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