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Yes. Roughly, very large samples are very likely to have subsets data points having very similar means and distributions. Large numbers of such subsets will tend to be normal distributed (Why?) and will tend to make the total sample be normally distributed.

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Q: Does the central limit theorem allows the use of the normal distribution to analyze the sample mean if the sample sizes are large enough?
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