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From: www.connectedaction.net
Top Twitter users who recently tweeted the words Thermarium OR Precor OR SpaEquip OR Sodashi OR SpaFinder OR SpaSoft
when queried on May 10, 2011, sorted by betweenness centrality.
A visualization of the network map is here: www.flickr.com/photos/marc_smith/5707695860/sizes/o/in/ph...
Top most between users:
@spafinder
@plumdistrict
@bctripletmom
@hallaburns
@dietsolutions4u
@sheppardpilates
@411information
@ivillage
@momtourage
@martiferg
Graph Metric: Value
Graph Type: Directed
Vertices: 282
Unique Edges: 494
Edges With Duplicates: 126
Total Edges: 620
Self-Loops: 0
Connected Components: 123
Single-Vertex Connected Components: 115
Maximum Vertices in a Connected Component: 148
Maximum Edges in a Connected Component: 604
Maximum Geodesic Distance (Diameter): 13
Average Geodesic Distance: 4.024591
Graph Density: 0.006953383
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 (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top Twitter users who recently tweeted the words economy
when queried on May 2, 2011, sorted by betweenness centrality (See: en.wikipedia.org/wiki/Centrality).
A visualization of the network map is here:
Top most between users:
@fivethirtyeight
@cnnmoney
@ontveg
@economyus
@blakehounshell
@nytjim
@katrinanation
@ideasdaily
@zener39
@lyndadw
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 771
Edges With Duplicates: 288
Total Edges: 1059
Self-Loops: 0
Connected Components: 536
Single-Vertex Connected Components: 497
Maximum Vertices in a Connected Component: 401
Maximum Edges in a Connected Component: 943
Maximum Geodesic Distance (Diameter): 15
Average Geodesic Distance: 5.040491
Graph Density: 0.000913914
NodeXL Version: 1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Twitter users who mentioned "www2010" on April 29, 2010 scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Top Twitter users who recently tweeted the word poken when queried on May 8, 2011, sorted by betweenness centrality.
A visualization of the network map is here: www.flickr.com/photos/marc_smith/5701874131/sizes/o/in/ph...
Top most between users:
@pokenafrica
@pokenco
@spsonic
@timnjiru
@bederson
@pokenkenya
@from_yamagata
@phswiss
@clifflampe
@pokencape
Graph Metric: Value
Graph Type: Directed
Vertices: 250
Unique Edges: 398
Edges With Duplicates: 173
Total Edges: 571
Self-Loops: 0
Connected Components: 116
Single-Vertex Connected Components: 94
Maximum Vertices in a Connected Component: 106
Maximum Edges in a Connected Component: 474
Maximum Geodesic Distance (Diameter): 12
Average Geodesic Distance: 4.233193
Graph Density: 0.007614458
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 (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top most between Twitter users who recently tweeted the word ASA2011 when queried on August 17, 2011, sorted by betweenness centrality.
See: asanet.org/AM2011/index.cfm
A visualization of the network is here: www.flickr.com/photos/marc_smith/6053172545/sizes/o
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@asanews
@sociologylens
@emerald_soc
@jessienyc
@kjhealy
@sagesociology
@asastudentforum
@davepurcell
@palgravesoc
@nathanjurgenson
Graph Metric: Value
Graph Type: Directed
Vertices: 185
Unique Edges: 2032
Edges With Duplicates: 725
Total Edges: 2757
Self-Loops: 184
Connected Components: 7
Single-Vertex Connected Components: 5
Maximum Vertices in a Connected Component: 178
Maximum Edges in a Connected Component: 2747
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.186287
Graph Density: 0.064717979
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.
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 word tcamp11
when queried on April 30, 2011, sorted by betweenness centrality (see: en.wikipedia.org/wiki/Centrality).
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5673437423/sizes/o/in/ph...
Top most between users:
@blufftoniancom
@digiphile
@sunfoundation
@mlsif
@ellnmllr
@dominiccampbell
@tcampdc
@johnfmoore
@johnwonderlich
@elle_mccann
Graph Metric: Value
Graph Type: Directed
Vertices: 359
Unique Edges: 4595
Edges With Duplicates: 384
Total Edges: 4979
Self-Loops: 0
Connected Components: 2
Single-Vertex Connected Components: 1
Maximum Vertices in a Connected Component: 358
Maximum Edges in a Connected Component: 4979
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.120002
Graph Density: 0.037176515
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 #Glee when queried on April 11, 2011, sorted by betweenness centrality.
The data contains 3 hours and 10 minutes of content from 4/11/2011 at 15:08 through 18:18.
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:
@gleeonfox, @ultimategleeks, @superrtl, @carinafischer, @iamoriane, @iflamongo, @featdemilovato, @my_fanbase, @dominicmbarnes, @ukgleedvd
The image of this network map is here: www.flickr.com/photos/marc_smith/5611797959
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 993
Edges With Duplicates: 755
Total Edges: 1748
Self-Loops: 0
Connected Components: 299
Single-Vertex Connected Components: 270
Maximum Vertices in a Connected Component: 665
Maximum Edges in a Connected Component: 1652
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 2.508601
Graph Density: 0.001355355
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.
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.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the words chi2011 when queried on May 5, 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:
Top most between users:
@chi2011
@edchi
@landay
@acagamic
@clifflampe
@jeffbigham
@ebuie
@yardi
@juddantin
@derekfoster
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 philanthropy when queried on April 11, 2011, sorted by betweenness centrality.
The data contains 41 hours and 26 minutes of data from 4/10/2011 at 00:26 through 4/11/2011 at 17:52.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5612381218/sizes/o
Top most between users:
@philanthropy, @socialedge, @michaelchatman, @paidcontent, @fdncenter, @acumenfund, @cof_, @ubiquityfund, @2morrowknight, @philanthropy411
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 5803
Edges With Duplicates: 601
Total Edges: 6404
Self-Loops: 0
Connected Components: 298
Single-Vertex Connected Components: 264
Maximum Vertices in a Connected Component: 656
Maximum Edges in a Connected Component: 6287
Maximum Geodesic Distance (Diameter): 14
Average Geodesic Distance: 2.989549
Graph Density: 0.006103103
NodeXL Version: 1.0.1.165
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top Twitter users who recently tweeted the words bioinformatics
when queried on April 27, 2011, sorted by betweenness centrality.
A network map of this data is here: www.flickr.com/photos/marc_smith/5663118647/sizes/o/
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.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Twitter users who mentioned #tcot on June 1, 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
Link: www.flickr.com/photos/marc_smith/6208860159
Top most between Twitter users who recently tweeted the word Orange _conseil OR Orange_Helpers when queried on September 30, 2011, sorted by betweenness centrality.
See: www.orange.com/
A visualization of the network is here: www.flickr.com/photos/marc_smith/6208860159/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
Graph Metric: Value
Graph Type: Directed
Vertices: 372
Unique Edges: 474
Edges With Duplicates: 3308
Total Edges: 3782
Self-Loops: 73
Connected Components: 2
Single-Vertex Connected Components: 1
Maximum Vertices in a Connected Component: 371
Maximum Edges in a Connected Component: 3781
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.356011
Graph Density: 0.008361592
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.
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 "wsj" when queried on February 10, 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 "www2010" on April 28, 2010 scaled by number of followers. Edges based on number of ties (follows, replies, mentions).
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.
This screenshot shows the benefit of using multiple data feeds at one time. By overlaying demographic information with customer information, you learn more about your customers.
Retail Analyzer is a demonstration application that visualizes sales performance for fictitious stores and territories across the United States on top of Bing Maps and inside SharePoint.
Test out Retail Analyzer for yourself, or visit our homepage to learn more about IDV Solutions and Visual Fusion.
From: www.connectedaction.net
Connections among some Twitter users who recently mentioned nyt when queried on June 19, 2010 scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Forward-thinking companies are getting organized, developing solid strategies, examining customers' sentiments and perceptions, observing customers' activities, as well as engaging customers where they work, live and play with relevant content across multiple channels.
They're also engaging these customers in meaningful dialogues to better understand not only what they want, but what they actually value.
The continuous creation of value is imperative for brand engagement and relevance.
Irrelevance = Extinction
From: www.connectedaction.net
Twitter users who mentioned dell on June 18, 2010 scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among some Twitter users who recently mentioned microsoft when queried on July 12, 2010 scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
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.
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.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the 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:
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.