File size: 2,512 Bytes
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"context_columns": [
"race_id",
"horse_id",
"track_id",
"date"
],
"target_column": "is_winner",
"base_numeric_features": [
"pace_pressure_score",
"barrier",
"early_speed_rating",
"api_index",
"weight_delta",
"days_since_last_run",
"margin_beaten_last_start",
"track_condition_win_pct",
"track_layout_score",
"distance_mastery_pct",
"last_600m_rank",
"sectional_vs_class_avg",
"jockey_trainer_strike_rate",
"market_firm_factor"
],
"categorical_columns": [
"projected_settling_position"
],
"feature_columns": [
"rel_pace_pressure_score",
"rel_barrier",
"rel_early_speed_rating",
"rel_api_index",
"rel_weight_delta",
"rel_days_since_last_run",
"rel_margin_beaten_last_start",
"rel_track_condition_win_pct",
"rel_track_layout_score",
"rel_distance_mastery_pct",
"rel_last_600m_rank",
"rel_sectional_vs_class_avg",
"rel_jockey_trainer_strike_rate",
"rel_market_firm_factor",
"speed_map_score",
"form_class_score",
"track_env_score",
"sectionals_score",
"human_market_score",
"expert_prior_score",
"projected_settling_position"
],
"lower_is_better_features": [
"barrier",
"days_since_last_run",
"last_600m_rank",
"margin_beaten_last_start"
],
"numeric_fill_medians": {
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"barrier": 6.0,
"early_speed_rating": 55.0,
"api_index": 4374.53125,
"weight_delta": 0.0,
"days_since_last_run": 99.0,
"margin_beaten_last_start": 1853.0,
"track_condition_win_pct": 0.1,
"track_layout_score": 0.65,
"distance_mastery_pct": 0.0,
"last_600m_rank": 1854.0,
"sectional_vs_class_avg": -0.11882353,
"jockey_trainer_strike_rate": 0.0,
"market_firm_factor": 0.0
},
"macro_buckets": {
"speed_map": [
"pace_pressure_score",
"barrier",
"early_speed_rating"
],
"form_class": [
"api_index",
"weight_delta",
"days_since_last_run",
"margin_beaten_last_start"
],
"track_env": [
"track_condition_win_pct",
"track_layout_score",
"distance_mastery_pct"
],
"sectionals": [
"last_600m_rank",
"sectional_vs_class_avg"
],
"human_market": [
"jockey_trainer_strike_rate",
"market_firm_factor"
]
},
"macro_weights": {
"speed_map": 0.25,
"form_class": 0.25,
"track_env": 0.2,
"sectionals": 0.15,
"human_market": 0.15
}
} |