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Leotha Williams is the son of Otha Zeno Williams (1909-1975) and Nannie Sue Lee. His siblings were Helen Jean Williams, Christine Williams, Thomas Williams, Bernia Williams, Orealius Williams, Trealius Williams, Mary Ann Williams.
Leotha Williams's wife is not known. They had six known children named Leotha II Williams, Eric Williams, Austin Williams, Arvene Williams, Helen Williams, and Patricia Williams.