The calculated distance (air line) between Tokyo and Kumagaya is approximately 35 miles respectively 57 kilometers.
By car or train, the actual journey to Kumagaya is certainly longer, as only the direct route (as the crow flies) between Tokyo and Kumagaya has been calculated here.