The calculated distance (air line) between Yokohama and Chichibu is approximately 50 miles respectively 81 kilometers.
By car or train, the actual journey to Chichibu is certainly longer, as only the direct route (as the crow flies) between Yokohama and Chichibu has been calculated here.