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Data Visualisation Guide

Colour for numerical data: #EndRainbow

3 minutes read

Colour

A popular way of representing numbers with colours is the rainbow colour scale. But there are many problems associated with this colour palette.

Take this map, showing the annual precipitation in the state of Texas.

A map of Texas with a rainbow colour scale applied to it, but without a legend

Map by Jenny Weisburg, source: Reddit

As we discussed, without a legend, it is impossible to decode the numbers from the colours on this map. But there is more: you can’t even identify the relatively drier and wetter areas in Texas, because there is no natural order in the colours. Is purple wetter than yellow?

Here is the map, this time with the legend:

The same map as above, but this time with a colour scale showing the classes of precipitation

Map by Jenny Weisburg, source: Reddit

With the legend, the reader now has access to the values, and it is possible now to identify the wetter and drier areas in Texas.

But watch what happens when the map is printed in black and white:

The same map as above, but in greyscale. The different classes cannot be told apart anymore because they are in similar greys

Map by Jenny Weisburg, source: Reddit

The map no longer makes sense, and even with the legend present, it is impossible to interpret it correctly.

Alternative colour palettes exist that don’t suffer from these issues. Consider this precipitation map:

A precipitation map of the area around Houston, with a yellow - blue colour scheme, without a legend

Source: Maps: Tracking Harvey’s Destructive Path Through Texas and Louisiana, New York Times

The map does not need a legend to identify the wet and dry areas: darker values are associated with higher values, and the blue colours have an association with water.

A legend just helps to get access to the actual numbers:

The same map as above but with a legend

Source: Maps: Tracking Harvey’s Destructive Path Through Texas and Louisiana, New York Times

The map even survives black and white printing very well:

The same map as above, but in greyscale. Despite the lack of colour, the map remains visible

Source: Maps: Tracking Harvey’s Destructive Path Through Texas and Louisiana, New York Times

Related pages

Colour for numerical data: perceptual uniformity

Visual hierarchy: colour

Colour for categories

Colour for numerical data: introduction

Colour for numerical data: colour scales

Accessible colours

Colour