SHAP Feature importance for a scikit-learn Gradient Boosting Tree.

Blue bars denote clear positive correlation, red for negative correlation, and gray bars have no clear correlation. Land area and population are the top two features that determine model predictions. Among amenities, Leisure, Civic/Amenity, and Sustenance are the top 3 predictive features.