22392 1643 1923 62 1861 326 551563 27646 284 1535 256 20749 523917 661 10190

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=0.138778 23.5535 42.771 2.58217 7.81447 0.0534926 0.433685 11.1588 0.186238 2.94389 0.0565601 0.0334623 4.38788 14.4304 0.0259075 0.242841 0.0164351 0.0159137 0.0162212 0.00654357 0.00544202 0.00431144 0.00357552
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=0.00027530315249298131 -2.4718456919900844e-05 0.018738337564538961 0.047396865410371671 0.00035299995162252644 -0.00025821726690564368 -5.0731715431933655e-06 0.017067847471601755 -0.0013890036053600765 0.0095914362504187483 8.1316791969011386e-05 -1.2171995580125689e-05 -1.2830707503013043e-06 0.02523938485867111 2.9276238720161594e-05 -2.9834910343563135e-06 -1.7230475855058536e-06 -0.0001251527671052353 -6.7722989984439112e-05 -0.00031355919239397161 -1.3713556653554347e-05 -1.6293045704041027e-05 0.0001915637023092131 -0.00018770134008296388
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=1.36346e-06 9.03195e-05 0.0169116 8.86778e-06 0.00469337 -4.31019e-07 5.60438e-05 0.000762464 1.87195e-05 0.000493243 -6.6623e-05 -1.5425e-06 5.31771e-05 0.00589209 -2.27422e-06 2.28185e-05 -1.49661e-05 -2.3352e-05 -0.000109883 -1.25282e-05 -3.52614e-06 -6.76321e-05 -6.40237e-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 25 49 0 0 13 31 33 18 26 0
split_gain=0.171167 1.29484 10.2192 0.579921 9.43063 0.080099 2.90399 62.5807 0.0399128 0.199752 9.2796 0.0659124 0.0365213 2.73667 0.0283436 0.0153553 0.0153518 0.0133342 0.0124731 0.0103065 0.00553535 0.00503378 0.00403464 0.00387956 0.00128709
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 1.4929645061492922 -0.72152602672576893 0.02730059809982777 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 16 -16 -5 -6 -10 21 -9 -4 24 -24 -7
right_child=5 3 19 14 17 6 7 20 12 11 -12 -13 13 -15 15 -17 -18 -19 -20 -21 -22 -23 23 -25 -26
leaf_value=0.015689861910514961 1.938177197156824e-06 0.018416382273881756 0.00010489860825474221 0.00014366018064369156 -6.3871626950673423e-05 -0.00015639208212087395 0.047073702835207218 7.1309067592766895e-06 -2.8753139730280245e-06 0.00020782970114919058 0.010529376774835234 -3.3329725247451027e-06 0.0041624717787229421 -1.0519144442420712e-05 -0.0002537139281294499 -0.0010368956645019352 7.6910037659637076e-07 -0.00063984420929697199 -1.9881494103308495e-05 0.00052865922357206376 -0.00024559932407663845 -0.00016561135469215623 -0.00024501174250276799 -2.3019835146976017e-05 -6.7836862744316564e-06
leaf_weight=32 2348 20 152 559 220 39 20 335 505791 1048 58 21487 108 6507 110 20 5601 31 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 20 5601 31 30938 31 71 67 95 121 11890
internal_value=1.32801e-06 0.000130604 0.00185572 5.6456e-05 0.0012341 -1.94974e-07 6.47209e-05 0.00217471 -1.63097e-06 3.05298e-05 0.000255717 6.48724e-06 -3.10724e-06 5.76113e-05 5.71818e-06 -0.000374203 1.3736e-05 -0.000135008 -3.85558e-06 8.49483e-05 -3.70658e-05 2.21399e-05 -9.28932e-06 -0.000120655 -7.27281e-06
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 130 6160 251 536729 250 406 219 12145 216 11929
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 2406 22535 543344 6615 6290 130 6160 251 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 33 34 23 18
split_gain=0.127663 22.2898 43.2318 3.56306 6.65572 0.0497767 0.410411 11.0022 0.17613 2.79064 0.0293581 1.43746 16.2069 0.0315852 0.325005 0.0180962 0.0154418 0.00955597 0.00740754 0.00641779 0.00582948 0.00161412
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 4.1410574913024911 1.4774639606475832 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 18 -13 -17 -5 -9 -15 -7
right_child=1 3 -4 15 -6 6 7 19 9 -11 11 16 -14 20 -16 17 -18 -19 -20 -21 -22 -23
leaf_value=5.1281302169414392e-07 0.047099465069569121 0.018575547445148093 -0.00057688418760368319 -9.8330161044065221e-06 -0.0001312094042203979 -6.0899941185541901e-06 0.017962338436394928 -0.00044823124438213801 0.0093374107446288681 7.8148341528052636e-05 3.9423715863972669e-07 -4.3841686403423708e-06 0.02384839551898282 -2.7848681673593322e-06 0.00039899384819625433 7.2146632080060245e-05 -0.0001241152493947066 -0.00014622345076017873 -0.00015874855494048186 -1.3174370993614254e-05 -1.5411667556191364e-05 -0.0001882279525225661
leaf_weight=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 231 510 25973 33
leaf_count=19050 20 20 36 10048 36 9997 24 24 23 508 233 6379 21 510989 1492 155 822 1075 231 510 25973 33
internal_value=1.29348e-06 8.66129e-05 0.0164504 7.3763e-06 0.00654978 -4.27635e-07 5.40504e-05 0.000741254 1.77414e-05 0.000479209 -1.49982e-06 4.97544e-05 0.00197208 -2.1852e-06 2.94552e-05 -2.44574e-05 -1.80516e-05 -0.000118705 -1.31796e-05 -3.27275e-05 -3.39563e-06 -6.68925e-06
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 10279 534 536962 10030
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 531 564959 7455 254 557504 20542 11509 7201 1230 10279 534 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 25 0 0 13 45 49 23 55 9 27
split_gain=0.161125 1.21913 12.9533 0.549127 8.5777 0.114859 2.14993 63.5386 0.304295 2.40026 0.0284197 0.333793 5.79573 0.0266761 0.0198894 0.0152471 0.0145734 0.0145063 0.0144557 0.0122975 0.00826092 0.0143342 0.00953087 0.00810251 0.00740243 0.00515215
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 1.4929645061492922 0.02730059809982777 0.10345410183072092 0.67603379487991344 0.16386169940233233 0.59050405025482189 0.021093864925205711 -0.20399353653192517 0.0027698653284460311 0.06378022208809854
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leaf_weight=26 16041 219 32 5774 21 2056 20 420 17804 116 512812 85 1351 110 386 85 20 31 946 24 1398 185 27110 47 153 427
leaf_count=26 16041 219 32 5774 21 2056 20 420 17804 116 512812 85 1351 110 386 85 20 31 946 24 1398 185 27110 47 153 427
internal_value=1.25985e-06 0.000126686 0.00180061 5.47386e-05 0.00120069 -2.17781e-07 5.88299e-05 0.00170216 1.75936e-05 0.000308927 -2.48159e-06 2.97473e-05 0.000409919 5.36624e-06 1.31446e-05 -9.78806e-05 -0.000363211 -0.000139957 -1.61545e-05 2.47651e-05 -3.54719e-06 5.57605e-05 -3.72107e-06 0.000315649 -8.68714e-05 -3.4035e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 505 130 250 18750 256 541505 1583 539922 71 185 16468
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 6160 505 130 250 18750 256 541505 1583 539922 71 185 16468

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 55 34 34 33 0 55 5 33 17 0 25 51 6 27 0 29 1 1 17 46 51
split_gain=0.152855 0.570041 16.6749 39.4494 0.101265 13.8547 51.5406 0.0415049 0.469813 11.0007 0.108109 0.0261691 0.270967 0.0195021 0.0490708 0.0191276 0.023346 0.0153991 0.0153983 0.0260966 0.0145012 0.00988768 0.00902073 0.00836823 0.00501867 0.0029986 0.0023642 0.000693174
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -0.034956371411681168 -1.3123381733894346 -1.6332069039344785 1.3590837121009829 -0.80106624960899342 0.029497007839381698 -0.27399025857448572 2.5643361806869511 -1.2222816944122312 0.16744337230920794 0.019731597974896434 3.1276371479034428 0.10622404143214227 -0.021200205199420449 -0.46875013411045069 -0.24744338542222974 -0.23708871006965634
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right_child=4 2 15 25 5 24 27 8 9 -11 -12 21 -14 18 17 20 -18 -19 19 -21 -22 -23 -24 -25 26 -27 -28 -29
leaf_value=5.8625984132115863e-05 0.000351645545970756 0.043834300235403495 -0.00010953835367545254 0.00018528015322772263 0.047048461596175907 -0.00034302366321958285 -5.468196011471653e-06 -6.2506008201043662e-06 0.017289256405814739 -0.00012086740737136462 0.00038794789574290919 -2.7131851857488403e-06 -1.5615233895582045e-06 -3.6182199116790132e-06 0.0011133383478338836 3.3790130630223611e-05 -0.0010075575879392479 0.00042884112159464213 -0.0003904432845921519 -4.368089647369272e-05 -0.00026390641098552177 -1.7229519346947121e-05 -0.00026758038678476183 0.00047371820817701516 0.00018260568885361864 -0.00024184373276722908 -1.7734306925540261e-05 -0.00017601842196108918
leaf_weight=757 1596 20 65 20 20 32 49 9804 26 435 494 507334 18345 3596 29 1185 28 95 192 622 122 33835 62 25 40 25 8822 24
leaf_count=757 1596 20 65 20 20 32 49 9804 26 435 494 507334 18345 3596 29 1185 28 95 192 622 122 33835 62 25 40 25 8822 24
internal_value=1.22709e-06 0.000123392 0.00057806 0.0134515 -2.12119e-07 8.63861e-05 0.0100696 -1.57302e-06 4.90109e-05 0.000861048 1.26593e-05 -2.54294e-06 2.67078e-05 -4.62288e-07 0.000106911 -1.96335e-05 -0.00037991 0.000588925 -2.32926e-05 -0.000125473 6.00208e-06 -3.62078e-06 3.39315e-05 -3.22608e-07 -1.80037e-05 -5.20109e-05 -1.683e-05 -6.15395e-05
internal_weight=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 5378 943 1400 93 124 4435 814 1307 541169 819 3621 8894 45 8862 73
internal_count=587699 6843 1465 65 580856 8987 93 571869 10759 461 10298 561110 19941 5378 943 1400 93 124 4435 814 1307 541169 819 3621 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 4 19 18 16 2 13
split_gain=0.121818 23.3648 40.4614 1.27297 8.69443 0.0344047 0.197588 5.60917 22.5987 0.123337 2.35934 0.0188591 0.0186477 0.0168755 0.0193246 0.00971176 0.0226397 0.0101469 0.159853 0.00991569 0.00803232 0.00703801 0.00644898
threshold=0.55725386738777172 -0.044410638511180871 0.42872373759746557 -0.82018077373504628 0.023976352997124199 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 -0.75187975168228138 2.1799244880676274 -1.256108224391937 0.089111424982547774 0.15410324186086657 4.1410574913024911 1.2451480031013491 -0.17180078476667401 0.16744337230920794 0.074974935501813902 -0.0064851415809243909 0.15410324186086657 -1.0598075985908506 -0.18820349872112271 0.18134926259517672
left_child=5 2 -2 4 -3 6 7 12 -9 11 -11 -8 -1 21 -15 16 19 22 -19 -7 -6 -5 -17
right_child=1 3 -4 13 20 15 9 8 -10 10 -12 -13 -14 14 -16 17 -18 18 -20 -21 -22 -23 -24
leaf_value=-4.5974897759154523e-05 0.046474248000798975 0.018341808143226078 -0.00095899604790423412 0.00037288202418788005 -1.7535301923219648e-05 4.5629176231418428e-05 5.6180958545659872e-07 0.030998487844076588 -2.1425172083711785e-05 0.0074810583417459081 6.3211827891872534e-06 -0.00014822423311017732 0.00034546938027662773 -4.7771974876618261e-05 -0.00036832832204662295 -2.9110096552703659e-06 -0.00075216739771995992 0.00060088910919595638 -2.1769955079367147e-05 -0.00022088005847310156 -0.00049644190140293171 -1.9436637695178477e-05 -1.1920253012793684e-05
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leaf_count=1896 20 20 31 31 91 217 24091 20 77 30 589 590 86 343 202 485170 36 312 2613 167 32 10817 60397
internal_value=-6.48125e-07 8.282e-05 0.0176423 5.19066e-06 0.00244304 -2.32635e-06 2.61185e-05 0.000269775 0.00637443 6.09633e-06 0.000368586 -2.99492e-06 -2.89899e-05 -2.54081e-05 -0.000166584 -3.74514e-06 -0.000128723 -3.64944e-06 4.4647e-05 -7.02746e-05 -0.000142129 -1.83155e-05 -3.90838e-06
internal_weight=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 548492 2925 384 123 10848 545567
internal_count=587878 11587 51 11536 143 576291 27379 2079 97 25300 619 24681 1982 11393 545 548912 420 548492 2925 384 123 10848 545567

Tree=11
num_cat=0
split_feature=32 51 50 49 33 23 49 2 31 55 47 27 33 13 0 31 0 4 21 13 28 31 16
split_gain=0.115566 22.1656 40.7297 2.15477 7.9109 0.0326389 0.208781 7.90052 19.7798 0.123561 2.76822 0.0224406 0.0132298 0.023275 0.0121024 0.0111442 0.00918377 0.0174411 0.017045 0.00874529 0.00864059 0.00764007 0.00682701
threshold=0.55725386738777172 -0.044410638511180871 0.61834242939949047 -0.12514873594045636 -0.14344689249992368 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -0.84555724263191212 2.1799244880676274 -1.256108224391937 -0.17727538943290708 4.1410574913024911 0.99458429217338573 -0.13058857619762418 0.35597693920135504 0.022381779737770561 0.074974935501813902 7.5341277122497567 1.5329554677009585 -0.10676064714789389 0.32970149815082556 -0.087392766028642641
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leaf_weight=89 31 20 20 525 35 49 24201 20 43 25 534 2409 262 293 518444 23 28147 2145 59 58 45 34 10367
leaf_count=89 31 20 20 525 35 49 24201 20 43 25 534 2409 262 293 518444 23 28147 2145 59 58 45 34 10367
internal_value=-6.31274e-07 8.06667e-05 0.0171836 5.0557e-06 0.00403498 -2.26586e-06 2.54394e-05 0.000248945 0.00934226 2.37564e-06 0.00038455 1.96099e-05 -2.62768e-05 -0.000150103 -3.64777e-06 0.000260757 -3.70414e-06 -2.92124e-06 -1.81537e-05 -6.4308e-06 0.000135239 -0.000138341 -1.99673e-05
internal_weight=587878 11587 51 11536 89 576291 27379 2561 63 24818 559 2498 11447 555 548912 117 548795 520589 28206 24259 94 69 10892
internal_count=587878 11587 51 11536 89 576291 27379 2561 63 24818 559 2498 11447 555 548912 117 548795 520589 28206 24259 94 69 10892

Tree=12
num_cat=0
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leaf_weight=567333 20 20 2164 21 88 1615 23 21 53 34 284 757 641 3346 709 145 206 1904 103 20603 22 129 379 75
leaf_count=567333 20 20 2164 21 88 1615 23 21 53 34 284 757 641 3346 709 145 206 1904 103 20603 22 129 379 75
internal_value=3.87296e-06 0.000138518 0.00196144 0.0394927 0.00306717 -5.05341e-05 0.00275908 -2.18455e-06 0.00106681 -0.000142662 -7.13111e-05 -0.000615537 -3.06862e-06 -0.000185899 -0.000681033 -1.5372e-06 -6.54515e-07 -0.000246026 -9.6088e-05 -4.5812e-05 -8.57731e-05 -0.000112344 1.82553e-05 9.49216e-06
internal_weight=600695 25861 2430 129 108 23431 172 574834 475 2301 23259 1041 574359 4771 1350 569588 567539 2049 2267 22218 454 152 432 3421
internal_count=600695 25861 2430 129 108 23431 172 574834 475 2301 23259 1041 574359 4771 1350 569588 567539 2049 2267 22218 454 152 432 3421

Column_49=148
Column_21=126
Column_51=120
Column_15=103
Column_7=102
Column_46=94
Column_19=87
Column_5=84
Column_24=80
Column_0=74
Column_33=73
Column_27=69
Column_55=63
Column_9=62
Column_16=61
Column_23=56
Column_45=55
Column_8=54
Column_18=50
Column_4=47
Column_20=46
Column_17=45
Column_31=44
Column_29=42
Column_13=39
Column_26=36
Column_34=34
Column_14=32
Column_47=32
Column_3=29
Column_25=28
Column_2=27
Column_35=25
Column_12=20
Column_32=17
Column_1=15
Column_22=15
Column_11=13
Column_28=13
Column_6=12
Column_48=9
Column_50=4
Column_52=4

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.026 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