One person was shot in the arm and the second in the leg. Neither injury is thought to be life-threatening.
Police say one of the victims ran over to South Pettigrew Street after it happened, and for a while they thought they were dealing with two seperate incidents.
Investigators are looking at the possibility that the attack was a drive-by.
