I like the writeup and clear presentation.

However, since some parts are based on a presentation by Katarzyna Kańska (who is my colleague) at PyData Warsaw 2018, I think that a more direct attribution would be in a good spirit.

While indeed you link to some screenshots (however, calling it ‘source’ rather than having a more descriptive link), so I suggest crediting her in the main text as well.