Thanks for the essay, I really found it helpful.
In case this is helpful for others, I first came across the charts in the Working Backwards book and loved them. We’ve published some code on GitHub that others can use that’ll work with pandas + matplotlib to give you the same style: nooda/example.ipynb at main · rvu-tech/nooda · GitHub for an example.