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From: www.connectedaction.net

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

 

These are the connections among the 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 larger version of the image 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

 

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

 

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.

From: www.connectedaction.net

 

Connections among the Twitter users on the Twitter List maintained by @Scobelizer "founders" when queried on April 5, 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.

 

Top most between users:

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

 

A detailed list of top users is here: www.flickr.com/photos/marc_smith/5598827356

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5598828698/sizes/o/

 

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.

Twitter users who mentioned "NodeXL" on April 11, 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.

This is the NodeXL (http://nodexl.codeplex.com) generated map of the relationships among everyone who tweeted "WIN09" as seen in late September 2009 via search.twitter.com. Image size = #tweets by that twitter account.

 

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 kevin kelly OR kevin2kelly OR technium when queried on May 27, 2011, sorted by betweenness centrality.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/5768489596/sizes/o/

 

Top most between users:

@veen

@stop

@brainpicker

@gruber

@andybudd

@typekit

@gwenbell

@ffejmi

@juandoming

@thesocializers

 

Graph Metric: Value

Graph Type: Directed

Vertices: 310

Unique Edges: 598

Edges With Duplicates: 212

Total Edges: 810

Self-Loops: 0

Connected Components: 73

Single-Vertex Connected Components: 66

Maximum Vertices in a Connected Component: 230

Maximum Edges in a Connected Component: 794

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.320954

Graph Density: 0.007328531

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 words bioinformatics

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

 

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

 

A larger version of the network map is here: www.flickr.com/photos/marc_smith/5663118647/sizes/o/

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5663118545/

 

Top most between users:

@bioinfo

@kshameer

@biomol_info

@genegeek

@32nm

@yokofakun

@marina_manrique

@pathogenomenick

@hannahjwaters

@kristiholmes

 

Graph Metric: Value

Graph Type: Directed

Vertices: 258

Unique Edges: 419

Edges With Duplicates: 50

Total Edges: 469

Self-Loops: 0

Connected Components: 174

Single-Vertex Connected Components: 163

Maximum Vertices in a Connected Component: 74

Maximum Edges in a Connected Component: 450

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.465133

Graph Density: 0.006696227

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 found within a set of 1,000 tweets returned from Twitter Search containing sxsw when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers.

 

The data set used to generate this image is available from: www.connectedaction.net/wp-content/uploads/2011/03/201103...

  

NodeXL is available from www.codeplex.com/nodexl

 

Top users with the highest betweenness centrality:

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

 

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/6247485724/

 

These are the connections among the Twitter users who recently tweeted the word #EDU11 when queried on October 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

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

 

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/6247485724/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:

@educause

@insidehighered

@ericstoller

@educauseli

@smithstorian

@blackboard

@bb_mobile

@joshmkim

@knewton

@ciscoedu

 

Graph Metric: Value

Graph Type: Directed

Vertices: 87

Unique Edges: 954

Edges With Duplicates: 205

Total Edges: 1159

Self-Loops: 123

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 87

Maximum Edges in a Connected Component: 1159

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.015326

Graph Density: 0.12897621

NodeXL Version: 1.0.1.179

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

List of top most between Twitter users who recently mentioned sxsw when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

Top between:

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

 

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 msr20 when queried on September 26, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.connectedaction.net/2011/09/14/october-19-20-2011-nyc...

 

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/6198785429/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:

@pawcon

@sasanalytics

@kristinevick

@emetrics

@jimsterne

@decisionmgt

@lisa_monk

@jamet123

@mrcullen

@vdsweep

 

Graph Metric: Value

Graph Type: Directed

Vertices: 17

Unique Edges: 41

Edges With Duplicates: 24

Total Edges: 65

Self-Loops: 10

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 16

Maximum Edges in a Connected Component: 64

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.673152

Graph Density: 0.169117647

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.

 

I attended the Mobile Web Africa conference in Johannesburg, South Africa. The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.

The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.

I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.

In this image the nodes are located in a X/Y space based on the # Tweets and # Followers

www.mobilewebafrica.com/

 

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 octribe 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: community-roundtable.com/about/

 

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/6163555183/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:

@suzboop

@yammer

@venessapaech

@evanhamilton

@thecr

@erich13

@blakelandau

@da12vid

@thomasknoll

@techsoup

 

Graph Metric: Value

Graph Type: Directed

Vertices: 23

Unique Edges: 100

Edges With Duplicates: 24

Total Edges: 124

Self-Loops: 13

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 22

Maximum Edges in a Connected Component: 123

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 1.958763

Graph Density: 0.199604743

NodeXL Version: 1.0.1.177

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the words cturlington OR everymomcounts

when queried on April 23, 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.

 

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

 

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

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5656120141

 

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 ASA2011 when queried on August 25, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: asanet.org/AM2011/index.cfm

 

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/6087132210/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:

@asanews

@nathanjurgenson

@insidehighered

@jessienyc

@sagesociology

@danielledirks

@cabell

@sociologylens

@wwnsoc

@mary_churchill

 

Graph Metric: Value

Graph Type: Directed

Vertices: 356

Unique Edges: 3998

Edges With Duplicates: 1874

Total Edges: 5872

Self-Loops: 713

Connected Components: 7

Single-Vertex Connected Components: 4

Maximum Vertices in a Connected Component: 348

Maximum Edges in a Connected Component: 5856

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.403233

Graph Density: 0.034483304

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

 

Connections among the Twitter users who recently mentioned #MWA2010 when queried on October 6th, 2010 sorted by betweenness centrality.

 

A map of the network can be found at: http://www.flickr.com/photos/marc_smith/5057228994

 

The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 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

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 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

 

Connections among the Twitter users who recently tweeted the word obesity

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/5671232276/sizes/o/

 

A detailed list of top most between users is here:

 

Top most between users:

@idillionaire

@nhl

@zacmar91

@healthhabits

@sunnyskystar

@bmi_bandit

@healthyfellow

@marybrennan29

@nb3foundation

@prevent_obesity

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1331

Edges With Duplicates: 376

Total Edges: 1707

Self-Loops: 0

Connected Components: 369

Single-Vertex Connected Components: 357

Maximum Vertices in a Connected Component: 617

Maximum Edges in a Connected Component: 1674

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 5.021502

Graph Density: 0.001516517

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/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

 

Connections among the Twitter users who follow @AneeshChopra when queried on May 27, 2011, scaled by numbers of followers (with outliers thresholded).

 

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

 

A larger version of the image is here:

 

A detailed list of top between participants in the network is here:

 

Top most between users:

@aneeshchopra

@whitehouseostp

@opengov

@stevecase

@boltyboy

@hitnewstweet

@health2con

@dominiccampbell

@nuclearminds

@renee_berry

 

Graph Metric: Value

Graph Type: Directed

Vertices: 196

Unique Edges: 229

Edges With Duplicates: 1195

Total Edges: 1424

Self-Loops: 0

Connected Components: 1

Single-Vertex Connected Components: 0

Maximum Vertices in a Connected Component: 196

Maximum Edges in a Connected Component: 1424

Maximum Geodesic Distance (Diameter): 2

Average Geodesic Distance: 1.952624

Graph Density: 0.021559393

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

 

Thanks to @BillJohnston for the suggestion to map SocialC20! The Social Media and Community 2.0 Strategies conference was held April 4-5, 2011 in Boston, Massachusetts. See: community20.blogspot.com/

 

Connections among the Twitter users who recently mentioned socialc20 when queried on April 5, 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.

 

Top most between users:

@community20, @aaronstrout, @chrisbrogan, @kristiewells, @cflanagan, @jimstorer, @mspellerberg, @rhappe, @40deuce, @thecr

 

A detailed list of top users is here: www.flickr.com/photos/marc_smith/5592300551

 

The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5592302165/sizes/o/

 

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

 

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

 

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

 

Graph MetricValue

Graph Type: Directed

Vertices: 307

Unique Edges: 1951

Edges With Duplicates: 301

Total Edges: 2252

Self-Loops: 0

Connected Components: 4

Single-Vertex Connected Components: 2

Maximum Vertices in a Connected Component: 303

Maximum Edges in a Connected Component: 2250

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.514873

Graph Density: 0.022343574

NodeXL Version: 1.0.1.164

 

Follow Marc Smith on Twitter.

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6539378885/sizes/l/in/ph...

 

These are the connections among the Twitter users who follow the user account @jowyang when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users follow one another. This network is different from the network of people who mention "jowyang" (and seen here: www.flickr.com/photos/marc_smith/6526852557).

 

The user @jowyang was removed from this data set since everyone else in the network was connected to the jowyang account. Removing the account disconnects some parts of the network, highlighting the bridging role the account performs.

 

Selected edges have been removed in this visualization: the remaining edges are those that are reciprocated.

 

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 larger version of the image is here: www.flickr.com/photos/marc_smith/6539378885/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:

@jowyang

@dgiannetto

@ariannahuff

@dharmesh

@alexia

@hopefrank

@bill_gross

@paulbarron

@eloqua

@peerindex

@thesocialcmo

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1981

Unique Edges: 7504

Edges With Duplicates: 10445

Total Edges: 17949

Self-Loops: 0

Connected Components: 214

Single-Vertex Connected Components: 211

Maximum Vertices in a Connected Component: 1765

Maximum Edges in a Connected Component: 17939

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 3.188013

Graph Density: 0.003241909

Modularity: 0.250016

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 nodexl.codeplex.com/

 

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

 

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

 

NodeXL is available from www.codeplex.com/nodexl

 

Top between:

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

 

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.

 

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.

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 fracking when queried on September 20, 2010 scaled by numbers of followers.

 

Fracking (or "Hydraulic fracturing") is the now controversial practice in natural gas and oil extraction of injecting solvents and other chemicals under high pressure to crack rocks that seal reserves of natural gas. See: en.wikipedia.org/wiki/Fracking

 

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/6203313170

 

Connections among the Twitter users who recently tweeted the word Strata when queried on September 20, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: strataconf.com/summit2011

 

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/6203313170/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:

@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

 

Connections among the Twitter users who recently mentioned scon11 when queried on April 5, 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.

 

Top most between users:

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

 

A detailed list of top users is here: www.flickr.com/photos/marc_smith/5594032096/

 

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

 

Top most between:

@jbruin, @digigeeky, @dgupta5150, @naveen, @cnnsxws, @marketstrategy, @thedroidguy, @anitanelson, @michaelpilla, @jayantisolank

 

Detailed listings are available here: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.

 

Data Analysis Class Final ITS

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6209681161/

 

Connections among the Twitter users who recently tweeted the word oow11 when queried on October 3, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

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

 

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/6209681161/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:

@oracleopenworld

@oracle

@oracletechnet

@rwang0

@devops_borat

@salesforce

@mysql

@emcoracle

@oraclemix

@oracledatabase

 

Graph Metric: Value

Graph Type: Directed

Vertices: 670

Unique Edges: 5882

Edges With Duplicates: 1573

Total Edges: 7455

Self-Loops: 881

Connected Components: 45

Single-Vertex Connected Components: 44

Maximum Vertices in a Connected Component: 626

Maximum Edges in a Connected Component: 7405

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.770009

Graph Density: 0.013401602

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 interop when queried on May 9, 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/5704226589/sizes/o/in/ph...

  

A detailed list of top most between users: www.flickr.com/photos/marc_smith/5704225931/

 

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 mentioned birthconf when queried on July 27, 2010 sorted by betweenness centrality.

 

NodeXL is available from www.codeplex.com/nodexl

 

The 2010 Normal Labour and Birth Conference took place in Vancouver, B.C., Canada July 21-23. (See: www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)

 

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

 

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

 

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

 

An image of the graph used to generate this list is available at: www.flickr.com/photos/marc_smith/4836066953

 

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

 

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 #analytics when queried on March 15, 2011, scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

Top between:

@comscore, @cagedether, @analyticstogo, @webseoanalytics, @rwang0, @compete, @thesocialmined, @codeorama, @_info, @sasanalytics

 

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.

 

Among recent tweeters of the string #ssm2010, who follows and mentions whom? Sized by number of followers.

NodeXL: 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.

Twitter users who mentioned "CHI2010" on April 12, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

www.connectedaction.net/2010/04/11/conference-nodexl-and-...

 

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 iknow2011 when queried on September 7, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: i-know.tugraz.at/

 

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/6124807498/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:

@alex_stocker

@peterkraker

@wollepb

@c_o_k

@hmuehlburger

@mgrani

@issi

@digital_ikt

@tomk72

@kaz_takagi

 

Graph MetricValue

Graph TypeDirected

Vertices57

Unique Edges339

Edges With Duplicates282

Total Edges621

Self-Loops120

Connected Components5

Single-Vertex Connected Components4

Maximum Vertices in a Connected Component53

Maximum Edges in a Connected Component615

Maximum Geodesic Distance (Diameter)5

Average Geodesic Distance2.02915

Graph Density0.122180451

NodeXL Version1.0.1.176

 

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

 

Connections among the Twitter users who recently mentioned #MWA2010 when queried on September 29, 2010 scaled by numbers of followers.

 

A list of top betweenness users is here: www.flickr.com/photos/marc_smith/5036510984/

 

The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 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

Link: www.flickr.com/photos/marc_smith/6203429990

 

Connections among the Twitter users who recently tweeted the word cleantech OR greentech when queried on September 29, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See:

 

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/6203429990/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:

@ecointeractive

@chevron

@hotairblog

@greentechmedia

@edmorrissey

@rnc

@kosmosnet

@cleantechgroup

@greennewsdaily

@jimharris

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 5302

Edges With Duplicates: 878

Total Edges: 6180

Self-Loops: 935

Connected Components: 218

Single-Vertex Connected Components: 197

Maximum Vertices in a Connected Component: 751

Maximum Edges in a Connected Component: 5842

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.560564

Graph Density: 0.004970971

NodeXL Version: 1.0.1.177

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word economist

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/5681677532/sizes/o/

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5681677586

 

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

 

Connections among the Twitter users who recently mentioned #futureofbirth when queried on October 6th, 2010 scaled by numbers of followers. Top between users are listed in a spreadsheet image that can be found here: www.flickr.com/photos/marc_smith/5057219226/.

 

The Future of Birth 2010 conference was held in Milwaukee, WI Spetember 30 - October 3 , 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

Link: www.flickr.com/photos/marc_smith/6225446144/

 

Connections among the Twitter users who recently tweeted the word #occupywallstreet when queried on October 8, 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/6225446144/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:

@maddow

@motherjones

@aclu

@zerohedge

@mmfa

@spread4freedom

@diggrbiii

@angelsavant

@marychastain

@katiepavlich

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 3835

Edges With Duplicates: 916

Total Edges: 4751

Self-Loops: 1109

Connected Components: 311

Single-Vertex Connected Components: 301

Maximum Vertices in a Connected Component: 678

Maximum Edges in a Connected Component: 4327

Maximum Geodesic Distance (Diameter): 9

Average Geodesic Distance: 3.283708

Graph Density: 0.003408408

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 #GOP when queried on September 5, 2010 scaled by numbers of followers.

 

The clusters are created by the patterns of connections (follows, replies, and mentions) among the authors in the graph. The Red cluster is composed on GOP supporters, the Blue cluster are critics and opponents of the GOP as indicated by the content of the tweets from each cluster.

 

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/6199302564/

 

Connections among the Twitter users who recently tweeted the word epic2011 when queried on September 26, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: epiconference.com/2011/

 

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

 

A larger version of the image is here: www.flickr.com/photos/marc_smith/6199302564/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:

@tamdai99

@emjaro

@epiconference

@enquiringdesign

@parcinc

@si_roberts

@uxprivacy

@yallaface

@luisarnal

@kxande2

 

Graph Metric: Value

Graph Type: Directed

Vertices: 187

Unique Edges: 1085

Edges With Duplicates: 1764

Total Edges: 2849

Self-Loops: 894

Connected Components: 8

Single-Vertex Connected Components: 6

Maximum Vertices in a Connected Component: 179

Maximum Edges in a Connected Component: 2832

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.504758

Graph Density: 0.03941694

NodeXL Version: 1.0.1.177

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned #MWA2010 when queried on September 29, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet that accompanies the image.

 

A map of the network can be found at: http://www.flickr.com/photos/marc_smith/5036509968/

 

The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 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 #f8 when queried on September 20, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

See: www.facebook.com/f8

 

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/6172590174/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:

@washingtonpost

@socialmedia411

@allnick

@billboard

@ceomarkzuck

@bill_gross

@likeablemedia

@badgeville

@vitrue

@staceyharmon

 

Graph Metric: Value

Graph Type: Directed

Vertices: 966

Unique Edges: 944

Edges With Duplicates: 3755

Total Edges: 4699

Self-Loops: 1456

Connected Components: 253

Single-Vertex Connected Components: 228

Maximum Vertices in a Connected Component: 687

Maximum Edges in a Connected Component: 4081

Maximum Geodesic Distance (Diameter): 11

Average Geodesic Distance: 4.1279

Graph Density: 0.001972774

NodeXL Version: 1.0.1.177

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word socap11 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: socialcapitalmarkets.net/

 

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/6158727575/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:

@cocoxochitl

@socapmarkets

@nextbillion

@kevindoylejones

@socialfinance

@vanjones68

@hubbayarea

@cathyhc

@omidyarnetwork

@first_power

 

Graph Metric: Value

Graph Type: Directed

Vertices: 330

Unique Edges: 3672

Edges With Duplicates: 621

Total Edges: 4293

Self-Loops: 247

Connected Components: 19

Single-Vertex Connected Components: 18

Maximum Vertices in a Connected Component: 312

Maximum Edges in a Connected Component: 4274

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.36772

Graph Density: 0.034760984

NodeXL Version: 1.0.1.177

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who 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.

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