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One of the most difficult things in statistics is to figure out which statistical test has to be applied. Before you can make a choice, you need to know what variables are, how they are measured, what dependent and independent variables are and whether it is about comparing groups or comparing features.

This manual explains it all. You can then use the tables in this paper to determine which statistical test should be used.

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