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gdf['dist_to_centroid'] = gdf.apply(distance_to_centroid, axis=1)

# Example feature: area of each polygon gdf['area'] = gdf.area

# Read the shapefile gdf = gpd.read_file('path/to/your/NepalGSheng.shp')

# Example feature: distance to centroid def distance_to_centroid(row): centroid = row.geometry.centroid return row.geometry.distance(centroid)