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results/model_comparison.json
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[
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{
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"model": "Orbital Shell Baseline",
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"auc_pr": 0.061184346220415166,
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"n_positive": 73,
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"n_total": 2167,
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"pos_rate": 0.03368712505768343,
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"optimal_threshold": 0.03237410071942446,
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"threshold": 0.03237410071942446,
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"recall_at_prec_30": 0.0,
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"recall_at_prec_50": 0.0,
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"recall_at_prec_70": 0.0,
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"mae_log": 0.9927019602313063,
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"rmse_log": 1.2867684153860748,
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"median_abs_error_km": 7222.8428976622645
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},
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{
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"model": "XGBoost (Engineered Features)",
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"auc_pr": 0.9884220304219559,
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"auc_roc": 0.9995944054114168,
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"n_positive": 73,
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"recall_at_prec_70": 1.0,
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"mae_log": 0.011742588180292227,
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}
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]
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[
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{
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"model": "Orbital Shell Baseline",
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"auc_pr": 0.061184346220415166,
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| 5 |
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"auc_roc": 0.6374507725922728,
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"f1_at_50": 0.0,
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"n_positive": 73,
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"n_total": 2167,
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"pos_rate": 0.03368712505768343,
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"f1": 0.13223140017211957,
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"optimal_threshold": 0.03237410071942446,
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"threshold": 0.03237410071942446,
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"recall_at_prec_30": 0.0,
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"recall_at_prec_50": 0.0,
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"recall_at_prec_70": 0.0,
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"mae_log": 0.9927019602313063,
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"mae_km": 10600.126897201788,
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"median_abs_error_km": 7222.8428976622645
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},
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{
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"model": "XGBoost (Engineered Features)",
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"auc_pr": 0.9884220304219559,
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"median_abs_error_km": 42.99218749998545
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}
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]
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