The calculated distance (air line) between Philadelphia and Ellicott City is approximately 99 miles respectively 159 kilometers.
By car or train, the actual journey to Ellicott City is certainly longer, as only the direct route (as the crow flies) between Philadelphia and Ellicott City has been calculated here.
Air line (approximately)
159 kilometers
86 nautical miles