Afro-Bolivians, descendants of African slaves who arrived in the time of the Spanish Empire, inhabit the department of La Paz, and are located mainly in the provinces of Nor Yungas and Sud Yungas. Slavery was abolished in Bolivia in 1831. There are also important communities of Japanese (14,000) and Lebanese (12,900).