Streaming-fail-forecaster / lgb_quantile90_next_day_fails.txt
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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
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num_cat=0
split_feature=11 9 11 5 5 6
split_gain=0.680007 0.793988 0.622294 0.40744 0.4 0.0321429
threshold=-0.012928288935180996 25916562117.437679 -0.1545024979142455 23224254341.910004 20991617932.610004 357587842.7100001
decision_type=2 2 2 2 2 2
left_child=1 -1 -3 4 -2 -5
right_child=3 2 -4 5 -6 -7
leaf_value=7096329.6465440067 -42972590.343211114 -83670918.899476349 5125890.6422014497 -18167920.752096277 7484056.1996320998 -9606139.7933331933
leaf_weight=31 20 23 21 36 20 20
leaf_count=31 20 23 21 36 20 20
internal_value=0.00286549 0.01 0.00136363 -0.00270834 0.005 -0.00821429
internal_weight=171 75 44 96 40 56
internal_count=171 75 44 96 40 56
is_linear=0
shrinkage=0.1
Tree=114
num_leaves=6
num_cat=0
split_feature=11 5 11 5 2
split_gain=0.602113 0.509394 0.875758 0.484119 0.39982
threshold=-0.012928288935180996 22799979229.425007 -0.12900999871946381 25796135704.695004 70.935039297810761
decision_type=2 2 2 2 2
left_child=1 -1 -3 4 -2
right_child=3 2 -4 -5 -6
leaf_value=2702823.347710974 -18625397.59539957 -7440432.1022787215 103596112.46184359 -15935966.371952772 3595420.1255071657
leaf_weight=20 23 33 22 35 38
leaf_count=20 23 33 22 35 38
internal_value=0.00461988 0.0113333 0.00636363 -0.000625002 0.0047541
internal_weight=171 75 55 96 61
internal_count=171 75 55 96 61
is_linear=0
shrinkage=0.1
Tree=115
num_leaves=6
num_cat=0
split_feature=11 6 10 10 0
split_gain=0.454936 0.877774 0.398724 0.250753 0.124822
threshold=-0.10748693565256921 88951852.520000026 303572120.6746667 229694702.618 26752929850.385006
decision_type=2 2 2 2 2
left_child=1 -1 3 -2 -4
right_child=2 -3 4 -5 -6
leaf_value=-110810545.02113457 -5831850.237541303 3407689.7445076182 -10453322.549599839 204579996.69294381 -5250441.2012890512
leaf_weight=22 23 29 39 21 37
leaf_count=22 23 29 39 21 37
internal_value=0.0016959 0.00960784 -0.00166667 0.00590909 -0.00605263
internal_weight=171 51 120 44 76
internal_count=171 51 120 44 76
is_linear=0
shrinkage=0.1
Tree=116
num_leaves=6
num_cat=0
split_feature=1 3 7 6 9
split_gain=0.422406 0.477754 0.503113 0.143246 0.0685805
threshold=34886977.030000009 27460334882.830006 28639117904.184288 69035868.910000011 25245251627.85667
decision_type=2 2 2 2 2
left_child=-1 3 -3 -2 -5
right_child=1 2 -4 4 -6
leaf_value=1993522.2342233066 -1452342.2943821598 12145821.844435256 -53691998.928613141 -7822402.8846689202 -13980036.681284873
leaf_weight=21 27 27 20 33 43
leaf_count=21 27 27 20 33 43
internal_value=0.000526313 -0.00133334 0.00702127 -0.00514563 -0.00736842
internal_weight=171 150 47 103 76
internal_count=171 150 47 103 76
is_linear=0
shrinkage=0.1
end of trees
feature_importances:
Column_0=68
Column_4=55
Column_6=54
Column_5=51
Column_14=44
Column_3=41
Column_7=37
Column_9=36
Column_11=30
Column_8=28
Column_1=27
Column_2=24
Column_12=21
Column_10=17
Column_13=10
parameters:
[boosting: gbdt]
[objective: quantile]
[metric: quantile]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 2000]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: 0]
[seed: 0]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[bagging_by_query: 0]
[feature_fraction: 1]
[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: ]
[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:null