I was going to use the Edinburgh Twitter Corpus that is referenced in this paper: The Edinburgh Twitter Corpus. But apparently Twitter has changed their Terms and the corpus is no longer available. Every other Twitter dataset I can find is likewise no longer available. I am willing to start aggregating the data for myself, but it would be nice to have a set already compiled.
This is a personal, non-commercial project.