from typing import List import pandas as pd def add_regional_features(df: pd.DataFrame, regions: List[str]) -> pd.DataFrame: result = df.copy() if "region" in result.columns and "real_time_price" in result.columns: avg_price_by_region = result.groupby("region")["real_time_price"].mean() for region in regions: region_avg = avg_price_by_region.get(region, 0) result[f"price_diff_{region}"] = result["real_time_price"] - region_avg return result __all__ = ["add_regional_features"]