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Surname Geisha (Geisha , Geyşa) , worldwide, is a rare family name. The surname Geisha is characteristic of Israel, where it is a rare surname, Venezuela, and Indonesia. Not in comparison with a country's population, it most frequently occurs in Indonesia, Venezuela, and Mexico. More prevalently, Geisha is the forename as well as the last name.