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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
Twitter users who mentioned virgin america 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 the Twitter users who recently tweeted the word OIISDP when queried on July 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here:
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
The local networks of each of the users is shown alongside the complete network graph.
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
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
Top Twitter users who recently tweeted the words Thermarium 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/5707998536/sizes/o/in/ph...
Top most between users:
@ivillage
@momtourage
@1blessedmommi
@marriotthawaii
@sanjspatel
@sunrae17
@spafinderemea
@nea1968
@jayhawknj
@pendaflextweets
Graph Metric: Value
Graph Type: Directed
Vertices: 199
Unique Edges: 489
Edges With Duplicates: 116
Total Edges: 605
Self-Loops: 0
Connected Components: 59
Single-Vertex Connected Components: 52
Maximum Vertices in a Connected Component: 126
Maximum Edges in a Connected Component: 578
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 3.78419
Graph Density: 0.013730267
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.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6526852557/sizes/l/in/ph...
These are the top most between Twitter users who recently tweeted the word jowyang when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/6/2011 15:30 and ends on 12/14/2011 14:34 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 visualization of the network is here: www.flickr.com/photos/marc_smith/6526852557/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@briansolis
@charleneli
@loic
@armano
@britopian
@jaybaer
@chrisheuer
@jbernoff
@thebrandbuilder
@shivsingh
Graph Metric: Value
Graph Type: Directed
Vertices: 919
Unique Edges: 7035
Edges With Duplicates: 655
Total Edges: 7690
Self-Loops: 44
Connected Components: 55
Single-Vertex Connected Components: 54
Maximum Vertices in a Connected Component: 865
Maximum Edges in a Connected Component: 7686
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.751976
Graph Density: 0.008649403
Modularity: 0.264706
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
Combined list and graphical view of highly between Twitter users who mentioned #e2 or #e2conf on June 13, 2010 scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Top Twitter users who recently tweeted the words chi2011 when queried on May 10, 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/5707612282/sizes/o/in/ph...
Top most between users:
@chi2011
@msftresearch
@edchi
@techsoc
@jeffbigham
@yardi
@ishii_mit
@landay
@msftnews
Graph Type: Directed
Vertices: 660
Unique Edges: 3964
Edges With Duplicates: 538
Total Edges: 4502
Self-Loops: 0
Connected Components: 49
Single-Vertex Connected Components: 45
Maximum Vertices in a Connected Component: 609
Maximum Edges in a Connected Component: 4496
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.900799
Graph Density: 0.009700189
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 word #lint when queried on May 22, 2011, sorted by betweenness centrality.
A visualization of the network map is here: www.flickr.com/photos/marc_smith/5747564643/sizes/o/in/ph...
Top most between users:
@edyson
@abioladuffie012
@jungasblighton0
@lowamalenchini0
@teresangeladegr
@watsoncrostic04
@macaelasuby1108
@lintconf
@collisapsley122
@acostathornburg
Graph Metric: Value
Graph Type: Directed
Vertices: 114
Unique Edges: 283
Edges With Duplicates: 37
Total Edges: 320
Self-Loops: 0
Connected Components: 19
Single-Vertex Connected Components: 14
Maximum Vertices in a Connected Component: 60
Maximum Edges in a Connected Component: 214
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.269295
Graph Density: 0.023288309
NodeXL Version: 1.0.1.169
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 kinect AND SDK
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 larger version of the network map is here:
A detailed list of top most between users is here:
Top most between users:
@msftnews
@dr_dobbs
@abridgwater
@dinowilliam
@melcarson
@everythingms
@sandraleduc
@fosswiki
@akipman
@larsros
Graph Metric: Value
Graph Type: Directed
Vertices: 69
Unique Edges: 52
Edges With Duplicates: 32
Total Edges: 84
Self-Loops: 0
Connected Components: 32
Single-Vertex Connected Components: 28
Maximum Vertices in a Connected Component: 30
Maximum Edges in a Connected Component: 68
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.218916
Graph Density: 0.014492754
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 the most between Twitter users who recently mentioned #Sunbelt OR INSNA when queried on February 14, 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.
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 #fringe when queried on April 11, 2011, sorted by betweenness centrality.
A network map of this data is here: www.flickr.com/photos/marc_smith/5612626850/sizes/o/
Top most between users:
@fringeonfox, @fringeobservers, @joelmchale, @spoilertv, @mattmitovich, @fringetv, @ewdocjensen, @fringeonset, @cortexifans, @annatorvdotcom
Graph Metric: Value
Graph Type: Directed
Vertices: 862
Unique Edges: 3538
Edges With Duplicates: 671
Total Edges: 4209
Self-Loops: 0
Connected Components: 270
Single-Vertex Connected Components: 249
Maximum Vertices in a Connected Component: 563
Maximum Edges in a Connected Component: 4124
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.609037
Graph Density: 0.005146986
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
Connections among the Twitter users who recently tweeted the hashtag #mix11 when queried on April 12, 2011, scaled by numbers of followers (with outliers thresholded).
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A network visualization of this data is here: www.flickr.com/photos/marc_smith/5613896815/sizes/o/
Top most between users: @scottgu, @mixevent, @ie, @shanselman, @maryjofoley, @windows, @windowsazure, @migueldeicaza, @everythingms, @pashimo
Graph Metric: Value
Graph Type: Directed
Vertices: 898
Unique Edges: 9497
Edges With Duplicates: 482
Total Edges: 9979
Self-Loops: 0
Connected Components: 52
Single-Vertex Connected Components: 48
Maximum Vertices in a Connected Component: 844
Maximum Edges in a Connected Component: 9974
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.524598
Graph Density: 0.012073157
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.
From: www.connectedaction.net
Twitter users who mentioned "oil spill" on May 4, 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 NSF on May 28, 2010 scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among 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.
We need to help students develop 21st Century skills. These learners are collaborating on a data collection task.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6203429990
Top most between Twitter users who recently tweeted the word cleantech OR greentech when queried on September 29, 2011, sorted by betweenness centrality.
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
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
Top Twitter users who recently tweeted the word asae when queried on August 11, 2011, sorted by betweenness centrality.
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@maddiegrant
@dalhenamona
@asae11
@asaecenter
@explorestlouis
@chatterbachs
@jkhewett
@mandydc
@macmeetings
@kikilitalien
Graph Metric: Value
Graph Type: Directed
Vertices: 767
Unique Edges: 11197
Edges With Duplicates: 1413
Total Edges: 12610
Self-Loops: 948
Connected Components: 127
Single-Vertex Connected Components: 117
Maximum Vertices in a Connected Component: 621
Maximum Edges in a Connected Component: 12359
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.888793
Graph Density: 0.019022266
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.
From: www.connectedaction.net
Connections among some Twitter users who recently mentioned microsoftresearch 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.
From: www.connectedaction.net
Top Twitter users who recently tweeted the word starwood when queried on May 7, 2011, sorted bybetweenness centrality.
A visualization of the network map is here: www.flickr.com/photos/marc_smith/5701800285/sizes/o/
Top most between users:
@engadget
@starwoodbuzz
@ezyhelper
@vegasbill
@dubaiinformer
@starwoodcanpr
@barbdelollis
@findingnemo0303
@seoforhotels
@deannanew
Graph Metric: Value
Graph Type: Directed
Vertices: 949
Unique Edges: 976
Edges With Duplicates: 175
Total Edges: 1151
Self-Loops: 0
Connected Components: 420
Single-Vertex Connected Components: 400
Maximum Vertices in a Connected Component: 502
Maximum Edges in a Connected Component: 1095
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 4.429067
Graph Density: 0.001180456
NodeXL Version1.0.1.167
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top Twitter users who recently tweeted the hashtag charity when queried on April 11, 2011, sorted by betweenness centrality.
Data spans 42 hours and 22 minutes from 4/9/2011 at 23:29 through 4/11/2011 at 17:51.
A network map visualization of this data is here: www.flickr.com/photos/marc_smith/5612380326/sizes/o/
Top most between users:
@paul_steele, @charityideas, @anntran_, @noamkos, @music4awareness, @pixelproject, @2morrowknight, @rachelbeer, @charitynav, @af__sy
Graph Metric: Value
Graph Type: Directed
Vertices: 784
Unique Edges: 1246
Edges With Duplicates: 449
Total Edges: 1695
Self-Loops: 0
Connected Components: 266
Single-Vertex Connected Components: 241
Maximum Vertices in a Connected Component: 480
Maximum Edges in a Connected Component: 1585
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 4.555033
Graph Density: 0.002375088
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
Connections among the Twitter users who recently mentioned sciam when queried on February 2, 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.
AspireAnalyticSolutions into Python course teaches you how to use python programming for data science with interactive video tutorials. We'll learn how to read data from files into data structures in our program. To learn more about please visit at: www.aspireanalyticsolutions.com/info-products
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
Top between Twitter users who mentioned "ostp" on May 5, 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.