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I have tested the central limit theorem with 1000 samples and a sample size of 4. The resulting distribution was nowhere near normal, and when I used n = 30, it did start looking normal.

Is there a theoretical basis for this "rule of thumb"?

The resulting distribution looks like this:

enter image description here

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