This mainly affects the construction of the sentiment lexicons and the reason for this is the distribution of emoticons, hashtags and sentiment words.
if we want to use hashstags or emoticons as seeds to construct sentiment lexicons, we find that very few tweet messages have emoticons or hashtags.