Hollywood had a population of 34,399. The  population density  was 18,225.6 people per square mile (7,036.9/km²). The racial makeup of West Hollywood was 28,979 (84.2%)  White , 1,115 (3.2%)  African American , 103 (0.3%)  Native American , 1,874 (5.4%)  Asian , 34 (0.1%)  Pacific Islander , 1,049 (3.0%) from  other races