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Simpson's Paradox: Cholesteral and Exercise example
If you were to graph a scatterplot of cholesterol levels and amount exercise for a number of people it would appear that as exercise increases, so does cholesterol (graph on the right). When you account for age in labeling the data points however, it becomes obvious that exercise helps to instead reduce cholesterol (graph on the left).

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Updated 2020-04-09
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Data Science