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Richard Caldwell is the son of Samuel Caldwell (?-1986) and Albertine Williams (1889-1971). His siblings were Elvis Caldwell (1912-2001), Samella Caldwell, Minnie Lue Caldwell, Cullen Caldwell (1917-1998), Mattie Bell Caldwell, Alfredia Caldwell, Joe Dennis Caldwell.