Graham scored his first goal for Sunderland in his 2 1/2 years at the club when he unwittingly deflected in Jordi Gomez's shot in the 53rd minute.
Chico Flores equalized in the second half to cancel out Danny Graham's first goal since January and give Swansea a 1-1 draw against Hull.
Goals from Michu and Danny Graham gave Swansea 2-0 win in their Capital One Cup semi-final first leg.
Graham scored a stoppage-time equaliser to earn Swansea a 2-2 draw against Aston Villa.
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