Have a look at this paradox called Simpson's paradox. Again, one of those things, which are pretty obvious/straightforward/easily-deduced based on evidence, but seems counter-intuitive. The vector diagrams suggest why it works and why we dont catch the problem. (See how the second blue vector is "long" even though it has less rate than the second red vector)
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