Police say the attack happened at a bar in Trenton on Brunswick Avenue at around 12.25am local time (5.25am BST).
Trenton Police spokesman Captain Stephen Varn said ambulance crews have taken five men and five women to hospitals in the area.
One victim was critically injured in the shooting and has been taken into emergency surgery.
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