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Five-number summary

The five-number summary describes a distribution using its minimum, lower quartile (Q1), median (Q2), upper quartile (Q3) and maximum, giving a compact picture of centre, spread and tail behaviour that underpins the box plot.

ByHoang TruongUpdated

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Twenty orders' delivery times summarise to five numbers: a minimum of 1 day, a lower quartile of 3 days, a median of 5 days, an upper quartile of 8 days and a maximum of 21 days. The interquartile range is 5 days, capturing typical variation, while the wide gap to the 21-day maximum signals a right-skewed tail of a few very late shipments.

Where it fits
TopicDescriptive StatisticsCoreSubjectData Analysis & StatisticsCore

The formula

LaTeX
IQR=Q3Q1IQR = Q_3 - Q_1

Variables

interquartile range (units of the data)
first quartile (25th percentile) (units of the data)
third quartile (75th percentile) (units of the data)

The five-number summary is {min, Q1, median, Q3, max}. IQR measures the spread of the central 50% of observations and is the primary input to box-plot fence calculation.

LaTeX
Lower fence=Q11.5×IQRUpper fence=Q3+1.5×IQR\text{Lower fence} = Q_1 - 1.5 \times IQR \qquad \text{Upper fence} = Q_3 + 1.5 \times IQR

Variables

first quartile (units of the data)
third quartile (units of the data)
interquartile range (units of the data)

Observations beyond the inner fences are plotted individually as suspected outliers in a box-and-whisker plot.

Check yourself

PracticeCORE

A dataset has the five-number summary: minimum = 2, Q1 = 8, median = 14, Q3 = 20, maximum = 45. Using the standard 1.5 × IQR rule, which of the following correctly states both the interquartile range and the upper fence for outlier detection?

Select an answer to check your understanding.
Five-number summary — Edlintics Glossary