Groupby

pandas is numpy with labels. a Series is a 1-d array married to an index; a DataFrame is a dict of such columns sharing one row index. the single organising idea — the one that explains both the magic and the bugs — is that every operation aligns on labels first and computes second. everything on this page runs against pandas 3.0 (outputs are real). 𐃏