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	<title>Create Digital Music &#187; echo-nest</title>
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	<description>Making music with technology</description>
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		<title>Data+Music: Echo Nest and 7Digital on Discovery, Ping, and Social Music&#8217;s Future</title>
		<link>http://createdigitalmusic.com/2010/09/when-data-and-music-meet/</link>
		<comments>http://createdigitalmusic.com/2010/09/when-data-and-music-meet/#comments</comments>
		<pubDate>Mon, 20 Sep 2010 16:28:09 +0000</pubDate>
		<dc:creator>Peter Kirn</dc:creator>
				<category><![CDATA[News]]></category>
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		<guid isPermaLink="false">http://createdigitalmusic.com/?p=13572</guid>
		<description><![CDATA[Photo (CC-BY-ND) verityatthedisco. Remember the music industry? We used to talk about radio play and record deals. Now, we&#8217;re talking developers, APIs, and analytics. Of course, the test, now as then, is whether there&#8217;s actually substance for music listeners and artists. On Friday, we looked at Apple&#8217;s Ping and how, via TuneCore, artists who aren&#8217;t &#8230; <a class="btn read-more" href="http://createdigitalmusic.com/2010/09/when-data-and-music-meet/">Continue &#8594;</a>]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.flickr.com/photos/verityatthedisco/3776083741/" title="__________ by verityatthedisco, on Flickr"><img src="http://farm3.static.flickr.com/2551/3776083741_990b153cdd.jpg" width="500" height="333" alt="__________" /></a></p>
<div class="imgcaption">Photo (<a href="http://creativecommons.org/licenses/by-nd/2.0/deed.en">CC-BY-ND</a>) <a href="http://www.flickr.com/people/verityatthedisco/">verityatthedisco</a>.</div>
<p>Remember the music industry? We used to talk about radio play and record deals. Now, we&#8217;re talking developers, APIs, and analytics. Of course, the test, now as then, is whether there&#8217;s actually substance for music listeners and artists. On Friday, we looked at Apple&#8217;s Ping and how, via TuneCore, <a href="http://createdigitalmusic.com/2010/09/17/want-to-get-on-itunes-ping-tunecore-artist-ping-pages-go-live/">artists who aren&#8217;t Lady Gaga can get their own pages</a>. We also saw some vigorous discussion of TuneCore, which helps you get your music into &#8220;big bucket&#8221; sites like Amazon and iTunes, and SoundCloud, who together offer <a href="http://createdigitalmusic.com/2010/09/17/soundcloud-tunecore-get-your-music-sold-online/">integrated sharing and distribution</a>.</p>
<p>The Echo Nest is an unusual animal in this landscape, an &#8220;intelligent platform&#8221; for other tools built on machine listening. Via algorithms that analyze music and try to absorb human knowledge about music, Echo Nest powers apps that do everything from matching beats to workouts to tracking data for artists and labels. They even apply natural language algorithms to try to absorb text about music, meaning a robot may be &#8230; listening to &#8230; everything I say. Okay, moving on&#8230; (This leads to some interesting sci fi scenarios&#8230; No! Robot! Obey your master! You will NOT harm Katy Perry!) Check out <a href="http://the.echonest.com/platform/how-it-works/">how it works</a>.</p>
<p>The latest news from Echo Nest: they&#8217;re partnering with online store 7Digital to connect all that data with some actual music sales opportunities. The result: a <strong>DIY online music store platform</strong>. Developers can create their own applications and music sales websites, drawing on all of the intelligent data on music from Echo Nest &#8211; from machine-analyzed news feeds to musical attributes of individual tracks &#8211; with the 7Digital store. 7Digital is now up to 10 million songs, with art, previews, and sales.  And whereas a lot of deals (like Ping) are closed, in this case the &#8220;product&#8221; is actually a toolkit that relies on developers to do interesting things. Whether or not this particular idea gets traction, that&#8217;s an interesting shift in models.</p>
<p>If you&#8217;re skeptical about those machine algorithms, you&#8217;ll be gratified to know even Echo Nest&#8217;s own Brian Whitman <a href="http://createdigitalmusic.com/2010/09/06/apples-ping-is-dead/">conceded around the Ping launch</a> that he has &#8220;a strong aversion to music recommenders and music similarity services.&#8221; And Whitman knows his stuff &#8211; he&#8217;s an MIT Media Lab PhD and co-founder of the company. But there&#8217;s no saying this has to be limited to recommendations &#8211; as those jogging apps that analyze tempo illustrate.</p>
<p>I spoke to Echo Nest to find out more about the new offering, and to see what they think about other trends, like Apple&#8217;s much-hyped &#8211; then much-criticized &#8211; Ping.</p>
<p>Jim Lucchese of Echo Nest and developer Paul Lamere respond.<span id="more-13572"></span></p>
<p><strong>CDM: How do the two APIs fit together? That is, given that The Echo Nest and 7digital each have their own open APIs to begin with, what&#8217;s unique here about the joint offering?</strong></p>
<p>Paul: We&#8217;ve incorporated 7Digital Artist and song IDs into our <a href="http://musicmachinery.com/2010/02/10/introducing-project-rosetta-stone/">Rosetta stone system</a>. <em>[Ed. As the name implies, that's a mechanism for translating all the different ID numbers used by music databases for tracking songs, since there's no universal numbering system for music.]</em></p>
<p>This means that developers can use 7Digital Artist and Song IDs with our APIs, and can instruct our APIs to return 7Digital IDs.  </p>
<p>In addition, all Echo Nest results can be limited to the 7Digital ID space. This is useful for tasks such as search and artist similarity. For instance, we can limit the results of an artist similarity query to include just artists that are in the 7Digital catalog.</p>
<p>We have also applied the Echo Nest analyzer to each of the 10 million or so 7Digital tracks. This means that we have a very detailed understanding of what every song in the 7Digital catalog sounds like.  We know the tempo, mode, key, time signature. We have a detailed understanding of the loudness profile of the song and of the rhythm structure of the song, we know where all the bars, beats and tatums are.  We have a detailed understanding of the harmonic and timbral content of each of the  songs.   With the Echo Nest / 7Digital partnership, developers can get access to this detailed analysis for any of the 7Digital tracks and use this analysis for all sorts of apps.</p>
<p>The Analysis data allows developers to create interesting playlists using the new Echo Nest Playlist API based on the 7Digital catalog.  For instance, a developer could create a playlist of songs by artists similar to Lady Gaga with a tempo between 120 and 135 BPMs.  You can read more about the playlisting API on my blog [Music Machinery]:</p>
<p><a href="http://musicmachinery.com/2010/09/02/is-that-a-million-songs-in-your-pocket-or-are-you-just-glad-to-see-me/">Is that a million songs in your pocket, or are you just glad to see me?</a><br />
<a href="http://developer.echonest.com/docs/v4/playlist.html">Echo Nest Playlist API Methods</a></p>
<p><strong>Is this something that might become relevant to other stores, too &#8212; provided, of course, they were as open as 7digital is with their data?</strong></p>
<p>Jim: We expect so, though we&#8217;ve found that 7Digital is definitely the most forward-thinking around open API access and developer offerings.</p>
<p><strong>You mentioned that monetization for developers could be a big draw. How does that work &#8212; is it simply a 7digital affiliate program, essentially?</strong></p>
<p>Jim: Yes.  It&#8217;s like an uber affiliate network of developers.  Sell tracks through your app and get a cut of each sale.</p>
<p><a href="http://www.flickr.com/photos/thomasbonte/4956296333/" title="The Echo Nest workshop by thomasbonte, on Flickr"><img src="http://farm5.static.flickr.com/4112/4956296333_3aecd17a1e.jpg" width="500" height="333" alt="The Echo Nest workshop" /></a></p>
<div class="imgcaption">Paul addresses London&#8217;s Music Hack Day earlier this month, showing off all the machine listening and reading APIs can do. Photo (<a href="http://creativecommons.org/licenses/by/2.0/deed.en">CC-BY</a>) <a href="http://www.flickr.com/people/thomasbonte/">Thomas Bonte</a>.</div>
<p><strong>What sorts of applications do you imagine this might encourage?</strong></p>
<p>Paul: I see a wide range of possibilities here:</p>
<ul>
<li><strong>Music discovery apps</strong> &#8211; given the deep data that Echo Nest has about music coupled with the content that 7Digital can provide will make it much easier for developers to create new music discovery and exploration apps &#8211; think of a next generation of <a href="http://techno.org/electronic-music-guide/">Ishkur&#8217;s guide to electronic music</a><br />
[4], or <a href="http://musicovery.com/index.php?ct=us">musicovery</a> [mood-based radio search]</li>
<li><strong>Music listening apps</strong> &#8211; Applications that help people listen to music &#8211; for instance I can imagine a pandora-style app that gives the user more control over the listening experience &#8211; &#8216;more music like this but with more energy&#8217; or &#8216;give me music by hair metal bands from the 70s that are from the UK&#8217;</li>
<li><strong>Music Interaction apps</strong> &#8211; since developers have access to a detailed analysis of each track,  it would be possible for developers to create interesting music visualizers that respond to the music
</li>
<li><strong>Apps that we can&#8217;t even think of</strong> &#8211; never underestimate the creativity of a developer &#8211; someone will create something that we can&#8217;t think of around music that we can&#8217;t even imagine now, but will become a big part of our music experience.</li>
</ul>
<p><strong>Artists are becoming increasingly excited about engaging these platforms themselves, particularly as many of them get more savvy about development and use independent distribution to get their work out there. Is there a place for music makers to do something with this kind of technology?</strong></p>
<p>Paul: That&#8217;s a big question &#8211; some areas where platforms like 7Digital/Echo Nest platform will be relevant to artists are:</p>
<ul>
<li><strong>Interactive media</strong> &#8211; the recent Arcade Fire interactive video &#8216;<a href="http://www.thewildernessdowntown.com/">The Wilderness Downtown</a>&#8216;  is an excellent example of the type of interactive app that artists will be able to create on top of platforms like 7Digital/Echo Nest/</li>
<li><strong>Analytics about fans</strong> &#8211; artists are spending more time figuring out how to market their music. APIs around data about who is listening to, going to shows, or writing about an artist will be very useful for artists</li>
</ul>
<p><strong>What about the end user (that is, the listener) &#8211; what will this allow a music lover to do that they couldn&#8217;t before?</strong></p>
<p>Paul: As the music app space developers, we will see better applications for music discovery and exploration.  A music lover will be able to find more interesting music that they will like.</p>
<p>Music listening apps can be greatly improved with access to all of the contextual information about the artist and the song, along with recommendations for other artists And you can see context-dependent playlisting &#8211; a user could create a &#8216;jogging&#8217; playlist that has songs at just 135 BPM, or a high school reunion playlist of pop songs from 1985.</p>
<p><a href="http://www.flickr.com/photos/ckelly/4207205568/" title="Team Echo Nest Track Suits by ckelly, on Flickr"><img src="http://farm3.static.flickr.com/2756/4207205568_6eecf8221a.jpg" width="500" height="375" alt="Team Echo Nest Track Suits" /></a></p>
<div class="imgcaption">The Echo Nest developer team. Photo (<a href="http://creativecommons.org/licenses/by/2.0/deed.en">CC-BY</a>) <a href="http://www.flickr.com/photos/ckelly/">Chris Kelly</a>.</div>
<p><strong>One of the things that struck me about Apple&#8217;s Ping announcement was that &#8211; while we&#8217;re waiting on information about any potential API &#8211; the general sense was of something pretty walled-off, specific to just their store, in the client software, and not connected to the Web and across platforms. Do you see a contrast in philosophy here?</p>
<p>Also, the initial reaction of the press surprised me; the first response was that Apple&#8217;s installed user base would just wipe everyone else out. I disagree, but how do you see open offerings like this fitting into (or providing alternatives to, or both) that Apple ecosystem? </strong></p>
<p>Paul: There&#8217;s no question that Apple&#8217;s installed base makes their foray into social music a significant event. Millions of people who would never think of visiting a social music site like Last.fm  will now become part of a social music network. That will be good. Music is very social, and one of the best ways to discovery new music is through one&#8217;s friends.  However, social music systems can have some problems: Feedback loops, decreasing diversity in listening, susceptibility to hacking,  schilling and spamming, and the cold start problem (where new artists have no way to break into the listening rotation) are all issues that plague social recommender systems.</p>
<p>Systems that can draw on multiple sources of data &#8211; social data, plus other data like curated reviews, blog posts and the content of the music itself can provide a way to avoid the problems inherent in social-only systems.  I think that music discovery applications that are built on broad sets of data (like we are building here at the Echo Nest) will ultimately do a better job in helping people finding new music.</p>
<p>The most interesting possibility I see with the opening up of all the different music-oriented APIs is the emergence of a thriving music application developer community &#8211; (like we are starting to see coming out of the Music Hack Days).  This developer community is ultra creative and they love music. They love to listen to it, and they love to create it.  I am convinced that these developers are going to have as much of an impact on the future of music as the iPod did. These developers will be creating the applications that will help all of us to create, to discover, to interact with and to listen to music.</p>
<div style="float: right; margin-left: 10px;"><a href="http://twitter.com/share?url=http://createdigitalmusic.com/2010/09/when-data-and-music-meet/&via=cdmblogs&text=Data+Music: Echo Nest and 7Digital on Discovery, Ping, and Social Music's Future&related=:&lang=en&count=horizontal" class="twitter-share-button">Tweet</a><script type="text/javascript" src="http://platform.twitter.com/widgets.js"></script></div><div style="float: right; margin-left: 10px;"><a href="http://twitter.com/share?url=http://createdigitalmusic.com/2010/09/when-data-and-music-meet/&via=cdmblogs&text=Data+Music: Echo Nest and 7Digital on Discovery, Ping, and Social Music's Future&related=:&lang=en&count=horizontal" class="twitter-share-button">Tweet</a><script type="text/javascript" src="http://platform.twitter.com/widgets.js"></script></div><div class='wpfblike' style='height: 40px;'><iframe src='http://www.facebook.com/plugins/like.php?href=http://createdigitalmusic.com/2010/09/when-data-and-music-meet/&amp;layout=default&amp;show_faces=false&amp;width=400&amp;action=like&amp;colorscheme=light&amp;send=false' scrolling='no' frameborder='0' allowTransparency='true' style='border:none; overflow:hidden; width:400px;'></iframe></div>]]></content:encoded>
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		<slash:comments>7</slash:comments>
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		<title>Don&#8217;t Mean A Thing: Swinger Adds Swing to Anything</title>
		<link>http://createdigitalmusic.com/2010/05/dont-mean-a-thing-swinger-adds-swing-to-anything/</link>
		<comments>http://createdigitalmusic.com/2010/05/dont-mean-a-thing-swinger-adds-swing-to-anything/#comments</comments>
		<pubDate>Fri, 28 May 2010 09:12:39 +0000</pubDate>
		<dc:creator>Peter Kirn</dc:creator>
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		<guid isPermaLink="false">http://createdigitalmusic.com/?p=11179</guid>
		<description><![CDATA[Photo (CC) John Manoogian III. Wish you could make any track swing? Tristan Jehan, grad of the MIT Hyperinstruments Group and c0-founder of The Echo Nest, made that happen at San Francisco&#8217;s Music Hack Day. The Python code uses the Echo Nest&#8217;s sound-processing magic, available to the world via open Web APIs, in order to &#8230; <a class="btn read-more" href="http://createdigitalmusic.com/2010/05/dont-mean-a-thing-swinger-adds-swing-to-anything/">Continue &#8594;</a>]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.flickr.com/photos/jm3/258581967/sizes/m/"><img src="http://farm1.static.flickr.com/86/258581967_1f827f93fb.jpg"></a></p>
<div class="imgcaption">Photo (<a href="http://creativecommons.org/licenses/by-sa/2.0/deed.en">CC</a>) <a href="http://www.flickr.com/people/jm3/">John Manoogian III</a>.</div>
<p>Wish you could make any track swing? <a href="http://web.media.mit.edu/~tristan/">Tristan Jehan</a>, grad of the MIT Hyperinstruments Group and c0-founder of <a href="http://www.echonest.com/">The Echo Nest</a>, made that happen at San Francisco&#8217;s Music Hack Day. The Python code uses the Echo Nest&#8217;s sound-processing magic, available to the world via open Web APIs, in order to analyze tracks and re-synthesize them in swing form. The results are &#8212; well, somewhat terrifying, though in a cool way.</p>
<p>Paul Lamere of Music Machinery points this our way and <a href="http://musicmachinery.com/2010/05/21/the-swinger/">has a ton of examples</a> on his terrific, sound geek-friendly blog. (The post must have captured people&#8217;s imagination, as it&#8217;s spread virally online, but I know this is the only site you read &#8212; right?)</p>
<p>The swing is definitely of the consistent/mechanical variety, but &#8230; well, it does serve to prove that not everything <em>should</em> swing, but anything <em>can</em>.</p>
<p>My picks for the trippiest examples:</p>
<p><object height="81" width="100%"><param name="movie" value="http://player.soundcloud.com/player.swf?url=http%3A%2F%2Fsoundcloud.com%2Fplamere%2Fswinging-sandman&#038;&#038;color=ff7700"></param><param name="allowscriptaccess" value="always"></param><embed allowscriptaccess="always" height="81" src="http://player.soundcloud.com/player.swf?url=http%3A%2F%2Fsoundcloud.com%2Fplamere%2Fswinging-sandman&#038;&#038;color=ff7700" type="application/x-shockwave-flash" width="100%"></embed></object><span><a href="http://soundcloud.com/plamere/swinging-sandman">Enter Sandman- the Swing Version</a> by <a href="http://soundcloud.com/plamere">plamere</a></span></p>
<p><object height="81" width="100%"><param name="movie" value="http://player.soundcloud.com/player.swf?url=http%3A%2F%2Fsoundcloud.com%2Fplamere%2Faround-the-world-the-swing-version&#038;&#038;color=ff7700"></param><param name="allowscriptaccess" value="always"></param><embed allowscriptaccess="always" height="81" src="http://player.soundcloud.com/player.swf?url=http%3A%2F%2Fsoundcloud.com%2Fplamere%2Faround-the-world-the-swing-version&#038;&#038;color=ff7700" type="application/x-shockwave-flash" width="100%"></embed></object><span><a href="http://soundcloud.com/plamere/around-the-world-the-swing-version">Around the World &#8211; the swing version</a> by <a href="http://soundcloud.com/plamere">plamere</a></span></p>
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		<slash:comments>14</slash:comments>
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		<title>Music Hackday Goodies: Robot-Driven Radio, Free Chordal Synth, Lyrics by Decade, More</title>
		<link>http://createdigitalmusic.com/2009/07/music-hackday-goodies-robot-driven-radio-free-chordal-synth-lyrics-by-decade-more/</link>
		<comments>http://createdigitalmusic.com/2009/07/music-hackday-goodies-robot-driven-radio-free-chordal-synth-lyrics-by-decade-more/#comments</comments>
		<pubDate>Tue, 14 Jul 2009 12:00:55 +0000</pubDate>
		<dc:creator>Peter Kirn</dc:creator>
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		<description><![CDATA[The Music Bore &#8211; Video 2 from Nicholas Humfrey on Vimeo. &#8220;I&#8217;m sorry, Dave, I can&#8217;t allow you to listen to Coldplay.&#8221; What would radio be like if playlists were not only robotic, but had robot DJs pulling information from the Interwebs dynamically? That&#8217;s the question asked by the winning team at London&#8217;s Music Hackday &#8230; <a class="btn read-more" href="http://createdigitalmusic.com/2009/07/music-hackday-goodies-robot-driven-radio-free-chordal-synth-lyrics-by-decade-more/">Continue &#8594;</a>]]></description>
			<content:encoded><![CDATA[<p><object width="579" height="362"><param name="allowfullscreen" value="true" /><param name="allowscriptaccess" value="always" /><param name="movie" value="http://vimeo.com/moogaloop.swf?clip_id=5561292&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=1&amp;color=CC0000&amp;fullscreen=1" /><embed src="http://vimeo.com/moogaloop.swf?clip_id=5561292&amp;server=vimeo.com&amp;show_title=1&amp;show_byline=1&amp;show_portrait=1&amp;color=CC0000&amp;fullscreen=1" type="application/x-shockwave-flash" allowfullscreen="true" allowscriptaccess="always" width="579" height="362"></embed></object>
<p><a href="http://vimeo.com/5561292">The Music Bore &#8211; Video 2</a> from <a href="http://vimeo.com/user481076">Nicholas Humfrey</a> on <a href="http://vimeo.com">Vimeo</a>.</p>
<p>&#8220;I&#8217;m sorry, Dave, I can&#8217;t allow you to listen to Coldplay.&#8221;</p>
<p>What would radio be like if playlists were not only robotic, but had robot DJs pulling information from the Interwebs dynamically? That&#8217;s the question asked by the winning team at London&#8217;s Music Hackday last weekend, which created an epic mashup of data sources to produce a voice-synthesized IRC chatbot that researches and plays music for you.</p>
<p><a href="http://musichackday.org/hacks.php?page=MusicBore">Music Bore</a></p>
<p>Music Bore was just one of a number of projects developed in the weekend of musical hacking, some for listening, and at least one (a fantastic and free synth plug-in) for what we really like &#8211; production. With some of the world&#8217;s top musical coders in attendance, the results were amazing, even if not all projects were entirely finished. (Hey, that&#8217;s why they call it hacking.)</p>
<p>You can check out the <a href="http://musichackday.org/info/Hacks">full list on the wiki</a>, but here are some favorites &#8212; and if you were there, do shout out to us as you put more documentation up of the event and projects.</p>
<p><img src="http://createdigitalmusic.com/files/2009/07/HARMONYBOX.jpg" alt="HARMONYBOX" title="HARMONYBOX" width="580" height="362" class="alignnone size-full wp-image-6486" /><span id="more-6485"></span></p>
<p><strong>Harmony Box</strong> by Dave and Mike is a synth plug-in for Mac (AU/VST) and Windows (VST, thus also Linux) that quickly creates lovely chords. I love the simplicity of the instrument &#8211; really lovely work, gents &#8211; and I think I may actually use it on a project. They accept donations if you&#8217;d like to see this instrument mature. Of course, with everyone else doing Web mash-ups, this didn&#8217;t win, but it&#8217;s more up our alley. (Web 2.0 &#8211; meh, whatever.)</p>
<div style="font-size: 11px;"><object height="129" width="100%"><param name="movie" value="http://a1.soundcloud.com/player.swf?track=second-clip&#038;remote_addr=208.120.15.158&#038;referer=http%3A%2F%2Fdavenoise.com%2Fblog%2F?track=second-clip&#038;remote_addr=208.120.15.158&#038;referer=http%3A//davenoise.com/blog/"></param><param name="wmode" value="transparent"></param><param name="allowscriptaccess" value="always"></param><embed allowscriptaccess="always" height="129" src="http://a1.soundcloud.com/player.swf?track=second-clip&#038;remote_addr=208.120.15.158&#038;referer=http%3A%2F%2Fdavenoise.com%2Fblog%2F?track=second-clip&#038;remote_addr=208.120.15.158&#038;referer=http%3A//davenoise.com/blog/" type="application/x-shockwave-flash" width="100%" wmode="transparent"></embed></object>
<div style="padding-top: 5px;"><a href="http://soundcloud.com/codezero/second-clip/">Second Clip</a> by <a href="codezero">CodeZero</a></div>
</div>
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<div style="padding-top: 5px;"><a href="http://soundcloud.com/codezero/clip-3-1/">Clip 3</a> by <a href="codezero">CodeZero</a></div>
</div>
<p>The synth has its own project blog:<br />
<a href="http://davenoise.com/blog/">http://davenoise.com/blog/</a></p>
<p>Other winners (in our book, and as recommended by Harmony Box co-creator Dave Gamble):</p>
<p><strong><a href="http://musichackday.org/hacks.php?page=LonelyHarps">LonelyHarps</a></strong> by Jamie Hollingworth and David Padbury is a Last.fm-based tool concept that helps you find dates &#8211; and choose the right tracks to set the mood &#8211; using music for compatibility. And, really, do you really want to date someone who doesn&#8217;t have musically compatible tastes? (I&#8217;m sure it&#8217;s just because they spotted lots of hotties on Last.fm, but&#8230;) The only bad news: the app didn&#8217;t actually get fully made yet, but we&#8217;ll stay tuned, gents. They do have impressive-looking formulas.</p>
<p><img src="http://createdigitalmusic.com/files/2009/07/1980s_cloud.jpg" alt="1980s_cloud" title="1980s_cloud" width="580" height="334" class="alignnone size-full wp-image-6489" /></p>
<p><strong><a href="http://musichackday.org/hacks.php?page=Music+Zeitgeist">Music Zeitgeist</a></strong> by Cristiano Betta visualizes lyrics by decade, such as the 1980s, above. (Yeah, it was all about wanting and karma, the 80s.) <a href="http://zeitgeist.cristianobetta.com/">Check out the project directly</a>.</p>
<p><strong><a href="http://musichackday.org/index.php?page=Theremag">Theremag</a></strong> by Jono Cole and Jonty Wareing of Last.fm is actually the app I most want to see, but there&#8217;s no documentation yet. It&#8217;s a Theremin emulator on the Google Android-based HTC G1, with an unusual sensor &#8212; the built-in magnetometer (the one that normally acts as the compass) which was used to pitch-bend Michael Jackson. Once they get documentation up, expect to see it here. (I love that magnet sensor, too. Good fun.)</p>
<p><img src="http://createdigitalmusic.com/files/2009/07/mhd-imv.jpg" alt="mhd-imv" title="mhd-imv" width="200" height="382" class="alignright size-full wp-image-6492" align="right" hspace="10" /><strong><a href="http://musichackday.org/index.php?page=iPhone+Music+Visualiser">iPhone Music Visualizer</a></strong> by George J Cook and Matt Biddulph grabs Soundcloud files, analyzes them with Echonest (which recently got an iPhone-friendly Cocoa API), and then plays them back with a visualizer. It looks like a great place to get started if you&#8217;re planning on building something similar yourself. </p>
<p>In fact, it&#8217;s well worth checking out the wiki not only because some of the projects have (okay, sometimes-sloppy) source code, but point you at the resources you&#8217;d need to tackle something like this yourself if you&#8217;re a coder. And the event prompted a lot of folks from Last.fm to Echonest and BBC and others to get their APIs together.</p>
<p>It&#8217;s a terrific idea, and it sounds like we need another music hackday here. (Press releases, ahem, claimed this was the &#8220;first&#8221; music hackday, even though we&#8217;ve done a <a href="http://hackday.noisepages.com">global event ourselves</a>, but who cares &#8212; let&#8217;s do more!) </p>
<p>New York would make a nice base of operations for a similar event because a lot of folks with interesting APIs are here (or in nearby East Coast towns), but I think it&#8217;d be great to get more people online and not just in one locale.</p>
<p>What think you, sirs and madames? Tips on how we could make an online event work?</p>
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		<title>Can Rhythmic Analysis Demonstrate the Use of Robotic Beats?</title>
		<link>http://createdigitalmusic.com/2009/03/can-rhythmic-analysis-demonstrate-the-use-of-robotic-beats/</link>
		<comments>http://createdigitalmusic.com/2009/03/can-rhythmic-analysis-demonstrate-the-use-of-robotic-beats/#comments</comments>
		<pubDate>Tue, 10 Mar 2009 21:56:02 +0000</pubDate>
		<dc:creator>Peter Kirn</dc:creator>
				<category><![CDATA[News]]></category>
		<category><![CDATA[analysis]]></category>
		<category><![CDATA[api]]></category>
		<category><![CDATA[click-track]]></category>
		<category><![CDATA[echo-nest]]></category>
		<category><![CDATA[history]]></category>
		<category><![CDATA[music-history]]></category>
		<category><![CDATA[recording]]></category>
		<category><![CDATA[remix]]></category>
		<category><![CDATA[rhythm]]></category>
		<category><![CDATA[SDK]]></category>
		<category><![CDATA[theory]]></category>
		<category><![CDATA[trends]]></category>
		<category><![CDATA[Web]]></category>
		<category><![CDATA[web-2.0]]></category>

		<guid isPermaLink="false">http://createdigitalmusic.com/?p=5270</guid>
		<description><![CDATA[Photo (CC) Nigel Appleton. News may filter through Boing Boing, Slashdot, and Reddit &#8211; and certainly, this story already has. But oddly, I learned of this item when I happened to meet up with the blog item&#8217;s author in Somerville, Massachusetts. He has digital analysis he believes may prove that a track was recorded to &#8230; <a class="btn read-more" href="http://createdigitalmusic.com/2009/03/can-rhythmic-analysis-demonstrate-the-use-of-robotic-beats/">Continue &#8594;</a>]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.flickr.com/photos/nigelappleton/3286060846/"><img src="http://farm4.static.flickr.com/3330/3286060846_9537faafa4.jpg?v=0"></a></p>
<div class="imgcaption">Photo (<a href="http://creativecommons.org/licenses/by-nc-nd/2.0/deed.en">CC</a>) <a href="http://www.flickr.com/photos/nigelappleton/">Nigel Appleton</a>.</div>
<p>News may filter through Boing Boing, Slashdot, and Reddit &#8211; and certainly, this story already has. But oddly, I learned of this item when I happened to meet up with the blog item&#8217;s author in Somerville, Massachusetts. He has digital analysis he believes may prove that a track was recorded to a click track.</p>
<p>Paul Lamere is a developer at Echo Nest, a brainy think-tank of music geeks developing new ways of processing musical metadata in the cloud. Whereas services like Last.fm focus mainly on content and community, Echo Nest&#8217;s API wants to make the computers in the cloud smarter about how they listen to your music. We&#8217;ve had a look at their work twice before:</p>
<p><a href="http://createdigitalmusic.com/2008/12/29/all-christmas-music-boiled-down-to-sixteen-droning-singles/">All Christmas Music, Boiled Down to Sixteen Droning Singles</a><br />
<a href="http://createdigitalmusic.com/2008/04/01/musical-brain-api-an-api-for-music-on-the-web-and-it-makes-pretty-pictures/">Musical Brain API: An API for Music on the Web &#8211; And it Makes Pretty Pictures</a></p>
<p>The Remix API crunches data about rhythmic information at a number of levels. Since we first saw it, that API has led to an SDK (read: something you can program more directly), all assembled in Python. The Python-based SDK is now capable of creating the world&#8217;s most unlistenable mash-ups, among other things &#8211; some oddly compelling. On Friday, I got to listen to tunes with every other eighth note removed and Michael Jackson crossed with tunes &#8211; that is, until the programmers in the office started to complain because they were about to lose their mind. (Echo Nest uses a Sonos system to pipe music office-wide. I hope we can give you a preview of those clips soon.) </p>
<p><a href="http://developer.echonest.com/docs/method/remix/">Remix SDK</a> (currently Python)</p>
<p>But perhaps the most interesting thing this team has done so far is Paul&#8217;s work on plotting rhythmic analysis. Plots of tempo deviation, measured in beat durations, yield two interesting revelations:</p>
<p><a href="http://musicmachinery.com/2009/03/02/in-search-of-the-click-track/">In search of the click track</a> [Music Machinery]</p>
<p>1. Much of the music you know has a <em>lot</em> of rhythmic variation. (Dizzy Miss Lizzie by the Beatles, anyone? No Ringo Starr jokes, please.)</p>
<p>2. A lot of the other music has disturbingly <em>little</em> rhythmic variation.<span id="more-5270"></span></p>
<p><img src="http://createdigitalmusic.com/files/2009/03/clickgraphs.jpg"></p>
<div class="imgcaption">As rhythmically flat as GarageBand: Britney Spears, right. (Beatles at left.)</div>
<p>Yes, indeed, the use of click tracks (and, I suspect, metronomes, drum machines, quantized loops, and the whole lot) seems to be sucking some of the rhythmic spice out of music. You&#8217;ve already heard complaints about the &#8220;loudness wars&#8221; that have quantized out dynamic range. But, after decades of drum machines and digital tech, there&#8217;s surprisingly little complaint about quantized rhythmic values. Okay, perhaps I should scratch that &#8211; some people complain an awful lot. What we haven&#8217;t had until now is a visual representation of what&#8217;s going on.</p>
<p><strong>Note/update:</strong> Just for the record, I&#8217;m not opposed to quantized beats. We&#8217;re very big fans of techno around here. The post Paul wrote begins, &#8220;Sometime in the last 10 or 20 years,  rock drumming has changed.&#8221; Note, <em>rock</em> drumming. I think there are all sorts of rhythmic possibilities in different musical expressions.</p>
<p>I could go on, but I&#8217;m not having a very smart day. (The evening pot of coffee is on; I have high hopes.) Instead, I&#8217;m curious what people think of Paul&#8217;s methodology. This was just a programmer working along a line of thought with some experimental code, so I&#8217;m sure he doesn&#8217;t claim this to be an entirely scientific method. But that said, do you think his conclusions are correct? Is there more to be said about this subject?</p>
<p>For that matter, would there be a way to do more scientific work along these lines?</p>
<p>As for the engine that powered this: the Remix API and SDK from Echo Nest should be capable of quite a lot more, from gorgeous animated visualizations like the album art for Matmos we saw last year to unusual, new collaborative Web remix apps. The one catch is the analysis must be performed on their servers, so it&#8217;s not something you can apply without sending your content to the cloud &#8211; but you do get the metadata back, so I still think some sort of self-remixing applications might be possible, too. I&#8217;m eager to see a Java version of the SDK and not just Python, because that&#8217;d make it easier to add 3D elements or work with tools like Processing. Can I get an amen?</p>
<p>Well worth checking out Paul&#8217;s blog for lots of commentary on a variety of musical enthusiast topics:<br />
<a href="http://musicmachinery.com/">Music Machinery</a></p>
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