The calculated distance (air line) between Atherstone and Southampton is approximately 116 miles respectively 186 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Atherstone and Southampton has been calculated here.
Air line (approximately)
186 kilometers
100 nautical miles