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That was the administrative reason why the question was not permitted. The case was raised to begin with because of fears it would result in undercounting non-citizens, who would be less likely to respond because the don’t trust that the data would remain private. This explanation is outlined in the section called “2020 Census” in the Wikipedia article you linked.