Yes, the same spectrum (mean spectral density) and even the same distribution in the Fourier domain in the limit as your signal length goes to infinity, by the central limit theorem (which just requires you to make the mean and variance the same — use (rand() - 0.5) * √12 to get a variance of 1).
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