Every Python developer knows some or all of these libraries, because they’re stable, reliable, and excellent at what they do.

These are my go-to libraries for Python data crunching.

Geographical plotting is usually challenging due to the various formats data can come in. In this section we will focus on using plotly for plotting. Matplotlib also has a basemap extension.