Goals from Victor Perez, both from the penalty spot, secured a 2-0 win.
It means they join Rayo Vallecano and Barcelona on six points at the top of La Liga.
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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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