This work has as objective collect data from the social network Twitter, with the idea to make a Portuguese database to be applied in Sentiment Analysis. Besides the data extracting, a classification algorithm was created based on the emoticons found. This database will be used in future Sentiment Analysis works like the application of others kinds of classification algorithms such as machine learning algorithms.