Nannie C. was born in February 1850 in , Bourbon, Kentucky. Nannie C.'s father was Harvey W. Rice and her mother was Lodusky. Her paternal grandparents were John Rice and Mary. She had two sisters named Patsy W. and Mary D.. She was the second oldest of the three children.