The song's video was shot in the Chelsea neighborhood of Manhattan, with the Hotel Chelsea as a primary location.
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However, the song is actually about the London neighbourhood from which the Manhattan locale indirectly took its name, as evidenced by lyrics that refer to London topics such as Sloane Rangers, The Sun and "a big red bus".
Chelsea | Chelsea F.C. | Chelsea, London | Midnight Oil | Chelsea, Manhattan | Chelsea Lately | Chelsea Flower Show | Midnight Club: Los Angeles | Chelsea Cooley | Midnight's Children | Midnight Cowboy | Made in Chelsea | Chelsea Handler | Wangan Midnight | Royal Hospital Chelsea | Royal Borough of Kensington and Chelsea | Midnight Run | Midnight Phantom | Midnight Confessions | Midnight Club 3: DUB Edition | Midnight Club | Midnight Caller | Hotel Chelsea | Chelsea Piers | Chelsea, Michigan | Chelsea Manning | Chelsea Clinton | Tom's Midnight Garden | Midnight Syndicate | Midnight Love |