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What is the statistical test for data validation

What is the statistical test for data validation with an example, Chi-square, ANOVA test, Z statics, T statics, F statics, Hypothesis Testing?
https://arpitanalyst.blogspot.com/2020/10/what-is-statistical-test-for-data.html

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