The calculated distance (air line) between College Park and Philadelphia is approximately 116 miles respectively 187 kilometers.
By car or train, the actual journey to Philadelphia is certainly longer, as only the direct route (as the crow flies) between College Park and Philadelphia has been calculated here.
Air line (approximately)
187 kilometers
101 nautical miles