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if cross-correlation is the correct statistic below or whether or not I must use Several other type of design?

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Hope that helps. I'm worried I do not operate in SPSS so I can't help you there (I work in R myself). If you'll find a means to healthy ARMA types in SPSS and acquire the residuals, you ought to be in a position to utilize the cross-correlation operate within the residuals for the statistic.