A search of the 1910 census index at Ancestry.com resulted in 4342 hits when searching for natives of Antarctica. Some of these are very difficult to read and others are probably typographical errors.
Just remember to consider leaving out place of birth when doing a census search.
I did not look to see whether or not these Antarctica natives were living in warm or cold US climes.
