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	<title>Connected Action &#187; Ecology</title>
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	<description>Sociology and the Internet, Social Media, Networks and Mobile Social Software</description>
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		<title>The Myth of Selective Sharing: Why all bits will eventually be public (or be destroyed)</title>
		<link>http://www.connectedaction.net/2011/07/25/the-myth-of-selective-sharing-why-all-bits-will-eventually-be-public-or-be-destroyed/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=the-myth-of-selective-sharing-why-all-bits-will-eventually-be-public-or-be-destroyed</link>
		<comments>http://www.connectedaction.net/2011/07/25/the-myth-of-selective-sharing-why-all-bits-will-eventually-be-public-or-be-destroyed/#comments</comments>
		<pubDate>Mon, 25 Jul 2011 08:00:46 +0000</pubDate>
		<dc:creator>Marc Smith</dc:creator>
				<category><![CDATA[Data Mining]]></category>
		<category><![CDATA[Ecology]]></category>
		<category><![CDATA[Location]]></category>
		<category><![CDATA[Measuring social media]]></category>
		<category><![CDATA[Medical sensors]]></category>
		<category><![CDATA[Metrics]]></category>
		<category><![CDATA[Politics]]></category>
		<category><![CDATA[Privacy]]></category>
		<category><![CDATA[Sensors]]></category>
		<category><![CDATA[Social Interaction]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[Social Theories and concepts]]></category>
		<category><![CDATA[Sociology]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[Visualization]]></category>
		<category><![CDATA[bit]]></category>
		<category><![CDATA[bits]]></category>
		<category><![CDATA[Copy]]></category>
		<category><![CDATA[Data]]></category>
		<category><![CDATA[Decompression]]></category>
		<category><![CDATA[decryption]]></category>
		<category><![CDATA[Destiny]]></category>
		<category><![CDATA[Diffusion]]></category>
		<category><![CDATA[encryption]]></category>
		<category><![CDATA[Expensive]]></category>
		<category><![CDATA[Free]]></category>
		<category><![CDATA[Information]]></category>
		<category><![CDATA[Public]]></category>
		<category><![CDATA[Security]]></category>
		<category><![CDATA[Selective]]></category>
		<category><![CDATA[Selective sharing]]></category>
		<category><![CDATA[Share]]></category>
		<category><![CDATA[SMRF]]></category>
		<category><![CDATA[SMRFoundation]]></category>
		<category><![CDATA[Social Media Research Foundation]]></category>

		<guid isPermaLink="false">http://www.connectedaction.net/?p=366</guid>
		<description><![CDATA[Bits exist along a gradient from private to public.  But in practice they only move in one direction. Thus, there are two destinies for information: public or oblivion. Information wants to be copied. This is not the same as information wanting to be free (or expensive), or information wanting *you* to be free.  Information probably [...]]]></description>
			<content:encoded><![CDATA[<p><a class=\"flickr-image alignnone\" title=\"One Way\" href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoLzM0NzE4NzAyNzYv" rel=\"flickr-mgr\" target=\"_blank\"><img class="flickr-medium" src="http://farm4.static.flickr.com/3379/3471870276_4bd42c785e.jpg" alt="One Way" /></a></p>
<p>Bits exist along a gradient from private to public.  But in practice they only move in one direction.</p>
<p>Thus, there are two destinies for information: public or oblivion.</p>
<p>Information wants to be copied.</p>
<p>This is not the same as information wanting to be <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9JbmZvcm1hdGlvbl93YW50c190b19iZV9mcmVl">free (or expensive)</a>, or information wanting *you* to be free.  Information probably prefers to be <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9JbmZvcm1hdGlvbl93YW50c190b19iZV9mcmVl">free</a> because it may increase the rate at which it is copied, not because it is inherently liberating to the user.  In fact, the &#8220;free&#8221; quality of <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDExLzA3LzIxL3RlY2hub2xvZ3kvc29jaWFsLW1lZGlhLWhpc3RvcnktYmVjb21lcy1hLW5ldy1qb2ItaHVyZGxlLmh0bWw=">some information</a> is probably <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2xpYmVyYXRpb250ZWNobm9sb2d5LnN0YW5mb3JkLmVkdS8=">not liberating at all</a>.  Copying and liberty are orthogonal.</p>
<p>Information diffuses over time: access rights to information can expand over time, but only rarely (ever?) does data become less available, and once available publicly, information is almost never entirely private again.</p>
<p>With enough copies on enough devices, information becomes essentially public. The state of being public may come in degrees, some things are more public than others.  Much information is public in principle but enjoys security by obscurity. Obscurity is eroded by increasing availability of computing resources that make collection and machine analysis affordable at large scales.  The banality of data is no protection.  &#8220;No one cares what I think/do/say/click&#8221; is not a valid <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDExLzA3LzIxL3RlY2hub2xvZ3kvc29jaWFsLW1lZGlhLWhpc3RvcnktYmVjb21lcy1hLW5ldy1qb2ItaHVyZGxlLmh0bWw=">assumption</a>.  In aggregate the banal is data and fuel to many business models.  Maybe no one *cares* what you tweet, click, buy or search for, but many businesses make it their business to <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL29ubGluZS53c2ouY29tL3B1YmxpYy9wYWdlL3doYXQtdGhleS1rbm93LWRpZ2l0YWwtcHJpdmFjeS5odG1s">aggregate these scattered faint signals</a> and build detailed profiles to drive commerce and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy50aGVmaWx0ZXJidWJibGUuY29tLw==">customized views of data</a>.</p>
<p>Some information is destroyed, never to be recovered.  This is the only way information can avoid eventually (potentially) becoming public. But less and less data now meets this fate.  <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5zbWFydHBsYW5ldC5jb20vYmxvZy90aGlua2luZy10ZWNoL2RvZXMtODIyMGRlbGV0ZS1mb3JldmVyLTgyMjEtaW4tZ21haWwtcmVhbGx5LW1lYW4taXQvMjE0OQ==">Delete</a> is a declining <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5yZWFkd3JpdGV3ZWIuY29tL2FyY2hpdmVzL2hvd190b19wZXJtYW5lbnRseV9kZWxldGVfZGF0YS5waHA=">feature</a> of many <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL21haWwuZ29vZ2xlLmNvbS9zdXBwb3J0L2Jpbi9hbnN3ZXIucHk/YW5zd2VyPTc0MDE=">systems</a>.</p>
<p>Information that is not public and has not yet been destroyed is just waiting to change to either state.</p>
<p>Despite security systems, many private bits are eventually exposed by people passing material to someone else who then accidentally makes them public, or they do so unintentionally themselves by leaving files in publicly accessible locations that are visited by search engine spiders and other web crawlers.  Even professionally managed private data repositories are subject to subsequent <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Nocm9uaWNsZS5jb20vYXJ0aWNsZS9IYXJ2YXJkcy1Qcml2YWN5LU1lbHRkb3duLzEyODE2Ni8=">distribution</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9OZXdzX0ludGVybmF0aW9uYWxfcGhvbmVfaGFja2luZ19zY2FuZGFs">infiltration</a> or <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3RlY2hjcnVuY2guY29tLzIwMTEvMDcvMjQvZmFjZWJvb2stZ2xpdGNoLXJldmVhbGVkLXRodW1ibmFpbHMtZGVzY3JpcHRpb25zLW9mLWZyaWVuZHMtcHJpdmF0ZS12aWRlb3Mv">error</a>. Data spills are becoming more <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9EYXRhX2JyZWFjaCNNYWpvcl9pbmNpZGVudHM=">common</a>. Billions of records are <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9EYXRhX3NwaWxs">hemorrhaged </a> into the public regularly.  If <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDEwLzEwLzIxL3VzLzIxY3liZXIuaHRtbA==">well funded organizations</a> <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9JbmZvcm1hdGlvbl9wdWJsaXNoZWRfYnlfV2lraUxlYWtz">cannot secure their information</a>, the rest of us should take note.</p>
<p>It may not be possible for big organizations or any organization to secure their networks, or even do so sufficiently effectively to give users a practical period of privacy, however short.  Eventually private bits, even when encrypted (no matter how well), become public because the march of computing power makes their encryption increasingly <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9RdWFudHVtX2NvbXB1dGluZw==">trivial to break</a> and their exchange over networks (no mater how well <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDExLzA3LzE1L3dvcmxkLzE1Y3liZXIuaHRtbA==">secured</a>) is subject to leaking, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDEwLzEwLzIxL3VzLzIxY3liZXIuaHRtbA==">intentional</a> and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDExLzA2LzMwL29waW5pb24vMzB0aHUxLmh0bWw=">otherwise</a>.  Private bits may only have a &#8220;half-life&#8221; during which they retain their non-public existence.  The length of this half-life may itself be getting shorter.   <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL21hcnlwY2IubGl2ZWpvdXJuYWwuY29tLw==">Mary Branscome</a> suggests that there could be a physical law in operation: the natural entropy of access control lists?</p>
<p>All bits that persist are destined to be public, and once public never to be private again. Unless they are destroyed.</p>
<p>I argue that the only bits that you cannot find are the ones you need right now. The only bits you cannot get rid of are the ones that are most embarrassing to you right now.  Just because you cannot find the bits you want does not mean that no one else can find those bits.</p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9BbGxfeW91cl9iYXNlX2FyZV9iZWxvbmdfdG9fdXM=">All your bits are belong to us</a>.</p>
<p>This issue is getting more important as we are invited to use systems that promise <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3RlY2hjcnVuY2guY29tLzIwMTEvMDQvMjUvZmFjZWJvb2stbGF1bmNoZXMtc2VuZC1idXR0b24tZm9yLW1vcmUtc2VsZWN0aXZlLXNoYXJpbmctYW5ub3VuY2VzLTUwLW1pbGxpb24tZ3JvdXBzLw==">selective sharing</a> of data and other tools generate ever more data to potentially share.  Anything that puts your bits into the cloud promises selective sharing.  I believe and hope my much beloved Dropbox account is separate from all the others, except for the one&#8217;s I chose to share with. And I think it is, expect for that glitch they had, the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Jsb2cuZHJvcGJveC5jb20vP3A9ODIx">details of which elude me</a> (but I think we&#8217;re good now, and I so depend on Dropbox I do not know what I would do without it). But all these walls are just made out of a few lines of business logic and an <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9BY2Nlc3NfQ29udHJvbF9MaXN0">Access Control List</a>. ACLs rule our access to digital objects with an iron fist until they don&#8217;t for the many human and technical reasons mentioned.  Like most human infrastructures these selective sharing mechanisms are subject to failure and attack.</p>
<p>Now new sources of data captured from the details of everyday life by sensors and  services are increasingly recorded by <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3JhZGFyLm9yZWlsbHkuY29tLzIwMTEvMDQvYXBwbGUtbG9jYXRpb24tdHJhY2tpbmcuaHRtbA==">external systems</a> and by <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3F1YW50aWZpZWRzZWxmLmNvbS8=">people themselves</a>, generating new streams of archival material that is richer than all but the most obsessively observed biographies.</p>
<p>Many organizations are adopting social media and creating data sets that can <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2lubWFwcy5saW5rZWRpbmxhYnMuY29tLw==">map</a> their <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3JvYmNyb3NzLm9yZy8=">internal social network structure</a> as an accidental <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2hjaS5zdGFuZm9yZC5lZHUvamhlZXIvcHJvamVjdHMvZW5yb24v">by-product</a> of their <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2hjaS5zdGFuZm9yZC5lZHUvamhlZXIvcHJvamVjdHMvZW5yb24vdjEv">communication</a> <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9FbnJvbl9zY2FuZGFs">practices</a>.  Studying these data sets is a focus of growing <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Nhc2NpLnVtZC5lZHUvUHVibGljYXRpb25fVmVudWVz">interest</a>.  Research projects like <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3Jlc2VhcmNoLm1pY3Jvc29mdC5jb20vZW4tdXMvdW0vY2FtYnJpZGdlL3Byb2plY3RzL3NlbnNlY2FtLw==">SenseCam</a> are now becoming products and existing services like <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5taW5nbGUzNjAuY29tLw==">MingleSticks</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5wb2tlbi5jb20v">Poken</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cHM6Ly9mb3Vyc3F1YXJlLmNvbS8=">FourSquare</a>, and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5nb29nbGUuY29tL21vYmlsZS9sYXRpdHVkZS8=">Google Latitude</a> already deliver many of these features. Devices like <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5hcHBsZS5jb20vaXBob25lLw==">iPhone</a> and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5hbmRyb2lkLmNvbS8=">Android</a> phones are weaving location information into every <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5zZW5zZW5ldHdvcmtzLmNvbS8=">application</a>.</p>
<p>Some steps are still in progress: <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9OZWFyX2ZpZWxkX2NvbW11bmljYXRpb24="><strong><span style="text-decoration: underline;">when my phone notices your phone</span></strong></a> a new set of mobile social software applications become possible as whole populations capture data about other people as they beacon their identities to one another. Additional sensors will collect ever more medical data with the intent of improving our health and safety, as early adopters in the &#8220;<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3F1YW50aWZpZWRzZWxmLmNvbS8=">Quantified Self</a>&#8221; movement make clear.</p>
<p>But the  consequences of data diffusion are becoming difficult to <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9Db21wbGV4X3N5c3RlbXM=">predict</a>.  Social media systems are being linked to one another to enable cascades of events to be triggered from a single message as status updates are passed among Facebook, LinkedIn, Twitter, and blogs.  Tools now automatically aggregate the results of searches and post articles that themselves may trigger other events.  Taking a photo or updating a status message can now set off a series of unpredictable events.</p>
<p>Add potential improvements in audio and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9GYWNpYWxfcmVjb2duaXRpb25fc3lzdGVt">facial recognition</a> and a new world of continuous observation and publication emerges.  Some benefits, like those displayed by the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5nb29nbGUub3JnL2ZsdXRyZW5kcy8=">Google Flu tracking system</a>, illustrate the potential for insight from aggregated sensor data.  More exploitative applications are also likely.</p>
<p>The result will be lives that are more publicly displayed than ever before.  The <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3ZpbWVvLmNvbS8yNjc2NTM1OQ==">collapse of roles (&#8220;lowest common denominator culture&#8221;) described by Bernie Hogan</a> (listen starting in about <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3ZpbWVvLmNvbS8yNjc2NTM1OQ==">40 minutes</a> &#8211; but the entire talk is good and worth a listen) as described by the sociologist <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9FcnZpbmdfR29mZm1hbg==">Erving Goffman</a> may be one consequence: we are interacting with everyone when we interact with anyone.  <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy56ZXBob3JpYS5vcmcvdGhvdWdodHMvYXJjaGl2ZXMvMjAxMC8wOC8yMy9zb2NpYWwtc3RlZ2Fub2dyYXBoeS1sZWFybmluZy10by1oaWRlLWluLXBsYWluLXNpZ2h0Lmh0bWw=">Secret shared meanings</a> may still be possible &#8212; but selectively shared bits are not, at least not very reliably so in the short term and almost certainly not in the medium term.</p>
<p>Therefore, all services that promote the idea of &#8220;selective sharing&#8221; are selling a myth.  The more you trust that information you generate can be contained, the more potential there is for an &#8220;<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9VbmNvbnRyb2xsZWRfZGVjb21wcmVzc2lvbg==">explosive decompression</a>&#8221; as data intended for an individual or a small group becomes suddenly available to a large group or a complete population. Private bits are in a state of high potential energy, always poised to become public.</p>
<p>Engineering is the science, art and practice of containing and directing  forces. Information system engineers might be up to the challenge of delivering selective sharing.  And when combined with law, regulation and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2VuLndpa2lwZWRpYS5vcmcvd2lraS9DaXZpbF9pbmF0dGVudGlvbg==">social practices</a>, technology could make selective sharing real the way that engineers manage the flow of powerful but dangerous flows of high pressure steam through power plants.  However, recently even high pressure steam engineers working with nuclear fuels have faced some very bad failure conditions beyond their predicted scope.  Information technologists may face analogous issues when managing high pressure containers of selectively shared information.</p>
<p>My policy is not to give up all forms of privacy, I still keep my email and other data behind passwords that I do not (knowingly) share.  I share lots of pictures on <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoLw==">flickr</a> but not all of them are public.  I would prefer to keep lots of financial, medical, and personal stuff selectively shared.  I&#8217;d like these features to work.</p>
<p>But I have started to understand that my data is likely to be open to others, if not now then some day &#8212; and probably sooner than I expect. The net/cloud  holds a good sized and growing  chunk of my digital life and I would like selective sharing features (if I could handle the cognitive tax of managing them).  I just do not believe it is a reasonable expectation.  In a world of increasing interconnection and unifying name and search spaces, data may not be something you can keep local for long.</p>
<p>Tools that suggest that we can reliably segregate content and limit its diffusion are suggesting that water does not roll down hill.  Those who believe that are likely to get wet.</p>
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		<title>HICSS 2011 Paper: EventGraphs: Charting Collections of Conference Connections</title>
		<link>http://www.connectedaction.net/2011/01/09/hicss-2011-paper-eventgraphs-charting-collections-of-conference-connections/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=hicss-2011-paper-eventgraphs-charting-collections-of-conference-connections</link>
		<comments>http://www.connectedaction.net/2011/01/09/hicss-2011-paper-eventgraphs-charting-collections-of-conference-connections/#comments</comments>
		<pubDate>Sun, 09 Jan 2011 14:00:29 +0000</pubDate>
		<dc:creator>Marc Smith</dc:creator>
				<category><![CDATA[Conference]]></category>
		<category><![CDATA[Connected Action]]></category>
		<category><![CDATA[Data Mining]]></category>
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		<description><![CDATA[A recent paper &#8220;EventGraphs: Charting Collections of Conference Connections&#8221; by Marc Smith from Connected Action, Professor Derek Hansen (College of Information Studies) and Professor Ben Shneiderman (Computer Science/Human Computer Interaction Lab) both from the University of Maryland and has been accepted for publication at the 2011 Hawaii International Conference on System Sciences (HICSS) Conference.  This is the 44th year for the conference. [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5oaWNzcy5oYXdhaWkuZWR1L2hpY3NzXzQ0L2FwYWhvbWU0NC5odG0="><img class="alignnone size-full wp-image-3815" title="2011-HICSS44 Logo" src="http://www.connectedaction.net/wp-content/uploads/2010/09/2011-HICSS44-Logo.jpg" alt="" width="479" height="125" /></a></p>
<p>A recent paper &#8220;EventGraphs: Charting Collections of Conference Connections&#8221; by <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L21hcmMtc21pdGg=">Marc Smith</a> from <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0Lw==">Connected Action</a>, Professor <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2lzY2hvb2wudW1kLmVkdS9wZW9wbGUvaGFuc2VuLw==">Derek Hansen</a> (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2lzY2hvb2wudW1kLmVkdS9pbmRleC5zaHRtbA==">College of Information Studies</a>) and Professor <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L35iZW4v">Ben Shneiderman</a> (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1Lw==">Computer Science</a>/<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L2hjaWwv">Human Computer Interaction Lab</a>) both from the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy51bWQuZWR1Lw==">University of Maryland</a> and has been accepted for publication at the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5oaWNzcy5oYXdhaWkuZWR1L2hpY3NzXzQ0L2FwYWhvbWU0NC5odG0=">2011 Hawaii International Conference on System Sciences (HICSS) Conference</a>.  This is the 44th year for the conference. Derek Hansen presented the paper on January 7, 2011.</p>
<p style="padding-left: 30px;">Hansen, D., Smith, M., Shneiderman, B., <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L2xvY2FscGhwL2hjaWwvdGVjaC1yZXBvcnRzLXNlYXJjaC5waHA/bnVtYmVyPTIwMTAtMTM=">EventGraphs: charting collections of conference connections</a>. Hawaii International Conference on System Sciences. Forty-Forth Annual Hawaii International Conference on System Sciences (HICSS). January 4-7, 2011. Kauai, Hawaii.</p>
<p style="padding-left: 30px;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L2xvY2FscGhwL2hjaWwvdGVjaC1yZXBvcnRzLXNlYXJjaC5waHA/bnVtYmVyPTIwMTAtMTM=" target=\"_blank\">http://www.cs.umd.edu/localphp/hcil/tech-reports-search.php?number=2010-13</a></p>
<p>Our paper is about visualizing social media and it describes the visualization of the patterns of connections formed when people tweet about events like conferences and news stories.</p>
<p style="padding-left: 30px;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L2xvY2FscGhwL2hjaWwvdGVjaC1yZXBvcnRzLXNlYXJjaC5waHA/bnVtYmVyPTIwMTAtMTM="><img title="2010 - HCIL - EventGraph - Figure 4 OilSpill" src="http://www.connectedaction.net/wp-content/uploads/2010/07/2010-HCIL-EventGraph-Figure-4-OilSpill.png" alt="" width="250" height="225" /></a><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L2xvY2FscGhwL2hjaWwvdGVjaC1yZXBvcnRzLXNlYXJjaC5waHA/bnVtYmVyPTIwMTAtMTM="><img title="2010 - HCIL - Eventgraph - Fig 7 dcweek" src="http://www.connectedaction.net/wp-content/uploads/2010/07/2010-HCIL-Eventgraph-Fig-7-dcweek.png" alt="" width="250" height="225" /></a></p>
<p><strong> </strong>EventGraphs are social media network diagrams constructed from content selected by its association with time-bounded events, such as conferences. Many conferences now communicate a common “hashtag” or keyword to identify messages related to the event. EventGraphs help make sense of the collections of connections that form when people follow, reply or mention one another and a keyword. This paper defines EventGraphs, characterizes different types, and shows how the social media network analysis add-in NodeXL supports their creation and analysis. The paper also identifies the structural and conversational patterns to look for and highlight in EventGraphs and provides design ideas for their improvement.</p>
<p>A collection of <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoL3NldHMvNzIxNTc2MjU2MTgwMjU5ODAv">EventGraphs</a> are available in flickr: <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoL3NldHMvNzIxNTc2MjU2MTgwMjU5ODAv">http://www.flickr.com/photos/marc_smith/sets/72157625618025980/</a></p>
<p>The EventGraph for HICSS this year is here: <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDExLzAxLzIwMTEwMTA5LU5vZGVYTC1Ud2l0dGVyLUhJQ1NTLnhsdHg=">20110109-NodeXL-Twitter-HICSS</a></p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoLzUzNDEzMjYzNTEv"><img class="alignnone" title="2011 NodeXL Twitter HICSS" src="http://farm6.static.flickr.com/5166/5341326351_5d4a79e4cb.jpg" alt="" width="500" height="375" /></a></p>
<p>The top most between contributors to the HICSS Twitter graph this year are: @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2FyY3RpY3Blbmd1aW4=">arcticpenguin</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2F2YW50Z2FtZQ==">avantgame</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2JhcnJ5d2VsbG1hbg==">barrywellman</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2NsaWZmbGFtcGU=">clifflampe</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2RhbHByb2Y=">dalprof</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL2NoYW5kbGVyaXNt">chandlerism</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL3NoYWttYXR0">shakmatt</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL21hcmNfc21pdGg=">marc_smith</a> @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL3NoZW4wNDU=">shen045</a> and @<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3R3aXR0ZXIuY29tLyMhL3RoZWNhdGFuZHRoZWtleQ==">thecatandthekey</a></p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5mbGlja3IuY29tL3Bob3Rvcy9tYXJjX3NtaXRoLzUzNDEzMjYzODE="><img class="alignnone" title="Top Between Participants 2011" src="http://farm6.static.flickr.com/5167/5341326381_1ca5453a1d.jpg" alt="" width="500" height="399" /></a></p>
<p>Here is the data set: <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDExLzAxLzIwMTEwMTA5LU5vZGVYTC1Ud2l0dGVyLUhJQ1NTLnhsdHg=">20110109-NodeXL-Twitter-HICSS</a><br />
Graph Metric   <strong>Value</strong><br />
Graph Type   <strong>Directed</strong><br />
Vertices   <strong>92</strong><br />
Unique Edges   <strong>243</strong><br />
Edges With Duplicates   <strong>71</strong><br />
Total Edges   <strong>314</strong><br />
Self-Loops   <strong>0</strong><br />
Connected Components   <strong>21</strong><br />
Single-Vertex Connected Components   <strong>18</strong><br />
Maximum Vertices in a Connected   Component   <strong>69</strong><br />
Maximum Edges in a Connected   Component   <strong>307</strong><br />
Maximum Geodesic Distance   (Diameter)   <strong>8</strong><br />
Average Geodesic Distance   <strong>3.081693</strong><br />
Graph Density   <strong>0.032967033</strong></p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Nvbm5lY3RlZGFjdGlvbi5uZXQvbm9kZXhs"> NodeXL</a> Version   1.0.1.159</p>
<p>An article about social media visualization <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3V4bWFnLmNvbS90ZWNobm9sb2d5L3NvY2lhbC1zZWVu">Social Seen: Analyzing and Visualizing Data from Social Networks</a> by <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5odW50ZXJ3aGl0bmV5LmNvbS8=">Hunter Whitney</a>, appeared in UX Magazine on December 15, 2010.  It provides a great round up of tools and approaches to mapping populations in social media spaces.</p>
<p>Previous HICSS papers:</p>
<p style="padding-left: 30px;">Gleave, Eric, Howard T. Welser, Marc Smith, and Thomas Lento.  2009.  “<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDA5LzA4LzIwMDktSElDU1MtNDItQmVzdC1QYXBlci1BLUNvbmNlcHR1YWwtYW5kLU9wZXJhdGlvbmFsLURlZmluaXRpb24tb2Yt4oCYU29jaWFsLVJvbGXigJktaW4tT25saW5lLUNvbW11bml0eS5wZGY=">A conceptual and operational definition of social role in online community.</a>”   In Proceedings of the 42nd  Hawaii International Conference on Systems Sciences (HICSS), January 5-8. Computer Society Press.  (Best Paper, Digital Media and Communication Mini-Track)</p>
<p style="padding-left: 60px;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDA5LzA4LzIwMDktSElDU1MtNDItQmVzdC1QYXBlci1BLUNvbmNlcHR1YWwtYW5kLU9wZXJhdGlvbmFsLURlZmluaXRpb24tb2Yt4oCYU29jaWFsLVJvbGXigJktaW4tT25saW5lLUNvbW11bml0eS5wZGY=">2009 &#8211; HICSS &#8211; 42 &#8211; Best Paper &#8211; A Conceptual and Operational Definition of ‘Social Role’ in Online Community</a></p>
<p style="padding-left: 30px;">Fisher, D., Smith, M., and Welser, H. <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5oaWNzcy5oYXdhaWkuZWR1L0hJQ1NTMzkvQmVzdCUyMFBhcGVycy9ETS8wMy0wMy0wOC5wZGY=">You Are Who You Talk To</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2NzZGwyLmNvbXB1dGVyLm9yZy9wZXJzYWdlbi9ETFB1YmxpY2F0aW9uLmpzcD9wdWJ0eXBlPXAmYW1wO2Fjcm9ueW09aGljc3M=">Proceedings of HICSS</a>, January 2006. (Best Paper, Digital Media and Communication Program)</p>
<p style="padding-left: 60px;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDA5LzA4LzIwMDYtSElDU1MtWW91LUFyZS1XaG8tWW91LVRhbGstVG8tRGV0ZWN0aW5nLVJvbGVzLWluLVVzZW5ldC1OZXdzZ3JvdXBzLnBkZg==">http://www.connectedaction.net/wp-content/uploads/2009/08/2006-HICSS-You-Are-Who-You-Talk-To-Detecting-Roles-in-Usenet-Newsgroups.pdf</a></p>
<p style="padding-left: 30px;">Viégas, Fernanda B., Marc Smith. “<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDA5LzA4LzIwMDQtSElDU1MtVmllZ2FzLWFuZC1TbWl0aC1OZXdzZ3JvdXAtQ3Jvd2RzLWFuZC1BdXRob3ItTGluZXMucGRm">Newsgroup Crowds and AuthorLines: Visualizing the Activity of Individuals in Conversational Cyberspaces</a>&#8220;, Proceedings of Hawaii International Conference on Software and Systems (HICSS) 2004. (Best Paper: Persistent Conversation Minitrack)</p>
<p style="padding-left: 60px;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDA5LzA4LzIwMDQtSElDU1MtVmllZ2FzLWFuZC1TbWl0aC1OZXdzZ3JvdXAtQ3Jvd2RzLWFuZC1BdXRob3ItTGluZXMucGRm">http://www.connectedaction.net/wp-content/uploads/2009/08/2004-HICSS-Viegas-and-Smith-Newsgroup-Crowds-and-Author-Lines.pdf</a></p>
<p>Here are some sample event graphs:<br />
<div class="flickrGallery"><a href="http://www.flickr.com/photos/49503165485@N01/5594033762/" title="20110405-NodeXL-Twitter-scon11 graph" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5068/5594033762_a90460511d_s.jpg" alt="20110405-NodeXL-Twitter-scon11 graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=scon11&quot; rel=&quot;nofollow&quot;&gt;scon11&lt;/a&gt; when queried on April 5, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

Top most between users: 
@crmstrategies, @sugarcrm, @pgreenbe, @lmaugustin, @ekolsky, @crmoutsiders, @jesus_hoyos, @mjayliebs, @insideview, @catyfromfocus

A detailed list of top users is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5594032096/&quot;&gt;www.flickr.com/photos/marc_smith/5594032096/&lt;/a&gt;

The large scale version of the network map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5594033762/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5594033762/sizes/o/&lt;/a&gt;

NodeXL is free and open and available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

NodeXL is developed by the &lt;a href=&quot;http://www.smrfoundation.org&quot; rel=&quot;nofollow&quot;&gt;Social Media Research Foundation&lt;/a&gt; (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Metric: Value
Graph Type: Directed
Vertices: 343
Unique Edges: 2867
Edges With Duplicates: 414
Total Edges: 3281
Self-Loops: 0
Connected Components: 22
Single-Vertex Connected Components: 20
Maximum Vertices in a Connected Component: 321
Maximum Edges in a Connected Component: 3280
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.454733
Graph Density: 0.026179394
NodeXL Version: 1.0.1.164

Follow &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Marc Smith&lt;/a&gt; on &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Twitter&lt;/a&gt;." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5594032096/" title="20110405-NodeXL-Twitter-scon11" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5268/5594032096_485afec1f2_s.jpg" alt="20110405-NodeXL-Twitter-scon11" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=scon11&quot; rel=&quot;nofollow&quot;&gt;scon11&lt;/a&gt; when queried on April 5, 2011, sorted by betweeness centrality.   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

Top most between users: 
@crmstrategies, @sugarcrm, @pgreenbe, @lmaugustin, @ekolsky, @crmoutsiders, @jesus_hoyos, @mjayliebs, @insideview, @catyfromfocus

The large scale version of the network map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5594033762/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5594033762/sizes/o/&lt;/a&gt; 

NodeXL is free and open and available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

NodeXL is developed by the &lt;a href=&quot;http://www.smrfoundation.org&quot; rel=&quot;nofollow&quot;&gt;Social Media Research Foundation&lt;/a&gt; (http://www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Metric: Value
Graph Type: Directed
Vertices: 343
Unique Edges: 2867
Edges With Duplicates: 414
Total Edges: 3281
Self-Loops: 0
Connected Components: 22
Single-Vertex Connected Components: 20
Maximum Vertices in a Connected Component: 321
Maximum Edges in a Connected Component: 3280
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.454733
Graph Density: 0.026179394
NodeXL Version: 1.0.1.164

Follow &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Marc Smith&lt;/a&gt; on &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Twitter&lt;/a&gt;." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5592302165/" title="20110405-NodeXL-Twitter-socialc20 graph" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5221/5592302165_b97dba0b0b_s.jpg" alt="20110405-NodeXL-Twitter-socialc20 graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Thanks to &lt;a href=&quot;http://twitter.com/#!/billjohnston&quot; rel=&quot;nofollow&quot;&gt;@BillJohnston&lt;/a&gt; for the suggestion to map SocialC20!  The Social Media and Community 2.0 Strategies conference was held April 4-5, 2011 in Boston, Massachusetts.  See: &lt;a href=&quot;http://community20.blogspot.com/&quot; rel=&quot;nofollow&quot;&gt;community20.blogspot.com/&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=socialc20&quot; rel=&quot;nofollow&quot;&gt;socialc20&lt;/a&gt; when queried on April 5, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

Top most between users: 
@community20, @aaronstrout, @chrisbrogan, @kristiewells, @cflanagan, @jimstorer, @mspellerberg, @rhappe, @40deuce, @thecr

A detailed list of top users is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5592300551&quot;&gt;www.flickr.com/photos/marc_smith/5592300551&lt;/a&gt;

The large scale version of the network map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5592302165/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5592302165/sizes/o/&lt;/a&gt;

The data set for this map is here: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/04/20110405-NodeXL-Twitter-socialc20.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/04/201104...&lt;/a&gt;

NodeXL is free and open and available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph MetricValue
Graph Type: Directed
Vertices: 307
Unique Edges: 1951
Edges With Duplicates: 301
Total Edges: 2252
Self-Loops: 0
Connected Components: 4
Single-Vertex Connected Components: 2
Maximum Vertices in a Connected Component: 303
Maximum Edges in a Connected Component: 2250
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.514873
Graph Density: 0.022343574
NodeXL Version: 1.0.1.164

Follow &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Marc Smith&lt;/a&gt; on &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Twitter&lt;/a&gt;." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5592300551/" title="20110405-NodeXL-Twitter-socialc20" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5062/5592300551_a173e6e8fa_s.jpg" alt="20110405-NodeXL-Twitter-socialc20" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Thanks to &lt;a href=&quot;http://twitter.com/#!/billjohnston&quot; rel=&quot;nofollow&quot;&gt;@BillJohnston&lt;/a&gt; for the suggestion to map SocialC20!  The Social Media and Community 2.0 Strategies conference was held April 4-5, 2011 in Boston, Massachusetts.  See: &lt;a href=&quot;http://community20.blogspot.com/&quot; rel=&quot;nofollow&quot;&gt;community20.blogspot.com/&lt;/a&gt;

Top Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=socialc20&quot; rel=&quot;nofollow&quot;&gt;socialc20&lt;/a&gt; when queried on April 5, 2011, sorted by betweenness centrality.   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

Top most between users: 
@community20, @aaronstrout, @chrisbrogan, @kristiewells, @cflanagan, @jimstorer, @mspellerberg, @rhappe, @40deuce, @thecr

The large scale version of the network map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5592302165/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5592302165/sizes/o/&lt;/a&gt;

The data set for this map is here: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/04/20110405-NodeXL-Twitter-socialc20.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/04/201104...&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.


Graph MetricValue
Graph Type: Directed
Vertices: 307
Unique Edges: 1951
Edges With Duplicates: 301
Total Edges: 2252
Self-Loops: 0
Connected Components: 4
Single-Vertex Connected Components: 2
Maximum Vertices in a Connected Component: 303
Maximum Edges in a Connected Component: 2250
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.514873
Graph Density: 0.022343574
NodeXL Version: 1.0.1.164

Follow &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Marc Smith&lt;/a&gt; on &lt;a href=&quot;http://twitter.com/#!/marc_smith&quot; rel=&quot;nofollow&quot;&gt;Twitter&lt;/a&gt;." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5576936483/" title="20110331-NodeXL-Twitter-#w2e top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5134/5576936483_f928b4be90_s.jpg" alt="20110331-NodeXL-Twitter-#w2e top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#w2e&quot; rel=&quot;nofollow&quot;&gt;#w2e&lt;/a&gt; when queried on March 31, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The Web 2.0 Expo was held in San Francisco, California on March 28-31, 2011: &lt;a href=&quot;http://www.web2expo.com/&quot; rel=&quot;nofollow&quot;&gt;www.web2expo.com/&lt;/a&gt;

Top most between users: 
@w2e, @padday, @ifeelgoodsinc, @josephby, @marksilva, @aaker, @kevinmarks, @andrewspoeth, @benparr, @digiphile

The dataset used to create this map is available from: 

The large scale version of the network map constructed from this data is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5576936445/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5576936445/sizes/o/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph TypeDirected
Vertices: 687
Unique Edges: 2372
Edges With Duplicates: 539
Total Edges: 2911
Self-Loops: 0
Connected Components: 51
Single-Vertex Connected Components: 46
Maximum Vertices in a Connected Component: 633
Maximum Edges in a Connected Component: 2904
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 3.238452
Graph Density: 0.005552939
NodeXL Version: 1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5576936445/" title="20110331-NodeXL-Twitter-#w2e" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5307/5576936445_5b0cc2a015_s.jpg" alt="20110331-NodeXL-Twitter-#w2e" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#w2e&quot; rel=&quot;nofollow&quot;&gt;#w2e&lt;/a&gt; when queried on March 31, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The Web 2.0 Expo was held in San Francisco, California on March 28-31, 2011: &lt;a href=&quot;http://www.web2expo.com/&quot; rel=&quot;nofollow&quot;&gt;www.web2expo.com/&lt;/a&gt;

Top most between users: 
@w2e, @padday, @ifeelgoodsinc, @josephby, @marksilva, @aaker, @kevinmarks, @andrewspoeth, @benparr, @digiphile

A detailed list of top users is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5576936483/&quot;&gt;www.flickr.com/photos/marc_smith/5576936483/&lt;/a&gt;

The dataset used to create this map is available from: 

The large scale version of the map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5576936445/sizes/o&quot;&gt;www.flickr.com/photos/marc_smith/5576936445/sizes/o&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph TypeDirected
Vertices: 687
Unique Edges: 2372
Edges With Duplicates: 539
Total Edges: 2911
Self-Loops: 0
Connected Components: 51
Single-Vertex Connected Components: 46
Maximum Vertices in a Connected Component: 633
Maximum Edges in a Connected Component: 2904
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 3.238452
Graph Density: 0.005552939
NodeXL Version: 1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5576207058/" title="20110330-NodeXL-Twitter-#w2e" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5054/5576207058_a2e8f04fac_s.jpg" alt="20110330-NodeXL-Twitter-#w2e" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#w2e&quot; rel=&quot;nofollow&quot;&gt;#w2e&lt;/a&gt; when queried on March 30, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The Web 2.0 Expo was held in San Francisco, California on March 28-31, 2011: &lt;a href=&quot;http://www.web2expo.com/&quot; rel=&quot;nofollow&quot;&gt;www.web2expo.com/&lt;/a&gt;

Top most between users: 
@w2e, @scobleizer, @serve, @davemcclure, @kevinmarks, @padday, @rubenq, @brady, @ejoana, @sarahm

A more detailed list is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5575619951/&quot;&gt;www.flickr.com/photos/marc_smith/5575619951/&lt;/a&gt;

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110330-NodeXL-Twitter-w2e.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

The large scale version of the map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5576207058/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5576207058/sizes/o/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph TypeDirected
Vertices: 769
Unique Edges: 3471
Edges With Duplicates: 650
Total Edges: 4121
Self-Loops: 1
Connected Components: 49
Single-Vertex Connected Components: 46
Maximum Vertices in a Connected Component: 717
Maximum Edges in a Connected Component: 4113
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.982103
Graph Density: 0.006395278
NodeXL Version: 1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5575619951/" title="20110330-NodeXL-Twitter-#w2e top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5139/5575619951_391f931391_s.jpg" alt="20110330-NodeXL-Twitter-#w2e top between" class="" title="
From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#w2e&quot; rel=&quot;nofollow&quot;&gt;#w2e&lt;/a&gt; when queried on March 30, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The Web 2.0 Expo was held in San Francisco, California on March 28-31, 2011: &lt;a href=&quot;http://www.web2expo.com/&quot; rel=&quot;nofollow&quot;&gt;www.web2expo.com/&lt;/a&gt;

Top most between users: 
@w2e, @scobleizer, @serve, @davemcclure, @kevinmarks, @padday, @rubenq, @brady, @ejoana, @sarahm

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110330-NodeXL-Twitter-w2e.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Type: Directed
Vertices: 769
Unique Edges: 3471
Edges With Duplicates: 650
Total Edges: 4121
Self-Loops: 1
Connected Components: 49
Single-Vertex Connected Components: 46
Maximum Vertices in a Connected Component: 717
Maximum Edges in a Connected Component: 4113
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.982103
Graph Density: 0.006395278
NodeXL Version1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5574623562/" title="20110330-NodeXL-Twitter-www2011 OR www11 composite" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5017/5574623562_f72b59caeb_s.jpg" alt="20110330-NodeXL-Twitter-www2011 OR www11 composite" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#www2011&quot; rel=&quot;nofollow&quot;&gt;#www2011&lt;/a&gt; when queried on March 30, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The ACM WWW2011 Conference was held in Hyderabad, India on 28 March - 1 April, 2011. See: &lt;a href=&quot;http://www.www2011india.com/&quot; rel=&quot;nofollow&quot;&gt;www.www2011india.com/&lt;/a&gt;

Top most between users: 
@timberners_lee, @googleresearch, 
@www2011india, @w3cbrasil, @phelo, @shaakunsethi, @rtroncy, @mstrohm, @reinaldoferraz, @xamat

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110330-NodeXL-Twitter-www2011-OR-www11.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

A more detailed image of the network map is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5574036511&quot;&gt;www.flickr.com/photos/marc_smith/5574036511&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Type: Directed
Vertices: 259
Unique Edges: 1218
Edges With Duplicates: 273
Total Edges: 1491
Self-Loops: 0
Connected Components: 25
Single-Vertex Connected Components: 22
Maximum Vertices in a Connected Component: 233
Maximum Edges in a Connected Component: 1486
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.734258
Graph Density: 0.020187962
NodeXL Version: 1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5574036511/" title="20110330-NodeXL-Twitter-www2011 OR www11" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5069/5574036511_4bc1bb884f_s.jpg" alt="20110330-NodeXL-Twitter-www2011 OR www11" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#www2011&quot; rel=&quot;nofollow&quot;&gt;#www2011&lt;/a&gt; when queried on March 30, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The ACM WWW2011 Conference was held in Hyderabad, India on 28 March - 1 April, 2011. See: &lt;a href=&quot;http://www.www2011india.com/&quot; rel=&quot;nofollow&quot;&gt;www.www2011india.com/&lt;/a&gt;

Top most between users: 
@timberners_lee, @googleresearch, 
@www2011india, @w3cbrasil, @phelo, @shaakunsethi, @rtroncy, @mstrohm, @reinaldoferraz, @xamat

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110330-NodeXL-Twitter-www2011-OR-www11.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Type: Directed
Vertices: 259
Unique Edges: 1218
Edges With Duplicates: 273
Total Edges: 1491
Self-Loops: 0
Connected Components: 25
Single-Vertex Connected Components: 22
Maximum Vertices in a Connected Component: 233
Maximum Edges in a Connected Component: 1486
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.734258
Graph Density: 0.020187962
NodeXL Version: 1.0.1.164
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5570581226/" title="20110328-NodeXL-Twitter-#www2011" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5063/5570581226_a844bfcd44_s.jpg" alt="20110328-NodeXL-Twitter-#www2011" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#www2011&quot; rel=&quot;nofollow&quot;&gt;#www2011&lt;/a&gt; when queried on March 28, 2011, scaled by numbers of followers (with outliers thresholded).   Layout using the &amp;quot;Group Layout&amp;quot; composed of tiled bounded regions.  Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

The ACM WWW2011 Conference was held in Hyderabad, India on 28 March - 1 April, 2011. See: &lt;a href=&quot;http://www.www2011india.com/&quot; rel=&quot;nofollow&quot;&gt;www.www2011india.com/&lt;/a&gt;

Top most between users: 
@timberners_lee, @phelo, @w3cbrasil, @lintool, @www2011india, @smolix, @rtroncy, @xamat, @aneesha, @mstrohm

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110328-NodeXL-Twitter-www2011.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Type Directed
Vertices 182
Unique Edges 591
Edges With Duplicates 158
Total Edges 749
Self-Loops 0
Connected Components 27
Single-Vertex Connected Components 25
Maximum Vertices in a Connected Component 155
Maximum Edges in a Connected Component 747
Maximum Geodesic Distance (Diameter) 8
Average Geodesic Distance 2.858296
Graph Density 0.020217352
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5570580650/" title="20110328-NodeXL-Twitter-#www2011 top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5171/5570580650_90e4fd0117_s.jpg" alt="20110328-NodeXL-Twitter-#www2011 top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#www2011&quot; rel=&quot;nofollow&quot;&gt;#www2011&lt;/a&gt; when queried on March 28, 2011, sorted by betweenness centrality.  

The ACM WWW2011 Conference was held in Hyderabad, India on 28 March - 1 April, 2011. See: &lt;a href=&quot;http://www.www2011india.com/&quot; rel=&quot;nofollow&quot;&gt;www.www2011india.com/&lt;/a&gt;

Top most between users: 
@timberners_lee, @phelo, @w3cbrasil, @lintool, @www2011india, @smolix, @rtroncy, @xamat, @aneesha, @mstrohm

The dataset used to create this map is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110328-NodeXL-Twitter-www2011.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

Graph Type Directed
Vertices 182
Unique Edges 591
Edges With Duplicates 158
Total Edges 749
Self-Loops 0
Connected Components 27
Single-Vertex Connected Components 25
Maximum Vertices in a Connected Component 155
Maximum Edges in a Connected Component 747
Maximum Geodesic Distance (Diameter) 8
Average Geodesic Distance 2.858296
Graph Density 0.020217352
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5529854229/" title="20110315-NodeXL-Twitter-pawcon" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5055/5529854229_fb7391c908_s.jpg" alt="20110315-NodeXL-Twitter-pawcon" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=pawcon&quot; rel=&quot;nofollow&quot;&gt;pawcon&lt;/a&gt; when queried on March 15, 2011, scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@tapan_patel, @zementis, @jamet123, @sasanalytics, @marc_smith, @pawcon, @ibmspss, @kristinevick, @waynettetubbs, @dataspora

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5530440514/" title="20110315-NodeXL-Twitter-pawcon-top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5252/5530440514_68e8464845_s.jpg" alt="20110315-NodeXL-Twitter-pawcon-top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=pawcon&quot; rel=&quot;nofollow&quot;&gt;pawcon&lt;/a&gt; when queried on March 15, 2011, sorted by betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@tapan_patel, @zementis, @jamet123, @sasanalytics, @marc_smith, @pawcon, @ibmspss, @kristinevick, @waynettetubbs, @dataspora

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5529363567/" title="20110315-NodeXL-Twitter-sxsw graph" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5014/5529363567_dfe735b9c5_s.jpg" alt="20110315-NodeXL-Twitter-sxsw graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users found within a set of 1,000 tweets returned from &lt;a href=&quot;#//search.twitter.com&quot; rel=&quot;nofollow&quot;&gt;Twitter Search&lt;/a&gt; containing&lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt; sxsw&lt;/a&gt; when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers. 

The data set used to generate this image is available from: &lt;a href=&quot;http://www.connectedaction.net/wp-content/uploads/2011/03/20110315-NodeXL-Twitter-sxsw.xltx&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/wp-content/uploads/2011/03/201103...&lt;/a&gt;


NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top users with the highest betweenness centrality: 
&lt;a href=&quot;http://twitter.com/#!/sxsw&quot; rel=&quot;nofollow&quot;&gt;@sxsw&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/guykawasaki&quot; rel=&quot;nofollow&quot;&gt;@guykawasaki&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/rww&quot; rel=&quot;nofollow&quot;&gt;@rww&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/realtalibkweli&quot; rel=&quot;nofollow&quot;&gt;@realtalibkweli&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/rachelsklar&quot; rel=&quot;nofollow&quot;&gt;@rachelsklar&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/brett&quot; rel=&quot;nofollow&quot;&gt;@brett&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/sxswbaby&quot; rel=&quot;nofollow&quot;&gt;@sxswbaby&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/shashib&quot; rel=&quot;nofollow&quot;&gt;@shashib&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/adamostrow&quot; rel=&quot;nofollow&quot;&gt;@adamostrow&lt;/a&gt;, &lt;a href=&quot;http://twitter.com/#!/&quot; rel=&quot;nofollow&quot;&gt;@gapingvoid&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5529950694/" title="20110315-NodeXL-Twitter-sxsw top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5092/5529950694_5f2d0b5516_s.jpg" alt="20110315-NodeXL-Twitter-sxsw top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=SxSW&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@sxsw, @guykawasaki, @rww, @realtalibkweli, @rachelsklar, @brett, @sxswbaby, @shashib, @adamostrow, @gapingvoid

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5528622416/" title="20110314-NodeXL-Twitter-pawcon top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5138/5528622416_d8e7347cbb_s.jpg" alt="20110314-NodeXL-Twitter-pawcon top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=pawcon&quot; rel=&quot;nofollow&quot;&gt;PAWCON&lt;/a&gt; when queried on March 14, 2011 sorted by betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@tapan_patel, @jamet123, @zementis, @pawcon, @ibmspss, @sasanalytics, @kristinevick, @waynettetubbs, @dataspora, @inside_r


The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5528031963/" title="20110314-NodeXL-Twitter-pawcon" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5100/5528031963_29527fbf1f_s.jpg" alt="20110314-NodeXL-Twitter-pawcon" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=pawcon&quot; rel=&quot;nofollow&quot;&gt;PAWCON&lt;/a&gt; when queried on March 14, 2011 including tweets from the period 3/10/2011 15:13 to 3/15/2011 3:51, scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@tapan_patel, @jamet123, @zementis, @pawcon, @ibmspss, @sasanalytics, @kristinevick, @waynettetubbs, @dataspora, @inside_r

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527932634/" title="20110314-NodeXL-Twitter-SxSW Top Between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5216/5527932634_43b2b3dda9_s.jpg" alt="20110314-NodeXL-Twitter-SxSW Top Between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=SxSW&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 14, 2011 sorted by betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@sxsw, @theguild, @gowalla, @hitrecordjoe, @wordpress, @anamariecox, @austinist, @kim, @markwschaefer, @darkstitch

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527932608/" title="20110314-NodeXL-Twitter-SxSW Graph" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5054/5527932608_87cf3813d2_s.jpg" alt="20110314-NodeXL-Twitter-SxSW Graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 14, 2011 during a ten minute period, scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

Top between: 
@sxsw, @theguild, @gowalla, @hitrecordjoe, @wordpress, @anamariecox, @austinist, @kim, @markwschaefer, @darkstitch

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527342423/" title="20110314-NodeXL-Twitter-msrtf11 OR techfest top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5213/5527342423_d99ee54a64_s.jpg" alt="20110314-NodeXL-Twitter-msrtf11 OR techfest top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=msrtf11 OR techfest&quot; rel=&quot;nofollow&quot;&gt;msrtf11 OR techfest&lt;/a&gt; when queried on March 14, 2011 sorted by betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527342401/" title="20110314-NodeXL-Twitter-msrtf11 OR techfest" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5214/5527342401_4aa644b2b6_s.jpg" alt="20110314-NodeXL-Twitter-msrtf11 OR techfest" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=msrtf11 OR techfest&quot; rel=&quot;nofollow&quot;&gt;msrtf11 OR techfest&lt;/a&gt; when queried on March 14, 2011 scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527341078/" title="20110313-NodeXL-Twitter-SxSW Graph Top Between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5220/5527341078_5af35026a1_s.jpg" alt="20110313-NodeXL-Twitter-SxSW Graph Top Between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=SxSW&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 13, 2011 sorted by betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5527341040/" title="20110313-NodeXL-Twitter-SxSW Graph" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5176/5527341040_03caa637ca_s.jpg" alt="20110313-NodeXL-Twitter-SxSW Graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 13, 2011 scaled by numbers of followers. 

Top most between:
@jbruin, @digigeeky, @dgupta5150, @naveen, @cnnsxws, @marketstrategy, @thedroidguy, @anitanelson, @michaelpilla, @jayantisolank

Detailed listings are available here:&lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5521097065/&quot;&gt;www.flickr.com/photos/marc_smith/5521097065/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5521097065/" title="20110312-NodeXL-Twitter-sxsw top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5216/5521097065_e2e9ed727c_s.jpg" alt="20110312-NodeXL-Twitter-sxsw top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 12, 2011 sorted by betweenness centrality. 

Top most between:
@mashable, @sxsw, @scobleizer, @zeldman, @davemcclure, @thr, @gowalla, @frogdesign, @msuster, @elysa

Overview map is available here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5521097041&quot;&gt;www.flickr.com/photos/marc_smith/5521097041&lt;/a&gt;.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5521097041/" title="20110312-NodeXL-Twitter-sxsw" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5259/5521097041_f237d7914e_s.jpg" alt="20110312-NodeXL-Twitter-sxsw" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 12, 2011 scaled by numbers of followers. 

A larger version (zoom for details) is available here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5521097041/sizes/o/&quot;&gt;www.flickr.com/photos/marc_smith/5521097041/sizes/o/&lt;/a&gt;.

Top most between:
@mashable, @sxsw, @scobleizer, @zeldman, @davemcclure, @thr, @gowalla, @frogdesign, @msuster, @elysa

Detailed listings are available here:&lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5521097065/&quot;&gt;www.flickr.com/photos/marc_smith/5521097065/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5517993881/" title="20110311-NodeXL-Twitter-sxsw top between" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5171/5517993881_16890d9594_s.jpg" alt="20110311-NodeXL-Twitter-sxsw top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 11, 2011 scaled by numbers of followers. 

Top most between:
@sxsw, @chrisbrogan, @scobleizer, @mavenlink, @timoreilly, @fastcompany, @livestream, @sxswpartylist, @emilyquestions, @bviral

A more detailed map is available &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5518584986/&quot;&gt;here&lt;/a&gt;.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5518584986/" title="20110311-NodeXL-Twitter-sxsw" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5019/5518584986_b6fabf0540_s.jpg" alt="20110311-NodeXL-Twitter-sxsw" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=sxsw&quot; rel=&quot;nofollow&quot;&gt;sxsw&lt;/a&gt; when queried on March 11, 2011 scaled by numbers of followers. 

Top most between:
@sxsw, @chrisbrogan, @scobleizer, @mavenlink, @timoreilly, @fastcompany, @livestream, @sxswpartylist, @emilyquestions, @bviral

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5518256872/" title="20110310-NodeXL-Twitter-techfest or msrtf11" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5254/5518256872_211be191b3_s.jpg" alt="20110310-NodeXL-Twitter-techfest or msrtf11" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=msrtf11 OR techfest&quot; rel=&quot;nofollow&quot;&gt;msrtf11 OR techfest&lt;/a&gt; when queried on March 11, 2011 scaled by numbers of followers. 

Top most between:
@msftresearch, @msftnews, @windows, @microsoft, @ch9, @stevecla, @microsoftlatam, @maryjofoley, @imaginecup, @silverlight


NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5341326381/" title="2011 Jan 9 NodeXL Twitter HICSS" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5167/5341326381_1ca5453a1d_s.jpg" alt="2011 Jan 9 NodeXL Twitter HICSS" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of the most between Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=hicss&quot; rel=&quot;nofollow&quot;&gt;hicss&lt;/a&gt; when queried on January 9, 2011. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5341326351/" title="2011 Jan 9 NodeXL Twitter HICSS" rel="" class="flickr-image"><img src="http://farm6.static.flickr.com/5166/5341326351_5d4a79e4cb_s.jpg" alt="2011 Jan 9 NodeXL Twitter HICSS" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=hicss&quot; rel=&quot;nofollow&quot;&gt;hicss&lt;/a&gt; when queried on January 9, 2011 scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5082432794/" title="20101014-NodeXL-Twitter-SLIS-highlighted" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4150/5082432794_6f7c920d0b_s.jpg" alt="20101014-NodeXL-Twitter-SLIS-highlighted" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=SLIS&quot; rel=&quot;nofollow&quot;&gt;SLIS&lt;/a&gt; when queried on October 14th, 2010 scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5057558271/" title="futureofbirth conference" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4113/5057558271_1532cde06e_s.jpg" alt="futureofbirth conference" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=futureofbirth&quot; rel=&quot;nofollow&quot;&gt;#futureofbirth&lt;/a&gt; when queried on October 6th, 2010 scaled by numbers of followers. Top between users are listed in a  spreadsheet image that can be found here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5057219226/&quot;&gt;www.flickr.com/photos/marc_smith/5057219226/&lt;/a&gt;.

The &lt;a href=&quot;http://www.futureofbirthconference.org/&quot; rel=&quot;nofollow&quot;&gt;Future of Birth 2010 conference&lt;/a&gt; was held in Milwaukee, WI Spetember 30 - October 3 , 2010

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5057228994/" title="20101006-NodeXL-Twitter-MWA2010-top between selected" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4109/5057228994_1e6bd48189_s.jpg" alt="20101006-NodeXL-Twitter-MWA2010-top between selected" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#MWA2010+OR+#MWA10&quot; rel=&quot;nofollow&quot;&gt;#MWA2010&lt;/a&gt; when queried on October 6th, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet image that can be found here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5057219226/&quot;&gt;www.flickr.com/photos/marc_smith/5057219226/&lt;/a&gt;.

The same image with the highlighting removed can be found at:
&lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5056603811&quot;&gt;www.flickr.com/photos/marc_smith/5056603811&lt;/a&gt;

The &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;Mobile Web Africa 2010 conference&lt;/a&gt; was held in Johannesburg, South Africa on September 29 and 30, 2010

The top three most between people (@mtrends, @kiwanja, @andredebeer) each get retweeted by a large population of lightly interconnected people.  These are people with relatively few followers (.5K to 5K) as compared to the &amp;quot;visiting dignitaries&amp;quot; like witnessorg, frogdesign, doctorow, kim, and reveznexus -- who all have many followers (26K-270K), but relatively few in this graph.  Follower count is not always the most relevant metric in determining influence in a community.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5057219226/" title="Mobile Web Africa 2010" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4084/5057219226_7b90ce6813_s.jpg" alt="Mobile Web Africa 2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#MWA2010+OR+#MWA10&quot; rel=&quot;nofollow&quot;&gt;#MWA2010&lt;/a&gt; when queried on October 6th, 2010 sorted by betweenness centrality.

A map of the network can be found at: &lt;a rel=&quot;nofollow&quot;&gt;http://www.flickr.com/photos/marc_smith/5057228994&lt;/a&gt;

The &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;Mobile Web Africa 2010 conference&lt;/a&gt; was held in Johannesburg, South Africa on September 29 and 30, 2010

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5056603811/" title="Mobile Web Africa 2010" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4111/5056603811_b2a6eec431_s.jpg" alt="Mobile Web Africa 2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#MWA2010+OR+#MWA10&quot; rel=&quot;nofollow&quot;&gt;#MWA2010&lt;/a&gt; when queried on October 6th, 2010 scaled by numbers of followers. Top between users are listed in the spreadsheet image that can be found here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5057219226/&quot;&gt;www.flickr.com/photos/marc_smith/5057219226/&lt;/a&gt;.

The &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;Mobile Web Africa 2010 conference&lt;/a&gt; was held in Johannesburg, South Africa on September 29 and 30, 2010

The top three most between people (@mtrends, @kiwanja, @andredebeer) each get retweeted by a large population of lightly interconnected people.  These are people with relatively few followers (.5K to 5K) as compared to the &amp;quot;visiting dignitaries&amp;quot; like @witnessorg, @frogdesign, @doctorow, @kim, and @reveznexus -- who all have many followers (26K-270K), but relatively few in this graph.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5038683605/" title="20100930-NodeXL-Twitter-Ubicomp" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4124/5038683605_88e6e50a76_s.jpg" alt="20100930-NodeXL-Twitter-Ubicomp" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#ubicomp&quot; rel=&quot;nofollow&quot;&gt;#Ubicomp&lt;/a&gt; when queried on September 30, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet that accompanies the image.

The &lt;a href=&quot;http://www.ubicomp2010.org/&quot; rel=&quot;nofollow&quot;&gt;Ubicomp 2010&lt;/a&gt; conference was held in Copenhagen, Denmark on September 26-29, 2010.

The orange colored cluster is composed of Japanese speaking users while the green cluster is composed of English speakers.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5036510984/" title="20100929-NodeXL-Twitter-MWA2010-Top Between" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4131/5036510984_fbe2b04e24_s.jpg" alt="20100929-NodeXL-Twitter-MWA2010-Top Between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned &lt;a href=&quot;http://search.twitter.com/search?q=#MWA2010+OR+#MWA10&quot; rel=&quot;nofollow&quot;&gt;#MWA2010&lt;/a&gt; when queried on September 29, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet that accompanies the image.

A map of the network can be found at: &lt;a rel=&quot;nofollow&quot;&gt;http://www.flickr.com/photos/marc_smith/5036509968/&lt;/a&gt;

The &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;Mobile Web Africa 2010 conference&lt;/a&gt; was held in Johannesburg, South Africa on September 29 and 30, 2010

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5036509968/" title="20100929-NodeXL-Twitter-MWA2010" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4128/5036509968_dcc011024b_s.jpg" alt="20100929-NodeXL-Twitter-MWA2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned  &lt;a href=&quot;http://search.twitter.com/search?q=#MWA2010+OR+#MWA10&quot; rel=&quot;nofollow&quot;&gt;#MWA2010&lt;/a&gt; when queried on September 29, 2010 scaled by numbers of followers.

A list of top betweenness users is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5036510984/&quot;&gt;www.flickr.com/photos/marc_smith/5036510984/&lt;/a&gt;

The &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;Mobile Web Africa 2010 conference&lt;/a&gt; was held in Johannesburg, South Africa on September 29 and 30, 2010

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5010225982/" title="20100920-NodeXL-Twitter-#oow10 - top between" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4148/5010225982_54e6815c5c_s.jpg" alt="20100920-NodeXL-Twitter-#oow10 - top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of the most between user among the Twitter users who recently mentioned  #oow10 when queried on September 20, 2010 scaled by numbers of followers.

A graph of the connections among the most connected people who tweet #OOW10 is available here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5010221272/&quot;&gt;www.flickr.com/photos/marc_smith/5010221272/&lt;/a&gt;
 
The Oracle Open World Conference was held in San Francisco, California on September 19-23, 2010.  See:
&lt;a href=&quot;http://www.oracle.com/us/openworld/index.html&quot; rel=&quot;nofollow&quot;&gt;www.oracle.com/us/openworld/index.html&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5010221272/" title="20100920-NodeXL-Twitter-#oow10 - in and out degree above 10" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4103/5010221272_7b20ef2589_s.jpg" alt="20100920-NodeXL-Twitter-#oow10 - in and out degree above 10" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned  #oow10 when queried on September 20, 2010 scaled by numbers of followers.

A list of top betweenness users is here: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/5010225982/&quot;&gt;www.flickr.com/photos/marc_smith/5010225982/&lt;/a&gt;

The Oracle Open World Conference was held in San Francisco, California on September 19-23, 2010.  See:
&lt;a href=&quot;http://www.oracle.com/us/openworld/index.html&quot; rel=&quot;nofollow&quot;&gt;www.oracle.com/us/openworld/index.html&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/5010221196/" title="20100920-NodeXL-Twitter-Emtech Graph" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4152/5010221196_d78f95af1b_s.jpg" alt="20100920-NodeXL-Twitter-Emtech Graph" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned  #emtech when queried on September 20, 2010 scaled by numbers of followers.

The MIT Technology Review EmTech  Conference was held September  21-23, 2010 in Cambridge, Mass.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4918048712/" title="2010-08-22-NodeXL-Twitter-SocialCom2010" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4141/4918048712_7c1a0873ac_s.jpg" alt="2010-08-22-NodeXL-Twitter-SocialCom2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among the Twitter users who recently mentioned SocialCom2010 when queried on August 22, 2010 scaled by numbers of followers.

IEEE SocialCom2010 was held August 20-22 2010 in Minneapolis, MN
&lt;a href=&quot;http://www.iisocialcom.org/conference/socialcom2010/&quot; rel=&quot;nofollow&quot;&gt;www.iisocialcom.org/conference/socialcom2010/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4882883368/" title="2010 - August - 10 - NodeXL - Twitter BlogHer x y followers v tweets layout" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4075/4882883368_52753ec2be_s.jpg" alt="2010 - August - 10 - NodeXL - Twitter BlogHer x y followers v tweets layout" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Blogher 2010 (http://www.blogher.com/editorial-blogher10)  was held in New York City on August 5-7.  

Connections among the most between Twitter users who recently mentioned &amp;quot;blogher&amp;quot; when queried on August 10, 2010 located roughly by numbers of followers on the X axis and numbers of tweets on the y axis.

Some heavily followed users tweet far less than others who tweet more and are followed less.  These may be the &amp;quot;stars&amp;quot; of the #blogher community.
 
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4882275889/" title="2010 - August - 10 - NodeXL - Twitter BlogHer FR layout" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4099/4882275889_1790f79e09_s.jpg" alt="2010 - August - 10 - NodeXL - Twitter BlogHer FR layout" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Blogher 2010 (http://www.blogher.com/editorial-blogher10)  was held in New York City on August 5-7.  

Connections among the Twitter users who recently mentioned &amp;quot;blogher&amp;quot; when queried on August 10, 2010 scaled by numbers of followers.

The small line of isolates at the bottom indicate that #blogher is a very cohesive community that does not have a large passive bystander population - people who mention #blogher mostly also connect to others who do so as well.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4882275727/" title="2010 - August - 10 - NodeXL - Twitter BlogHer" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4143/4882275727_ea551c2e69_s.jpg" alt="2010 - August - 10 - NodeXL - Twitter BlogHer" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Blogher 2010 (http://www.blogher.com/editorial-blogher10)  was held in New York City on August 5-7.  

Connections among the Twitter users who recently mentioned &amp;quot;blogher&amp;quot; when queried on August 10, 2010 scaled by numbers of followers.

 
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4882275541/" title="2010 - August - 10 - NodeXL - Twitter BlogHer top Between" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4097/4882275541_f0496b4446_s.jpg" alt="2010 - August - 10 - NodeXL - Twitter BlogHer top Between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Blogher 2010 (http://www.blogher.com/editorial-blogher10)  was held in New York City on August 5-7.  

Top Twitter users who recently mentioned &amp;quot;blogher&amp;quot; when queried on August 10, 2010 ranked by betweenness centrality.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is forthcoming summer 2010 from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4840999867/" title="2010 - July - 29 - NodeXL - Twitter - #CAT10" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4147/4840999867_d7aa5b9849_s.jpg" alt="2010 - July - 29 - NodeXL - Twitter - #CAT10" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned #CAT10 when queried  on July 29, 2010 scaled by numbers of followers. 

This graph was created during the conference, reflecting the surge in participation as attend the event.  As the conference ends this graph will shrink and become less dense over time. 

Since the prior map of #CAT10 from July 26th, many people have entered the graph and moved to more central locations while others have fallen out of the graph or migrated to more peripheral locations. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4836677648/" title="2010 - July - 27 - NodeXL - Twitter - birthconf top betweenness list" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4109/4836677648_d0850f3fab_s.jpg" alt="2010 - July - 27 - NodeXL - Twitter - birthconf top betweenness list" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned birthconf when queried  on July 27, 2010 sorted by betweenness centrality.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The 2010 Normal Labour and Birth Conference took place in Vancouver, B.C., Canada July 21-23. (See: &lt;a href=&quot;http://www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)&quot; rel=&quot;nofollow&quot;&gt;www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)&lt;/a&gt;

The conference attracts advocates for improved labor and delivery care and outcomes.

With over 250 attendees from 23 countries, the conference set out to disseminate research about the nature of and optimal care for physiologic labor and birth, and to garner multidisciplinary perspectives on the implications for clinical practice, perinatal outcomes, education, management, collaboration, and policy.

This list ranks twitter users who tweeted a message containing the term &amp;quot;birthconf&amp;quot; by their &amp;quot;betweenness&amp;quot; - a measure of how much the person acts like a bridge between otherwise disconnected people.

An image of the graph used to generate this list is available at: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/4836066953&quot;&gt;www.flickr.com/photos/marc_smith/4836066953&lt;/a&gt;

Several network metrics are reported for each user: their degree or connections, broken into in-bound (&amp;quot;in-degree&amp;quot;) and out bound (&amp;quot;out-degree&amp;quot;), centrality scores that measure how close to the &amp;quot;center&amp;quot; of the graph the person is located, and then data about the user's twitter activity.

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4836066953/" title="2010 - July - 27 - NodeXL - Twitter - birthconf" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4152/4836066953_ca332fbba0_s.jpg" alt="2010 - July - 27 - NodeXL - Twitter - birthconf" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned birthconf when queried  on July 27, 2010 scaled by numbers of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The 2010 Normal Labour and Birth Conference took place in Vancouver, B.C., Canada July 21-23. (See: &lt;a href=&quot;http://www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)&quot; rel=&quot;nofollow&quot;&gt;www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)&lt;/a&gt;

The conference attracts advocates for improved labor and delivery care and outcomes.

With over 250 attendees from 23 countries, the conference set out to disseminate research about the nature of and optimal care for physiologic labor and birth, and to garner multidisciplinary perspectives on the implications for clinical practice, perinatal outcomes, education, management, collaboration, and policy.


The graph highlights prominent contributors to the twitter who tweeted the term &amp;quot;birthconf&amp;quot;.

Each twitter user profile photo is sized in proportion to the number of followers that person has.  Not everyone is equally followed.  

Each author has one or more connections, and some have many more than the others.

Network analysis can highlight those people with fewer followers but with many more connections (within this population).  People like &amp;quot;Jennifershark&amp;quot; has relatively few followers across all of twitter but is very well connected here in the &amp;quot;birthconf&amp;quot; graph.  In contrast, some people are both lightly followed (small icon) and sparsely connected (few lines).  Leading participants, like &amp;quot;Midewifeamy&amp;quot; combine both large volumes of followers and many connections (called &amp;quot;degree&amp;quot; in network theory).

A list of the top people in the graph is available at: &lt;a href=&quot;http://www.flickr.com/photos/marc_smith/4836677648/&quot;&gt;www.flickr.com/photos/marc_smith/4836677648/&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4830875549/" title="2010 - July - 26 - NodeXL - Twitter - #CAT10 top between" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4075/4830875549_76dbdef7c9_s.jpg" alt="2010 - July - 26 - NodeXL - Twitter - #CAT10 top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned #CAT10 when queried  on July 26, 2010 sorted by betweenness centrality.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4830875495/" title="2010 - July - 26 - NodeXL - Twitter - #CAT10" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4093/4830875495_0bf4be5148_s.jpg" alt="2010 - July - 26 - NodeXL - Twitter - #CAT10" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned #CAT10 when queried  on July 26, 2010 scaled by numbers of followers. Note that Marc_Smith joins the graph (by tweeting about the prior image of #CAT10) and links to 3 most central figures in the population.

This graph was created days before the conference, reflecting the people who are closely connected with the organization and hosting of the event.  As the conference approaches and then begins this graph will grow larger and denser over time.  Some people will enter the graph and move to more central locations, others will fall out of the graph or migrate to more peripheral locations. 
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4823875607/" title="2010 - July - 24 - NodeXL - Twitter - #CAT10" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4077/4823875607_1d01ef2c97_s.jpg" alt="2010 - July - 24 - NodeXL - Twitter - #CAT10" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned #CAT10 when queried  on July 24, 2010 scaled by numbers of followers. Note that Marc_Smith joins the graph (by tweeting about the prior image of #CAT10) and links to 3 most central figures in the population.

This graph was created days before the conference, reflecting the people who are closely connected with the organization and hosting of the event.  As the conference approaches and then begins this graph will grow larger and denser over time.  Some people will enter the graph and move to more central locations, others will fall out of the graph or migrate to more peripheral locations. 
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4824353088/" title="2010 - July - 24 - NodeXL - Twitter - #CAT10 top between" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4094/4824353088_826c7e8789_s.jpg" alt="2010 - July - 24 - NodeXL - Twitter - #CAT10 top between" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who recently mentioned #CAT10 when queried  on July 24, 2010 sorted by betweenness centrality.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4824353034/" title="2010 - July - 24 - NodeXL - Twitter - #CAT10" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4082/4824353034_3719908884_s.jpg" alt="2010 - July - 24 - NodeXL - Twitter - #CAT10" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned #CAT10 when queried  on July 24, 2010 scaled by numbers of followers.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

A later image of the same network is available  here:
&lt;a href=&quot;http://www.flickr.com/photos/marc_smith/4823875607/&quot;&gt;www.flickr.com/photos/marc_smith/4823875607/&lt;/a&gt;" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4753333575/" title="2010 - July - NodeXL - sunbelt - 2010-07-01" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4135/4753333575_d4f62d5605_s.jpg" alt="2010 - July - NodeXL - sunbelt - 2010-07-01" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among some Twitter users who recently mentioned sunbelt when queried  on July 1, 2010 scaled by numbers of followers.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4700503874/" title="2010 - June - NodeXL - #MSM10_2010-06-13_12-30-02" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4044/4700503874_331e270159_s.jpg" alt="2010 - June - NodeXL - #MSM10_2010-06-13_12-30-02" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned #MSM10 (Measuring Social Media) on June 13, 2010 scaled by number of followers.  MSM was a workshop held at the Hypertext Conference in Toronto, Canada: &lt;a href=&quot;http://www.ht2010.org/&quot; rel=&quot;nofollow&quot;&gt;www.ht2010.org/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4699871959/" title="2010  - June - 9 - NodeXL Twitter InJo7 or IJ7" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4060/4699871959_2e35dd853f_s.jpg" alt="2010  - June - 9 - NodeXL Twitter InJo7 or IJ7" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned InJo on June 9, 2010 scaled by number of followers.  

The Innovation Journalism Conference took place at Stanford University on June 7-9, 2010: &lt;a href=&quot;http://ij7.innovationjournalism.org/&quot; rel=&quot;nofollow&quot;&gt;ij7.innovationjournalism.org/&lt;/a&gt;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4667523790/" title="2010 - May - 25 - NodeXL - Twitter - PDF2010" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4058/4667523790_77260b6e33_s.jpg" alt="2010 - May - 25 - NodeXL - Twitter - PDF2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned PDF2010 on May 25, 2010 scaled by number of followers.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4636591974/" title="2010 - May - 24 - NodeXL - Twitter - ICWSM - Top Between Users" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3376/4636591974_7a4c273426_s.jpg" alt="2010 - May - 24 - NodeXL - Twitter - ICWSM - Top Between Users" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

List of top betweenness Twitter users who mentioned ICWSM on May 24, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4635940571/" title="2010 - May - 24 - NodeXL - Twitter - ICWSM" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4052/4635940571_eb10cecde8_s.jpg" alt="2010 - May - 24 - NodeXL - Twitter - ICWSM" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Connections among Twitter users who mentioned ICWSM on May 24, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4563966810/" title="2010 - April - 29 - NodeXL - twitter www2010" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3105/4563966810_33d22864c1_s.jpg" alt="2010 - April - 29 - NodeXL - twitter www2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned &amp;quot;www2010&amp;quot; on April 29, 2010 scaled by number of followers.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4561407636/" title="2010 - April - 28 - NodeXL - twitter www2010 x followers y tweets edge weights tool tip" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3108/4561407636_4f4ea3471c_s.jpg" alt="2010 - April - 28 - NodeXL - twitter www2010 x followers y tweets edge weights tool tip" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned &amp;quot;www2010&amp;quot; on April 28, 2010 scaled by number of followers.  Edges based on number of ties (follows, replies, mentions).
X = Followers, Y = Tweets

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon.

MetricValue
Graph TypeDirected
Vertices455
Unique Edges2,901
Edges With Duplicates0
Total Edges2,901
Self-Loops0
Connected Components42
Single-Vertex Connected Components38
Maximum Vertices in a Connected Component410
Maximum Edges in a Connected Component2,892
Maximum Geodesic Distance (Diameter)7
Average Geodesic Distance2.95
Graph Density0.01
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4561188352/" title="2010 - April - 28 - NodeXL - twitter www2010 edge weights tool tip" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4061/4561188352_08c0e6e0bb_s.jpg" alt="2010 - April - 28 - NodeXL - twitter www2010 edge weights tool tip" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned &amp;quot;www2010&amp;quot; on April 28, 2010 scaled by number of followers.  Edges based on number of ties (follows, replies, mentions).

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4561188280/" title="2010 - April - 28 - NodeXL - twitter www2010" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3366/4561188280_3cd2edd45e_s.jpg" alt="2010 - April - 28 - NodeXL - twitter www2010" class="" title="From: &lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned &amp;quot;www2010&amp;quot; on April 28, 2010 scaled by number of followers.  

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4534844683/" title="NodeXL - eComm 2010 Twitter Map" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2686/4534844683_8264de8612_s.jpg" alt="NodeXL - eComm 2010 Twitter Map" class="" title="&lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Top Twitter users who mentioned &amp;quot;eComm&amp;quot; on April 19, 2010 sorted by number of betweenness centrality. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

&lt;a href=&quot;http://www.connectedaction.net/2010/04/19/conference-ecomm-2010-emerging-communications-april-19-21-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/19/conference-ecomm-2010-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4535478116/" title="NodeXL - eComm 2010 Twitter Map" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4016/4535478116_b9bbd1f8b8_s.jpg" alt="NodeXL - eComm 2010 Twitter Map" class="" title="&lt;a href=&quot;http://www.connectedaction.net&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net&lt;/a&gt;

Twitter users who mentioned &amp;quot;eComm&amp;quot; on April 19, 2010 scaled by number of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;

&lt;a href=&quot;http://www.connectedaction.net/2010/04/19/conference-ecomm-2010-emerging-communications-april-19-21-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/19/conference-ecomm-2010-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4532387306/" title="2010 - April - 18 - NodeXL - Twitter - ashcloud with a multi-line tooltip" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4011/4532387306_a112d9814e_s.jpg" alt="2010 - April - 18 - NodeXL - Twitter - ashcloud with a multi-line tooltip" class="" title="Twitter users who mentioned &amp;quot;ashcloud&amp;quot; on April 18, 2010 scaled by number of followers. 

Note the multi-line tooltip created with &amp;amp;CHAR(10)&amp;amp;

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4528376507/" title="2010 - April - 16 - NodeXL - Twitter - ashtag" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4044/4528376507_de9137bdd0_s.jpg" alt="2010 - April - 16 - NodeXL - Twitter - ashtag" class="" title="Twitter users who mentioned &amp;quot;#ashtag&amp;quot; on April 17, 2010 scaled by number of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4525410697/" title="2010 - April - 15 - NodeXL - Twitter - chirp with edge weights" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4005/4525410697_cc55503ef4_s.jpg" alt="2010 - April - 15 - NodeXL - Twitter - chirp with edge weights" class="" title="Twitter users who mentioned &amp;quot;chirp&amp;quot; on April 15, 2010 scaled by number of followers.  Thicker edges = multiple types of ties (follows, replies, mentions). 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4524592185/" title="2010 - April - 15 - NodeXL - Twitter - chirp" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4012/4524592185_a2064ae775_s.jpg" alt="2010 - April - 15 - NodeXL - Twitter - chirp" class="" title="Twitter users who mentioned &amp;quot;chirp&amp;quot; on April 15, 2010 scaled by number of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4515990696/" title="2010 - April - 12 - NodeXL - Twitter - CHI2010 X Log of Followers Y Tweets" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4014/4515990696_68c0e39b0b_s.jpg" alt="2010 - April - 12 - NodeXL - Twitter - CHI2010 X Log of Followers Y Tweets" class="" title="Twitter users who mentioned &amp;quot;CHI2010&amp;quot; on April 12, 2010 scaled by number of followers. X = log(followers), y =tweets.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4515953272/" title="2010 - April - 12 - NodeXL - Twitter - CHI2010 X Log of Followers Y Log of Tweets danah tooltip" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2800/4515953272_268cd06707_s.jpg" alt="2010 - April - 12 - NodeXL - Twitter - CHI2010 X Log of Followers Y Log of Tweets danah tooltip" class="" title="Twitter users who mentioned &amp;quot;CHI2010&amp;quot; on April 12, 2010 scaled by number of followers. X = log(followers), y =log(tweets).  Please ignore the axes labels, which are inaccurate.

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4515953180/" title="2010 - April - 12 - NodeXL - Twitter - CHI2010 wide" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4038/4515953180_b7cb2de3f7_s.jpg" alt="2010 - April - 12 - NodeXL - Twitter - CHI2010 wide" class="" title="Twitter users who mentioned &amp;quot;CHI2010&amp;quot; on April 12, 2010 scaled by number of followers. 

NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4511844243/" title="NodeXL Twitter Network Graphs: CHI2010" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2005/4511844243_24c10f97bc_s.jpg" alt="NodeXL Twitter Network Graphs: CHI2010" class="" title="Twitter users who mentioned &amp;quot;CHI2010&amp;quot; on April 11, 2010 scaled by number of followers.
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4511844049/" title="NodeXL Twitter Network Graphs: McAfee" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4036/4511844049_5ec5828920_s.jpg" alt="NodeXL Twitter Network Graphs: McAfee" class="" title="Twitter users who mentioned &amp;quot;McAfee&amp;quot; on April 9, 2010 scaled by number of followers.
NodeXL is available from &lt;a href=&quot;http://www.codeplex.com/nodexl&quot; rel=&quot;nofollow&quot;&gt;www.codeplex.com/nodexl&lt;/a&gt;
&lt;a href=&quot;http://www.connectedaction.net/2010/04/11/conference-nodexl-and-social-media-networks-tutorial-at-chi-2010/&quot; rel=&quot;nofollow&quot;&gt;www.connectedaction.net/2010/04/11/conference-nodexl-and-...&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4347417404/" title="2010 - February - NodeXL - cscw Twitter Network scaled by followers" rel="" class="flickr-image"><img src="http://farm5.static.flickr.com/4034/4347417404_3be0dfb857_s.jpg" alt="2010 - February - NodeXL - cscw Twitter Network scaled by followers" class="" title="Who follows whom among those who tweet &amp;quot;CSCW&amp;quot;? The Computer Supported Cooperative Work Conference 2010.

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4010925703/" title="2009 - October 14 - NodeXL - Twitter Network MWA09 X Tweets Y Followers" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3064/4010925703_0b944bf259_s.jpg" alt="2009 - October 14 - NodeXL - Twitter Network MWA09 X Tweets Y Followers" class="" title="I attended the Mobile Web Africa conference in Johannesburg, South Africa.  The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.
The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.  
I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.
In this image the nodes are located in a X/Y space based on the # Tweets and # Followers
&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4010924751/" title="2009 - October 14 - NodeXL - Twitter Network MWA09 Followers" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2594/4010924751_fbb7756f7f_s.jpg" alt="2009 - October 14 - NodeXL - Twitter Network MWA09 Followers" class="" title="I attended the Mobile Web Africa conference in Johannesburg, South Africa.  The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.
The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.  
I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.
In this image the nodes are located based on their connections to other nodes, revealing concentrations of ties between user accounts.
&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a></div></p>
 <img src="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?view=1&post_id=3585" width="1" height="1" style="display: none;" />]]></content:encoded>
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		<item>
		<title>2010 Workshop on Information in Networks, September 24-25 at NYU</title>
		<link>http://www.connectedaction.net/2010/09/20/2010-workshop-on-information-in-networks-september-24-25-at-nyu/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=2010-workshop-on-information-in-networks-september-24-25-at-nyu</link>
		<comments>http://www.connectedaction.net/2010/09/20/2010-workshop-on-information-in-networks-september-24-25-at-nyu/#comments</comments>
		<pubDate>Mon, 20 Sep 2010 11:00:45 +0000</pubDate>
		<dc:creator>Marc Smith</dc:creator>
				<category><![CDATA[Collective Action]]></category>
		<category><![CDATA[Common Goods]]></category>
		<category><![CDATA[Community]]></category>
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		<guid isPermaLink="false">http://www.connectedaction.net/?p=3348</guid>
		<description><![CDATA[The Second Workshop on Information in Networks September 24-25, 2010, New York City Sponsored in part by the Initiative on Information in Networks Organizers: Sinan Aral, Foster Provost, Arun Sundararajan The second Workshop on Information in Networks (WIN10) will be held this year September 24-25, 2010, again in New York City. From the program description: [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy53aW53b3Jrc2hvcC5uZXQv"><img class="alignnone size-full wp-image-3353" title="NYU WIN logo" src="http://www.connectedaction.net/wp-content/uploads/2010/07/NYU-WIN-logo.jpg" alt="" width="224" height="134" /></a> <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5zdGVybi5ueXUuZWR1Lw=="><img class="alignnone size-full wp-image-3350" title="NYU Stern Logo" src="http://www.connectedaction.net/wp-content/uploads/2010/07/NYU-Stern-Logo.gif" alt="" width="460" height="92" /></a></p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDEwLzA3L05ZVS1TdGVybi1Mb2dvLmdpZg=="></a><strong>The Second Workshop on Information in Networks</strong><br />
<em>September 24-25, 2010, New York City</em></p>
<p>Sponsored in part by the Initiative on Information in Networks<br />
<strong>Organizers</strong>: Sinan Aral, Foster Provost, Arun Sundararajan</p>
<p>The second <strong><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy53aW53b3Jrc2hvcC5uZXQv">Workshop on Information in Networks</a></strong> (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3NlYXJjaC50d2l0dGVyLmNvbS9zZWFyY2g/cT0lMjN3aW4xMA==">WIN10</a>) will be held this year September 24-25, 2010, again in New York City. From the program description:</p>
<p style="padding-left: 30px;">&#8220;Last year’s workshop brought together a small yet influential community around topics that at their core involve ‘information in networks‘—its distribution, its diffusion, its value, and its influence on social and economic outcomes. Scholars from fields as diverse as computer science, economics, information systems, marketing, physics, political science and sociology came together to lay the foundation for ongoing relationships and to build a multidisciplinary research community. This year’s workshop will build on this foundation toward bringing more innovative content and vibrant discussion to the forum. Speakers will share their recent research, which may have been published elsewhere, but which may not be widely known outside of their own disciplines. The workshop will combine invited and contributed talks with poster presentations selected from a pool of submitted abstracts. We hope the energy of New York City will inspire the gathering, and that our participants will leave with new ideas and a renewed sense of community.&#8221;</p>
<p>Ben Shneiderman and Jenny Preece will speak about their work on social media applied to national priorities with a talk titled: &#8220;<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDEwLzA5LzIwMTAtV0lOMTAtU2huZWlkZXJtYW4tYW5kLVByZWVjZS1UTVNQLU5ZVS1Ob2RlWEwtYWJzdHJhY3QuZG9jeA==">Promoting National Initiatives for Technology-Mediated Social Participation</a>&#8220;.  The talk includes their work creating NSF workshops on <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=d3d3LnRtc3AudW1kLmVkdQ==">Technology-Mediated Social Participation</a> (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy50bXNwLnVtZC5lZHUv">www.tmsp.umd.edu</a>), the paper <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Fpc2VsLmFpc25ldC5vcmcvdGhjaS92b2wxL2lzczEvNS8=">Reader-to-Leader Framework: Motivating technology-mediated social participation</a> (which appeared in the <em><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Fpc2VsLmFpc25ldC5vcmcvdGhjaS92b2wxL2lzczEvNS8=">AIS Transactions on Human-Computer Interaction</a> in </em>March 2009), and recent work with the Encyclopedia of Life (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lb2wub3JnLw==">www.eol.org</a>), and  <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL25vZGV4bC5jb2RlcGxleC5jb20=">NodeXL</a> projects.  <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDEwLzA5LzIwMTAtV0lOMTAtU2huZWlkZXJtYW4tYW5kLVByZWVjZS1UTVNQLU5ZVS1Ob2RlWEwtYWJzdHJhY3QuZG9jeA==">Here</a> is the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0L3dwLWNvbnRlbnQvdXBsb2Fkcy8yMDEwLzA5LzIwMTAtV0lOMTAtU2huZWlkZXJtYW4tYW5kLVByZWVjZS1UTVNQLU5ZVS1Ob2RlWEwtYWJzdHJhY3QuZG9jeA==">abstract</a>.</p>
<p>WIN10 speakers include:<br />
==============================<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jaGljYWdvYm9vdGguZWR1L2ZhY3VsdHkvYmlvLmFzcHg/cGVyc29uX2lkPTEyODI0NjIzMTA0"> Ron Burt</a>, University of Chicago<br />
Nicholas Christakis, Harvard University<br />
Nathan Eagle, MIT<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lY29uLmNhbS5hYy51ay9mYWN1bHR5L2dveWFsLw=="> Sanjeev Goyal</a>, Cambridge University<br />
Matthew Jackson, Stanford University<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2lzY2hvb2wudW1kLmVkdS9wZW9wbGUvcHJlZWNlLw=="> Jenny Preece</a>, University of Maryland<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWQuZWR1L35iZW4v"> Ben Shneiderman</a>, University of Maryland<br />
Tony Jebara, Columbia University<br />
David Jensen, University of Massachussetts<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jaXMudXBlbm4uZWR1L35ta2Vhcm5zLw=="> Michael Kearns</a>, University of Pennsylvania<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lY29uLmR1a2UuZWR1L35yZWs4Lw=="> Rachel Kranton</a>, Duke University<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5oa3MuaGFydmFyZC5lZHUvZGF2aWRsYXplci9odG1sLw=="> David Lazer</a>, Northeastern University<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy1wZXJzb25hbC51bWljaC5lZHUvfm1lam4v"> Mark Newman</a>, University of Michigan (tentative)<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3dlYi5tZWRpYS5taXQuZWR1L35zYW5keS8="> Alex Sandy Pentland</a>, MIT<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy1wZXJzb25hbC51bWljaC5lZHUvfm1lam4v"> Alessandro Vespignani</a>, Indiana University<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL215cGFnZS5pdS5lZHUvfnN0YW53YXNzL2luZGV4Lmh0bWw="> Stanley Wasserman</a>, Indiana University<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3Jlc2VhcmNoLnlhaG9vLmNvbS9EdW5jYW5fV2F0dHM="> Duncan Watts</a>, Yahoo! Research</p>
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		<item>
		<title>Call for Papers &#8211; ICWSM 2010 &#8211; Washington, D.C. May 23-26</title>
		<link>http://www.connectedaction.net/2009/12/14/call-for-papers-icwsm-2010-washington-d-c-may-23-26/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=call-for-papers-icwsm-2010-washington-d-c-may-23-26</link>
		<comments>http://www.connectedaction.net/2009/12/14/call-for-papers-icwsm-2010-washington-d-c-may-23-26/#comments</comments>
		<pubDate>Tue, 15 Dec 2009 00:00:36 +0000</pubDate>
		<dc:creator>Marc Smith</dc:creator>
				<category><![CDATA[Conference]]></category>
		<category><![CDATA[Data Mining]]></category>
		<category><![CDATA[Ecology]]></category>
		<category><![CDATA[Interdisciplinary]]></category>
		<category><![CDATA[Measuring social media]]></category>
		<category><![CDATA[Metrics]]></category>
		<category><![CDATA[Papers]]></category>
		<category><![CDATA[Research]]></category>
		<category><![CDATA[Social Interaction]]></category>
		<category><![CDATA[Social Media]]></category>
		<category><![CDATA[Social network]]></category>
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		<category><![CDATA[Talks]]></category>
		<category><![CDATA[Technology]]></category>
		<category><![CDATA[2010]]></category>
		<category><![CDATA[Blogs]]></category>
		<category><![CDATA[ICWSM]]></category>
		<category><![CDATA[Media]]></category>
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		<category><![CDATA[Washington D.C.]]></category>
		<category><![CDATA[Weblogs]]></category>

		<guid isPermaLink="false">http://www.connectedaction.net/?p=1821</guid>
		<description><![CDATA[Here is the Call for Papers for the Fourth International AAAI Conference on Weblogs and Social Media (ICWSM-10) May 23-26, 2010 George Washington University, Washington, DC Sponsored by the Association for the Advancement of Artificial Intelligence IMPORTANT DATES: Tutorial Proposals: December 1, 2009 Paper Submission: January 8, 2010 Poster/Demo Submission: January 8, 2010 Paper Acceptance: [...]]]></description>
			<content:encoded><![CDATA[<p style="text-align: left;">Here is the Call for Papers for the</p>
<address style="text-align: left;"><img class="alignnone" src="http://www.aaai.org/Organization/Logos/aaai-logo.jpg" alt="" width="144" height="103" /><br />
</address>
<p style="text-align: left;"><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=d3d3Lmljd3NtLm9yZw==">Fourth International AAAI Conference on Weblogs and Social Media</a> (<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=d3d3Lmljd3NtLm9yZw==">ICWSM</a>-10)<br />
May 23-26, 2010<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5nd3UuZWR1Lw=="> George Washington University</a>, Washington, DC</p>
<p><img class="alignnone" src="http://icwsm.org/2010/img/dc.jpg" alt="" width="500" height="100" /></p>
<p>Sponsored by the Association for the Advancement of Artificial Intelligence</p>
<p><strong>IMPORTANT DATES:</strong><br />
<span style="text-decoration: line-through;"> Tutorial Proposals: December 1, 2009<br />
Paper Submission: January 8, 2010<br />
Poster/Demo Submission: January 8, 2010</span><br />
Paper Acceptance: March 3, 2010<br />
Poster/Demo Acceptance: March 3, 2010<br />
Workshop Submission: March 1, 2010<br />
Camera Ready Copies: March 12, 2010</p>
<p><strong>Featuring a keynote by:</strong><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy5jbXUuZWR1L35rcmF1dC8="><br />
Professor Bob Kraut</a>, CMU,<br />
on &#8220;<strong>Designing Online Communities from Theory</strong>&#8221;</p>
<p>Professor Michael Kearns, Computer and Information Science,<br />
Univ. of Pennsylvania,<br />
on <strong>&#8220;Behavioral Experiments in Strategic Networks&#8221;</strong></p>
<p><strong>Speakers in Special Sessions:<br />
</strong>- Nicole Ellison, Dept. of Telecommunication,<br />
Information Studies and Media, Michigan State Univ.<br />
- James Pennebaker, Dept. of Psychology, Univ. of Texas, Austin<br />
- S. Craig Watkins, Dept. of Radio, TV and Film, Univ. of Texas, Austin- Don Burke, CIA Directorate of Science and Technology, Intellipedia<br />
- Haym Hirsh, National Science Foundation IIS Division Director<br />
- Macon Phillips, U.S. White House, Head of New Media</p>
<p><strong>Tutorial Speakers will include:<br />
</strong>- Jake Hofman, Yahoo! Research,<br />
&#8220;Large-scale social media analytics with Hadoop&#8221;</p>
<p>- Cindy Chung and James Pennebaker, Univ. Texas,<br />
&#8220;Using LIWC to uncover social psychology in social media&#8221;</p>
<p><span id="more-1821"></span></p>
<p><strong>TECHNICAL AREAS<br />
</strong>More specifically, ICWSM welcomes submissions from researchers in a number of disciplines:<br />
- Computational Linguistics/NLP<br />
- Text Mining/Data Mining/Machine Learning<br />
- Psychology<br />
- Sociology (including Social Network Analysis)<br />
- Anthropology, Communications, Media Studies<br />
- Visualization<br />
- HCI<br />
- Graph theory, concrete analysis and simulation of graphical models</p>
<p>Submissions are welcome that study a broad array of types social data, including:<br />
- Weblogs, including comments<br />
- Social Networking Sites<br />
- Microblogs<br />
- Wikis (wikipedia)<br />
- Forums, usenet<br />
- Community media sites: youtube, flickr</p>
<p>Technical topics of interest include:<br />
- Psychological, personality-based and ethnographic studies of social media<br />
- Analyzing the relationship between social media and mainstream media<br />
- Qualitative and quantitative studies of social media<br />
- Centrality/influence of social media publications and authors<br />
- Ranking/relevance of blogs; web page ranking based on blogs<br />
- Social network analysis; communities identification; expertise and authority discovery; collaborative filtering<br />
- Trust; reputation; recommendation systems<br />
- Human computer interaction; social media tools; navigation and visualization<br />
- Subjectivity in textual data; sentiment analysis; polarity/opinion identification and extraction<br />
- Text categorization; topic recognition; demographic/gender/age identification<br />
- Trend identification and tracking; time series forecasting; measuring predictability of phenomena based on social media<br />
- New social media applications; interfaces; interaction techniques<br />
<strong> </strong></p>
<p><strong>SUBMISSION<br />
<span style="font-weight: normal;">People interested in participating should submit through the ICWSM-10 website a technical paper (up to 8 pages, not including references),poster or demo description (up to 4 pages) by the deadlines given above (Midnight PST). Papers must be must be formatted in AAAI two-column, camera-ready style (see the AAAI author instructions page at <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5hYWFpLm9yZy9QdWJsaWNhdGlvbnMvQXV0aG9yL2F1dGhvci5waHAlMjk=" target=\"_blank\">http://www.aaai.org/Publications/Author/author.php)</a>. Details for the submission procedure will appear at the conference website:<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2ljd3NtLm9yZy8=" target=\"_blank\"> http://icwsm.org</a></span></strong></p>
<p><strong>PUBLICATION<br />
</strong>All accepted papers and abstracts will be allocated eight (8) pages in the conference proceedings. Authors will be required to transfer copyright of their paper to AAAI.</p>
<p><strong>DATA CHALLENGE<br />
</strong> ICWSM-10 will once again hold a data challenge featuring a freely-available dataset and a half-day workshop at the conference. Details will be posted on the conference website.</p>
<p><strong>CONFERENCE WEBSITE<br />
</strong> <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5pY3dzbS5vcmcv" target=\"_blank\">www.icwsm.org</a></p>
<p>For general information regarding ICWSM-10, please write to<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=bWFpbHRvOmljd3MuLi5AYWFhaS5vcmc=" target=\"_blank\"> icws&#8230;@aaai.org</a>. More details about the CFP and the conference will appear on the website over time.</p>
<p><strong>ORGANIZERS:<br />
</strong><em> Program Chairs:<br />
</em><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy5jbXUuZWR1L353Y29oZW4v"> William Cohen</a>, CMU Computer Science<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2hvbWVwYWdlLnBzeS51dGV4YXMuZWR1L2hvbWVwYWdlL2ZhY3VsdHkvZ29zbGluZy9zYW1nb3NsaW5nLmh0bQ=="> Samuel Gosling</a>, U Texas Dept of Psychology</p>
<p><em>General Chair:<br />
</em><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3Blb3BsZS5pc2Nob29sLmJlcmtlbGV5LmVkdS9+aGVhcnN0Lw=="> Marti Hearst</a>, UC Berkeley School of Information</p>
<p><em>Senior Program Committee Members:<br />
</em><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5sYWRhbWljLmNvbS8=">Lada Adamic</a>, Univ. of Michigan<br />
danah boyd, Microsoft Research<br />
Claire Cardie, Cornell Univ.<br />
Kathleen Carley, Carnegie Mellon Univ.<br />
Chris Diehl, Lawrence Livermore National Labs<br />
Nicole Ellison, Dept of Telecommunication, Information Studies, Michigan State University<br />
Lise Getoor, Univ. of Maryland<br />
Jure Leskovec, Stanford Univ.<br />
Winter Mason, Yahoo! Research<br />
Kate Neiderhoffer, Dachis Corporation<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5tYXRoY3MuZW1vcnkuZWR1L35ldWdlbmUv">Eugene Agichtein</a>, Emory Univ.<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2hvbWVwYWdlLnBzeS51dGV4YXMuZWR1L2hvbWVwYWdlL3N0dWRlbnRzL0NodW5nL1Jlc2VhcmNoLmh0bWw="> Cindy Chung</a>, Univ. of Texas at Austin<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3Jlc2VhcmNoLm1pY3Jvc29mdC5jb20vZW4tdXMvdW0vcGVvcGxlL2NvdW50cy8="> Scott Counts</a>, Microsoft Research<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy51bWJjLmVkdS9+ZmluaW4v"> Tim Finin</a>, UMBC<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jcy50ZWNobmlvbi5hYy5pbC9+Z2Fici8="> Evgeniy Gabrilovich</a>, Yahoo! Research<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5pc2kuZWR1L35sZXJtYW4v"> Kristina Lerman</a>, ISI-USC<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2NzLnN0YW5mb3JkLmVkdS9wZW9wbGUvanVyZS8="> Jure Leskovec</a><br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3NtYWxsc29jaWFsc3lzdGVtcy5jb20vd2ViL3Byb2Zob21lLmh0bWw="> Winter Mason</a><br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2xhYnMueWFob28uY29tL3VzZXIvMTU1"> Gilad Mishne</a>, Yahoo! Labs<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3Jlc2VhcmNoLnlhaG9vLmNvbS9Cb19QYW5n"> Bo Pang</a>, Yahoo! Research<br />
<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5jb25uZWN0ZWRhY3Rpb24ubmV0"> Marc Smith</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2Nvbm5lY3RlZGFjdGlvbi5uZXQ=">Connected Action Consulting Group</a></p>
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		<item>
		<title>Mobile Web Africa &#8211; October 13-14, 2009, Johannesburg, South Africa</title>
		<link>http://www.connectedaction.net/2009/10/05/mobile-web-africa-october-13-14-johannesburg-south-africa/?utm_source=rss&#038;utm_medium=rss&#038;utm_campaign=mobile-web-africa-october-13-14-johannesburg-south-africa</link>
		<comments>http://www.connectedaction.net/2009/10/05/mobile-web-africa-october-13-14-johannesburg-south-africa/#comments</comments>
		<pubDate>Mon, 05 Oct 2009 18:10:31 +0000</pubDate>
		<dc:creator>Marc Smith</dc:creator>
				<category><![CDATA[Conference]]></category>
		<category><![CDATA[Data Mining]]></category>
		<category><![CDATA[Ecology]]></category>
		<category><![CDATA[Industry]]></category>
		<category><![CDATA[Location]]></category>
		<category><![CDATA[Measuring social media]]></category>
		<category><![CDATA[Medical sensors]]></category>
		<category><![CDATA[Mobile Devices]]></category>
		<category><![CDATA[Mobile Social Software]]></category>
		<category><![CDATA[NodeXL]]></category>
		<category><![CDATA[Privacy]]></category>
		<category><![CDATA[Sensors]]></category>
		<category><![CDATA[Social Interaction]]></category>
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		<category><![CDATA[Social network]]></category>
		<category><![CDATA[Social Roles]]></category>
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		<category><![CDATA[2009]]></category>
		<category><![CDATA[MobileWebAfrica]]></category>
		<category><![CDATA[October]]></category>
		<category><![CDATA[South Africa]]></category>
		<category><![CDATA[Talk]]></category>

		<guid isPermaLink="false">http://www.connectedaction.net/?p=1830</guid>
		<description><![CDATA[Next week I will be attending and discussing mobile social media and social networks at the Mobile Web Africa conference in Johannesburg, South Africa. It is my first time to Africa and I am excited to both visit and to discuss how mobile networked devices can change social organizations.  Mobile devices are in many ways more [...]]]></description>
			<content:encoded><![CDATA[<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5tb2JpbGV3ZWJhZnJpY2EuY29tLw=="><img class="alignnone size-full wp-image-1832" title="2009 - October - Mobile Web Africa Banner" src="http://www.connectedaction.net/wp-content/uploads/2009/10/2009-October-Mobile-Web-Africa-Banner.png" alt="2009 - October - Mobile Web Africa Banner" width="500" height="76" /></a></p>
<p>Next week I will be attending and discussing mobile social media and social networks at the<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5tb2JpbGV3ZWJhZnJpY2EuY29tLw=="> Mobile Web Africa</a> conference in Johannesburg, South Africa. It is my first time to Africa and I am excited to both visit and to discuss how mobile networked devices can change social organizations.  Mobile devices are in many ways more important in emerging and developing regions where the availability of these tools enable the first voice and data services that have ever been affordable and reliable, let alone mobile.  There are vast opportunities in this space, a topic well reviewed in the recent issue of the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lY29ub21pc3QuY29tL3NwZWNpYWxyZXBvcnRzL2Rpc3BsYXlTdG9yeS5jZm0/c3RvcnlfaWQ9MTQ0ODM4OTY=">Economist</a>:</p>
<p><a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lY29ub21pc3QuY29tL3NwZWNpYWxyZXBvcnRzL2Rpc3BsYXlTdG9yeS5jZm0/c3RvcnlfaWQ9MTQ0ODM4OTY="><img class="alignnone size-full wp-image-1834" title="2009 - September - Economist - Mobile Marvels Cover Small" src="http://www.connectedaction.net/wp-content/uploads/2009/10/2009-Spetmebr-Economist-Mobile-Marvels-Cover-Small.jpg" alt="2009 - Spetmebr - Economist - Mobile Marvels Cover Small" width="96" height="128" /></a></p>
<p>The <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5tb2JpbGV3ZWJhZnJpY2EuY29tLw==">Mobile Web Africa</a> event will focus on these <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5tb2JpbGV3ZWJhZnJpY2EuY29tL3RoZS1rZXktdG9waWNzLnBocA==">key questions</a>:</p>
<ol>
<li>How will the industry evolve to a point where the vast majority of people have access to the mobile web and the content they want to view?</li>
<li>How will the industry fully exploit existing and future opportunities?</li>
<li>How can PC or mobile based developers and start-ups monetise their innovation and creativity to grow in to companies that will drive the expansion of the ecosystem?</li>
<li>How can Operators, Original Equipment Manufacturers, global associations and other mobile powerhouses assist their smaller partners?</li>
<li>How can societal and economic problems be tackled by the development of the capabilities of the mobile device?</li>
<li>What handsets, standards, networks and designs will allow consumers to successfully access the content and consume it?</li>
<li>How will the consumer be able to discover that content – through an Application, Browser, Search Engine, Advert, Social Network?</li>
</ol>
<p>I will focus my discussion on the idea of the &#8220;Electrification of the Interaction Order&#8221; and topics related to the growing use of sensors on mobile devices and the sharing of the resulting data.  A service like <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5zZW5zZW5ldHdvcmtzLmNvbS8=">SenseNetworks</a> is a  good example of a mobile data collection, analysis, and presentation service.  Other sites, like <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5xdWFudGlmaWVkc2VsZi5jb20v">Quantified Self</a>, <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2N1cmV0b2dldGhlci5jb20v">CureTogether</a>, and <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5maXRiaXQuY29tLw==">FitBit</a>, are examples of the social movements, web applications, and devices that are emerging in the self-monitoring medical tracking space.  These communities overlap with the <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5ueXRpbWVzLmNvbS8yMDA5LzA4LzIwL2Zhc2hpb24vMjBHUFMuaHRtbA==">trail based exercise communities</a> of runners, bikers, skaters, hikers, and skiers, some with <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL2dyYXBoaWNzOC5ueXRpbWVzLmNvbS9pbWFnZXMvMjAwOS8wOC8xOS9mYXNoaW9uLzIwZ3BzLTYwMC5qcGc=">artistic</a> inclinations.  I see a new wave of devices that are extensively quantify your &#8220;self&#8221; and &#8220;others&#8221;, perhaps when people swap sensor data with one another.  The recent work of <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3dlYi5tZWRpYS5taXQuZWR1L35uYXRoYW4v">Nathan Eagle</a> and his co-authors illustrate the possibilities of using many devices with (already existing and widely used) sensors can generate remarkable <a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3JlYWxpdHkubWVkaWEubWl0LmVkdS9wZGZzL0VhZ2xlX1BOQVMwOS5wZGY=">maps</a> of human behavior.  Much of this data will take the form of social networks as people are linked by &#8220;hyperties&#8221; &#8211; forms of association and connection that are authored by machines from the records of association and behavior.  People will be linked who have never met, in the same way that web book store customers who have never met can be linked by common browse and purchase patterns.  Hyperties will be formed by shared use of location, even if at different times, or patterns created by passing through different spaces at different times but in common patterns (Starbucks, then gas?  Or subway then tea shop?).  The notion of &#8220;Tribes&#8221; used by the SenseNetworks company is a good example of this approach.    The Economist is all over this topic, with another article &#8220;<a href="http://www.connectedaction.net/wp-content/plugins/wordpress-feed-statistics/feed-statistics.php?url=aHR0cDovL3d3dy5lY29ub21pc3QuY29tL3NjaWVuY2V0ZWNobm9sb2d5L3RxL2Rpc3BsYXlTdG9yeS5jZm0/c3RvcnlfaWQ9MTM3MjU2Nzk=">Mobile phones Sensors and sensitivity</a>&#8221; that captures the topic.  Jonathan Donner&#8217;s work is also a good resource for insights on the role of mobile technology in many parts of the world.  The ability to enable a form of banking service is a particular benefit for the many people who do not have access to banking services.</p>
<div><span style="font-family: arial, helvetica, clean, sans-serif;"><span style="line-height: normal; white-space: pre-wrap; font-size: x-small;"><div class="flickrGallery"><a href="http://www.flickr.com/photos/49503165485@N01/4017553603/" title="Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3492/4017553603_552ded6656_s.jpg" alt="Johannesburg, South Africa" class="" title="&amp;quot;Joburg&amp;quot;
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017553329/" title="Nelson Mandela Square, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2505/4017553329_328702a29c_s.jpg" alt="Nelson Mandela Square, Johannesburg, South Africa" class="" title="This is a shopping mall and dining district, not the municipal or national monument I expected it to be." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4018314884/" title="Mobile Web Africa Twitter Map made by NodeXL on display, Johannesburg, South Africa, October 13, 2009" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2428/4018314884_b691105420_s.jpg" alt="Mobile Web Africa Twitter Map made by NodeXL on display, Johannesburg, South Africa, October 13, 2009" class="" title="I tweeted a link to the NodeXL map of people who tweeted the #MWA09 tag used for the conference (http://ping.fm/HSlw7) which was then projected on the main screen at the conference!
&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;
" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017552879/" title="Sandton City, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2552/4017552879_8e6a62cc07_s.jpg" alt="Sandton City, Johannesburg, South Africa" class="" title="" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017552639/" title="Nelson Mandela Square, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2424/4017552639_dc4b6b56b5_s.jpg" alt="Nelson Mandela Square, Johannesburg, South Africa" class="" title="" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4018314144/" title="Mobile Web Africa, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3521/4018314144_32ddd3e9e7_s.jpg" alt="Mobile Web Africa, Johannesburg, South Africa" class="" title="A great slide from Samsung about the many services provided by the mobile phone.  For many Africans the mobile device is the first affordable way to get a watch, radio, music player, flashlight, camera, video recorder, and data storage.  As a result, the mobile device serves as news source, basic computer, reference material, and form of electronic money.  It is also a calculator." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017552155/" title="Mobile Web Africa, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3488/4017552155_b324d54b0b_s.jpg" alt="Mobile Web Africa, Johannesburg, South Africa" class="" title="A great gathering of people interested in the uses of mobile devices in the developing world.  &lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017551991/" title="Mobile Web Africa at the Michelangelo Hotel, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2498/4017551991_000723fe40_s.jpg" alt="Mobile Web Africa at the Michelangelo Hotel, Johannesburg, South Africa" class="" title="&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4018313542/" title="View of Sandton from Michelangelo Hotel, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2745/4018313542_bc8f4c8500_s.jpg" alt="View of Sandton from Michelangelo Hotel, Johannesburg, South Africa" class="" title="&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4017551729/" title="Michelangelo Hotel, Sandton City, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2681/4017551729_3012050484_s.jpg" alt="Michelangelo Hotel, Sandton City, Johannesburg, South Africa" class="" title="" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4018313316/" title="Sandton under construction, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2783/4018313316_06d3d2321d_s.jpg" alt="Sandton under construction, Johannesburg, South Africa" class="" title="" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4018313202/" title="Telecom Tower, Johannesburg, South Africa" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2547/4018313202_46e1555d0a_s.jpg" alt="Telecom Tower, Johannesburg, South Africa" class="" title="" longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4010925703/" title="2009 - October 14 - NodeXL - Twitter Network MWA09 X Tweets Y Followers" rel="" class="flickr-image"><img src="http://farm4.static.flickr.com/3064/4010925703_0b944bf259_s.jpg" alt="2009 - October 14 - NodeXL - Twitter Network MWA09 X Tweets Y Followers" class="" title="I attended the Mobile Web Africa conference in Johannesburg, South Africa.  The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.
The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.  
I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.
In this image the nodes are located in a X/Y space based on the # Tweets and # Followers
&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a><a href="http://www.flickr.com/photos/49503165485@N01/4010924751/" title="2009 - October 14 - NodeXL - Twitter Network MWA09 Followers" rel="" class="flickr-image"><img src="http://farm3.static.flickr.com/2594/4010924751_fbb7756f7f_s.jpg" alt="2009 - October 14 - NodeXL - Twitter Network MWA09 Followers" class="" title="I attended the Mobile Web Africa conference in Johannesburg, South Africa.  The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.
The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.  
I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.
In this image the nodes are located based on their connections to other nodes, revealing concentrations of ties between user accounts.
&lt;a href=&quot;http://www.mobilewebafrica.com/&quot; rel=&quot;nofollow&quot;&gt;www.mobilewebafrica.com/&lt;/a&gt;

The book, &lt;a href=&quot;http://www.amazon.com/gp/product/0123822297?ie=utf8&amp;amp;tag=conneactio-20&amp;amp;linkcode=as2&amp;amp;camp=1789&amp;amp;creative=390957&amp;amp;creativeasin=0123822297&quot; rel=&quot;nofollow&quot;&gt;Analyzing social media networks with NodeXL: Insights from a connected world&lt;/a&gt;, is available from Morgan Kaufmann and from Amazon." longdesc="" /></a></div></span></span></div>
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