Difficulty faced in understanding the concept of sampling distribution

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The idea behind the concept of sampling distribution is central limit theorem. One of the takeaways from this theorem is that when the number of sample is more than 30, the means are normally distributed/ approach normal distribution.

You can find many resources on the internet that explain this concept.