The calculated distance (air line) between Ōtsuki and Yokohama is approximately 40 miles respectively 65 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Ōtsuki and Yokohama has been calculated here.