The calculated distance (air line) between Atherstone and Attleborough is approximately 6 miles respectively 9 kilometers.
By car or train, the actual journey to Attleborough is certainly longer, as only the direct route (as the crow flies) between Atherstone and Attleborough has been calculated here.
Air line (approximately)
9 kilometers
5 nautical miles