I performed all the data preparation, computation, and image generation for an interactive data visualization website in Jupyter

https://income-inequality.info/

All the processing is documented with Jupyter notebooks, allowing anyone to spot mistakes, or replicate the visualizations with newer data in the future:

https://github.com/whyboris/Global-Income-Distribution