Spurious Correlations

Plotly
4 min readJul 4, 2016

If you have used Plotly even just a handful of times, chances are that you have encountered the load screen that offers the age-old advice “correlation does not imply causation.”

Click the link on that load screen, and you will land on this site. There, a simple comic reaches into the correlation and causation cookie jar.

An increase in sales can’t directly be attributed to a new marketing startegy, just like cheese consumption can’t directly be attributed to death by tangled bedsheets (despite the graph below!). A “correlation means causation” argument needs to pass further testing, analysis, and study.

Harvard Law’s Tyler Vigen authored Spurious Correlations, a “ridiculous book of charts” involving bizarre correlations. For fun, we plotted some of the goofiest ones we could find. If you’ve got an interesting find, tweet it @plotlygraphs.

These interactive graphs were made using Plotly’s web app. To securely share graphs and data within a team and make interactive dashboards, sign up for a PlotlyProfessional plan or contact us about Plotly On-Premise.

1. Californian Sunlight and Visitors to SeaWorld

Sunlight in California conveniently dipped in 2010, aligning itself nearly perfectly with a reduction in visitors to SeaWorld. The Californian sunlight minimum was related to a drop in the Pacific Decadel Oscillation.

See the interactive plot

2. Sour Cream Consumption and Motorcycle Deaths

A correlation means causation argument might be more believable if the title was “attempting to consume sour cream while riding a motorcycle.”

See the interactive plot

3. Death by Tangled Bedsheets and Cheese Consumption

Of most concern: Why has death by tangled bedsheets increased by over 200% between 2000 and 2009?

See the interactive plot

4. Age of Miss America and Murders by Hot Objects

The relationship between these two from 1999 to 2006 has the wow factor.

See the interactive plot

5. Honey Produced by Bees and Drowning

A decrease in honey production in the U.S. is better correlated with how harsh the winter is — not the number of folks drowning after falling out of a boat.

See the interactive plot

6. Money Spent on Pets and Death by Stairs

These two things have independently increased at alarming rates.

See the interactive plot

7. Juvenile Arrests for Marijuana and U.S. Crude Oil Imports

Preferably, both of these are much lower come 2020 — let the spurious correlation continue!

See the interactive plot

8. NYC Precipitation and Chicken Consumption

When its dry in NYC, folks are outside enjoying the sunshine, not indoors eating chicken!

See the interactive plot

9. Superbowl Points and Death by Venemous Spiders

Despite a loss, the Panthers scored 29 points in this thrilling back-and-forth affair. Even spiders got excited.

See the interactive plot

10. Saudi Oil and Banana Cost

Not even a banana oil salesman could convince someone of a real correlation here.

See the interactive plot

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