The calculated distance (air line) between Uenohara and Yokohama is approximately 33 miles respectively 52 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Uenohara and Yokohama has been calculated here.