The calculated distance (air line) between Hakone and Yokosuka is approximately 37 miles respectively 59 kilometers.
By car or train, the actual journey to Yokosuka is certainly longer, as only the direct route (as the crow flies) between Hakone and Yokosuka has been calculated here.