Public HMDA does not include application/closing dates or credit scores, and it doesn’t clearly distinguish some new-vs-existing home details. We address key gaps by applying transparent assumptions and ML-based estimation (for seasonality and credit score signals) so users can still analyze markets with practical, decision-ready context.