Decoding the Spatial Drivers of Building Energy: A Neighborhood-Scale Perspective for Low-Carbon Urban Planning

This is the SHAP analysis result on the 40 urban features to office energy demand. The file start with "B_stable" are the interpretable analysis on non-seasonal office energy demand, and the others are the interpretable analysis on seasonal demand. Those seasonal and non-seasonal trend are split by STL method. All prediction are fit by RandomForest models.