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Geometric visualisation of the variance of an arbitrary distribution (2, 4, 4, 4, 5, 5, 7, 9):

  • A frequency distribution is constructed.
  • The centroid of the distribution gives its mean.
  • A square with sides equal to the difference of each value from the mean is formed for each value.
  • Arranging the squares into a rectangle with one side equal to the number of values, n, results in the other side being the distribution’s variance, σ 2.

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