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	<title>Musicmetric - professional music analytics &#187; analysis</title>
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	<link>http://www.musicmetric.com</link>
	<description>Musicmetric tracks what is happening to music online. We do this by data mining the web,  we crawl and analyse tens of thousands of pages per day, and monitor thousands of live data  sources and p2p networks to deliver a fully featured music analytics platform.</description>
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		<title>SXSW: The Asteroids Galaxy Tour</title>
		<link>http://www.musicmetric.com/2010/03/sxsw-the-asteroids-galaxy-tour/</link>
		<comments>http://www.musicmetric.com/2010/03/sxsw-the-asteroids-galaxy-tour/#comments</comments>
		<pubDate>Thu, 11 Mar 2010 15:36:40 +0000</pubDate>
		<dc:creator>nick</dc:creator>
				<category><![CDATA[analysis]]></category>
		<category><![CDATA[example data]]></category>
		<category><![CDATA[regular]]></category>
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		<guid isPermaLink="false">http://www.musicmetric.com/?p=269282089</guid>
		<description><![CDATA[According to the World Map of Happiness Denmark is officially &#8220;the happiest place in the world&#8221;. Perhaps that&#8217;s why it&#8217;s second biggest export after bacon is infectiously happy pop music&#8230;.
The [...]]]></description>
			<content:encoded><![CDATA[<p>According to the <a href="http://www2.le.ac.uk/ebulletin/news/press-releases/2000-2009/2006/07/nparticle.2006-07-28.2448323827" target="_blank">World Map of Happiness</a> Denmark is officially &#8220;the happiest place in the world&#8221;. Perhaps that&#8217;s why it&#8217;s second biggest export after bacon is infectiously happy pop music&#8230;.</p>
<p style="text-align: left;">The latests of these exports is <a href="http://www.myspace.com/theasteroidsgalaxytour" target="_blank">The Asteroids Galaxy Tour</a>.</p>
<p style="text-align: left;">Following in the footsteps of other Danish artists such as <strong>Aqua</strong> and <strong>Alphabeat</strong>; <strong>The Asteroids</strong>, (for short) have taken their brand of Danish Pop global. Check the geographical spread of bit torrent downloads for their album <em>Fruit (2009)</em>.</p>
<div id="attachment_269282096" class="wp-caption aligncenter" style="width: 490px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Fruit-Map-Downloads.jpg" rel="lightbox[269282089]"><img class="size-full wp-image-269282096 " title="Fruit (Album) Map Downloads" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Fruit-Map-Downloads.jpg" alt="From Denmark to the World - Click to Expand " width="480" height="360" /></a><p class="wp-caption-text">From Denmark to the World - Click to Expand </p></div>
<p style="text-align: left;">
<p style="text-align: left;">As you can see from the below bar graph they have a strong following in America, again this is based on bit torrent downloads of their album <em>Fruit (2009)</em> . With their home country only appearing 7th on the list it appears they have a home from home in America, no wonder they&#8217;re doing three dates at SXSW&#8230;</p>
<p style="text-align: center;">
<div id="attachment_269282132" class="wp-caption aligncenter" style="width: 490px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/TopRegions-Fruit-Downloads.jpg" rel="lightbox[269282089]"><img class="size-full wp-image-269282132 " title="Fruit Album Downloads - Top Countries" src="http://www.musicmetric.com/wp-content/uploads/2010/03/TopRegions-Fruit-Downloads.jpg" alt="Home from Home - Click to Expand" width="480" height="360" /></a><p class="wp-caption-text">Home from Home - Click to Expand</p></div>
<p style="text-align: center;">
<p style="text-align: left;">They not only appeal to a wide number of nationalities but also a wide number of ages. Their strongest following maybe in the under 20&#8217;s but they have quite a wide age spread. Here&#8217;s their age spread alongside Katy Perry who they recently supported on a tour of Europe.</p>
<p style="text-align: left;">You can see that <strong>Katy Perry</strong> has quite a narrow peak focused around the mid 20&#8217;s age range, but interestingly <strong>The Asteroids Galaxy Tour</strong> have a much wider age spread focused around the under 20&#8217;s.</p>
<p style="text-align: center;">
<div id="attachment_269282130" class="wp-caption aligncenter" style="width: 490px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/TAGTvsKatyPerry.jpg" rel="lightbox[269282089]"><img class="size-full wp-image-269282130 " title="TAGT vs Katy Perry" src="http://www.musicmetric.com/wp-content/uploads/2010/03/TAGTvsKatyPerry.jpg" alt="Under 18's to Over 30's - Click to Expand" width="480" height="360" /></a><p class="wp-caption-text">Under 18&#39;s to Over 30&#39;s - Click to Expand</p></div>
<p style="text-align: left;">
<p>And their gender split isn&#8217;t bad either&#8230;</p>
<div id="attachment_269282118" class="wp-caption aligncenter" style="width: 496px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Gender.jpg" rel="lightbox[269282089]"><img class="size-full wp-image-269282118     " title="Gender Split" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Gender.jpg" alt="Not just for women - Click to Expand" width="486" height="365" /></a><p class="wp-caption-text">Not just for women - Click to Expand</p></div>
<p style="text-align: center;">
<p>Perhaps this universal appeal is why their biggest online following is not found on <strong>MySpace</strong> or <strong>Facebook</strong> but on <strong>LastFM</strong>. Clearly The Asteroids infectiously catchy pop music is a big hit with the <strong>LastFM</strong> listeners.</p>
<p style="text-align: center;">
<div id="attachment_269282120" class="wp-caption aligncenter" style="width: 490px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Total.jpg" rel="lightbox[269282089]"><img class="size-full wp-image-269282120 " title="Total Fans" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Total.jpg" alt="LastFM is first choice - Click to Expand" width="480" height="360" /></a><p class="wp-caption-text">LastFM is first choice - Click to Expand</p></div>
<p style="text-align: left;">
<p style="text-align: left;">You can catch Denmark&#8217;s hottest, newest, most appealing export at SXSW on these dates and who knows you may be lucky enough to bump into one of the <strong>Musicmetric Crew!</strong></p>
<p style="text-align: left;">17 Mar &#8211; Austin, TX: Emo&#8217;s Annex</p>
<p style="text-align: left;">18 Mar &#8211; Austin, TX: Vice</p>
<p style="text-align: left;">19 Mar &#8211; Austin, TX: Beso Cantina</p>
]]></content:encoded>
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		<title>SXSW: Band of Skulls</title>
		<link>http://www.musicmetric.com/2010/03/sxsw-band-of-skulls/</link>
		<comments>http://www.musicmetric.com/2010/03/sxsw-band-of-skulls/#comments</comments>
		<pubDate>Wed, 10 Mar 2010 16:56:52 +0000</pubDate>
		<dc:creator>nick</dc:creator>
				<category><![CDATA[analysis]]></category>
		<category><![CDATA[example data]]></category>
		<category><![CDATA[regular]]></category>
		<category><![CDATA[app]]></category>
		<category><![CDATA[Band of Skulls]]></category>
		<category><![CDATA[south by south west]]></category>
		<category><![CDATA[SXSW]]></category>

		<guid isPermaLink="false">http://www.musicmetric.com/?p=269281911</guid>
		<description><![CDATA[This is the first of a series of posts featuring music analytics for artists who are playing at South By South West.
Band of Skulls
This Southampton formed three-piece have been making [...]]]></description>
			<content:encoded><![CDATA[<p>This is the first of a series of posts featuring music analytics for artists who are playing at South By South West.</p>
<p><strong>Band of Skulls</strong></p>
<p>This Southampton formed three-piece have been making a lot of noise across the pond. Check out this chart that shows the the top locations for the bands followers on MySpace.</p>
<p>Austin comes in at 7th place for social network fan locations, so South by South West should be a good gig.</p>
<div id="attachment_269281910" class="wp-caption aligncenter" style="width: 489px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/TopRegions-04-02-2010.jpg" rel="lightbox[269281911]"><img class="size-full wp-image-269281910" title="Band of Skulls - Top Regions" src="http://www.musicmetric.com/wp-content/uploads/2010/03/TopRegions-04-02-2010.jpg" alt="From Southampton to L.A." width="479" height="359" /></a><p class="wp-caption-text">Band of Skulls: From Southampton to L.A. - Click to Enlarge</p></div>
<p></p>
<p>The next chart is a good visualisation of where people have been downloading the latest Band of Skulls Album &#8211; <em>Baby Darling Doll Face Honey</em> using Bittorent, as you can see &#8211; they are pretty popular in the USA on Bittorent too. Maybe some of those people will attend the gig ?</p>
<div id="attachment_269282090" class="wp-caption aligncenter" style="width: 490px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Band-of-Skulls_Bittorent_Map-03-03-2010.jpg" rel="lightbox[269281911]"><img class="size-full wp-image-269282090" title="Band of Skulls - Baby Darling Doll Face Honey : Bittorent download locations" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Band-of-Skulls_Bittorent_Map-03-03-2010.jpg" alt="Band of Skulls - Baby Darling Doll Face Honey : Bittorent download locations" width="480" height="360" /></a><p class="wp-caption-text">Band of Skulls - Baby Darling Doll Face Honey : Bittorent download locations</p></div>
<p></p>
<p>And finally,  here is a chart showing the top countries for Band of Skulls, also based on where people are downloading their album on Bittorent. It shows the same data displayed in the map above, but aggregated by country and shown as a bar chart. Interestingly, their home country Great Britain comes in at 3rd position, behind USA and Canada.</p>
<div id="attachment_269282091" class="wp-caption aligncenter" style="width: 489px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Band-of-Skulls_TopRegions_Bittorent-03-03-2010.jpg" rel="lightbox[269281911]"><img class="size-full wp-image-269282091" title="Band of Skulls - Top regions for Bittorent downloads of Baby Darling Doll Face Honey" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Band-of-Skulls_TopRegions_Bittorent-03-03-2010.jpg" alt="Band of Skulls - Top regions for Bittorent downloads - Click to expand" width="479" height="359" /></a><p class="wp-caption-text">Band of Skulls - Top regions for Bittorent downloads - Click to expand</p></div>
<p></p>
<p>Why not check out the gig if you&#8217;re going to SXSW? Visit their <a href="http://www.myspace.com/bandofskulls">MySpace</a> page for the dates &#8211; We&#8217;ll be there!</p>
]]></content:encoded>
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		<title>NME Awards 2010: And the stats go to&#8230;</title>
		<link>http://www.musicmetric.com/2010/03/nme-awards-2010/</link>
		<comments>http://www.musicmetric.com/2010/03/nme-awards-2010/#comments</comments>
		<pubDate>Fri, 05 Mar 2010 14:24:14 +0000</pubDate>
		<dc:creator>nick</dc:creator>
				<category><![CDATA[analysis]]></category>
		<category><![CDATA[example data]]></category>
		<category><![CDATA[app]]></category>
		<category><![CDATA[NME Awards]]></category>

		<guid isPermaLink="false">http://www.musicmetric.com/?p=269281839</guid>
		<description><![CDATA[The NME Awards have long prided themselves on being an anti-award show event, and while this year&#8217;s affair was rather more civilised than previous years they still managed to fit [...]]]></description>
			<content:encoded><![CDATA[<p>The NME Awards have long prided themselves on being an anti-award show event, and while this year&#8217;s affair was rather more civilised than previous years they still managed to fit in some decapitated heads, a rock star cat fight and a game of catchphrase&#8230; However amidst all the debauchery some interesting stats and trends can still be found.</p>
<p>Muse and Kasabian were the two biggest winners on the night picking up two awards each. Muse fended off competition from Kasabian, Arctic Monkeys, Biffy Clyro and Oasis to pick up the Best British Band award. They also picked up an award for Best Band Website so it&#8217;s no wonder  they have the biggest online presence of all the bands nominated in the  Best British Band category.</p>
<p>The below bar chart shows total fan numbers for the Best British Band nominees across a spread of social networking sites.</p>
<div id="attachment_269281" class="wp-caption aligncenter" style="width: 468px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-British-Band-Total-Fans.jpg" rel="lightbox[269281839]"><img class="size-full wp-image-269281842" title="Best British Band - Total Fans" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-British-Band-Total-Fans.jpg" alt="Best British Band - Total Fans" width="458" height="343" /></a><p class="wp-caption-text">Best British Band - Click to Expand</p></div>
<p style="text-align: center;">
<p style="text-align: Left;">
<p>Bombay Bicycle Club took home the award for Best New Band, previous winners of this award include Kings of Leon, Arctic Monkeys and  The Strokes so they are certainly in good company. However they have had a slow start to the year as you can see by the below trend graph. This shows Myspace plays  since the begging of this year, The XX are racking up the play count with Bombay Bicycle Club appearing near the bottom of the graph.</p>
<div id="attachment_269281" class="wp-caption aligncenter" style="width: 545px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-New-Band-PlaysMyspace1.jpg" rel="lightbox[269281839]"><img class="size-full wp-image-269281850" title="Best New Band - Myspace Plays" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-New-Band-PlaysMyspace1.jpg" alt="Best New Band - Myspace Plays" width="535" height="401" /></a><p class="wp-caption-text">Best New Band - Click to Expand</p></div>
<p style="text-align: left;">
<p>We see a similar trend in the Best Solo Artist artist category, Jamie T even admitted he&#8217;d had a &#8217;stop-start year&#8217;. Florence is way out in front with her play count and we can see the winner of the award Jamie T down at the bottom of the graph.</p>
<div id="attachment_269281" class="wp-caption aligncenter" style="width: 528px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-Solo-Myspace-Plays.jpg" rel="lightbox[269281839]"><img class="size-full wp-image-269281861" title="Best Solo Artist - MySpace Plays" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-Solo-Myspace-Plays.jpg" alt="Best Solo Artist - MySpace Plays" width="518" height="389" /></a><p class="wp-caption-text">Best Solo Artist - Click to Expand</p></div>
<p style="text-align: left;">
<p>The eagle eyed among you may have spotted that there is a nominee missing off this graph. As you can see in the following graph her sheer popularity makes it hard to compare Miss GaGa to the other nominee&#8217;s.<br />
(For reference the multi-coloured line along the bottom of the graph represent the other nominee&#8217;s&#8230;)</p>
<div id="attachment_269281" class="wp-caption aligncenter" style="width: 522px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-Solo-Myspace-Plays-with-Lady-GaGa.jpg" rel="lightbox[269281839]"><img class="size-full wp-image-269281863" title="Best Solo MySpace Plays with Lady GaGa" src="http://www.musicmetric.com/wp-content/uploads/2010/03/Best-Solo-Myspace-Plays-with-Lady-GaGa.jpg" alt="Best Solo Myspace Plays with Lady GaGa" width="512" height="384" /></a><p class="wp-caption-text">Best Solo w/ Lady Gaga - Click to Expand</p></div>
<p style="text-align: left;">
<p>And finally here&#8217;s a nice graph showing the effect of the NME Awards on the winners play count. The artists plays all begin to rise on the morning after the awards and continued to rise through the day.</p>
<div id="attachment_269281895" class="wp-caption aligncenter" style="width: 522px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/03/JamieTvTheDrumsvKasabianvBombayBClub.jpg" rel="lightbox[269281839]"><img class="size-full wp-image-269281895" title="The NME Effect" src="http://www.musicmetric.com/wp-content/uploads/2010/03/JamieTvTheDrumsvKasabianvBombayBClub.jpg" alt="The NME Effect - Click to Expand" width="512" height="384" /></a><p class="wp-caption-text">The NME Effect - Click to Expand</p></div>
<p style="text-align: left;">
<p>It&#8217;s always interesting to see the impact of conventional media (TV/Radio/Print) on the digital realm. However seeing as the play count only rises the day <strong>after</strong> the awards, it is more likely that the reporting of the awards in various blogs, news posts and tweets that has prompted this rise in play count.</p>
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		<title>Lady Gaga vs. Susan Boyle?</title>
		<link>http://www.musicmetric.com/2010/01/lady-gaga-vs-susan-boyle/</link>
		<comments>http://www.musicmetric.com/2010/01/lady-gaga-vs-susan-boyle/#comments</comments>
		<pubDate>Mon, 18 Jan 2010 11:13:50 +0000</pubDate>
		<dc:creator>greg</dc:creator>
				<category><![CDATA[analysis]]></category>
		<category><![CDATA[example data]]></category>
		<category><![CDATA[app]]></category>
		<category><![CDATA[chart topping]]></category>
		<category><![CDATA[fan demographics]]></category>
		<category><![CDATA[lady gaga]]></category>
		<category><![CDATA[music trends]]></category>
		<category><![CDATA[susan boyle]]></category>

		<guid isPermaLink="false">http://www.musicmetric.com/?p=269281761</guid>
		<description><![CDATA[Here’s an interesting comparison to make: Lady Gaga vs. Susan Boyle – both are top selling artists in the physical charts so you might expect similar results when comparing their [...]]]></description>
			<content:encoded><![CDATA[<p>Here’s an interesting comparison to make: Lady Gaga vs. Susan Boyle – both are top selling artists in the physical charts so you might expect similar results when comparing their popularity online&#8230;</p>
<p>But wait one second – comparing MySpace plays between Susan Boyle and Lady Gaga shows wildly different popularities between the two artists on that social network:</p>
<div id="attachment_269281762" class="wp-caption alignnone" style="width: 518px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/01/plays_1.jpg" rel="lightbox[269281761]"><img class="size-full wp-image-269281762" title="Lady Gaga and Susan Boyle plays on MySpace" src="http://www.musicmetric.com/wp-content/uploads/2010/01/susan_boyle_lady_gaga_thumb.jpg" alt="Lady Gaga and Susan Boyle plays on MySpace - click to expand" width="508" height="295" /></a><p class="wp-caption-text">Lady Gaga and Susan Boyle plays on MySpace  - click to expand</p></div>
<p></p>
<p>Squint really hard and you’ll see a blue line right near the time axis &#8211; this represents plays per hour on MySpace for Susan Boyle. For a sense of scale, look at the highlighted values: 144 plays per hour for Susan Boyle and 50,000 plays per hour for Lady Gaga.</p>
<p>Surely this shows some kind of error considering Susan Boyle’s latest success in the UK and US charts? Let’s drill down into some other sources of data to attempt to identify the reason for this difference:</p>
<p>The chart below shows the number of new followers/friends/fans per hour added or lost by Susan Boyle on social networks:</p>
<div id="attachment_269281763" class="wp-caption alignnone" style="width: 574px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/01/friends_2.jpg" rel="lightbox[269281761]"><img class="size-full wp-image-269281763" title="Susan Boyle friends per hour Facebook" src="http://www.musicmetric.com/wp-content/uploads/2010/01/susan_boyle_social_networks.jpg" alt="Musicmetric - Susan Boyle friends per hour Facebook - click to expand" width="564" height="422" /></a><p class="wp-caption-text">Musicmetric - Susan Boyle friends per hour Facebook  - click to expand</p></div>
<p></p>
<p>At first glance it looks pretty messy, but if you look carefully you’ll notice that the most dynamic of the trends for is Fan Adds on Facebook (green line). Some days she’s getting 14 new fans per hour, but others she’s losing then at the same rate. This gives a clue as to where fans of Susan Boyle are the most active online&#8230;Facebook</p>
<p>Now let’s look at where Susan Boyle fans hang out online compared to Lady Gaga:</p>
<div id="attachment_269281764" class="wp-caption alignnone" style="width: 518px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/01/fan_locations_3.jpg" rel="lightbox[269281761]"><img class="size-full wp-image-269281764" title="Lady Gaga and Susan Boyle fans - Social Networks" src="http://www.musicmetric.com/wp-content/uploads/2010/01/susan_boyle_locations.jpg" alt="Musicmetric - Lady Gaga and Susan Boyle fans on Social Networks - click to expand" width="508" height="316" /></a><p class="wp-caption-text">Lady Gaga &amp; Susan Boyle fans on Social Networks - click to expand</p></div>
<p></p>
<p>Clearly most of Susan Boyle’s online fans reside on Facebook. Looking at MySpace &#8211; If you compare the number of Susan Boyle fans with the number of Lady Gaga fans, it’s obvious that Lady Gaga has way more fans on than Susan Boyle on this particular social network: 2101 MySpace fans for Susan Boyle vs. 911,993 MySpace fans for Lady Gaga. This helps explain the considerable difference between the MySpace play counts for the two artists, and indeed &#8211; the ratios of number of fans on MySpace for the two artists and number of plays for them are relatively close:</p>
<p>Susan Boyle MySpace fans = 2012<br />
Lady Gaga MySpace fans = 911,993<br />
<strong>RATIO = 450:1</strong></p>
<p>Susan Boyle MySpace plays per hour = 144<br />
Lady Gaga MySpace plays per hour = 50,014<br />
<strong>RATIO = 350: 1</strong></p>
<p>Now let’s take a look why Susan Boyle has so few fans on MySpace compared to Lady Gaga by taking a peek at the fan age profile for both artists:</p>
<div id="attachment_269281766" class="wp-caption alignnone" style="width: 566px"><a href="http://www.musicmetric.com/wp-content/uploads/2010/01/AgeDistribution_41.jpg" rel="lightbox[269281761]"><img class="size-full wp-image-269281766" title="Susan Boyle and Lady Gaga fan ages" src="http://www.musicmetric.com/wp-content/uploads/2010/01/AgeDistribution_41.jpg" alt="Musicmetric - Susan Boyle and Lady Gaga fan ages  -  click to expand" width="556" height="416" /></a><p class="wp-caption-text">Susan Boyle and Lady Gaga fan ages - click to expand</p></div>
<p></p>
<p>That above chart clearly shows that the fan age spread for Susan Boyle is considerably wider than that for Lady Gaga (the numbers represent percentage of fans of any given age). This goes some way towards explaining the fact that Susan Boyle has less ‘fans’ on MySpace than would be expected – her fan age demographic is much older than the normal MySpace user demographic and falls more into the demographic for Facebook or older – explaining the larger number of Facebook fans.</p>
<p>Now taking into account the high number of physical sales Susan Boyle has made, one could make the conclusion that since the age demographic for her fans is considerably higher than that of the average social network or streaming music user demographic &#8211; it would be fair to assume that most of Susan Boyles fans do not use the social music web to listen to her music, they would rather buy her CD. This is backed up by her low play count on MySpace.</p>
<p>So there we go – these examples demonstrate a good reason why taking stats at face value, without looking at the full picture can give incorrect insight into music trends.</p>
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		<title>Analysing trends over time with musicmetric</title>
		<link>http://www.musicmetric.com/2009/12/analysing-trends-over-time-with-musicmetric/</link>
		<comments>http://www.musicmetric.com/2009/12/analysing-trends-over-time-with-musicmetric/#comments</comments>
		<pubDate>Sun, 13 Dec 2009 15:13:49 +0000</pubDate>
		<dc:creator>greg</dc:creator>
				<category><![CDATA[Labs]]></category>
		<category><![CDATA[analysis]]></category>
		<category><![CDATA[analytics]]></category>
		<category><![CDATA[music analytics]]></category>
		<category><![CDATA[time series]]></category>
		<category><![CDATA[trend analysis]]></category>

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		<description><![CDATA[In this blog post we’re going to look at an example of some of the data mining and large scale analysis which we do at musicmetric, detecting patterns and similarities in time series data.]]></description>
			<content:encoded><![CDATA[<p>In this blog post we’re going to look at an example of some of the data mining and large scale analysis which we do at musicmetric, detecting patterns and similarities in time series data.</p>
<p>One use of this analysis is that given an artist, we can find another artist with the closest trend in some variable over time – for example MySpace plays per hour. Alternatively we could generate a list of artists who are increasing in popularity in a certain way, or show which artists have had a brief surge in activity – maybe caused an album release or gig.</p>
<p>Because we store all the data indefinitely and in such a way that we can access it very rapidly, we can run regular batch analysis on the contents of our data warehouse to unlock interesting information.</p>
<p>In this example, we will compare the play count time series data for the top 20,000 artists by total plays on MySpace. It is important to consider that some trends may follow each other with a time lag, so we compare the 20K time series at multiple time lags from 0 to 30 days in the past, in 1 day increments. This means the approximate number of time series comparisons our analysis servers must do for this particular problem is 6 Billion, each one comparing hourly resolution data over a period of 4 months.</p>
<p>Let’s take a look at which artist has a similar trend to Kings of Leon:</p>
<div class="wp-caption alignnone" style="width: 571px"><a href="/wp-content/uploads/2009/12/kol_thefray3.jpg" rel="lightbox[269281521]"><img title="Kings of Leon and The Fray - Plays per Hour" src="/wp-content/uploads/2009/12/kol_thefray3.jpg" alt="Kings of Leon and The Fray - MySpace Plays Per Hour" width="561" height="421" /></a><p class="wp-caption-text">Kings of Leon and The Fray - MySpace Plays Per Hour</p></div>
<p>We can see the plays per hour for The Fray seem to be following a similar long term trend to that of Kings of Leon, but offset by the difference in their popularity on MySpace – although they are converging as time goes on. The peaks and troughs also line up, so clearly the fine resolution hourly variation in the data has something to do with the overall use of MySpace at any period in time, not just the popularity of the artist. This is something that can be seen over most MySpace data.</p>
<p>Now let’s look at two artists who have even more similar plays per hour to each other:</p>
<div class="wp-caption alignnone" style="width: 570px"><a href="/wp-content/uploads/2009/12/dido_theclash.jpg" rel="lightbox[269281521]"><img title="Dido and The Clash - MySpace Plays Per Hour" src="/wp-content/uploads/2009/12/dido_theclash.jpg" alt="Dido and The Clash - MySpace Plays Per Hour" width="560" height="420" /></a><p class="wp-caption-text">Dido and The Clash - MySpace Plays Per Hour</p></div>
<p>The Clash and Dido show very high similarity for plays per hour on MySpace over the time frame shown in the chart above. A lot of this will have to do with the overall use of MySpace at any period of time, and the fact that the two artists have not had a lot of activity during that period to make their play counts diverge from each other.</p>
<p>Finally, we&#8217;ll search for artists that show similar short term peaks to one other. In this case Muse was flagged as a high match for 50 Cent in September 2009, as is clear in the chart below:</p>
<div class="wp-caption alignnone" style="width: 570px"><a href="/wp-content/uploads/2009/12/50cent_muse.jpg" rel="lightbox[269281521]"><img title="Muse and 50 Cent - MySpace Plays Per Hour" src="/wp-content/uploads/2009/12/50cent_muse.jpg" alt="Muse and 50 Cent - MySpace Plays Per Hour" width="560" height="420" /></a><p class="wp-caption-text">Muse and 50 Cent - MySpace Plays Per Hour</p></div>
<p>If we look at their discographies – we discover that both Muse and 50 Cent made a release on the same day in September.</p>
<p>We’ll investigate the different reasons why two artists might have similar trends to each other in another blog post, so check back soon!</p>
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		<title>A brief look at musicmetric</title>
		<link>http://www.musicmetric.com/2009/12/a-brief-look-at-musicmetric/</link>
		<comments>http://www.musicmetric.com/2009/12/a-brief-look-at-musicmetric/#comments</comments>
		<pubDate>Tue, 01 Dec 2009 10:44:00 +0000</pubDate>
		<dc:creator>admin</dc:creator>
				<category><![CDATA[analysis]]></category>
		<category><![CDATA[buzz]]></category>
		<category><![CDATA[example data]]></category>
		<category><![CDATA[fan demographics]]></category>
		<category><![CDATA[geographic maps]]></category>
		<category><![CDATA[music analytics]]></category>
		<category><![CDATA[musicmetric]]></category>

		<guid isPermaLink="false">http://musicmetric.tumblr.com/post/264996892</guid>
		<description><![CDATA[In this post we’re going to give a quick fire tour of some charts you can see in our app, demonstrating some of the main functions and how they can [...]]]></description>
			<content:encoded><![CDATA[<p>In this post we’re going to give a quick fire tour of some charts you can see in our app, demonstrating some of the main functions and how they can be used.</p>
<p>Let’s start off with the big picture. Online Buzz gives an indicator of how many people are talking about an artist on the web. We use clever machines that learn how to cut through the noise and only detect the artist in question.</p>
<p>The chart below shows how the Online Buzz for the band Muse changed since 2006. It shows the number of comments per day about Muse, compared to the overall number of comments about bands.</p>
<p><img src="http://media.tumblr.com/tumblr_ktzah3I8ik1qa4xm1.jpg" alt="Muse - Online Buzz since 2006" /></p>
<p>If we zoom in to the last 6 months as is shown below, we can see the online buzz for Muse has been pretty constant, with a slight increase overall:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9a1STo41qa4xm1.jpg" alt="Muse - Online Buzz since June 2009" /><br />
If you need a more granular view than Online Buzz, you can check what’s happening on some music social networks in the Social Networks section.</p>
<p>So, below are the MySpace Views and Plays per hour for Muse; the big spike in September shows when they released their single “Uprising”. The peak immediately after that one was the album release:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9adYRO31qa4xm1.jpg" alt="Muse - MySpace Plays and Views" align="middle" /><br />
These charts show a 24 hour moving average for Plays and Views per hour.<br />
That means we take the average number of plays or views for the last 24 hours and plot that on the graph.</p>
<p>This gives a better visualisation of the trend as the raw data can be confusing. Below (in red) we can see what the raw data looks like without the moving average overlaid:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9bbF39P1qa4xm1.jpg" alt="Muse - MySpace Plays raw data" /><br />
Remember, musicmetric isn’t just limited to superstar bands like Muse. Let’s take a look at some stats for Master Shortie – an up and coming London rapper.</p>
<p>Here is a view of where people follow Master Shortie online:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9bukRzd1qa4xm1.jpg" alt="Master Shortie - Social Network Fan Locations" /><br />
Looking at some data about those fans, we can see Master Shortie is pretty popular with the ladies:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9ce6j6j1qa4xm1.jpg" alt="Master Shortie - Gender Breakdown" /><br />
And their age profile fits a distribution around the 18 year old mark:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9daPTvq1qa4xm1.jpg" alt="Master Shortie - Age Breakdown" align="middle" /><br />
Now let’s drill down a bit to see where their MySpace fans live.</p>
<p>The chart below shows that fans of Master Shortie on MySpace are located mainly in the USA and UK:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9dxhj761qa4xm1.jpg" alt="Master Shortie - Top Cities for MySpace Fans" /><br />
The overall user demographic of MySpace is pretty biased towards these two countries, so let’s check out the top cities for fans of Master Shortie on Twitter:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9egOSsI1qa4xm1.jpg" alt="Master Shortie - Top Cities for Twitter Followers" /><br />
Nine of the top 10 cities for locations of fans of Master Shortie on Twitter are in the UK, with only New York showing up for the USA.<br />
Now let’s look at where Master Shortie’s Twitter fans live on a map of the world:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9feknsT1qa4xm1.jpg" alt="Master Shortie - Twitter Fan Locations Map" /></p>
<p>Each one of those circles represents one or more downloads, when you hover over a circle in the musicmetric application with your mouse you can see an instant pop-up of where and how many downloads the circle represents. It even tells you the exact time a download was made.</p>
<p>The darker and more solid the colour, the more downloads are being overlaid onto the same area, giving a really good indication of popularity by region.</p>
<p>Here is the same map for the location of Master Shortie’s fans, this time on MySpace:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9g02TzF1qa4xm1.jpg" alt="Master Shortie - MySpace Fan Location Map" /><br />
Now let’s look at the most influential people relevant to Master Shortie on Twitter.<br />
This will tell you the most relevant people on Twitter to target with marketing material, because they actually care about the artist in question, and are very influential in those circles.</p>
<p>We don’t just calculate this based on the number of followers each person gets, but the number of followers their followers get, and so on.</p>
<p>If that doesn’t make sense, imagine it works a bit like the Google PageRank algorithm, because it does. Someone with a million spam bots following them will have a lower rank than another person who’s only being followed by a few very influential people (like a music magazine or a record label).</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9han9J61qa4xm1.jpg" alt="Master Shortie - Top Twitter Influencers" /></p>
<p>Let’s move on to Bittorent data now, and take a look at some charts for Robbie Williams.</p>
<p>The chart below shows the number of peers per hour connected to the torrents for the single Bodies and the new album Reality Killed the Video Star. Just so you know, our Bittorent data is anonymous and aggregated to the city level. Tracking individuals isn’t our game.</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9j0vsSw1qa4xm1.jpg" alt="Robbie Williams - Bittorent Peers Over Time" /><br />
And here is the map of locations of people downloading the torrents at 7:00pm yesterday (30th November 2009):</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9jiPKLJ1qa4xm1.jpg" alt="Robbie Williams - Bittorent Peers Map Snapshot" /><br />
Now prepare yourself for the all time cumulative map for Bittorent downloads of <em>Robbie Williams – Reality Killed the Video Star</em>:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9k5sBZs1qa4xm1.jpg" alt="Robbie Williams - Bittorent Peers Map All Time " /><br />
Clearly Robbie is very popular worldwide, so let’s get a closer look below at the largest solid coloured area in the UK and Europe:</p>
<p><img src="http://media.tumblr.com/tumblr_ktzbd8odnc1qa4xm1.jpg" alt="Robbie Williams - Bittorent Peers Map All Time Zoomed Into UK" /><br />
To clearly see the top cities, a table is more suitable. Below are the top cities for <em>Robbie Williams – Bodies</em> on Bittorent:</p>
<p><img src="http://media.tumblr.com/tumblr_ktz9p3H9Dc1qa4xm1.jpg" alt="Robbie Williams - Bittorent Top Cities" /><br />
So there you have it!</p>
<p>These were just some of the top functions currently launched in our beta version of musicmetric.</p>
<p>Get ready for our full launch over the next few weeks as we’ll be unveiling a rocking host of extra functions, including twitter activity, results from wider ranging web crawls, sentiment analysis for tracks and artists, more social networks, authority ranking for all sources of data, and individual song tracking.</p>
<p>Plus, we’ll be revealing our advanced analytics functions which allow the whole collection of data to be probed in more detail, picking out patterns, similarities, trends and more.</p>
<p>Our development cycle has been insane and it’s really ramping up now! We’ve hired more full time developers, upgraded our data centre, bought dozens more servers, hundreds of TB of storage… We’re just about ready to explode with data, and we love it.</p>
<p>Keep checking back because the updates will keep coming, and if you just can’t wait then register now to begin tracking everything in real time with a free demo of musicmetric essentials.</p>
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