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so now Im gonna have a look at our last distribution free test remember that weve already had a look at the sign test for a single and paired data the wilcoxon rank-sum test third single and paired data and now were going to have a look at the wilcoxon rank-sum test so again the wilcoxon rank-sum is the distribution free and nonparametric that test and if youre still confused with those meanings please have a look back at the first sign test with single data video for the difference between two sets of data so this time we dont have a single under paired we just have two sets of data and just to emphasize that were not talking about paired data this time so were still talking about the same information but this time it can be from two or one sources so its still going to be the same information but it could be about two different things its also known as the moment you test quite a lot of textbooks refer to it as the mann-whitney u test so if you see any textbooks with that i