How Random is your iPod's Shuffle?

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[this is good]

mmm. Seems like an interesting theory. Shuffle always seemed a bit dodgy to me. Tried the smart shuffle slider in your preferences panel? I mean sliding it towards less like isn't truly random anymore but at least you will get a little more variation going. Or it could be an issue with shuffling an external music device via iTunes! The theories are endless.

Not only does my iPod not seem very random, my car's Pioneer WMA/MP3 player's "random" setting isnt very random either. Or at least, that's how it seems.

These players won't be true randomness, they'll be some pseudo random algorithm. Couple this with the ability to spot patterns in noise, and you have this phenomenon.

This phenomenon will be seen even with small numbers of plays.

As a trial, load some manageable number of songs (say, 50), and keep a tally. You would not expect songs to come up 1 time in 50 consistently, some would be freakishly higher, some lower. After 5000 plays the expectation value for a song would be 100 plays, plus or minus 10 (with wings, so some would be played more often, some less, I think it's about 70% in the plus or minus 10, with about 90% in plus or minus 20.)

For the small number of plays you do each day, the expected variation is greater. With 450 plays you'd expect to hear each song 9 times, plus or minus 3, that's a rise from a 10% variation to a 33% variation, and you'd expect to hear roughly 10% of the songs 15 times, and about 3% of them 18 times., and that's assuming real random numbers

Caveat: The percentages are from memory, but I think they're roughly okay.

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Benjamin Grundy

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