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From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6232030871

 

Connections among the Twitter users who recently tweeted the word OccupyWallStreet 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: occupywallst.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/6232030871/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:

@ajenglish

@anonymousirc

@cnbc

@rawstory

@ryannewyork

@mediabistro

@blogdiva

@brentnhunter

@krenner2

@rebuilddream

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 3014

Edges With Duplicates: 720

Total Edges: 3734

Self-Loops: 994

Connected Components: 318

Single-Vertex Connected Components: 300

Maximum Vertices in a Connected Component: 664

Maximum Edges in a Connected Component: 3326

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.508133

Graph Density: 0.002524525

NodeXL Version1.0.1.179

 

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/6232401928

 

Connections among the Twitter users who recently tweeted the word Deloitte 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.deloitte.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/6232401928/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:

@deloitte

@bernardmarr

@davidgrahamsa

@fast50benelux

@thomsonreuters

@roosvanvugt

@improvedigital

@deloittehealth

@lifeatdeloitte

@deloitteus

 

Graph Metric: Value

Graph Type: Directed

Vertices: 893

Unique Edges: 2521

Edges With Duplicates: 1277

Total Edges: 3798

Self-Loops: 1078

Connected Components: 338

Single-Vertex Connected Components: 318

Maximum Vertices in a Connected Component: 528

Maximum Edges in a Connected Component: 3254

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 3.536925

Graph Density: 0.002941413

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 follow benbendc when queried on February 9, 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 some Twitter users who recently mentioned nissanleaf when queried on July 16, 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

 

Top Twitter users who recently tweeted the hashtag #bones when queried on April 11, 2011, sorted by betweenness centrality.

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5611987853/sizes/o/

 

Top most between users:

@forensicmama, @bringbackzack, @spoilertv, @canalfox_br, @wellsbones, @gibbsrules, @evilharthanson, @maramara94, @brennanbooth, @katetamse77

 

Graph Metric: Value

Graph Type: Directed

Vertices: 944

Unique Edges: 2701

Edges With Duplicates: 305

Total Edges: 3006

Self-Loops: 0

Connected Components: 598

Single-Vertex Connected Components: 550

Maximum Vertices in a Connected Component: 271

Maximum Edges in a Connected Component: 2827

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.902349

Graph Density: 0.003190323

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

Link: www.flickr.com/photos/marc_smith/6232373616/

 

Connections among the Twitter users who recently tweeted the word Palantir 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.palantirtech.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/6232373616/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:

@techcrunch

@crdant

@haroldsax2

@joffinjoy

@rayhowe

@thomaspower

@palantirtech

@palantir

@techmeme

@prestonehrler

 

Graph Metric: Value

Graph Type: Directed

Vertices: 602

Unique Edges: 1047

Edges With Duplicates: 314

Total Edges: 1361

Self-Loops: 510

Connected Components: 237

Single-Vertex Connected Components: 225

Maximum Vertices in a Connected Component: 354

Maximum Edges in a Connected Component: 1070

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.35721

Graph Density: 0.002034262

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.

 

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/6203313170

 

Top most between Twitter users who recently tweeted the word Strata when queried on September 20, 2011, sorted by betweenness centrality.

 

See: strataconf.com/summit2011

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6203313170/sizes/l/in/ph...

 

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

 

Top most between users:

@timoreilly

@strataconf

@doctorow

@acroll

@ticbeat

@datacenter

@hnshah

@oreillymedia

@markmadsen

@unglobalpulse

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1118

Unique Edges: 5813

Edges With Duplicates: 6522

Total Edges: 12335

Self-Loops: 1010

Connected Components: 9

Single-Vertex Connected Components: 8

Maximum Vertices in a Connected Component: 1110

Maximum Edges in a Connected Component: 12327

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.575622

Graph Density: 0.00647018

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 most between Twitter users who recently tweeted the word NY9 when queried on September 13, 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.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6147273131/sizes/o/in/ph...

 

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

Top most between users:

@bobturner9th

@daveweigel

@tpm

@dndailypolitics

@salon

@azipaybarah

@yossigestetner

@bkpolitics

@capitaltonight

@rickklein

 

Graph Metric: Value

Graph Type: Directed

Vertices: 650

Unique Edges: 6973

Edges With Duplicates: 1684

Total Edges: 8657

Self-Loops: 690

Connected Components: 12

Single-Vertex Connected Components: 11

Maximum Vertices in a Connected Component: 639

Maximum Edges in a Connected Component: 8646

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.714977

Graph Density: 0.017321323

NodeXL Version: 1.0.1.176

 

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

 

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

X = Followers, Y = Tweets

 

NodeXL is available from 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.

 

MetricValue

Graph TypeDirected

Vertices455

Unique Edges2,901

Edges With Duplicates0

Total Edges2,901

Self-Loops0

Connected Components42

Single-Vertex Connected Components38

Maximum Vertices in a Connected Component410

Maximum Edges in a Connected Component2,892

Maximum Geodesic Distance (Diameter)7

Average Geodesic Distance2.95

Graph Density0.01

 

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

 

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.

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.

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.

 

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.

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/

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.

 

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.

 

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.

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