Mandarin is a neighborhood in Jacksonville, Florida with a population of 10,676. Mandarin is in Duval County and is one of the best places to live in Florida. Living in Mandarin offers residents a sparse urban feel and most residents own their homes. Residents of Mandarin tend to have moderate political views. The public schools in Mandarin are above average.