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"Almost Like Being in Love" was revived in a downbeat ballad version by singer Michael Johnson (U.S. no. 32, 1978). His rendition became a Top 10 Adult Contemporary hit in both the U.S. (no. 4) and Canada (no. 10).
There were three hit versions of the song in the United States in 1947: Frank Sinatra's version was the highest charting at no. 20. Mildred Bailey and Mary Martin both charted with the song at no. 21 that year.
Nat King Cole recorded more than one version of the song, including a later version that was used as the closing song in the 1993 movie Groundhog Day starring Bill Murray. Cole's version, in the key of G major like the original, features a ii–V–I turnaround (2-5-1) in G, a pair of similar 2-5-1 sequences in E major and D major for the bridge, after which it raises the refrain a half-step with a 2-5-1 in A flat major.
In the 1957 Goon Show episode, "The Great Regent's Park Swim", Eccles parodies the song, singing "with a smile on my face for the whole human race, it's almost like being insane."
A portion of the song was sung by Jack Soo’s character Detective Nick Yemana in the third season episode of Barney Miller entitled ‘Hash’ in 1976.
Hischak, Thomas S. (2008). The Oxford Companion to the American Musical: Theatre, Film, and Television. Oxford University Press. p. 93. ISBN978-0195335330.