Static plots ( matplotlib ) are fine for reports. But modern analysis demands interactivity: hover tooltips, zoom, and client-side rendering.
print(f"len(capitals_near_rivers) capitals are within 50km of a major river.") Python GeoSpatial Analysis Essentials
import geopandas as gpd neighborhoods = gpd.read_file("city_boundaries.shp") Static plots ( matplotlib ) are fine for reports