The calculated distance (air line) between Yeovil and Southampton is approximately 54 miles respectively 86 kilometers.
By car or train, the actual journey to Southampton is certainly longer, as only the direct route (as the crow flies) between Yeovil and Southampton has been calculated here.
Air line (approximately)
86 kilometers
46 nautical miles