diff --git "a/nine_LightGBM_model.txt" "b/nine_LightGBM_model.txt"
deleted file mode 100644--- "a/nine_LightGBM_model.txt"
+++ /dev/null
@@ -1,34341 +0,0 @@
-tree
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-max_feature_idx=10
-objective=multiclass num_class:9
-feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10
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-threshold=15.72885588723968 10.705623857178439 14.886609811404641 9.7344039746380364 9.3933457523545609 12.624535423287986 10.606625272355076
-decision_type=2 2 2 2 2 2 2
-left_child=4 3 -3 -2 5 -1 -6
-right_child=1 2 -4 -5 6 -7 -8
-leaf_value=0.015655703182741947 0.060480475443767889 -0.044823259034833834 0.063591980550648824 -0.038378226376093609 0.010520739062638229 -0.0085320323132046082 -0.012786431837591048
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-internal_value=0 -0.0140063 0.0221025 -0.0296398 0.000840026 -0.00348267 0.00541961
-internal_weight=0 62.6364 18.8 43.8363 950.888 489.287 461.601
-internal_count=90178 11699 1860 9839 78479 49379 29100
-is_linear=0
-shrinkage=0.1
-
-
-Tree=1795
-num_leaves=8
-num_cat=0
-split_feature=2 4 0 1 9 8 1
-split_gain=1.88954 6.83926 4.98135 6.35617 4.71306 4.60198 3.48337
-threshold=14.946454577175578 15.71182477047947 9.0544377605493036 9.1562981947759745 7.6152997734321177 14.828882741269299 9.0896283100774067
-decision_type=2 2 2 2 2 2 2
-left_child=1 6 3 -2 -3 -4 -1
-right_child=2 4 5 -5 -6 -7 -8
-leaf_value=0.012668849521513904 0.0018433332474053225 -0.039815890617186017 -0.011397143113959146 -0.051853872925991168 -0.0078671466067718535 0.024318697015897884 -0.0081329228783746984
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-internal_value=0 -0.00333876 0.00597958 -0.00822475 -0.0165949 0.0160943 0.00543842
-internal_weight=0 586.035 344.795 143.484 233.098 201.311 352.937
-internal_count=90178 51499 38679 13279 23216 25400 28283
-is_linear=0
-shrinkage=0.1
-
-
-Tree=1796
-num_leaves=8
-num_cat=0
-split_feature=3 2 2 0 9 8 4
-split_gain=2.57052 4.42779 6.51602 3.99205 10.9003 10.7202 3.92579
-threshold=8.9708664673924314 14.142351294785049 15.967173299199375 9.9905076069232894 9.9725343785449407 14.928289171479859 15.348409691620445
-decision_type=2 2 2 2 2 2 2
-left_child=1 6 -3 5 -5 -2 -1
-right_child=3 2 -4 4 -6 -7 -8
-leaf_value=-0.045298636112832885 0.021720299288167398 -0.061227781311171958 0.064290194884157145 -0.027405910362676394 0.0086035973646016502 -0.039226124764349231 0.046408841004514895
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-internal_value=0 -0.0215115 -0.0439034 0.00177083 -0.00472442 0.012367 0.0161599
-internal_weight=0 50.6497 31.6635 578.184 358.8 219.384 18.9863
-internal_count=90178 47249 37052 42929 20733 22196 10197
-is_linear=0
-shrinkage=0.1
-
-
-Tree=1797
-num_leaves=8
-num_cat=0
-split_feature=9 8 8 3 1 7 10
-split_gain=1.75648 8.87261 8.62059 7.34708 5.24409 12.924 9.5455
-threshold=7.1113656448364173 14.928634530200252 14.90142061961137 7.8174433189189285 8.6682970323378132 8.4833054714001737 8.828063482981694
-decision_type=2 2 2 2 2 2 2
-left_child=1 2 -1 -3 5 -2 -6
-right_child=4 3 -4 -5 6 -7 -8
-leaf_value=-0.026585895308091398 -0.022736066225331912 0.0030315399719118706 0.014502471375742822 -0.043950381752725025 0.031282934364798301 0.045916252008287445 -0.0011614155488136337
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-leaf_count=6850 8136 1371 4560 5350 3274 878 59759
-internal_value=0 0.00448778 0.0101862 -0.0185823 -0.00135954 -0.0146394 0.000463501
-internal_weight=0 672.467 539.713 132.754 2164.83 260.464 1904.36
-internal_count=90178 18131 11410 6721 72047 9014 63033
-is_linear=0
-shrinkage=0.1
-
-
-Tree=1798
-num_leaves=8
-num_cat=0
-split_feature=0 2 10 5 8 1 0
-split_gain=2.38704 10.4464 9.68372 7.3318 14.8407 5.52904 5.07672
-threshold=8.7438333106679718 14.651567852890247 8.985181241955349 11.677511096284412 14.930030112180424 8.9790759577833263 10.071393479838603
-decision_type=2 2 2 2 2 2 2
-left_child=1 5 -3 4 -2 -1 -5
-right_child=3 2 -4 6 -6 -7 -8
-leaf_value=0.0011364133431224679 -0.005869865807699947 -0.0043727132114044056 -0.02923207447588673 -0.0087175764442585617 0.021036223671055253 0.022094185322226473 0.0091071289937542568
-leaf_weight=951.17480847870524 360.90098972028727 573.44927426943434 214.85631383662496 595.78006846437347 472.48709839657386 144.10422377874829 217.30275123740103
-leaf_count=14655 22880 10143 4532 16699 4267 2646 14356
-internal_value=0 -0.00240573 -0.0111767 0.00280533 0.0093914 0.00391143 -0.00394845
-internal_weight=0 1883.58 788.306 1646.47 833.388 1095.28 813.083
-internal_count=90178 31976 14675 58202 27147 17301 31055
-is_linear=0
-shrinkage=0.1
-
-
-Tree=1799
-num_leaves=7
-num_cat=0
-split_feature=0 9 8 5 9 2
-split_gain=2.72865 8.2223 13.1418 8.12324 8.06901 7.79507
-threshold=8.5416360423644822 7.5045777102697881 14.930938140750223 10.541635698141132 8.5044958837421536 14.705124211437971
-decision_type=2 2 2 2 2 2
-left_child=4 2 -2 -3 5 -1
-right_child=1 3 -4 -5 -6 -7
-leaf_value=-0.0031536804647643219 -0.042114387681984611 0.031006057014868596 -2.2324125582697058e-05 -0.0014100642811637591 0.15309421864138284 0.011700154919242763
-leaf_weight=894.81317284123202 127.08567306375608 79.737088652814464 176.23103618883761 1817.5224006556998 2.5768303240217838 582.46757514240971
-leaf_count=15382 3867 8608 1611 50506 110 10094
-internal_value=0 -0.00247963 -0.0177388 -3.20792e-05 0.00307197 0.0027069
-internal_weight=0 2200.58 303.317 1897.26 1479.86 1477.28
-internal_count=90178 64592 5478 59114 25586 25476
-is_linear=0
-shrinkage=0.1
-
-
-end of trees
-
-feature_importances:
-Column_8=2553
-Column_3=1174
-Column_5=1117
-Column_2=1057
-Column_0=1036
-Column_9=1019
-Column_1=841
-Column_10=785
-Column_6=754
-Column_7=640
-Column_4=618
-
-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: 9]
-[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