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To draw a convincing conclusion from your data, you cannot simply shoot for the standard significance cutoff. You also need to consider the statistical power, which is determined in part by the sample size in your experiment.
When it comes to data analysis and interpretation, you need to be very clear about the meaning of a given p value and be aware of all its intrinsic limitations.
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