The shooting happened around 6 p.m. Friday in the area of 58th and Trinity streets.
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Police said a 26-year-old man was shot four times, twice to the chest, once on the left forearm and once on the right armpit.
A 50-year-old woman was shot three times, once in the chest, right arm, and the left arm.
A 27-year-old man was wounded in his right thigh.
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Police said Saturday afternoon that all three were hospitalized in stable condition.
The suspects have been arrested, police said.
"Excellent work by (12th District Police) and Southwest Detectives led to a quick apprehension of the shooters," Philadelphia Inspector Derrick Wood said.