DOC: 9789 Added missing letter, fixed link and Examples formatting.
Fix for https://github.com/pydata/pandas/issues/9789. 

How do you feel about direct URLs in the doctrings?
I saw them in a few other docstrings. Pandas maintainers, any preferences?
Still need to fix the Examples at the bottom of the page.
