The calculated distance (air line) between Atherstone and Swansea is approximately 121 miles respectively 195 kilometers.
By car or train, the actual journey to Swansea is certainly longer, as only the direct route (as the crow flies) between Atherstone and Swansea has been calculated here.
Air line (approximately)
195 kilometers
105 nautical miles