The calculated distance (air line) between Ōarai and Yokohama is approximately 80 miles respectively 129 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Ōarai and Yokohama has been calculated here.