Elwyn,
I think that the census information which you have found is the wrong family. I think that the wife in the 1896 marriage was Mary Sloan.
There is a marriage of a Daniel Fitzpatrick to a MINNIE McLoughlin in Kilkeel Roman Catholic Church on 7 Nov 1912. The fathers' names were Daniel Fitzpatrick and John McLoughlin.
Regards