As of the census[14] of 2000, there were 35,716 people, 23,120 households, and 5,202 families residing in the city. The population density was 7,335.1/km² (18,992.7/mi²). There were 24,110 housing units at an average density of 4,951.6/km² (12,821.0/mi²), making West Hollywood one of the most densely populated cities in the US. The racial makeup of the city was 86.43% White, 3.78% Asian, 6.40% African American, 0.36% Native American, 0.11% Pacific Islander, 2.87% from other races, and 3.35% from two or more races. Hispanic or Latino of any race were 8.80% of the population.
There were 23,120 households, out of which 5.8% had children under the age of eighteen, 16.4% were married couples living together, 4.4% had a female householder with no husband present, and 77.5% were non-families. 60.5% of all households were made up of individuals, and 12.0% included someone living alone who was 65 years of age or older. The average household size was 1.53, and the average family size was 2.50.
In the city, population was spread out, with 5.7% under the age of eighteen, 6.3% from eighteen-to-twenty-four, 48.6% from twenty-five to forty-four, 22.3% from 45 to 64, and 17.0% who were 65 years of age or older. The median age was thirty-nine years. For every 100 females there were 123.4 males. For every 100 females aged eighteen and older, there were 125.2 males.
The weekend population swells to 78,000 as neighbors from nearby communities take advantage of shopping, dining and entertainment.
The median income for a household in the city was $38,914, and the median income for a family was $41,463. Males had a median income of $45,598 versus $35,750 for females. The per capita income for the city was $38,302. About 7.3% of families and 11.5% of the population were below the poverty line, including 10.0% of those under age 18 and 10.5% of those age 65 or over.
According to the city of West Hollywood's demographic profile[4], gleaned from the 2000 Census, the 2000 Customer Satisfaction Survey, the 1998 Community Needs Assessment Survey, and the 1994 Community Needs Assessment Survey, gay or bisexual men account for 41% of the population. Of these, 60% are between the ages of twenty-five and forty-four.