An interactive explorer for Benford's Law across real datasets

dingobabies 28 points 10 comments July 08, 2026
vatsalbakshi.com · View on Hacker News

Discussion Highlights (7 comments)

jmpman

I'd recommend allowing 2 digit exploration. I've used it in the past when analyzing hard drive failure logical block addresses.

cwmoore

Interesting that it was first discovered with noticing the “garden path” in the front pages of a book of logarithm tables (in 1881).

anArbitraryOne

It's interesting how all base 10 numbers identify as non binary

yellow_postit

Neat! Benford’s Law was the first topic I dove into in undergrad math that got a minor publication. Given how well known it is for forensic accounting I’ve always wanted to look into convictions and see if the “average” fraudster has wised up and produces more realistic distributions.

jboggan

I once did an application of Benford's Law to USDT transactions between crypto exchanges, which seemed to indicate some exchanges had mostly "organic" transactions and a handful of exchanges seemed to have heavy transaction volume of seemingly-random but not really random amounts, indicating some level of wash trading on those exchanges.

deanalyzer

I learned about Benford's law over a decade ago, and I always found it beautiful and elegant. But surely, fraudsters have become more sophisticated by now. I wonder if you asked an AI to commit fraud, if it would be clever enough to avoid such mistakes.

SV_BubbleTime

I wonder if it using this would help disprove election irregularities?

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