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This page covers the difference between correlation and causation, but its main value comes in showing us that variables could change for many reasons.
While a pair of variables may show a causal relationship, it is possible that outside variables (ones not represented in the data) may be the source of a causal relationship. Keep this in mind before reaching a conclusion about causality in your data.
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