Python Packages and APIs

• GeoPandas with Contextily: map with DMV’s 2020 Presidential Election votes by precinct

• movingpandas with AIS data

• Rasterio/Rioxarray
  • See Clipped Gridded Population Density (1 * 1 km) for VA
• Google Earth Engine
  • DMSP
  • LANDSAT
• OpenStreetMap/OSMNX
  • NetworkX

• H3

• pyDeck

Javascript Scripts and APIs

• Google Earth Engine
  • LANDSAT
• Leaflet
  • Using GeoJson

Open Data

• Google Buildings

• CenPy for US Census data