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By the way, regarding inverted charts per se.

There is an anecdote of one physicist showing an X-Y chart to another. Latter elegantly explains the phenomena, but then the first guy says "oh, you are looking at it upside-down", to which the other guy says - "ah, now it makes even more sense."



That's a failure mode that's had quite a bit of attention at Less Wrong; see e.g. http://lesswrong.com/lw/ia/focus_your_uncertainty/ and http://lesswrong.com/lw/ii/conservation_of_expected_evidence... .




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