My problem was Twitter's API not having a more intelligent filter API. If you want to use it to filter all tweets with stocks (i.e. "\$\w{1,4}") you can't as far as I could tell. Instead you have to filter on '$' which gets you a ton of noise ("got me some $$$ for 2NITE! yeah!!!!").