Scatter Plot (XY Plot)

Plots two metric characteristics against each other — the base form of every association analysis.

Also known as: scatterplot, XY chart, bubble chart, point cloud

A scatter plot places two metric characteristics against each other: every value pair becomes a point. It answers whether an association between X and Y exists, in which direction, how tight it is, and whether it stays the same across the range.

  • Direction — a rising or falling cloud of points
  • Form — linear, curved or stepped; only the linear case is captured correctly by correlation
  • Tightness — how narrow the band containing the points is
  • Anomalies — outliers, clusters, gaps and a widening band (heteroscedasticity)

Encoding a third numeric column through point size turns it into a bubble chart. The size must be scaled by area — the diameter follows the square root of the value, because the eye reads area, not radius, as quantity.

See also

Used in

Sources

  • Cleveland, W. S. & McGill, R. — Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods, JASA 79 (387), 1984
  • Tufte, E. R. — The Visual Display of Quantitative Information, 2nd Edition, Graphics Press, 2001
  • Chambers, J. M., Cleveland, W. S., Kleiner, B. & Tukey, P. A. — Graphical Methods for Data Analysis, Wadsworth, 1983