The calculated distance (air line) between Atherstone and London is approximately 95 miles respectively 153 kilometers.
By car or train, the actual journey to London is certainly longer, as only the direct route (as the crow flies) between Atherstone and London has been calculated here.
Air line (approximately)
153 kilometers
83 nautical miles