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On the side streets just West of Avenida Ana Costa forwards Avenida Bernardino de Campos, one or two blocks from the beach, there are a few simple mixed cheap hotels / pensões.
On the Paqueta side of the city center between the center and the port there are a few grotty very cheap hotels, if you cannot afford anything else. women travelling alone might fell uncorfortable there.