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

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word aljezeera

when queried on April 29, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

A visualization of this network data is here: www.flickr.com/photos/marc_smith/5671088172/sizes/o/

 

Top most between users:

@ajenglish

@ajarabic

@breakingnews

@3arabawy

@on

@katiecouric

@abuhashimbh

@mariaselba

@becham86

@afaceaface

 

Graph Metric: Value

Graph Type: Directed

Vertices: 908

Unique Edges: 2677

Edges With Duplicates: 822

Total Edges: 3499

Self-Loops: 0

Connected Components: 132

Single-Vertex Connected Components: 126

Maximum Vertices in a Connected Component: 772

Maximum Edges in a Connected Component: 3489

Maximum Geodesic Distance (Diameter): 7

Average Geodesic Distance: 2.664938

Graph Density: 0.003748379

NodeXL Version: 1.0.1.166

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

List of top betweenness Twitter users who mentioned ICWSM on May 24, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned benbendc when queried on February 9, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

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

From: www.connectedaction.net

Link:

 

Top most between witter users who recently tweeted the word #Orange when queried on October 3, 2011, sorted by betweenness centrality

 

See: www.orange.com/

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/6210089698/sizes/l/in/ph...

 

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

 

Top most between users:

 

@bluetouff

@laouffir

@fbrahimi

@presseorange

@damiendouani

@gregfromparis

@eogez

@thomaslegac

@isabellespanu

@challenges

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 2282

Edges With Duplicates: 960

Total Edges: 3242

Self-Loops: 1170

Connected Components: 584

Single-Vertex Connected Components: 515

Maximum Vertices in a Connected Component: 155

Maximum Edges in a Connected Component: 1123

Maximum Geodesic Distance (Diameter): 8

Average Geodesic Distance: 2.787863

Graph Density: 0.001827828

NodeXL Version: 1.0.1.179

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

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

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

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag #mix11 when queried on April 11, 2011, sorted bybetweenness centrality.

 

A visualization of this network map is here: www.flickr.com/photos/marc_smith/5611949241/sizes/o/

 

Top most between users:

@mixevent, @scottgu, @ie, @shanselman, @msftnews, @miguelcarrasco, @ch9, @ckindel, @windowsazure, @brandonwatson

 

Graph Metric: Value

Graph Type: Directed

Vertices: 758

Unique Edges: 13290

Edges With Duplicates: 677

Total Edges: 13967

Self-Loops: 0

Connected Components: 8

Single-Vertex Connected Components: 7

Maximum Vertices in a Connected Component: 751

Maximum Edges in a Connected Component: 13967

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.293131

Graph Density: 0.023694419

NodeXL Version: 1.0.1.164

 

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

 

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

 

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

 

Marc Smith on Twitter.

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

From: www.connectedaction.net

 

Twitter users who mentioned worldcup on June 12, 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

 

Twitter users who mentioned GOP on June 13, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned hicss when queried on January 9, 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.

With Visual Fusion SaaS, you can build a common operating picture, enterprise mashup, or other solution for just about any business problem, including:

 

• Security management

• Asset management

• Situational awareness

• Retail analysis

• Supply chain management and more

 

Site Templates and GUIs let you build apps quickly, with minimal need for IT resources. The user interface, Visual Fusion Experience, is built with Microsoft Silverlight® and provides a map and timeline for exploring and interacting with information.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word kcrw

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

 

A visualization of the network data is here: www.flickr.com/photos/marc_smith/5683073744/sizes/o/in/ph...

 

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.

 

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

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word octribe

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

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5674519826/sizes/o/

 

Top most between users:

thomasknoll

techsoup

causes

suzboop

powerfulher

kg

erich13

amoration

justjen

amywhiggins

 

Graph Metric: Value

Graph Type: Directed

Vertices: 61

Unique Edges: 360

Edges With Duplicates: 126

Total Edges: 486

Self-Loops: 0

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 60

Maximum Edges in a Connected Component: 486

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.068889

Graph Density: 0.114480874

NodeXL Version: 1.0.1.166

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag tedxams when queried on April 12, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here:

 

Top most between users:

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

 

Graph Type: Directed

Vertices: 17

Unique Edges: 22

Edges With Duplicates: 19

Total Edges: 41

Self-Loops: 0

Connected Components: 2

Single-Vertex Connected Components: 1

Maximum Vertices in a Connected Component: 16

Maximum Edges in a Connected Component: 41

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.835938

Graph Density: 0.110294118

NodeXL Version: 1.0.1.165

 

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

 

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

 

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

 

Marc Smith on Twitter.

Do you know where to find the best the data analysis services? If no then checkout Pythondevs.org, They are known to provide the best data analysis services at affordable price. Many top level organizations uses pythondevs services. For more information click on - pythondevs.org/our-services/python-data-analysis-services/

From: www.connectedaction.net

 

Top most between Twitter users who recently tweeted the word gannett when queried on August 11, 2011, sorted by betweenness centrality.

 

See: en.wikipedia.org/wiki/Gannett_Company

And: www.gannett.com/

 

A visualization of the of the network is here: www.flickr.com/photos/marc_smith/6039180208/sizes/m/in/ph...

 

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

 

Top most between users:

@gannett

@poynter

@romenesko

@socialmediaclub

@marisacorser

@jodiontheweb

@yourmilitary

@spousecentrals

@govloop

@anonymous1mill

 

Graph Metric: Value

Graph Type: Directed

Vertices: 452

Unique Edges: 1372

Edges With Duplicates: 430

Total Edges: 1802

Self-Loops: 489

Connected Components: 165

Single-Vertex Connected Components: 156

Maximum Vertices in a Connected Component: 278

Maximum Edges in a Connected Component: 1535

Maximum Geodesic Distance (Diameter): 10

Average Geodesic Distance: 3.545185

Graph Density: 0.00580323

NodeXL Version: 1.0.1.174

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

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

 

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words scifest

when queried on April 27, 2011, sorted by betweenness centrality.

 

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

 

A network map of this data is here: www.flickr.com/photos/marc_smith/5662955459/sizes/o/

 

Top most between users:

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

 

Graph Metric: Value

Graph Type: Directed

Vertices: 41

Unique Edges: 51

Edges With Duplicates: 53

Total Edges: 104

Self-Loops: 0

Connected Components: 11

Single-Vertex Connected Components:10

Maximum Vertices in a Connected Component: 31

Maximum Edges in a Connected Component: 104

Maximum Geodesic Distance (Diameter): 3

Average Geodesic Distance: 1.898023

Graph Density: 0.045731707

NodeXL Version: 1.0.1.166

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Connections among the Twitter users who recently mentioned hicss when queried on January 9, 2011 scaled by numbers of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

Twitter users who mentioned ICWSM on May 25, 2010 scaled by number of followers, edge weights vary by multiplexity, color maps to betweenness.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the words geospatial

when queried on April 27, 2011, sorted by betweenness centrality.

 

Top most between users:

@gisuser

@geospatialnews

@opengeospatial

@digiphile

@crisismappers

@geospatialrev

@theredelm

@usgs

@geodatapolicy

@rpreibold

 

Graph Metric: Value

Graph Type: Directed

Vertices: 213

Unique Edges: 1058

Edges With Duplicates: 103

Total Edges: 1161

Self-Loops: 0

Connected Components: 63

Single-Vertex Connected Components: 59

Maximum Vertices in a Connected Component: 147

Maximum Edges in a Connected Component: 1155

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.664016

Graph Density: 0.024559306

NodeXL Version: 1.0.1.166

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

Top most between Twitter users who recently mentioned info360 when queried on March 22, 2011, sorted by betweenness centrality. Layout using the "Group Layout" composed of tiled bounded regions.

 

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

 

Top most between users:

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

 

NodeXL is available from www.codeplex.com/nodexl

 

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

 

From: www.connectedaction.net

 

Top list of most between Twitter users who mentioned BP 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

 

Twitter users who mentioned #ht2010on 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.

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

 

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

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned kinect when queried on February 8, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

Twitter users who mentioned Vodacom on June 8, 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.

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

 

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

  

This screenshot depicts Atlantic Ocean hurricanes between Mid August through Mid October 2003 (taken from HurricaneWatch, 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.

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word klm

when queried on April 29, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.

 

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

 

A visualization of this network is here: www.flickr.com/photos/marc_smith/5670751546/sizes/o/

 

Top most between users:

@klm

@runwaygirl

@opticaldensity

@royasmusic

@klmmalaysia

@klm_jp

@polledemaagt

@slijterijmeisje

@houseinbandung

@deltaassist

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 1231

Edges With Duplicates: 619

Total Edges: 1850

Self-Loops: 0

Connected Components: 429

Single-Vertex Connected Components: 371

Maximum Vertices in a Connected Component: 460

Maximum Edges in a Connected Component: 1503

Maximum Geodesic Distance (Diameter): 12

Average Geodesic Distance: 3.563885

Graph Density: 0.001502503

NodeXL Version1.0.1.166

 

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

 

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

 

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

 

Marc Smith on Twitter.

 

From: www.connectedaction.net

 

List of the most between Twitter users who recently mentioned newscientist when queried on February 2, 2011.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

Twitter users who mentioned PDF2010 on May 25, 2010 scaled by number of followers.

 

NodeXL is available from www.codeplex.com/nodexl

 

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

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the hashtag makerfaire when queried on April 12, 2011, sorted by betweenness centrality.

 

A visualization of the network is here: www.flickr.com/photos/marc_smith/5614476492/sizes/o

 

Top most between users: @makerfaire, @make, @iearnusa, @sarahndipitous, @tedxsfed, @amareto, @makerfaire_van, @nsvf, @lbruning, @delledu

 

A detailed list of top most between users is here:

 

Graph Metric: Value

Graph Type: Directed

Vertices: 64

Unique Edges: 108

Edges With Duplicates: 71

Total Edges: 179

Self-Loops: 0

Connected Components: 9

Single-Vertex Connected Components: 8

Maximum Vertices in a Connected Component: 56

Maximum Edges in a Connected Component: 179

Maximum Geodesic Distance (Diameter): 6

Average Geodesic Distance: 2.873724

Graph Density: 0.034722222

NodeXL Version: 1.0.1.165

 

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

 

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

 

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

 

Marc Smith on Twitter.

Let me count the ways!

 

Emphasizing how social media initiatives must begin with well defined strategies that are in sync with an organization's overall goals. So many companies social media stems from an "if we build it they will come" mentality, which is fundamentally flawed.

 

The strategy must come first, followed by the social presence; then social media monitoring, listening, learning, adjusting can ensue.

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

 

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

  

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6221247656/

 

Top most between Twitter users who recently tweeted the word #fote11 when queried on October 7, 2011, sorted by betweenness centrality.

 

See: fote-conference.com/wordpress/

 

A visualization of this network is here: www.flickr.com/photos/marc_smith/6221247656/sizes/l/in/ph...

 

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

 

Top most between users:

@fotie

@jamesclay

@timbuckteeth

@hopkinsdavid

@dajbelshaw

@eingang

@fredgarnett

@pressfuturist

@grahambm

@eyebeams

 

Graph Metric: Value

Graph Type: Directed

Vertices: 251

Unique Edges: 2904

Edges With Duplicates: 1908

Total Edges: 4812

Self-Loops: 730

Connected Components: 7

Single-Vertex Connected Components: 6

Maximum Vertices in a Connected Component: 245

Maximum Edges in a Connected Component: 4803

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 2.246839

Graph Density: 0.052988048

NodeXL Version: 1.0.1.179

 

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

 

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

 

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

 

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

 

Marc Smith on Twitter.

From: www.connectedaction.net

 

Top Twitter users who recently tweeted the word #juniper when queried on May 9, 2011, sorted by betweenness centrality.

 

A visualization of the network map is here: www.flickr.com/photos/marc_smith/5705353393/sizes/o/in/ph...

 

Top most between users:

@junipernetworks

@abnerg

@proteusnetworks

@jnetcommunity

@cberndtson

@arm_davidp

@junipercertify

@adamclyde

@zoesands

@juniper_de

 

Graph Metric: Value

Graph Type: Directed

Vertices: 52

Unique Edges: 124

Edges With Duplicates: 32

Total Edges: 156

Self-Loops: 0

Connected Components: 19

Single-Vertex Connected Components: 17

Maximum Vertices in a Connected Component: 33

Maximum Edges in a Connected Component: 154

Maximum Geodesic Distance (Diameter): 4

Average Geodesic Distance: 1.943275

Graph Density: 0.052790347

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.

 

This screenshot shows Visual Fusion's unique map and timeline capabilities (taken from HurricaneWatch, 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.

  

From: www.connectedaction.net

 

Connections among the Twitter users who recently tweeted the word linux

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:

 

A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5682918216/

 

Top most between users:

@linuxfoundation

@r_linux

@lga128

@linuxscsi

@koba789

@webupd8

@paulpaulito

@linuxine

@moikilo00

@planetalinux

 

Graph Metric: Value

Graph Type: Directed

Vertices: 1000

Unique Edges: 961

Edges With Duplicates: 248

Total Edges: 1209

Self-Loops: 0

Connected Components: 619

Single-Vertex Connected Components: 579

Maximum Vertices in a Connected Component: 320

Maximum Edges in a Connected Component: 1036

Maximum Geodesic Distance (Diameter): 14

Average Geodesic Distance: 4.735766

Graph Density: 0.00107007

NodeXL Version: 1.0.1.166

  

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

 

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

 

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

 

Marc Smith on Twitter.

 

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

From left are: Tiffany Cyrus, project manager; Brian Furner, manager of programming; Donald Saner, director of Clinical and Translational Informatics; Luis Maciel, database administrator; Julissa Acevedo, business systems analyst; Tim Holper, manager of CRDW development; Keith Danahey, database/systems administration and programming; and Kevin Le, consultant outside the Center for Research Informatics at McGiffert Hall Monday, Sept. 16, 2013. (Photo by Robert Kozloff)

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