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Jody McKerral and colleagues analyzed >2.5 million prophages from >500,000 bacterial genome assemblies, revealing that 94% are lysogens containing at least one identifiable prophage. The findings provide a new framework for identifying phages in environmental datasets, diverse bacterial phyla, and different locations.