Original Columbia 10-inch 33 1/3-rpm LP and 78-rpm album set released October 16, 1950; the 7-inch 45-rpm EP and EP box sets were released in October 1952.

It would prove to be the final album that Sinatra released under the Columbia label, another three years before he would start recording for Capitol and another year after that before his next album, entitled Songs for Young Lovers, would be released in 1954.

Six of the eight songs on this LP would be remade for one of his contractual obligation albums to Capitol, Sinatra's Swingin' Session!!!.

The extra songs in this compilation, titled slightly differently as Swing and Dance with Frank Sinatra, were recorded between 1944 and 1951.

Expanded CD produced by Charles L. Granata & Didier C. Deutsch All tracks arranged and conducted by George Siravo except for the marked songs: