How to calculate the confidence interval of non-normal large volume data sample?

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There are tens of thousands of data, and the sample mean is 5.04, the sample standard deviation is 3.97, the skewness is 3.74, and the kurtosis is 23.721. How can we calculate confidence intervals for such non-normal large volume data samples to screen out outliers?