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WIsH predicts the hosts of phages from their genomic sequences. It achieves 63% mean accuracy when predicting the host genus among 20 genera for 3 kbp-long phage contigs. WisH is also fast and accurate on phage sequences of a few kbp, making it suited for metagenomics studies.