- Vector data and introduction to GeoPandas
- Spatial relationships and joins
- Demo: 311 requests by neighborhood in Philadelphia
- Exercise: property assessments by neighborhood
The Python Data Science Handbook
- Chapter 2: Numpy
- Chapter 3: Pandas
- Chapter 4: matplotlib