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The book is real (http://www.rand.org/pubs/monograph_reports/MR1418.html, http://www.rand.org/content/dam/rand/pubs/monograph_reports/...)

It is the reference set of random digits.

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I tried implementing a Mersenne Twister, and the numbers I got were completely different from that book. Didn't I use enough entropy? Where can I get some from?

Did you get Numberwang?

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