sentences:  The use of Text Mining together with Machine Learning algorithms received more attention in the last years, with the use of textual content from Internet as input to predict price changes in Stocks and other financial markets.The collective mood of Twitter messages has been linked to stock market performance.The study, however, has been criticized for its methodology.