Sunderland AFC traveled to Liberty Stadium to take on Swansea City and were summarily dismantled by the Swans 4-0, with an own goal from Phil Bardsley the topping on a nightmare of a game.
Leicester got their first win since September with the help of a Riyah Mahrez goal in the first half.
Manchester City blew the chance to close the gap on leaders Chelsea as they threw away a two goal half-time lead to draw 2-2 with Burnley.
Queens Park Rangers vs Crystal Palace ends 0-0 after a sloppy affair from both sides.
Aston Villa held on to secure a 0-0 draw against Sunderland after playing the majority of the second half with 10 men following Fabian Delph's dismissal.
Chelsea midfielder Oscar missed the gameweek 19 match against Southampton due to an illness.
Santi Cazorla reversed the flow of play by drawing a penalty that saw Arsenal take a 1-0 lead on the way to a 2-1 win at Upton Park.
Sam Alardyce will feel aggrieved that Alex Song's early strike was ruled out for three offside West Ham players interfering with the Arsenal keeper.
Mame Biram Diouf scored a second half brace for the only two goal in Stoke City's second win in three days as they dispatched the Baggies 2-0 at the Britannia on the final Sunday of 2014.
Eden Hazard was brilliant in Chelsea's 1-1 draw against Southampton.
Morgan Schneiderlin was sent off during Southampton's match against Chelsea for getting a second yellow card.
Fabian Delph was sent off during Aston Villa's match against Sunderland.