Of the 863 adults tested for SARS-CoV-2 antibodies in Los Angeles County, California, on April 10-11, approximately 4-5% were positive. The estimate implies that roughly 367,000 adults in the county had been infected, which is much greater than the 8,430 cumulative confirmed infections.