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Heteroskedacticity is the R^2 between the RESIDUALS and the INDEPEDENT VARIABLES.
In this example, they just lagged the residuals. So you have no information on the linear relationship between the residuals and the independent variables. Just the residuals against their lagged values.
That make sense?

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