It happened around 1 a.m. Monday at Broad and Bainbridge streets.
Police found dozens of shell casings at the scene.
The two people were each shot in the leg. They were taken to the hospital in stable condition.
The passenger side of a parked car was also riddled with gunshots.
No arrests have been made.
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