The shooting happened Saturday just before 7 a.m. along the 2100 block of Ridge Avenue.
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Three people are being treated at an area hospitals, officials say.
There is no word on their conditions at this time.
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Ridge Avenue is closed between Oxford Avenue and North 22nd Street, after police found dozens of shell casings.
The shooting remains under investigation.