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=3504 3595 3599 3574 3587 3572 3592 3583 3574 3599 3623 3581 3578 3552 3595 3585 3577 3601 3610 3602 3597 3617 3568 3582 3590 3598 3594 3606 3590 3596 3600 3598 3594 3582 3601 3606 3586 3578 3608 3582 3599 3586 3614 3593 3625 3615 3599 3611 3610 3604 3594 3574 3603 3580 3575 3562 3600 3593 3593 3581 3590 3481 3576 3472 3387 3618 3600 3620 3586 3603 3031 3571 3358 3602 3595 3636 3617 3584 3614 3594 3580 3601 3503 3602 3592 3605 3597 3568 3610 3619 3606 3587 3578 3592 3589 3614 3636 3606 3644 3619 3611 3612 3615 3616 3617 3608 3607 3614 3611 3620 3624 3609 3603 3595 3629 3604 3609 3614 3589 3478 3593 3465 3469 3361 3468 3610 3634 3609 3031 3263 3610 3622 3608 3597 3596 3163 3617 3618 3142 3138 3572 3617 3617 3256 3457 3587 3479 3632 3627 3470 3249 3247 3593 3258 3596 3601 3628 3600 3602 3614 3616 3592 3611 3624 3615 3585 3610 3603 3604 3588 3586 3584 3586 3613 3598 3024 3265 3040 3558 3581 3591 3610 3607 3576 3584 3461 3342 3591 3587 3373 3620 3604 3030 3624 3063 3613 3621 3594 3654 3596

Tree=0
num_leaves=31
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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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leaf_value=-0.34654398288644678 -0.33279276219337695 -0.34456464560546374 -0.33587101449973905 -0.34037803522143617 -0.35534597520909394 -0.34599893740549859 -0.33100310802633148 -0.34631401666966938 -0.3315073539124177 -0.34505878488384756 -0.32403998877082524 -0.33554908187054261 -0.34160224764854308 -0.33637295019425473 -0.38240246466091132 -0.33954378790229101 -0.36862596426781707 -0.33612881922808124 -0.3347770351292515 -0.32477592820433404 -0.36783274456788301 -0.30972691030117361 -0.34327783748315333 -0.31973923864242437 -0.35592665393294498 -0.2979068004538637 -0.35811983061721891 -0.36082744182867665 -0.34573278337451768 -0.34788680041468256
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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=4365.94 1589.13 951.277 677.437 737.133 522.581 459.679 376.893 352.331 212.125 255.428 176.053 151.754 134.727 130.374 108.853 96.0333 77.4873 69.6028 69.2833 67.7115 62.9292 54.3674 53.8695 50.0808 36.7084 21.6954 20.2955 15.2506 13.9935
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=0.020255371321345878 0.015473307835882324 -0.0018091410168842568 -6.1064592105109419e-05 -0.0074744686545224386 -0.011584339999717396 -0.00092548408943633417 0.020708794575958377 -0.01418344730641617 0.0006511290540248128 0.0028028758666957592 -0.014883821432883337 -0.021528103877417274 -0.034942316731062469 0.0062341897939216916 0.048128204426301856 0.019397987389230393 0.004387930904252324 -0.0020844196295691643 0.0077775889378174498 -0.021093503173734388 0.010647551743531608 -0.024268580709247246 0.0032316601290409714 -0.0067996805621417401 -0.0027894974761185779 0.0046336412210122978 0.022767399245410533 0.009108568588485022 0.013529305136951891 -0.0026350107095505695
leaf_weight=26.997360646724701 510.44435861706734 282.13870359957218 95.76713939011097 17450.594960823655 369.02250781655312 35589.840515330434 1774.0984758883715 387.45528881251812 1162.6494847238064 902.52200956642628 8125.8121263384819 1547.0840565562248 2674.0635860562325 14760.917024090886 260.50686417520046 246.78957876563072 18363.456569522619 2207.4979683160782 6309.8925270289183 607.21313591301441 1008.0621650069952 208.47553396224976 9541.7466289252043 434.82135526835918 150.38648150861263 8215.9516397714615 34.282039448618889 8479.4533524513245 462.88392227888107 520.06643638014793
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=1.98206e-05 0.0021666 -0.013675 0.000312937 -0.00121312 -0.00308014 0.00884445 -0.0235106 -0.00886898 -0.0115452 -0.0129393 -0.0278754 -0.0323151 0.00473065 0.0196986 0.0341515 0.00407328 0.000869798 0.00732613 -0.0104389 0.0170633 -0.0113528 0.00505533 -0.015129 -0.019868 0.00599934 -0.00170438 0.00946996 0.0111996 -0.00150538
internal_weight=142711 123371 19339.5 96566.2 71772.9 53040.4 26805.2 6348.09 12991.4 10191 9288.46 4758.99 3061.52 24793.3 3289.46 507.296 18732.5 2800.43 23515.7 1589.1 2782.16 490.614 24302.7 1042.03 1697.47 14525.8 2241.78 8989.9 558.651 547.064
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=0.031

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=4108.52 1489.3 945.51 635.681 692.173 491.685 458.449 492.563 429.133 187.599 149.625 145.257 126.558 121.1 119.545 100.657 91.4129 90.2234 65.1082 59.7064 51.7646 46.422 34.5085 32.6829 24.3865 23.1198 18.951 16.1921 14.3341 10.5163
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=-0.0028711509799934439 0.014955646531279766 -0.0023348000133626887 0.01396934979116188 -0.0072523089191243364 -0.011247566366698972 -0.00089693700924653864 -0.009603632967439114 -0.010455628626883226 0.018094284374133865 -0.038154380746873176 -0.024130867838269971 0.0026808432193627233 0.0066550634582089709 0.046295679096157581 0.0035104996332838406 0.018738260415952165 -0.024034590013753007 0.0042487620136368457 0.0078012535387649608 -0.024511240450279328 0.0037327997215849456 -0.0054661694952901525 0.0046635541507252746 -0.0092363432749512017 0.011257282055578599 -0.0013862489658186662 0.0088128267769337059 0.013982597221846211 0.0040430103520581896 -0.013965172432963975
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leaf_count=549 2099 1227 1652 71924 1518 146632 1977 25488 8752 6484 5332 3830 39730 1070 2691 1014 14664 75561 21778 797 60273 14851 37994 160 2687 183 34880 124 880 886
internal_value=1.89907e-05 0.00209861 -0.0132851 0.000303165 -0.00117582 -0.00298629 -0.0101671 -0.0136421 0.00855767 -0.0283911 -0.0310477 -0.00873289 0.00458034 0.0190275 -0.00223855 0.0329181 -0.0223148 0.00394429 0.00709032 -0.0110246 0.00489445 -0.00408651 0.0058075 -0.0374558 0.0164884 -0.0233709 0.00916195 -0.00783082 0.0105194 -0.0097196
internal_weight=142705 123414 19291.3 96569.9 71757.3 53012.2 15990.6 11117.8 26843.8 3300.64 2922.96 7099.26 24812.6 3299.71 4872.83 509.938 4018.55 18745.1 23544.1 489.587 24323 4256.31 14540.3 1593.12 2789.77 1329.83 9003.84 377.678 616.519 347.581
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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=2447.62 1954.32 1379.51 786.608 609.343 534.295 422.573 235.027 187.078 177.088 155.594 147.793 98.7166 114.717 83.0504 68.9865 64.8891 58.4125 56.6438 53.1618 31.9367 23.0494 21.0713 19.5117 16.5282 15.5137 14.6397 14.234 12.1665 11.1204
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internal_value=1.81921e-05 -0.00240246 -0.00166758 -0.00435313 0.00316358 0.0068279 -0.0088261 -0.00177979 -0.0184611 -0.0266789 0.00390534 0.00559628 0.0179685 0.0300015 0.00432622 0.0158522 -0.019182 -0.0233751 -0.0340179 0.00293152 -0.0094626 0.0433203 -0.0286844 0.008915 0.00968135 0.00813548 0.0192434 0.0151461 0.0066744 -0.0405477
internal_weight=142694 105273 102180 65673.1 36506.6 37421.4 23984.1 41689 1210.71 3093.12 35295.8 33696.2 3725.18 557.187 24369.9 3167.99 1530.1 1068.95 1563.02 15289 461.156 293.788 860.326 9326.3 1123.55 7161.75 2044.43 263.399 9080.87 702.694
internal_count=587687 434039 421117 270874 150243 153648 99126 171748 5005 12922 145238 138414 15234 2269 100167 12965 6363 4453 6559 62885 1910 1192 3601 38247 4602 29375 8363 1077 37282 2958

Tree=4
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Tree=65
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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leaf_count=448 33 7285 45 208 1382 169907 70366 120416 7945 4218 3253 630 3827 2949 1683 176158 971 3525 5127 1061 27 152 52 6141 2950 4708 4980 468 21 21
internal_value=-7.59032e-05 -0.000342682 -0.00347967 -0.00506252 -0.00737928 -0.000231696 -0.000169801 -0.00059917 0.000278509 -0.00179826 0.000405093 -0.00348297 0.00276218 0.000294682 -0.00154523 0.000418905 0.000313298 -0.0049898 0.00268202 0.00225062 0.00145344 -0.0132976 0.0029713 -0.00484333 0.00234573 0.000764979 0.00347154 -0.00570387 -0.0228533 -0.00587053
internal_weight=143741 92459.6 3159.42 2391.94 1399.01 89300.2 87631.9 44761.5 42870.4 992.926 51281.6 1668.28 2294.67 48986.9 3098.2 45888.7 43842.8 1243.75 2045.9 319.917 767.48 43.7769 2276.08 1348.36 723.703 1854.45 2151.99 124.092 18.5813 10.4223
internal_count=600957 393181 16267 13093 8667 376914 368634 190782 177852 4426 207776 8280 9402 198374 12865 185509 177129 5208 8380 1509 3174 179 9327 6771 2995 7657 8807 520 75 42

end of trees

feature_importances:
Column_7=451
Column_6=429
Column_28=429
Column_8=314
Column_9=306
Column_17=302
Column_23=226
Column_48=210
Column_34=175
Column_1=173
Column_16=172
Column_21=163
Column_0=162
Column_33=131
Column_55=123
Column_12=118
Column_13=110
Column_25=109
Column_24=108
Column_14=106
Column_5=97
Column_26=92
Column_18=91
Column_11=82
Column_31=81
Column_51=81
Column_46=78
Column_47=77
Column_35=74
Column_20=71
Column_45=71
Column_29=69
Column_2=60
Column_19=60
Column_4=59
Column_3=57
Column_49=51
Column_50=49
Column_27=48
Column_22=46
Column_53=40
Column_44=39
Column_38=34
Column_37=25
Column_15=24
Column_52=22
Column_43=11
Column_32=7
Column_54=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: 0.031]
[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=0.031 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=2502 2521 2616 2646 2527 2415 2612 2335 2611 2890 2431 2413 2355 2335 2421 2619 2737 2614 2818 2808 2641 2633 2640 2616 2714 2924 2410 2606 2328 2617 2897 2549 2552 2462 2444 2565 2652 2442 2452 2803 2430 2897 2854 2967 2865 2856 2950 2703 2806 2791 3056 3058 2484 2881 2886 2888 2889 2958 2894 2964 3046 3063 2946 2939 2861 2853 2877 3064 2803 2534 2973 2962 3058 2256 2683 2816 2609 2880 2712 2974 2589 2702 2696 2492

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=0.00064385525974892022 0.00010952759468015998 9.8003039932040886e-05 0.022348215928997047 0.0053488873635958818 0.021466348897218199 9.7382590144136572e-05 0.00038662235982266796 0.00010255339234730321 9.9611819740027152e-05 0.006271680356215662 0.00011027414417111437 0.00028297805014501219 0.0015053749608681219 0.00018108790645235691 -0.0015126877567866589 -0.00058575448577234278 7.5734258577696002e-05 8.5181564778330504e-05 -0.00055410921523456141 0.00024726718330001467 -0.00055152344537781769 8.9651222734567402e-05 4.3135499382052101e-05 8.7379678110098419e-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=0.000101178 0.000319026 0.00447837 0.000100349 0.000165052 0.000885243 0.000119316 0.00042087 9.90522e-05 0.000138578 0.000560286 0.000119377 0.000753159 0.000101593 -0.000383504 9.74476e-05 7.48264e-05 0.000118346 7.56991e-05 0.000119876 -7.22491e-05 9.22835e-05 0.000105186 9.87429e-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 33 55 34 24 33 47 0 0 55 49 21 27 26 0 21 31 6 4 45 14 27 3
split_gain=0.103657 1.80691 7.77763 0.0480044 0.370268 11.1838 0.124201 2.52974 0.0355685 0.308092 4.12598 0.0234019 0.0282993 0.0164125 0.0429806 0.0157918 0.0165871 0.0106587 0.00826332 0.00737559 0.00546213 0.00511646 0.0041822 0.00309907
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 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 6.0551392380148179e-05 -0.17835853993892667 0.050698401406407363 0.35130810737609869 0.089672453701496138 0.16409748047590259
left_child=1 2 -1 8 6 -6 23 -8 9 20 -11 12 -3 17 -15 21 -17 -13 19 -4 -2 -10 -7 -5
right_child=3 11 18 4 5 22 7 -9 15 10 -12 13 -14 14 -16 16 -18 -19 -20 -21 -22 -23 -24 -25
leaf_value=0.021051661998797155 6.2982388609783722e-06 0.0001332032101908178 -0.00041977591019822289 -9.479379986690593e-06 0.020701057021756872 -1.0389980994033937e-05 0.009223243031677944 -1.7880837945100868e-06 -3.6745845206860244e-06 0.005977424334512549 7.0216434912502111e-06 0.00017437172742921481 0.0015738471934950212 7.5640177924904723e-05 -0.0015656284450998772 -2.5137756936737793e-05 -0.00027103172575024151 -1.7293078770800397e-05 -0.00064819535283216578 0.00030933031502790981 -5.8035707155031481e-05 -2.388984263573586e-05 -0.00040433722962107926 -0.00036972958567038525
leaf_weight=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
leaf_count=21 19392 38 20 10167 26 634 30 598 509366 120 1523 335 20 46 23 29608 266 1663 21 40 1357 12323 27 23
internal_value=-1.79266e-06 0.000209302 0.00423971 -2.59563e-06 6.01017e-05 0.000757967 1.57836e-05 0.000438898 -3.85241e-06 3.44483e-05 0.000443083 1.58423e-05 0.000629977 -1.39036e-06 -0.000471449 -5.40732e-06 -2.73272e-05 1.48429e-05 -0.000118943 6.62949e-05 2.09075e-06 -4.1521e-06 -2.64816e-05 -1.02925e-05
internal_weight=587687 2227 102 585460 11505 687 10818 628 573955 22392 1643 2125 58 2067 69 551563 29874 1998 81 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 81 60 20749 521689 661 10190

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 45 47 23 31 23 26 49 21 27 26 13 31 21 27 51 23 33 31 45
split_gain=0.0973301 1.69662 7.80867 0.0394359 0.209431 8.10078 20.4614 0.0613445 0.972493 0.0323313 2.85619 13.1459 0.0219734 0.0265719 0.0154107 0.0403571 0.0133762 0.0100081 0.00981281 0.00867239 0.00819834 0.0076894 0.00703978 0.00544611 0.00412209
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 0.018759440630674366 -1.256108224391937 -0.032262491062283509 2.102653026580811 -0.0097320508211851103 -0.70996257662773121 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.70929089188575756 0.25719563663005834 -1.2844281196594236 1.6111459732055666 -0.17727538943290708 2.5643361806869511 0.072871152311563506 0.33243049681186682 0.34349249303340917 0.064614940434694304
left_child=1 2 22 4 5 24 -7 8 -6 16 11 -11 13 -3 17 -16 19 -14 -18 -5 -9 -12 -1 -24 -2
right_child=3 12 -4 9 7 6 -8 20 -10 10 21 -13 14 -15 15 -17 18 -19 -20 -21 -22 -23 23 -25 -26
leaf_value=-0.00061728426475920486 1.9199819321510356e-05 0.0001290739040192229 0.021475971987168302 0.00018622072756340768 -1.2195421362844045e-05 0.037201295920422484 -0.00011928504507811036 -4.0783318878350446e-07 0.0036166774620886781 0.027751054344636577 -1.1792077819615896e-05 -6.2702463106974952e-05 0.00016896620107983239 0.0015250579506158829 7.3295332944405304e-05 -0.0015170939991696049 -1.8313380701965316e-05 -1.6756990117095805e-05 -9.4978277679353169e-05 -3.7665877619406538e-06 -9.7445353703343645e-05 -0.0002123235477071912 0.00038063789462634861 -0.00021167195643065497 -0.00016860326714490608
leaf_weight=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 46 23 44826 1663 1664 504077 868 189 26 35 118
leaf_count=21 2331 38 20 231 1072 20 48 23203 76 20 6628 89 335 20 46 23 44826 1663 1664 504077 868 189 26 35 118
internal_value=-1.73709e-06 0.000202814 0.00410828 -2.51517e-06 3.35632e-05 0.000303202 0.0108574 6.65167e-06 0.000228044 -4.30937e-06 6.22514e-05 0.00504074 1.53511e-05 0.000610448 -1.34725e-06 -0.000456834 -5.14634e-06 1.43828e-05 -2.10574e-05 -3.67956e-06 -3.90701e-06 -1.73518e-05 -0.000127743 4.0788e-05 1.01509e-05
internal_weight=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 1998 46490 504308 24071 6817 82 61 2449
internal_count=587687 2227 102 585460 27736 2517 68 25219 1148 557724 6926 109 2125 58 2067 69 550798 1998 46490 504308 24071 6817 82 61 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=0.0446184 0.307564 13.6226 0.112262 2.23679 0.0367504 0.226809 3.3803 25.0608 0.212695 4.16601 0.0195929 0.0140008 0.0210527 0.0145741 0.0104351 0.00808556 0.00754198 0.0058764 0.00359351 0.00756886 0.00281277 0.00212632 0.00101546 0.000774615
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=5.4148408849070419e-07 -1.3382790371849584e-05 -0.0005610429621140914 0.024157655103585769 0.0084001977851185065 0.00030256097406355123 -3.3769058203144667e-06 -3.4434307686098135e-06 0.037129154695022953 -1.8689281951162765e-05 0.0094655106127266124 -1.9465593038182341e-05 -7.4318254217697554e-05 -1.9659891429218889e-05 -9.1101009623899544e-05 -0.00034801669035275699 -0.00065598182149061851 5.572008248664714e-05 0.00016191338479652854 -0.00012281773356564741 -0.00058844314608232594 -2.5043684869496541e-05 -0.0001287615316828824 -1.2023258895989994e-05 -0.00019141711015501121 -0.00011265839599458131
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=-1.68324e-06 5.8372e-05 0.000640297 1.47853e-05 0.000384151 -2.89814e-06 2.21364e-05 0.000329422 0.00471352 8.31761e-06 0.000484826 2.03025e-05 -5.34719e-06 -2.12305e-05 -0.000129957 -4.52535e-05 -1.73868e-05 -1.21567e-05 -4.14967e-07 -3.73275e-06 -2.7124e-05 -3.42279e-06 -1.08499e-05 -6.00837e-06 -2.44423e-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=0.0899348 0.635157 9.80573 0.0421132 0.345273 10.4417 0.110719 2.24173 0.031313 0.285735 3.85155 0.026833 0.0453375 0.0149621 0.0167783 0.0136982 0.014799 0.00956283 0.00838549 0.00580408 0.00494972 0.00435212 0.00380802 0.00322022
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
leaf_value=0.0001143576946025796 5.224291890178902e-06 0.022491894424448218 -0.00034925264818651736 -8.6947898015347979e-06 0.0200003021985579 -1.2376003863895714e-05 0.0086822485566740697 -1.8039193196548781e-06 -3.10013809452188e-06 0.0057730336970154899 4.5994019192235543e-06 4.1479244241428034e-05 -0.0016674167235847563 -6.0657640107739599e-05 0.00078506057667006486 -2.406380310986124e-05 -0.00025815996151776964 0.00057816439741275509 0.0001541274303956323 4.1996991176707729e-05 -5.6017719584553811e-05 -1.396346620000712e-05 -0.00038828724970463318 -0.00013887607982572566
leaf_weight=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
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=-1.63106e-06 0.000194995 0.00151172 -2.37899e-06 5.63453e-05 0.000730244 1.35492e-05 0.000413039 -3.55613e-06 3.23804e-05 0.000425909 -1.31612e-05 -0.000647592 7.97515e-06 0.00019871 -5.01506e-06 -2.62823e-05 3.42424e-05 -3.25327e-05 -2.5249e-05 1.21902e-06 -3.89283e-06 -2.77309e-05 -1.1071e-05
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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=0.139201 23.5542 42.7711 2.56804 7.7832 0.0516572 0.4207 11.1256 0.182267 2.87553 0.0791513 0.0325722 4.38362 14.4364 0.0256577 0.242208 0.0163029 0.015755 0.0161907 0.00654616 0.00528643 0.00441741 0.00363577
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=0.00032778306828766925 -2.8990262486912697e-05 0.022293221593826094 0.056512146202800199 0.00042121406524066432 -0.00031438279561167717 -6.1689162182220892e-06 0.020307344628904066 -0.0019569657739429247 0.011302732299851334 9.6172082128331452e-05 -1.4993166184280042e-05 -2.3671998251313211e-06 0.030093676750335727 2.9267339794235646e-05 -3.4852469170562285e-06 -2.0867483592094141e-06 -0.00014946283949346731 -7.9970250662891765e-05 -0.00037280707379954114 -1.6107737810975208e-05 -1.9125835162222345e-05 0.00022844512962787121 -0.00022574485166513438
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=1.66839e-06 0.000107893 0.0201643 1.07757e-05 0.00558084 -4.74427e-07 6.56957e-05 0.000895261 2.18649e-05 0.000581579 -9.17943e-05 -1.77673e-06 6.25923e-05 0.00702099 -2.63748e-06 2.71362e-05 -1.86158e-05 -2.75349e-05 -0.000130191 -1.46941e-05 -4.12293e-06 -8.4371e-05 -7.76703e-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=0.167125 1.29118 10.2175 0.560026 9.39497 0.0799024 2.90218 62.5541 0.038323 0.196561 9.1861 0.0646619 0.0360328 2.70759 0.0282049 0.0170623 0.0153668 0.015179 0.0120349 0.0105212 0.00573767 0.00535579 0.00408444 0.00388585 0.00128627
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
right_child=5 3 19 14 15 6 7 20 12 11 -12 -13 13 -15 16 -17 -18 -19 -20 -21 -22 -23 23 -25 -26
leaf_value=0.018701056928303955 9.7133691940269271e-07 0.021893252732801193 0.00012287564681471728 0.00016976336220955539 -8.7906658013691246e-05 -0.00018640879515423694 0.056114150050427997 9.1939906032125886e-06 -3.3506239162265437e-06 0.0002450242868007413 0.012489521531306372 -4.3469410051064113e-06 0.0049364789543571985 -1.2502710717677263e-05 -0.00030196762234977956 -0.00086473470487635491 -0.0012361118259606881 3.550377708148747e-07 -2.3267846115751813e-05 0.00063128051365583815 -0.00029759592514964309 -0.00020981169411979592 -0.00029307924585414901 -2.8182331284159406e-05 -8.0864339533883621e-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=1.61667e-06 0.000153922 0.00220788 6.56404e-05 0.00144546 -1.77621e-07 7.7127e-05 0.0025921 -1.88767e-06 3.56864e-05 0.000302025 7.25018e-06 -3.61243e-06 6.8297e-05 6.19199e-06 -0.00018385 -0.000445682 1.57283e-05 -4.49869e-06 9.67576e-05 -4.44565e-05 2.10946e-05 -1.10885e-05 -0.000144688 -8.66943e-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=0.125981 22.0514 43.3491 3.54867 6.63326 0.0473782 0.393841 10.6919 0.170506 2.6975 0.0278292 1.43389 16.1984 0.0299822 0.320979 0.0188256 0.0152165 0.00991969 0.00911054 0.00748801 0.00549328 0.0015733
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=-5.3334814139398404e-08 0.056101294455921012 0.022107646589569322 -0.00082059282155867339 -1.1498750649678552e-05 -0.00015890296091823882 -7.4648338968857036e-06 0.021106758542824535 -0.00063443039753474293 0.010945816254870885 9.170485217712337e-05 -3.309454374838982e-06 -6.7895595383025641e-06 0.028423406988340241 -3.213996108477502e-06 0.00047210729446756365 8.8004190985520835e-05 -0.0001485004161894486 -0.00017726886979014568 -1.6394587142272653e-05 -0.00019001369312746409 -1.7828447048227138e-05 -0.00022186561253472587
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=1.56656e-06 0.000102621 0.0195087 8.65339e-06 0.00779344 -4.7198e-07 6.28984e-05 0.000865546 2.04898e-05 0.000561845 -1.71918e-06 5.7779e-05 0.00234693 -2.51479e-06 3.42405e-05 -2.92255e-05 -2.2966e-05 -0.00014384 -4.41715e-05 -1.55105e-05 -3.9209e-06 -8.17024e-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 0 21 0 25 9 0 27 45 49 13 27
split_gain=0.155503 1.20146 12.9138 0.524648 8.56251 0.112594 2.12344 63.469 0.303313 2.39061 0.0267985 0.327401 5.70103 0.0262321 0.0198359 0.0197514 0.0190839 0.0144364 0.0143906 0.0141491 0.00873512 0.0083527 0.0143648 0.00931657 0.0053764
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 0.038437766954302795 4.1274077892303476 0.02730059809982777 1.4929645061492922 0.0027698653284460311 0.10345410183072092 0.011606413871049883 0.16386169940233233 0.59050405025482189 0.51408746838569652 0.06378022208809854
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leaf_count=26 16041 219 32 5774 21 2056 20 420 17804 116 523252 85 1351 110 85 386 31 20 193 946 31 1398 185 16670 427
internal_value=1.51799e-06 0.000148433 0.00212975 6.32731e-05 0.0013988 -2.12792e-07 6.94925e-05 0.00201673 2.06299e-05 0.000367428 -2.8852e-06 3.44294e-05 0.00048335 5.73305e-06 -0.000128289 1.49298e-05 -0.000198249 -0.000430052 1.56275e-05 -1.95431e-05 0.000103476 -4.11895e-06 6.69858e-05 -4.32742e-06 -4.71624e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 505 6160 250 130 256 18750 224 541505 1583 539922 16468
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 2172 559409 17904 1436 6290 505 6160 250 130 256 18750 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=0.146012 0.565644 16.6373 39.3326 0.0993485 13.8155 51.4195 0.0389741 0.445925 10.8723 0.106139 0.024454 0.259242 0.023093 0.0268793 0.0194359 0.048694 0.0155948 0.0288517 0.0153604 0.0138918 0.00963485 0.00914353 0.00695835 0.00529561 0.00298753 0.00239907 0.000774416
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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=1.47094e-06 0.000143831 0.000683841 0.0160156 -2.06195e-07 0.000102064 0.0119883 -1.81339e-06 5.66306e-05 0.000999893 1.44045e-05 -2.93402e-06 3.07796e-05 -2.79893e-05 -0.000499981 -3.27075e-06 0.000124533 -3.04453e-05 -0.00020672 0.000697032 5.59542e-06 -4.1763e-06 3.78546e-05 -1.12754e-05 -2.22245e-05 -6.08739e-05 -2.07871e-05 -7.69672e-05
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Tree=10
num_cat=0
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split_gain=0.119271 22.9036 40.4717 1.24768 8.65843 0.0310017 0.188402 5.60699 22.562 0.117301 2.3266 0.0193046 0.0191077 0.0169336 0.0193162 0.0119528 0.021455 0.0101603 0.00993078 0.159789 0.00900145 0.00670243 0.00623871
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internal_value=-7.70227e-07 9.77037e-05 0.0208264 6.06356e-06 0.0028837 -2.75016e-06 2.94439e-05 0.000313124 0.00759034 6.1328e-06 0.000427623 -4.43819e-06 -4.30261e-05 -3.00553e-05 -0.00019867 -4.35596e-06 -0.000169668 -0.000101828 -4.22937e-06 5.27384e-05 -0.000192226 -2.15841e-05 -4.5348e-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
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Tree=72
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Tree=74
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Tree=75
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Tree=76
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Tree=77
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Column_28=14
Column_11=11
Column_50=5
Column_52=5
Column_10=1

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

objective=regression metric=rmse num_leaves=31 max_depth=5 learning_rate=0.031 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