12yd / data /metrics.json
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Close #41: refresh data artifacts for the 17-feature v3 model (part 8)
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{
"model": {
"name": "model",
"log_loss": 1.769495061378782,
"accuracy": 0.25,
"save_rate": 0.4642857142857143,
"n_kicks": 28
},
"random_baseline": {
"name": "random",
"log_loss": 1.0986122886681098,
"accuracy": 0.3333333333333333,
"save_rate": 0.40476190476190477,
"n_kicks": 28
},
"kicker_most_frequent_baseline": {
"name": "last_side",
"log_loss": null,
"accuracy": null,
"save_rate": 0.39285714285714285,
"n_kicks": 28
},
"actual_keeper_baseline": {
"name": "actual_keeper",
"log_loss": null,
"accuracy": null,
"save_rate": null,
"n_kicks": 28
},
"n_train": 151,
"n_holdout": 28,
"holdout_cutoff_date": "2026-01-01",
"baseline": {
"name": "baseline",
"log_loss": 1.0765762100728204,
"accuracy": 0.42857142857142855,
"save_rate": 0.25,
"n_kicks": 28
},
"model_kind": "lightgbm",
"classes": [
"L",
"C",
"R"
],
"feature_columns": [
"p_L_5",
"p_C_5",
"p_R_5",
"p_L_10",
"p_C_10",
"p_R_10",
"p_L_20",
"p_C_20",
"p_R_20",
"career_penalty_count",
"b1_kick_number",
"pen_score_home",
"pen_score_away",
"is_decisive",
"age",
"last_side",
"preferred_foot",
"position"
],
"params": {
"lightgbm": {
"num_leaves": 31,
"learning_rate": 0.05,
"n_estimators": 500,
"min_child_samples": 20
},
"logreg": {
"C": 0.005,
"class_weight": "balanced"
}
}
}