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Method We utilized a novel lexicon, Empath, to examine conversational topics from aggregate social networking communications from Twitter that correlated most strongly with formal U.S. state-level rates of mental distress from the Behavioral Risk Factor Surveillance System.Results The ten lexical categories many absolutely correlated with rates of frequent psychological distress in the state-level included groups about death, disease, or damage. Lexical categories