diff --git "a/LightGBM_model.txt" "b/LightGBM_model.txt"
deleted file mode 100644--- "a/LightGBM_model.txt"
+++ /dev/null
@@ -1,15333 +0,0 @@
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-
-Tree=799
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-
-
-end of trees
-
-feature_importances:
-Column_0=2685
-Column_2=1603
-Column_1=1054
-
-parameters:
-[boosting: gbdt]
-[objective: multiclass]
-[metric: multi_logloss]
-[tree_learner: serial]
-[device_type: cpu]
-[data: ]
-[valid: ]
-[num_iterations: 200]
-[learning_rate: 0.1]
-[num_leaves: 8]
-[num_threads: -1]
-[deterministic: 0]
-[force_col_wise: 0]
-[force_row_wise: 0]
-[histogram_pool_size: -1]
-[max_depth: 3]
-[min_data_in_leaf: 20]
-[min_sum_hessian_in_leaf: 2]
-[bagging_fraction: 0.8]
-[pos_bagging_fraction: 1]
-[neg_bagging_fraction: 1]
-[bagging_freq: 0]
-[bagging_seed: 7719]
-[feature_fraction: 0.8]
-[feature_fraction_bynode: 1]
-[feature_fraction_seed: 2437]
-[extra_trees: 0]
-[extra_seed: 11797]
-[early_stopping_round: 50]
-[first_metric_only: 0]
-[max_delta_step: 0]
-[lambda_l1: 0]
-[lambda_l2: 1]
-[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: 21238]
-[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]
-[linear_tree: 0]
-[max_bin: 255]
-[max_bin_by_feature: ]
-[min_data_in_bin: 3]
-[bin_construct_sample_cnt: 200000]
-[data_random_seed: 38]
-[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]
-[objective_seed: 8855]
-[num_class: 4]
-[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: ]
-[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