Don’t be counter intuitive

A collection of common dataviz caveats by Data-to-Viz.com




People are used to seeing data displayed in a usual and logical way. Not respecting the standards of data visualization can make your chart very hard to understand, or even lead your audience to a wrong conclusion.

Reversing axis


The Y-axis is almost always rising from the bottom to the top of the graphic. Here is an example with a reverse Y-axis. It comes from an article in business insider and describes the evolution of gun deaths in Florida.

Disclaimer: I found this image on KD Nuggets



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Since we are not used to seeing that kind of axis, it is quite hard to understand that the number of murders committed using firearms in Florida increased between the end of the 90’ and 2010. Even worse, a quick look to this graphic without paying attention to the Y-axis could lead to the wrong conclusion that number of murders decreased in this period.

Cheating with colors


Here is a marketing email from Google. It describes the behavior of 41% of the customers, but the green part of the donut chart represents 59% of the chart, which is very misleading. Source: WTF Visualizations.