The calculated distance (air line) between Ōyama and Yokohama is approximately 99 miles respectively 160 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Ōyama and Yokohama has been calculated here.