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As far as I am aware, those figures referred to all degrees, not just undergraduate. As for the specifics, once again from the US Department of Education:

Nonresident aliens received 13 percent of all master?s degrees and 27 percent of all doctor?s degrees, much higher proportions than of any group other than White, non-Hispanics.