Automatically Selecting Histogram Bins

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Choosing the bin sizes for a histogram can be surprisingly tricky. If there are too few bins, it is hard to pick out the underlying distribution of the data. If there are too many bins, the result is either unpleasant to look at because the bins have deteriorated into sticks or noise in the data is not sufficiently averaged out, also making it hard to see the underlying distribution. Here we present several methods for selecting (uniform-width) bins for a histogram.

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Fixed number of bins: always use the same number of bins, regardless of the data.

Sturges: the number of bins grows with the log of the size of the data.

Scott: the bin width is proportional to the standard deviation of the values divided by the cube root of the size of the data.

Freedman–Diaconis: the bin width is proportional to the interquartile range of the data divided by the cube root of the size of the data.

Wand: the bin width is chosen to minimize the mean integrated squared error.

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Contributed by: Brett Champion (December 2008)
Open content licensed under CC BY-NC-SA


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Details

By default Mathematica rounds bin widths to "nice" values, minimizing some of the differences between the various binning methods.

D. Freedman and P. Diaconis, "On the Histogram as a Density Estimator: Theory," Zeitschrift für Wahrscheinlichkeitstheorie und verwandte Gebeite, 57, 1981 pp. 453–476.

D. W. Scott, "On Optimal and Data-Based Histograms," Biometrika, 66(3), 1979 pp. 605–610.

H. A. Sturges, "The Choice of a Class Interval," Journal of the American Statistical Association, 21(153), 1926 pp. 65–66.

M. P. Wand, "Data-Based Choice of Histogram Bin Width," The American Statistician, 51(1), 1997 pp. 59–64.



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