The calculated distance (air line) between Tokyo and Yokosuka is approximately 28 miles respectively 45 kilometers.
By car or train, the actual journey to Yokosuka is certainly longer, as only the direct route (as the crow flies) between Tokyo and Yokosuka has been calculated here.