When working with this quantity of data, annotations are usually automatically
provided through the presence of emoticons or
hashtags. Emoticons are symbols in text such as :) and
:( that substitute for facial and other non-verbal cues typically
present in face to face conversations, and help to disambiguate
the emotional content of a message