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From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6526953201/sizes/l/in/ph...
These are the connections among the Twitter users who recently tweeted the word socialbiz when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/7/2011 3:01 and ends on 12/14/2011 19:00 UTC.
Layout created with the "Group Layout" feature of NodeXL which tiles bounded regions for each cluster. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6526953201/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@pammktgnut
@andyjankowski
@zoomfactor_
@britopian
@markfidelman
@uptweetz
@sandy_carter
@priyasinghsmo
@socbizstrategy
@katmandelstein
Graph Metric: Value
Graph Type: Directed
Vertices: 252
Unique Edges: 1010
Edges With Duplicates: 392
Total Edges: 1402
Self-Loops: 257
Connected Components: 11
Single-Vertex Connected Components: 10
Maximum Vertices in a Connected Component: 242
Maximum Edges in a Connected Component: 1390
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 3.281422
Graph Density: 0.016363119
Modularity: 0.414485
NodeXL Version: 1.0.1.196
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:
www.nodexlgraphgallery.org/Pages/Default.aspx
A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users on the Twitter List maintained by @Scobelizer "founders" when queried on April 5, 2011, scaled by numbers of followers (with outliers thresholded). Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
Top most between users:
@filos, @ev, @davemcclure, @om, @arrington, @timoreilly, @danielbru, @ourielohayon, @kevinrose, @gaberivera
A detailed list of top users is here: www.flickr.com/photos/marc_smith/5598827356
The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5598828698/sizes/o/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Follow Marc Smith on Twitter.
Twitter users who mentioned "NodeXL" on April 11, scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
This is the NodeXL (http://nodexl.codeplex.com) generated map of the relationships among everyone who tweeted "WIN09" as seen in late September 2009 via search.twitter.com. Image size = #tweets by that twitter account.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Top Twitter users who recently tweeted the word kevin kelly OR kevin2kelly OR technium when queried on May 27, 2011, sorted by betweenness centrality.
A visualization of the network is here: www.flickr.com/photos/marc_smith/5768489596/sizes/o/
Top most between users:
@veen
@stop
@brainpicker
@gruber
@andybudd
@typekit
@gwenbell
@ffejmi
@juandoming
@thesocializers
Graph Metric: Value
Graph Type: Directed
Vertices: 310
Unique Edges: 598
Edges With Duplicates: 212
Total Edges: 810
Self-Loops: 0
Connected Components: 73
Single-Vertex Connected Components: 66
Maximum Vertices in a Connected Component: 230
Maximum Edges in a Connected Component: 794
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 3.320954
Graph Density: 0.007328531
NodeXL Version: 1.0.1.169
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the words bioinformatics
when queried on April 27, 2011, scaled by numbers of followers (with outliers thresholded).
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5663118647/sizes/o/
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5663118545/
Top most between users:
@bioinfo
@kshameer
@biomol_info
@genegeek
@32nm
@yokofakun
@marina_manrique
@pathogenomenick
@hannahjwaters
@kristiholmes
Graph Metric: Value
Graph Type: Directed
Vertices: 258
Unique Edges: 419
Edges With Duplicates: 50
Total Edges: 469
Self-Loops: 0
Connected Components: 174
Single-Vertex Connected Components: 163
Maximum Vertices in a Connected Component: 74
Maximum Edges in a Connected Component: 450
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.465133
Graph Density: 0.006696227
NodeXL Version: 1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users found within a set of 1,000 tweets returned from Twitter Search containing sxsw when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers.
The data set used to generate this image is available from: www.connectedaction.net/wp-content/uploads/2011/03/201103...
NodeXL is available from www.codeplex.com/nodexl
Top users with the highest betweenness centrality:
@sxsw, @guykawasaki, @rww, @realtalibkweli, @rachelsklar, @brett, @sxswbaby, @shashib, @adamostrow, @gapingvoid
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6247485724/
These are the connections among the Twitter users who recently tweeted the word #EDU11 when queried on October 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.educause.edu/E2011/Program/F2F
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6247485724/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@educause
@insidehighered
@ericstoller
@educauseli
@smithstorian
@blackboard
@bb_mobile
@joshmkim
@knewton
@ciscoedu
Graph Metric: Value
Graph Type: Directed
Vertices: 87
Unique Edges: 954
Edges With Duplicates: 205
Total Edges: 1159
Self-Loops: 123
Connected Components: 1
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 87
Maximum Edges in a Connected Component: 1159
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.015326
Graph Density: 0.12897621
NodeXL Version: 1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
List of top most between Twitter users who recently mentioned sxsw when queried on March 15, 2011 during a thirteen minute period (from 3/15/2011 14:42 to 3/15/2011 14:55), scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
Top between:
@sxsw, @guykawasaki, @rww, @realtalibkweli, @rachelsklar, @brett, @sxswbaby, @shashib, @adamostrow, @gapingvoid
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word msr20 when queried on September 26, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.connectedaction.net/2011/09/14/october-19-20-2011-nyc...
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6198785429/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@pawcon
@sasanalytics
@kristinevick
@emetrics
@jimsterne
@decisionmgt
@lisa_monk
@jamet123
@mrcullen
@vdsweep
Graph Metric: Value
Graph Type: Directed
Vertices: 17
Unique Edges: 41
Edges With Duplicates: 24
Total Edges: 65
Self-Loops: 10
Connected Components: 2
Single-Vertex Connected Components: 1
Maximum Vertices in a Connected Component: 16
Maximum Edges in a Connected Component: 64
Maximum Geodesic Distance (Diameter): 3
Average Geodesic Distance: 1.673152
Graph Density: 0.169117647
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
I attended the Mobile Web Africa conference in Johannesburg, South Africa. The conference was a rich source of insight into the ways mobile technologies are changing the lives of millions of Africans.
The conference used Twitter and the hash tag #mwa09 to gather all the tweets about the presentations.
I used NodeXL (http://www.codeplex.com/nodexl) to collect these tweets and map the links between each user account.
In this image the nodes are located in a X/Y space based on the # Tweets and # Followers
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word octribe when queried on September 19, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: community-roundtable.com/about/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6163555183/sizes/o/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@suzboop
@yammer
@venessapaech
@evanhamilton
@thecr
@erich13
@blakelandau
@da12vid
@thomasknoll
@techsoup
Graph Metric: Value
Graph Type: Directed
Vertices: 23
Unique Edges: 100
Edges With Duplicates: 24
Total Edges: 124
Self-Loops: 13
Connected Components: 2
Single-Vertex Connected Components: 1
Maximum Vertices in a Connected Component: 22
Maximum Edges in a Connected Component: 123
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 1.958763
Graph Density: 0.199604743
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the words cturlington OR everymomcounts
when queried on April 23, 2011, scaled by numbers of followers (with outliers thresholded).
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
"Every Mother Counts is an advocacy and mobilization campaign to increase education and support for maternal and child health." See: www.everymothercounts.org/
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5656693502/sizes/o
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5656120141
Top most between users:
@cturlington, @dooce, @care, @onecampaign, @good, @alyssa_milano, @claudiagrieco, @march4midwives, @joinred, @wraglobal
Graph Metric: Value
Graph Type: Directed
Vertices: 380
Unique Edges: 1482
Edges With Duplicates: 826
Total Edges: 2308
Self-Loops: 0
Connected Components: 1
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 380
Maximum Edges in a Connected Component: 2308
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.149654
Graph Density: 0.012984308
NodeXL Version: 1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word ASA2011 when queried on August 25, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: asanet.org/AM2011/index.cfm
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6087132210/sizes/o/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@asanews
@nathanjurgenson
@insidehighered
@jessienyc
@sagesociology
@danielledirks
@cabell
@sociologylens
@wwnsoc
@mary_churchill
Graph Metric: Value
Graph Type: Directed
Vertices: 356
Unique Edges: 3998
Edges With Duplicates: 1874
Total Edges: 5872
Self-Loops: 713
Connected Components: 7
Single-Vertex Connected Components: 4
Maximum Vertices in a Connected Component: 348
Maximum Edges in a Connected Component: 5856
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.403233
Graph Density: 0.034483304
NodeXL Version: 1.0.1.175
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #MWA2010 when queried on October 6th, 2010 sorted by betweenness centrality.
A map of the network can be found at: http://www.flickr.com/photos/marc_smith/5057228994
The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 2010
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6232086219/
Connections among the Twitter users who recently tweeted the word Novartis when queried on October 10, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.novartis.com/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6232086219/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@novartis
@nytimeshealth
@nytimesbusiness
@bill_george
@biotechnology
@fiercepharma
@teresaamabile
@appature
@bradatpharma
@postdocali
Graph Metric: Value
Graph Type: Directed
Vertices: 817
Unique Edges: 1900
Edges With Duplicates: 764
Total Edges: 2664
Self-Loops: 999
Connected Components: 382
Single-Vertex Connected Components: 352
Maximum Vertices in a Connected Component: 379
Maximum Edges in a Connected Component: 1972
Maximum Geodesic Distance (Diameter): 13
Average Geodesic Distance: 3.702823
Graph Density: 0.002251482
NodeXL Version: 1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word techsoup when queried on September 19, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: home.techsoup.org/pages/default.aspx
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6163894519/sizes/l/
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@techsoup
@blakelandau
@kanter
@techieteacher
@missnoor28
@suzboop
@musingvirtual
@techsoupcanada
@ntenhross
@hirots
Graph Metric: Value
Graph Type: Directed
Vertices: 177
Unique Edges: 1002
Edges With Duplicates: 595
Total Edges: 1597
Self-Loops: 105
Connected Components: 8
Single-Vertex Connected Components: 5
Maximum Vertices in a Connected Component: 164
Maximum Edges in a Connected Component: 1568
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.132616
Graph Density: 0.037686184
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word obesity
when queried on April 29, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5671232276/sizes/o/
A detailed list of top most between users is here:
Top most between users:
@idillionaire
@nhl
@zacmar91
@healthhabits
@sunnyskystar
@bmi_bandit
@healthyfellow
@marybrennan29
@nb3foundation
@prevent_obesity
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 1331
Edges With Duplicates: 376
Total Edges: 1707
Self-Loops: 0
Connected Components: 369
Single-Vertex Connected Components: 357
Maximum Vertices in a Connected Component: 617
Maximum Edges in a Connected Component: 1674
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 5.021502
Graph Density: 0.001516517
NodeXL Version: 1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6232030871
Connections among the Twitter users who recently tweeted the word OccupyWallStreet when queried on October 10, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: occupywallst.org/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6232030871/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@ajenglish
@anonymousirc
@cnbc
@rawstory
@ryannewyork
@mediabistro
@blogdiva
@brentnhunter
@krenner2
@rebuilddream
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 3014
Edges With Duplicates: 720
Total Edges: 3734
Self-Loops: 994
Connected Components: 318
Single-Vertex Connected Components: 300
Maximum Vertices in a Connected Component: 664
Maximum Edges in a Connected Component: 3326
Maximum Geodesic Distance (Diameter): 9
Average Geodesic Distance: 3.508133
Graph Density: 0.002524525
NodeXL Version1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who follow @AneeshChopra when queried on May 27, 2011, scaled by numbers of followers (with outliers thresholded).
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here:
A detailed list of top between participants in the network is here:
Top most between users:
@aneeshchopra
@whitehouseostp
@opengov
@stevecase
@boltyboy
@hitnewstweet
@health2con
@dominiccampbell
@nuclearminds
@renee_berry
Graph Metric: Value
Graph Type: Directed
Vertices: 196
Unique Edges: 229
Edges With Duplicates: 1195
Total Edges: 1424
Self-Loops: 0
Connected Components: 1
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 196
Maximum Edges in a Connected Component: 1424
Maximum Geodesic Distance (Diameter): 2
Average Geodesic Distance: 1.952624
Graph Density: 0.021559393
NodeXL Version: 1.0.1.169
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Thanks to @BillJohnston for the suggestion to map SocialC20! The Social Media and Community 2.0 Strategies conference was held April 4-5, 2011 in Boston, Massachusetts. See: community20.blogspot.com/
Connections among the Twitter users who recently mentioned socialc20 when queried on April 5, 2011, scaled by numbers of followers (with outliers thresholded). Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
Top most between users:
@community20, @aaronstrout, @chrisbrogan, @kristiewells, @cflanagan, @jimstorer, @mspellerberg, @rhappe, @40deuce, @thecr
A detailed list of top users is here: www.flickr.com/photos/marc_smith/5592300551
The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5592302165/sizes/o/
The data set for this map is here: www.connectedaction.net/wp-content/uploads/2011/04/201104...
NodeXL is free and open and available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Graph MetricValue
Graph Type: Directed
Vertices: 307
Unique Edges: 1951
Edges With Duplicates: 301
Total Edges: 2252
Self-Loops: 0
Connected Components: 4
Single-Vertex Connected Components: 2
Maximum Vertices in a Connected Component: 303
Maximum Edges in a Connected Component: 2250
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.514873
Graph Density: 0.022343574
NodeXL Version: 1.0.1.164
Follow Marc Smith on Twitter.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6539378885/sizes/l/in/ph...
These are the connections among the Twitter users who follow the user account @jowyang when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users follow one another. This network is different from the network of people who mention "jowyang" (and seen here: www.flickr.com/photos/marc_smith/6526852557).
The user @jowyang was removed from this data set since everyone else in the network was connected to the jowyang account. Removing the account disconnects some parts of the network, highlighting the bridging role the account performs.
Selected edges have been removed in this visualization: the remaining edges are those that are reciprocated.
Layout created with the "Group Layout" feature of NodeXL which tiles bounded regions for each cluster. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6539378885/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@jowyang
@dgiannetto
@ariannahuff
@dharmesh
@alexia
@hopefrank
@bill_gross
@paulbarron
@eloqua
@peerindex
@thesocialcmo
Graph Metric: Value
Graph Type: Directed
Vertices: 1981
Unique Edges: 7504
Edges With Duplicates: 10445
Total Edges: 17949
Self-Loops: 0
Connected Components: 214
Single-Vertex Connected Components: 211
Maximum Vertices in a Connected Component: 1765
Maximum Edges in a Connected Component: 17939
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 3.188013
Graph Density: 0.003241909
Modularity: 0.250016
NodeXL Version: 1.0.1.196
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:
www.nodexlgraphgallery.org/Pages/Default.aspx
A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter
NodeXL is free and open and available from nodexl.codeplex.com/
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
List of top most between Twitter users who recently mentioned sxsw when queried on March 14, 2011 sorted by betweenness centrality.
NodeXL is available from www.codeplex.com/nodexl
Top between:
@sxsw, @theguild, @gowalla, @hitrecordjoe, @wordpress, @anamariecox, @austinist, @kim, @markwschaefer, @darkstitch
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6232945955/
Connections among the Twitter users who recently tweeted the word OccupyWallStreet or #OWS when queried on October 10, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: occupywallst.org/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6232945955/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@occupywallstnyc
@katmckinley
@salon
@occupymusic
@lucykafanov
@occupy_boston
@diggrbiii
@charlesbivona
@talkmaster
@weoccupyamerica
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 4645
Edges With Duplicates: 989
Total Edges: 5634
Self-Loops: 944
Connected Components: 264
Single-Vertex Connected Components: 253
Maximum Vertices in a Connected Component: 725
Maximum Edges in a Connected Component: 5282
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 3.265154
Graph Density: 0.004344344
NodeXL Version: 1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned fracking when queried on September 20, 2010 scaled by numbers of followers.
Fracking (or "Hydraulic fracturing") is the now controversial practice in natural gas and oil extraction of injecting solvents and other chemicals under high pressure to crack rocks that seal reserves of natural gas. See: en.wikipedia.org/wiki/Fracking
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6203313170
Connections among the Twitter users who recently tweeted the word Strata when queried on September 20, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: strataconf.com/summit2011
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6203313170/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@timoreilly
@strataconf
@doctorow
@acroll
@ticbeat
@datacenter
@hnshah
@oreillymedia
@markmadsen
@unglobalpulse
Graph Metric: Value
Graph Type: Directed
Vertices: 1118
Unique Edges: 5813
Edges With Duplicates: 6522
Total Edges: 12335
Self-Loops: 1010
Connected Components: 9
Single-Vertex Connected Components: 8
Maximum Vertices in a Connected Component: 1110
Maximum Edges in a Connected Component: 12327
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.575622
Graph Density: 0.00647018
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned scon11 when queried on April 5, 2011, scaled by numbers of followers (with outliers thresholded). Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
Top most between users:
@crmstrategies, @sugarcrm, @pgreenbe, @lmaugustin, @ekolsky, @crmoutsiders, @jesus_hoyos, @mjayliebs, @insideview, @catyfromfocus
A detailed list of top users is here: www.flickr.com/photos/marc_smith/5594032096/
The large scale version of the network map is here: www.flickr.com/photos/marc_smith/5594033762/sizes/o/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Graph Metric: Value
Graph Type: Directed
Vertices: 343
Unique Edges: 2867
Edges With Duplicates: 414
Total Edges: 3281
Self-Loops: 0
Connected Components: 22
Single-Vertex Connected Components: 20
Maximum Vertices in a Connected Component: 321
Maximum Edges in a Connected Component: 3280
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.454733
Graph Density: 0.026179394
NodeXL Version: 1.0.1.164
Follow Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned sxsw when queried on March 13, 2011 scaled by numbers of followers.
Top most between:
@jbruin, @digigeeky, @dgupta5150, @naveen, @cnnsxws, @marketstrategy, @thedroidguy, @anitanelson, @michaelpilla, @jayantisolank
Detailed listings are available here:www.flickr.com/photos/marc_smith/5521097065/
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6209681161/
Connections among the Twitter users who recently tweeted the word oow11 when queried on October 3, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.oracle.com/openworld/live/on-demand/index.html
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6209681161/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@oracleopenworld
@oracle
@oracletechnet
@rwang0
@devops_borat
@salesforce
@mysql
@emcoracle
@oraclemix
@oracledatabase
Graph Metric: Value
Graph Type: Directed
Vertices: 670
Unique Edges: 5882
Edges With Duplicates: 1573
Total Edges: 7455
Self-Loops: 881
Connected Components: 45
Single-Vertex Connected Components: 44
Maximum Vertices in a Connected Component: 626
Maximum Edges in a Connected Component: 7405
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.770009
Graph Density: 0.013401602
NodeXL Version: 1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word interop when queried on May 9, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5704226589/sizes/o/in/ph...
A detailed list of top most between users: www.flickr.com/photos/marc_smith/5704225931/
Top most between users:
@cyberwar_geek
@interop_events
@mscloudjago
@vanessaalvarez1
@extremenetworks
@abnerg
@acroll
@vmware
@jamesurquhart
@hp_networking
Graph Metric: Value
Graph Type: Directed
Vertices: 734
Unique Edges: 6732
Edges With Duplicates: 544
Total Edges: 7276
Self-Loops: 1
Connected Components: 97
Single-Vertex Connected Components: 92
Maximum Vertices in a Connected Component: 629
Maximum Edges in a Connected Component: 7245
Maximum Geodesic Distance (Diameter): 8
Average Geodesic Distance: 2.782195
Graph Density: 0.012986458
NodeXL Version: 1.0.1.167
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (http://www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Top Twitter users who recently mentioned birthconf when queried on July 27, 2010 sorted by betweenness centrality.
NodeXL is available from www.codeplex.com/nodexl
The 2010 Normal Labour and Birth Conference took place in Vancouver, B.C., Canada July 21-23. (See: www.midwifery.ubc.ca/midwifery/research/normalbirth.htm)
The conference attracts advocates for improved labor and delivery care and outcomes.
With over 250 attendees from 23 countries, the conference set out to disseminate research about the nature of and optimal care for physiologic labor and birth, and to garner multidisciplinary perspectives on the implications for clinical practice, perinatal outcomes, education, management, collaboration, and policy.
This list ranks twitter users who tweeted a message containing the term "birthconf" by their "betweenness" - a measure of how much the person acts like a bridge between otherwise disconnected people.
An image of the graph used to generate this list is available at: www.flickr.com/photos/marc_smith/4836066953
Several network metrics are reported for each user: their degree or connections, broken into in-bound ("in-degree") and out bound ("out-degree"), centrality scores that measure how close to the "center" of the graph the person is located, and then data about the user's twitter activity.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #analytics when queried on March 15, 2011, scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
Top between:
@comscore, @cagedether, @analyticstogo, @webseoanalytics, @rwang0, @compete, @thesocialmined, @codeorama, @_info, @sasanalytics
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
Among recent tweeters of the string #ssm2010, who follows and mentions whom? Sized by number of followers.
NodeXL: www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Twitter users who mentioned "CHI2010" on April 12, 2010 scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
www.connectedaction.net/2010/04/11/conference-nodexl-and-...
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word iknow2011 when queried on September 7, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: i-know.tugraz.at/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6124807498/sizes/o/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@alex_stocker
@peterkraker
@wollepb
@c_o_k
@hmuehlburger
@mgrani
@issi
@digital_ikt
@tomk72
@kaz_takagi
Graph MetricValue
Graph TypeDirected
Vertices57
Unique Edges339
Edges With Duplicates282
Total Edges621
Self-Loops120
Connected Components5
Single-Vertex Connected Components4
Maximum Vertices in a Connected Component53
Maximum Edges in a Connected Component615
Maximum Geodesic Distance (Diameter)5
Average Geodesic Distance2.02915
Graph Density0.122180451
NodeXL Version1.0.1.176
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
June 28-30, 2011 in Bainbridge Island, WA, USA, the Global Impact Study held a project-wide workshop. Research partners from all around the world participated in this workshop after two years of working separately on fieldwork. This workshop kicked off the next phase of our study, data analysis & integration.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #MWA2010 when queried on September 29, 2010 scaled by numbers of followers.
A list of top betweenness users is here: www.flickr.com/photos/marc_smith/5036510984/
The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 2010
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6203429990
Connections among the Twitter users who recently tweeted the word cleantech OR greentech when queried on September 29, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See:
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6203429990/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@ecointeractive
@chevron
@hotairblog
@greentechmedia
@edmorrissey
@rnc
@kosmosnet
@cleantechgroup
@greennewsdaily
@jimharris
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 5302
Edges With Duplicates: 878
Total Edges: 6180
Self-Loops: 935
Connected Components: 218
Single-Vertex Connected Components: 197
Maximum Vertices in a Connected Component: 751
Maximum Edges in a Connected Component: 5842
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 3.560564
Graph Density: 0.004970971
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word economist
when queried on May 2, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5681677532/sizes/o/
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5681677586
Top most between users:
@theeconomist
@manyas
@oskargarcia
@reedconstrdata
@nvnewsbureau
@equipmenttoday
@bobschafer_
@waraney
@arkhan1993
@umairh
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 689
Edges With Duplicates: 966
Total Edges: 1655
Self-Loops: 0
Connected Components: 220
Single-Vertex Connected Components: 191
Maximum Vertices in a Connected Component: 747
Maximum Edges in a Connected Component: 1584
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 2.405506
Graph Density: 0.001167167
NodeXL Version: 1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #futureofbirth when queried on October 6th, 2010 scaled by numbers of followers. Top between users are listed in a spreadsheet image that can be found here: www.flickr.com/photos/marc_smith/5057219226/.
The Future of Birth 2010 conference was held in Milwaukee, WI Spetember 30 - October 3 , 2010
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6225446144/
Connections among the Twitter users who recently tweeted the word #occupywallstreet when queried on October 8, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: occupywallst.org/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6225446144/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@maddow
@motherjones
@aclu
@zerohedge
@mmfa
@spread4freedom
@diggrbiii
@angelsavant
@marychastain
@katiepavlich
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 3835
Edges With Duplicates: 916
Total Edges: 4751
Self-Loops: 1109
Connected Components: 311
Single-Vertex Connected Components: 301
Maximum Vertices in a Connected Component: 678
Maximum Edges in a Connected Component: 4327
Maximum Geodesic Distance (Diameter): 9
Average Geodesic Distance: 3.283708
Graph Density: 0.003408408
NodeXL Version: 1.0.1.179
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #GOP when queried on September 5, 2010 scaled by numbers of followers.
The clusters are created by the patterns of connections (follows, replies, and mentions) among the authors in the graph. The Red cluster is composed on GOP supporters, the Blue cluster are critics and opponents of the GOP as indicated by the content of the tweets from each cluster.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6199302564/
Connections among the Twitter users who recently tweeted the word epic2011 when queried on September 26, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6199302564/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@tamdai99
@emjaro
@epiconference
@enquiringdesign
@parcinc
@si_roberts
@uxprivacy
@yallaface
@luisarnal
@kxande2
Graph Metric: Value
Graph Type: Directed
Vertices: 187
Unique Edges: 1085
Edges With Duplicates: 1764
Total Edges: 2849
Self-Loops: 894
Connected Components: 8
Single-Vertex Connected Components: 6
Maximum Vertices in a Connected Component: 179
Maximum Edges in a Connected Component: 2832
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.504758
Graph Density: 0.03941694
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #MWA2010 when queried on September 29, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet that accompanies the image.
A map of the network can be found at: http://www.flickr.com/photos/marc_smith/5036509968/
The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 2010
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word #f8 when queried on September 20, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.facebook.com/f8
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the image is here: www.flickr.com/photos/marc_smith/6172590174/sizes/l/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@washingtonpost
@socialmedia411
@allnick
@billboard
@ceomarkzuck
@bill_gross
@likeablemedia
@badgeville
@vitrue
@staceyharmon
Graph Metric: Value
Graph Type: Directed
Vertices: 966
Unique Edges: 944
Edges With Duplicates: 3755
Total Edges: 4699
Self-Loops: 1456
Connected Components: 253
Single-Vertex Connected Components: 228
Maximum Vertices in a Connected Component: 687
Maximum Edges in a Connected Component: 4081
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 4.1279
Graph Density: 0.001972774
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word socap11 when queried on September 18, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: socialcapitalmarkets.net/
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
(Edges connecting users are bundled and curved with recent features added to NodeXL v.177.)
A larger version of the image is here: www.flickr.com/photos/marc_smith/6158727575/sizes/o/in/ph...
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Clauset-Newman-Moore algorithm is defined here: pre.aps.org/abstract/PRE/v70/i6/e066111
Top most between users:
@cocoxochitl
@socapmarkets
@nextbillion
@kevindoylejones
@socialfinance
@vanjones68
@hubbayarea
@cathyhc
@omidyarnetwork
@first_power
Graph Metric: Value
Graph Type: Directed
Vertices: 330
Unique Edges: 3672
Edges With Duplicates: 621
Total Edges: 4293
Self-Loops: 247
Connected Components: 19
Single-Vertex Connected Components: 18
Maximum Vertices in a Connected Component: 312
Maximum Edges in a Connected Component: 4274
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.36772
Graph Density: 0.034760984
NodeXL Version: 1.0.1.177
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who follow benbendc when queried on February 9, 2011 scaled by numbers of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.