# preprocessors.py import pandas as pd def add_store_age(df): df = df.copy() df['Store_Age'] = 2025 - df['Store_Established_Year'] df = df.drop(columns=['Store_Established_Year']) return df def map_ordered_features(X): sugar_order_map = {'No Sugar': 0, 'Low Sugar': 1, 'Regular': 2} size_order_map = {'Small': 0, 'Medium': 1, 'High': 2} city_order_map = {'Tier 3': 0, 'Tier 2': 1, 'Tier 1': 2} X = X.copy() X['Product_Sugar_Content'] = X['Product_Sugar_Content'].map(sugar_order_map).astype(int) X['Store_Size'] = X['Store_Size'].map(size_order_map).astype(int) X['Store_Location_City_Type'] = X['Store_Location_City_Type'].map(city_order_map).astype(int) return X