I believe that this may be the Charlotte Fanning, age 12, who in 1910 was living with her parents, Willie A., 50, a truck farmer, and Ellen, 52, and her brother William, 9. This family lived in the Third Civil District of Davidson County.
Source:
1910 United States Census for Davidson County, Tennessee, Enumeration District 87, Sheet 5.