Closest rivals Manchester City and Manchester United also trailed on Saturday, to West Brom and Stoke respectively, before winning 2-1 and 4-2 respectively.
The biggest shock of the day saw Norwich beat Arsenal 1-0 at Carrow Road.
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The reputation of the Premier League means it is the most popular and one of the most watched leagues in the world.
Five English clubs will compete in the last sixteen of the Champions League for the first time ever as Liverpool, Manchester United, Manchester City, Chelsea and Tottenham face some difficult away matches.