STY: Pep-8 cleanup
TST: Failing test. Raises on missing='raise' and no missing.
BUG: Allow missing='raise' and no missing data. Closes #1700
Merge pull request #1701 from jseabold/fix-1700

BUG: Fix faulty logic. Do not raise when missing='raise' and no missing data.