Lake Park is a town in Palm Beach County, Florida, United States. The population was 8,721 at the 2000 census. As of 2004, the population recorded by the U.S. Census Bureau was 9,080.GeographyLake Park is located at .According to the United States Census Bureau, the town has a total area of 2.3sqmi, of which 2.2sqmi is land and 0.2sqmi is water.HistoryKelsey City, now known as Lake Park, was the first zoned municipality in the State of Florida. It was designed and planned by Dr. John Nolan of Boston, Massachusetts, and the Olmsted Brothers, the landscaping firm of Frederick Law Olmsted's sons, Frederick Jr and John Charles. Since then, the boundaries of Lake Park have expanded to 2.35sqmi of residential, business, industrial and mixed-use land. The Lake Park Town Hall, constructed in 1927 and listed on the National Register of Historic Places, survived the 1928 Okeechobee hurricane and served as a shelter for town residents during the storm.DemographicsAs of the census of 2000, there were 8,721 people, 3,346 households, and 2,024 families residing in the town. The population density was 4,018.8 inhabitants per square mile (1,551.7/km²). There were 3,650 housing units at an average density of 1,682.0 per square mile (649.4/km²). The racial makeup of the town was 41.26% White (38% were Non-Hispanic White,) 48.80% African American, 0.34% Native American, 2.89% Asian, 1.27% from other races, and 5.44% from two or more races. Hispanic or Latino of any race were 5.80% of the population.