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The problem with visual inspection of data

There is almost always variation in the collected data

Differences between data sets may be due to:

normal variation

eg  two sets of ten tosses with different but fair dice

differences between data and means are accountable by expected variation

real differences between data

eg two sets of ten tosses with loaded dice and fair dice

differences between data and means are not accountable by expected variation

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