Winner Carreras Americanas _top_ -

# Days since last race race_history_df['days_since_last'] = ( race_history_df.groupby('horse_id')['race_date'].diff().dt.days )

# Rolling win rate (last 5 races) race_history_df['win_rate_last5'] = ( race_history_df.groupby('horse_id')['is_winner'] .transform(lambda x: x.rolling(5, min_periods=1).mean()) ) winner carreras americanas

# Distance-specific win rate (precomputed per horse) race_history_df['dist_win_rate'] = ( race_history_df.groupby(['horse_id', 'distance'])['is_winner'] .transform('mean') ) 'distance'])['is_winner'] .transform('mean') )