Song by HARRY WARREN and JOHNNY MERCER, 1938, from the movie musical Going Places. LOUIS ARMSTRONG made it the theme song of his band. Its infectious rhythm and the tantalizingly nonsensical line "Jeepers, creepers, / Where'd you get those peepers?" made it a perennial favorite.