 The song has become a standard of the American Songbook, with many other recordings having been made of it.Among artists who have recorded it are Ella Fitzgerald, Anita O'Day, Louis Armstrong, Billie Holiday, Sarah Vaughan, Bing Crosby (recorded January 21, 1945), Doris Day, Lena Horne, Maxine Sullivan, Frank Sinatra, Johnny Hartman, Mel Torme, Louis Prima, Diana Krall, John Barrowman, Bryan Ferry, Lionel Hampton, Claude Bolling, Charlie Parker, Gil Evans, Dave Brubeck, Freddie Hubbard, Oscar Peterson, Lee Morgan, Sidney Bechet, Nellie McKay, Erin McKeown, Joan Morris, Judy Garland, Patricia Barber, Johnny Dorelli, Jamie Cullum, Dionne Warwick, The Pogues with Kirsty MacColl and the Cherry Poppin' Daddies.Nat King Cole recorded it as the title track of his 1957 album "Just One Of Those Things".