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Brownie is a tool for error correction in sequencing data generated from the Illumina platform. Brownie builds a de Bruijn graph from all reads with a user-defined k-mer size and applies graph correction algorithms by taking into consideration both the graph topology and statistical evidence in order to detect erroneous nodes. Finally, input reads are aligned back to the cleaned de Bruijn graph in order to correct those reads.