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Ian Barber's Blog:
Benford's Law
Apr 05, 2011 @ 09:12:46

In a recent post to his blog Ian Barber looks at applying Benford's Law in PHP to determine if the dataset you're working with is "real" or not.

Benfords Law is not an exciting new John Nettles based detective show, but an interesting observation about the distribution of the first digit in sets of numbers originating from various processes. It says, roughly, that in a big collection of data you should expect to see a number starting with 1 about 30% of the time, but starting with 9 only about 5% of the time.

He pulls data from the data.uk.gov site to illustrate and includes a simple PHP script to run through the data looking scoring it with a "Benford" rating. He plots these on a graph along side the data to show the (almost exact) match between the data and the Benford numbers. You can find more details on the law on Wikipedia.

tagged: benfordslaw real fake data evaluate