diff --git "a/ml_models/Unified_Models_V1/lgbm_strength.txt" "b/ml_models/Unified_Models_V1/lgbm_strength.txt"
new file mode 100644--- /dev/null
+++ "b/ml_models/Unified_Models_V1/lgbm_strength.txt"
@@ -0,0 +1,29282 @@
+tree
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+
+Tree=1531
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+
+
+Tree=1532
+num_leaves=40
+num_cat=0
+split_feature=5 9 9 1 7 13 4 13 13 3 14 12 14 3 12 6 14 13 13 14 0 14 13 11 6 13 14 9 12 12 12 11 0 14 8 11 11 11 11
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+left_child=25 -2 3 4 7 6 -5 8 -3 10 -7 -11 -9 14 -6 -8 -15 -4 19 20 -19 -21 23 -20 -24 -1 27 29 -29 30 -27 -32 37 34 -34 36 -31 38 -28
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+leaf_count=410276 20 440 28 32 30 1613 239 225 919 347 325 2860 2264 26 74 22 68 37 58 490 66 1195 727 45 143338 25 7864 21 20 40 912 1554 53 153 283 37 4834 894 198
+internal_value=2.61967e-14 -1.3654e-05 -1.42401e-05 -0.000221819 -0.000448408 -5.32311e-05 -0.00137896 -0.000364636 -0.000806514 2.22671e-05 0.000378916 -0.000193257 -0.000123369 -0.00207647 -0.000867911 -0.00193247 -0.00341361 -7.54581e-07 -1.29997e-06 -0.000369137 0.00196791 -0.000511995 3.26202e-06 0.00160484 2.11696e-06 4.97007e-06 0.000114347 0.000300804 -0.00326746 0.000320568 0.000635709 0.000675826 -3.25876e-05 -0.000858268 -0.00148491 0.00016072 0.000138175 1.24947e-05 -4.45659e-05
+internal_weight=582652 155488 155468 9484 4046 5438 293 3848 1359 5145 1938 3207 2489 198 104 261 94 145984 145956 1788 103 1685 144168 103 144065 427164 16888 7443 41 7402 2491 2466 9445 489 336 4911 4874 8956 8062
+internal_count=582652 155488 155468 9484 4046 5438 293 3848 1359 5145 1938 3207 2489 198 104 261 94 145984 145956 1788 103 1685 144168 103 144065 427164 16888 7443 41 7402 2491 2466 9445 489 336 4911 4874 8956 8062
+is_linear=0
+shrinkage=0.03
+
+
+end of trees
+
+feature_importances:
+4h_atr_pct=8382
+4h_rsi=7894
+4h_slope=7136
+4h_vol_z=6699
+1h_atr_pct=6370
+sim_mc_score=4305
+15m_atr_pct=3968
+1h_slope=2977
+1h_rsi=2511
+sim_titan_score=2416
+15m_rsi=1966
+1h_vol_z=1884
+15m_slope=1732
+15m_vol_z=1430
+sim_pattern_score=117
+
+parameters:
+[boosting: gbdt]
+[objective: regression]
+[metric: l1,l2]
+[tree_learner: serial]
+[device_type: cpu]
+[data_sample_strategy: bagging]
+[data: ]
+[valid: ]
+[num_iterations: 2000]
+[learning_rate: 0.03]
+[num_leaves: 40]
+[num_threads: 2]
+[seed: 42]
+[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: 1]
+[pos_bagging_fraction: 1]
+[neg_bagging_fraction: 1]
+[bagging_freq: 0]
+[bagging_seed: 400]
+[bagging_by_query: 0]
+[feature_fraction: 1]
+[feature_fraction_bynode: 1]
+[feature_fraction_seed: 30056]
+[extra_trees: 0]
+[extra_seed: 12879]
+[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: 17869]
+[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: 175]
+[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: 16083]
+[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:[]