# Module 4

Spatial Joins & Geodata Enrichment

Learning Objectives: Perform spatial joins using GeoPandas with specific spatial predicates (intersects, within, contains, touches); Geocode address data to create point geometries for spatial analysis; Execute spatial queries to filter and subset geospatial data based on spatial relationships; Create choropleth maps using spatially enriched datasets and evaluate the impact of different join strategies on analytical results