It happened at the intersection of East Mayfield and Ella streets shortly after midnight Friday.
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Police say the 20-year-old victim was hit in the stomach. She was being treated at Temple University Hospital.
Police say the gunman fired at least six shots.
They believe the woman was not the intended target. No other injuries were reported.
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Investigators are working to track down the shooter and the vehicle involved.
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