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Abstract: Ramsey theory concerns itself with the emergence of patterns in sufficiently large structures. Data miners search for patterns in extremely large data sets. This is a cautionary tale for data miners about making inferences from large data sets wherein we provide a framework for testing whether or not a correlation is spurious.