In the interest of breaking up the chorus for a moment, it's short for 'Agnes Gooch'. Peggy Cass (actress) played Agnes Gooch in the 1958 film 'Auntie Mame'. Boring I know, but I have to wonder if Patrick Dennis, the author, didn't pick that name on purpose.
Gooch! Could you get the phone please? ... What? Why not?