Police say when the shooting stopped at about 7:30 p.m., a 21-year-old man had been hit several times in the upper body, and a 19-year-old woman was shot once in the leg.
Medics transported both victims from the scene to the Hospital of the University of Pennsylvania in stable condition.
Police have made no arrests.