Eight questions about the two stores' daily figures in daily (date, store, visitors, orders, revenue). lake and mid are each store on its own, indexed by date; remember that Midtown is closed some days, so its rows skip dates.
Pick the right window: a fixed number of rows (rolling(7)), calendar days (rolling("7D") or asfreq), everything to date (expanding, cumsum), or a calendar period (resample).