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Make a slash on the back of the shrimp: Using a small paring knife, cut along the outer edge of the shrimp's back, about 1/4 inch deep. Remove and discard the vein: If you can see it, with your fingers or the tip of your knife, remove and discard the vein that runs right under the surface of the back.