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Suarez gave his side an eighth minute lead, but Lee Chung-yong scored equalizer in the second half in the match at the Nelson Mandela Bay Stadium.
Suarez scored a superb winner, 10 minutes from time, as the South Americans set up a last eight clash with either the United States or Ghana.