The calculated distance (air line) between Shimoda and Yokohama is approximately 66 miles respectively 106 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Shimoda and Yokohama has been calculated here.