geopandas

GeoPandas enables you to perform spatial joins, geometric manipulations, and coordinate transformations using the familiar Pandas API. It treats "geometry" as just another column in a DataFrame, but one that knows how to calculate areas, distances, and intersections.

Official docs: https://geopandas.org/ Interactive tutorials: https://geopandas.org/en/stable/gallery/index.html Search patterns: gpd.readfile, gdf.tocrs, gpd.sjoin, gdf.buffer, gdf.explore

A GeoDataFrame is a pandas.DataFrame that has at least one GeoSeries column (usually named geometry). Each row represents a feature (point, line, or polygon).

Open source project to make working with geospatial data in python easier. Extends the datatypes used by pandas to allow spatial operations on geometric types. Built on top of Shapely, Fiona, and Pyproj. Use for reading and writing spatial formats (Shapefile, GeoJSON, GeoPackage, KML), performing spatial joins, coordinate system transformations (reprojecting), geometric analysis (buffers, centroids, convex hulls), thematic mapping (Choropleth maps), calculating spatial relationships (contains, overlaps, touches, within), working with OpenStreetMap data or satellite-derived vector data. Source: tondevrel/scientific-agent-skills.