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Hard to say without seeing your data and working through some exploratory analysis. Some more details on hypothesis, sample design, and actual data collected, would be welcomed. When asking statistical methodology questions it is important that you state the hypothesis that you are testing. This can dictate statistical methodology and without knowing, we are ...

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