The calculated distance (air line) between Akasaka and Yokohama is approximately 17 miles respectively 28 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Akasaka and Yokohama has been calculated here.