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For $\sigma >0$, the density isso the Fisher-Neyman factorization theorem proves that $|X|$ is sufficient.

Moreover,is independent of $\sigma$ exactly when $x^2=y^2$, equivalently $|x|=|y|$. The likelihood-ratio criterion for minimal sufficiency therefore proves that