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From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word ubicomp when queried on September 18, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.ubicomp.org/ubicomp2011/paper.html

 

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

 

(Edges connecting users are bundled and curved with recent features added to NodeXL v.177.)

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6159232714/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:

@rkmt

@ubicomp2011

@landay

@nkawa

@hxt00

@msraurjp

@marc_smith

@mikekuniavsky

@hsmcramer

@adriancheok

 

Graph Metric: Value

Graph Type: Directed

Vertices: 84

Unique Edges: 425

Edges With Duplicates: 161

Total Edges: 586

Self-Loops: 60

Connected Components: 11

Single-Vertex Connected Components: 9

Maximum Vertices in a Connected Component: 73

Maximum Edges in a Connected Component: 573

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.396106

Graph Density: 0.063539874

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.

 

Top Twitter users who recently tweeted the word chi2011 when queried on May 8, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5701022497/sizes/o/in/ph...

 

Top most between users:

@chi2011

@msftresearch

@edchi

@jeffbigham

@landay

@evanmpeck

@acagamic

@clifflampe

@yardi

@eytanadar

 

Graph Metric: Value

Graph Type: Directed

Vertices: 421

Unique Edges: 3849

Edges With Duplicates: 324

Total Edges: 4173

Self-Loops: 0

Connected Components: 32

Single-Vertex Connected Components: 29

Maximum Vertices in a Connected Component: 384

Maximum Edges in a Connected Component: 4146

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.553249

Graph Density: 0.022587943

 

NodeXL Version1.0.1.167

 

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 cablegate when queried on December 11, 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/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 mentioned gnip when queried on February 12, 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 #toystory3 when queried on July 6, 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 mentioned rwjf when queried on March 23, 2011, sorted by betweenness centrality.

 

The Robert Wood Johnson Foundation (RWJF) is a philanthropic organization devoted to public health related issues. See: rwjf.org/

 

Top most between users:

@rwjf, @rwjf_pubhealth, @rwjf_humancap, @rwjf_vp, @healthyamerica1, @pioneerrwjf, @rwjf_qualequal, @rwjf_coverage, @siobhanmaire, @changemakers

 

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 msrtf11 OR techfest when queried on March 14, 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.

 

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 ymotherboard when queried on July 17, 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.

From: www.connectedaction.net

 

Twitter users scaled by numbers of followers who mentioned #cfp10 OR #cfp2010 OR #cfpconf on June 16, 2010.

 

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 deloitte when queried on March 11, 2011 scaled by numbers of followers.

 

Top most between:

@deloitte, @deloittecanada, @grey_area, @aloria, @davidgrahamsa, @roosvanvugt,

@mariellecoomans, @rexster, @deloittesa, @businessobjects

  

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 scon11 when queried on April 5, 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:

@crmstrategies, @sugarcrm, @pgreenbe, @lmaugustin, @ekolsky, @crmoutsiders, @jesus_hoyos, @mjayliebs, @insideview, @catyfromfocus

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5594033762/sizes/o/

 

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.

 

Graph Metric: Value

Graph Type: Directed

Vertices: 343

Unique Edges: 2867

Edges With Duplicates: 414

Total Edges: 3281

Self-Loops: 0

Connected Components: 22

Single-Vertex Connected Components: 20

Maximum Vertices in a Connected Component: 321

Maximum Edges in a Connected Component: 3280

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.454733

Graph Density: 0.026179394

NodeXL Version: 1.0.1.164

 

Follow Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned Sunbelt OR insna when queried on February 14, 2011 scaled by numbers of followers.

 

A list of the most between contributors is here.

 

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

 

List of top Twitter users who mentioned CRM on May 18, 2010 ranked by 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

 

Connections among some Twitter users who recently mentioned ymotherboard when queried on July 17, 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

 

Twitter users who mentioned "kodak" on April 29, 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 mentioned nissanleaf when queried on July 16, 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.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6232945955/

 

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

 

Updated map at: www.flickr.com/photos/marc_smith/6234691231

 

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/6232945955/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:

@occupywallstnyc

@katmckinley

@salon

@occupymusic

@lucykafanov

@occupy_boston

@diggrbiii

@charlesbivona

@talkmaster

@weoccupyamerica

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 4645

Edges With Duplicates: 989

Total Edges: 5634

Self-Loops: 944

Connected Components: 264

Single-Vertex Connected Components: 253

Maximum Vertices in a Connected Component: 725

Maximum Edges in a Connected Component: 5282

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 3.265154

Graph Density: 0.004344344

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/6232086219/

 

Connections among the Twitter users who recently tweeted the word Novartis 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.novartis.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/6232086219/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:

@novartis

@nytimeshealth

@nytimesbusiness

@bill_george

@biotechnology

@fiercepharma

@teresaamabile

@appature

@bradatpharma

@postdocali

 

Graph Metric: Value

Graph Type: Directed

Vertices: 817

Unique Edges: 1900

Edges With Duplicates: 764

Total Edges: 2664

Self-Loops: 999

Connected Components: 382

Single-Vertex Connected Components: 352

Maximum Vertices in a Connected Component: 379

Maximum Edges in a Connected Component: 1972

Maximum Geodesic Distance (Diameter): 13

Average Geodesic Distance: 3.702823

Graph Density: 0.002251482

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 pdfmeetup when queried on September 13, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.meetup.com/PdF/

 

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/6144556601/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:

@mlsif

@smboylepolitics

@pdfteam

@nclarkjudd

@techpresident

@rich1

@pondswimmer

@mgyerman

@changefeed

@halywttest

 

Graph Metric: Value

Graph Type: Directed

Vertices: 24

Unique Edges: 50

Edges With Duplicates: 91

Total Edges: 141

Self-Loops: 63

Connected Components: 5

Single-Vertex Connected Components: 4

Maximum Vertices in a Connected Component: 20

Maximum Edges in a Connected Component: 137

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 1.861386

Graph Density: 0.101449275

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.

 

Gap Analysis Premayogan Firm

26 Point GAP Analysis – Setting Goals is Only the First Step

Going through the exercise of setting goals may seem like a task or even at its worst dudgery. The problem in the past has been that most organizations set goals based on sales for each quarter of...

 

www.premayogan.com/blog/gap-analysis/

VFX for Microsoft Surface: Users can intuitively draw an area of interest to collect intel on features falling within. To learn more about VFX for Microsoft Surface check out this IDV UX blog post.

 

Explore our homepage to learn more about Visual Fusion.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the words they might be giants OR TMBG when queried on April 24, 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/5650850439/sizes/o/in/ph...

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5651417150

 

Top most between users:

@tmbg, @jupitusphillip, @jasonsantamaria, @josemolinatv, @j1gorman, @rurugby, @thelupineone, @hoosier114, @turnip5, @jchutchins

 

Graph Metric: Value

Graph Type: Directed

Vertices: 708

Unique Edges: 462

Edges With Duplicates: 752

Total Edges: 1214

Self-Loops: 1

Connected Components: 292

Single-Vertex Connected Components: 253

Maximum Vertices in a Connected Component: 360

Maximum Edges in a Connected Component: 1023

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.530656

Graph Density: 0.001534294

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 Forrester 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: www.forrester.com/rb/research

 

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/6046445369/sizes/o/in/ph...

 

A detailed list of top most between contributors is here: www.flickr.com/photos/marc_smith/6046995658/

 

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

 

List of top most between Twitter users who recently mentioned PAWCON when queried on March 14, 2011 sorted by betweenness centrality.

 

NodeXL is available from www.codeplex.com/nodexl

 

Top between:

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

  

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 interop when queried on May 9, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5704226589/sizes/o/in/ph...

 

Top most between users:

@cyberwar_geek

@interop_events

@mscloudjago

@vanessaalvarez1

@extremenetworks

@abnerg

@acroll

@vmware

@jamesurquhart

@hp_networking

 

Graph Metric: Value

Graph Type: Directed

Vertices: 734

Unique Edges: 6732

Edges With Duplicates: 544

Total Edges: 7276

Self-Loops: 1

Connected Components: 97

Single-Vertex Connected Components: 92

Maximum Vertices in a Connected Component: 629

Maximum Edges in a Connected Component: 7245

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.782195

Graph Density: 0.012986458

NodeXL Version: 1.0.1.167

 

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.

 

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

 

Connections among the Twitter users who recently tweeted the word Webshop2011 when queried on August 27, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.cs.umd.edu/hcil/webshop2011/index.shtml

 

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/6086807205/sizes/o/

 

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:

@jenpre

@barrywellman

@benbendc

@eszter

@katypearce

@yardi

@webshop2011

@marc_smith

@clifflampe

@pjrey

 

Graph Metric: Value

Graph Type: Directed

Vertices: 168

Unique Edges: 2130

Edges With Duplicates: 2039

Total Edges: 4169

Self-Loops: 628

Connected Components: 5

Single-Vertex Connected Components: 4

Maximum Vertices in a Connected Component: 164

Maximum Edges in a Connected Component: 4164

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.092714

Graph Density: 0.091281722

NodeXL Version: 1.0.1.175

 

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 SCRM on June 14, 2010.

 

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 kcrw

when queried on May 2, 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/5683073744/sizes/o/in/ph...

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5682506845

 

Top most between users:

@kcrw

@laweekly

@kcrwplaylist

@evankleiman

@chuckp8

@anne_litt_kcrw

@jeremysole

@laweeklymusic

@weegee

@garthtrinidad

 

Graph Metric: Value

Graph Type: Directed

Vertices: 544

Unique Edges: 1998

Edges With Duplicates: 633

Total Edges: 2631

Self-Loops: 0

Connected Components: 120

Single-Vertex Connected Components: 112

Maximum Vertices in a Connected Component: 418

Maximum Edges in a Connected Component: 2618

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.482936

Graph Density: 0.007782878

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 Galway when queried on July 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.

 

A larger version of the image is here:

 

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

 

Top most between users:

@colmtobin

@rtegaa

@officialgaa

@aaroadwatch

@gergilroy

@galwayad

@gaa_beo

@setantasports

@jimmynorman

@volvo_oceanrace

 

Graph Metric: Value

Graph Type: Directed

Vertices: 967

Unique Edges: 6428

Edges With Duplicates: 1379

Total Edges: 7807

Self-Loops: 1122

Connected Components: 274

Single-Vertex Connected Components: 246

Maximum Vertices in a Connected Component: 655

Maximum Edges in a Connected Component: 7299

Maximum Geodesic Distance (Diameter): 13

Average Geodesic Distance: 3.114706

Graph Density: 0.006586934

NodeXL Version: 1.0.1.171

 

The local networks of each of the users 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

 

List of most between Twitter users who recently mentioned GlobalSCRM when queried on July 18, 2010.

 

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 Nokia when queried on February 14, 2011 scaled by numbers of followers.

 

Metric Value

Graph Type Directed

Vertices 1000

Unique Edges 581

Edges With Duplicates 231

Total Edges 812

Self-Loops 0

Connected Components 680

Single-Vertex Connected Components 624

Maximum Vertices in a Connected Component 242

Maximum Edges in a Connected Component 615

Maximum Geodesic Distance (Diameter) 12

Average Geodesic Distance 4.761538

Graph Density 0.000682683

 

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 NodeXL when queried on March 13, 2011 scaled by numbers of followers.

 

Detailed listings are available here:www.flickr.com/photos/marc_smith/5521097065/

 

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 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

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

 

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.

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