NJ Resident can't take full credit for Philadelphia City Wage Tax

When I complete the information for taxes paid to other jurisdictions and choose Philadelphia, it is reducing my credit and not allowing me to take the full amount as a credit.  Do I need to file a Philadelphia city wage tax return to get the balance I can't use as a credit for NJ?