Several versions of the song made the best-seller charts in 1946-1947. The most popular recording, by Sammy Kaye, was released by RCA Victor Records as catalog number 20-1963. It first reached the Billboard Best Seller chart on November 8, 1946, and lasted 14 weeks on the chart, peaking at number one.

A recording by Kay Kyser was released by Columbia Records as catalog number 37095. It first reached the Billboard Best Seller chart on November 22, 1946, and lasted 11 weeks on the chart, peaking at number three. A recording by Hal Derwin was released by Capitol Records as catalog number 288. It first reached the Billboard Best Seller chart on December 6, 1946, and lasted two weeks on the chart, peaking at number six. This was Derwin's only charted hit.

In 1960, the song was a major country-pop hit for The Browns, released as a single early that year. It went on to become a major top-ten hit, spending 15 weeks on the US Billboard Hot 100 chart, peaking at No. 5, while reaching No. 20 on Billboard's Hot C&W Sides, and No. 17 on Billboard's Hot R&B Sides.

The song was performed under the name Luktar-Gvendur, by the Icelandic singer Björk on the album Gling-Gló, in 1990. On that album Björk teams up with the jazz trio of Guðmundur Ingólfsson: consisting of Guðmundur Ingólfsson on piano, Guðmundur Steingrímsson on drums and Þórður Högnason on bass. The album has become one of the classics of Icelandic contemporary pop music albums.

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