The shooting occurred around 4:20 p.m. along the 500 block of York Street.
Police say someone opened fire along the block striking a man in the abdomen and a woman in the ankle.
Both were rushed by police to Temple University Hospital for treatment.
The suspected shooter fled the scene and remains at large.