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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Chelsea have struggled to build momentum in the opening stages of the campaign and are currently looking over their shoulders at the relegation zone.
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