If you are lucky, they took advantage of the land grants out west in Canada. Have you searched records for the 1916 census of Canada (Prairie Provinces)? They are often forgotten and run 5 year opposites to the regular Census of Canada. ie.. 1901, 1906, 1911, 1916, 1921/22 etc...
Archives Canada has free lookups.