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-8 8 -10 -11 -12 13 -14 17 16 -17 -18 18 20 22 28 -23 29 -25 -26 -27 -28 -29 -30 -31 +leaf_value=1.3438355410769785e-07 0.0010640832940448093 -0.00092358094900572613 0.0012352347143993645 -8.8122165086671595e-05 0.00033988740438308142 -0.00022408044726154237 0.00055540358652170229 -7.1701277764843431e-05 -0.00070421605137799162 0.00044260997758294017 -0.00046013338563953278 0.00037359873733474366 -0.0010829816532741746 -0.00025200619026414215 0.0001665228569634526 -0.00031852826301774723 0.00057135541598907018 0.00028115460416522239 4.3610071902352366e-06 0.00023859125804925541 0.00016886788903467472 -0.00042194931373966258 0.00011656459312512768 0.00019965123428798112 -0.00036307554466172081 0.00029896496027794693 0.00017789108203051325 -0.00011657535277192687 -2.8095213836098911e-05 -1.0483980329938698e-05 +leaf_weight=179803 23 24 21 21 21 20 20 28 28 20 21 21 35 31 35 24 20 24 21 35 22 20 25 24 27 27 22 128 21 79 +leaf_count=179803 23 24 21 21 21 20 20 28 28 20 21 21 35 31 35 24 20 24 21 35 22 20 25 24 27 27 22 128 21 79 +internal_value=0 -3.78959e-08 8.47594e-08 -5.88362e-08 4.97188e-09 -3.44447e-08 6.17718e-08 -0.000181154 -0.0003886 0.000108631 -0.000274925 2.5811e-13 -1.20248e-07 5.73522e-05 0.000117029 5.78518e-05 0.000314401 -4.50604e-05 1.41221e-05 0.000114517 -6.1895e-05 -0.000203031 7.51244e-05 9.02458e-08 6.34613e-08 1.18135e-07 7.3107e-08 5.11905e-08 7.20666e-05 1.98079e-05 +internal_weight=0 180668 180644 180623 180581 180560 180464 96 56 40 42 180444 180066 378 239 184 55 139 108 160 84 41 139 180031 180007 179980 179953 179931 43 104 +internal_count=180691 180668 180644 180623 180581 180560 180464 96 56 40 42 180444 180066 378 239 184 55 139 108 160 84 41 139 180031 180007 179980 179953 179931 43 104 +is_linear=0 +shrinkage=0.01089 + + +end of trees + +feature_importances: +exact_1=18416 +exact_3=6303 +std_1=3096 +min_1=2519 +max_1=2161 +exact_6=1912 +std_3=1851 +min_3=1546 +min_6=1498 +std_12=1496 +std_6=1408 +mean_1=1348 +min_12=1289 +min_24=1212 +max_3=1188 +mean_96=1074 +median_3=1066 +day=1050 +median_24=1027 +median_192=980 +mean_24=945 +mean_12=930 +mean_192=914 +mean_48=911 +median_96=903 +min_48=893 +median_6=885 +max_24=883 +median_48=859 +std_96=859 +day_sin=858 +mean_6=856 +hour=830 +std_24=821 +std_48=771 +max_6=763 +hour_cos=742 +median_12=705 +min_96=704 +max_12=694 +std_192=679 +min_192=664 +day_cos=654 +mean_3=652 +max_96=609 +max_48=607 +max_192=561 +month=551 +month_cos=516 +hour_sin=515 +median_1=452 +exact_12=433 +day_of_week=403 +exact_24=381 +day_of_week_sin=224 +month_sin=193 +day_of_week_cos=164 +season=138 +type=133 +season_sin=106 +is_working_hours=46 +part_of_day=39 +exact_96=39 +is_weekend=33 +exact_48=19 +season_cos=18 + +parameters: +[boosting: gbdt] +[objective: regression] +[metric: l2] +[tree_learner: serial] +[device_type: cpu] +[data_sample_strategy: bagging] +[data: ] +[valid: ] +[num_iterations: 1000] +[learning_rate: 0.01089] +[num_leaves: 96] +[num_threads: 0] +[seed: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 14] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.108207] +[bagging_fraction: 0.938336] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 2] +[bagging_seed: 3] +[feature_fraction: 0.675395] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[early_stopping_round: 0] +[first_metric_only: 0] +[max_delta_step: 0] +[lambda_l1: 0.00254259] +[lambda_l2: 0.0212147] +[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: 4] +[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: 1] +[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: 5] +[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:[]