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From: www.connectedaction.net

 

Top Twitter users who recently mentioned augmentedreality when queried on March 15, 2011 sorted by betweenness centrality.

 

NodeXL is available from www.codeplex.com/nodexl

 

A visualization of these connections is available here: www.flickr.com/photos/marc_smith/5529684996/

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned fitbit when queried on February 3, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word Süddeutsche when queried on May 26, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/5767946479/sizes/o/in/ph...

 

A detailed list of top between participants in the network is here: www.flickr.com/photos/marc_smith/5767946515

 

Top most between users:

@tknuewer

@suddeutsche

@titanic

@rastadler

@dwdl

@netzreport

@fehlpass

@elquee

@gsohn

@ratingwissen

 

Graph Metric: Value

Graph Type: Directed

Vertices: 188

Unique Edges: 240

Edges With Duplicates: 94

Total Edges: 334

Self-Loops: 0

Connected Components: 67

Single-Vertex Connected Components: 58

Maximum Vertices in a Connected Component: 113

Maximum Edges in a Connected Component: 316

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.080431

Graph Density: 0.008135169

NodeXL Version: 1.0.1.169

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the hashtag techcrunch when queried on April 10, 2011, scaled by numbers of followers (with outliers thresholded).

 

The data represents 1 hour 34 minutes of content from 4/10/2011 at 19:54 through 21:28 GMT.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

Top most between users:

@techcrunch, @tc50conf, @magicsaucemedia, @plusultratech, @joffinjoy, @twittsdaq, @wulffy, @unibulcstspprt, @bigmarketer, @mqtodd, @maddadder

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1200

Edges With Duplicates: 255

Total Edges: 1455

Self-Loops: 0

Connected Components: 276

Single-Vertex Connected Components: 264

Maximum Vertices in a Connected Component: 712

Maximum Edges in a Connected Component: 1429

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.107002

Graph Density: 0.001326326

NodeXL Version: 1.0.1.164

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Follow Marc Smith on Twitter.

From: www.connectedaction.net

 

Top Twitter users who recently mentioned #infra11 when queried on March 15, 2011, sorted by betweenness centrality.

 

Network graph for this data is visualized here: www.flickr.com/photos/marc_smith/5529685600

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6231701213/

 

Connections among the Twitter users who recently tweeted the word kickstarter when queried on October 6, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.kickstarter.com/

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6231701213/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@kickstarter

@jessicahische

@h_fj

@designrelated

@bigspaceship

@thinkgeek

@yamofilms

@sstieg

@unwoman

@avalaunchit

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1908

Edges With Duplicates: 1211

Total Edges: 3119

Self-Loops: 796

Connected Components: 206

Single-Vertex Connected Components: 173

Maximum Vertices in a Connected Component: 741

Maximum Edges in a Connected Component: 2691

Maximum Geodesic Distance (Diameter): 12

Average Geodesic Distance: 3.592432

Graph Density: 0.001857858

NodeXL Version: 1.0.1.179

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word techsoup when queried on September 19, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: home.techsoup.org/pages/default.aspx

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6163894519/sizes/l/

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@techsoup

@blakelandau

@kanter

@techieteacher

@missnoor28

@suzboop

@musingvirtual

@techsoupcanada

@ntenhross

@hirots

 

Graph Metric: Value

Graph Type: Directed

Vertices: 177

Unique Edges: 1002

Edges With Duplicates: 595

Total Edges: 1597

Self-Loops: 105

Connected Components: 8

Single-Vertex Connected Components: 5

Maximum Vertices in a Connected Component: 164

Maximum Edges in a Connected Component: 1568

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.132616

Graph Density: 0.037686184

NodeXL Version: 1.0.1.177

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word economist

when queried on May 2, 2011, sorted by betweenness centrality (See: en.wikipedia.org/wiki/Centrality).

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A visualization of the network data is here: www.flickr.com/photos/marc_smith/5681677532/sizes/o/

 

Top most between users:

@theeconomist

@manyas

@oskargarcia

@reedconstrdata

@nvnewsbureau

@equipmenttoday

@bobschafer_

@waraney

@arkhan1993

@umairh

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 689

Edges With Duplicates: 966

Total Edges: 1655

Self-Loops: 0

Connected Components: 220

Single-Vertex Connected Components: 191

Maximum Vertices in a Connected Component: 747

Maximum Edges in a Connected Component: 1584

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 2.405506

Graph Density: 0.001167167

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6526521703/sizes/l/in/ph...

 

These are the top most between Twitter users who recently tweeted the word leweb when queried on December 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/13/2011 15:32 and ends on 12/14/2011 14:43 UTC.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6526521703/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@leweb

@loic

@jowyang

@pressecitron

@michelleblanc

@camj59

@jeremybenmoussa

@d8pit

@cdeniaud

@locita

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 8619

Edges With Duplicates: 1166

Total Edges: 9785

Self-Loops: 699

Connected Components: 146

Single-Vertex Connected Components: 140

Maximum Vertices in a Connected Component: 846

Maximum Edges in a Connected Component: 9613

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 2.938184

Graph Density: 0.008566567

Modularity: 0.293063

NodeXL Version: 1.0.1.196

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:

www.nodexlgraphgallery.org/Pages/Default.aspx

 

A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned opengovrd when queried on March 22, 2011, scaled by numbers of followers. Layout using the "Group Layout" composed of tiled bounded regions.

 

The Open Government Research & Development Summit ("#OpenGovRD") conference was held in Washington, D.C. on March 21-22, 2011. See: nitrd.gov/opengov/

 

Top most between users:

@digiphile, @bethnoveck, @noneck, @jahendler, @wabranty, @debbryant, @justgrimes, @noshir, @usdatagov, @mereastew

 

The NodeXL file containing the network data used to generate this image is available here: www.connectedaction.net/wp-content/uploads/2011/03/201103...

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

 

Top Twitter users on the Twitter List maintained by @Scobelizer "founders" when queried on April 5, 2011, sorted by betweenness centrality. Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

Top most between users:

@filos, @ev, @davemcclure, @om, @arrington, @timoreilly, @danielbru, @ourielohayon, @kevinrose, @gaberivera

 

A detailed list of top users is here:

 

The large scale version of the network map is here:

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Follow Marc Smith on Twitter.

Map and time visualization of incidents of piracy in the Caribbean over the past 9 years. (taken from PiracyWatch, an interactive data visualization demo application of Visual Fusion).

 

To learn more about Visual Fusion 4.5's timeline capabilities, check out this IDV UX blog post, or watch this one minute video.

 

Explore our homepage to learn more about Visual Fusion.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned msrtf11 OR techfest 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 www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the words infovis OR infoviz

when queried on May 1, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5682197761/sizes/o/in/ph...

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5682197625

 

Top most between users:

@philogb

@rossshannon

@mikelupu

@morville

@finiteattention

@waxpancake

@mituk

@cscolari

@dvrnd

@cloudforest

 

Graph Type: Directed

Vertices: 70

Unique Edges: 51

Edges With Duplicates: 30

Total Edges: 81

Self-Loops: 0

Connected Components: 32

Single-Vertex Connected Components: 22

Maximum Vertices in a Connected Component: 13

Maximum Edges in a Connected Component: 25

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 1.918605

Graph Density: 0.013664596

NodeXL Version: 1.0.1.166

  

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words cturlington OR everymomcounts

when queried on April 23, 2011, sorted by betweenness centrality.

 

"Every Mother Counts is an advocacy and mobilization campaign to increase education and support for maternal and child health." See: www.everymothercounts.org/

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5656693502/sizes/o

 

Top most between users:

@cturlington, @dooce, @care, @onecampaign, @good, @alyssa_milano, @claudiagrieco, @march4midwives, @joinred, @wraglobal

 

Graph Metric: Value

Graph Type: Directed

Vertices: 380

Unique Edges: 1482

Edges With Duplicates: 826

Total Edges: 2308

Self-Loops: 0

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 380

Maximum Edges in a Connected Component: 2308

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.149654

Graph Density: 0.012984308

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word gamification

when queried on April 29, 2011, sorted by betweenness centrality. See: en.wikipedia.org/wiki/Centrality

 

A visualization of this network map is here: www.flickr.com/photos/marc_smith/5673365556/sizes/o/in/ph...

 

Top most between users:

@wili

@jowyang

@microtask

@gzicherm

@mindshiftkqed

@margaretwallace

@gamification

@zdnet

@umairh

@amyjokim

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1177

Unique Edges: 8934

Edges With Duplicates: 1058

Total Edges: 9992

Self-Loops: 0

Connected Components: 77

Single-Vertex Connected Components: 70

Maximum Vertices in a Connected Component: 1095

Maximum Edges in a Connected Component: 9980

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.826653

Graph Density: 0.006816448

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

From: www.connectedaction.net

Link:

 

These are the top most between Twitter users who recently tweeted the word #sapsummit when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/13/2011 19:54 and ends on 12/14/2011 14:28 UTC.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6526227773/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@businessobjects

@rwang0

@sap

@spoonen

@pgreenbe

@sustainablesap

@mkrigsman

@jonerp

@vsikka

@jesus_hoyos

 

Graph Metric: Value

Graph Type: Directed

Vertices: 354

Unique Edges: 6843

Edges With Duplicates: 1927

Total Edges: 8770

Self-Loops: 691

Connected Components: 4

Single-Vertex Connected Components: 3

Maximum Vertices in a Connected Component: 351

Maximum Edges in a Connected Component: 8767

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.193127

Graph Density: 0.058297723

Modularity: 0.240096

NodeXL Version: 1.0.1.196

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:

www.nodexlgraphgallery.org/Pages/Default.aspx

 

A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6198785387/

 

Connections among the Twitter users who recently tweeted the word win2011 when queried on September 30, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: winworkshop.net/

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6198785387/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@sinanaral

@winworkshop

@ariegoldshlager

@drewconway

@chrisdiehl

@kateaanderson

@dylanwalker

@barrywellman

@kristinalerman

@pboothe

 

Graph Metric: Value

Graph Type: Directed

Vertices: 16

Unique Edges: 60

Edges With Duplicates: 45

Total Edges: 105

Self-Loops: 26

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 16

Maximum Edges in a Connected Component: 105

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.617188

Graph Density: 0.270833333

NodeXL Version: 1.0.1.179

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word quickbooks

when queried on April 30, 2011, sorted by betweenness centrality (see: en.wikipedia.org/wiki/Centrality).

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A visualization of the network data is here: www.flickr.com/photos/marc_smith/5674430305/sizes/o/in/ph...

 

Top most between users:

@rosebusinesssol

@qbtrainer

@qbguy

@entrepreneursnw

@rdcushing

@quickbooks

@paulbelshawtax

@michellelongcpa

@quickbooksca

@mmangen

 

Graph Metric: Value

Graph Type: Directed

Vertices: 804

Unique Edges: 1660

Edges With Duplicates: 112

Total Edges: 1772

Self-Loops: 0

Connected Components: 400

Single-Vertex Connected Components: 387

Maximum Vertices in a Connected Component: 393

Maximum Edges in a Connected Component: 1739

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 3.284064

Graph Density: 0.002650199

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned kinect when queried on February 2, 2011 scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned info360 when queried on March 22, 2011, scaled by numbers of followers. Layout using the "Group Layout" composed of tiled bounded regions.

 

The Info360 conference was held in Washington, D.C. on March 21-24, 2011. See: www.aiimexpo.com/

 

Top most between users:

@info360, @cmswire, @jmancini77, @armediallc, @sharepoint, @gilbane, @opentext, @abbyy_usa, @ron_miller, @jessewilkins

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

 

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: www.ht2010.org/

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the hashtag #ttw2011 when queried on April 9, 2011, scaled by numbers of followers (with outliers thresholded). Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

The Theorizing the Web Conference was held at the University of Maryland on April 8, 2011. See: www.cyborgology.org/theorizingtheweb/

 

Top most between users: @zephoria, @academicdave, @ttw2011, @techsoc, @nathanjurgenson, @alanews, @james3neal, @gazoombo, @savasavasava, @jessienyc

 

A detailed list of top users is here: www.flickr.com/photos/marc_smith/5603673080/

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5603088993/sizes/o/

 

Graph Metric: Value

Graph Type: Directed

Vertices: 174

Unique Edges: 1042

Edges With Duplicates: 214

Total Edges: 1256

Self-Loops: 0

Connected Components: 12

Single-Vertex Connected Components: 11

Maximum Vertices in a Connected Component: 163

Maximum Edges in a Connected Component: 1256

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.406263

Graph Density: 0.03803734

NodeXL Version: 1.0.1.164

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Follow Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned opengovrd when queried on March 22, 2011, scaled by numbers of followers. Layout using a single bounded region.

 

The Open Government Research & Development Summit ("#OpenGovRD") conference was held in Washington, D.C. on March 21-22, 2011. See: nitrd.gov/opengov/

 

Top most between users:

@digiphile, @bethnoveck, @noneck, @jahendler, @wabranty, @debbryant, @justgrimes, @noshir, @usdatagov, @mereastew

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned WDW (Walt Disney World) when queried on March 11, 2011 scaled by numbers of followers.

 

Top most between:

@micechat, @nrhenley, @cookingwmickey, @cosmicreid, @eartothere, @mouseofzen, @disney4babies, @cmdisbrow, @mellowmickey, @orlando_united

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Thanks to @BillJohnston 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: community20.blogspot.com/

 

Top Twitter users who recently mentioned socialc20 when queried on April 5, 2011, sorted by betweenness centrality. Layout using the "Group Layout" 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: www.flickr.com/photos/marc_smith/5592302165/sizes/o/

 

The data set for this map is here: www.connectedaction.net/wp-content/uploads/2011/04/201104...

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, 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 Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the words scifest

when queried on April 27, 2011, scaled by numbers of followers (with outliers thresholded).

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5662955459/sizes/o/

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5662955371

 

Top most between users:

@usasciencefest, @nsf, @aboutphysics, @changeequation, @aspb, @awisnational, @amstatnews, @jstaadecker, @asanews, @olivne

 

Graph Metric: Value

Graph Type: Directed

Vertices: 41

Unique Edges: 51

Edges With Duplicates: 53

Total Edges: 104

Self-Loops: 0

Connected Components: 11

Single-Vertex Connected Components:10

Maximum Vertices in a Connected Component: 31

Maximum Edges in a Connected Component: 104

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.898023

Graph Density: 0.045731707

NodeXL Version: 1.0.1.166

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word #picnic2011 when queried on September 19, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.picnicnetwork.org/festival

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6163678595/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@picnicfestival

@ideasproject

@bchihani

@piaerkinheimo

@appsterdamrs

@berthagendoorn

@kresin

@jwalphenaar

@dusc

@virtueelp

 

Graph Metric: Value

Graph Type: Directed

Vertices: 839

Unique Edges: 6298

Edges With Duplicates: 2073

Total Edges: 8371

Self-Loops: 1040

Connected Components: 54

Single-Vertex Connected Components: 50

Maximum Vertices in a Connected Component: 741

Maximum Edges in a Connected Component: 7815

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.996892

Graph Density: 0.009368751

NodeXL Version: 1.0.1.177

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word SMWF when queried on June 3, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

Top most between users:

@socialmediawf

@itweb

@pleasefindthis

@chrisroperza

@walterpike

@capetown

@corpcomexercise

@mikeander

@mikeasaunders

@dazmsmith

 

Graph Metric: Value

Graph Type: Directed

Vertices: 414

Unique Edges: 4939

Edges With Duplicates: 447

Total Edges: 5386

Self-Loops: 0

Connected Components: 20

Single-Vertex Connected Components: 17

Maximum Vertices in a Connected Component: 393

Maximum Edges in a Connected Component: 5383

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.516092

Graph Density: 0.030102584

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word symantec when queried on August 13, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: en.wikipedia.org/wiki/Symantec

And: www.symantec.com/index.jsp

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6041649951/sizes/m/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@symantec

@nxtmobilephones

@oosdgkerf

@rodtrent

@techl0g

@aouiajsdd

@helpnetsecurity

@androgeek

@cn210bnare

@parallelspanel

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 3424

Edges With Duplicates: 1119

Total Edges: 4543

Self-Loops: 952

Connected Components: 360

Single-Vertex Connected Components: 335

Maximum Vertices in a Connected Component: 607

Maximum Edges in a Connected Component: 4003

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 4.103242

Graph Density: 0.003134134

NodeXL Version: 1.0.1.174

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Twitter users who mentioned "flood" on May 7, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Top most between Twitter users who recently tweeted the word Forrester when queried on August 15, 2011, sorted by betweenness centrality.

 

See: www.forrester.com/rb/research

 

A visualization of this network is here: www.flickr.com/photos/marc_smith/6046445369/sizes/o/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@forrester

@counternotions

@zdnet

@yogeshmalik

@michael_swart

@dhinchcliffe

@thomasmarzano

@bordell_berlin

@aharpaz

@eloqua

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 2451

Edges With Duplicates: 869

Total Edges: 3320

Self-Loops: 937

Connected Components: 345

Single-Vertex Connected Components: 311

Maximum Vertices in a Connected Component: 591

Maximum Edges in a Connected Component: 2651

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.52868

Graph Density: 0.002107107

NodeXL Version: 1.0.1.174

  

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned #w2e when queried on March 31, 2011, scaled by numbers of followers (with outliers thresholded). Layout using the "Group Layout" 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: www.web2expo.com/

 

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: www.flickr.com/photos/marc_smith/5576936445/sizes/o/

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, 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

 

From: www.connectedaction.net

 

Connections among the Twitter users who follow @Amy_Harmon when queried on August 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: twitter.com/#!/amy_harmon

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here:

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@amy_harmon

@nytimes

@nickkristof

@billgates

@rebeccaskloot

@shitmydadsays

@stevesilberman

@matthewherper

@markoff

@brainpicker

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1161

Unique Edges: 11153

Edges With Duplicates: 14584

Total Edges: 25737

Self-Loops: 0

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 1161

Maximum Edges in a Connected Component: 25737

Maximum Geodesic Distance (Diameter): 2

Average Geodesic Distance: 1.974447

Graph Density: 0.013690635

NodeXL Version: 1.0.1.174

  

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6526319369/sizes/l/in/ph...

 

These are the top most between Twitter users who recently tweeted the word quickbooks when queried on December 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/10/2011 22:06 and ends on 12/14/2011 18:28 UTC.

 

A visualization of this network is here: www.flickr.com/photos/marc_smith/6526319369/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@rosebusinesssol

@mygpcloud

@quickbooks

@frankshankscoas

@kirsjainshape

@intuit

@fillbeshot

@ruthperryman

@intuituk

@quickbooksusers

 

Graph Metric: Value

Graph Type: Directed

Vertices: 933

Unique Edges: 2824

Edges With Duplicates: 941

Total Edges: 3765

Self-Loops: 1318

Connected Components: 240

Single-Vertex Connected Components: 230

Maximum Vertices in a Connected Component: 681

Maximum Edges in a Connected Component: 3430

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 2.952688

Graph Density: 0.002613978

Modularity: 0.432513

NodeXL Version: 1.0.1.196

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:

www.nodexlgraphgallery.org/Pages/Default.aspx

 

A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6215725809

 

Top most between Twitter users who recently tweeted the word oracle when queried on October 5, 2011, sorted by betweenness centrality.

 

See: www.oracle.com/openworld/live/on-demand/index.html

 

A visualization of this network: www.flickr.com/photos/marc_smith/6215725809/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111

 

Top most between users:

@benioff

@oracleopenworld

@salesforce

@arstechnica

@sai

@oracledatabase

@sapjobswithace

@kirbylunger

@capgemini

@reuters_biz

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 2747

Edges With Duplicates: 827

Total Edges: 3574

Self-Loops: 1102

Connected Components: 425

Single-Vertex Connected Components: 396

Maximum Vertices in a Connected Component: 541

Maximum Edges in a Connected Component: 2923

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.475208

Graph Density: 0.00226026

NodeXL Version: 1.0.1.179

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among Twitter users who mentioned PDF2010 on June 3, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word makerfaire when queried on May 22, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5750078174/sizes/o/in/ph...

 

A detailed list of top most between users: www.flickr.com/photos/marc_smith/5749531893/sizes/o/in/ph...

 

Top most between users:

makerfaire

@timoreilly

@make

@scobleizer

@eff

@oreillymedia

@dalepd

@craft

@bre

@tempo

 

Graph Metric: Value

Graph Type: Directed

Vertices: 871

Unique Edges: 3581

Edges With Duplicates: 883

Total Edges: 4464

Self-Loops: 0

Connected Components: 85

Single-Vertex Connected Components: 79

Maximum Vertices in a Connected Component: 782

Maximum Edges in a Connected Component: 4449

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.816641

Graph Density: 0.005273368

NodeXL Version: 1.0.1.169

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the tags associated with the word "Lipari" in flickr when queried on July 17, 2011.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the image is here:

  

The local networks of each of the tags is shown alongside the complete network graph.

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag #AERA when queried on April 8, 2011, sorted by betweenness centrality. Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

The American Educational Research Association held its annual meeting in New Orleans, Louisiana on April 8-12, 2011. See: aera.net/2011AnnualMeeting.htm

 

Top most between users:

@rocxana, @mcdanger, @aeieducation, @caboni, @ileducprof, @harpademic, @rmosvold, @jennar, @willistj, @houshuang

 

A detailed list of top users is here: www.flickr.com/photos/marc_smith/5602295660/

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5602295638/sizes/o

 

Graph Metric: Value

Graph Type: Directed

Vertices: 109

Unique Edges: 248

Edges With Duplicates: 61

Total Edges: 309

Self-Loops: 0

Connected Components: 26

Single-Vertex Connected Components: 21

Maximum Vertices in a Connected Component: 76

Maximum Edges in a Connected Component: 289

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.742346

Graph Density: 0.023445464

NodeXL Version: 1.0.1.164

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Follow Marc Smith on Twitter.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6246955195/

 

The 15th annual Internet Librarian conference is being held in Monterey, California, October 17-19.

 

The conference gathers information professionals who use the Internet to deliver improved library services.

 

These are the top most between Twitter users who recently tweeted the word #IL2011 when queried on October 15, 2011, sorted by betweenness centrality.

 

See: www.infotoday.com/il2011/

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6246955195/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@libconf

@thelib

@davidleeking

@librarianbyday

@jdysart

@rossanaisabel

@pcsweeney

@jambina

@brewinlibrarian

@eclasper

 

Graph Metric: Value

Graph Type: Directed

Vertices: 87

Unique Edges: 954

Edges With Duplicates: 205

Total Edges: 1159

Self-Loops: 123

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 87

Maximum Edges in a Connected Component: 1159

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.015326

Graph Density: 0.12897621

NodeXL Version: 1.0.1.179

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6247485724/

 

These are the top most between Twitter users who recently tweeted the word #EDU11 when queried on October 15, 2011, betweenness centrality.

 

See: www.educause.edu/E2011/Program/F2F

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6247485724/sizes/l/in/ph...

 

Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality

 

Top most between users:

@educause

@insidehighered

@ericstoller

@educauseli

@smithstorian

@blackboard

@bb_mobile

@joshmkim

@knewton

@ciscoedu

 

Graph Metric: Value

Graph Type: Directed

Vertices: 87

Unique Edges: 954

Edges With Duplicates: 205

Total Edges: 1159

Self-Loops: 123

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 87

Maximum Edges in a Connected Component: 1159

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.015326

Graph Density: 0.12897621

NodeXL Version: 1.0.1.179

 

More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/

 

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

The five forces analysis was developed by Michael Porter of Harvard Business School. This strategic business model is about five forces that determine the competition and profitability of a market.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word socialloco when queried on May 5, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A larger version of the network map is here:

 

A detailed list of top most between users:

 

Top most between users:

  

NodeXL is free and open and available from www.codeplex.com/nodexl

 

NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

Marc Smith on Twitter.

 

June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned #SAS when queried on March 14, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

 

From: www.connectedaction.net

 

Twitter users who mentioned #e2 or #e2conf on June 13, 2010 scaled by number of followers, x = log(followers), y = log(tweets).

 

There is a correlation between tweets and followers, but not everyone converts tweets to followers at the same rate. Below the diagonal are those who over convert tweets to followers, those above the diagonal under convert tweets to followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.

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