The calculated distance (air line) between Yokohama and Fujinomiya is approximately 60 miles respectively 97 kilometers.
By car or train, the actual journey to Fujinomiya is certainly longer, as only the direct route (as the crow flies) between Yokohama and Fujinomiya has been calculated here.
Air line (approximately)
97 kilometers
52 nautical miles