Fix reStructuredText formatting issues.
Excuse the poor branch name. I edited this all on GitHub. Even though I answered your question I thought I'd help out and send a PR anyway.
You can then update this (without doing a new release) with:
python setup.py register
It will update your README for you. :)
Thanks for the fix! I had originally written the README in markdown and then used a tool to convert it. Thanks again for the help; this is great!
Glad to help