Kaboul was targeted by Anzhi as a replacement for Christopher Samba.
Reports on Thursday suggest that Tottenham were not willing to countenance an offer for the player, who has only recently returned from injury.
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Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.
Newcastle United are staring down the barrel of relegation to the Championship for the second time in the past eight years.