Leo Messi scored a sublime free kick to wrap up the win and leave Paraguay in real danger of missing out on qualification.
Ecuador beat Bolivia 1-0 to move second in qualifying, whilst Uruguay were stunned by a 4-0 defeat to Colombia.
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Summer 2016 is set to be a very exciting time for football fans, as this is when the long awaited Euro 2016 tournament kicks off.
Since Guus Hiddink arrived at the helm, Chelsea have improved considerably after a tricky start to the campaign.