The paper considers methods of vectorization textual properties natural language in the context task intellectual text analysis. most common statistical analysis feature extraction and that taking into account are analyzed. work describes above types embeddings their variations implementations. Their comparative was performed, which showed relationship between type method showing best metrics. ...