The calculated distance (air line) between Yokohama and Hiratsuka is approximately 19 miles respectively 31 kilometers.
By car or train, the actual journey to Hiratsuka is certainly longer, as only the direct route (as the crow flies) between Yokohama and Hiratsuka has been calculated here.