Kathu's Gamagara Local Municipality tops a new income ranking, with average taxable income of R508,901 per assessed taxpayer. Kathu, the Northern Cape mining town, is home to South Africa’s highest average taxable income, at least according to a new ranking. Gamagara Local Municipality, which Kathu falls under, edges out Johannesburg and Cape Town.