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The focus of this paper is a cross sectional analysis of returns based on the 80% of the SP500 stocks. In order to perform this analysis, we focused in finding cyclicality in the series of the number of tweets. Then, we created equally weighted portfolios of over and under-tweeted companies, as well as of bullish and bearish companies and we tra…