Why does a lagplot exhibits pattern when data is non-random?

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I recently started learning forecasting and I came across lagplots, which is used to test whether a given set of data is random or not.

Although, I understand how to use the plots, I don't get an intuitive understanding of why there is a pattern that is exhibited when the data is not random.