Hello,
Yes Joseph and Ann are husband and wife and I have them with their parents in the earlier census. I had a direct line from their child Alice.
I would really appeciate if you could check them in 1871, I don't know what happend to Mary but Alice didn't marry until July 1875 at St Thomas, Oldham.
Thank you