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Anyone who can answer or all who can answer: What is the T-Test, F-Test, Chi-Square Test, and any other hypothesis test explained in layman's terms?

Anyone who can answer or all who can answer:

What is the T-Test, F-Test, Chi-Square Test, and any other hypothesis test explained in layman's terms? What are the parameters needed for using each test?

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