It happened at about 3 Wednesday morning on Belmont at Orchard.
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Officers say an argument at the smoke shop led to the gunfire.
One person was found by police at that scene.
Two others were found nearby.
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All three were rushed to the hospital and are expected to be okay.
Detectives are now looking at video and speaking with witnesses.
No suspect information has been released.