The calculated distance (air line) between Fujiyoshida and Yokohama is approximately 48 miles respectively 77 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Fujiyoshida and Yokohama has been calculated here.
Air line (approximately)
77 kilometers
42 nautical miles