The calculated distance (air line) between Yokohama and Ōiso is approximately 20 miles respectively 33 kilometers.
By car or train, the actual journey to Ōiso is certainly longer, as only the direct route (as the crow flies) between Yokohama and Ōiso has been calculated here.