When applying for a passport the passport officer asks Jeannie her birthplace to which she replies Babylon, the joke being she's referring to the ancient city of Babylon. The passport officer doesn't miss a beat, however; and says he'll list New York as Jeannie's birth place. Babylon is a beach town located in Suffolk County on Long Island.