An XGBoost model predicts how many coffee shops each UK neighbourhood (LSOA) should support, from open footfall + census data. Opportunity = expected − actual. Click any area to see why the model thinks what it thinks.
actual
model expects
Why the model expects that — top drivers (log-scale SHAP):