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Can we use a parametric test or non-parametric test if we wanted to analyze two data sets with the first data set (old) being normally

Can we use a parametric test or non-parametric test if we wanted to analyze two data sets with the first data set (old) being normally distributed while the second data set (young) is not normally distributed?

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