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Preheat oven to 350F. Line a baking sheet with parchment paper.
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In a stand mixer with the paddle attachment, beat together cake mix, eggs, canola oil, and flour until everything is incorporated. Stir in ¾ of the M&Ms with a rubber spatula.
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Drop by heaping tablespoonfuls onto the baking sheet. Press remaining M&Ms onto the tops of the dough.
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Bake for 10 - 12 minutes or until set. Cool on a wire rack.