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Modern music is just noise. You can’t hear the words properly. Those electronic things aren’t proper instruments. Why is it all so loud? You can’t dance to this, not like in my day. This is your father speaking. It’s everyone’s father speaking. It may even be you speaking. Inter-generational arguments about the merits of popular music will never cease, but how has music really changed over time? Maybe data, rather than dads’ disapproval, holds the key to answering that question.

The Echo Nest is one of the more interesting music technology companies in 2013, with a database of more than one trillion data points about 35m songs from 2.6m artists, which it provides to digital music services from clear ballet stickers slipper stickers ballet slipper stickers planner stickers erin condren functional stickers nr881 companies including Spotify, Deezer, Rdio, Nokia and Vevo, along with tools to make sense of all this metadata, However, it also publishes its own research, including a series of blog posts this year about studies by its “data alchemist” Glenn McDonald, running tests on the 5,000 hotttest [sic] tracks from 1950 to 2013 to see how specific attributes – including energy, loudness, organicness, acousticness and mechanism – have changed over that time..

The results make for interesting, sometimes surprising reading (caveat: it’s popular songs, not a snapshot of all music). Here are some of the highlights, with each section title a link to the full blog post outlining the results. Is music happier or sadder?. Start with an examination of “valence” – a psychological term referring to happiness. Can you really measure a song’s happiness with an algorithm? The Echo Nest reckons you can, and in less than three seconds (“We have a music expert classify some sample songs by valence, then use machine-learning to extend those rules to all of the rest of the music in the world, fine tuning as we go”).

How does this valence attribute change over time from 1950 to the present day? “Apparently, regardless of decade, prominent musical styles, or any other factor, we pretty much always like our pop music, on average, right in the middle of happy and sad,” explains The Echo clear ballet stickers slipper stickers ballet slipper stickers planner stickers erin condren functional stickers nr881 Nest’s blog post, “Yes, we see a few spikes — the ’50s oscillated between happy or sad music being preferred — and we’ve seen a general trend towards lower emotional valence since right around the emergence of punk rock, which makes a certain kind of sense, However, overall, the emotional effect of our favorite music has tended right towards the ‘happy medium’ between happy and sad.”..

Is music more or less mechanistic?. The mechanism rating assesses whether a song sticks rigidly to a click track or drum machine, or is more organic and “tempo-wandering”. No big surprises here: the latter has become less evident (remember: in the 5,000 biggest tracks) over the years. “Popular music’s mechanism held pretty steady through the ’50s and ’60s, increasing slowly but steadily throughout the 70s, shooting way up during the ’80s (drum machines?) and a bit more in the ’90s (more drum machines?), mostly stabilizing after that, right up until the present day,” explains The Echo Nest’s blog post.

“In other words, music has gotten more mechanistic over the past few decades, but it has stopped getting even more mechanistic, Some people say that overly mechanistic music lacks a clear ballet stickers slipper stickers ballet slipper stickers planner stickers erin condren functional stickers nr881 human feel, Perhaps our popular music has gotten as mechanistic-sounding as it will get.”, Is music more or less acoustic?, Yes yes, there are a fair few banjo-plucking folk artists making it big in 2013, but on the whole, music has got less acoustic over the decades, thanks to the introduction of new technology. The Echo Nest rates songs by how many prominent acoustic sounds they have versus how electronic they are: acoustic guitars and tambourines versus synthesizers and drum machines, for example..

“Popular music started out fairly acoustic in the ’50s. After that, its “acousticness” declined steadily, decade after decade, mirroring technology’s integration into greater society at large,” explains its blog post. “You don’t have to be Skrillex to appreciate that music has gotten more electronic, of course. And, everybody knows that the ’80s saw a big rise in drum machines and synthesizer. We all have an instinctive sense that music has sounded more electronic, and less acoustic, over time. We can trust our ears, this time around.”.

Is music more or less organic?, This one seems obvious, and it is: music has become less ‘organic’ over time: that meaning more rhythmically precise and artificial sounding (not intended as a criticism, by me at least), The Echo Nest’s organicness attribute is a clear ballet stickers slipper stickers ballet slipper stickers planner stickers erin condren functional stickers nr881 combination of mechanism and acousticness, “The drum, metronome, drum machine, MIDI, samplers, and the rest — all of this, generally speaking, has represented a march away from looser, acoustic music, and towards tighter, electronically-derived music,” explains its blog post.”..

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