Officers responded to reports of shots being fired just after 11 pm at Wrico and Young Avenues, near Manning and Academy.
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When they arrived, they found a man and a woman with gunshot wounds.
The victims were rushed to a nearby hospital and are expected to recover.
Investigators say they found several shell casings at the scene.
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At this point, it's not yet known what led to the gunfire. Officers have not released any information about the shooter.