Real went ahead early on through a Cristiano Ronaldo free kick, before the Portuguese set up Mesut Ozil for the second in the second half.
Atletico were unable to muster any real resistance but remain five points ahead of Real in second.
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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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