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lgb_model.txt

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+tree
+version=v4
+num_class=1
+num_tree_per_iteration=1
+label_index=0
+max_feature_idx=837
+objective=binary sigmoid:1
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+threshold=1.0000000180025095e-35 -1.5140939354896543 0.94778862595558178 -1.0810044407844541 -1.6673435568809507 -0.94556891918182362 0.49756032228469854
+decision_type=2 2 2 2 2 2 2
+left_child=1 -1 3 -3 -5 -6 -2
+right_child=6 2 -4 4 5 -7 -8
+leaf_value=0.061755166121132521 -0.087406931148314507 0.081684405791994708 0.082575755274021168 0.081658467579283481 0.081653317791510749 0.08159177071501264 -0.087406931148314507
+leaf_weight=4.7796408981084815 2744.5724282562733 4.7485330998897544 4.7769373953342429 8.7832100838422758 4.7475118637084952 2925.5956883281469 9.0579948127269727
+leaf_count=20 11211 20 20 37 20 12330 37
+internal_value=3.5137e-05 0.0815617 0.0815938 0.0815922 0.0815921 0.0815919 -0.0874069
+internal_weight=5707.06 2953.43 2948.65 2943.87 2939.13 2930.34 2753.63
+internal_count=23695 12447 12427 12407 12387 12350 11248
+is_linear=0
+shrinkage=0.05
+
+
+Tree=5
+num_leaves=12
+num_cat=0
+split_feature=57 473 311 83 511 711 77 270 348 1 2
+split_gain=14953.8 0.745766 0.000806234 0.000192137 0.000275371 8.78045e-05 9.40559e-05 4.41636e-05 3.76229e-06 1.81899e-12 1.42109e-14
+threshold=1.0000000180025095e-35 -1.6699908375740049 0.924556463956833 -2.0593150854110713 0.15329103171825412 -0.83546891808509816 0.057965626940131194 1.2931486368179324 -1.6621296405792234 1.3235790729522707 -0.23078057914972303
+decision_type=2 2 2 2 2 2 2 2 2 2 2
+left_child=1 -1 3 4 8 6 -5 -7 -3 -2 -11
+right_child=9 2 -4 5 -6 7 -8 -9 -10 10 -12
+leaf_value=0.060046103407657252 -0.084276127629677483 0.079113479354129351 0.079664978070199954 0.079112090253430536 0.079556430344529694 0.079117144564037956 0.079429844374793473 0.079255002230114946 0.079172347073066335 -0.084276127629677483 -0.084276127629677483
+leaf_weight=5.1336362212896338 2669.7142027616501 6.5121012181043634 6.7756802439689627 4.6514423191547376 6.0698449313640586 2850.7665264159441 4.6640213578939438 5.8214098662137976 4.6538532078266153 39.331472799181938 5.0672449618577948
+leaf_count=22 11064 28 29 20 26 12257 20 25 20 163 21
+internal_value=3.99329e-05 0.0790864 0.0791202 0.0791189 0.0792854 0.0791179 0.0792712 0.0791174 0.079138 -0.0842761 -0.0842761
+internal_weight=5609.16 2895.05 2889.91 2883.14 17.2358 2865.9 9.31546 2856.59 11.166 2714.11 44.3987
+internal_count=23695 12447 12425 12396 74 12322 40 12282 48 11248 184
+is_linear=0
+shrinkage=0.05
+
+
+Tree=6
+num_leaves=10
+num_cat=0
+split_feature=57 295 345 473 722 316 0 10 1
+split_gain=13779.5 0.752106 0.00170382 0.000238932 1.0818e-05 5.7689e-06 9.09495e-13 9.09495e-13 5.68434e-14
+threshold=1.0000000180025095e-35 0.9682510793209077 -1.3589252233505247 -1.5283402800559995 -1.220548093318939 -1.6673435568809507 1.5839986801147463 -0.32938681542873377 1.2724752426147463
+decision_type=2 2 2 2 2 2 2 2 2
+left_child=1 2 -1 -4 -5 -6 7 -2 -8
+right_child=6 -3 3 4 5 -7 8 -9 -10
+leaf_value=0.077843096248041727 -0.08150584107664105 0.056708419357187012 0.077183921046395418 0.076978882677081861 0.076943644337040609 0.076901623804372765 -0.08150584107664105 -0.08150584107664105 -0.08150584107664105
+leaf_weight=4.82407622039318 2543.6765791922808 4.6174872219562522 7.5287307798862448 4.5527329593896857 8.1917759478092176 2801.4469102472067 106.47066132724285 12.093549504876135 4.9796968549489966
+leaf_count=21 10727 20 33 20 36 12317 449 51 21
+internal_value=4.3832e-05 0.0768713 0.0769042 0.0769026 0.0769019 0.0769017 -0.0815058 -0.0815058 -0.0815058
+internal_weight=5498.38 2831.16 2826.54 2821.72 2814.19 2809.64 2667.22 2555.77 111.45
+internal_count=23695 12447 12427 12406 12373 12353 11248 10778 470
+is_linear=0
+shrinkage=0.05
+
+
+Tree=7
+num_leaves=9
+num_cat=0
+split_feature=530 735 295 345 473 311 0 0
+split_gain=12729.3 0.800069 0.00329373 0.000738956 0.000153237 2.88936e-07 1.81899e-12 7.10543e-15
+threshold=1.0000000180025095e-35 -0.91089063882827748 0.95296669006347667 -1.3205320835113523 -1.5283402800559995 0.88785791397094738 -0.89183604717254628 -1.0753914117813108
+decision_type=2 2 2 2 2 2 2 2
+left_child=6 -2 3 -3 -5 -6 7 -1
+right_child=1 2 -4 4 5 -7 -8 -9
+leaf_value=-0.07903979551445349 0.053814393601318615 0.07555373007120475 0.076263468694397776 0.075142348917906859 0.074910179029035018 0.074897718546210731 -0.079039795514453517 -0.079039795514453517
+leaf_weight=10.458862334489824 4.5001390874385825 4.4759283512830725 4.5144218802452079 7.1242433190345755 2737.5946821123362 4.6602762937545767 2596.8193080723286 6.9725748896598807
+leaf_count=45 20 20 20 32 12334 21 11173 30
+internal_value=4.70272e-05 0.0748796 0.074914 0.0749118 0.0749108 0.0749102 -0.0790398 -0.0790398
+internal_weight=5377.12 2762.87 2758.37 2753.86 2749.38 2742.25 2614.25 17.4314
+internal_count=23695 12447 12427 12407 12387 12355 11248 75
+is_linear=0
+shrinkage=0.05
+
+
+Tree=8
+num_leaves=8
+num_cat=0
+split_feature=57 735 295 345 473 311 0
+split_gain=11785.5 0.783098 0.00262422 0.000589204 0.000122211 2.30502e-07 1.81899e-12
+threshold=1.0000000180025095e-35 -0.91089063882827748 0.95296669006347667 -1.3205320835113523 -1.5283402800559995 0.88785791397094738 0.89399814605712902
+decision_type=2 2 2 2 2 2 2
+left_child=1 -1 3 -3 -5 -6 -2
+right_child=6 2 -4 4 5 -7 -8
+leaf_value=0.052056273507056952 -0.076832861456522503 0.073694427294902637 0.074335505165926255 0.073322398784629358 0.073112336210467602 0.073101059322361481 -0.076832861456522503
+leaf_weight=4.4215310662984839 1477.7124930024147 4.3622902929782859 4.4027588963508597 6.9406709074974051 2666.4685352295637 4.5391428023576728 1078.6255754828453
+leaf_count=20 6502 20 20 32 12334 21 4746
+internal_value=4.96666e-05 0.0730812 0.0731158 0.0731138 0.0731129 0.0731123 -0.0768329
+internal_weight=5247.47 2691.13 2686.71 2682.31 2677.95 2671.01 2556.34
+internal_count=23695 12447 12427 12407 12387 12355 11248
+is_linear=0
+shrinkage=0.05
+
+
+end of trees
+
+feature_importances:
+Column_0=11
+Column_295=9
+Column_57=7
+Column_345=6
+Column_1=4
+Column_473=4
+Column_735=4
+Column_83=3
+Column_311=3
+Column_10=2
+Column_270=2
+Column_316=2
+Column_511=2
+Column_530=2
+Column_2=1
+Column_4=1
+Column_6=1
+Column_19=1
+Column_38=1
+Column_77=1
+Column_242=1
+Column_348=1
+Column_711=1
+Column_720=1
+Column_722=1
+
+parameters:
+[boosting: gbdt]
+[objective: binary]
+[metric: auc]
+[tree_learner: serial]
+[device_type: cpu]
+[data_sample_strategy: bagging]
+[data: ]
+[valid: ]
+[num_iterations: 500]
+[learning_rate: 0.05]
+[num_leaves: 63]
+[num_threads: -1]
+[seed: 42]
+[deterministic: 0]
+[force_col_wise: 0]
+[force_row_wise: 0]
+[histogram_pool_size: -1]
+[max_depth: 6]
+[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: 0]
+[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