The calculated distance (air line) between Tokyo and Yokohama is approximately 18 miles respectively 29 kilometers.
By car or train, the actual journey to Yokohama is certainly longer, as only the direct route (as the crow flies) between Tokyo and Yokohama has been calculated here.