Contextual semantics for sentiment analysis of Twitter

•We propose a semantic sentiment representation of words called SentiCircle.•SentiCircle captures the contextual semantic of words from their co-occurrences.•SentiCircle updates the sentiment of words based on their contextual semantics.•SentiCircle can be used to perform entity- and tweet-level level sentiment analysis.