Police were called to the 2900 block of Weikel Street around 4:00 p.m. for a report of a fight.
Officers broke up the fight and, as they were leaving, shots rang out.
A 28-year-old woman suffered a graze wound to the head. She was rushed to the hospital where she was last reported in stable condition.
A 19-year-old man was shot once in the left calf. He was taken to the hospital in a private vehicle.
The third victim, a 50-year-old man, was shot in the right ankle and was last reported to be in stable condition.
Police took five people in for questioning and recovered three guns.