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From: www.connectedaction.net
Top Twitter users who recently tweeted the word gamification
when queried on April 29, 2011, sorted by betweenness centrality. See: en.wikipedia.org/wiki/Centrality
A visualization of this network map is here: www.flickr.com/photos/marc_smith/5673365556/sizes/o/in/ph...
Top most between users:
@wili
@jowyang
@microtask
@gzicherm
@mindshiftkqed
@margaretwallace
@gamification
@zdnet
@umairh
@amyjokim
Graph Metric: Value
Graph Type: Directed
Vertices: 1177
Unique Edges: 8934
Edges With Duplicates: 1058
Total Edges: 9992
Self-Loops: 0
Connected Components: 77
Single-Vertex Connected Components: 70
Maximum Vertices in a Connected Component: 1095
Maximum Edges in a Connected Component: 9980
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.826653
Graph Density: 0.006816448
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
Link:
These are the top most between Twitter users who recently tweeted the word #sapsummit 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 12/13/2011 19:54 and ends on 12/14/2011 14:28 UTC.
A visualization of the network is here: www.flickr.com/photos/marc_smith/6526227773/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:
@businessobjects
@rwang0
@sap
@spoonen
@pgreenbe
@sustainablesap
@mkrigsman
@jonerp
@vsikka
@jesus_hoyos
Graph Metric: Value
Graph Type: Directed
Vertices: 354
Unique Edges: 6843
Edges With Duplicates: 1927
Total Edges: 8770
Self-Loops: 691
Connected Components: 4
Single-Vertex Connected Components: 3
Maximum Vertices in a Connected Component: 351
Maximum Edges in a Connected Component: 8767
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.193127
Graph Density: 0.058297723
Modularity: 0.240096
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
Top Twitter users who recently tweeted the word quickbooks
when queried on April 30, 2011, sorted by betweenness centrality (see: en.wikipedia.org/wiki/Centrality).
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A visualization of the network data is here: www.flickr.com/photos/marc_smith/5674430305/sizes/o/in/ph...
Top most between users:
@rosebusinesssol
@qbtrainer
@qbguy
@entrepreneursnw
@rdcushing
@quickbooks
@paulbelshawtax
@michellelongcpa
@quickbooksca
@mmangen
Graph Metric: Value
Graph Type: Directed
Vertices: 804
Unique Edges: 1660
Edges With Duplicates: 112
Total Edges: 1772
Self-Loops: 0
Connected Components: 400
Single-Vertex Connected Components: 387
Maximum Vertices in a Connected Component: 393
Maximum Edges in a Connected Component: 1739
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 3.284064
Graph Density: 0.002650199
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 kinect 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.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned info360 when queried on March 22, 2011, scaled by numbers of followers. 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
Connections among the Twitter users who recently tweeted the word #picnic2011 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: www.picnicnetwork.org/festival
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/6163678595/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:
@picnicfestival
@ideasproject
@bchihani
@piaerkinheimo
@appsterdamrs
@berthagendoorn
@kresin
@jwalphenaar
@dusc
@virtueelp
Graph Metric: Value
Graph Type: Directed
Vertices: 839
Unique Edges: 6298
Edges With Duplicates: 2073
Total Edges: 8371
Self-Loops: 1040
Connected Components: 54
Single-Vertex Connected Components: 50
Maximum Vertices in a Connected Component: 741
Maximum Edges in a Connected Component: 7815
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.996892
Graph Density: 0.009368751
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
Twitter users who mentioned #MSM10 (Measuring Social Media) on June 13, 2010 scaled by number of followers. MSM was a workshop held at the Hypertext Conference in Toronto, Canada: www.ht2010.org/
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 hashtag #ttw2011 when queried on April 9, 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.
The Theorizing the Web Conference was held at the University of Maryland on April 8, 2011. See: www.cyborgology.org/theorizingtheweb/
Top most between users: @zephoria, @academicdave, @ttw2011, @techsoc, @nathanjurgenson, @alanews, @james3neal, @gazoombo, @savasavasava, @jessienyc
A detailed list of top users is here: www.flickr.com/photos/marc_smith/5603673080/
The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5603088993/sizes/o/
Graph Metric: Value
Graph Type: Directed
Vertices: 174
Unique Edges: 1042
Edges With Duplicates: 214
Total Edges: 1256
Self-Loops: 0
Connected Components: 12
Single-Vertex Connected Components: 11
Maximum Vertices in a Connected Component: 163
Maximum Edges in a Connected Component: 1256
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.406263
Graph Density: 0.03803734
NodeXL Version: 1.0.1.164
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Follow Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned opengovrd when queried on March 22, 2011, scaled by numbers of followers. Layout using a single bounded region.
The Open Government Research & Development Summit ("#OpenGovRD") conference was held in Washington, D.C. on March 21-22, 2011. See: nitrd.gov/opengov/
Top most between users:
@digiphile, @bethnoveck, @noneck, @jahendler, @wabranty, @debbryant, @justgrimes, @noshir, @usdatagov, @mereastew
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned WDW (Walt Disney World) when queried on March 11, 2011 scaled by numbers of followers.
Top most between:
@micechat, @nrhenley, @cookingwmickey, @cosmicreid, @eartothere, @mouseofzen, @disney4babies, @cmdisbrow, @mellowmickey, @orlando_united
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
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/
Top Twitter users who recently mentioned socialc20 when queried on April 5, 2011, sorted by betweenness centrality. Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
Top most between users:
@community20, @aaronstrout, @chrisbrogan, @kristiewells, @cflanagan, @jimstorer, @mspellerberg, @rhappe, @40deuce, @thecr
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 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
Connections among the Twitter users who recently tweeted the words scifest
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/5662955459/sizes/o/
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5662955371
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 tweeted the word SMWF when queried on June 3, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
Top most between users:
@socialmediawf
@itweb
@pleasefindthis
@chrisroperza
@walterpike
@capetown
@corpcomexercise
@mikeander
@mikeasaunders
@dazmsmith
Graph Metric: Value
Graph Type: Directed
Vertices: 414
Unique Edges: 4939
Edges With Duplicates: 447
Total Edges: 5386
Self-Loops: 0
Connected Components: 20
Single-Vertex Connected Components: 17
Maximum Vertices in a Connected Component: 393
Maximum Edges in a Connected Component: 5383
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.516092
Graph Density: 0.030102584
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 symantec when queried on August 13, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: en.wikipedia.org/wiki/Symantec
And: www.symantec.com/index.jsp
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/6041649951/sizes/m/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@symantec
@nxtmobilephones
@oosdgkerf
@rodtrent
@techl0g
@aouiajsdd
@helpnetsecurity
@androgeek
@cn210bnare
@parallelspanel
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 3424
Edges With Duplicates: 1119
Total Edges: 4543
Self-Loops: 952
Connected Components: 360
Single-Vertex Connected Components: 335
Maximum Vertices in a Connected Component: 607
Maximum Edges in a Connected Component: 4003
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 4.103242
Graph Density: 0.003134134
NodeXL Version: 1.0.1.174
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Twitter users who mentioned "flood" on May 7, 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 most between Twitter users who recently tweeted the word Forrester when queried on August 15, 2011, sorted by betweenness centrality.
See: www.forrester.com/rb/research
A visualization of this network is here: www.flickr.com/photos/marc_smith/6046445369/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:
@forrester
@counternotions
@zdnet
@yogeshmalik
@michael_swart
@dhinchcliffe
@thomasmarzano
@bordell_berlin
@aharpaz
@eloqua
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 2451
Edges With Duplicates: 869
Total Edges: 3320
Self-Loops: 937
Connected Components: 345
Single-Vertex Connected Components: 311
Maximum Vertices in a Connected Component: 591
Maximum Edges in a Connected Component: 2651
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 3.52868
Graph Density: 0.002107107
NodeXL Version: 1.0.1.174
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #w2e when queried on March 31, 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.
The Web 2.0 Expo was held in San Francisco, California on March 28-31, 2011: www.web2expo.com/
Top most between users:
@w2e, @padday, @ifeelgoodsinc, @josephby, @marksilva, @aaker, @kevinmarks, @andrewspoeth, @benparr, @digiphile
The dataset used to create this map is available from:
The large scale version of the network map constructed from this data is here: www.flickr.com/photos/marc_smith/5576936445/sizes/o/
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.
Graph TypeDirected
Vertices: 687
Unique Edges: 2372
Edges With Duplicates: 539
Total Edges: 2911
Self-Loops: 0
Connected Components: 51
Single-Vertex Connected Components: 46
Maximum Vertices in a Connected Component: 633
Maximum Edges in a Connected Component: 2904
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 3.238452
Graph Density: 0.005552939
NodeXL Version: 1.0.1.164
From: www.connectedaction.net
Connections among the Twitter users who follow @Amy_Harmon when queried on August 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: twitter.com/#!/amy_harmon
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
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@amy_harmon
@nytimes
@nickkristof
@billgates
@rebeccaskloot
@shitmydadsays
@stevesilberman
@matthewherper
@markoff
@brainpicker
Graph Metric: Value
Graph Type: Directed
Vertices: 1161
Unique Edges: 11153
Edges With Duplicates: 14584
Total Edges: 25737
Self-Loops: 0
Connected Components: 1
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 1161
Maximum Edges in a Connected Component: 25737
Maximum Geodesic Distance (Diameter): 2
Average Geodesic Distance: 1.974447
Graph Density: 0.013690635
NodeXL Version: 1.0.1.174
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6526319369/sizes/l/in/ph...
These are the top most between Twitter users who recently tweeted the word quickbooks when queried on December 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/10/2011 22:06 and ends on 12/14/2011 18:28 UTC.
A visualization of this network is here: www.flickr.com/photos/marc_smith/6526319369/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@rosebusinesssol
@mygpcloud
@quickbooks
@frankshankscoas
@kirsjainshape
@intuit
@fillbeshot
@ruthperryman
@intuituk
@quickbooksusers
Graph Metric: Value
Graph Type: Directed
Vertices: 933
Unique Edges: 2824
Edges With Duplicates: 941
Total Edges: 3765
Self-Loops: 1318
Connected Components: 240
Single-Vertex Connected Components: 230
Maximum Vertices in a Connected Component: 681
Maximum Edges in a Connected Component: 3430
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 2.952688
Graph Density: 0.002613978
Modularity: 0.432513
NodeXL Version: 1.0.1.196
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:
www.nodexlgraphgallery.org/Pages/Default.aspx
A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6215725809
Top most between Twitter users who recently tweeted the word oracle when queried on October 5, 2011, sorted by betweenness centrality.
See: www.oracle.com/openworld/live/on-demand/index.html
A visualization of this network: www.flickr.com/photos/marc_smith/6215725809/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:
@benioff
@oracleopenworld
@salesforce
@arstechnica
@sai
@oracledatabase
@sapjobswithace
@kirbylunger
@capgemini
@reuters_biz
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 2747
Edges With Duplicates: 827
Total Edges: 3574
Self-Loops: 1102
Connected Components: 425
Single-Vertex Connected Components: 396
Maximum Vertices in a Connected Component: 541
Maximum Edges in a Connected Component: 2923
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 3.475208
Graph Density: 0.00226026
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 Twitter users who mentioned PDF2010 on June 3, 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 makerfaire when queried on May 22, 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/5750078174/sizes/o/in/ph...
A detailed list of top most between users: www.flickr.com/photos/marc_smith/5749531893/sizes/o/in/ph...
Top most between users:
makerfaire
@timoreilly
@make
@scobleizer
@eff
@oreillymedia
@dalepd
@craft
@bre
@tempo
Graph Metric: Value
Graph Type: Directed
Vertices: 871
Unique Edges: 3581
Edges With Duplicates: 883
Total Edges: 4464
Self-Loops: 0
Connected Components: 85
Single-Vertex Connected Components: 79
Maximum Vertices in a Connected Component: 782
Maximum Edges in a Connected Component: 4449
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.816641
Graph Density: 0.005273368
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 tags associated with the word "Lipari" in flickr when queried on July 17, 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:
The local networks of each of the tags is shown alongside the complete network graph.
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top Twitter users who recently tweeted the hashtag #AERA when queried on April 8, 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.
The American Educational Research Association held its annual meeting in New Orleans, Louisiana on April 8-12, 2011. See: aera.net/2011AnnualMeeting.htm
Top most between users:
@rocxana, @mcdanger, @aeieducation, @caboni, @ileducprof, @harpademic, @rmosvold, @jennar, @willistj, @houshuang
A detailed list of top users is here: www.flickr.com/photos/marc_smith/5602295660/
The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5602295638/sizes/o
Graph Metric: Value
Graph Type: Directed
Vertices: 109
Unique Edges: 248
Edges With Duplicates: 61
Total Edges: 309
Self-Loops: 0
Connected Components: 26
Single-Vertex Connected Components: 21
Maximum Vertices in a Connected Component: 76
Maximum Edges in a Connected Component: 289
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.742346
Graph Density: 0.023445464
NodeXL Version: 1.0.1.164
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Follow Marc Smith on Twitter.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6246955195/
The 15th annual Internet Librarian conference is being held in Monterey, California, October 17-19.
The conference gathers information professionals who use the Internet to deliver improved library services.
These are the top most between Twitter users who recently tweeted the word #IL2011 when queried on October 15, 2011, sorted by betweenness centrality.
See: www.infotoday.com/il2011/
A visualization of the network is here: www.flickr.com/photos/marc_smith/6246955195/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@libconf
@thelib
@davidleeking
@librarianbyday
@jdysart
@rossanaisabel
@pcsweeney
@jambina
@brewinlibrarian
@eclasper
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
Link: www.flickr.com/photos/marc_smith/6247485724/
These are the top most between Twitter users who recently tweeted the word #EDU11 when queried on October 15, 2011, betweenness centrality.
See: www.educause.edu/E2011/Program/F2F
A visualization of the network 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
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.
The five forces analysis was developed by Michael Porter of Harvard Business School. This strategic business model is about five forces that determine the competition and profitability of a market.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word socialloco 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:
A detailed list of top most between users:
Top most between users:
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 #SAS when queried on March 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.
From: www.connectedaction.net
Twitter users who mentioned #e2 or #e2conf on June 13, 2010 scaled by number of followers, x = log(followers), y = log(tweets).
There is a correlation between tweets and followers, but not everyone converts tweets to followers at the same rate. Below the diagonal are those who over convert tweets to followers, those above the diagonal under convert tweets to 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/6232401928
Connections among the Twitter users who recently tweeted the word Deloitte 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.deloitte.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/6232401928/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:
@deloitte
@bernardmarr
@davidgrahamsa
@fast50benelux
@thomsonreuters
@roosvanvugt
@improvedigital
@deloittehealth
@lifeatdeloitte
@deloitteus
Graph Metric: Value
Graph Type: Directed
Vertices: 893
Unique Edges: 2521
Edges With Duplicates: 1277
Total Edges: 3798
Self-Loops: 1078
Connected Components: 338
Single-Vertex Connected Components: 318
Maximum Vertices in a Connected Component: 528
Maximum Edges in a Connected Component: 3254
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 3.536925
Graph Density: 0.002941413
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 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.
From: www.connectedaction.net
Connections among some Twitter users who recently mentioned nissanleaf when queried on July 16, 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 hashtag #bones when queried on April 11, 2011, sorted by betweenness centrality.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5611987853/sizes/o/
Top most between users:
@forensicmama, @bringbackzack, @spoilertv, @canalfox_br, @wellsbones, @gibbsrules, @evilharthanson, @maramara94, @brennanbooth, @katetamse77
Graph Metric: Value
Graph Type: Directed
Vertices: 944
Unique Edges: 2701
Edges With Duplicates: 305
Total Edges: 3006
Self-Loops: 0
Connected Components: 598
Single-Vertex Connected Components: 550
Maximum Vertices in a Connected Component: 271
Maximum Edges in a Connected Component: 2827
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.902349
Graph Density: 0.003190323
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
Link: www.flickr.com/photos/marc_smith/6232373616/
Connections among the Twitter users who recently tweeted the word Palantir when queried on October 10, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6232373616/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:
@techcrunch
@crdant
@haroldsax2
@joffinjoy
@rayhowe
@thomaspower
@palantirtech
@palantir
@techmeme
@prestonehrler
Graph Metric: Value
Graph Type: Directed
Vertices: 602
Unique Edges: 1047
Edges With Duplicates: 314
Total Edges: 1361
Self-Loops: 510
Connected Components: 237
Single-Vertex Connected Components: 225
Maximum Vertices in a Connected Component: 354
Maximum Edges in a Connected Component: 1070
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 3.35721
Graph Density: 0.002034262
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.
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
Top most between Twitter users who recently tweeted the word Strata when queried on September 20, 2011, sorted by betweenness centrality.
See: strataconf.com/summit2011
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
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
Top most between Twitter users who recently tweeted the word NY9 when queried on September 13, 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 visualization of the network is here: www.flickr.com/photos/marc_smith/6147273131/sizes/o/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@bobturner9th
@daveweigel
@tpm
@dndailypolitics
@salon
@azipaybarah
@yossigestetner
@bkpolitics
@capitaltonight
@rickklein
Graph Metric: Value
Graph Type: Directed
Vertices: 650
Unique Edges: 6973
Edges With Duplicates: 1684
Total Edges: 8657
Self-Loops: 690
Connected Components: 12
Single-Vertex Connected Components: 11
Maximum Vertices in a Connected Component: 639
Maximum Edges in a Connected Component: 8646
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.714977
Graph Density: 0.017321323
NodeXL Version: 1.0.1.176
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
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 28, 2010 scaled by number of followers. Edges based on number of ties (follows, replies, mentions).
X = Followers, Y = Tweets
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.
MetricValue
Graph TypeDirected
Vertices455
Unique Edges2,901
Edges With Duplicates0
Total Edges2,901
Self-Loops0
Connected Components42
Single-Vertex Connected Components38
Maximum Vertices in a Connected Component410
Maximum Edges in a Connected Component2,892
Maximum Geodesic Distance (Diameter)7
Average Geodesic Distance2.95
Graph Density0.01
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6208023177/
Top most between Twitter users who recently tweeted the word wikisym when queried on October 3, 2011, sorted by betweennness centrality
See: www.wikisym.org/
A visualization of the network is here: www.flickr.com/photos/marc_smith/6208023177/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:
@wikisym
@jfelipe
@andicat
@geoplace
@staeiou
@dirkriehle
@wikimedia
@edchi
@bkeegan
@hfordsa
Graph Metric: Value
Graph Type: Directed
Vertices: 78
Unique Edges: 459
Edges With Duplicates: 354
Total Edges: 813
Self-Loops: 132
Connected Components: 10
Single-Vertex Connected Components: 8
Maximum Vertices in a Connected Component: 68
Maximum Edges in a Connected Component: 800
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.207506
Graph Density: 0.086913087
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 Twitter users who mentioned ICWSM on May 22, 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 mentioned maternal mortality when queried on July 13, 2010 sorted by betweenness centrality.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
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.