One of the most difficult challenges faced in understanding the relationship between time series variables is that it’s not easy to distinguish between the correlation and causation and correlation does not imply causality.

Before moving forward let us see first mathematical definition of Granger Causality(GC) followed by its intuitive explanation.


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