The calculated distance (air line) between Johannesburg and Rustenburg is approximately 62 miles respectively 100 kilometers.
By car or train, the actual journey to Rustenburg is certainly longer, as only the direct route (as the crow flies) between Johannesburg and Rustenburg has been calculated here.
Air line (approximately)
100 kilometers
54 nautical miles