Officers responded to a shooting call at 5:41 p.m. The shooting happened on Moreland Avenue off Gunter Street.
One of the victims ran to Kent Street, a police spokesperson said.
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The injuries were considered non-life threatening.
A car also had bullet holes and another bullet hit a nearby residence.
The shooting remains under investigation.
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