diff --git "a/models/modelo_cluster_1.txt" "b/models/modelo_cluster_1.txt" new file mode 100644--- /dev/null +++ "b/models/modelo_cluster_1.txt" @@ -0,0 +1,20517 @@ +tree +version=v4 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=27 +objective=regression +feature_names=precio_total_lag_1 precio_total_lag_2 precio_total_lag_3 precio_total_lag_4 precio_total_lag_5 precio_total_lag_6 precio_total_lag_7 precio_total_lag_8 precio_total_lag_9 precio_total_lag_10 precio_total_lag_11 precio_total_lag_12 precio_total_lag_13 precio_total_lag_14 precio_total_lag_15 precio_total_lag_16 precio_total_lag_17 precio_total_lag_18 precio_total_lag_19 precio_total_lag_20 precio_total_lag_21 precio_total_lag_22 precio_total_lag_23 precio_total_lag_24 mes marca_id_encoded año cluster_id +feature_infos=[0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:6133.9800000000005] [0:2751.75] [0:2751.75] [0:2751.75] [0:2751.75] [0:2751.75] [0:2751.75] [0:2468.25] [0:2468.25] [0:2468.25] [0:2301.5999999999999] [0:2301.5999999999999] [0:2184.8400000000001] [0:2184.8400000000001] -1:0:1:2:3:4:5:6:7:8:9:10:11 -1:8:89:91:68:65:3:31:23:19:33:36:37:60:45:4:15:58:80:21:28:38:44:46:72:22:26:59:70:11:34:39:43:57:75:10:12:13:25:32:42:77:2:6:7:14:16:30:50:56:61:0:1:9:24:27:35:41:47:48:53:83:62:79:90:5:17:18:20:29:40:49:51:52:54:55:63:66:69:71:73:78:82:67:74:76:81:64:88:87:86 [2022:2023] none +tree_sizes=3258 3296 3294 3374 3369 3720 2051 3052 2817 3965 2977 2911 2983 3298 3012 2519 1619 1963 2751 3059 2705 3491 2687 2657 1604 2275 2278 3221 3014 3743 2932 2890 2803 2885 2902 1806 4136 4957 4183 4535 4029 3652 1964 3640 3471 3561 3410 3667 3476 3228 2910 2339 2987 2969 2017 2423 2627 2567 2335 2927 2086 2538 1711 2721 2101 3746 2112 3130 3338 3311 2662 1631 2827 2189 2334 2019 2018 2436 1629 3116 1701 2922 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91041.4 93930.7 81361.2 105504 59423.7 38110.8 35236.7 9325.44 +threshold=1435.0600000000002 0 47.808000000000007 2022.5000000000002 52.345500000000008 114.75000000000001 1236.1260000000004 831.91125000000011 817.62000000000012 1 252.82950000000002 2022.5000000000002 74.355000000000004 14.655000000000003 72.313140000000018 91.390500000000017 +decision_type=2 9 2 2 2 2 2 2 2 9 2 2 2 2 2 2 +left_child=1 2 10 -4 6 12 7 8 9 -3 11 -1 13 15 -13 -6 +right_child=-2 4 3 -5 5 -7 -8 -9 -10 -11 -12 14 -14 -15 -16 -17 +leaf_value=-0.16714370929180308 1.0709959487915039 0.075591102620312295 1.1700299792819553 0.11029460760263296 0.090873280372470625 -1.0091311866507449 0.79279085083007816 -0.57823133932577597 -0.63031276746229692 -0.0041313597397839141 0.26955374936262766 -0.4573578030832352 -0.61127055940173924 0.35175607692627681 -0.90335898423194894 -0.14403659348914383 +leaf_weight=188 20 1897 27 26 20 29 25 37 22 6570 24 155 21 21 20 109 +leaf_count=188 20 1897 27 26 20 29 25 37 22 6570 24 155 21 21 20 109 +internal_value=0 -0.00288585 -0.176562 0.65016 0.00604144 -0.242986 0.011873 0.00958321 0.0121452 0.0138146 -0.294345 -0.331627 -0.113055 -0.0433043 -0.508329 -0.107616 +internal_weight=0 9191 440 53 8751 200 8551 8526 8489 8467 387 363 171 150 175 129 +internal_count=9211 9191 440 53 8751 200 8551 8526 8489 8467 387 363 171 150 175 129 +cat_boundaries=0 2 5 +cat_threshold=532480 67108864 285213056 2147549185 134217744 +is_linear=0 +shrinkage=0.01 + + +end of trees + +feature_importances: +precio_total_lag_1=2551 +precio_total_lag_2=1810 +precio_total_lag_3=1232 +marca_id_encoded=1185 +precio_total_lag_5=1071 +precio_total_lag_6=981 +precio_total_lag_4=883 +año=784 +precio_total_lag_11=734 +mes=680 +precio_total_lag_8=450 +precio_total_lag_7=385 +precio_total_lag_13=374 +precio_total_lag_9=367 +precio_total_lag_12=265 +precio_total_lag_10=236 +precio_total_lag_14=218 +precio_total_lag_19=196 +precio_total_lag_20=187 +precio_total_lag_15=164 +precio_total_lag_18=113 +precio_total_lag_17=63 +precio_total_lag_21=62 +precio_total_lag_16=60 +precio_total_lag_23=4 +precio_total_lag_22=3 + +parameters: +[boosting: gbdt] +[objective: regression] +[metric: rmse] +[tree_learner: serial] +[device_type: cpu] +[data_sample_strategy: bagging] +[data: ] +[valid: ] +[num_iterations: 1000] +[learning_rate: 0.01] +[num_leaves: 64] +[num_threads: 0] +[seed: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: 7] +[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: 3] +[feature_fraction: 0.8] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[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: 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: 24,25,27] +[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:[[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], [3, 4, 5, 9, 10, 12, 13, 14, 15, 16, 19, 21, 23, 25, 28, 29, 31, 37, 39, 40, 41, 42, 44, 49, 50, 52, 53, 57, 58, 62, 63, 64, 66, 68, 69, 72, 74, 75, 77, 78, 79, 83, 85, 89, 91, 93, 96, 98, 99, 101, 103, 105, 109, 110, 115, 118, 119, 121, 123, 124, 128, 129, 131, 134, 136, 138, 139, 140, 142, 144, 146, 152, 153, 154, 160, 161, 162, 164, 165, 168, 171, 173, 187, 191, 208, 230, 247, 253, 268, 273, 277, 278], [1]]