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Benny Goodman and his Orchestra (with vocalist Helen Ward) recorded the song. Frankie Lymon performed it live on television on several occasions, including in 1957 on The Ted Steele Show. He also had a hit with his recording of the song in the UK, reaching #24 that year, as well as #20 in the United States. It was billed as a recording with his group The Teenagers, but was in fact a solo recording.
The song was performed by 'Wayne & Wanda' in an episode of The Muppet Show.
Chicago recorded the song on its 1995 big band album Night and Day. Their version was arranged and featured lead vocals by Bill Champlin.
A recording by The BBC Dance Orchestra was featured in the film The Water Horse: Legend of the Deep (2007).
Notable recordings 
- Bob Crosby - also a 1936 "best-selling" version
- Teddy Stauffer & The Original Teddies (1936)
- Julie London - Julie Is Her Name, Volume II (1955)
- Ella Fitzgerald - Ella at the Opera House (1957), Get Happy! (1959)
- Della Reese - Della (1960)
- Frank Sinatra - Sinatra and Swingin' Brass (1962)
- CeCe Peniston - performed the song live at the TV special celebrate of 'the Soul of American Music '94 with the HB Barnum orchestra (David Rokeach-drums, Kevin Brandon-bass, Tony Drake-guitar, Cedrick Lawson-piano, Lon Norman, Garnett Brown, George Bohanon-Trombones, Ernie Fields Jr.-sax, Jorge Arciniega-Trumpet, Brian Kilgore-percussion) (1994)
- Chicago - Night & Day Big Band (1995)
- Camille O'Sullivan - performed the song, with Will Young, in the 2005 Academy Award- and Golden Globe-nominated film Mrs. Henderson Presents starring Dame Judi Dench, Bob Hoskins and Will Young. The movie's soundtrack was nominated for the BAFTA Award for Best Film Music.
- Marina Xavier - Where Do You Start? (2010)
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