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From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6208023177/

 

Top most between Twitter users who recently tweeted the word wikisym when queried on October 3, 2011, sorted by betweennness centrality

 

See: www.wikisym.org/

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6208023177/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:

@wikisym

@jfelipe

@andicat

@geoplace

@staeiou

@dirkriehle

@wikimedia

@edchi

@bkeegan

@hfordsa

 

Graph Metric: Value

Graph Type: Directed

Vertices: 78

Unique Edges: 459

Edges With Duplicates: 354

Total Edges: 813

Self-Loops: 132

Connected Components: 10

Single-Vertex Connected Components: 8

Maximum Vertices in a Connected Component: 68

Maximum Edges in a Connected Component: 800

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.207506

Graph Density: 0.086913087

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 ICWSM on May 22, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.

 

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 mentioned maternal mortality when queried on July 13, 2010 sorted by betweenness centrality.

 

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.

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

 

List of top most between Twitter users who recently mentioned sxsw when queried on March 13, 2011 sorted by betweenness centrality.

 

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/6234653454/

 

Connections among the Twitter users who recently tweeted the word #JW11 when queried on October 10, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.jivesoftware.com/jiveworld

 

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/6234653454/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:

@jivesoftware

@gialyons

@mikefraietta

@cflanagan

@cosmopolitan_lv

@ginorossi

@kristinhersant

@thebrandbuilder

@alanlepo

@mor_trisha

 

Graph Metric: Value

Graph Type: Directed

Vertices: 345

Unique Edges: 3606

Edges With Duplicates: 2072

Total Edges: 5678

Self-Loops: 632

Connected Components: 11

Single-Vertex Connected Components: 9

Maximum Vertices in a Connected Component: 334

Maximum Edges in a Connected Component: 5659

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.353001

Graph Density: 0.034184361

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.

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: www.flickr.com/photos/marc_smith/6237713937/

 

Connections among the Twitter users who recently tweeted the word #IR12 when queried on October 11, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: ir12.aoir.org/

 

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/6237713937/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:

@nancybaym

@michaelzimmer

@ir12kiss

@jeanburgess

@mikemonello

@paulmbaker

@miac

@barrywellman

@terrisenft

@s_t_e_v_e_jones

 

Graph Metric: Value

Graph Type: Directed

Vertices: 242

Unique Edges: 3174

Edges With Duplicates: 1885

Total Edges: 5059

Self-Loops: 796

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 241

Maximum Edges in a Connected Component: 5058

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.258015

Graph Density: 0.060680361

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 words functional programming

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/5682272869/sizes/o/

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5682840400/

 

Top most between users:

@donsbot

@pozorvlak

@znmeb

@travisbhartwell

@rickasaurus

@darachennis

@pigworker

@etorreborre

@channingwalton

@tom_harper

 

Graph Metric: Value

Graph Type: Directed

Vertices: 58

Unique Edges: 48

Edges With Duplicates: 39

Total Edges: 87

Self-Loops: 0

Connected Components: 28

Single-Vertex Connected Components: 23

Maximum Vertices in a Connected Component: 25

Maximum Edges in a Connected Component: 67

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.046083

Graph Density: 0.020266183

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.

 

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

 

Twitter users who mentioned "Poken" 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

 

These are the top most between Twitter users who recently tweeted the word dellcares OR delllistens 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 12/6/2011 15:28 and ends on 12/14/2011 14:56 UTC.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6527047257/sizes/l/in/ph...

 

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

 

Top most between users:

@dellcares

@m_brigman

@dellenterprise

@martyatdell

@dellhomeus

@lionelatdell

@amyhatdell

@lisagatdell

@alienware

@jasondatdell

 

Graph Metric: Value

Graph Type: Directed

Vertices: 251

Unique Edges: 442

Edges With Duplicates: 1433

Total Edges: 1875

Self-Loops: 84

Connected Components: 5

Single-Vertex Connected Components: 4

Maximum Vertices in a Connected Component: 247

Maximum Edges in a Connected Component: 1870

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 2.010719

Graph Density: 0.0132749

Modularity: 0.20046

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/6233561108

 

Connections among the Twitter users who recently tweeted the word AOIR OR #IR12 when queried on October 11, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: ir12.aoir.org/

 

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/6233561108/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:

 

@ir12

@barrywellman

@mikemonello

@netcrit

@andresmh

@s_t_e_v_e_jones

@zizip

@kellybergstrom

@katypearce

@guillaumelatzko

 

Graph Metric: Value

Graph Type: Directed

Vertices: 231

Unique Edges: 1984

Edges With Duplicates: 2118

Total Edges: 4102

Self-Loops: 586

Connected Components: 46

Single-Vertex Connected Components: 40

Maximum Vertices in a Connected Component: 181

Maximum Edges in a Connected Component: 4012

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.213887

Graph Density: 0.046320346

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 gannett when queried on August 11, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: en.wikipedia.org/wiki/Gannett_Company

And: www.gannett.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/6039180208/sizes/m/in/ph...

 

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

 

Top most between users:

@gannett

@poynter

@romenesko

@socialmediaclub

@marisacorser

@jodiontheweb

@yourmilitary

@spousecentrals

@govloop

@anonymous1mill

 

Graph Metric: Value

Graph Type: Directed

Vertices: 452

Unique Edges: 1372

Edges With Duplicates: 430

Total Edges: 1802

Self-Loops: 489

Connected Components: 165

Single-Vertex Connected Components: 156

Maximum Vertices in a Connected Component: 278

Maximum Edges in a Connected Component: 1535

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.545185

Graph Density: 0.00580323

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.

 

This screenshot depicts one year of hurricane data (taken from HurricaneWatch, an interactive data visualization demo application of Visual Fusion). With so much happening on the map, it can be difficult to understand what is going on. With Visual Fusion, you can easily drill down through the data by either data filtering, or by drilling into the timeline component.

 

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

 

Top Twitter users who recently tweeted the word Barajas -dodger -rod -dodgers -#dodger

when queried on April 29, 2011, sorted by betweenness centrality.

 

en.wikipedia.org/wiki/Barajas_Airport

 

Not to be confused with en.wikipedia.org/wiki/Rod_Barajas

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5670123447/sizes/o/

 

Top most between users:

@iescolar

@oscardleon

@abucheopublico

@aenainformacion

@publico_es

@la_ser

@dormadridista

@julia_otero

@policia

@soyjousi

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1457

Edges With Duplicates: 381

Total Edges: 1838

Self-Loops: 0

Connected Components: 455

Single-Vertex Connected Components: 414

Maximum Vertices in a Connected Component: 456

Maximum Edges in a Connected Component: 1592

Maximum Geodesic Distance (Diameter): 12

Average Geodesic Distance: 3.888858

Graph Density: 0.001632633

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.

Passionately explaining results from query via social media monitoring / listening platform tool set. The chart depicts large data sets from the Internet, which can be gathered, filtered and analyzed by experienced practitioners like me to gain maximum insight for knowledge-driven decisions that lead to increased ROI.

 

Love this stuff!

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned stateoftheunion when queried on January 21, 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 hashtag tedxams when queried on April 12, 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:

 

Top most between users:

@imnothomegoaway, @girlgofollowhim, @nicolesava, @_john_henson_, @you_a_dumbbxtch, @w00ky, @trizzyfolarin, @shannon_maria89, @itsjaznigga, @aceaveli

 

A detailed list of top most between users is here:

 

Graph Type: Directed

Vertices: 17

Unique Edges: 22

Edges With Duplicates: 19

Total Edges: 41

Self-Loops: 0

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 16

Maximum Edges in a Connected Component: 41

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.835938

Graph Density: 0.110294118

NodeXL Version: 1.0.1.165

 

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 "www2010" on April 28, 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.

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.

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.

 

AspireAnalyticSolutions offer data analysis course at a cheap rate. This course will introduce you to the world of data analysis. You'll learn how to go through the entire data analysis process. To know more at: www.aspireanalyticsolutions.com/

Thomas Jefferson National Accelerator Facility (Jefferson Lab) provides scientists worldwide the lab’s unique particle accelerator, known as the Continuous Electron Beam Accelerator Facility (CEBAF), to probe the most basic building blocks of matter by conducting research at the frontiers of nuclear physics (NP) and related disciplines.

 

In addition, the lab capitalizes on its unique technologies and expertise to perform advanced computing and applied research with industry and university partners, and provides programs designed to help educate the next generation in science and technology. Thursday, December 1, 2022. (Photo by Aileen Devlin | Jefferson Lab)

  

From: www.connectedaction.net

 

Connections among some Twitter users who recently mentioned facsumm when queried on July 13, 2010 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.

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: www.flickr.com/photos/marc_smith/6526614233/sizes/l/in/ph...

 

These are the most between Twitter users who recently tweeted the word merkel OR sarkozy 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 12/14/2011 13:52 and ends on 12/14/2011 14:42 UTC.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6526614233/sizes/l/in/ph...

 

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

 

Top most between users:

@lemondefr

@newswatch4all

@pabjojot

@regsprecher

@eluniversal

@mastrobradipo

@lena5867

@economistmeg

@clarincom

@zdfonline

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 2404

Edges With Duplicates: 490

Total Edges: 2894

Self-Loops: 968

Connected Components: 394

Single-Vertex Connected Components: 373

Maximum Vertices in a Connected Component: 556

Maximum Edges in a Connected Component: 2215

Maximum Geodesic Distance (Diameter): 12

Average Geodesic Distance: 4.672372

Graph Density: 0.001771772

Modularity: 0.550865

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 tweeted the word klm

when queried on April 29, 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/5670751546/sizes/o/

 

A detailed list of top most between users is here:

 

Top most between users:

@klm

@runwaygirl

@opticaldensity

@royasmusic

@klmmalaysia

@klm_jp

@polledemaagt

@slijterijmeisje

@houseinbandung

@deltaassist

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1231

Edges With Duplicates: 619

Total Edges: 1850

Self-Loops: 0

Connected Components: 429

Single-Vertex Connected Components: 371

Maximum Vertices in a Connected Component: 460

Maximum Edges in a Connected Component: 1503

Maximum Geodesic Distance (Diameter): 12

Average Geodesic Distance: 3.563885

Graph Density: 0.001502503

NodeXL Version1.0.1.166

 

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

 

Connections among the Twitter users who recently mentioned #iar when queried on March 23, 2011, scaled by numbers of followers. Layout using the "Group Layout" composed of tiled bounded regions.

 

Top most between users:

@kewuh, @capaction, @drdigipol, @shannonrenee, @mikenelson, @craignewmark, @cybil_d, @jaycarmona, @kdeutsch, @majda72, @yussipick

 

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.

 

Business Intelligence Chart

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.

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 tweeted the hashtag #AERA 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 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, @urbaneducation, @mcdanger, @acharityhudley, @caboni, @mitpress, @alexanderrusso, @aeieducation, @harpademic, @coweninstitute

 

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

 

Twitter users who mentioned #e2 or #e2conf on June 13, 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 follow or are followed by Orange when queried on September 30, 2011, sorted by betweenness centrality.

 

See: www.orange.com/

A visualization of the network is here: www.flickr.com/photos/marc_smith/6209515710/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:

@orange

@orangebusiness

@twitter

@ygourven

@pressecitron

@frenchweb

@lionelfumado

@sosh_fr

@lemondefr

@mashable

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1587

Unique Edges: 18724

Edges With Duplicates: 26647

Total Edges: 45371

Self-Loops: 0

Connected Components: 229

Single-Vertex Connected Components: 227

Maximum Vertices in a Connected Component: 1358

Maximum Edges in a Connected Component: 45367

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.625415

Graph Density: 0.012709666

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 genome OR genomic

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

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5674283036/sizes/o/in/ph...

 

Top most between users:

@bioworld

@magicsaucemedia

@phylogenomics

@dgmacarthur

@qiagenscience

@edyong209

@rlanzara

@sciencegoddess

@aetiology

@chi_healthtech

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1037

Unique Edges: 3052

Edges With Duplicates: 347

Total Edges: 3399

Self-Loops: 0

Connected Components: 506

Single-Vertex Connected Components: 454

Maximum Vertices in a Connected Component: 424

Maximum Edges in a Connected Component: 3098

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 3.480053

Graph Density: 0.002992557

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.

 

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

 

Top Twitter users who recently mentioned socialc20 when queried on April 6, 2011, sorted by betweeness 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:

@40deuce, @unmarketing, @community20, @jimstorer, @cflanagan, @rhappe, @virtualmr, @cdangson, @mspellerberg, @bpluskowski

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5597969281/sizes/o/

 

Graph Metric: Value

Graph Type: Directed

Vertices: 354

Unique Edges: 2810

Edges With Duplicates: 491

Total Edges: 3301

Self-Loops: 0

Connected Components: 4

Single-Vertex Connected Components: 3

Maximum Vertices in a Connected Component: 351

Maximum Edges in a Connected Component: 3301

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.480808

Graph Density: 0.02437541

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 (http://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 tweeted the word gatwick

when queried on April 28, 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.

 

en.wikipedia.org/wiki/Gatwick

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5666604107/sizes/o/

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5666604217

 

Top most between users:

@theopaphitis

@gatwick_airport

@virginatlantic

@cab4one

@paparazzipigs

@minibus_hire_uk

@bbctravelalert

@airportdirecteu

@ukairports

@njsexecutive

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1113

Edges With Duplicates: 311

Total Edges: 1424

Self-Loops: 0

Connected Components: 504

Single-Vertex Connected Components: 457

Maximum Vertices in a Connected Component: 425

Maximum Edges in a Connected Component: 1237

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 3.923974

Graph Density: 0.001236236

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

 

List of the most between Twitter users who recently mentioned TMSP when queried on February 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.

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 tweeted the hashtag american idol when queried on April 12, 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/5613894605/sizes/o/

 

Top most between users:

@blackatyou, @billboarddotcom, @tvguide, @ebertchicago, @marcmalkin, @idoltracker, @loganhodges, @heybritney, @dangergirl101, @tvchathotline

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1378

Edges With Duplicates: 285

Total Edges: 1663

Self-Loops: 0

Connected Components: 493

Single-Vertex Connected Components: 450

Maximum Vertices in a Connected Component: 447

Maximum Edges in a Connected Component: 1519

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.686834

Graph Density: 0.001516517

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.

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among some Twitter users who recently mentioned bing when queried on July 13, 2010 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

Link: www.flickr.com/photos/marc_smith/6526953201/sizes/l/in/ph...

 

These are the top most between Twitter users who recently tweeted the word socialbiz 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 12/7/2011 3:01 and ends on 12/14/2011 19:00 UTC.

 

Layout created with the "Group Layout" feature of NodeXL which tiles bounded regions for each cluster. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.

 

A visualization of this network is here: www.flickr.com/photos/marc_smith/6526953201/sizes/l/in/ph...

 

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

 

Top most between users:

@pammktgnut

@andyjankowski

@zoomfactor_

@britopian

@markfidelman

@uptweetz

@sandy_carter

@priyasinghsmo

@socbizstrategy

@katmandelstein

 

Graph Metric: Value

Graph Type: Directed

Vertices: 252

Unique Edges: 1010

Edges With Duplicates: 392

Total Edges: 1402

Self-Loops: 257

Connected Components: 11

Single-Vertex Connected Components: 10

Maximum Vertices in a Connected Component: 242

Maximum Edges in a Connected Component: 1390

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 3.281422

Graph Density: 0.016363119

Modularity: 0.414485

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.

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