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The article covers approaches to automated sentiment analysis task. Under the supervised learning method a new program was created with the help of Doc2vec – a module of Gensim that is one of Python’s libraries. The program specialization is short informal texts of ecology domain which are parts of macropolylogues in social network discourse.