Archive: lastgraph

Around a year ago I wrote a post that analysed the year’s activity on Last.fm. For those who don’t know, Last.fm is a website that tracks your music listening habits. It produces lovely graphs and churns out recommendations as well as providing tailored radio stations for you to listen to at your leisure. I adore the site.

This year, instead of looking just at the past year’s statistics, I have decided to look at my entire Last.fm history. A couple of weeks ago, I hit my 100,000th scrobble (instance of listening to a track). It’s a suitably big landmark.

My 100,000th scrobble happened on 7 December, just over four years after my first scrobble on 18 November 2004. By that time I had listened to 730 different artists. Of these, 18 had 1,000 plays or more. 196 artists had over 100 plays.

My top thirty artists chart looked like this:
My top 30 artists

And my top thirty tracks were:
My top 30 tracks

There are a few problems with this chart. The top track, ‘untitled (live)’ by Boards of Canada, is actually several different tracks from bootlegged gig recordings. I am quite sure that ‘Xmd 5a’ by AFX should not be that high, as one day I logged in and it showed many more plays than there should have been. It’s still a good track though.

John Cage tracks figure highly because I own three different recordings of Sonatas and Interludes for Prepared Piano. In fact, many of these tracks are high up simply because I own multiple versions, normally because I have the single as well as the album. Shining’s ‘To Be Proud of Crystal Colors is to Live Again’ is actually two different tracks with the same title. All of the Autechre tracks and most of the Jaga Jazzist tracks are here purely on their own steam.

It is obvious that, interesting though they are, Last.fm statistics are far from scientifically rigorous. For one thing, one track counts as one scrobble whether it’s 31 seconds long or 31 minutes long. One website, Last.fm Normaliser, attempts to get round this by weighting your artists by the average length of their tracks. This is also completely unscientific, but it is interesting nonetheless.

Top 20 artists (normalised)

This table makes my obsession with Autechre even clearer. Even in the normal Last.fm table they have a huge lead. But by this measure I like Autechre twice as much as any other artist. The biggest climber in the top twenty is Steve Reich, who is number 20 in this table, but number 37 in my original Last.fm chart.

My favourite thing to do with Last.fm data, though, is to analyse it using LastGraph. I did this last year, looking at my Last.fm activity throughout 2007. This time, I am looking at my Last.fm activity as far back as the data goes — March 2005, just a few months after my first scrobble.

The graph is so huge that I can’t include a readable version on this page, but a miniaturised version appears below. Click on it to view it at its original size (Warning: It’s a large file).

LastGraph

I love looking at these graphs. They tell a story about my developing taste in music. But they also, in a way, tell a story about what is happening in my life at a certain point. I can glance at the graph and remember that I had exams during a certain period, or I was working lots in that summer, or whatever. It takes me back. I’m also quite surprised sometimes at which artists appear where on the graph. It appears that my memory was a bit out in a few places.

So there we have it. 100,000 scrobbles; four years of tracking my music listening habits.

I am a bit late with my ranking of albums of 2007. I know it’s the new year and it’s not very fashionable to be looking back once the new year has begun. But unlike some people — who publish their lists in early December or sometimes even mid-November — I like to wait until the end of the year until posting my end-of-year list.

Unfortunately, it is taking a bit of time for me to finish off the post. You know how I like to witter on. Plus, ahem, I still haven’t received a rather important album from 2007 through the post.

In the meantime, some stats porn from my Last.fm account to give you an idea of what I listened to in 2007.

A few caveats here. I got an iPod sometime during autumn, which means that I now scrobble my out-and-about listening habits, which wasn’t possible when I used my iRiver. As such, my obsession with Battles early on in the year only registers a little bit, whereas the purchase of Radiohead’s In Rainbows in October is visible for all to see.

Okay, on to the graph. I have written before about the rather fun LastGraph service. I have decided to create a LastGraph of my 2007 listening. Of course, it isn’t restricted to music that was released in 2007, but it does give a flavour of my listening habits over the year.

I’m afraid it isn’t easy to see the detail in this image, but as you can see it is rather large enough as it is. If you click on the image, you will be able to see the full-blown PDF file, if you are really all that interested. (Warning: The PDF is a big file — 2.64MB.)

My listening habits over 2007

The first 2007 releases to register in the graph are Field Music’s Tones of Town and Shining’s Grindstone. Battles’s Mirrored makes a small appearance in March, but as I said it is much lower than you would expect if you knew how much I genuinely listened to the album.

Besides Ceephax and Air, nothing too much of interest happens until June. Then comes Björk’s Volta. Not soon afterwards comes the magical week which saw the release of albums by Justice and Simian Mobile Disco. Also registering here are album I bought by Cornelius and Stereolab, although these weren’t from 2007. (Incidentally, this period shows a sustained reduction in the amount of music I listened to, reflecting how unusually busy I was during the summer.)

In August you can see the biggest patch of the year — The Future Sound of London, from when I bought From the Archives volumes 1–3. After that comes another huge patch of Blur, a period where I bought a few albums of theirs and even wrote about them on this blog. A bit of an obsessive period.

Soon enough pretty much everything is crowded out by In Rainbows. If you look carefully towards the end of the year you can also see The Fiery Furnaces, Gescom and Burial.

In terms of charts, here is how my rolling year chart for artists looks like.

  1. Radiohead — 811 plays
  2. The Future Sound of London — 613
  3. Autechre — 602
  4. Pulp — 567
  5. The Fiery Furnaces — 549
  6. Boards of Canada — 538
  7. Blur — 530
  8. Aphex Twin — 453
  9. Squarepusher — 428
  10. Battles — 425

And for tracks, In Rainbows pretty much dominates. Not bad considering it’s only been out since October. Battles and Shining also get a look in here. Justice, Björk and The Fiery Furnaces also feature in the top 50.

I’ll post my thoughts on the music of 2007 over the next week or so.

I am a big fan of the music discovery and social networking site Last.fm. I am also a lover of beautiful pointless graphs. So LastGraph was always going to be a winner for me.

A nice snapshot of my summer listening habits

The existence of LastGraph makes me so happy. Like Andrew Godwin, who wrote LastGraph, I read this webpage a while ago and thought to myself, “I want.” But I thought it was a bit of a long shot to expect anyone to provide such a service.

Obviously I was wrong! What’s more, there are plenty of different options to choose from, so once you’ve made one graph you can make another and look at it differently.

Unfortunately, it only goes back as far as the beginning of 2005, so the early part of my Last.fm history. But what remains is fascinating to look at. The snapshot I have posted above is from May–July 2007. For some reason I always get more nostalgic about music that I listened to during summer, so I’m pretty sure that looking back I will get a little bit misty-eyed about Justice, Simian Mobile Disco and Can (incidentally, they were all albums that I bought on my last trip to the pre-HMV Fopp).

If, for some reason, you are interested in seeing the entire graph, it is available to download here. But be warned — the PDF is quite a large file!

The colours represent how early I first listened to a band. Reds and oranges were the first bands I listened to; purples are the most recent and greens are in the middle. Glancing at my graph, it is clear how much more eclectic my listening habits are. As time goes on there are fewer large patches, and the reds have been squeezed out by a larger variety of colours.

Surprisingly, it is completely impossible to follow any band all the way through my graph. I think this is down to the fact that I tend to just put iTunes in shuffle mode and let it select albums itself. I suspect the same bands would crop up week after week if I tended to choose for myself.

Even so, I am amazed that I can only pick out Battles three times on my graph. I have been flat-out obsessed with them for over a year (and particularly since the release of Mirrored), but seemingly I have not listened to them as much as I had thought.

My theory is that when I am out and about (and therefore not scrobbling), I choose what album to listen to more often, so this is where I have listened to Battles the most. (I think this happened to Polar Bear as well, who I listened to a lot, but are nowhere to be seen on my Last.fm profile.)

Funnily, I can see plenty of patches where I listened to Eels a lot. I never understood why Eels appear so high up on my Last.fm profile (not just overall, but for the past 12 months as well). I’m not sure the graph has aided my understanding of this, but I have clearly listened to Eels a lot more often than I thought.

I just got an iPod, so I will be able to scrobble while I’m out and about as well. I predict an increase in both the amount of music and large patches appearing on the graph. I hope LastGraph sticks around because it will be really interesting to create more of these graphs to compare over time.

H/T lots of people including Plasticbag and Somefool.