Margaret Deaton was born around 1851 in North Carolina to William Deaton and Flora Bethune. Her father was a farmer who owned $275 of personal property by 1860. She grew up and attended school in Moore County, North Carolina. The family moved to Rocky Springs, North Carolina, in the 1860s, and she lived with her parents until at least 1880. She died sometime after 1880.