Thank you for the constructive comment.
I tried to make it educational and fun :)
I agree that examples with sum and filter and not informative. Example with the group by may seem stupid, but I actually wrote it for a project :)
I know for a fact that many intermediate pandas users don’t know about function for percentage change or that it is faster to break down functions than to simply use apply.