Input (grade 13): Its population as of July 2008 is estimated at 466,741 by the United States Census Bureau's American Community Survey.
Output (grade 12): To the south of Sonoma County is Marin County, to the north is Mendocino County, to the east is Napa County, and to the northeast is Lake County.