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Concept
Five-number summary
Summary
The five-number summary is a set of descriptive statistics that provides information about a dataset. It consists of the five most important sample percentiles:
the sample minimum (smallest observation)
the lower quartile or first quartile
the median (the middle value)
the upper quartile or third quartile
the sample maximum (largest observation)
In addition to the median of a single set of data there are two related statistics called the upper and lower quartiles. If data are placed in order, then the lower quartile is central to the lower half of the data and the upper quartile is central to the upper half of the data. These quartiles are used to calculate the interquartile range, which helps to describe the spread of the data, and determine whether or not any data points are outliers.
In order for these statistics to exist the observations must be from a univariate variable that can be measured on an ordinal, interval or ratio scale.
The five-number summary provides a concise summary of the distribution of the observations. Reporting five numbers avoids the need to decide on the most appropriate summary statistic. The five-number summary gives information about the location (from the median), spread (from the quartiles) and range (from the sample minimum and maximum) of the observations. Since it reports order statistics (rather than, say, the mean) the five-number summary is appropriate for ordinal measurements, as well as interval and ratio measurements.
It is possible to quickly compare several sets of observations by comparing their five-number summaries, which can be represented graphically using a boxplot.
In addition to the points themselves, many L-estimators can be computed from the five-number summary, including interquartile range, midhinge, range, mid-range, and trimean.
The five-number summary is sometimes represented as in the following table:
This example calculates the five-number summary for the following set of observations: 0, 0, 1, 2, 63, 61, 27, 13.
These are the number of moons of each planet in the Solar System.
Official source
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