In reply to Dan Knauss.

Automated sentiment analysis is what we do over at Review Signal. It also has a few years of data on web hosts as well. As Steven said, existing APIs won't do it. I had to write it from scratch to get sentiment analysis good enough to be worthwhile. That was an incredibly time consuming and difficult task.