The suspect fired several shots into a home at the intersection of H and Thayer streets just before 4:00 p.m. Saturday.
At least one bystander had to duck for cover behind a parked car.
No one was hurt.
The suspect got away and remains on the loose.
Anyone with information is urged to contact Philadelphia Police at 215-686-TIPS (8477), text a tip to PPD TIP (773847) or through PhillyPolice.com.