really minor comment: this should be double backquotes for `df.plot` and normal quotes around scatter (to nitpick on rst things).

Double backquotes are for inline literal (so eg code), while single backquotes are for 'interpreted' text (text with a certain role associated, eg the `:issue:`2578` `