Only a small percentage of the words appearing in news can be used for meaningful information extraction and analysis (Manning et al., 1999;Hovold, 2005).
we eliminated too frequent (at least once in more than 50% of the days) or too rare (appearing in less than 100 articles) (Manning et al., 2008).