Bring a large pot of lightly salted water to a boil. Add whole potatoes, and cook until tender, 15 to 20 minutes. Drain, run under cold water to cool, and chop into 1 inch cubes. Transfer to a large serving bowl, and refrigerate until completely chilled, about 2 hours.
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