The big spending Parisians finished with ten men after Ezequiel Lavezzi was red carded and Carlo Ancelotti sent to the stands.
It means they only have two points from two games, and are already adrift of the likes of Lille, Marseille and Lyon.
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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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