Cleveland is a city in Bolivar County, Mississippi, United States. The population was 12,334 as of the 2010 United States Census. Cleveland has a large commercial economy, with numerous restaurants, stores, and services along U.S. 61. Cleveland is one of the two county seats of Bolivar County.

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