The shooting happened on the 1500 block of North 61st Street at 10:30 p.m.
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Police said they found a 19-year-old woman and a man, possibly in his 20s, who were both shot in the abdomen and torso.
The two were taken to Lankenau Medical Center.
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Witnesses said they saw the suspected gunman fleeing south on 61st Street.
The shooting remains under investigation.
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