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End-to-end e-commerce propensity-to-buy analysis using 50,000 synthetic customer records. The workflow covers data validation, exploratory analysis, feature engineering, temporal train/test splitting, LightGBM classification, model evaluation, SHAP feature importance, and model artifact generation.