Choctaw is an unincorporated community in Neshoba County, Mississippi, United States. In Law, an unincorporated area is a region of land that is not a part of any Municipality. Neshoba County is a County located in the US state of Mississippi. Mississippi ( is a state located in the Deep South of the United States The United States of America —commonly referred to as the It is the home to the Pearl River Resort, comprises the Silverstar and Golden Moon Casino, as well as Dancing Rabbit Golf Club and Geyser Falls Water Theme Park, part of the up-and-coming Lake Pushmataha a 285-acre (1. Geyser Falls Water Theme Park is a Water park located in the Choctaw area of central Mississippi, near Philadelphia. 2 km²) fishing and recreation lake.