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so the next topic in in my talk is association and uh this is this describes a broad class of statistical approaches for trying to find if things are related the example uh examined the question of whether the type of training this past example whether the type of training was associated with the measured value of shortening fraction or ivc many common statistical methods focus on estimating or testing associations and im going to just run through some different statistical methods that that you will have heard of that you will have seen in the literature and all of them can be seen as ways of measuring or testing association the first one is the familiar students t-test theres also the wilcoxon test or sometimes the mann whitney test is the other the other version of that test these are these are tests where youre looking at a continuous outcome say blood pressure for example and you want to compare it between groups uh the students t-test is uh generally a very useful test but so