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label_index=0
max_feature_idx=2
objective=binary sigmoid:1
feature_names=atr6_pct hour_cos hour_sin
feature_infos=[0.0036215822217961998:10.051721073947] [-1:1] [-1:1]
tree_sizes=1015 1025 1027 1021 1026 1024 1021 1022 1030 1027 1023 1023 1028 1024 1022 1027 1028 1028 1030 1028 1032 1031 1029 1033 1029 1031 1031 1027 1030 1029 1031 1026 1028 1029 1026 1028 1026 1032 1029 1034 1029 1034 1036 1027 1032 1033 1036 1034 1035 1035 1036 1033 1030 1032 1036 1034 1034 1030 1035 1032 1037 1033 1034 1039 1030 1031 1035 1030 1033 1037 1037 1032 1037 1031 1036 1035 1029 1041 1037 1040 1035 1033 1032 1036 1038 1038 1028 1038 1036 1033 1032 1031 1036 1034 1039 1037 1038 1039 1036 1032 1035 1033 1035 1036 1043 1036 1039 1041 1040 1036 1037 1040 1042 1039 1040 1041 1037 1038 1045 1039 1041 1037 1037 1040 1039 1044 1038 1041 1037 1034 1041 1038 1041 1039 1030 1038 1039 1034 1036 1039 1036 1041 1038 1041 1041 1039 1041 1037 1048 1036 1029 1033 1046 1045 1039 1037 1038 1039 1038 1044 1044 1041 1046 1034 1037 1035 1038 1044 1039 1039 1035 1040 1034 935 1037 1049 1039 1041 1045 1040 930 938 1044 1038 1040 1044 1038 1041 1045 935 1044 1038 1031 1039 1040

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is_linear=0
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Tree=2
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Tree=3
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Tree=4
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Tree=5
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Tree=6
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Tree=7
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Tree=8
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Tree=9
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Tree=10
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Tree=11
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Tree=19
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leaf_count=8011 34556 23389 90382 84329 244117 7907
internal_value=-1.61539e-05 0.000642854 -0.0023848 -0.00217195 0.000413969 0.006522
internal_weight=83983.4 65706.8 18276.6 17981.9 63267.3 2439.42
internal_count=492691 309969 182722 174711 278673 31296

Tree=181
num_cat=0
split_feature=0 0 0 2 2 0
split_gain=321.03 217.135 126.853 104.116 90.8049 85.2755
threshold=0.15619026715079001 0.45823862907056007 0.038167701165544507 1.0000000180025095e-35 0.12940952255126009 0.76741276930012015
left_child=2 3 -1 -2 -4 -3
right_child=1 5 4 -5 -6 -7
leaf_value=-0.014456032175227472 0.0010938101935225614 0.0043186871465513681 -0.00056975162401275029 -0.00056040016964059136 -0.0031490204399628658 0.014830908273633732
leaf_weight=292.95197888463736 34169.431840002537 3313.404787696898 10023.136040970683 24978.871442593634 10786.069596409798 310.71559522300959
leaf_count=8063 144280 31423 82237 110240 108304 7848
internal_value=-1.89354e-05 0.000679774 -0.00209717 0.000394898 -0.00190934 0.00529733
internal_weight=83874.6 62772.4 21102.2 59148.3 20809.2 3624.12
internal_count=492395 293791 198604 254520 190541 39271

Tree=182
num_cat=0
split_feature=0 0 0 0 2 1 0
split_gain=331.108 184.669 165.046 88.3963 83.4768 73.0173 19.66
threshold=0.24158105211515504 0.62239134115270012 0.11477074734726002 0.038167701165544507 1.0000000180025095e-35 -0.78656609248549492 0.76741276930012015
leaf_value=-0.013758755984080858 0.0029587620521897601 0.0076047058966297008 0.00034828401369884965 -0.0030834420148129964 -0.001404770469973602 0.00075077020792289754 0.014765175267535454
leaf_weight=290.03163665533066 7288.1111331321299 470.50095926783979 20874.706087388098 8388.5910738259554 20321.517049223185 25962.189332827926 306.99419201351702
leaf_count=8085 33780 7681 98172 110775 108530 117749 7864
internal_value=-2.08367e-05 0.00146031 -0.00103198 -0.00347148 -0.00051619 0.00123678 0.0107393
internal_weight=83902.6 34027.8 49874.8 8678.62 41196.2 33250.3 777.495
internal_count=492636 167074 325562 118860 206702 151529 15545

Tree=183
num_cat=0
split_gain=326.419 206.279 131.275 115.85 110.838 20.4451 19.0394
threshold=0.36673533181226003 0.13945858898236002 0.62239134115270012 -0.91597561503675495 0.038167701165544507 0.76741276930012015 -0.78656609248549492
leaf_value=-0.014136858801641968 0.0043207585761331794 0.0023152840018883397 0.0077789349131774195 -0.00024310877841227836 -0.00219644152417183 0.015106669536884013 0.0021627956950042628
leaf_weight=283.89090245217085 2053.2507800422609 7726.4926689267159 473.07016038894653 50689.130897223949 15177.217987172306 301.53518764674664 7107.2359868660569
leaf_count=8013 12814 31635 7772 222674 158652 7828 43088
internal_value=1.19167e-05 -0.000434008 0.00332456 9.55428e-05 -0.00243388 0.0109473 0.00265666
internal_weight=83811.8 73876.7 9935.09 58415.6 15461.1 774.605 9160.49
internal_count=492476 420974 71502 254309 166665 15600 55902

Tree=184
num_cat=0
split_feature=0 0 0 1 2 2 0
split_gain=292.305 196.835 142.606 113.339 104.295 20.6858 17.4813
threshold=0.35121831622179506 0.11896356968353501 0.62239134115270012 -0.78656609248549492 0.12940952255126009 -0.60355339059327495 0.76741276930012015
leaf_value=-0.00080991246900852525 0.0012183381291308887 0.0015314397903212415 0.0078805931908511387 -0.00047887214142300637 -0.004890350001746287 0.0029754974775957938 0.014813024150956144
leaf_weight=4395.8987551406026 4264.1657048687339 13590.696290962398 469.44082731753588 48886.169504381716 5222.7291399240494 6647.3028244413435 300.00317256711423
leaf_count=52258 24848 58643 7764 227684 74529 38859 7904
internal_value=2.21553e-05 -0.00044106 0.00287916 -4.08905e-05 -0.00303295 0.00229405 0.010898
internal_weight=83776.4 72095.5 11680.9 62476.9 9618.63 10911.5 769.444
internal_count=492489 413114 79375 286327 126787 63707 15668

Tree=185
num_cat=0
split_gain=294.158 218.384 559.726 158.536 122.43 23.4494 18.1003
threshold=0.36673533181226003 1.0000000180025095e-35 -0.78656609248549492 0.094178258896410016 0.62239134115270012 0.76741276930012015 -0.78656609248549492
leaf_value=0.0055816132805220431 0.0041056777045121581 -0.0061537079821681242 -0.00053803367240699959 -0.0012049763861910854 0.0072356931332043448 0.014985856789320288 0.001995987216567568
leaf_weight=6863.1002405881882 2036.8020380884409 2649.0744632221758 32300.476426992565 31967.636859662831 461.62549058720469 294.60791021585464 7077.0484229326248
leaf_count=31550 12797 50735 168832 169919 7701 7869 43015
internal_value=-3.7042e-05 -0.000460148 0.000535978 -0.00158742 0.00311843 0.0105714 0.00247728
internal_weight=83650.4 73780.3 39163.6 34616.7 9870.08 756.233 9113.85
internal_count=492418 421036 200382 220654 71382 15570 55812

Tree=186
num_cat=0
split_feature=0 2 1 0 0 2 0
split_gain=270.153 185.244 307.369 141.992 135.835 29.0496 19.4251
threshold=0.31216843619410006 0.12940952255126009 -0.78656609248549492 0.62239134115270012 0.098467700254091503 0.91597561503675518 0.76741276930012015
left_child=1 2 -1 5 -3 -2 -5
right_child=3 4 -4 6 -6 -7 -8
leaf_value=0.0034688527733746787 0.0015138290210093789 -0.0057954703679124553 -0.00067495580157631854 0.0072252846196598748 -0.001316891459016594 0.0045748599735127371 0.014426619849504945
leaf_weight=8912.650089211762 15374.035280868411 2841.7993715088814 28390.630860894918 460.37194520235062 26062.262125961483 1272.5340289771557 291.12637281045318
leaf_count=44006 81180 51571 152572 7730 140943 6371 7894
internal_value=-2.28673e-05 -0.00059099 0.000315757 0.00213616 -0.00176143 0.001754 0.0103254
internal_weight=83605.4 66207.3 37303.3 17398.1 28904.1 16646.6 751.498
internal_count=492267 389092 196578 103175 192514 87551 15624

Tree=187
num_cat=0
split_gain=268.789 167.173 155.319 124.381 53.5067 35.0637 20.4579
threshold=0.24158105211515504 0.62239134115270012 0.056834040675487009 1.0000000180025095e-35 -0.91597561503675495 -0.37940952255125998 0.76741276930012015
leaf_value=-0.0028043048670046075 0.0032433809082892387 0.0072113151536929527 0.00024559217217076071 -0.0017192396413277242 0.00084386414356985939 -0.011451230485289805 0.014600398156750285
leaf_weight=279.26186953485012 4011.934684753418 460.059231095016 24006.935422249138 24874.14984986186 29122.02479730919 612.48320323415101 285.84210484847426
leaf_count=6106 18459 7775 133355 168500 132941 17618 7855
internal_value=7.46281e-06 0.00134599 -0.000903387 -0.000754083 0.00113672 -0.00888028 0.0103588
internal_weight=83652.7 33879.9 49772.8 48881.1 33134 891.745 745.901
internal_count=492609 167030 325579 301855 151400 23724 15630

Tree=188
num_cat=0
split_gain=267.738 165.282 137.847 94.5183 73.0282 46.6214 24.0175
threshold=0.22835864491194505 0.62239134115270012 0.069614812948462515 1.0000000180025095e-35 -0.91597561503675495 -0.37940952255125998 0.76741276930012015
leaf_value=-0.0014699365218737662 0.0033588945806422429 0.006916764926509316 0.00015479830815686783 -0.0016502244723787401 0.00072190122724944468 -0.008659727445339634 0.014799845499803087
leaf_weight=510.1628375723958 4534.1659128703177 459.12396072968841 21353.876483552158 22675.020868387073 32687.323974724859 1137.1653627045453 281.68216412514448
leaf_count=10161 20379 7815 118517 151478 147183 29407 7846
internal_value=2.08818e-05 0.00123004 -0.00098369 -0.000774605 0.00104524 -0.00648761 0.010233
internal_weight=83638.5 37962.3 45676.2 44028.9 37221.5 1647.33 740.806
internal_count=492786 183223 309563 269995 167562 39568 15661

Tree=189
num_cat=0
split_feature=0 2 1 0 0 0
split_gain=265.291 173.13 513.319 147.737 119.133 34.9118
threshold=0.33695556395787007 1.0000000180025095e-35 -0.78656609248549492 0.069614812948462515 0.76741276930012015 0.54657263564238512
left_child=1 2 -1 -3 5 -2
right_child=4 3 -4 -5 -6 -7
leaf_value=0.0054293136085255883 0.0018840124783469684 -0.0090313795026068823 -0.00063440953999836574 -0.001291210698950737 0.014700859706460578 0.0054102270639683819
leaf_weight=6398.7142685763538 12000.819317873567 947.34870095178485 30411.041652917862 32336.437771193683 279.02456391230226 1169.093068856746
leaf_count=29506 63816 25401 160773 189797 7883 15601
internal_value=-1.76373e-05 -0.000499006 0.000421287 -0.00151711 0.00248677 0.0022059
internal_weight=83542.5 70093.5 36809.8 33283.8 13448.9 13169.9
internal_count=492777 405477 190279 215198 87300 79417

Tree=190
num_cat=0
split_gain=256.066 174.347 105.704 83.0568 81.6759 58.945 1.50175
threshold=0.15619026715079001 0.49608823355566506 0.038167701165544507 1.0000000180025095e-35 0.37940952255126009 0.76741276930012015 -0.91597561503675495
leaf_value=-0.0040411009427455133 0.0010315530282580059 0.0045838045994259008 -0.00063964153543833921 -0.00043222732683223096 -0.003124270219926303 0.01409175225625542 -0.014218767475877792
leaf_weight=30.780810546129942 34888.756052009761 2072.6733704768121 11775.156765099615 25403.162728406489 8793.4389557279646 274.63179061561823 244.94188768044114
leaf_count=736 149587 23570 99174 113353 91045 7875 7356
internal_value=-3.64991e-06 0.000618631 -0.00187359 0.000414506 -0.00170479 0.00580785 -0.0134849
internal_weight=83483.5 62639.2 20844.3 60291.9 20568.6 2347.31 275.723
internal_count=492696 294385 198311 262940 190219 31445 8092

Tree=191
num_cat=0
split_gain=247.93 160.822 488.838 148.222 116.506 28.6498 22.2466
threshold=0.3239068725234901 1.0000000180025095e-35 -0.78656609248549492 0.080352482888343513 0.62239134115270012 0.91597561503675518 0.76741276930012015
leaf_value=0.0053795063201542608 0.0016009986093785795 -0.0073708734421755627 -0.0006426875145634619 -0.0011934992922593693 0.0065908309856269704 0.0048661742563875145 0.014292830729349152
leaf_weight=6177.133524864912 13515.296161603183 1532.5181753672659 29363.114754486829 31044.417372114956 450.2076802868396 1100.5971925742924 270.48248510807753
leaf_count=28568 73897 35504 156504 176855 7786 5668 7858
internal_value=3.5818e-06 -0.000500208 0.000405673 -0.00148883 0.00224046 0.00185425 0.00979885
internal_weight=83453.8 68117.2 35540.2 32576.9 15336.6 14615.9 720.69
internal_count=492640 397431 185072 212359 95209 79565 15644

Tree=192
num_cat=0
split_feature=0 0 2 0 0 2 0
split_gain=241.399 148.915 123.978 105.316 35.6472 27.101 21.5855
threshold=0.33695556395787007 0.063589092558657509 1.0000000180025095e-35 0.62239134115270012 0.038167701165544507 0.91597561503675518 0.76741276930012015
left_child=1 4 -3 5 -1 -2 -5
right_child=3 2 -4 6 -6 -7 -8
leaf_value=-0.013352521851245231 0.0017095873658803675 0.00044562976099324326 -0.0012093783561651955 0.0064190274393281623 -0.00517645588503691 0.0051023140755031447 0.014042396494213278
leaf_weight=270.93439549580216 11734.603893075138 36314.703614350408 32569.092221405357 443.53113367781043 922.28645604476333 964.92347920686007 267.95997546240687
leaf_count=8082 66576 179120 194674 7719 23714 5164 7894
internal_value=2.01194e-06 -0.000456223 -0.000336678 0.00239537 -0.007228 0.00197619 0.0096056
internal_weight=83488 70077 68883.8 13411 1193.22 12699.5 711.491
internal_count=492943 405590 373794 87353 31796 71740 15613

Tree=193
num_cat=0
split_feature=0 0 1 0 0 1 0
split_gain=243.411 152.209 107.111 103.814 97.2308 23.0067 18.7989
threshold=0.33695556395787007 0.11896356968353501 -0.91597561503675495 0.62239134115270012 0.038167701165544507 -0.78656609248549492 0.76741276930012015
leaf_value=-0.013989697402509877 0.0035719737975616617 0.0020010290690436537 -0.00040004356692130796 0.006582003813571248 -0.002374793343224043 0.0015602923722191219 0.013821864755443685
leaf_weight=265.32058309391141 2809.460424926132 8131.2403001785278 52378.600074246526 445.10575000941753 9226.4291656538844 9858.0096221417189 264.72740621399134
leaf_count=8013 16412 34713 243563 7788 118813 55224 7906
internal_value=2.30561e-05 -0.000437058 -7.6513e-05 0.00242965 -0.00272858 0.00201277 0.00959699
internal_weight=83378.9 70001.6 60509.8 13377.3 9491.75 12667.5 709.833
internal_count=492432 405102 278276 87330 126826 71636 15694

Tree=194
num_cat=0
split_gain=236.766 157.581 103.481 77.7418 71.8448 69.5871 2.54927
threshold=0.15619026715079001 0.45823862907056007 0.038167701165544507 0.37940952255126009 -0.91597561503675495 0.76741276930012015 -0.91597561503675495
leaf_value=-0.0034973736931604989 0.0021747326333899138 0.0038305593523752122 -0.00054879058501445404 -0.0029752493108080166 0.00014907991712343288 0.014082501287059413 -0.014294909704155494
leaf_weight=29.288822297006845 7622.2036241963506 3196.7657767422497 11788.179800439626 8752.4840867258608 51404.330641038716 260.84255292266607 234.34206099994481
leaf_count=720 31612 31276 99395 91047 223007 7890 7339
internal_value=4.98638e-05 0.000649594 -0.0017493 -0.00158554 0.00041163 0.00468171 -0.0134831
internal_weight=83288.4 62484.1 20804.3 20540.7 59026.5 3457.61 263.631
internal_count=492286 293785 198501 190442 254619 39166 8059

end of trees

feature_importances:
atr6_pct=1084
hour_sin=139
hour_cos=138

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 195]
[learning_rate: 0.0194845]
[num_leaves: 20]
[num_threads: 4]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 3]
[min_data_in_leaf: 327]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.844015]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 1]
[bagging_seed: 42]
[bagging_by_query: 0]
[feature_fraction: 0.968423]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 42]
[extra_trees: 0]
[extra_seed: 42]
[early_stopping_round: 0]
[early_stopping_min_delta: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 1.11705]
[lambda_l2: 18.6713]
[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: 63]
[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: 0]
[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:[]