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But what do the error bars themselves mean? Are they not probabilistic in nature themselves?

Say you conduct a thousands trials and calculate the error bar based on the results. If you conduct a hundred such experiments (each consisting of a thousand trials) and one of the experiments violates the error bar, does that invalidate it?



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