In cases that we do not have sufficient labeled data using all words in training set for sentiment classification, we can derive the word features from sentiment lexicons, which are external sources of words with sentiment labels. A common way is to add the features to indicate whether the word instance has occurred in the positive/ negative lexicon N times.