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