Since individual words may yield too many matches, I would try phrases. Not 20 phrases either, of course. Perhaps 3, to pick an arbitrary number. That might be easier to solve though. But so would 20 obscure words. Hmm...
Twitter just released the data of a few millions tweets... That should give a nice sandbox to see if a sample list would be too easy / hard.