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The Best Albums of the Decade

As a data scientist, applying machine learning to my listening patterns has led to this quantitative analysis of the albums of the decade. I can therefore reveal that these are officially the best albums released during the previous ten year period:

Dani Siciliano Dani Siciliano
Black Cab Games of the XXI Olympiad
Anohni Hopelessness
Grumbling Fur Preternaturals
Cat Power Sun
Kate Bush 50 Words For Snow
Pet Shop Boys Electric
Véronique Vincent & Aksak Maboul Ex-Futur Album
Telebossa Garagen Aurora
Men Talk About Body
Deerhoof Breakup Song
Krim U 1981-83
Laura Jean Laura Jean
Janka Nabay & The Bubu Gang En yah say
Joanna Newsom Divers
New Order Music Complete

Or rather, I had Emacs tally up which albums I’d listened to most over the previous decade. However, that just led to the oldest albums winning, of course, since they’ve had most time to be listened to.

So I experimented with various way to apply decays. The question is: If I listened to an album ten times per year since 2010, is that an album that should have the same rating as an album that I’ve listened to ten times this year? Probably… not? My default mode of listening is to direct Emacs to play me the newest music I’ve bought, so I listen to almost all things I buy 5-8 times, whether I like them or not.

Like any data scientist, the solution is obvious: Fiddle with the hyperparameters until I get a list I kinda agree with.

Right?

Right.

The result is above. The album I listened most to was 50 Words For Snow by Kate Bush at a whopping 50 times (which ended up as number 6, but was bought in 2011), and the winner here, Dani Siciliano, I’ve only listened to 28 times (but bought in 2016).

Science is hard!

For giggles, while we’re gazing into the abyss of my navel, here’s the list of albums I listened the most to, in total, no matter how old they are:

Talking Heads Remain In Light
Kate Bush The Dreaming
Kate Bush Never For Ever
Kate Bush The Kick Inside
Talking Heads Fear Of Music
Kate Bush Hounds of Love
Kate Bush Lionheart
David Bowie “Heroes”
David Bowie Low
Laura Jean Eden Land
David Bowie Diamond Dogs

Geez! You’d almost think I like Talking Heads and Kate Bush or something. (The winner, Remain in Light I listened to 100 times this decade, and Diamond Dogs, at number 12, I listened to 51 times.)

So are there any further ways to torture this data set? Uhm… OK, let’s look at albums I bought this decade, but were made earlier. (But this time I removed the weights, just because.)

Circlesquare Songs About Dancing And Drugs
Prince Controversy
Zazou, Bikaye & Cy1 Noir et Blanc
Various Crammed Global Soundclash 1980-89, Part One: World Fusion
Joe Jackson Look Sharp!
Various Crammed Global Soundcrash 1980-89, Part 2: Electrowave
Tracey Thorn King’s Cross
Siouxsie and the Banshees Kaleidoscope
Commando M. Pigg Commando M. Pigg
Joe Jackson I’m The Man
Ruth Polaroïd-Roman-Photo
Hype Williams Untitled
Ultra Naté Situation: Critical
Lal & Mike Waterson Bright Phoebus

There.

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