The gunfire erupted just after 3:30 p.m. Monday along the 100 block of West 22nd Street.
Police say the woman was shot in the hand and the leg.
She was taken to the hospital for treatment.
Authorities are now trying to determine where the gunfire came from.
So far, no arrests have been made.