Parametric vs non parametric tests

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Sorry please what does it mean for the data to be around the mean?
Thank you

JulietMitchell.
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This was helpful, but para vs non still seems subjective… especially in small samples sizes. I can’t figure out which category my data falls under. Like ages at disease diagnosis between groups…?

natashamariano