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Preheat oven to 325 degrees fahrenheit.
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Grease and flour a 10-inch tube pan.
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Mix together the flour, baking powder and salt. Set aside.
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In a large bowl, cream together butter and brown sugar until light and fluffy. Beat in the eggs, one at a time.
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Stir in the maple extract.
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Beat in the flour mixture alternately with the evaporated milk, mixing just until incorporated.
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Pour batter into prepared pan.
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Bake in the preheated oven for 70 to 80 minutes or until a toothpick inserted into the center of the cake comes out clean.
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Cool in pan for 10 minutes; turn out onto a wire rack and cool completely.
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Top with Brown Sugar Frosting.