Graovac had two goals and two assists for the Bulls (25-12-5) while Gaunce had a goal and three assists.
Ryan Strome and Aaron Haydon scored for the IceDogs (23-19-3).
Malcolm Subban made 22 saves in the win as Chris Festarini turned aside 39 shots in the loss.
Belleville finished the game 0 for 6 on the powerplay while Niagara was 1 for 5.
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