The calculated distance (air line) between Andover and Southampton is approximately 22 miles respectively 35 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Andover and Southampton has been calculated here.
Air line (approximately)
35 kilometers
19 nautical miles