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20120129-NodeXL-Twitter-educon network graph

From: www.connectedaction.net

Link: www.flickr.com/photos/marc_smith/6785112263/sizes/l/in/ph...

 

These are the connections among the Twitter users who recently tweeted the word educon when queried on January 26, 2012, scaled by numbers of followers (with outliers thresholded). Connections created when users reply, mention or follow one another. The data set starts on 1/29/2012 15:13 and ends on 1/29/2012 17:42 UTC. Green lines are "follows" relationships, blue lines are "reply" or "mentions" relationships.

 

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/6785112263/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:

@willrich45

@chrislehmann

@web20classroom

@thenerdyteacher

@bhsprincipal

@tomwhitby

@nmhs_principal

@rkiker

@plugusin

@baldy7

 

Top keyword pairs:

#educon, #cpchat, 86

google, earth, 73

#educon, #cpchat,50

@ransomtech,@willrich, 36

#edchat, #educon,33

dan, barcay, 29

barcay, #educon, 27

social, media,25

@missshuganah, @ransomtech, 22

#cpchat, #educon, 22

great, things,20

@gcouros, #educon, 20

doing, great, 18

delivery, mechanism, 18

content, mastery,16

@bhsprincipal, #educon, 16

great, things, 16

google, earth, 15

#edchat, #educon, 15

 

Graph Metric: Value

Graph Type: Directed

Vertices: 520

Unique Edges: 11960

Edges With Duplicates: 1821

Total Edges: 13781

Self-Loops: 552

Connected Components: 3

Single-Vertex Connected Components: 2

Maximum Vertices in a Connected Component: 518

Maximum Edges in a Connected Component: 13779

Maximum Geodesic Distance (Diameter): 5

Average Geodesic Distance: 2.217951

Graph Density: 0.045968579

Modularity: 0.17656

NodeXL Version: 1.0.1.199

 

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.

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Uploaded on January 29, 2012