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Knowledge extraction from genomic data is important activity for the biologist. In order to extract the underlying biological knowledge, we based on the generic framework of Knowledge extraction from data. In this paper, we transformed DNA sequences into texts, the texts are indexed by TF-IDF and n-grams approach. Secondly, we grouped the similar DNA sequences by clustering; we applied bio-inspired...