{ "generated_utc": "2026-08-24T00:00:11.561916+00:00", "models": [ "logistic", "tree_depth3", "boost_small", "mlp16" ], "metric_sets": { "logistic": { "train": { "roc_auc": 0.5452669902912621, "pr_auc": 0.3563821206055961, "log_loss": 0.6043003473100441, "brier": 0.20735261962163617, "balanced_acc": 0.7055393586005831, "win_precision": 1.0, "win_recall": 0.019417475728155338, "n": 343, "n_win": 103, "n_loss": 240 }, "val": { "roc_auc": 0.5991967871485944, "pr_auc": 0.38008873324407444, "log_loss": 0.5757370722839635, "brier": 0.19327589499702091, "balanced_acc": 0.7345132743362832, "win_precision": 0.0, "win_recall": 0.0, "n": 113, "n_win": 30, "n_loss": 83 }, "test": { "roc_auc": 0.6089324618736384, "pr_auc": 0.3970005326001917, "log_loss": 0.59967333716527, "brier": 0.20549835574692413, "balanced_acc": 0.6695652173913044, "win_precision": 0.3, "win_recall": 0.08823529411764706, "n": 115, "n_win": 34, "n_loss": 81 } }, "tree_depth3": { "train": { "roc_auc": 0.6525080906148868, "pr_auc": 0.3994440749167371, "log_loss": 0.5638276220938713, "brier": 0.19333044815568315, "balanced_acc": 0.7055393586005831, "win_precision": 0.5238095238095238, "win_recall": 0.21359223300970873, "n": 343, "n_win": 103, "n_loss": 240 }, "val": { "roc_auc": 0.4783132530120483, "pr_auc": 0.2541189144740023, "log_loss": 1.2236177374353694, "brier": 0.21857375507732488, "balanced_acc": 0.6460176991150443, "win_precision": 0.1875, "win_recall": 0.1, "n": 113, "n_win": 30, "n_loss": 83 }, "test": { "roc_auc": 0.5132534495279593, "pr_auc": 0.29921591062054104, "log_loss": 0.6511761579702366, "brier": 0.22204098575232803, "balanced_acc": 0.6521739130434783, "win_precision": 0.25, "win_recall": 0.08823529411764706, "n": 115, "n_win": 34, "n_loss": 81 } }, "boost_small": { "train": { "roc_auc": 0.7525485436893204, "pr_auc": 0.5888260027073133, "log_loss": 0.5771092623317469, "brier": 0.1958119433556162, "balanced_acc": 0.7026239067055393, "win_precision": 1.0, "win_recall": 0.009708737864077669, "n": 343, "n_win": 103, "n_loss": 240 }, "val": { "roc_auc": 0.47008032128514055, "pr_auc": 0.2715167501779491, "log_loss": 0.5912559627318619, "brier": 0.2000175416078136, "balanced_acc": 0.7433628318584071, "win_precision": 1.0, "win_recall": 0.03333333333333333, "n": 113, "n_win": 30, "n_loss": 83 }, "test": { "roc_auc": 0.5800653594771242, "pr_auc": 0.37519583495879855, "log_loss": 0.6162951146263919, "brier": 0.21323473763896028, "balanced_acc": 0.6782608695652174, "win_precision": 0.3333333333333333, "win_recall": 0.08823529411764706, "n": 115, "n_win": 34, "n_loss": 81 } }, "mlp16": { "train": { "roc_auc": 0.8352750809061489, "pr_auc": 0.6796298365421298, "log_loss": 0.4588743953108605, "brier": 0.15056723883592377, "balanced_acc": 0.7755102040816326, "win_precision": 0.7321428571428571, "win_recall": 0.39805825242718446, "n": 343, "n_win": 103, "n_loss": 240 }, "val": { "roc_auc": 0.3887550200803213, "pr_auc": 0.22147127665899768, "log_loss": 0.7873656060915675, "brier": 0.2632889575142873, "balanced_acc": 0.6106194690265486, "win_precision": 0.15, "win_recall": 0.1, "n": 113, "n_win": 30, "n_loss": 83 }, "test": { "roc_auc": 0.5954974582425562, "pr_auc": 0.3393685314234896, "log_loss": 0.8985939428976393, "brier": 0.3073426618221339, "balanced_acc": 0.5826086956521739, "win_precision": 0.390625, "win_recall": 0.7352941176470589, "n": 115, "n_win": 34, "n_loss": 81 } } }, "test_confusion": [ { "model": "logistic", "test_WIN_predWIN": 3, "test_WIN_predLOSS": 31, "test_LOSS_predWIN": 7, "test_LOSS_predLOSS": 74 }, { "model": "tree_depth3", "test_WIN_predWIN": 3, "test_WIN_predLOSS": 31, "test_LOSS_predWIN": 9, "test_LOSS_predLOSS": 72 }, { "model": "boost_small", "test_WIN_predWIN": 3, "test_WIN_predLOSS": 31, "test_LOSS_predWIN": 6, "test_LOSS_predLOSS": 75 }, { "model": "mlp16", "test_WIN_predWIN": 25, "test_WIN_predLOSS": 9, "test_LOSS_predWIN": 39, "test_LOSS_predLOSS": 42 } ], "unresolved_ambiguous_counts": { "all_unresolved": 22, "all_ambiguous": 5, "lead_unresolved": 18, "lead_ambiguous": 5, "note": "UNRESOLVED/AMBIGUOUS retained in the dataset, excluded from the binary fit, reported here (never destroyed)." }, "feature_sha16": "0414e401522ea4e2" }