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Bring to a boil the first four ingredients (sugar, buttermilk, butter, and corn syrup).
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Remove from heat and stir in the baking soda. It will bubble up big. Having it off the heat and stirring constantly will help it not boil over.
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Finish by stirring in the vanilla and the coconut extract.