According to the book 'Quinn Martin, Producer' this episode was filmed in Puerto Rico. However, other sources, including guest star
Marlyn Mason in the same book (in fact, in the same paragraph), say that the show had relocated to Florida after the first episode was filmed in the Virgin Islands, and the sets were mock-ups based on other countries' tourist attractions.