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Map and time visualization of incidents of piracy around the world over the past 30 years. (taken from PiracyWatch, an interactive data visualization demo application of Visual Fusion).
To learn more about Visual Fusion 4.5's timeline capabilities, check out this IDV UX blog post, or watch this one minute video.
Explore our homepage to learn more about Visual Fusion.
Twitter users who mentioned "Social CRM" on April 6, 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.
This is my Facebook 1.5 degree network as extracted by: mysocnet.oii.ox.ac.uk/fb/guess_old.php and fed to NodeXL: nodexl.codeplex.com/ using the Fruchterman Reingold layout.
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 sxsw when queried on March 12, 2011 scaled by numbers of followers.
A larger version (zoom for details) is available here: www.flickr.com/photos/marc_smith/5521097041/sizes/o/.
Top most between:
@mashable, @sxsw, @scobleizer, @zeldman, @davemcclure, @thr, @gowalla, @frogdesign, @msuster, @elysa
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
Connections among the Twitter users who recently mentioned wikileaks when queried on December 10, 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
Link: www.flickr.com/photos/marc_smith/6351818421/sizes/l/in/ph...
These are the connections among the Twitter users who recently tweeted the word occupywallstreet when queried on November 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. Relies and mentions edges are highlighted in blue, follows connections are grey. The data set starts on 11/15/2011 23:08 and ends on 11/15/2011 23:34 UTC, a total of 26 minutes of traffic.
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/6351818421/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:
@occupywallst
@mmflint
@nyclu
@allisonkilkenny
@andrewbreitbart
@operationleaks
@occupydenver
@theatlantic
@usgeneralstrike
@rt_com
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 3546
Edges With Duplicates: 826
Total Edges: 4372
Self-Loops: 794
Connected Components: 241
Single-Vertex Connected Components: 230
Maximum Vertices in a Connected Component: 747
Maximum Edges in a Connected Component: 3998
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.65438
Graph Density: 0.003246246
NodeXL Version: 1.0.1.194
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.
Donations to support NodeXL are welcome through our new donation link on 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 Twitter users who mentioned "social graph" on May 18, 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.
This is my Facebook 1.5 degree network as extracted by: mysocnet.oii.ox.ac.uk/fb/guess_old.php and fed to NodeXL: nodexl.codeplex.com/ using the Harel-Koren layout.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
LinkedIn will now create a ego-centric network diagram of your LinkedIn contacts and their connections with one another.
Here is mine.
You can get one at: inmaps.linkedinlabs.com
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned pdfleaks when queried on December 11, 2010 scaled by numbers of followers.
Highlighting @jeffjarvis, the #2 most between participant.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Thomas Jefferson National Accelerator Facility (Jefferson Lab) provides scientists worldwide the lab’s unique particle accelerator, known as the Continuous Electron Beam Accelerator Facility (CEBAF), to probe the most basic building blocks of matter by conducting research at the frontiers of nuclear physics (NP) and related disciplines.
In addition, the lab capitalizes on its unique technologies and expertise to perform advanced computing and applied research with industry and university partners, and provides programs designed to help educate the next generation in science and technology. Thursday, December 1, 2022. (Photo by Aileen Devlin | Jefferson Lab)
From: www.connectedaction.net
Connections among the Twitter users who appear on Valdis Kreb's network-analysts Twitter list when queried on February 21, 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.
Data analysis. Gypsy moth eradication project. Lane County, Oregon.
Photo by: Unknown
Date: 1985
Credit: USDA Forest Service, Region 6, State and Private Forestry, Forest Health Protection.
Collection: FHP slide collection; Regional Office, Portland, Oregon.
Note:
Lane County Gypsy Moth Eradication Program (mid-1980s):
The Oregon Department of Agriculture is the lead agency for the gypsy moth detection program in Oregon. Agencies involved in the eradication program included the Oregon Department of Agriculture, USDA APHIS, USDA Forest Service, Oregon Department of Forestry, and private timber companies.
Three gypsy moths were initially detected in 1982 in the town of Lowell in west-central Oregon. These moths were caught in pheromone-baited traps during surveys conducted annually by the Oregon Department of Agriculture. In 1983, four more moths were caught in Lowell. After the trapping program was intensified in 1984, over 19,000 moths were caught in or near Lowell.
In the late spring of 1985, 226,045 acres were treated with Bacillus thuringiensis var. kurstaki. Later that fall, the intensive trapping program identified additional infested areas in the same general area. Followup treatments with Bacillus thuringiensis var. kurstaki were applied in 1986 (189,011 acres), 1987 (7,235 acres), and 1988 (2,995 acres). In addition to the aerial application of biological insecticides, State and federal quarantines were established in 1985 covering ~1,200 square miles to prevent people from moving gypsy moths out of the infested area. No further treatments were required after 1988. The total cost of the Lane County eradication program (including detection, eradication, and trapping) from 1984 to 1989 was about $18,000,000.
From: www.fs.usda.gov/detail/r6/forest-grasslandhealth/invasive...
Image provided by USDA Forest Service, Pacific Northwest Region, State and Private Forestry, Forest Health Protection: www.fs.usda.gov/main/r6/forest-grasslandhealth
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned Internet Archive when queried on February 24, 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 #infra11 when queried on March 15, 2011.
Top between: @congresintranet, @entopic, @dhinchcliffe, @wturnhout, @driessen, @mavje, @tomv, @nancyvandervin, @davied, @tonybyrne
List available here: www.flickr.com/photos/marc_smith/5529685056
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.
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 based on their connections to other nodes, revealing concentrations of ties between user accounts.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Beginning of my presentation on social media marketing.
The "evolve" logo is from my strategic consulting firm, Evolve Adaptive Marketing, LLC.
From: www.connectedaction.net
Blogher 2010 (http://www.blogher.com/editorial-blogher10) was held in New York City on August 5-7.
Connections among the Twitter users who recently mentioned "blogher" when queried on August 10, 2010 scaled by numbers of followers.
The small line of isolates at the bottom indicate that #blogher is a very cohesive community that does not have a large passive bystander population - people who mention #blogher mostly also connect to others who do so as well.
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 #oow10 when queried on September 20, 2010 scaled by numbers of followers.
A list of top betweenness users is here: www.flickr.com/photos/marc_smith/5010225982/
The Oracle Open World Conference was held in San Francisco, California on September 19-23, 2010. See:
www.oracle.com/us/openworld/index.html
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.
Twitter users who mentioned "CHI2010" on April 11, 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 gamification
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/5673365556/sizes/o/in/ph...
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5672797575
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 Version1.0.1.166
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently tweeted the word wiredbiz when queried on May 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.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5685714162/sizes/o/
A detailed list of top most between users is here: www.flickr.com/photos/marc_smith/5685145245/
Top most between users:
@timoreilly
@wiredbiz
@wired
@jpmanga
@scobleizer
@marthastewart
@sacca
@anildash
@techcocktail
@foratv
Graph Metric: Value
Graph Type: Directed
Vertices: 737
Unique Edges: 1961
Edges With Duplicates: 862
Total Edges: 2823
Self-Loops: 0
Connected Components: 10
Single-Vertex Connected Components: 9
Maximum Vertices in a Connected Component: 728
Maximum Edges in a Connected Component: 2823
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.544005
Graph Density: 0.004385803
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/6216434818/
Connections among the Twitter users who recently tweeted the word wikisym when queried on October 5, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
See: www.wikisym.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/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:
Graph Metric: Value
Graph Type: Directed
Vertices: 170
Unique Edges: 1163
Edges With Duplicates: 2165
Total Edges: 3328
Self-Loops: 658
Connected Components: 5
Single-Vertex Connected Components: 3
Maximum Vertices in a Connected Component: 165
Maximum Edges in a Connected Component: 3319
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance: 2.385502
Graph Density: 0.052941176
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.
Thomas Jefferson National Accelerator Facility (Jefferson Lab) provides scientists worldwide the lab’s unique particle accelerator, known as the Continuous Electron Beam Accelerator Facility (CEBAF), to probe the most basic building blocks of matter by conducting research at the frontiers of nuclear physics (NP) and related disciplines.
In addition, the lab capitalizes on its unique technologies and expertise to perform advanced computing and applied research with industry and university partners, and provides programs designed to help educate the next generation in science and technology. Thursday, December 1, 2022. (Photo by Aileen Devlin | Jefferson Lab)
This is the NodeXL (http://nodexl.codeplex.com) generated map of the relationships among everyone who tweeted "WIN09" as seen in early October 2009 via search.twitter.com. Image size = #followers 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
Link: www.flickr.com/photos/marc_smith/6526852557/sizes/l/in/ph...
These are the connections among the Twitter users who recently tweeted the word jowyang when queried on December 14, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 12/6/2011 15:30 and ends on 12/14/2011 14:34 UTC. In this network the account for @jowyang was removed to reveal the sub-groups that are connected only by their bridged connection through @jowyang.
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/6526852557/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:
@briansolis
@charleneli
@loic
@armano
@britopian
@jaybaer
@chrisheuer
@jbernoff
@thebrandbuilder
@shivsingh
Graph Metric: Value
Graph Type: Directed
Vertices: 919
Unique Edges: 7035
Edges With Duplicates: 655
Total Edges: 7690
Self-Loops: 44
Connected Components: 55
Single-Vertex Connected Components: 54
Maximum Vertices in a Connected Component: 865
Maximum Edges in a Connected Component: 7686
Maximum Geodesic Distance (Diameter): 7
Average Geodesic Distance: 2.751976
Graph Density: 0.008649403
Modularity: 0.264706
NodeXL Version: 1.0.1.196
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/ and here:
www.nodexlgraphgallery.org/Pages/Default.aspx
A gallery of NodeXL network data sets is available here: nodexlgraphgallery.org/Pages/Default.aspx?search=twitter
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
Donations to support NodeXL are welcome through PayPal: www.paypal.com/cgi-bin/webscr?cmd=_s-xclick&hosted_bu...
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #MWA2010 when queried on October 6th, 2010 scaled by numbers of followers. Top between users are highlighted and listed in the spreadsheet image that can be found here: www.flickr.com/photos/marc_smith/5057219226/.
The same image with the highlighting removed can be found at:
www.flickr.com/photos/marc_smith/5056603811
The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 2010
The top three most between people (@mtrends, @kiwanja, @andredebeer) each get retweeted by a large population of lightly interconnected people. These are people with relatively few followers (.5K to 5K) as compared to the "visiting dignitaries" like witnessorg, frogdesign, doctorow, kim, and reveznexus -- who all have many followers (26K-270K), but relatively few in this graph. Follower count is not always the most relevant metric in determining influence in a community.
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.
"Online Community Unconference East 2010" - Links among people who tweeted "ocue10" on February 10th, 2010
Sized by numbers of followers.
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. X = log(followers), y =tweets.
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.
Twitter users who mentioned "bskyb" on March 12, 2010 scaled by number of followers.
NodeXL is available from www.codeplex.com/nodexl
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
From: www.connectedaction.net
Link: www.flickr.com/photos/marc_smith/6352555280/sizes/l/in/ph...
These are the connections among the Twitter users who recently tweeted the word teaparty when queried on November 15, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. Relies and mentions edges are highlighted in blue, follows connections are grey. The data set starts on 11/15/2011 14:22 UTC and ends on 11/15/2011 17:23, a total of 3 hours and 1 minute of traffic.
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/6352555280/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:
@ronpaul
@michellemalkin
@christopherhull
@theteaparty_net
@capaction
@thedailyedge
@bill1phd
@dbargen
@gulagbound
@rightcandidates
Graph Metric: Value
Graph Type: Directed
Vertices: 659
Unique Edges: 8808
Edges With Duplicates: 1423
Total Edges: 10231
Self-Loops: 1084
Connected Components: 49
Single-Vertex Connected Components: 44
Maximum Vertices in a Connected Component: 606
Maximum Edges in a Connected Component: 10148
Maximum Geodesic Distance (Diameter): 6
Average Geodesic Distance:2.693965
Graph Density: 0.02036797
NodeXL Version: 1.0.1.193
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.
Donations to support NodeXL are welcome through our new donation link on 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 who recently mentioned opengovrd when queried on March 22, 2011, scaled by numbers of followers. Layout using the "Group Layout" composed of tiled bounded regions.
The Open Government Research & Development Summit #opengovrd conference was held in Washington, D.C. on March 21-22, 2011. See: nitrd.gov/opengov/
The data used to create this image can be found here: www.connectedaction.net/wp-content/uploads/2011/03/201103...
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.
Analytics – also known as “business analytics” or “data analysis” – refers to the software and methods that organizations use to understand data. Organizations generate and collect large amounts of data in many forms (for example: text, statistical data, qualitative data, big data) and from many internal and external sources including social media.
Organizations use predictive analytics and other kinds of analytics software to gain insights into their financial and operational performance and from their customer behaviors. With these insights, they can make accurate predictions and better-informed decisions about emerging opportunities, competitive threats and shifts in their markets to increase competitive advantage.
Studies show that organizations that apply analytics outperform their peers. Further, those with a broad-based, analytics-driven culture perform, on average, three times better. Not only do they drive more top-line growth and control costs, they take timely corrective action to reduce risks that derail their plans.
With 9,000 global consultants and the largest math department in private industry, IBM is the world’s analytics leader. Learn more at bit.ly/NGOxwA
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.
Twitter users who mentioned "Symantec
" on April 9, 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.
Twitter users who mentioned "McAfee" on April 9, 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 mentioned #NWF when queried on September 14, 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
Link: www.flickr.com/photos/marc_smith/6539377111/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.
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/6539377111/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
Link: www.flickr.com/photos/marc_smith/6526521703/sizes/l/in/ph...
These are the connections among the Twitter users who recently tweeted the word leweb 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 12/13/2011 15:32 and ends on 12/14/2011 14:43 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/6526521703/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:
@leweb
@loic
@jowyang
@pressecitron
@michelleblanc
@camj59
@jeremybenmoussa
@d8pit
@cdeniaud
@locita
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 8619
Edges With Duplicates: 1166
Total Edges: 9785
Self-Loops: 699
Connected Components: 146
Single-Vertex Connected Components: 140
Maximum Vertices in a Connected Component: 846
Maximum Edges in a Connected Component: 9613
Maximum Geodesic Distance (Diameter): 11
Average Geodesic Distance: 2.938184
Graph Density: 0.008566567
Modularity: 0.293063
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 words data visualization
when queried on May 2, 2011, sorted by betweenness centrality (see: en.wikipedia.org/wiki/Centrality).
A visualization of the network map is here: www.flickr.com/photos/marc_smith/5681733251/sizes/o/in/ph...
Top most between users:
@znmeb
@pfanderson
@bi_dashboards
@tek_news
@kdnuggets
@iatv
@exensio
@nonikatz
@datamarket
@dabuki
Graph Metric: Value
Graph Type: Directed
Vertices: 300
Unique Edges: 246
Edges With Duplicates: 106
Total Edges: 352
Self-Loops: 0
Connected Components: 152
Single-Vertex Connected Components: 138
Maximum Vertices in a Connected Component: 130
Maximum Edges in a Connected Component: 315
Maximum Geodesic Distance (Diameter): 9
Average Geodesic Distance: 4.65395
Graph Density: 0.003311037
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 hashtag #Glee when queried on April 11, 2011, scaled by numbers of followers (with outliers thresholded).
The data contains 3 hours and 10 minutes of data from 4/11/2011 at 15:08 through 18:18.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here: www.flickr.com/photos/marc_smith/5611797959/sizes/o
Top most between users:
@gleeonfox, @ultimategleeks, @superrtl, @carinafischer, @iamoriane, @iflamongo, @featdemilovato, @my_fanbase, @dominicmbarnes, @ukgleedvd
A more detailed list of the most between contributors is here: www.flickr.com/photos/marc_smith/5612379596/
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 993
Edges With Duplicates: 755
Total Edges: 1748
Self-Loops: 0
Connected Components: 299
Single-Vertex Connected Components: 270
Maximum Vertices in a Connected Component: 665
Maximum Edges in a Connected Component: 1652
Maximum Geodesic Distance (Diameter): 10
Average Geodesic Distance: 2.508601
Graph Density: 0.001355355
NodeXL Version: 1.0.1.165
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned techatstate when queried on February 12, 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 tweeted the hashtag philanthropy when queried on April 11, 2011, scaled by numbers of followers (with outliers thresholded).
The data contains 41 hours and 26 minutes of data from 4/10/2011 at 00:26 through 4/11/2011 at 17:52.
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/5612381218/sizes/o
Top most between users:
@philanthropy, @socialedge, @michaelchatman, @paidcontent, @fdncenter, @acumenfund, @cof_, @ubiquityfund, @2morrowknight, @philanthropy411
A more detailed list of the most between contributors is here: www.flickr.com/photos/marc_smith/5611798045
Graph Metric: Value
Graph Type: Directed
Vertices: 1000
Unique Edges: 5803
Edges With Duplicates: 601
Total Edges: 6404
Self-Loops: 0
Connected Components: 298
Single-Vertex Connected Components: 264
Maximum Vertices in a Connected Component: 656
Maximum Edges in a Connected Component: 6287
Maximum Geodesic Distance (Diameter): 14
Average Geodesic Distance: 2.989549
Graph Density: 0.006103103
NodeXL Version: 1.0.1.165
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among some Twitter users who recently mentioned birthconf when queried on July 27, 2010 scaled by numbers of followers.
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.
The graph highlights prominent contributors to the twitter who tweeted the term "birthconf".
Each twitter user profile photo is sized in proportion to the number of followers that person has. Not everyone is equally followed.
Each author has one or more connections, and some have many more than the others.
Network analysis can highlight those people with fewer followers but with many more connections (within this population). People like "Jennifershark" has relatively few followers across all of twitter but is very well connected here in the "birthconf" graph. In contrast, some people are both lightly followed (small icon) and sparsely connected (few lines). Leading participants, like "Midewifeamy" combine both large volumes of followers and many connections (called "degree" in network theory).
A list of the top people in the graph is available at: www.flickr.com/photos/marc_smith/4836677648/
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 Galway when queried on July 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.
A larger version of the image is here: www.flickr.com/photos/marc_smith/5899578549/sizes/o
Betweenness Centrality is defined here: en.wikipedia.org/wiki/Centrality#Betweenness_centrality
Top most between users:
@colmtobin
@rtegaa
@officialgaa
@aaroadwatch
@gergilroy
@galwayad
@gaa_beo
@setantasports
@jimmynorman
@volvo_oceanrace
Graph Metric: Value
Graph Type: Directed
Vertices: 967
Unique Edges: 6428
Edges With Duplicates: 1379
Total Edges: 7807
Self-Loops: 1122
Connected Components: 274
Single-Vertex Connected Components: 246
Maximum Vertices in a Connected Component: 655
Maximum Edges in a Connected Component: 7299
Maximum Geodesic Distance (Diameter): 13
Average Geodesic Distance: 3.114706
Graph Density: 0.006586934
NodeXL Version: 1.0.1.171
The local networks of each of the users is shown alongside the complete network graph.
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
This image displays who follows who among a group of Twitter users who all mentioned the term "WIN09". Size and color is mapped to the number of tweets.
Generated with NodeXL v. 93.
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 ASA2011 when queried on August 17, 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/6053172545/sizes/o
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
@sociologylens
@emerald_soc
@jessienyc
@kjhealy
@sagesociology
@asastudentforum
@davepurcell
@palgravesoc
@nathanjurgenson
Graph Metric: Value
Graph Type: Directed
Vertices: 185
Unique Edges: 2032
Edges With Duplicates: 725
Total Edges: 2757
Self-Loops: 184
Connected Components: 7
Single-Vertex Connected Components: 5
Maximum Vertices in a Connected Component: 178
Maximum Edges in a Connected Component: 2747
Maximum Geodesic Distance (Diameter): 5
Average Geodesic Distance: 2.186287
Graph Density: 0.064717979
NodeXL Version: 1.0.1.174
More NodeXL network visualizations are here: www.flickr.com/photos/marc_smith/sets/72157622437066929/
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.
From: www.connectedaction.net
Connections among the Twitter users who recently mentioned #MWA2010 when queried on October 6th, 2010 scaled by numbers of followers. Top between users are listed in the spreadsheet image that can be found here: www.flickr.com/photos/marc_smith/5057219226/.
The Mobile Web Africa 2010 conference was held in Johannesburg, South Africa on September 29 and 30, 2010
The top three most between people (@mtrends, @kiwanja, @andredebeer) each get retweeted by a large population of lightly interconnected people. These are people with relatively few followers (.5K to 5K) as compared to the "visiting dignitaries" like @witnessorg, @frogdesign, @doctorow, @kim, and @reveznexus -- who all have many followers (26K-270K), but relatively few in this graph.
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 words #cmtybc OR #octribe OR #TheCR OR #emint OR #cmtymgr when queried on May 6, 2011, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another.
Layout using the "Group Layout" composed of tiled bounded regions. Clusters calculated by the Clauset-Newman-Moore algorithm are also encoded by color.
A larger version of the network map is here:
Top most between users:
@erich13
@billjohnston
@thomasknoll
@thecr
@suzboop
@jimstorer
@jamiepappas
@igotan
@lovisatalk
@cmtybc
Graph Metric: Value
Graph Type: Directed
Vertices: 56
Unique Edges: 457
Edges With Duplicates: 124
Total Edges: 581
Self-Loops: 0
Connected Components: 1
Single-Vertex Connected Components: 0
Maximum Vertices in a Connected Component: 56
Maximum Edges in a Connected Component: 581
Maximum Geodesic Distance (Diameter): 4
Average Geodesic Distance: 2.075255
Graph Density: 0.168181818
NodeXL Version: 1.0.1.167
NodeXL is free and open and available from www.codeplex.com/nodexl
NodeXL is developed by the Social Media Research Foundation (www.smrfoundation.org) - which is dedicated to open tools, open data, and open scholarship.
The book, Analyzing social media networks with NodeXL: Insights from a connected world, is available from Morgan Kaufmann and from Amazon.
Marc Smith on Twitter.