The calculated distance (air line) between Fujiyoshida and Saitama is approximately 58 miles respectively 94 kilometers.
By car or train, the actual journey to Saitama is certainly longer, as only the direct route (as the crow flies) between Fujiyoshida and Saitama has been calculated here.
Air line (approximately)
94 kilometers
50 nautical miles