Best Data Viz
Distribution

Box Plot

Shows distribution through quartiles, median, whiskers, and outliers.

Score Distribution by Class

Three class sections, 20 students each

View data (60 rows)
Chart data table: Score Distribution by Class
ClassScore
A58
A62
A65
A68
A70
A72
A73
A74
A76
A77
A78
A79
A80
A82
A83
A85
A87
A89
A92
A96
B50
B55
B58
B60
B62
B64
B65
B67
B68
B70
B71
B72
B74
B75
B77
B78
B80
B82
B85
B90
C70
C74
C77
C80
C82
C84
C85
C86
C87
C88
C89
C90
C91
C92
C93
C94
C95
C96
C97
C99
Make a box plot with your data

Use a box plot when…

  • Comparing distributions across groups
  • Spotting outliers
  • Summarizing spread

Avoid when…

  • Showing exact distribution shape (use violin)
  • Small samples (<10 points)

Data it needs

PropertyValue
Min Rows10
Min Columns1
Column Types
number
NotesOptionally a category column for grouped box plots.

Visual anatomy

Marks
rectanglelinecircle
Channels
position-ylength
Axes
x-categoricaly-quantitative

Guiding principles

Consider instead

Common mistakes

  • Not explaining whisker definition

  • Hiding multimodal distributions

History

Invented by John Tukey in 1970 as part of exploratory data analysis.

Accessibility notes

Provide the five-number summary (min, Q1, median, Q3, max) as text — and announce it per group when the chart is grouped, not just for the whole chart.

Related reading

Got data? Let's see what works.

Drop your CSV. You'll get a Box Plot plus four alternatives - ranked by which one actually fits your data best.