BUG: Rowwise subset of a DataFrame based on index using .loc
https://stackoverflow.com/questions/24536734/rowwise-subset-of-a-dataframe-based-on-index

This should act like an inner join but it adds NULL rows to the table being operated on. At a very least it should raise an error when the index is not found.
