Add causal_selection/data/results/evaluation_results.json
Browse files
causal_selection/data/results/evaluation_results.json
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{
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"rf": {
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"top_k_hit_rate": 0.6724137931034483,
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"top_k_overlap_rate": 0.5344827586206894,
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"mean_regret": 0.011830613186842965,
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"median_regret": 0.0,
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"max_regret": 0.2,
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"ndcg_at_k": 0.9472865763738757,
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"mean_pred_mse": 0.03897522735908129,
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"mean_pred_mae": 0.1254012317597142
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},
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"gbm": {
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"top_k_hit_rate": 0.646551724137931,
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"top_k_overlap_rate": 0.5114942528735633,
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"mean_regret": 0.012502991165511557,
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"median_regret": 0.0,
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"max_regret": 0.1785714285714286,
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"ndcg_at_k": 0.9330250596711344,
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"mean_pred_mse": 0.047461864051339515,
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"mean_pred_mae": 0.13108719283488715
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},
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"feature_importance": {
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"n_samples": 0.0025887084513785425,
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"n_variables": 0.1477728757042395,
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"n_over_p": 0.005618151414487232,
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"avg_cardinality": 0.015302494551661026,
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"max_cardinality": 0.022855101206383666,
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"min_cardinality": 0.0001835133888817687,
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"mean_entropy": 0.008604456302329989,
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"std_entropy": 0.054754415922791864,
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"max_entropy": 0.0946918257906736,
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"mean_pairwise_MI": 0.02012542859186537,
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"std_pairwise_MI": 0.04566962942247527,
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"max_pairwise_MI": 0.2461266647849871,
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"mean_normalized_MI": 0.012182980490283693,
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| 36 |
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"frac_high_MI_pairs": 0.00428653946971584,
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| 37 |
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"density_proxy": 0.015132300109205282,
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"mean_chi2_stat": 0.00984875021400495,
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| 39 |
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"std_chi2_stat": 0.006687727708188509,
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"max_chi2_stat": 0.03969793453146422,
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| 41 |
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"mean_cramers_v": 0.03650593773647407,
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| 42 |
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"max_cramers_v": 0.06675158054783932,
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| 43 |
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"frac_weak_deps": 0.011082215072850458,
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| 44 |
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"frac_strong_deps": 0.016512347580829506,
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| 45 |
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"mean_pval_marginal": 0.008176296972382794,
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"frac_dep_marginal": 0.010906732971877857,
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"mean_pval_conditional": 0.007731010247748832,
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"frac_dep_conditional": 0.012652489124647821,
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"v_structure_proxy": 0.007418659524534108,
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"faithfulness_proxy": 0.008413010357448734,
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"mean_mode_frequency": 0.013104346683199411,
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"std_mode_frequency": 0.017345380497380575,
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"mean_balance": 0.0047963758695245395,
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| 54 |
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"uniformity_score": 0.003931779101117974,
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"frac_binary_vars": 0.017991987844377444,
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"frac_high_card_vars": 0.00455035181274912
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},
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"selected_model": "rf"
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}
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