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Family name Geneau (Geneau ) , throughout the world, is quite a rare cognomen. The last name Geneau is characteristic of France, where it is quite a rare surname, Canada, where it is a rare surname, and New Zealand. Measured by absolute frequency, it most frequently occurs in France, Canada, and the United States. Much less frequently, Geneau is the forename as well as the last name.