Scottish spelling variant of Euphemia [q.v.], from a Late Greek name representing "fair speech". Although fairly rare, this is the most frequent of the "alternatives" found in the 1841 Census of Aberdeenshire.
Thanks to Donald Whyte who provided much of the initial information for this site.