Incumbent Conservative PM Stephen Harper is fighting for a rare fourth term but the frontrunner is Liberal leader Justin Trudeau.
Early counts in the eastern provinces show the Liberals ahead in all 32 seat races there.
Mr Trudeau is now poised to form the next government, Canada’s CBC and CTV networks predict.
They say it is still unclear whether it will be a majority or minority government.
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